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e0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cn04AAEFNAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAIAAAAAAAAAAAEAAAAAAAAAJxJ%2FLAAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAA5ADsAUABTACAAMAAwADEALgAwADAAOQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAKncAE0TAE0ZAEbuFM3pjM%2FSEdmjKHUbyow8ATBE40IvWA3vTu8LiABDQ%2BpexwUMcm1SMnNryctQSiI1K5ZnbOlXKmnVV5YvRe6RnNMFNCOs1KNVpn6yZhCJkRtVRNzEufeIq7HgSrcx4S8h%2Fv4vnrrKc6oCNxmSk2uKlZQHBii6iKFoH0746ThvkO1kJHlxjrkxs%2BLWORaDQBEtiYJIR5IB9Bi1UyL4Rmr0BNigNkMzlKQmnofBHviqVzUxwdMb3NdCn69hy%2BpRYVKGVS%2F1tnsqv4LL7wCCPZZAZPT4aCShHjHJVNuXbmMrY5LeQaGnvAkXlVrJgKRAUdFjrWEah9XebPeQMj7KS7DIBAFt8ycgC5PLGUOHSE3ErGZCiViNLL5ZARfywnCoZaKQCu6NuFX42AEeKtKUGnr%2FCm2Cy8tpFhBPMW5Fxi4Qm4TkDWh4IWFDClhU2hRWosUWqcKLlgyXB%2BlSHaWaHiWlBAR8SeSgSPCQxdVQgzUixWKSTrIQEbU94viDctkvX%2BVSjJuUmV8L4CXShI11esnp0pjWNZIyxKHS4wVQ2ime1P4RnhvGw0aDN1OLAXGERsB7buFpFGGBAre4QEQR0HOIO5oYH305G%2BKspT%2FFupEGGafCCwxSe6ZUa%2B073rXHnNdVXE6eWvibUS27XtRzkH838mYLMBmYysZTM0EM3A1fbpCBYFccN1B%2FEnCYu%2FTgCGmr7bMh8GfYL%2BBfcLvB0gRagC09w9elfldaIy%2FhNCBLRgBgtCC7jAF63wLSMAfbfAlEggYU0bUA7ACCJmTDpEmJtI78w4%2FBO7dN7JR7J7ZvbYaUbaILSQsRBiF3HGk5fEg6p9unwLvn98r%2BvnsV%2B372uf1xBLq4qU%2F45fTuqaAP%2BpssmCCCTF0mhEow8ZXZOS8D7Q85JsxZ%2BAzok7B7O%2Ff6J8AzYBySZQB%2FQHYUSA%2BEeQhEWiS6AIQzgcsDiER4MjgMBAWDV4AgQ3g1eBgIdweCQmCjJEMkJ%2BPKRWyFHHmg1Wi%2F6xzUgA0LREoKJChwnQa9B%2B5RQZRB3IlBlkAnxyQNaANwHMowzlYSMCBgnbpzvqpl0iTJNCQidDI9ZrSYNIRBhHtUa5YHMHxyGEik9hDE0AKj72AbTCaxtHPUaKZdAZSnQTyjGqGLsmBStCejApUhg4uBMU6mATujEl%2BKdDPbI6Ag4vLr%2BhjY6lbjBeoLKnZl0UZgRX8gTySOeynZVz1wOq7e1hFGYIq%2BMhrGxDLak0PrwYzSXtcuyhXEhwOYofiW%2BEcI%2Fjw8P6IY6ed%2BetAbuqKp5QIapT77LnAe505lMuqL79a0ut4rWexzFttsOsLDy7zvtQzcq3U1qabe7tB0wHWVXji%2BzDbo8x8HyIRUbXnwUcklFv51fvTymiV%2BMXLSmGH9d9%2BaXpD5X6lao41anWGig7IwIdnoBY2ht%2FpO9mClLo4NdXHAsefqWUKlXJkbqPOFhMoR4aiA1BXqhRNbB2Xwi%2B7u%2FjpAoOpKJ0UX24EsrzMfHXViakCNcKjBxuQX8BO0ZqjJ3xXzf%2B61t2VXOSgJ8xu65QKgtN6FibPmPYsXbJRHHqbgATcSZxBqGiDiU4NNNsYBsKD0MIP%2FOfKnlk%2FLkaid%2FO2NbKeuQrwOB2Gq3YHyr6ALgzym5wIBnsdC1ZkoBFZSQXChZvlesPqvK2c5oHHT3Q65jYpNxnQcGF0EHbvYqoFw60WNlXIHQF2HQB7zD6lWjZ9rVqUKBXUT6hrkZOle0RFYII0V5ZYGl1JAP0Ud1fZZMvSomBzJ710j4Me8mjQDwEre5Uv2wQfk1ifDwb5ksuJQQ3xt423lbuQjvoIQByQrNDh1JxGFkOdlJvu%2FgFtuW0wR4cgd%2BZKesSV7QkNE2kw6AV4hoIuC02LGmTomyf8PiO6CZzOTLTPQ%2BHW06H%2Btx%2BbQ8LmDYg1pTFrp2oJXgkZTyeRJZM0C8aE2LpFrNVDuhARsN543%2FFV6klQ6Tv1OoZGXLv0igKrl%2FCmJxRmX7JJbJ998VSIPQRyDBICzl4JJlYHbdql30NvYcOuZ7a10uWRrgoieOdgIm4rlq6vNOQBuqESLbXG5lzdJGHw2m0sDYmODXbYGTfSTGRKpssTO95fothJCjUGQgEL4yKoGAF%2F0SrpUDNn8CBgBcSDQByAeNkCXp4S4Ro2Xh4OeaGRgR66PVOsU8bc6TR5%2FxTcn4IVMLOkXSWiXxkZQCbvKfmoAvQaKjO3EDKwkwqHChCDEM5loQRPd5ACBki1TjF772oaQhQbQ5C0lcWXPFOzrfsDGUXGrpxasbG4iab6eByaQkQfm0VFlP0ZsDkvvqCL6QXMUwCjdMx1ZOyKhTJ7a1GWAdOUcJ8RSejxNVyGs31OKMyRyBVoZFjqIkmKlLQ5eHMeEL4MkUf23cQ%2F1SgRCJ1dk4UdBT7OoyuNgLs0oCd8RnrEIb6QdMxT2QjD4zMrJkfgx5aDMcA4orsTtKCqWb%2FVeyceqa5OGSmB28YwH4rFbkQaLoUN8OQQYnD3w2eXpI4ScQfbCUZiJ4yMOIKLyyTc7BQ4uXUw6Ee6%2FxM%2B4Y67ngNBknxIPwuppgIhFcwJyr6EIj%2BLzNj%2FmfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h%2FC%2FPkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn%2FpdpgHKNGrGIdkRK%2BKPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho%2BEIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA%2Bq%2Fj9m3LM%2FO7WJka4tSidVCjsvo2lQ%2F2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3%2F5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho%2FbcwQdeboqfQartuU3CsCf%2BcXkgYAqp%2F0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid%2FNIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A%2BTRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC%2BJE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Fx%2Dfont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFuAAA8AAAAAsVwAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABWAAAABwAAAAcbSqX3EdERUYAAAF0AAAAHwAAACABRAAET1MvMgAAAZQAAABFAAAAYGe5a4ljbWFwAAAB3AAAAsAAAAZy2q3jgWN2dCAAAAScAAAABAAAAAQAKAL4Z2FzcAAABKAAAAAIAAAACP%2F%2FAANnbHlmAAAEqAAATRcAAJSkfV3Cb2hlYWQAAFHAAAAANAAAADYFTS%2FYaGhlYQAAUfQAAAAcAAAAJApEBBFobXR4AABSEAAAAU8AAAN00scgYGxvY2EAAFNgAAACJwAAAjBv%2B5XObWF4cAAAVYgAAAAgAAAAIAFqANhuYW1lAABVqAAAAZ4AAAOisyygm3Bvc3QAAFdIAAAELQAACtG6o%2BU1d2ViZgAAW3gAAAAGAAAABsMYVFAAAAABAAAAAMw9os8AAAAA0HaBdQAAAADQdnOXeNpjYGRgYOADYgkGEGBiYGRgZBQDkixgHgMABUgASgB42mNgZulmnMDAysDCzMN0gYGBIQpCMy5hMGLaAeQDpRCACYkd6h3ux%2BDAoPD%2FP%2FOB%2FwJAdSIM1UBhRiQlCgyMADGWCwwAAAB42u2UP2hTQRzHf5ekaVPExv6JjW3fvTQ0sa3QLA5xylBLgyBx0gzSWEUaXbIoBBQyCQGHLqXUqYNdtIIgIg5FHJxEtwqtpbnfaV1E1KFaSvX5vVwGEbW6OPngk8%2FvvXfv7pt3v4SImojIDw6BViKxRgIVBaZwVdSv%2BxvXA%2BIuzqcog2cOkkvDNE8Lbqs74k64i%2B5Sf3u8Z2AnIRLbyVCyTflVSEXVoEqrrMqrgiqqsqqqWQ5xlAc5zWOc5TwXucxVnuE5HdQhHdFRHdNJndZZndeFLc%2FzsKJLQ%2FWV6BcrCdWkwspVKZVROaw0qUqqoqZZcJhdTnGGxznHBS5xhad5VhNWCuturBTXKZ3RObuS98pb9c57k6ql9rp2v1as5deb1r6s9q1GV2IrHSt73T631424YXzjgPwqt%2BRn%2BVG%2BlRvyirwsS%2FKCPCfPytPypDwhj8mjctRZd9acF86y89x55jxxHjkPnXstXfbt%2FpNjj%2FnwXW%2BcHa6%2FSYvZ7yEwbDYazDcIgoUGzY3h2HtqgUcs1AFPWKgTXrRQF7xkoQhRf7uF9hPFeyzUTTSwY6EoUUJY6AC8bSGMS4Ys1Au3WaiPSGGsMtkdGH2rzJgYHAaYjxIwQqtB1CnYkEZ9BM6ALOpROAfyqI%2FDBQudgidBETXuqRIooz4DV0AV9UV4GsyivkTEyMMmw1UYGdhkuAYjA5sMGMvIwCbDDRgZeAz1TXgcmDy3YeRhk%2BcOjCxsMjyAkYFNhscwMrDJ8BQ2886gXoaRhedQvyTSkDZ7uA6HLLQBI5vGntAbGHugTc53cMxC7%2BE4SKL%2BACOzNpk3YWTWJid%2BiRo5NXIKM3fBItAPW55FdJLY3FeHBDr90606JCIU9Jk%2BMs3%2FY%2F8L8jUq3y79bJ%2F0%2F%2BROoP4v9v%2F4%2Fmj%2Bi7HBXUd0%2FelU6IHfHt8Aj9EPGAAoAvgAAAAB%2F%2F8AAnjaxb0JfBvVtTA%2BdxaN1hltI1m2ZVuSJVneLVlSHCdy9oTEWchqtrBEJRAgCYEsQNhC2EsbWmpI2dqkQBoSYgKlpaQthVL0yusrpW77aEubfq%2Fly%2BujvJampSTW5Dvnzmi1E%2Bjr%2F%2F3%2BXmbu3Llz77nnbuece865DMu0MAy5jGtiOEZkOp8lTNeUwyLP%2FDH%2BrEH41ZTDHAtB5lkOowWMPiwayNiUwwTjE46AI5xwhFrINPXYn%2F7ENY0dbWHfZAiTZbL8ID%2FInAd5xz2NpIH4STpDGonHIJNE3OP1KG4ISaSNeBuITAyRLgIxoiEUhFAnmUpEiXSRSGqAQEw0kuyFUIb0k2gnGSApyBFi0il2SI5YLGb5MdFjXCey4mNHzQ7WwLGEdZiPPgYR64we8THZHAt%2BwnT84D%2Fx8YTpGPgheKH4CMEDVF9xBOIeP3EbQgGH29BGgpGkIxCMTCW9qUTA0Zsir%2BQUP1mt%2BP2KusevwIO6Bx%2FIaj8%2FOD5O0VNrZW2EsqZBWbO1skRiEKE0DdlKKaSVO5VAuRpqk8VQJAqY7ydxaK44YJvrO2EWjOoDBoFYzQbDNkON%2BUbiKoRkywMWWf1j4bEY2iIY1AeMgvmEz%2FkVo9v4FSc%2FaMZMrFbjl4zWLL0%2BY5FlyzNlEVYDudJohg8gPUP7kcB%2Fmn%2BG6cd%2B5PV4Q72dXCgocWJADBgUuDTwiXiGSyZo14HOEQ2lE6k0XDIEusexDzZOMXwt1Dutz%2BtqmxTvlskNWXXUQIbhaurum9GrePqm9Yaeabjkiqf%2BbUvzDOvb2Y1E%2BEX2DnemcTP%2FzLcuu7xjQXdAtjR0Lo5n4%2FHs%2FGtntMlysHt%2B29NXbH6se%2F%2FWbFcyu%2Br28H0MwzI30DYeYTLMXIA2EG8QlHpAsyS0EfEToR0a3utIxFPJ3kiIHCCrZ66b0e2xEmL1dM9YN%2FMwS5p01N5jMX%2FBLKt%2F1R83l0LyC29M6%2BiYxo%2FUNg%2FEF7c2WyyW5tYl8WnhWg2%2FhyySbD5UhnDyS7OcU0dnrFw%2BDfGdI7v4QfYIIzOMq9hFtY55gmvC7jZ2FK7sEdrn6IXBuucYhjsGdQ8z0yEbWkkczjjsE5hNAIZrPx2zOLZDmKNXcXtg7EMqidAEEWg%2BSJCBBNwxvxJfc%2FbZa%2BKKf%2BxoKZybnq5vaqpPTye7CiF%2BZFjxZ8%2F7Qij0hfOG%2FcowPA1rT1l4ymWnrKmxxqfErTVrpgwPlz1kC%2BOy8NMDz6c%2BIO38K%2Fx0xkPnLW8Kx6qGAoQdL%2BTD9V9rb%2B%2Fctn%2F%2Ftrxz8dUrZrD%2Fzk%2FferF0cNt1BzctmX2FZPXt%2FjnFCQNz4Ah%2FiKllGiCMs1w5Lkg0kiEwj6VTXCDKsX9rMpnvIj9pcDecXAIXMnqn2dTUbN6w0XQ9ue6FV%2FnnXCH7S3lPWGltVcLsH75ub3ab7A8M28caNrIeOr3o5Q0yFsYL80xaa0EY%2FUEczV7icUMY5pnelAkmUAXmHYjvFWFGxuqlSaow3OM%2B%2FiYY7%2Fl%2FhVELF4EjRqNR%2FbvRbOY%2BDUGzGR%2FOh3EqmE%2FugIQQguGt%2FeMYz%2F%2BL0cimjeZfQDI3phXMbMQsqH%2BCjwVz%2Fhf4idHovgVmB8gLvjbicDcC%2FNypP536E%2F9N%2FpuMibExdohBmNwyiaZdJGoigos7GpF222xrfnZhML%2F7Z%2BylaqP63Hr%2Bm7bdUkQ6%2F2cXqdfmvwixY%2Bs2ksXFeXcE%2BiX0Z%2BIow76DBNgjJ7TOdUK18iPsPflfQD%2BDPsZG2Aj9VmKMMJ4fYRrhIaxhTDR0Elh2vA6h%2FAE6xUb29mj3sjmL72petXjejPy%2Boel60M99tFduCI59N3221xe7apOvxs6aHs7vab1IqY2tv7q2xsHeHGml%2FcV06u%2F8S%2FxTjJ%2BJYc0bWEX0ukW6YmIbGkJRMdjJ9mYIH5QIdJF4hvRGyK7cC7ctImQRcUET99fGXOoft35GYLMQu%2Bg2smnkgZUrH8AL%2F9Si217IssJ916nv14ZrJrvdxLkQvrvtBcjgPC0NXOicO8Qf4mcxPqh3hgUw3DDfdvLJXngg7N3dN2zbPJSaed3OfZnMU7dvmznp3C3bruO%2BNmue0LFsy7S%2B6265%2BfCKFYdvvuW6vmlblnUI8xCXp37CrOZv4B9gauDBlYp7adcUXB5DNCwYImlXOJJKkAdvExXxVvKEYnCo%2B3eIskP9qrrfIYs71CccBjfXRC52udTHHdaP1A1ui%2FVvH1otbrLrpNXBsGX5B89QghDyimlvNB2KfkxZ5C9%2Fem3%2Bd1%2Bd%2F%2FIfFp2%2B2Oxn%2Fs%2B9n%2F79p39S3s8idN6g0yZObwJOgKUpNB3GyU0Ls0PbRzIRq4lcarLKOJBkLRzJQD4j2090XrbA7DW8K3jNF5hlGS5e4V2D17zgss4T20egOJte5iD0bReM9yjTxnQxCRj3c5kFzGJmGbNKmwGw39IJDJcXJZGMkaAB4jyJAKw0jt5IAuIE%2BA%2BU3cVAZZrq9zhDyBrU8oosuxcGNTzCKJfla7JjNVmuSb%2F%2BtuzN2H%2BX4vlB%2BPpdfMXXmuVsNiub1T34SFbjYw5itEvVi0K0Nt9pNJUMI7SLGRhf2xipfCYf8z5OdlGKayOucFeVPeS%2Fdbo3lBrbSMmwUiQN5%2Fed7g0Ds1s17IuZC5kNzM3MZ6EWCa0DtekdJfAxz%2BR%2FOX28sND7yRMTBcf%2B%2Bs8mQCQWHya4qBv%2FufeMoWyslPA9DtMxUknxkH%2FyfTnm2CMYzs%2BCq3r7PxY%2FMXomrvTEsRpfEGHa%2BWN8E1AHjElb7d06ddA7oK%2F%2B5Mdsv9EtPms0jv0Z5kf1FqPxWdFtfFr0kHfgDX0Y%2B5PRSG7RUj0tQr7rmfX8DH4G5W28kKeJLtmQsQkuwMP1pk16EV4sl7vrMJATfyUWo%2FGwEco4rh4XFQgaiUX9qxZHrMQqKnz%2Fc2d8b9TysYrAuXpP%2FRf%2FGr8b1qwwc5a%2BeuLa6S6sneNXToG2XrEJi4R5SGs8Sq2S3d97bsfCRaTdaLwKClRHt37mkudvXbjwVrLhuYeGhh56bvfQkHpk2CwvwClqgWwuBfndC3c8dwmstj81KkagcUgbfPY8Zje0W%2F82VPWJHmSq6pP8hPWpotc%2FEexDOK3qU%2BwngPhOCiO9MJRm8TJefjelrzoKnG2Bn%2B1NCUmPE4gHFmBN9jrTigRIpsACrc9Gstg58ULkp9467%2BGf%2FeFnD5%2F31lNrt2967dhrm7bzI%2BVT5m%2BfzKhvf2MzpICEm79Bopkn07lt1762adNr127LwVqQLdJ5%2BlpQDcvHPQtVY5knhYrK6q8%2FJsiP6EuhGZdFdaNszjvpqvc%2BPI0CdjN0AXsFOC3ZfALDJwr4q2Xq%2BGF%2BGNbsxUg5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg%2BFB1ubjlnRNvl3o6IEU2w7fdNPhm%2Fhh%2BFLysUu6%2B%2BDLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK%2Fm4szFFR7ch0toUgBTdWHr7EpaWru6%2B6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d%2FjLST9v5YflasP6v%2FCO7%2BGNAPC2BMZWmsOjp2NNbfHwMCJD%2BLPVL%2BD%2FOYlWEEI%2F9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2%2BbBDWBud1Va4pcCn8CPqxlh%2FfgtG8IPaPH8C5wk6%2FnZDv69jurV5QhtwE0x2iqOsj9Mx8B9%2F0EaUdiPfOYYDCi%2Fq9jhWRuupMDEU0%2BCtX0sDFxv07T%2FK5niBPqN9%2BtQjgEc31NGCXFeMcCEuQBIc%2FBK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF%2FR0%2Fu5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y%2BRBgogrXPZ8E1yIHoHIFUM%2BAbJhE7lbMtt8ApL%2BxmZW7PwbjAO0fAVoXQOuiSP%2FksIVdFZ0aulsamKUzwPZ%2FNYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7%2Bpg%2BjUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd%2FJ5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7%2BRHJHP%2B2hqfugo%2FMvI2H%2Fmqr4b9tFnKSRY1Y5Ek80Nm%2FWIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw%2BnSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv%2BrWa%2FWih0vlbX6Zb75T5C0qNKVFvH1QL%2FvazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f%2BXdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS%2FxTo%2BP5wGFak62ap1PVFFN4v%2Fy%2BxuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f%2F6dhK6gQokFKhWX3urrjk%2FrnI0pgfpGMeuQIUaEM7%2BGF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x%2FGdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY%2B9yGFQtEo0GQPNv6vS2drj4%2B1jHbv3aJSMUWP%2BQTZrmbNTjU8wyG%2FiXNNpskybLcJ3CiTF5Ir%2BJYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d%2B%2FXeNRTZ9%2F1OPfG7%2B2hwzd5W3D%2BhmyjsRcUg%2F%2BCavb%2B%2BVh2ls3L7zT%2FetOnHNxeerv313vzLVqPai4nJv%2BK1FC6040%2F4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk%2FU%2BD4gTXW%2Bj0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7%2FR561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l%2BWKHmLTJwRv9E8GWJ6dYvf%2FFmEyEGr%2Bgyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b%2BtMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1%2BQ2BIRvf6J6Kgatnrbiem%2BCFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ%2BCuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih%2FxELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD%2BuOe%2BkWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby%2F%2BSSbPY8%2FNH6vpl%2FEsq3Ae4ZU1HC44KFiI9o7CEgab%2FRqHbj7s5KAg06s39ZP%2FzxI%2FmVuF%2FTbTSy%2B3Fb8If9%2Fcv7%2Bwt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi%2FC8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0%2BXxx%2F5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB%2FqM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J%2FUKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc%2FTHK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd%2B%2BU%2F3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg%2Be4As38MfGquNt7oUws6Ysarj1%2FefE%2Byst86YUVNvDdts3Pv5c8m%2FaP0C%2Bf8%2FQb%2BIMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT%2Fv27wm09jRYVc%2Fe%2B%2Biyx2tyzJb%2Fn3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy%2Ft27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj%2FS5ki1jL%2Fa0GC6%2B2L6Um%2BaoddlNFuj%2BbJ8mH%2FiaLh8I0%2FU51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz%2B1UmhTJyJGxZzw%2BwsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ%2F9pPA4RKTASWahmh%2B8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ%2FtHnODtENw%2F2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8%2B%2FElg5j4Gxur3J8o2PJ4rg%2B2d08T%2FfwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r%2FaMMj8onCP%2FDuDZOuN%2BGPPr%2F%2Bp7bx%2B7JlbYdppcNhzKU%2F1Px5aiaGDn%2Fs1iGMaBcleKUo%2Fv9rcxkZj7DBEKOfrayytXNLYiUdBY%2BpleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF%2FQa9Pdf%2FQqOSqCiE%2FEE1%2FXIVKTc2tzWbHnimrEd%2BVyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu%2FkzIdx%2BBxC0ay9zRSvoS0F2lIxI%2BX7klU63I40gLQ3w5ep5na%2BSFnba3z5D64zv%2BQtM4n4ffG3tq4aNHGRfxgrXPMim%2B5487abL7xhdseIRn1KDl%2B7aINixdv0OD%2BJSPwKf5%2BxoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz%2B9a%2Fv2PH1Hfz9236w%2BZrPXvWfAxlj4NLLHpq3c%2FPQ3uvmvbrjG7fe%2Bo2y%2FcLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF%2FtkkOGPW2ibWaBTkeZ%2FdvPWazXfOnnvL6jkRXpi85sFzZt%2B55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG%2FyVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6%2FOU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR%2Frg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x%2BMJiOA3YwhDRQrWU0u%2F0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0%2Ba0uoiFH%2FxcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL%2Bj3D%2FuwhBRdyAyozeZwvQzs79soi%2BBKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo%2FybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM%2B3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho%2FVDkzQfLE%2BIrYoJXkD19pdP7OwG%2FvoIUtagiWiZ4PAFTHHlTVhRZ7dYmPar%2BNJ%2B8JhmR6DFK5DV1foHoLNO%2FpHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj%2Bi5%2B%2BWZfKeViJfW5HnUakVL4UCNVkA4%2BETfIqx4B5xSaP2L1yn0zn2ltPn4%2BOqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL%2FNNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE%2BcPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP%2BKps8J9%2F3mGQIteY%2FLGPC%2BL7872SPR2br5fy8MtKBMHedGuM28%2FMZmPJMrGgi3Gb1S%2BSi1%2FL%2FzrZwO9XH1ce%2Fz7ZQ1WSoY%2F%2BpMb5FT4ua0Wm%2BJf%2F298nFmChEQ%2BTi71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa%2F1IFO1%2FjdWr%2F8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc%2BKJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3%2FtM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB%2Fyox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt%2FqMDnvLpPNTXfNa60z5%2FyjXQOMq%2BlNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd%2BRiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb%2FpBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap%2F30lnVESgNnvjbUoT6w9N%2BXoio0qcYOIM%2Bheg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X%2BPE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa%2BdAdAbMYX6HVF8A%2B7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf%2FNf%2BNy65BhYxxxV%2B77XJ2wfQ389%2FIQPgajXbwMsuAz%2F0IaQcXJavKbRqR2IqyZruXjVC2%2Bhdee%2F5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab%2FwXl2CNe7s%2FqCtTvWgG5kpBmCBlSzDS%2Fr8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8%2FNCfiOUVirYcBbIeA2%2BiF68rQIo3B%2FS628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935%2Bk1efkV51mzzrM0LL3%2F20avnwMeKuWyOUZg2TasSqZ%2BKcZQiOn1Iu2Vh497ALUVZiCKt%2Fgh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1%2FuzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb%2BokJ5JRDyf54Axur1D%2BWS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt%2Bt%2FqW2%2B93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz%2BtJo%2BwijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF%2BkuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj%2BZ4i%2B42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA%2FhRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz%2Bx%2BFkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3%2FRTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY%2BuSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN%2BfiK86LeXj%2BSc5lPKy%2Bk%2FvCUI%2FDaLFYCWHr6nbXuILTIsb5imNKY%2FrCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T%2FyOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH%2BL0eCPxmsa5ZpgRJSDZ11yDv%2Bjmbd86vxZfc1WcZJ3UkMq1BOOOVtvu%2F%2BpB%2Ben186d3GTwWAw2jheaJs09%2F%2BLNfZft37DALyrNj1wABMuUKbODyTVnT%2FKYbJ3Tpq8IrNh92dkxOj5P%2FYpZx4%2FycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB%2BcV99%2FeTF6294dA8%2BTK6v74MHVpYNRt%2FI30e8QGTOOdfGWzzxcy%2B87a7bLjw37rHw1nPzp0KyyRSeZO%2BQQhInt3dYgvycjrPOv%2BT8s1rptaP84VeywdWX2T4ysr0%2F7TLIs6%2Bx9zib56ye1dM9e%2FXsZmePY3NDs9zlnNVt4%2BWgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS%2BXPplV2ts4bvCwZu%2BKzgITtxepaPRzWdpv74muvv6RO0SorX6cu%2FdqKn%2FXWnrtp%2FZragz13DUCl5myiFW2Ycvb0PtsXnU%2Btx8pvLFbUspLX68mdegwmOif%2FNPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3%2FjdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx%2B6arPqbkcNAHoFPzKUUQ%2BqL0k97pjbZv1I%2FegC9zTFbrrlFpNdmea%2BgIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV%2FScS%2BzjlASyUTVv%2FAJ46gkJI4bHX4lTnloctxPZE1ckS3%2BjG2fKIjkQFyzuo8jvYQG1OrGvJPSTu%2FnSp9PHNTl4z5hK%2F8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt%2FwkSx%2FJCmP5%2FcBKQfl%2F5gd%2BrOS%2F%2Bp91%2F%2BYCg5CXK2W4M9fu%2B%2F6xxX%2BvnelVuldIDCG0VQTpU9Dw4pRfei%2B6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15%2B5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl%2F5bqzYqT9hMmptEXDgTqP3Wiye%2BsD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC%2Fv8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4%2BTi7W9D%2FOZrLChdwxmPNiBRqVjnpK%2FaGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3%2BOfU5%2FieLS%2FNuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD%2BN2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad%2F3t2KTtPobnX6D8C8pd0MDP%2BKx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE%2BJGTS3JoEhTrz8%2FCB%2B5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk%2BhtwN5A0V3RCPoD%2FyXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps%2Ft%2B0iCT3AHVtZC7JDCXfR7OSb%2FXja5H3zQbZL1B%2BULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset%2BnQWdS%2FZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5%2BLhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW%2F3Q5Nn8BZEuzqEI7HK3n0%2BzFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj%2FmQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2%2FBWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY%2FyCZu%2FAmd5Or9uS3DYaeqVOhH7gZN%2F8I%2Fwi1fEuLXvyNivibjuKvN%2B1Nc01HF%2F3h%2Bef%2FsOhox8MPd5SFucPjorQwXT%2BytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP%2F79nbvCXFOY%2BPUjrT7%2FotsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9%2Bpbs6E%2FVu7Nk642%2FPYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu%2F19%2F5QW9Rv1U1ridT22i%2B53pzumbs%2BXFFXYC%2B%2BCGsTj5JUT%2FGCgRt3n78i2n71FHG4%2Fu6X%2B%2B9%2Braya7os3ZbDmgWfXun44e%2Bu2NZKuGZ0HiF8M4TlMPR%2BEU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l%2BuXrbjPUyep%2B8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq%2BNzK%2FOKSbsfl79o9G20R%2BbrBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery%2F7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1%2BSdazRrfddkBU98t1htvWrbjqSqjaCguxrffM%2F5zDCpBALUycmajhd%2BR6ww4SWafuZ5eU%2BtPid4lgd3gt%2Bb%2FY9rQoZNmiXYPXyRHbRs8zX%2Ff4WIFjWZJtUdSD55AP3xtXH%2BZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy%2F8F0GoqYPv75Yh9j3x4DuJ%2BuEzHRpAq2lMqb%2BqfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT%2BLUgx0Pg%2Fp87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv%2Fu9ZUWUx%2BPYFueUKwaNvbtu%2BXps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L%2FBehXuHqfaBwBEU7hfVLcXvS4VQv%2BT%2FvaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq%2Bk4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S%2FtkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP%2BEaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP%2FdsZ8%2BfP75D%2F9Uu5Gs3FY%2F2SxPld0DHOciXI9gqjcEidXjE%2B3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8%2BLTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7%2B%2BwW4gRDRbaxw2nrOGm%2BxOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot%2FFpHvIUjJovFEoYvHYV9C5Y%2FxN9OfcalvII37UEhTbTg%2FAQIaPb4Vz6j5u8%2FaViycMod%2FfkDcpu8QZbZoeBi%2FvbzP3XPsZvOubMtaPHkD9jt6%2BU2O7vqU%2F9C9SMvgrXpQNG%2FE0oJxun%2BCiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp%2FVAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y%2BpGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr%2BP2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr%2BP30f3OkPQ72aO0xYo3%2FEsmO3QO5qEF8S0qQH0UsKXv0brnl9%2B8M7jF174%2BDsfvPOl1au%2FRL5%2F9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x%2B4ofw%2B3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ%2BpYl%2BSf8YcurfmXP5F%2Fkj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0%2FOM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw%2B1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g%2BRn533qkocdvLs2HmhU75br%2FMmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3%2F3pYNi3bS%2BRd%2BGjOfVpAPNd6y64Gsz1GaZleWIPoYL%2Fv9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk%2FIojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB%2F36kP%2BK38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL%2Bx03nhh%2BoNo5e77psxg9Q5LzebIKD%2BfsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O%2Fkdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P%2FF7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF%2FBRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm%2BRdmIJQST%2FZfVdudUvh9S%2FqqNvqT98g9SQ3lHibZY0mRVHooyDN%2FFHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi%2Bd0s4%2Bztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr%2B1VZFcEZ%2FPdJkn1hOs8SXS%2FNFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq%2Brbyg1Z%2BO8VsNC1UmcvORPRfxtPrfRwL2p%2FoA1eZp6Z%2FaGffoewaXcA%2FxBlKlQLfhQL%2FoPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp%2FbXh5e5YXW2Ngfvza0ZF6UgFL%2FE0fTq4LBlvTE2qb%2FKuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8%2FVWi33c3bBZnGY05%2Bdm%2B3qc7fNmj4YGKLj2nfqFP%2Bg7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j%2BSYEWHlZ0K%2FHgsh%2FZtsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D%2BYVyKd0jw3iumwi%2FBC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc%2FJ5uGm6CViW5mulYMk%2BHqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br%2BfcLyoAyu8D9B7bgmzUqfFobF5nKnK4%2Bt8MPJkI%2FxHUNWk117jugWF%2BxazTAALQn6%2BUE9lhoI5ApGA%2FiuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL%2F3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n%2BjspIsHFjJrTOdzSMuOa9DbDcj%2FnH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U%2F8JbJZPJJLBLolH1La%2FRbF9AbC8JJjv%2FmMnssKjLRBJyqj9QXxNko0Ux%2FX79epfiXkm6fmKwF%2Fen1HLc6LxloXWKvGa5rVCVL83VuiPcDEX%2FK5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS%2FkTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv%2F36k2sbqCeCFNa%2BURpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR%2BD79H56NOz0EVWCTy2%2FfffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ%2BT%2FEl3uZqL%2BFyzSZ8XxpTiI%2FG0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ%2BeuOeG2SORmKZr%2FqKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya%2BvlKqv6aXK1qIj3imL%2BL6hL%2ByvUlFfE0VKZ7E8gBY3M%2F8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry%2FLgZIlCeP11Z4zs%2FAwvVwtGFEut5S1JY4lfyT0N%2FevOLo%2BrUEgjcqc9IkGpQbv3iW7Co5b%2BKgjvpzYdH85PLcc4X21ouwEGl%2FS4qnUAvoSlXUUhR1eKr2VWFTB%2BGMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH%2FqPepXQ0Db77CJOAImohB%2BRPWr31ev5g%2FkE%2BzTa4lbvZo8xdWPffQu9yJTPCNB66s%2BzXoJt%2F0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0%2B3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80%2BUxfUHPlBZIRVNQ%2Bv0xRm8REKPoLmNr0%2BUo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV%2F%2Bmfr0C0r%2FNkeXbbpPlOTBBwT0mVz1zx9S%2FwJecBF9Wgv3p032iP2v4VSgfgW2G%2BHUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt%2FQRasn2kri%2BH6L80MJRsmVYJrAKyDItpJUy3%2F15WYIJqcJ9Q5N%2FLFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb%2BIP8gHed%2B6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha%2FfJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG%2FXbOFz%2BTcq2MLrcmV28Nmi%2FOHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw%2BluPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs%2B31Wm5qpH%2BiJWSzqdPr2O7zc2TmtnrzCig6bBd%2FvgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I%2FMAp9q9S3Q%2FclADNm1wEeO%2Bxbwg5OIYHZLY3ehG5lJk2xhco%2B6JWybpEVz2wrR6hZyD0QXZbeDVB%2BonmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P%2B1fAll%2BSyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y%2Bcf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY%2Ff%2BucuMtCuP%2Fe4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn%2F%2B7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7%2F6B23%2Bf%2Bsp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz%2FQ0hI0m3NKDRfkgsrnamo%2Bp0CAq1FyvC3a3Nak%2Fs5VX282x9Ufy3E39VAx6o7LpCvO2wK%2Bch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5%2BjP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00%2FWavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR%2BgufwA8GegxUEo4A%2Bgd0BASHiH6jYMLIsUdQJTs%2FC641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW%2BAMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA%2FxUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA%2FE%2BDXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX%2Fk%2F7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh%2FTK18StOPhwG9Xo5mqXAxvw%2F79YQwwDR%2BnAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw%2BoTFqxtz8dxwtogBnF9MjIl%2Fin%2BK8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O%2BGC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6%2FOC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx%2Bv1UKPsfvzQU0Kc83i2VdILmd2%2FyX55zT9luN2%2BCu4nKfwPcK%2FCvDVU%2BpHh8%2BLaldIf1fA5h3ndT6Fln9%2FW%2F9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW%2Fuib%2Fud%2BVK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M%2BVG0KsUdgdvpgP%2F6NqqP0%2FgHZFUfGEijZLHpiIgvV5%2FBltrj8Qd7XQd5p4P%2B7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z%2FvvacG%2Frjpsvnpzs0B1Id6fmX8119l88XnOxe%2FuGrzzHcdu7UtY3%2B2vmXN5zUyj3ZcPl8p1sZSs6%2FnGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q%2Blwg1RdRSpFDNzosb44YJXnAfoEOpZW%2F%2F6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21%2FBWW5DnPQbn2X1WK43%2FaM2n18DfSoybbNHijFpamzXI31eRibGUOxSu%2FlT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO%2FVjC%2FEinToFyoNDz2p9XD6g78WgQdPG7Z3R0T%2FZ5dTM9lsL8Ktek7szl2L%2BgQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T%2F4VeamYPlLtffdQsk%2B2sUTY%2FzDXl%2F05W53%2FBz9UK3p7LjapZ2ZxOm%2BUlZXrL3HHGqO8%2BwVroDaCTTnTxitMxmiAAYQzVJQH%2Bnj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj%2F9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz%2B3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62%2FqN%2FtjQxnSnhnKPw%2BLNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh%2FLvQZnt0evgIhTFV0kE%2FPYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8%2FCj1Y9NY6cnGVW0CjTLaz7E3epvaT%2FLtTV72Rs%2B0WVVmd0dz%2FMGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf%2Fz%2Bfdka%2BeKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ%2Bbewnf18ap4Ib%2BmSMrtDU5zqlD8QANa5MBGh%2FOwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq%2B7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2%2BYuMbmE9dwGYB4KFTsvnDE6Ah47r%2FfE3AYI%2BoXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU%2FA%2FJsw%2BvWDa%2F7emewLaoeibaF1B9qUNnuqWK3%2BUfXYVL1v%2FomD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk%2Bgk8pL0mcCDOn08MDAQlf%2B%2FSlTZ1z12fnqntOhbOTL9%2FZdevbAPN%2Byby1f%2FuUtC%2Fixm8ZBo59LTXEW060hGrTDplNprWd58fwB%2Fb%2FE27BdS%2Fs7U%2BrGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt%2BKh6HN4ti6lxIhT%2FwahnZtWwzlY9QHQ2c79C%2BdxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah%2FPFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn%2B2MnYv36dbMDBTonl%2FT%2Fma5IKAyEGz%2B4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK%2Fyp%2FgLEBVat5WnPDdKA574ubuFJ%2FIUfZ%2FY2Nt6mN%2BZNNTSTaeI56gKwkXerTe9DDHUw8%2FH35FY3nNN7GGuBKWhrV9ep%2B0k1WjNWVaHkW1yA%2BQHWNu8rtBw2a5YXuE40rs7%2FGA%2Bj09V3hA98yRnFPOGr8ltGlsFdD%2F7tRce3LH6Trcneuiy7K7J3khKu%2B3qUaXPWaX7T6%2FKfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM%2B0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz%2BXmcOs1H31U6cC6RTVLfCg7RNBF1UF2%2FwBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH%2BWC0E1qOGtP66s1MYv%2BVLu8%2FXFXvV%2FZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86%2F1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp%2FlYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1%2Bx1SXwLpFi53b%2BaHRYo%2FIrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f%2BnAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g%2FVRdpkkyVpD7jnmax88QwDvg%2F66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb%2BYFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb%2Fd5gqmNaqJZSO1l6PVRy0nZIj%2F45EetjLguh1rLqR%2BSK0hO6NrsqcNX8zoUdjQYDJ7tb4os6%2Bi%2BY0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY%2FgZmE9iuP4V5v7CSR%2FRThaHLh%2BUeBkXwU6BC7lGOevK65udTv%2BtS%2FPfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso%2Fc%2F1K9aLE12fMWLV1y1D9ua8lyJdWXr%2FbG%2BnoCFutf%2FmLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq%2BPEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj%2BnzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3%2B%2BfcnT49Qe%2BkBs%2BwdsMZgPXMp3U5S958snPP%2FEE7bvkOPCuTUDTUQ%2FUzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk%2FseDVWsvDWXXXsyn%2F4wfpXc2V3%2FQxli3jl%2F5hj%2F83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3%2F%2B2TJrzLlkFz%2Bip3qCHKf6eqW02QJLjBYuuj4sobhCWqa%2FYHGEHpcnumuWSOhxeaL7sOakNR6vvmo%2BYcfFA8UFXEPZf9UjyudIOyNwx%2Fi90DdsujS%2FFX2UAwvWSVK4NxaMhAGw3oowp%2Fuc8CTi7D2rBgZWwb%2F60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E%2Bo2t1nePTn8TUmxz%2FA3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD%2BqJopELrl4S6cJNRtEAsLP%2FOdvnJq0Wo0GolY2Et9VFB2Kf%2B4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam%2BbWmUJZfNn5ozKV5Pmmq8PF%2FjVY%2B2Tlk2M2RzSXKjmbQ4RZcQavEYrN%2F9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd%2BSyX%2FCyf0Vxjd2R9NmsunnXYa8xGHzn%2BsSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV%2BD5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H%2FlpZBicglCPN7WOfJkcHqc3ElWqvvz%2F1E6bIQrG%2Btz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw%2BWSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM%2BwEW0El9dM%2FueVRWIsXwe43R7SgbVZqrnqoJ1X%2FkuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM%2BfoaCcwgaoqZUtmodV3p%2BX7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z%2BO4fYIbvZVt4EUcJEKOhHeincWqONw%2Bq6w5Go%2BWGOSR7LhKV%2BKBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx%2BSyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq%2FqlFo1v%2BPTmTi3E%2FglC9W11b34A22zmLzvb231Q0L2Bgg60OTW4YdstO%2BYOJnO38TtpH7zy9ymokWyA79qlVSn38HtpFlImFnhu3b4boNWXklOXV0Iwo7lQ1hrZyPFcwtjwFP7iEKSHSSJw509kh8kj6pr%2BH1jR7km9vcvqN9657vffefkv%2BfKxge1X%2B7RdjYUPIESN7gTvRkB%2FRMYtEkaVkdHApmdBPpnKmz0n1xSWFOyVIuLrinZwpoCRe6kyiVZoHX088F%2BUX4%2BWKS4iBTP0IWxGtZgOdMaV4KTayqHQF%2FVihBwTbgDXTCmKoOBJeNhwJMzEVjtjIFLuU38fPR7hqNG1JS7g%2FqRCuy3vmQ3W9Vu8qbVbP%2BSzazGRJH83MzP90Ck2m31mMjP8TiLn5uwD2Ugr2PFvPQjB5BnSJvQxGQZZEB%2BLopqzGzDbMmbkAPkZVJjeO5FzOSBKCgJze2ZS4Gemc9twrwY6u9H61iUQTcRvtdT9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%2FTAF4EewSUABgAAAETNjIXEyEyFgcFExYGJyUFBiY3EyUmNjMBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAyABYRMT%2Fp8RDPn%2BbxQLDPb3DAsUAZD7DBEAAv%2FTAF4EewSUABgAIgAAARM2MhcTITIWBwUTFgYnJQUGJjcTJSY2MwUjFwc3Fyc3IycBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAfPwxUrBw0rA6k4DIAFhExP%2BnxEM%2Bf5vFAsM9vcMCxQBkPsMEWSO4ouM5YzTAAABAAAAAASwBLAAJgAAATIWHQEUBiMVFBYXBR4BHQEUBiMhIiY9ATQ2NyU%2BAT0BIiY9ATQ2Alh8sD4mDAkBZgkMDwr7ggoPDAkBZgkMJj6wBLCwfPouaEsKFwbmBRcKXQoPDwpdChcF5gYXCktoLvp8sAAAAA0AAAAABLAETAAPABMAIwAnACsALwAzADcARwBLAE8AUwBXAAATITIWFREUBiMhIiY1ETQ2FxUzNSkBIgYVERQWMyEyNjURNCYzFTM1BRUzNSEVMzUFFTM1IRUzNQchIgYVERQWMyEyNjURNCYFFTM1IRUzNQUVMzUhFTM1GQR%2BCg8PCvuCCg8PVWQCo%2F3aCg8PCgImCg8Pc2T8GGQDIGT8GGQDIGTh%2FdoKDw8KAiYKDw%2F872QDIGT8GGQDIGQETA8K%2B%2BYKDw8KBBoKD2RkZA8K%2FqIKDw8KAV4KD2RkyGRkZGTIZGRkZGQPCv6iCg8PCgFeCg9kZGRkZMhkZGRkAAAEAAAAAARMBEwADwAfAC8APwAAEyEyFhURFAYjISImNRE0NikBMhYVERQGIyEiJjURNDYBITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NjIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR39vQGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHQRMHRX%2BcBUdHRUBkBUdHRX%2BcBUdHRUBkBUd%2FagdFf5wFR0dFQGQFR0dFf5wFR0dFQGQFR0AAAkAAAAABEwETAAPAB8ALwA%2FAE8AXwBvAH8AjwAAEzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2MsgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR0ETB0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHf5wHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0ABgAAAAAEsARMAA8AHwAvAD8ATwBfAAATMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYyyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHQRMHRXIFR0dFcgVHR0VyBUdHRXIFR3%2BcB0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHQAAAAABACYALAToBCAAFwAACQE2Mh8BFhQHAQYiJwEmND8BNjIfARYyAdECOwgUB7EICPzxBxUH%2FoAICLEHFAirBxYB3QI7CAixBxQI%2FPAICAGACBQHsQgIqwcAAQBuAG4EQgRCACMAAAEXFhQHCQEWFA8BBiInCQEGIi8BJjQ3CQEmND8BNjIXCQE2MgOIsggI%2FvUBCwgIsggVB%2F70%2FvQHFQiyCAgBC%2F71CAiyCBUHAQwBDAcVBDuzCBUH%2FvT%2B9AcVCLIICAEL%2FvUICLIIFQcBDAEMBxUIsggI%2FvUBDAcAAwAX%2F%2BsExQSZABkAJQBJAAAAMh4CFRQHARYUDwEGIicBBiMiLgI0PgEEIg4BFB4BMj4BNCYFMzIWHQEzMhYdARQGKwEVFAYrASImPQEjIiY9ATQ2OwE1NDYBmcSzgk1OASwICG0HFQj%2B1HeOYrSBTU2BAW%2BzmFhYmLOZWFj%2BvJYKD0sKDw8KSw8KlgoPSwoPDwpLDwSZTYKzYo15%2FtUIFQhsCAgBK01NgbTEs4JNWJmzmFhYmLOZIw8KSw8KlgoPSwoPDwpLDwqWCg9LCg8AAAMAF%2F%2FrBMUEmQAZACUANQAAADIeAhUUBwEWFA8BBiInAQYjIi4CND4BBCIOARQeATI%2BATQmBSEyFh0BFAYjISImPQE0NgGZxLOCTU4BLAgIbQcVCP7Ud45itIFNTYEBb7OYWFiYs5lYWP5YAV4KDw8K%2FqIKDw8EmU2Cs2KNef7VCBUIbAgIAStNTYG0xLOCTViZs5hYWJizmYcPCpYKDw8KlgoPAAAAAAIAFwAXBJkEsAAPAC0AAAEzMhYVERQGKwEiJjURNDYFNRYSFRQOAiIuAjU0EjcVDgEVFB4BMj4BNTQmAiZkFR0dFWQVHR0BD6fSW5vW6tabW9KnZ3xyxejFcnwEsB0V%2FnAVHR0VAZAVHeGmPv7ZuHXWm1tbm9Z1uAEnPqY3yHh0xXJyxXR4yAAEAGQAAASwBLAADwAfAC8APwAAATMyFhURFAYrASImNRE0NgEzMhYVERQGKwEiJjURNDYBMzIWFREUBisBIiY1ETQ2BTMyFh0BFAYrASImPQE0NgQBlgoPDwqWCg8P%2Ft6WCg8PCpYKDw%2F%2B3pYKDw8KlgoPD%2F7elgoPDwqWCg8PBLAPCvuCCg8PCgR%2BCg%2F%2BcA8K%2FRIKDw8KAu4KD%2F7UDwr%2BPgoPDwoBwgoPyA8K%2BgoPDwr6Cg8AAAAAAgAaABsElgSWAEcATwAAATIfAhYfATcWFwcXFh8CFhUUDwIGDwEXBgcnBwYPAgYjIi8CJi8BByYnNycmLwImNTQ%2FAjY%2FASc2Nxc3Nj8CNhIiBhQWMjY0AlghKSYFMS0Fhj0rUAMZDgGYBQWYAQ8YA1AwOIYFLDIFJisfISkmBTEtBYY8LFADGQ0ClwYGlwINGQNQLzqFBS0xBSYreLJ%2BfrJ%2BBJYFmAEOGQJQMDmGBSwxBiYrHiIoJgYxLAWGPSxRAxkOApcFBZcCDhkDUTA5hgUtMAYmKiAhKCYGMC0Fhj0sUAIZDgGYBf6ZfrF%2BfrEABwBkAAAEsAUUABMAFwAhACUAKQAtADEAAAEhMhYdASEyFh0BITU0NjMhNTQ2FxUhNQERFAYjISImNREXETMRMxEzETMRMxEzETMRAfQBLCk7ARMKD%2Fu0DwoBEzspASwBLDsp%2FUQpO2RkZGRkZGRkBRQ7KWQPCktLCg9kKTtkZGT%2B1PzgKTs7KQMgZP1EArz9RAK8%2FUQCvP1EArwAAQAMAAAFCATRAB8AABMBNjIXARYGKwERFAYrASImNREhERQGKwEiJjURIyImEgJsCBUHAmAIBQqvDwr6Cg%2F%2B1A8K%2BgoPrwoFAmoCYAcH%2FaAICv3BCg8PCgF3%2FokKDw8KAj8KAAIAZAAAA%2BgEsAARABcAAAERFBYzIREUBiMhIiY1ETQ2MwEjIiY9AQJYOykBLB0V%2FOAVHR0VA1L6FR0EsP5wKTv9dhUdHRUETBUd%2FnAdFfoAAwAXABcEmQSZAA8AGwAwAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBTMyFhURMzIWHQEUBisBIiY1ETQ2AePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnL%2BfDIKD68KDw8K%2BgoPDwSZW5vW6tabW1ub1urWmztyxejFcnLF6MUNDwr%2B7Q8KMgoPDwoBXgoPAAAAAAL%2FnAAABRQEsAALAA8AACkBAyMDIQEzAzMDMwEDMwMFFP3mKfIp%2FeYBr9EVohTQ%2Fp4b4BsBkP5wBLD%2B1AEs%2FnD%2B1AEsAAAAAAIAZAAABLAEsAAVAC8AAAEzMhYVETMyFgcBBiInASY2OwERNDYBMzIWFREUBiMhIiY1ETQ2OwEyFh0BITU0NgImyBUdvxQLDf65DSYN%2FrkNCxS%2FHQJUMgoPDwr75goPDwoyCg8DhA8EsB0V%2Fj4XEP5wEBABkBAXAcIVHfzgDwr%2BogoPDwoBXgoPDwqvrwoPAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUzMhYVETMyFgcDBiInAyY2OwERNDYB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv58lgoPiRUKDd8NJg3fDQoViQ8EmVub1urWm1tbm9bq1ps7csXoxXJyxejFDQ8K%2Fu0XEP7tEBABExAXARMKDwAAAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiUTFgYrAREUBisBIiY1ESMiJjcTNjIB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv7n3w0KFYkPCpYKD4kVCg3fDSYEmVub1urWm1tbm9bq1ps7csXoxXJyxejFAf7tEBf%2B7QoPDwoBExcQARMQAAAAAAIAAAAABLAEsAAZADkAABMhMhYXExYVERQGBwYjISImJyY1EzQ3Ez4BBSEiBgcDBhY7ATIWHwEeATsBMjY%2FAT4BOwEyNicDLgHhAu4KEwO6BwgFDBn7tAweAgYBB7kDEwKX%2FdQKEgJXAgwKlgoTAiYCEwr6ChMCJgITCpYKDAJXAhIEsA4K%2FXQYGf5XDB4CBggEDRkBqRkYAowKDsgOC%2F4%2BCw4OCpgKDg4KmAoODgsBwgsOAAMAFwAXBJkEmQAPABsAJwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUXFhQPAQYmNRE0NgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJy%2Fov9ERH9EBgYBJlbm9bq1ptbW5vW6tabO3LF6MVycsXoxV2%2BDCQMvgwLFQGQFQsAAQAXABcEmQSwACgAAAE3NhYVERQGIyEiJj8BJiMiDgEUHgEyPgE1MxQOAiIuAjQ%2BAjMyA7OHBwsPCv6WCwQHhW2BdMVycsXoxXKWW5vW6tabW1ub1nXABCSHBwQL%2FpYKDwsHhUxyxejFcnLFdHXWm1tbm9bq1ptbAAAAAAIAFwABBJkEsAAaADUAAAE3NhYVERQGIyEiJj8BJiMiDgEVIzQ%2BAjMyEzMUDgIjIicHBiY1ETQ2MyEyFg8BFjMyPgEDs4cHCw8L%2FpcLBAeGboF0xXKWW5vWdcDrllub1nXAnIYHCw8LAWgKBQiFboJ0xXIEJIcHBAv%2BlwsPCweGS3LFdHXWm1v9v3XWm1t2hggFCgFoCw8LB4VMcsUAAAAKAGQAAASwBLAADwAfAC8APwBPAF8AbwB%2FAI8AnwAAEyEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0NgczMhYdARQGKwEiJj0BNDYzITIWHQEUBiMhIiY9ATQ2BzMyFh0BFAYrASImPQE0NjMhMhYdARQGIyEiJj0BNDYHMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0Nn0EGgoPDwr75goPDwPA%2FK4KDw8KA1IKDw%2F9CDIKDw8KMgoPD9IBwgoPDwr%2BPgoPD74yCg8PCjIKDw%2FSAcIKDw8K%2Fj4KDw%2B%2BMgoPDwoyCg8P0gHCCg8PCv4%2BCg8PvjIKDw8KMgoPD9IBwgoPDwr%2BPgoPDwSwDwr7ggoPDwoEfgoPyA8K%2FK4KDw8KA1IKD2QPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKDwAAAAACAAAAAARMBLAAGQAjAAABNTQmIyEiBh0BIyIGFREUFjMhMjY1ETQmIyE1NDY7ATIWHQEDhHVT%2FtRSdmQpOzspA4QpOzsp%2FageFMgUHgMgyFN1dlLIOyn9qCk7OykCWCk7lhUdHRWWAAIAZAAABEwETAAJADcAABMzMhYVESMRNDYFMhcWFREUBw4DIyIuAScuAiMiBwYjIicmNRE%2BATc2HgMXHgIzMjc2fTIKD2QPA8AEBRADIUNAMRwaPyonKSxHHlVLBwgGBQ4WeDsXKC4TOQQpLUUdZ1AHBEwPCvvNBDMKDzACBhH%2BWwYGO1AkDQ0ODg8PDzkFAwcPAbY3VwMCAwsGFAEODg5XCAAAAwAAAAAEsASXACEAMQBBAAAAMh4CFREUBisBIiY1ETQuASAOARURFAYrASImNRE0PgEDMzIWFREUBisBIiY1ETQ2ITMyFhURFAYrASImNRE0NgHk6N6jYw8KMgoPjeT%2B%2BuSNDwoyCg9joyqgCAwMCKAIDAwCYKAIDAwIoAgMDASXY6PedP7UCg8PCgEsf9FyctF%2F%2FtQKDw8KASx03qP9wAwI%2FjQIDAwIAcwIDAwI%2FjQIDAwIAcwIDAAAAAACAAAA0wRHA90AFQA5AAABJTYWFREUBiclJisBIiY1ETQ2OwEyBTc2Mh8BFhQPARcWFA8BBiIvAQcGIi8BJjQ%2FAScmND8BNjIXAUEBAgkMDAn%2B%2FhUZ%2BgoPDwr6GQJYeAcUByIHB3h4BwciBxQHeHgHFAciBwd3dwcHIgcUBwMurAYHCv0SCgcGrA4PCgFeCg%2BEeAcHIgcUB3h4BxQHIgcHd3cHByIHFAd4eAcUByIICAAAAAACAAAA0wNyA90AFQAvAAABJTYWFREUBiclJisBIiY1ETQ2OwEyJTMWFxYVFAcGDwEiLwEuATc2NTQnJjY%2FATYBQQECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcDLqwGBwr9EgoHBqwODwoBXgoPZAEJgaGafwkBAQYXBxMIZ36EaggUBxYFAAAAAAMAAADEBGID7AAbADEASwAAATMWFxYVFAYHBgcjIi8BLgE3NjU0JicmNj8BNgUlNhYVERQGJyUmKwEiJjURNDY7ATIlMxYXFhUUBwYPASIvAS4BNzY1NCcmNj8BNgPHAwsGh0RABwoDCQcqCAIGbzs3BgIJKgf9ggECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcD7AEJs9lpy1QJAQYiBhQIlrJarEcJFAYhBb6sBgcK%2FRIKBwasDg8KAV4KD2QBCYGhmn8JAQEGFwcTCGd%2BhGoIFQYWBQAAAAANAAAAAASwBLAACQAVABkAHQAhACUALQA7AD8AQwBHAEsATwAAATMVIxUhFSMRIQEjFTMVIREjESM1IQURIREhESERBSM1MwUjNTMBMxEhETM1MwEzFSMVIzUjNTM1IzUhBREhEQcjNTMFIzUzASM1MwUhNSEB9GRk%2FnBkAfQCvMjI%2FtTIZAJY%2B7QBLAGQASz84GRkArxkZP1EyP4MyGQB9MhkyGRkyAEs%2FUQBLGRkZAOEZGT%2BDGRkAfT%2B1AEsA4RkZGQCWP4MZMgBLAEsyGT%2B1AEs%2FtQBLMhkZGT%2BDP4MAfRk%2FtRkZGRkyGTI%2FtQBLMhkZGT%2B1GRkZAAAAAAJAAAAAASwBLAAAwAHAAsADwATABcAGwAfACMAADcjETMTIxEzASMRMxMjETMBIxEzASE1IRcjNTMXIzUzBSM1M2RkZMhkZAGQyMjIZGQBLMjI%2FOD%2B1AEsyGRkyGRkASzIyMgD6PwYA%2Bj8GAPo%2FBgD6PwYA%2Bj7UGRkW1tbW1sAAAIAAAAKBKYEsAANABUAAAkBFhQHAQYiJwETNDYzBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAUM7Uzs7UzsEsP1WCBQI%2FjAICAKqAdsKD807O1Q7OwAAAAADAAAACgXSBLAADQAZACEAAAkBFhQHAQYiJwETNDYzIQEWFAcBBiIvAQkBBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAwYCqggI%2FjAIFAg4Aaj9RP7TO1M7O1M7BLD9VggUCP4wCAgCqgHbCg%2F9VggUCP4wCAg4AaoCvM07O1Q7OwAAAAABAGQAAASwBLAAJgAAASEyFREUDwEGJjURNCYjISIPAQYWMyEyFhURFAYjISImNRE0PwE2ASwDOUsSQAgKDwr9RBkSQAgFCgK8Cg8PCvyuCg8SixIEsEv8fBkSQAgFCgO2Cg8SQAgKDwr8SgoPDwoDzxkSixIAAAABAMj%2F%2FwRMBLAACgAAEyEyFhURCQERNDb6AyAVHf4%2B%2Fj4dBLAdFfuCAbz%2BQwR%2FFR0AAAAAAwAAAAAEsASwABUARQBVAAABISIGBwMGHwEeATMhMjY%2FATYnAy4BASMiBg8BDgEjISImLwEuASsBIgYVERQWOwEyNj0BNDYzITIWHQEUFjsBMjY1ETQmASEiBg8BBhYzITI2LwEuAQM2%2FkQLEAFOBw45BhcKAcIKFwY%2BDgdTARABVpYKFgROBBYK%2FdoKFgROBBYKlgoPDwqWCg8PCgLuCg8PCpYKDw%2F%2Bsf4MChMCJgILCgJYCgsCJgITBLAPCv7TGBVsCQwMCWwVGAEtCg%2F%2BcA0JnAkNDQmcCQ0PCv12Cg8PCpYKDw8KlgoPDwoCigoP%2FagOCpgKDg4KmAoOAAAAAAQAAABkBLAETAAdACEAKQAxAAABMzIeAh8BMzIWFREUBiMhIiY1ETQ2OwE%2BBAEVMzUEIgYUFjI2NCQyFhQGIiY0AfTIOF00JAcGlik7Oyn8GCk7OymWAgknM10ByGT%2Bz76Hh76H%2Fu9WPDxWPARMKTs7FRQ7Kf2oKTs7KQJYKTsIG0U1K%2F7UZGRGh76Hh74IPFY8PFYAAAAAAgA1AAAEsASvACAAIwAACQEWFx4BHwEVITUyNi8BIQYHBh4CMxUhNTY3PgE%2FAQEDIQMCqQGBFCgSJQkK%2Fl81LBFS%2Fnk6IgsJKjIe%2FpM4HAwaBwcBj6wBVKIEr%2FwaMioTFQECQkJXLd6RWSIuHAxCQhgcDCUNDQPu%2FVoByQAAAAADAGQAAAPwBLAAJwAyADsAAAEeBhUUDgMjITU%2BATURNC4EJzUFMh4CFRQOAgclMzI2NTQuAisBETMyNjU0JisBAvEFEzUwOyodN1htbDD%2BDCk7AQYLFyEaAdc5dWM%2BHy0tEP6Pi05pESpTPnbYUFJ9Xp8CgQEHGB0zOlIuQ3VONxpZBzMoAzsYFBwLEAkHRwEpSXNDM1s6KwkxYUopOzQb%2FK5lUFqBAAABAMgAAANvBLAAGQAAARcOAQcDBhYXFSE1NjcTNjQuBCcmJzUDbQJTQgeECSxK%2Fgy6Dq0DAw8MHxUXDQYEsDkTNSj8uTEoBmFhEFIDQBEaExAJCwYHAwI5AAAAAAL%2FtQAABRQEsAAlAC8AAAEjNC4FKwERFBYfARUhNTI%2BAzURIyIOBRUjESEFIxEzByczESM3BRQyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj7m0tLfX1LS30DhBUgFQ4IAwH8rhYZAQJkZAEFCRUOA1IBAwgOFSAVASzI%2FOCnpwMgpwACACH%2FtQSPBLAAJQAvAAABIzQuBSsBERQWHwEVITUyPgM1ESMiDgUVIxEhEwc1IRUnNxUhNQRMMggLGRMmGBnIMhkZ%2FnAEDiIaFsgZGCYTGQsIMgPoQ6f84KenAyADhBUgFQ4IAwH9dhYZAQJkZAEFCRUOAooBAwgOFSAVASz7gn1LS319S0sABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyAlgVHR0V%2FagVHR0VA%2BgVHR0V%2FBgVHR0VAyAVHR0V%2FOAVHR0VBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYDITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NgMhMhYdARQGIyEiJj0BNDb6ArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR3dArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AAAE1NDYzITIWHQEUBiMhIiYBNTQ2MyEyFh0BFAYjISImEzU0NjMhMhYdARQGIyEiJgE1NDYzITIWHQEUBiMhIiYB9B0VAlgVHR0V%2FagVHf5wHRUD6BUdHRX8GBUdyB0VAyAVHR0V%2FOAVHf7UHRUETBUdHRX7tBUdA7ZkFR0dFWQVHR3%2B6WQVHR0VZBUdHf7pZBUdHRVkFR0d%2FulkFR0dFWQVHR0AAAQAAAAABLAETAAPAB8ALwA%2FAAATITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2MgRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dBEwdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAgAAAAABLAETAAPAB8ALwA%2FAE8AXwBvAH8AABMzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2MmQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR0ETB0VZBUdHRVkFR0dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdHRVkFR0dFWQVHf7UHRVkFR0dFWQVHR0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0dFWQVHR0VZBUdAAAG%2F5wAAASwBEwAAwATACMAKgA6AEoAACEjETsCMhYdARQGKwEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2BQc1IzUzNQUhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2AZBkZJZkFR0dFWQVHR0VAfQVHR0V%2FgwVHR3%2B%2BqfIyAHCASwVHR0V%2FtQVHR0VAlgVHR0V%2FagVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR36fUtkS68dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAAABgAAAAAFFARMAA8AEwAjACoAOgBKAAATMzIWHQEUBisBIiY9ATQ2ASMRMwEhMhYdARQGIyEiJj0BNDYFMxUjFSc3BSEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyZBUdHRVkFR0dA2dkZPyuAfQVHR0V%2FgwVHR0EL8jIp6f75gEsFR0dFf7UFR0dFQJYFR0dFf2oFR0dBEwdFWQVHR0VZBUd%2B7QETP7UHRVkFR0dFWQVHchkS319rx0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0AAAAAAgAAAMgEsAPoAA8AEgAAEyEyFhURFAYjISImNRE0NgkCSwLuHywsH%2F0SHywsBIT%2B1AEsA%2BgsH%2F12HywsHwKKHyz9RAEsASwAAwAAAAAEsARMAA8AFwAfAAATITIWFREUBiMhIiY1ETQ2FxE3BScBExEEMhYUBiImNCwEWBIaGhL7qBIaGkr3ASpKASXs%2FNJwTk5wTgRMGhL8DBIaGhID9BIaZP0ftoOcAT7%2B4AH0dE5vT09vAAAAAAIA2wAFBDYEkQAWAB4AAAEyHgEVFAcOAQ8BLgQnJjU0PgIWIgYUFjI2NAKIdcZzRkWyNjYJIV5YbSk8RHOft7eCgreCBJF4ynVzj23pPz4IIWZomEiEdVijeUjDgriBgbgAAAACABcAFwSZBJkADwAXAAAAMh4CFA4CIi4CND4BAREiDgEUHgEB4%2BrWm1tbm9bq1ptbW5sBS3TFcnLFBJlbm9bq1ptbW5vW6tab%2FG8DVnLF6MVyAAACAHUAAwPfBQ8AGgA1AAABHgYVFA4DBy4DNTQ%2BBQMOAhceBBcWNj8BNiYnLgInJjc2IyYCKhVJT1dOPiUzVnB9P1SbfEokP0xXUEm8FykoAwEbITEcExUWAgYCCQkFEikMGiACCAgFD0iPdXdzdYdFR4BeRiYEBTpjl1lFh3ZzeHaQ%2Ff4hS4I6JUEnIw4IBwwQIgoYBwQQQSlZtgsBAAAAAwAAAAAEywRsAAwAKgAvAAABNz4CHgEXHgEPAiUhMhcHISIGFREUFjMhMjY9ATcRFAYjISImNRE0NgkBBzcBA%2BhsAgYUFR0OFgoFBmz9BQGQMje7%2FpApOzspAfQpO8i7o%2F5wpbm5Azj%2BlqE3AWMD9XMBAgIEDw4WKgsKc8gNuzsp%2FgwpOzsptsj%2BtKW5uaUBkKW5%2Ftf%2BljKqAWMAAgAAAAAEkwRMABsANgAAASEGByMiBhURFBYzITI2NTcVFAYjISImNRE0NgUBFhQHAQYmJzUmDgMHPgY3NT4BAV4BaaQ0wyk7OykB9Ck7yLml%2FnClubkCfwFTCAj%2BrAcLARo5ZFRYGgouOUlARioTAQsETJI2Oyn%2BDCk7OymZZ6W5uaUBkKW5G%2F7TBxUH%2Fs4GBAnLAQINFjAhO2JBNB0UBwHSCgUAAAAAAgAAAAAEnQRMAB0ANQAAASEyFwchIgYVERQWMyEyNj0BNxUUBiMhIiY1ETQ2CQE2Mh8BFhQHAQYiLwEmND8BNjIfARYyAV4BXjxDsv6jKTs7KQH0KTvIuaX%2BcKW5uQHKAYsHFQdlBwf97QcVB%2FgHB2UHFQdvCBQETBexOyn%2BDCk7OylFyNulubmlAZCluf4zAYsHB2UHFQf97AcH%2BAcVB2UHB28HAAAAAQAKAAoEpgSmADsAAAkBNjIXARYGKwEVMzU0NhcBFhQHAQYmPQEjFTMyFgcBBiInASY2OwE1IxUUBicBJjQ3ATYWHQEzNSMiJgE%2BAQgIFAgBBAcFCqrICggBCAgI%2FvgICsiqCgUH%2FvwIFAj%2B%2BAgFCq%2FICgj%2B%2BAgIAQgICsivCgUDlgEICAj%2B%2BAgKyK0KBAf%2B%2FAcVB%2F73BwQKrcgKCP74CAgBCAgKyK0KBAcBCQcVBwEEBwQKrcgKAAEAyAAAA4QETAAZAAATMzIWFREBNhYVERQGJwERFAYrASImNRE0NvpkFR0B0A8VFQ%2F%2BMB0VZBUdHQRMHRX%2BSgHFDggV%2FBgVCA4Bxf5KFR0dFQPoFR0AAAABAAAAAASwBEwAIwAAEzMyFhURATYWFREBNhYVERQGJwERFAYnAREUBisBIiY1ETQ2MmQVHQHQDxUB0A8VFQ%2F%2BMBUP%2FjAdFWQVHR0ETB0V%2FkoBxQ4IFf5KAcUOCBX8GBUIDgHF%2FkoVCA4Bxf5KFR0dFQPoFR0AAAABAJ0AGQSwBDMAFQAAAREUBicBERQGJwEmNDcBNhYVEQE2FgSwFQ%2F%2BMBUP%2FhQPDwHsDxUB0A8VBBr8GBUIDgHF%2FkoVCA4B4A4qDgHgDggV%2FkoBxQ4IAAAAAQDIABYEMwQ2AAsAABMBFhQHAQYmNRE0NvMDLhIS%2FNISGRkEMv4OCx4L%2Fg4LDhUD6BUOAAIAyABkA4QD6AAPAB8AABMzMhYVERQGKwEiJjURNDYhMzIWFREUBisBIiY1ETQ2%2BsgVHR0VyBUdHQGlyBUdHRXIFR0dA%2BgdFfzgFR0dFQMgFR0dFfzgFR0dFQMgFR0AAAEAyABkBEwD6AAPAAABERQGIyEiJjURNDYzITIWBEwdFfzgFR0dFQMgFR0DtvzgFR0dFQMgFR0dAAAAAAEAAAAZBBMEMwAVAAABETQ2FwEWFAcBBiY1EQEGJjURNDYXAfQVDwHsDw%2F%2BFA8V%2FjAPFRUPAmQBthUIDv4gDioO%2FiAOCBUBtv47DggVA%2BgVCA4AAAH%2F%2FgACBLMETwAjAAABNzIWFRMUBiMHIiY1AwEGJjUDAQYmNQM0NhcBAzQ2FwEDNDYEGGQUHgUdFWQVHQL%2BMQ4VAv4yDxUFFQ8B0gIVDwHSAh0ETgEdFfwYFR0BHRUBtf46DwkVAbX%2BOQ4JFAPoFQkP%2Fj4BthQJDv49AbYVHQAAAQEsAAAD6ARMABkAAAEzMhYVERQGKwEiJjURAQYmNRE0NhcBETQ2A1JkFR0dFWQVHf4wDxUVDwHQHQRMHRX8GBUdHRUBtv47DggVA%2BgVCA7%2BOwG2FR0AAAIAZADIBLAESAALABsAAAkBFgYjISImNwE2MgEhMhYdARQGIyEiJj0BNDYCrgH1DwkW%2B%2B4WCQ8B9Q8q%2FfcD6BUdHRX8GBUdHQQ5%2FeQPFhYPAhwP%2FUgdFWQVHR0VZBUdAAEAiP%2F8A3UESgAFAAAJAgcJAQN1%2FqABYMX92AIoA4T%2Bn%2F6fxgIoAiYAAAAAAQE7%2F%2FwEKARKAAUAAAkBJwkBNwQo%2FdnGAWH%2Bn8YCI%2F3ZxgFhAWHGAAIAFwAXBJkEmQAPADMAAAAyHgIUDgIiLgI0PgEFIyIGHQEjIgYdARQWOwEVFBY7ATI2PQEzMjY9ATQmKwE1NCYB4%2BrWm1tbm9bq1ptbW5sBfWQVHZYVHR0Vlh0VZBUdlhUdHRWWHQSZW5vW6tabW1ub1urWm7odFZYdFWQVHZYVHR0Vlh0VZBUdlhUdAAAAAAIAFwAXBJkEmQAPAB8AAAAyHgIUDgIiLgI0PgEBISIGHQEUFjMhMjY9ATQmAePq1ptbW5vW6tabW1ubAkX%2BDBUdHRUB9BUdHQSZW5vW6tabW1ub1urWm%2F5%2BHRVkFR0dFWQVHQACABcAFwSZBJkADwAzAAAAMh4CFA4CIi4CND4BBCIPAScmIg8BBhQfAQcGFB8BFjI%2FARcWMj8BNjQvATc2NC8BAePq1ptbW5vW6tabW1ubAeUZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0JCXh4CQmNBJlbm9bq1ptbW5vW6tabrQl4eAkJjQkZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0AAgAXABcEmQSZAA8AJAAAADIeAhQOAiIuAjQ%2BAQEnJiIPAQYUHwEWMjcBNjQvASYiBwHj6tabW1ub1urWm1tbmwEVVAcVCIsHB%2FIHFQcBdwcHiwcVBwSZW5vW6tabW1ub1urWm%2F4xVQcHiwgUCPEICAF3BxUIiwcHAAAAAAMAFwAXBJkEmQAPADsASwAAADIeAhQOAiIuAjQ%2BAQUiDgMVFDsBFjc%2BATMyFhUUBgciDgUHBhY7ATI%2BAzU0LgMTIyIGHQEUFjsBMjY9ATQmAePq1ptbW5vW6tabW1ubAT8dPEIyIRSDHgUGHR8UFw4TARkOGhITDAIBDQ6tBx4oIxgiM0Q8OpYKDw8KlgoPDwSZW5vW6tabW1ub1urWm5ELHi9PMhkFEBQQFRIXFgcIBw4UHCoZCBEQKDhcNi9IKhsJ%2FeMPCpYKDw8KlgoPAAADABcAFwSZBJkADwAfAD4AAAAyHgIUDgIiLgI0PgEFIyIGHQEUFjsBMjY9ATQmAyMiBh0BFBY7ARUjIgYdARQWMyEyNj0BNCYrARE0JgHj6tabW1ub1urWm1tbmwGWlgoPDwqWCg8PCvoKDw8KS0sKDw8KAV4KDw8KSw8EmVub1urWm1tbm9bq1ptWDwqWCg8PCpYKD%2F7UDwoyCg%2FIDwoyCg8PCjIKDwETCg8AAgAAAAAEsASwAC8AXwAAATMyFh0BHgEXMzIWHQEUBisBDgEHFRQGKwEiJj0BLgEnIyImPQE0NjsBPgE3NTQ2ExUUBisBIiY9AQ4BBzMyFh0BFAYrAR4BFzU0NjsBMhYdAT4BNyMiJj0BNDY7AS4BAg2WCg9nlxvCCg8PCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw%2B5DwqWCg9EZheoCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmBLAPCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw8KlgoPZ5cbwgoP%2Fs2oCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmRA8KlgoPRGYAAwAXABcEmQSZAA8AGwA%2FAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBxcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyAePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnKaQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwdABxUHfHwHFQSZW5vW6tabW1ub1urWmztyxejFcnLF6MVaQAcVB3x8BxUHQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwAAAAMAFwAXBJkEmQAPABsAMAAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcXFhQHAQYiLwEmND8BNjIfATc2MgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJyg2oHB%2F7ACBQIyggIagcVB0%2FFBxUEmVub1urWm1tbm9bq1ps7csXoxXJyxejFfWoHFQf%2BvwcHywcVB2oICE%2FFBwAAAAMAFwAXBJkEmQAPABgAIQAAADIeAhQOAiIuAjQ%2BAQUiDgEVFBcBJhcBFjMyPgE1NAHj6tabW1ub1urWm1tbmwFLdMVyQQJLafX9uGhzdMVyBJlbm9bq1ptbW5vW6tabO3LFdHhpAktB0P24PnLFdHMAAAAAAQAXAFMEsAP5ABUAABMBNhYVESEyFh0BFAYjIREUBicBJjQnAgoQFwImFR0dFf3aFxD99hACRgGrDQoV%2Ft0dFcgVHf7dFQoNAasNJgAAAAABAAAAUwSZA%2FkAFQAACQEWFAcBBiY1ESEiJj0BNDYzIRE0NgJ%2FAgoQEP32EBf92hUdHRUCJhcD8f5VDSYN%2FlUNChUBIx0VyBUdASMVCgAAAAEAtwAABF0EmQAVAAAJARYGIyERFAYrASImNREhIiY3ATYyAqoBqw0KFf7dHRXIFR3%2B3RUKDQGrDSYEif32EBf92hUdHRUCJhcQAgoQAAAAAQC3ABcEXQSwABUAAAEzMhYVESEyFgcBBiInASY2MyERNDYCJsgVHQEjFQoN%2FlUNJg3%2BVQ0KFQEjHQSwHRX92hcQ%2FfYQEAIKEBcCJhUdAAABAAAAtwSZBF0AFwAACQEWFAcBBiY1EQ4DBz4ENxE0NgJ%2FAgoQEP32EBdesKWBJAUsW4fHfhcEVf5VDSYN%2FlUNChUBIwIkRHVNabGdcUYHAQYVCgACAAAAAASwBLAAFQArAAABITIWFREUBi8BBwYiLwEmND8BJyY2ASEiJjURNDYfATc2Mh8BFhQPARcWBgNSASwVHRUOXvkIFAhqBwf5Xg4I%2FiH%2B1BUdFQ5e%2BQgUCGoHB%2FleDggEsB0V%2FtQVCA5e%2BQcHaggUCPleDhX7UB0VASwVCA5e%2BQcHaggUCPleDhUAAAACAEkASQRnBGcAFQArAAABFxYUDwEXFgYjISImNRE0Nh8BNzYyASEyFhURFAYvAQcGIi8BJjQ%2FAScmNgP2agcH%2BV4OCBX%2B1BUdFQ5e%2BQgU%2FQwBLBUdFQ5e%2BQgUCGoHB%2FleDggEYGoIFAj5Xg4VHRUBLBUIDl75B%2F3xHRX%2B1BUIDl75BwdqCBQI%2BV4OFQAAAAADABcAFwSZBJkADwAfAC8AAAAyHgIUDgIiLgI0PgEFIyIGFxMeATsBMjY3EzYmAyMiBh0BFBY7ATI2PQE0JgHj6tabW1ub1urWm1tbmwGz0BQYBDoEIxQ2FCMEOgQYMZYKDw8KlgoPDwSZW5vW6tabW1ub1urWm7odFP7SFB0dFAEuFB3%2BDA8KlgoPDwqWCg8AAAAABQAAAAAEsASwAEkAVQBhAGgAbwAAATIWHwEWHwEWFxY3Nj8BNjc2MzIWHwEWHwIeATsBMhYdARQGKwEiBh0BIREjESE1NCYrASImPQE0NjsBMjY1ND8BNjc%2BBAUHBhY7ATI2LwEuAQUnJgYPAQYWOwEyNhMhIiY1ESkBERQGIyERAQQJFAUFFhbEFQ8dCAsmxBYXERUXMA0NDgQZCAEPCj0KDw8KMgoP%2FnDI%2FnAPCjIKDw8KPQsOCRkFDgIGFRYfAp2mBwQK2woKAzMDEP41sQgQAzMDCgrnCwMe%2FokKDwGQAlgPCv6JBLAEAgIKDXYNCxUJDRZ2DQoHIREQFRh7LAkLDwoyCg8PCq8BLP7UrwoPDwoyCg8GBQQwgBkUAwgWEQ55ogcKDgqVCgSqnQcECo8KDgr8cg8KAXf%2BiQoPAZAAAAAAAgAAAAwErwSmACsASQAAATYWFQYCDgQuAScmByYOAQ8BBiY1NDc%2BATc%2BAScuAT4BNz4GFyYGBw4BDwEOBAcOARY2Nz4CNz4DNz4BBI0IGgItQmxhi2KORDg9EQQRMxuZGhYqCFUYEyADCQIQOjEnUmFch3vAJQgdHyaiPT44XHRZUhcYDhItIRmKcVtGYWtbKRYEBKYDEwiy%2Ft3IlVgxEQgLCwwBAQIbG5kYEyJAJghKFRE8Hzdff4U%2FM0o1JSMbL0QJGCYvcSEhHjZST2c1ODwEJygeW0AxJUBff1UyFAABAF0AHgRyBM8ATwAAAQ4BHgQXLgc%2BATceAwYHDgQHBicmNzY3PgQuAScWDgMmJy4BJyY%2BBDcGHgM3PgEuAicmPgMCjScfCic4R0IgBBsKGAoQAwEJEg5gikggBhANPkpTPhZINx8SBgsNJysiCRZOQQoVNU1bYC9QZwICBAUWITsoCAYdJzIYHw8YIiYHDyJJYlkEz0OAZVxEOSQMBzgXOB42IzElKRIqg5Gnl0o3Z0c6IAYWCwYNAwQFIDhHXGF1OWiqb0sdBxUknF0XNTQ8PEUiNWNROBYJDS5AQVUhVZloUSkAAAAAA%2F%2FcAGoE1ARGABsAPwBRAAAAMh4FFA4FIi4FND4EBSYGFxYVFAYiJjU0NzYmBwYHDgEXHgQyPgM3NiYnJgUHDgEXFhcWNj8BNiYnJicuAQIGpJ17bk85HBw6T257naKde25POhwcOU9uewIPDwYIGbD4sBcIBw5GWg0ECxYyWl%2BDiINfWjIWCwQMWv3%2FIw8JCSU4EC0OIw4DDywtCyIERi1JXGJcSSpJXGJcSS0tSVxiXEkqSVxiXEncDwYTOT58sLB8OzcTBg9FcxAxEiRGXkQxMEVeRSQSMRF1HiQPLxJEMA0EDyIPJQ8sSRIEAAAABP%2FcAAAE1ASwABQAJwA7AEwAACEjNy4ENTQ%2BBTMyFzczEzceARUUDgMHNz4BNzYmJyYlBgcOARceBBc3LgE1NDc2JhcHDgEXFhcWNj8CJyYnLgECUJQfW6l2WSwcOU9ue51SPUEglCYvbIknUGqYUi5NdiYLBAw2%2FVFGWg0ECxIqSExoNSlrjxcIB3wjDwkJJTgQLQ4MFgMsLQsieBRhdHpiGxVJXGJcSS0Pef5StVXWNBpacm5jGq0xiD8SMRFGckVzEDESHjxRQTkNmhKnbjs3EwZwJA8vEkQwDQQPC1YELEkSBAAAAAP%2FngAABRIEqwALABgAKAAAJwE2FhcBFgYjISImJSE1NDY7ATIWHQEhAQczMhYPAQ4BKwEiJi8BJjZaAoIUOBQCghUbJfryJRsBCgFZDwqWCg8BWf5DaNAUGAQ6BCMUNhQjBDoEGGQEKh8FIfvgIEdEhEsKDw8KSwLT3x0U%2FBQdHRT8FB0AAAABAGQAFQSwBLAAKAAAADIWFREBHgEdARQGJyURFh0BFAYvAQcGJj0BNDcRBQYmPQE0NjcBETQCTHxYAWsPFhgR%2FplkGhPNzRMaZP6ZERgWDwFrBLBYPv6t%2FrsOMRQpFA0M%2Bf75XRRAFRAJgIAJEBVAFF0BB%2FkMDRQpFDEOAUUBUz4AAAARAAAAAARMBLAAHQAnACsALwAzADcAOwA%2FAEMARwBLAE8AUwBXAFsAXwBjAAABMzIWHQEzMhYdASE1NDY7ATU0NjsBMhYdASE1NDYBERQGIyEiJjURFxUzNTMVMzUzFTM1MxUzNTMVMzUFFTM1MxUzNTMVMzUzFTM1MxUzNQUVMzUzFTM1MxUzNTMVMzUzFTM1A1JkFR0yFR37tB0VMh0VZBUdAfQdAQ8dFfwYFR1kZGRkZGRkZGRk%2FHxkZGRkZGRkZGT8fGRkZGRkZGRkZASwHRUyHRWWlhUdMhUdHRUyMhUd%2FnD9EhUdHRUC7shkZGRkZGRkZGRkyGRkZGRkZGRkZGTIZGRkZGRkZGRkZAAAAAMAAAAZBXcElwAZACUANwAAARcWFA8BBiY9ASMBISImPQE0NjsBATM1NDYBBycjIiY9ATQ2MyEBFxYUDwEGJj0BIyc3FzM1NDYEb%2FkPD%2FkOFZ%2F9qP7dFR0dFdECWPEV%2FamNetEVHR0VASMDGvkPD%2FkOFfG1jXqfFQSN5g4qDuYOCBWW%2FagdFWQVHQJYlhUI%2FpiNeh0VZBUd%2Fk3mDioO5g4IFZa1jXqWFQgAAAABAAAAAASwBEwAEgAAEyEyFhURFAYjIQERIyImNRE0NmQD6Ck7Oyn9rP7QZCk7OwRMOyn9qCk7%2FtQBLDspAlgpOwAAAAMAZAAABEwEsAAJABMAPwAAEzMyFh0BITU0NiEzMhYdASE1NDYBERQOBSIuBTURIRUUFRwBHgYyPgYmNTQ9AZbIFR3%2B1B0C0cgVHf7UHQEPBhgoTGacwJxmTCgYBgEsAwcNFB8nNkI2Jx8TDwUFAQSwHRX6%2BhUdHRX6%2BhUd%2FnD%2B1ClJalZcPigoPlxWakkpASz6CRIVKyclIRsWEAgJEBccISUnKhURCPoAAAAB%2F%2F8A1ARMA8IABQAAAQcJAScBBEzG%2Fp%2F%2Bn8UCJwGbxwFh%2Fp%2FHAicAAQAAAO4ETQPcAAUAAAkCNwkBBE392v3ZxgFhAWEDFf3ZAifH%2Fp8BYQAAAAAC%2F1EAZAVfA%2BgAFAApAAABITIWFREzMhYPAQYiLwEmNjsBESElFxYGKwERIRchIiY1ESMiJj8BNjIBlALqFR2WFQgO5g4qDuYOCBWW%2FoP%2BHOYOCBWWAYHX%2FRIVHZYVCA7mDioD6B0V%2FdkVDvkPD%2FkOFQGRuPkOFf5wyB0VAiYVDvkPAAABAAYAAASeBLAAMAAAEzMyFh8BITIWBwMOASMhFyEyFhQGKwEVFAYiJj0BIRUUBiImPQEjIiYvAQMjIiY0NjheERwEJgOAGB4FZAUsIf2HMAIXFR0dFTIdKh3%2B1B0qHR8SHQYFyTYUHh4EsBYQoiUY%2FiUVK8gdKh0yFR0dFTIyFR0dFTIUCQoDwR0qHQAAAAACAAAAAASwBEwACwAPAAABFSE1MzQ2MyEyFhUFIREhBLD7UMg7KQEsKTv9RASw%2B1AD6GRkKTs7Kcj84AACAAAAAAXcBEwADAAQAAATAxEzNDYzITIWFSEVBQEhAcjIyDspASwqOgH0ASz%2B1PtQASwDIP5wAlgpOzspyGT9RAK8AAEBRQAAA2sErwAbAAABFxYGKwERMzIWDwEGIi8BJjY7AREjIiY%2FATYyAnvmDggVlpYVCA7mDioO5g4IFZaWFQgO5g4qBKD5DhX9pxUO%2BQ8P%2BQ4VAlkVDvkPAAAAAQABAUQErwNrABsAAAEXFhQPAQYmPQEhFRQGLwEmND8BNhYdASE1NDYDqPkODvkPFf2oFQ%2F5Dg75DxUCWBUDYOUPKQ%2FlDwkUl5cUCQ%2FlDykP5Q8JFZWVFQkAAAAEAAAAAASwBLAACQAZAB0AIQAAAQMuASMhIgYHAwUhIgYdARQWMyEyNj0BNCYFNTMVMzUzFQSRrAUkFP1gFCQFrAQt%2FBgpOzspA%2BgpOzv%2Bq2RkZAGQAtwXLSgV%2FR1kOylkKTs7KWQpO8hkZGRkAAAAA%2F%2BcAGQEsARMAAsAIwAxAAAAMhYVERQGIiY1ETQDJSMTFgYjIisBIiYnAj0BNDU0PgE7ASUBFSIuAz0BND4CNwRpKh0dKh1k%2FV0mLwMRFQUCVBQdBDcCCwzIAqP8GAQOIhoWFR0dCwRMHRX8rhUdHRUDUhX8mcj%2B7BAIHBUBUQ76AgQQDw36%2FtT6AQsTKRwyGigUDAEAAAACAEoAAARmBLAALAA1AAABMzIWDwEeARcTFzMyFhQGBw4EIyIuBC8BLgE0NjsBNxM%2BATcnJjYDFjMyNw4BIiYCKV4UEgYSU3oPP3YRExwaEggeZGqfTzl0XFU%2BLwwLEhocExF2Pw96UxIGEyQyNDUxDDdGOASwFRMlE39N%2FrmtHSkoBwQLHBYSCg4REg4FBAgoKR2tAUdNfhQgExr7vgYGMT09AAEAFAAUBJwEnAAXAAABNwcXBxcHFycHJwcnBzcnNyc3Jxc3FzcDIOBO6rS06k7gLZubLeBO6rS06k7gLZubA7JO4C2bmy3gTuq0tOpO4C2bmy3gTuq0tAADAAAAZASwBLAAIQAtAD0AAAEzMhYdAQchMhYdARQHAw4BKwEiJi8BIyImNRE0PwI%2BARcPAREzFzMTNSE3NQEzMhYVERQGKwEiJjURNDYCijIoPBwBSCg8He4QLBf6B0YfHz0tNxSRYA0xG2SWZIjW%2Bv4%2BMv12ZBUdHRVkFR0dBLBRLJZ9USxkLR3%2BqBghMhkZJCcBkCQbxMYcKGTU1f6JZAF3feGv%2FtQdFf4MFR0dFQH0FR0AAAAAAwAAAAAEsARMACAAMAA8AAABMzIWFxMWHQEUBiMhFh0BFAYrASImLwImNRE0NjsBNgUzMhYVERQGKwEiJjURNDYhByMRHwEzNSchNQMCWPoXLBDuHTwo%2FrgcPCgyGzENYJEUNy09fP3pZBUdHRVkFR0dAl%2BIZJZkMjIBwvoETCEY%2FqgdLWQsUXYHlixRKBzGxBskAZAnJGRkHRX%2BDBUdHRUB9BUdZP6J1dSv4X0BdwADAAAAZAUOBE8AGwA3AEcAAAElNh8BHgEPASEyFhQGKwEDDgEjISImNRE0NjcXERchEz4BOwEyNiYjISoDLgQnJj8BJwUzMhYVERQGKwEiJjURNDYBZAFrHxZuDQEMVAEuVGxuVGqDBhsP%2FqoHphwOOmQBJYMGGw%2FLFRMSFv44AgoCCQMHAwUDAQwRklb9T2QVHR0VZBUdHQNp5hAWcA0mD3lMkE7%2BrRUoog0CDRElCkj%2BCVkBUxUoMjIBAgIDBQIZFrdT5B0V%2FgwVHR0VAfQVHQAAAAP%2FnABkBLAETwAdADYARgAAAQUeBBURFAYjISImJwMjIiY0NjMhJyY2PwE2BxcWBw4FKgIjIRUzMhYXEyE3ESUFMzIWFREUBisBIiY1ETQ2AdsBbgIIFBANrAf%2Bqg8bBoNqVW1sVAEuVQsBDW4WSpIRDAIDBQMHAwkDCgH%2BJd0PHAaCASZq%2FqoCUGQVHR0VZBUdHQRP5gEFEBEXC%2F3zDaIoFQFTTpBMeQ8mDXAWrrcWGQIFAwICAWQoFf6tWQH37OQdFf4MFR0dFQH0FR0AAAADAGEAAARMBQ4AGwA3AEcAAAAyFh0BBR4BFREUBiMhIiYvAQMmPwE%2BAR8BETQXNTQmBhURHAMOBAcGLwEHEyE3ESUuAQMhMhYdARQGIyEiJj0BNDYB3pBOAVMVKKIN%2FfMRJQoJ5hAWcA0mD3nGMjIBAgIDBQIZFrdT7AH3Wf6tFSiWAfQVHR0V%2FgwVHR0FDm5UaoMGGw%2F%2BqgemHA4OAWsfFm4NAQxUAS5U1ssVExIW%2FjgCCgIJAwcDBQMBDBGSVv6tZAElgwYb%2FQsdFWQVHR0VZBUdAAP%2F%2FQAGA%2BgFFAAPAC0ASQAAASEyNj0BNCYjISIGHQEUFgEVFAYiJjURBwYmLwEmNxM%2BBDMhMhYVERQGBwEDFzc2Fx4FHAIVERQWNj0BNDY3JREnAV4B9BUdHRX%2BDBUdHQEPTpBMeQ8mDXAWEOYBBRARFwsCDQ2iKBX9iexTtxYZAgUDAgIBMjIoFQFTWQRMHRVkFR0dFWQVHfzmalRubFQBLlQMAQ1uFh8BawIIEw8Mpgf%2Bqg8bBgHP%2Fq1WkhEMAQMFAwcDCQIKAv44FhITFcsPGwaDASVkAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBJSYGHQEhIgYdARQWMyEVFBY3JTY0AeLs1ptbW5vW7NabW1ubAob%2B7RAX%2Fu0KDw8KARMXEAETEASaW5vW7NabW1ub1uzWm%2F453w0KFYkPCpYKD4kVCg3fDSYAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgENAQYUFwUWNj0BITI2PQE0JiMhNTQmAeLs1ptbW5vW7NabW1ubASX%2B7RAQARMQFwETCg8PCv7tFwSaW5vW7NabW1ub1uzWm%2BjfDSYN3w0KFYkPCpYKD4kVCgAAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBAyYiBwMGFjsBERQWOwEyNjURMzI2AeLs1ptbW5vW7NabW1ubAkvfDSYN3w0KFYkPCpYKD4kVCgSaW5vW7NabW1ub1uzWm%2F5AARMQEP7tEBf%2B7QoPDwoBExcAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEFIyIGFREjIgYXExYyNxM2JisBETQmAeLs1ptbW5vW7NabW1ubAZeWCg%2BJFQoN3w0mDd8NChWJDwSaW5vW7NabW1ub1uzWm7sPCv7tFxD%2B7RAQARMQFwETCg8AAAMAGAAYBJgEmAAPAJYApgAAADIeAhQOAiIuAjQ%2BASUOAwcGJgcOAQcGFgcOAQcGFgcUFgcyHgEXHgIXHgI3Fg4BFx4CFxQGFBcWNz4CNy4BJy4BJyIOAgcGJyY2NS4BJzYuAQYHBicmNzY3HgIXHgMfAT4CJyY%2BATc%2BAzcmNzIWMjY3LgMnND4CJiceAT8BNi4CJwYHFB4BFS4CJz4BNxYyPgEB5OjVm1xcm9Xo1ZtcXJsBZA8rHDoKDz0PFD8DAxMBAzEFCRwGIgEMFhkHECIvCxU%2FOR0HFBkDDRQjEwcFaHUeISQDDTAMD0UREi4oLBAzDwQBBikEAQMLGhIXExMLBhAGKBsGBxYVEwYFAgsFAwMNFwQGCQcYFgYQCCARFwkKKiFBCwQCAQMDHzcLDAUdLDgNEiEQEgg%2FKhADGgMKEgoRBJhcm9Xo1ZtcXJvV6NWbEQwRBwkCAwYFBycPCxcHInIWInYcCUcYChQECA4QBAkuHgQPJioRFRscBAcSCgwCch0kPiAIAQcHEAsBAgsLIxcBMQENCQIPHxkCFBkdHB4QBgEBBwoMGBENBAMMJSAQEhYXDQ4qFBkKEhIDCQsXJxQiBgEOCQwHAQ0DBAUcJAwSCwRnETIoAwEJCwsLJQcKDBEAAAAAAQAAAAIErwSFABYAAAE2FwUXNxYGBw4BJwEGIi8BJjQ3ASY2AvSkjv79kfsGUE08hjv9rA8rD28PDwJYIk8EhVxliuh%2BWYcrIgsW%2FawQEG4PKxACV2XJAAYAAABgBLAErAAPABMAIwAnADcAOwAAEyEyFh0BFAYjISImPQE0NgUjFTMFITIWHQEUBiMhIiY9ATQ2BSEVIQUhMhYdARQGIyEiJj0BNDYFIRUhZAPoKTs7KfwYKTs7BBHIyPwYA%2BgpOzsp%2FBgpOzsEEf4MAfT8GAPoKTs7KfwYKTs7BBH%2B1AEsBKw7KWQpOzspZCk7ZGTIOylkKTs7KWQpO2RkyDspZCk7OylkKTtkZAAAAAIAZAAABEwEsAALABEAABMhMhYUBiMhIiY0NgERBxEBIZYDhBUdHRX8fBUdHQI7yP6iA4QEsB0qHR0qHf1E%2FtTIAfQB9AAAAAMAAABkBLAEsAAXABsAJQAAATMyFh0BITIWFREhNSMVIRE0NjMhNTQ2FxUzNQEVFAYjISImPQEB9MgpOwEsKTv%2BDMj%2BDDspASw7KcgB9Dsp%2FBgpOwSwOylkOyn%2BcGRkAZApO2QpO2RkZP1EyCk7OynIAAAABAAAAAAEsASwABUAKwBBAFcAABMhMhYPARcWFA8BBiIvAQcGJjURNDYpATIWFREUBi8BBwYiLwEmND8BJyY2ARcWFA8BFxYGIyEiJjURNDYfATc2MgU3NhYVERQGIyEiJj8BJyY0PwE2MhcyASwVCA5exwcHaggUCMdeDhUdAzUBLBUdFQ5exwgUCGoHB8deDgj%2BL2oHB8deDggV%2FtQVHRUOXscIFALLXg4VHRX%2B1BUIDl7HBwdqCBQIBLAVDl7HCBQIagcHx14OCBUBLBUdHRX%2B1BUIDl7HBwdqCBQIx14OFf0maggUCMdeDhUdFQEsFQgOXscHzl4OCBX%2B1BUdFQ5exwgUCGoHBwAAAAYAAAAABKgEqAAPABsAIwA7AEMASwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiQyFhQGIiY0JDIWFAYjIicHFhUUBiImNTQ2PwImNTQEMhYUBiImNCQyFhQGIiY0Advy3Z9fX5%2Fd8t2gXl6gAcbgv29vv%2BC%2Fb2%2F%2BLS0gIC0gAUwtICAWDg83ETNIMykfegEJ%2FoctICAtIAIdLSAgLSAEqF%2Bf3fLdoF5eoN3y3Z9Xb7%2Fgv29vv%2BC%2FBiAtISEtICAtIQqRFxwkMzMkIDEFfgEODhekIC0gIC0gIC0gIC0AAf%2FYAFoEuQS8AFsAACUBNjc2JicmIyIOAwcABw4EFx4BMzI3ATYnLgEjIgcGBwEOASY0NwA3PgEzMhceARcWBgcOBgcGIyImJyY2NwE2NzYzMhceARcWBgcBDgEnLgECIgHVWwgHdl8WGSJBMD8hIP6IDx4eLRMNBQlZN0ozAiQkEAcdEhoYDRr%2Bqw8pHA4BRyIjQS4ODyw9DQ4YIwwod26La1YOOEBGdiIwGkQB%2F0coW2tQSE5nDxE4Qv4eDyoQEAOtAdZbZWKbEQQUGjIhH%2F6JDxsdNSg3HT5CMwIkJCcQFBcMGv6uDwEcKQ4BTSIjIQEINykvYyMLKnhuiWZMBxtAOU6%2BRAH%2FSBg3ISSGV121Qv4kDwIPDyYAAAACAGQAWASvBEQAGQBEAAABPgIeAhUUDgMHLgQ1ND4CHgEFIg4DIi4DIyIGFRQeAhcWFx4EMj4DNzY3PgQ1NCYCiTB7eHVYNkN5hKg%2BPqeFeEM4WnZ4eQEjIT8yLSohJyktPyJDbxtBMjMPBw86KzEhDSIzKUAMBAgrKT8dF2oDtURIBS1TdkA5eYB%2FslVVsn%2BAeTlAdlMtBUgtJjY1JiY1NiZvTRc4SjQxDwcOPCouGBgwKEALBAkpKkQqMhNPbQACADn%2F8gR3BL4AFwAuAAAAMh8BFhUUBg8BJi8BNycBFwcvASY0NwEDNxYfARYUBwEGIi8BJjQ%2FARYfAQcXAQKru0KNQjgiHR8uEl%2F3%2FnvUaRONQkIBGxJpCgmNQkL%2B5UK6Qo1CQjcdLhJf9wGFBL5CjUJeKmsiHTUuEl%2F4%2FnvUahKNQrpCARv%2BRmkICY1CukL%2B5UJCjUK7Qjc3LxFf%2BAGFAAAAAAMAyAAAA%2BgEsAARABUAHQAAADIeAhURFAYjISImNRE0PgEHESERACIGFBYyNjQCBqqaZDo7Kf2oKTs8Zj4CWP7%2FVj09Vj0EsB4uMhX8Ryk7OykDuRUzLar9RAK8%2FRY9Vj09VgABAAAAAASwBLAAFgAACQEWFAYiLwEBEScBBRMBJyEBJyY0NjIDhgEbDx0qDiT%2B6dT%2BzP7oywEz0gEsAQsjDx0qBKH%2B5g8qHQ8j%2FvX%2B1NL%2BzcsBGAE01AEXJA4qHQAAAAADAScAEQQJBOAAMgBAAEsAAAEVHgQXIy4DJxEXHgQVFAYHFSM1JicuASczHgEXEScuBDU0PgI3NRkBDgMVFB4DFxYXET4ENC4CArwmRVI8LAKfBA0dMydAIjxQNyiym2SWVygZA4sFV0obLkJOMCAyVWg6HSoqFQ4TJhkZCWgWKTEiGBkzNwTgTgUTLD9pQiQuLBsH%2Fs0NBxMtPGQ%2Bi6oMTU8QVyhrVk1iEAFPCA4ZLzlYNkZwSCoGTf4SARIEDh02Jh0rGRQIBgPQ%2FsoCCRYgNEM0JRkAAAABAGQAZgOUBK0ASgAAATIeARUjNC4CIyIGBwYVFB4BFxYXMxUjFgYHBgc%2BATM2FjMyNxcOAyMiLgEHDgEPASc%2BBTc%2BAScjNTMmJy4CPgE3NgIxVJlemSc8OxolVBQpGxoYBgPxxQgVFS02ImIWIIwiUzUyHzY4HCAXanQmJ1YYFzcEGAcTDBEJMAwk3aYXFQcKAg4tJGEErVCLTig%2FIhIdFSw5GkowKgkFZDKCHj4yCg8BIh6TExcIASIfBAMaDAuRAxAFDQsRCjePR2QvORQrREFMIVgAAAACABn%2F%2FwSXBLAADwAfAAABMzIWDwEGIi8BJjY7AREzBRcWBisBESMRIyImPwE2MgGQlhUIDuYOKg7mDggVlsgCF%2BYOCBWWyJYVCA7mDioBLBYO%2Bg8P%2Bg4WA4QQ%2BQ4V%2FHwDhBUO%2BQ8AAAQAGf%2F%2FA%2BgEsAAHABcAGwAlAAABIzUjFSMRIQEzMhYPAQYiLwEmNjsBETMFFTM1EwczFSE1NyM1IQPoZGRkASz9qJYVCA7mDioO5g4IFZbIAZFkY8jI%2FtTIyAEsArxkZAH0%2FHwWDvoPD%2FoOFgOEZMjI%2FRL6ZJb6ZAAAAAAEABn%2F%2FwPoBLAADwAZACEAJQAAATMyFg8BBiIvASY2OwERMwUHMxUhNTcjNSERIzUjFSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAljIyP7UyMgBLGRkZAEsx2QBLBYO%2Bg8P%2Bg4WA4SW%2BmSW%2BmT7UGRkAfRkyMgAAAAEABn%2F%2FwRMBLAADwAVABsAHwAAATMyFg8BBiIvASY2OwERMwEjESM1MxMjNSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAlhkZMhkZMgBLMdkASwWDvoPD%2FoOFgOE%2FgwBkGT7UGQBkGTIyAAAAAAEABn%2F%2FwRMBLAADwAVABkAHwAAATMyFg8BBiIvASY2OwERMwEjNSMRIQcVMzUDIxEjNTMBkJYVCA7mDioO5g4IFZbIArxkyAEsx2QBZGTIASwWDvoPD%2FoOFgOE%2FgxkAZBkyMj7tAGQZAAAAAAFABn%2F%2FwSwBLAADwATABcAGwAfAAABMzIWDwEGIi8BJjY7AREzBSM1MxMhNSETITUhEyE1IQGQlhUIDuYOKg7mDggVlsgB9MjIZP7UASxk%2FnABkGT%2BDAH0ASwWDvoPD%2FoOFgOEyMj%2BDMj%2BDMj%2BDMgABQAZ%2F%2F8EsASwAA8AEwAXABsAHwAAATMyFg8BBiIvASY2OwERMwUhNSEDITUhAyE1IQMjNTMBkJYVCA7mDioO5g4IFZbIAyD%2BDAH0ZP5wAZBk%2FtQBLGTIyAEsFg76Dw%2F6DhYDhMjI%2FgzI%2FgzI%2FgzIAAIAAAAABEwETAAPAB8AAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmAV4BkKK8u6P%2BcKW5uQJn%2FgwpOzspAfQpOzsETLuj%2FnClubmlAZClucg7Kf4MKTs7KQH0KTsAAAAAAwAAAAAETARMAA8AHwArAAABITIWFREUBiMhIiY1ETQ2BSEiBhURFBYzITI2NRE0JgUXFhQPAQYmNRE0NgFeAZClubml%2FnCju7wCZP4MKTs7KQH0KTs7%2Fm%2F9ERH9EBgYBEy5pf5wpbm5pQGQo7vIOyn%2BDCk7OykB9Ck7gr4MJAy%2BDAsVAZAVCwAAAAADAAAAAARMBEwADwAfACsAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFg8BBiIvASY2AV4BkKO7uaX%2BcKW5uQJn%2FgwpOzspAfQpOzv%2BFQGQFQsMvgwkDL4MCwRMvKL%2BcKW5uaUBkKO7yDsp%2FgwpOzspAfQpO8gYEP0REf0QGAAAAAMAAAAABEwETAAPAB8AKwAAASEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFFxYGIyEiJj8BNjIBXgGQpbm5pf5wo7u5Amf%2BDCk7OykB9Ck7O%2F77vgwLFf5wFQsMvgwkBEy5pf5wo7u8ogGQpbnIOyn%2BDCk7OykB9Ck7z%2F0QGBgQ%2FREAAAAAAgAAAAAFFARMAB8ANQAAASEyFhURFAYjISImPQE0NjMhMjY1ETQmIyEiJj0BNDYHARYUBwEGJj0BIyImPQE0NjsBNTQ2AiYBkKW5uaX%2BcBUdHRUBwik7Oyn%2BPhUdHb8BRBAQ%2FrwQFvoVHR0V%2BhYETLml%2FnCluR0VZBUdOykB9Ck7HRVkFR3p%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgAAAQDZAAID1wSeACMAAAEXFgcGAgclMhYHIggBBwYrAScmNz4BPwEhIicmNzYANjc2MwMZCQgDA5gCASwYEQ4B%2Fvf%2B8wQMDgkJCQUCUCcn%2FtIXCAoQSwENuwUJEASeCQoRC%2F5TBwEjEv7K%2FsUFDwgLFQnlbm4TFRRWAS%2FTBhAAAAACAAAAAAT%2BBEwAHwA1AAABITIWHQEUBiMhIgYVERQWMyEyFh0BFAYjISImNRE0NgUBFhQHAQYmPQEjIiY9ATQ2OwE1NDYBXgGQFR0dFf4%2BKTs7KQHCFR0dFf5wpbm5AvEBRBAQ%2FrwQFvoVHR0V%2BhYETB0VZBUdOyn%2BDCk7HRVkFR25pQGQpbnp%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgACAAAAAASwBLAAFQAxAAABITIWFREUBi8BAQYiLwEmNDcBJyY2ASMiBhURFBYzITI2PQE3ERQGIyEiJjURNDYzIQLuAZAVHRUObf7IDykPjQ8PAThtDgj%2B75wpOzspAfQpO8i7o%2F5wpbm5pQEsBLAdFf5wFQgObf7IDw%2BNDykPAThtDhX%2B1Dsp%2FgwpOzsplMj%2B1qW5uaUBkKW5AAADAA4ADgSiBKIADwAbACMAAAAyHgIUDgIiLgI0PgEEIg4BFB4BMj4BNCYEMhYUBiImNAHh7tmdXV2d2e7ZnV1dnQHD5sJxccLmwnFx%2FnugcnKgcgSiXZ3Z7tmdXV2d2e7ZnUdxwubCcXHC5sJzcqBycqAAAAMAAAAABEwEsAAVAB8AIwAAATMyFhURMzIWBwEGIicBJjY7ARE0NgEhMhYdASE1NDYFFTM1AcLIFR31FAoO%2FoEOJw3%2BhQ0JFfod%2FoUD6BUd%2B7QdA2dkBLAdFf6iFg%2F%2BVg8PAaoPFgFeFR38fB0V%2BvoVHWQyMgAAAAMAAAAABEwErAAVAB8AIwAACQEWBisBFRQGKwEiJj0BIyImNwE%2BAQEhMhYdASE1NDYFFTM1AkcBeg4KFfQiFsgUGPoUCw4Bfw4n%2FfkD6BUd%2B7QdA2dkBJ7%2BTQ8g%2BhQeHRX6IQ8BrxAC%2FH8dFfr6FR1kMjIAAwAAAAAETARLABQAHgAiAAAJATYyHwEWFAcBBiInASY0PwE2MhcDITIWHQEhNTQ2BRUzNQGMAXEHFQeLBwf98wcVB%2F7cBweLCBUH1APoFR37tB0DZ2QC0wFxBweLCBUH%2FfMICAEjCBQIiwcH%2FdIdFfr6FR1kMjIABAAAAAAETASbAAkAGQAjACcAABM3NjIfAQcnJjQFNzYWFQMOASMFIiY%2FASc3ASEyFh0BITU0NgUVMzWHjg4qDk3UTQ4CFtIOFQIBHRX9qxUIDtCa1P49A%2BgVHfu0HQNnZAP%2Fjg4OTdRMDyqa0g4IFf2pFB4BFQ7Qm9T9Oh0V%2BvoVHWQyMgAAAAQAAAAABEwEsAAPABkAIwAnAAABBR4BFRMUBi8BByc3JyY2EwcGIi8BJjQ%2FAQEhMhYdASE1NDYFFTM1AV4CVxQeARUO0JvUm9IOCMNMDyoOjg4OTf76A%2BgVHfu0HQNnZASwAgEdFf2rFQgO0JrUmtIOFf1QTQ4Ojg4qDk3%2BWB0V%2BvoVHWQyMgACAAT%2F7ASwBK8ABQAIAAAlCQERIQkBFQEEsP4d%2Fsb%2BcQSs%2FTMCq2cBFP5xAacDHPz55gO5AAAAAAIAAABkBEwEsAAVABkAAAERFAYrAREhESMiJjURNDY7AREhETMHIzUzBEwdFZb9RJYVHR0V%2BgH0ZMhkZAPo%2FK4VHQGQ%2FnAdFQPoFB7%2B1AEsyMgAAAMAAABFBN0EsAAWABoALwAAAQcBJyYiDwEhESMiJjURNDY7AREhETMHIzUzARcWFAcBBiIvASY0PwE2Mh8BATYyBEwC%2FtVfCRkJlf7IlhUdHRX6AfRkyGRkAbBqBwf%2BXAgUCMoICGoHFQdPASkHFQPolf7VXwkJk%2F5wHRUD6BQe%2FtQBLMjI%2Fc5qBxUH%2FlsHB8sHFQdqCAhPASkHAAMAAAANBQcEsAAWABoAPgAAAREHJy4BBwEhESMiJjURNDY7AREhETMHIzUzARcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyBExnhg8lEP72%2FreWFR0dFfoB9GTIZGQB9kYPD4ODDw9GDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykD6P7zZ4YPAw7%2B9v5wHRUD6BQe%2FtQBLMjI%2FYxGDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykPRg8Pg4MPAAADAAAAFQSXBLAAFQAZAC8AAAERISIGHQEhESMiJjURNDY7AREhETMHIzUzEzMyFh0BMzIWDwEGIi8BJjY7ATU0NgRM%2FqIVHf4MlhUdHRX6AfRkyGRklmQVHZYVCA7mDioO5g4IFZYdA%2Bj%2B1B0Vlv5wHRUD6BQe%2FtQBLMjI%2FagdFfoVDuYODuYOFfoVHQAAAAADAAAAAASXBLAAFQAZAC8AAAERJyYiBwEhESMiJjURNDY7AREhETMHIzUzExcWBisBFRQGKwEiJj0BIyImPwE2MgRMpQ4qDv75%2Fm6WFR0dFfoB9GTIZGTr5g4IFZYdFWQVHZYVCA7mDioD6P5wpQ8P%2Fvf%2BcB0VA%2BgUHv7UASzIyP2F5Q8V%2BhQeHhT6FQ%2FlDwADAAAAyASwBEwACQATABcAABMhMhYdASE1NDYBERQGIyEiJjURExUhNTIETBUd%2B1AdBJMdFfu0FR1kAZAETB0VlpYVHf7U%2FdoVHR0VAib%2B1MjIAAAGAAMAfQStBJcADwAZAB0ALQAxADsAAAEXFhQPAQYmPQEhNSE1NDYBIyImPQE0NjsBFyM1MwE3NhYdASEVIRUUBi8BJjQFIzU7AjIWHQEUBisBA6f4Dg74DhX%2BcAGQFf0vMhUdHRUyyGRk%2FoL3DhUBkP5wFQ73DwOBZGRkMxQdHRQzBI3mDioO5g4IFZbIlhUI%2FoUdFWQVHcjI%2FcvmDggVlsiWFQgO5g4qecgdFWQVHQAAAAACAGQAAASwBLAAFgBRAAABJTYWFREUBisBIiY1ES4ENRE0NiUyFh8BERQOAg8BERQGKwEiJjURLgQ1ETQ%2BAzMyFh8BETMRPAE%2BAjMyFh8BETMRND4DA14BFBklHRXIFR0EDiIaFiX%2B4RYZAgEVHR0LCh0VyBUdBA4iGhYBBwoTDRQZAgNkBQkVDxcZAQFkAQUJFQQxdBIUH%2FuuFR0dFQGNAQgbHzUeAWcfRJEZDA3%2BPhw%2FMSkLC%2F5BFR0dFQG%2FBA8uLkAcAcICBxENCxkMDf6iAV4CBxENCxkMDf6iAV4CBxENCwABAGQAAASwBEwAMwAAARUiDgMVERQWHwEVITUyNjURIREUFjMVITUyPgM1ETQmLwE1IRUiBhURIRE0JiM1BLAEDiIaFjIZGf5wSxn%2BDBlL%2FnAEDiIaFjIZGQGQSxkB9BlLBEw4AQUKFA78iBYZAQI4OA0lAYr%2BdiUNODgBBQoUDgN4FhkBAjg4DSX%2BdgGKJQ04AAAABgAAAAAETARMAAwAHAAgACQAKAA0AAABITIWHQEjBTUnITchBSEyFhURFAYjISImNRE0NhcVITUBBTUlBRUhNQUVFAYjIQchJyE3MwKjAXcVHWn%2B2cj%2BcGQBd%2F4lASwpOzsp%2FtQpOzspASwCvP5wAZD8GAEsArwdFf6JZP6JZAGQyGkD6B0VlmJiyGTIOyn%2BDCk7OykB9Ck7ZMjI%2FveFo4XGyMhm%2BBUdZGTIAAEAEAAQBJ8EnwAmAAATNzYWHwEWBg8BHgEXNz4BHwEeAQ8BBiIuBicuBTcRohEuDosOBhF3ZvyNdxEzE8ATBxGjAw0uMUxPZWZ4O0p3RjITCwED76IRBhPCFDERdo78ZXYRBA6IDi8RogEECBUgNUNjO0qZfHNVQBAAAAACAAAAAASwBEwAIwBBAAAAMh4EHwEVFAYvAS4BPQEmIAcVFAYPAQYmPQE%2BBRIyHgIfARUBHgEdARQGIyEiJj0BNDY3ATU0PgIB%2FLimdWQ%2FLAkJHRTKFB2N%2FsKNHRTKFB0DDTE7ZnTKcFImFgEBAW0OFR0V%2B7QVHRUOAW0CFiYETBUhKCgiCgrIFRgDIgMiFZIYGJIVIgMiAxgVyAQNJyQrIP7kExwcCgoy%2FtEPMhTUFR0dFdQUMg8BLzIEDSEZAAADAAAAAASwBLAADQAdACcAAAEHIScRMxUzNTMVMzUzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYETMj9qMjIyMjIyPyuArwVHR0VDIn8SokMFR0dswRMFR37UB0CvMjIAfTIyMjI%2FOAdKh1kZB0qHf7UHRUyMhUdAAAAAwBkAAAEsARMAAkAEwAdAAABIyIGFREhETQmASMiBhURIRE0JgEhETQ2OwEyFhUCvGQpOwEsOwFnZCk7ASw7%2FRv%2B1DspZCk7BEw7KfwYA%2BgpO%2F7UOyn9RAK8KTv84AGQKTs7KQAAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQURByMRMwcRMxHIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkyMhkZARMsHz%2BDHywsHwB9HywyP1EArzIZP7UZGQBLGT%2B1GQB9GT%2B1AEsAAAABf%2BcAAAEsARMAA8AEwAfACUAKQAAEyEyFhURFAYjISImNRE0NhcRIREBIzUjFSMRMxUzNTMFEQcjETMHETMRyAK8fLCwfP1EfLCwGAOE%2FgxkZGRkZGQBkGTIyGRkBEywfP4MfLCwfAH0fLDI%2FUQCvP2oyMgB9MjIZP7UZAH0ZP7UASwABP%2BcAAAEsARMAA8AEwAbACMAABMhMhYVERQGIyEiJjURNDYXESERBSMRMxUhESEFIxEzFSERIcgCvHywsHz9RHywsBgDhP4MyMj%2B1AEsAZDIyP7UASwETLB8%2Fgx8sLB8AfR8sMj9RAK8yP7UZAH0ZP7UZAH0AAAABP%2BcAAAEsARMAA8AEwAWABkAABMhMhYVERQGIyEiJjURNDYXESERAS0BDQERyAK8fLCwfP1EfLCwGAOE%2Fgz%2B1AEsAZD%2B1ARMsHz%2BDHywsHwB9HywyP1EArz%2BDJaWlpYBLAAAAAX%2FnAAABLAETAAPABMAFwAgACkAABMhMhYVERQGIyEiJjURNDYXESERAyERIQcjIgYVFBY7AQERMzI2NTQmI8gCvHywsHz9RHywsBgDhGT9RAK8ZIImOTYpgv4Mgik2OSYETLB8%2Fgx8sLB8AfR8sMj9RAK8%2FagB9GRWQUFUASz%2B1FRBQVYAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkZMjIZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yGT%2B1GRkASz%2BDAGQZP4MZAAG%2F5wAAASwBEwADwATABkAHwAjACcAABMhMhYVERQGIyEiJjURNDYXESERBTMRIREzASMRIzUzBRUzNQEjNTPIArx8sLB8%2FUR8sLAYA4T9RMj%2B1GQCWGRkyP2oZAEsZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yP5wAfT%2BDAGQZMjIyP7UZAAF%2F5wAAASwBEwADwATABwAIgAmAAATITIWFREUBiMhIiY1ETQ2FxEhEQEHIzU3NSM1IQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMdkx8gBLAGQZGTIx2RkBEywfP4MfLCwfAH0fLDI%2FUQCvP5wyDLIlmT%2BDAGQZP4MZAAAAAMACQAJBKcEpwAPABsAJQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgchFSEVISc1NyEB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWz%2B1AEs%2FtRkZAEsBKdentvw255eXp7b8NueTHHC5MJxccLkwtDIZGTIZAAAAAAEAAkACQSnBKcADwAbACcAKwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcVBxcVIycjFSMRIQcVMzUB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWwyZGRklmQBLMjIBKdentvw255eXp7b8NueTHHC5MJxccLkwtBkMmQyZGQBkGRkZAAAAv%2Fy%2F50EwgRBACAANgAAATIWFzYzMhYUBisBNTQmIyEiBh0BIyImNTQ2NyY1ND4BEzMyFhURMzIWDwEGIi8BJjY7ARE0NgH3brUsLC54qqp4gB0V%2FtQVHd5QcFZBAmKqepYKD4kVCg3fDSYN3w0KFYkPBEF3YQ6t8a36FR0dFfpzT0VrDhMSZKpi%2FbMPCv7tFxD0EBD0EBcBEwoPAAAAAAL%2F8v%2BcBMMEQQAcADMAAAEyFhc2MzIWFxQGBwEmIgcBIyImNTQ2NyY1ND4BExcWBisBERQGKwEiJjURIyImNzY3NjIB9m62LCsueaoBeFr%2Bhg0lDf6DCU9xVkECYqnm3w0KFYkPCpYKD4kVCg3HGBMZBEF3YQ%2BteGOkHAFoEBD%2Bk3NPRWsOExNkqWP9kuQQF%2F7tCg8PCgETFxDMGBMAAAABAGQAAARMBG0AGAAAJTUhATMBMwkBMwEzASEVIyIGHQEhNTQmIwK8AZD%2B8qr%2B8qr%2B1P7Uqv7yqv7yAZAyFR0BkB0VZGQBLAEsAU3%2Bs%2F7U%2FtRkHRUyMhUdAAAAAAEAeQAABDcEmwAvAAABMhYXHgEVFAYHFhUUBiMiJxUyFh0BITU0NjM1BiMiJjU0Ny4BNTQ2MzIXNCY1NDYCWF6TGll7OzIJaUo3LRUd%2FtQdFS03SmkELzlpSgUSAqMEm3FZBoNaPWcfHRpKaR77HRUyMhUd%2Bx5pShIUFVg1SmkCAhAFdKMAAAAGACcAFASJBJwAEQAqAEIASgBiAHsAAAEWEgIHDgEiJicmAhI3PgEyFgUiBw4BBwYWHwEWMzI3Njc2Nz4BLwEmJyYXIgcOAQcGFh8BFjMyNz4BNz4BLwEmJyYWJiIGFBYyNjciBw4BBw4BHwEWFxYzMjc%2BATc2Ji8BJhciBwYHBgcOAR8BFhcWMzI3PgE3NiYvASYD8m9PT29T2dzZU29PT29T2dzZ%2Fj0EBHmxIgQNDCQDBBcGG0dGYAsNAwkDCwccBAVQdRgEDA0iBAQWBhJROQwMAwkDCwf5Y4xjY4xjVhYGElE6CwwDCQMLBwgEBVB1GAQNDCIEjRcGG0dGYAsNAwkDCwcIBAR5sSIEDQwkAwPyb%2F7V%2FtVvU1dXU28BKwErb1NXVxwBIrF5DBYDCQEWYEZHGwMVDCMNBgSRAhh1UA0WAwkBFTpREgMVCyMMBwT6Y2OMY2MVFTpREQQVCyMMBwQCGHVQDRYDCQEkFmBGRxsDFQwjDQYEASKxeQwWAwkBAAAABQBkAAAD6ASwAAwADwAWABwAIgAAASERIzUhFSERNDYzIQEjNQMzByczNTMDISImNREFFRQGKwECvAEstP6s%2FoQPCgI%2FASzIZKLU1KJktP51Cg8DhA8KwwMg%2FoTIyALzCg%2F%2B1Mj84NTUyP4MDwoBi8jDCg8AAAAABQBkAAAD6ASwAAkADAATABoAIQAAASERCQERNDYzIQEjNRMjFSM1IzcDISImPQEpARUUBisBNQK8ASz%2Bov3aDwoCPwEsyD6iZKLUqv6dCg8BfAIIDwqbAyD9%2BAFe%2FdoERwoP%2FtTI%2FHzIyNT%2BZA8KNzcKD1AAAAAAAwAAAAAEsAP0AAgAGQAfAAABIxUzFyERIzcFMzIeAhUhFSEDETM0PgIBMwMhASEEiqJkZP7UotT9EsgbGiEOASz9qMhkDiEaAnPw8PzgASwB9AMgyGQBLNTUBBErJGT%2BogHCJCsRBP5w%2FnAB9AAAAAMAAAAABEwETAAZADIAOQAAATMyFh0BMzIWHQEUBiMhIiY9ATQ2OwE1NDYFNTIWFREUBiMhIic3ARE0NjMVFBYzITI2AQc1IzUzNQKKZBUdMhUdHRX%2B1BUdHRUyHQFzKTs7Kf2oARP2%2Fro7KVg%2BASw%2BWP201MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7KfzgKTsE9gFGAUQpO5Y%2BWFj95tSiZKIAAwBkAAAEvARMABkANgA9AAABMzIWHQEzMhYdARQGIyEiJj0BNDY7ATU0NgU1MhYVESMRMxQOAiMhIiY1ETQ2MxUUFjMhMjYBBzUjNTM1AcJkFR0yFR0dFf7UFR0dFTIdAXMpO8jIDiEaG%2F2oKTs7KVg%2BASw%2BWAGc1MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7Kf4M%2FtQkKxEEOykDICk7lj5YWP3m1KJkogAAAAP%2FogAABRYE1AALABsAHwAACQEWBiMhIiY3ATYyEyMiBhcTHgE7ATI2NxM2JgMVMzUCkgJ9FyAs%2BwQsIBcCfRZARNAUGAQ6BCMUNhQjBDoEGODIBK37sCY3NyYEUCf%2BTB0U%2FtIUHR0UAS4UHf4MZGQAAAAACQAAAAAETARMAA8AHwAvAD8ATwBfAG8AfwCPAAABMzIWHQEUBisBIiY9ATQ2EzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBqfoKDw8K%2BgoPDwr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPDwRMDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg%2F%2B1A8KlgoPDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKDw8KlgoPAAAAAwAAAAAEsAUUABkAKQAzAAABMxUjFSEyFg8BBgchJi8BJjYzITUjNTM1MwEhMhYUBisBFyE3IyImNDYDITIWHQEhNTQ2ArxkZAFePjEcQiko%2FPwoKUIcMT4BXmRkyP4%2BArwVHR0VDIn8SooNFR0dswRMFR37UB0EsMhkTzeEUzMzU4Q3T2TIZPx8HSodZGQdKh3%2B1B0VMjIVHQAABAAAAAAEsAUUAAUAGQArADUAAAAyFhUjNAchFhUUByEyFg8BIScmNjMhJjU0AyEyFhQGKwEVBSElNSMiJjQ2AyEyFh0BITU0NgIwUDnCPAE6EgMBSCkHIq%2F9WrIiCikBSAOvArwVHR0VlgET%2FEoBE5YVHR2zBEwVHftQHQUUOykpjSUmCBEhFpGRFiERCCb%2BlR0qHcjIyMgdKh39qB0VMjIVHQAEAAAAAASwBJ0ABwAUACQALgAAADIWFAYiJjQTMzIWFRQXITY1NDYzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYCDZZqapZqty4iKyf%2BvCcrI%2F7NArwVHR0VDYr8SokMFR0dswRMFR37UB0EnWqWamqW%2Fus5Okxra0w6Of5yHSodZGQdKh3%2B1B0VMjIVHQAEAAAAAASwBRQADwAcACwANgAAATIeARUUBiImNTQ3FzcnNhMzMhYVFBchNjU0NjMBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYL1szb5xvIpBvoyIfLiIrJ%2F68Jysj%2Fs0CvBUdHRUNivxKiQwVHR2zBEwVHftQHQUUa4s2Tm9vTj5Rj2%2BjGv4KOTpMa2tMOjn%2Bch0qHWRkHSod%2FtQdFTIyFR0AAAADAAAAAASwBRIAEgAiACwAAAEFFSEUHgMXIS4BNTQ%2BAjcBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYASz%2B1CU%2FP00T%2Fe48PUJtj0r%2BogK8FR0dFQ2K%2FEqJDBUdHbMETBUd%2B1AdBLChizlmUT9IGVO9VFShdksE%2FH4dKh1kZB0qHf7UHRUyMhUdAAIAyAAAA%2BgFFAAPACkAAAAyFh0BHgEdASE1NDY3NTQDITIWFyMVMxUjFTMVIxUzFAYjISImNRE0NgIvUjsuNv5wNi5kAZA2XBqsyMjIyMh1U%2F5wU3V1BRQ7KU4aXDYyMjZcGk4p%2Fkc2LmRkZGRkU3V1UwGQU3UAAAMAZP%2F%2FBEwETAAPAC8AMwAAEyEyFhURFAYjISImNRE0NgMhMhYdARQGIyEXFhQGIi8BIQcGIiY0PwEhIiY9ATQ2BQchJ5YDhBUdHRX8fBUdHQQDtgoPDwr%2B5eANGiUNWP30Vw0mGg3g%2Ft8KDw8BqmQBRGQETB0V%2FgwVHR0VAfQVHf1EDwoyCg%2FgDSUbDVhYDRslDeAPCjIKD2RkZAAAAAAEAAAAAASwBEwAGQAjAC0ANwAAEyEyFh0BIzQmKwEiBhUjNCYrASIGFSM1NDYDITIWFREhETQ2ExUUBisBIiY9ASEVFAYrASImPQHIAyBTdWQ7KfopO2Q7KfopO2R1EQPoKTv7UDvxHRVkFR0D6B0VZBUdBEx1U8gpOzspKTs7KchTdf4MOyn%2B1AEsKTv%2BDDIVHR0VMjIVHR0VMgADAAEAAASpBKwADQARABsAAAkBFhQPASEBJjQ3ATYyCQMDITIWHQEhNTQ2AeACqh8fg%2F4f%2FfsgIAEnH1n%2BrAFWAS%2F%2Bq6IDIBUd%2FHwdBI39VR9ZH4MCBh9ZHwEoH%2F5u%2FqoBMAFV%2FBsdFTIyFR0AAAAAAgCPAAAEIQSwABcALwAAAQMuASMhIgYHAwYWMyEVFBYyNj0BMzI2AyE1NDY7ATU0NjsBETMRMzIWHQEzMhYVBCG9CCcV%2FnAVJwi9CBMVAnEdKh19FROo%2Fa0dFTIdFTDILxUdMhUdAocB%2BhMcHBP%2BBhMclhUdHRWWHP2MMhUdMhUdASz%2B1B0VMh0VAAAEAAAAAASwBLAADQAQAB8AIgAAASERFAYjIREBNTQ2MyEBIzUBIREUBiMhIiY1ETQ2MyEBIzUDhAEsDwr%2Bif7UDwoBdwEsyP2oASwPCv12Cg8PCgF3ASzIAyD9wQoPAk8BLFQKD%2F7UyP4M%2FcEKDw8KA7YKD%2F7UyAAC%2F5wAZAUUBEcARgBWAAABMzIeAhcWFxY2NzYnJjc%2BARYXFgcOASsBDgEPAQ4BKwEiJj8BBisBIicHDgErASImPwEmLwEuAT0BNDY7ATY3JyY2OwE2BSMiBh0BFBY7ATI2PQE0JgHkw0uOakkMEhEfQwoKGRMKBQ8XDCkCA1Y9Pgc4HCcDIhVkFRgDDDEqwxgpCwMiFWQVGAMaVCyfExwdFXwLLW8QBxXLdAFF%2BgoPDwr6Cg8PBEdBa4pJDgYKISAiJRsQCAYIDCw9P1c3fCbqFB0dFEYOCEAUHR0UnUplNQcmFTIVHVdPXw4TZV8PCjIKDw8KMgoPAAb%2FnP%2FmBRQEfgAJACQANAA8AFIAYgAAASU2Fh8BFgYPASUzMhYfASEyFh0BFAYHBQYmJyYjISImPQE0NhcjIgYdARQ7ATI2NTQmJyYEIgYUFjI2NAE3PgEeARceAT8BFxYGDwEGJi8BJjYlBwYfAR4BPwE2Jy4BJy4BAoEBpxMuDiAOAxCL%2FCtqQ0geZgM3FR0cE%2F0fFyIJKjr%2B1D5YWLlQExIqhhALIAsSAYBALS1ALf4PmBIgHhMQHC0aPzANITNQL3wpgigJASlmHyElDR0RPRMFAhQHCxADhPcICxAmDyoNeMgiNtQdFTIVJgeEBBQPQ1g%2ByD5YrBwVODMQEAtEERzJLUAtLUD%2B24ITChESEyMgAwWzPUkrRSgJL5cvfRxYGyYrDwkLNRAhFEgJDAQAAAAAAwBkAAAEOQSwAFEAYABvAAABMzIWHQEeARcWDgIPATIeBRUUDgUjFRQGKwEiJj0BIxUUBisBIiY9ASMiJj0BNDY7AREjIiY9ATQ2OwE1NDY7ATIWHQEzNTQ2AxUhMj4CNTc0LgMjARUhMj4CNTc0LgMjAnGWCg9PaAEBIC4uEBEGEjQwOiodFyI2LUAjGg8KlgoPZA8KlgoPrwoPDwpLSwoPDwqvDwqWCg9kD9cBBxwpEwsBAQsTKRz%2B%2BQFrHCkTCwEBCxMpHASwDwptIW1KLk0tHwYGAw8UKDJOLTtdPCoVCwJLCg8PCktLCg8PCksPCpYKDwJYDwqWCg9LCg8PCktLCg%2F%2B1MgVHR0LCgQOIhoW%2FnDIFR0dCwoEDiIaFgAAAwAEAAIEsASuABcAKQAsAAATITIWFREUBg8BDgEjISImJy4CNRE0NgQiDgQPARchNy4FAyMT1AMMVnokEhIdgVL9xFKCHAgYKHoCIIx9VkcrHQYGnAIwnAIIIClJVSGdwwSuelb%2BYDO3QkJXd3ZYHFrFMwGgVnqZFyYtLSUMDPPzBQ8sKDEj%2FsIBBQACAMgAAAOEBRQADwAZAAABMzIWFREUBiMhIiY1ETQ2ARUUBisBIiY9AQHblmesVCn%2BPilUrAFINhWWFTYFFKxn%2FgwpVFQpAfRnrPwY4RU2NhXhAAACAMgAAAOEBRQADwAZAAABMxQWMxEUBiMhIiY1ETQ2ARUUBisBIiY9AQHbYLOWVCn%2BPilUrAFINhWWFTYFFJaz%2FkIpVFQpAfRnrPwY4RU2NhXhAAACAAAAFAUOBBoAFAAaAAAJASUHFRcVJwc1NzU0Jj4CPwEnCQEFJTUFJQUO%2FYL%2Bhk5klpZkAQEBBQQvkwKCAVz%2Bov6iAV4BXgL%2F%2FuWqPOCWx5SVyJb6BA0GCgYDKEEBG%2F1ipqaTpaUAAAMAZAH0BLADIAAHAA8AFwAAEjIWFAYiJjQkMhYUBiImNCQyFhQGIiY0vHxYWHxYAeh8WFh8WAHofFhYfFgDIFh8WFh8WFh8WFh8WFh8WFh8AAAAAAMBkAAAArwETAAHAA8AFwAAADIWFAYiJjQSMhYUBiImNBIyFhQGIiY0Aeh8WFh8WFh8WFh8WFh8WFh8WARMWHxYWHz%2ByFh8WFh8%2FshYfFhYfAAAAAMAZABkBEwETAAPAB8ALwAAEyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2fQO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PBEwPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoPAAAABAAAAAAEsASwAA8AHwAvADMAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFhURFAYjISImNRE0NhcVITUBXgH0ory7o%2F4Mpbm5Asv9qCk7OykCWCk7O%2F2xAfQVHR0V%2FgwVHR1HAZAEsLuj%2FgylubmlAfSlucg7Kf2oKTs7KQJYKTtkHRX%2B1BUdHRUBLBUdZMjIAAAAAAEAZABkBLAETAA7AAATITIWFAYrARUzMhYUBisBFTMyFhQGKwEVMzIWFAYjISImNDY7ATUjIiY0NjsBNSMiJjQ2OwE1IyImNDaWA%2BgVHR0VMjIVHR0VMjIVHR0VMjIVHR0V%2FBgVHR0VMjIVHR0VMjIVHR0VMjIVHR0ETB0qHcgdKh3IHSodyB0qHR0qHcgdKh3IHSodyB0qHQAAAAYBLAAFA%2BgEowAHAA0AEwAZAB8AKgAAAR4BBgcuATYBMhYVIiYlFAYjNDYBMhYVIiYlFAYjNDYDFRQGIiY9ARYzMgKKVz8%2FV1c%2FP%2F75fLB8sAK8sHyw%2FcB8sHywArywfLCwHSodKAMRBKNDsrJCQrKy%2FsCwfLB8fLB8sP7UsHywfHywfLD%2B05AVHR0VjgQAAAH%2FtQDIBJQDgQBCAAABNzYXAR4BBw4BKwEyFRQOBCsBIhE0NyYiBxYVECsBIi4DNTQzIyImJyY2NwE2HwEeAQ4BLwEHIScHBi4BNgLpRRkUASoLCAYFGg8IAQQNGyc%2FKZK4ChRUFQu4jjBJJxkHAgcPGQYGCAsBKhQaTBQVCiMUM7YDe7YsFCMKFgNuEwYS%2FtkLHw8OEw0dNkY4MhwBIBgXBAQYF%2F7gKjxTQyMNEw4PHwoBKBIHEwUjKBYGDMHBDAUWKCMAAAAAAgAAAAAEsASwACUAQwAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjNC4DKwERFBYXMxUjNTI1ESMiDgMVIzUhBLAyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj9RBkIChgQEWQZDQzIMmQREBgKCBkB9AOEFSAVDggDAfyuFhkBAmRkAQUJFQ4DUgEDCA4VIBUBLP0SDxMKBQH%2BVwsNATIyGQGpAQUKEw%2BWAAAAAAMAAAAABEwErgAdACAAMAAAATUiJy4BLwEBIwEGBw4BDwEVITUiJj8BIRcWBiMVARsBARUUBiMhIiY9ATQ2MyEyFgPoGR4OFgUE%2Ft9F%2FtQSFQkfCwsBETE7EkUBJT0NISf%2B7IZ5AbEdFfwYFR0dFQPoFR0BLDIgDiIKCwLr%2FQ4jFQkTBQUyMisusKYiQTIBhwFW%2Fqr942QVHR0VZBUdHQADAAAAAASwBLAADwBHAEoAABMhMhYVERQGIyEiJjURNDYFIyIHAQYHBgcGHQEUFjMhMjY9ATQmIyInJj8BIRcWBwYjIgYdARQWMyEyNj0BNCYnIicmJyMBJhMjEzIETBUdHRX7tBUdHQJGRg0F%2FtUREhImDAsJAREIDAwINxAKCj8BCjkLEQwYCAwMCAE5CAwLCBEZGQ8B%2FuAFDsVnBLAdFfu0FR0dFQRMFR1SDP0PIBMSEAUNMggMDAgyCAwXDhmjmR8YEQwIMggMDAgyBwwBGRskAuwM%2FgUBCAAABAAAAAAEsASwAAMAEwAjACcAAAEhNSEFITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NhcRIREEsPtQBLD7ggGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHUcBLARMZMgdFfx8FR0dFQOEFR0dFf5wFR0dFQGQFR1k%2FtQBLAAEAAAAAASwBLAADwAfACMAJwAAEyEyFhURFAYjISImNRE0NgEhMhYVERQGIyEiJjURNDYXESEREyE1ITIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR1HASzI%2B1AEsASwHRX8fBUdHRUDhBUd%2FgwdFf5wFR0dFQGQFR1k%2FtQBLP2oZAAAAAACAAAAZASwA%2BgAJwArAAATITIWFREzNTQ2MyEyFh0BMxUjFRQGIyEiJj0BIxEUBiMhIiY1ETQ2AREhETIBkBUdZB0VAZAVHWRkHRX%2BcBUdZB0V%2FnAVHR0CnwEsA%2BgdFf6ilhUdHRWWZJYVHR0Vlv6iFR0dFQMgFR3%2B1P7UASwAAAQAAAAABLAEsAADABMAFwAnAAAzIxEzFyEyFhURFAYjISImNRE0NhcRIREBITIWFREUBiMhIiY1ETQ2ZGRklgGQFR0dFf5wFR0dRwEs%2FqIDhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAAAAgBkAAAETASwACcAKwAAATMyFhURFAYrARUhMhYVERQGIyEiJjURNDYzITUjIiY1ETQ2OwE1MwcRIRECWJYVHR0VlgHCFR0dFfx8FR0dFQFelhUdHRWWZMgBLARMHRX%2BcBUdZB0V%2FnAVHR0VAZAVHWQdFQGQFR1kyP7UASwAAAAEAAAAAASwBLAAAwATABcAJwAAISMRMwUhMhYVERQGIyEiJjURNDYXESERASEyFhURFAYjISImNRE0NgSwZGT9dgGQFR0dFf5wFR0dRwEs%2FK4DhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAEBLAAwA28EgAAPAAAJAQYjIiY1ETQ2MzIXARYUA2H%2BEhcSDhAQDhIXAe4OAjX%2BEhcbGQPoGRsX%2FhIOKgAAAAABAUEAMgOEBH4ACwAACQE2FhURFAYnASY0AU8B7h0qKh3%2BEg4CewHuHREp%2FBgpER0B7g4qAAAAAAEAMgFBBH4DhAALAAATITIWBwEGIicBJjZkA%2BgpER3%2BEg4qDv4SHREDhCod%2FhIODgHuHSoAAAAAAQAyASwEfgNvAAsAAAkBFgYjISImNwE2MgJ7Ae4dESn8GCkRHQHuDioDYf4SHSoqHQHuDgAAAAACAAgAAASwBCgABgAKAAABFQE1LQE1ASE1IQK8%2FUwBnf5jBKj84AMgAuW2%2Fr3dwcHd%2B9jIAAAAAAIAAABkBLAEsAALADEAAAEjFTMVIREzNSM1IQEzND4FOwERFAYPARUhNSIuAzURMzIeBRUzESEEsMjI%2FtTIyAEs%2B1AyCAsZEyYYGWQyGRkBkAQOIhoWZBkYJhMZCwgy%2FOADhGRkASxkZP4MFSAVDggDAf3aFhkBAmRkAQUJFQ4CJgEDCA4VIBUBLAAAAgAAAAAETAPoACUAMQAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjFTMVIREzNSM1IQMgMggLGRMmGBlkMhkZ%2FnAEDiIaFmQZGCYTGQsIMgMgASzIyP7UyMgBLAK8FSAVDggDAf3aFhkCAWRkAQUJFQ4CJgEDCA4VIBUBLPzgZGQBLGRkAAABAMgAZgNyBEoAEgAAATMyFgcJARYGKwEiJwEmNDcBNgK9oBAKDP4wAdAMChCgDQr%2BKQcHAdcKBEoWDP4w%2FjAMFgkB1wgUCAHXCQAAAQE%2BAGYD6ARKABIAAAEzMhcBFhQHAQYrASImNwkBJjYBU6ANCgHXBwf%2BKQoNoBAKDAHQ%2FjAMCgRKCf4pCBQI%2FikJFgwB0AHQDBYAAAEAZgDIBEoDcgASAAAAFh0BFAcBBiInASY9ATQ2FwkBBDQWCf4pCBQI%2FikJFgwB0AHQA3cKEKANCv4pBwcB1woNoBAKDP4wAdAAAAABAGYBPgRKA%2BgAEgAACQEWHQEUBicJAQYmPQE0NwE2MgJqAdcJFgz%2BMP4wDBYJAdcIFAPh%2FikKDaAQCgwB0P4wDAoQoA0KAdcHAAAAAgDZ%2F%2FkEPQSwAAUAOgAAARQGIzQ2BTMyFh8BNjc%2BAh4EBgcOBgcGIiYjIgYiJy4DLwEuAT4EHgEXJyY2A%2BiwfLD%2BVmQVJgdPBQsiKFAzRyorDwURAQQSFyozTSwNOkkLDkc3EDlfNyYHBw8GDyUqPjdGMR%2BTDA0EsHywfLDIHBPCAQIGBwcFDx81S21DBxlLR1xKQhEFBQcHGWt0bCQjP2hJNyATBwMGBcASGAAAAAACAMgAFQOEBLAAFgAaAAATITIWFREUBisBEQcGJjURIyImNRE0NhcVITX6AlgVHR0Vlv8TGpYVHR2rASwEsB0V%2FnAVHf4MsgkQFQKKHRUBkBUdZGRkAAAAAgDIABkETASwAA4AEgAAEyEyFhURBRElIREjETQ2ARU3NfoC7ic9%2FUQCWP1EZB8BDWQEsFEs%2FFt1A7Z9%2FBgEARc0%2FV1kFGQAAQAAAAECTW%2FDBF9fDzz1AB8EsAAAAADQdnOXAAAAANB2c5f%2FUf%2BcBdwFFAAAAA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%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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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI2OyIgZD0iTTYwMCAxMTc3cTExNyAwIDIyNCAtNDUuNXQxODQuNSAtMTIzdDEyMyAtMTg0LjV0NDUuNSAtMjI0dC00NS41IC0yMjR0LTEyMyAtMTg0LjV0LTE4NC41IC0xMjN0LTIyNCAtNDUuNXQtMjI0IDQ1LjV0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNHQ0NS41IDIyNHQxMjMgMTg0LjV0MTg0LjUgMTIzdDIyNCA0NS41ek02MDAgMTAyN3EtMTE2IDAgLTIxNC41IC01N3QtMTU1LjUgLTE1NS41dC01NyAtMjE0LjV0NTcgLTIxNC41IHQxNTUuNSAtMTU1LjV0MjE0LjUgLTU3dDIxNC41IDU3dDE1NS41IDE1NS41dDU3IDIxNC41dC01NyAyMTQuNXQtMTU1LjUgMTU1LjV0LTIxNC41IDU3ek01MjUgOTAwaDE1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTI3NWgxMzdxMjEgMCAyNiAtMTEuNXQtOCAtMjcuNWwtMjIzIC0yNzVxLTEzIC0xNiAtMzIgLTE2dC0zMiAxNmwtMjIzIDI3NXEtMTMgMTYgLTggMjcuNXQyNiAxMS41aDEzN3YyNzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXogIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAyNzsiIGQ9Ik02MDAgMTE3N3ExMTcgMCAyMjQgLTQ1LjV0MTg0LjUgLTEyM3QxMjMgLTE4NC41dDQ1LjUgLTIyNHQtNDUuNSAtMjI0dC0xMjMgLTE4NC41dC0xODQuNSAtMTIzdC0yMjQgLTQ1LjV0LTIyNCA0NS41dC0xODQuNSAxMjN0LTEyMyAxODQuNXQtNDUuNSAyMjR0NDUuNSAyMjR0MTIzIDE4NC41dDE4NC41IDEyM3QyMjQgNDUuNXpNNjAwIDEwMjdxLTExNiAwIC0yMTQuNSAtNTd0LTE1NS41IC0xNTUuNXQtNTcgLTIxNC41dDU3IC0yMTQuNSB0MTU1LjUgLTE1NS41dDIxNC41IC01N3QyMTQuNSA1N3QxNTUuNSAxNTUuNXQ1NyAyMTQuNXQtNTcgMjE0LjV0LTE1NS41IDE1NS41dC0yMTQuNSA1N3pNNjMyIDkxNGwyMjMgLTI3NXExMyAtMTYgOCAtMjcuNXQtMjYgLTExLjVoLTEzN3YtMjc1cTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtMTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2Mjc1aC0xMzdxLTIxIDAgLTI2IDExLjV0OCAyNy41bDIyMyAyNzVxMTMgMTYgMzIgMTYgdDMyIC0xNnoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDMyOyIgZD0iTTEyNSAxMjAwaDEwNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di0xMTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtMTA1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djExNTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNMTA3NSAxMDAwaC04NTBxLTEwIDAgLTE3LjUgLTcuNXQtNy41IC0xNy41di04NTBxMCAtMTAgNy41IC0xNy41dDE3LjUgLTcuNWg4NTBxMTAgMCAxNy41IDcuNXQ3LjUgMTcuNXY4NTAgcTAgMTAgLTcuNSAxNy41dC0xNy41IDcuNXpNMzI1IDkwMGg1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek01MjUgOTAwaDQ1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNDUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NTAgcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTMyNSA3MDBoNTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di01MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NTBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNNTI1IDcwMGg0NTBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di01MHEwIC0xMCAtNy41IC0xNy41dC0xNy41IC03LjVoLTQ1MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djUwIHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek0zMjUgNTAwaDUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC01MHEtMTAgMCAtMTcuNSA3LjV0LTcuNSAxNy41djUwcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTUyNSA1MDBoNDUwcTEwIDAgMTcuNSAtNy41dDcuNSAtMTcuNXYtNTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC00NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1MCBxMCAxMCA3LjUgMTcuNXQxNy41IDcuNXpNMzI1IDMwMGg1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY1MHEwIDEwIDcuNSAxNy41dDE3LjUgNy41ek01MjUgMzAwaDQ1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTUwcTAgLTEwIC03LjUgLTE3LjV0LTE3LjUgLTcuNWgtNDUwcS0xMCAwIC0xNy41IDcuNXQtNy41IDE3LjV2NTAgcTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAzMzsiIGQ9Ik05MDAgODAwdjIwMHEwIDgzIC01OC41IDE0MS41dC0xNDEuNSA1OC41aC0zMDBxLTgyIDAgLTE0MSAtNTl0LTU5IC0xNDF2LTIwMGgtMTAwcS00MSAwIC03MC41IC0yOS41dC0yOS41IC03MC41di02MDBxMCAtNDEgMjkuNSAtNzAuNXQ3MC41IC0yOS41aDkwMHE0MSAwIDcwLjUgMjkuNXQyOS41IDcwLjV2NjAwcTAgNDEgLTI5LjUgNzAuNXQtNzAuNSAyOS41aC0xMDB6TTQwMCA4MDB2MTUwcTAgMjEgMTUgMzUuNXQzNSAxNC41aDIwMCBxMjAgMCAzNSAtMTQuNXQxNSAtMzUuNXYtMTUwaC0zMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTAzNDsiIGQ9Ik0xMjUgMTEwMGg1MHExMCAwIDE3LjUgLTcuNXQ3LjUgLTE3LjV2LTEwNzVoLTEwMHYxMDc1cTAgMTAgNy41IDE3LjV0MTcuNSA3LjV6TTEwNzUgMTA1MnE0IDAgOSAtMnExNiAtNiAxNiAtMjN2LTQyMXEwIC02IC0zIC0xMnEtMzMgLTU5IC02Ni41IC05OXQtNjUuNSAtNTh0LTU2LjUgLTI0LjV0LTUyLjUgLTYuNXEtMjYgMCAtNTcuNSA2LjV0LTUyLjUgMTMuNXQtNjAgMjFxLTQxIDE1IC02MyAyMi41dC01Ny41IDE1dC02NS41IDcuNSBxLTg1IDAgLTE2MCAtNTdxLTcgLTUgLTE1IC01cS02IDAgLTExIDNxLTE0IDcgLTE0IDIydjQzOHEyMiA1NSA4MiA5OC41dDExOSA0Ni41cTIzIDIgNDMgMC41dDQzIC03dDMyLjUgLTguNXQzOCAtMTN0MzIuNSAtMTFxNDEgLTE0IDYzLjUgLTIxdDU3IC0xNHQ2My41IC03cTEwMyAwIDE4MyA4N3E3IDggMTggOHoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTE4OyIgZD0iTTIwMCA4MDBsLTIwMCAtNDAwdjYwMGgyMDBxMCA0MSAyOS41IDcwLjV0NzAuNSAyOS41aDMwMHE0MiAwIDcxIC0yOS41dDI5IC03MC41aDUwMHYtMjAwaC0xMDAwek0xNTAwIDcwMGwtMzAwIC03MDBoLTEyMDBsMzAwIDcwMGgxMjAweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMTk7IiBkPSJNNjM1IDExODRsMjMwIC0yNDlxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNWgtMTUwdi02MDFoMTUwcTIxIDAgMjUgLTEwLjV0LTEwIC0yNC41bC0yMzAgLTI0OXEtMTQgLTE1IC0zNSAtMTV0LTM1IDE1bC0yMzAgMjQ5cS0xNCAxNCAtMTAgMjQuNXQyNSAxMC41aDE1MHY2MDFoLTE1MHEtMjEgMCAtMjUgMTAuNXQxMCAyNC41bDIzMCAyNDlxMTQgMTUgMzUgMTV0MzUgLTE1eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMjA7IiBkPSJNOTM2IDg2NGwyNDkgLTIyOXExNCAtMTUgMTQgLTM1LjV0LTE0IC0zNS41bC0yNDkgLTIyOXEtMTUgLTE1IC0yNS41IC0xMC41dC0xMC41IDI0LjV2MTUxaC02MDB2LTE1MXEwIC0yMCAtMTAuNSAtMjQuNXQtMjUuNSAxMC41bC0yNDkgMjI5cS0xNCAxNSAtMTQgMzUuNXQxNCAzNS41bDI0OSAyMjlxMTUgMTUgMjUuNSAxMC41dDEwLjUgLTI1LjV2LTE0OWg2MDB2MTQ5cTAgMjEgMTAuNSAyNS41dDI1LjUgLTEwLjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyMTsiIGQ9Ik0xMTY5IDQwMGwtMTcyIDczMnEtNSAyMyAtMjMgNDUuNXQtMzggMjIuNWgtNjcycS0yMCAwIC0zOCAtMjB0LTIzIC00MWwtMTcyIC03MzloMTEzOHpNMTEwMCAzMDBoLTEwMDBxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTEwMHEwIC00MSAyOS41IC03MC41dDcwLjUgLTI5LjVoMTAwMHE0MSAwIDcwLjUgMjkuNXQyOS41IDcwLjV2MTAwcTAgNDEgLTI5LjUgNzAuNXQtNzAuNSAyOS41ek04MDAgMTAwdjEwMGgxMDB2LTEwMGgtMTAwIHpNMTAwMCAxMDB2MTAwaDEwMHYtMTAwaC0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyMjsiIGQ9Ik0xMTUwIDExMDBxMjEgMCAzNS41IC0xNC41dDE0LjUgLTM1LjV2LTg1MHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNXQtMzUuNSAxNC41dC0xNC41IDM1LjV2ODUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXpNMTAwMCAyMDBsLTY3NSAyMDBoLTM4bDQ3IC0yNzZxMyAtMTYgLTUuNSAtMjB0LTI5LjUgLTRoLTdoLTg0cS0yMCAwIC0zNC41IDE0dC0xOC41IDM1cS01NSAzMzcgLTU1IDM1MXYyNTB2NnEwIDE2IDEgMjMuNXQ2LjUgMTQgdDE3LjUgNi41aDIwMGw2NzUgMjUwdi04NTB6TTAgNzUwdi0yNTBxLTQgMCAtMTEgMC41dC0yNCA2dC0zMCAxNXQtMjQgMzB0LTExIDQ4LjV2NTBxMCAyNiAxMC41IDQ2dDI1IDMwdDI5IDE2dDI1LjUgN3oiIC8%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%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%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%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%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%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%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%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%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUwOyIgZD0iTTg2NSA1NjVsLTQ5NCAtNDk0cS0yMyAtMjMgLTQxIC0yM3EtMTQgMCAtMjIgMTMuNXQtOCAzOC41djEwMDBxMCAyNSA4IDM4LjV0MjIgMTMuNXExOCAwIDQxIC0yM2w0OTQgLTQ5NHExNCAtMTQgMTQgLTM1dC0xNCAtMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI1MTsiIGQ9Ik0zMzUgNjM1bDQ5NCA0OTRxMjkgMjkgNTAgMjAuNXQyMSAtNDkuNXYtMTAwMHEwIC00MSAtMjEgLTQ5LjV0LTUwIDIwLjVsLTQ5NCA0OTRxLTE0IDE0IC0xNCAzNXQxNCAzNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUyOyIgZD0iTTEwMCA5MDBoMTAwMHE0MSAwIDQ5LjUgLTIxdC0yMC41IC01MGwtNDk0IC00OTRxLTE0IC0xNCAtMzUgLTE0dC0zNSAxNGwtNDk0IDQ5NHEtMjkgMjkgLTIwLjUgNTB0NDkuNSAyMXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUzOyIgZD0iTTYzNSA4NjVsNDk0IC00OTRxMjkgLTI5IDIwLjUgLTUwdC00OS41IC0yMWgtMTAwMHEtNDEgMCAtNDkuNSAyMXQyMC41IDUwbDQ5NCA0OTRxMTQgMTQgMzUgMTR0MzUgLTE0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUyNTQ7IiBkPSJNNzAwIDc0MXYtMTgybC02OTIgLTMyM3YyMjFsNDEzIDE5M2wtNDEzIDE5M3YyMjF6TTEyMDAgMGgtODAwdjIwMGg4MDB2LTIwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU1OyIgZD0iTTEyMDAgOTAwaC0yMDB2LTEwMGgyMDB2LTEwMGgtMzAwdjMwMGgyMDB2MTAwaC0yMDB2MTAwaDMwMHYtMzAwek0wIDcwMGg1MHEwIDIxIDQgMzd0OS41IDI2LjV0MTggMTcuNXQyMiAxMXQyOC41IDUuNXQzMSAydDM3IDAuNWgxMDB2LTU1MHEwIC0yMiAtMjUgLTM0LjV0LTUwIC0xMy41bC0yNSAtMnYtMTAwaDQwMHYxMDBxLTQgMCAtMTEgMC41dC0yNCAzdC0zMCA3dC0yNCAxNXQtMTEgMjQuNXY1NTBoMTAwcTI1IDAgMzcgLTAuNXQzMSAtMiB0MjguNSAtNS41dDIyIC0xMXQxOCAtMTcuNXQ5LjUgLTI2LjV0NCAtMzdoNTB2MzAwaC04MDB2LTMwMHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjU2OyIgZD0iTTgwMCA3MDBoLTUwcTAgMjEgLTQgMzd0LTkuNSAyNi41dC0xOCAxNy41dC0yMiAxMXQtMjguNSA1LjV0LTMxIDJ0LTM3IDAuNWgtMTAwdi01NTBxMCAtMjIgMjUgLTM0LjV0NTAgLTE0LjVsMjUgLTF2LTEwMGgtNDAwdjEwMHE0IDAgMTEgMC41dDI0IDN0MzAgN3QyNCAxNXQxMSAyNC41djU1MGgtMTAwcS0yNSAwIC0zNyAtMC41dC0zMSAtMnQtMjguNSAtNS41dC0yM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<script src="data:application/x-javascript;base64,/*!
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<div id="geostatistical-estimation-tutorial-in-r-for-engineers-and-geoscientists" class="section level1">
<h1>Geostatistical Estimation Tutorial in R for Engineers and Geoscientists</h1>
<div id="michael-pyrcz-associate-professor-university-of-texas-at-austin" class="section level3">
<h3>Michael Pyrcz, Associate Professor, University of Texas at Austin,</h3>
<div id="contacts-twittergeostatsguy-githubgeostatsguy-www.michaelpyrcz.com-googlescholar-book" class="section level4">
<h4>Contacts: <a href="https://twitter.com/geostatsguy">Twitter/<span class="citation">@GeostatsGuy</span></a> | <a href="https://github.com/GeostatsGuy">GitHub/GeostatsGuy</a> | <a href="http://michaelpyrcz.com">www.michaelpyrcz.com</a> | <a href="https://scholar.google.com/citations?user=QVZ20eQAAAAJ&amp;hl=en&amp;oi=ao">GoogleScholar</a> | <a href="https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446">Book</a></h4>
<p>A tutorial/demonstration of spatial estimation with inverse distance and ordinary kriging untilizing the gstat package by Pedesma, E. The docs are at <a href="https://cran.r-project.org/web/packages/gstat/index.html" class="uri">https://cran.r-project.org/web/packages/gstat/index.html</a>. I found Pedesma’s Meuse tutorial very helpful (<a href="https://cran.r-project.org/web/packages/gstat/vignettes/gstat.pdf" class="uri">https://cran.r-project.org/web/packages/gstat/vignettes/gstat.pdf</a>). Also, appreciation to Pebesma for assistance through answering questions. For this demonstration we use a 200 well 2D porosity dataset (file: 2D_MV_200Wells.csv) that may be found at <a href="https://github.com/GeostatsGuy/GeoDataSets" class="uri">https://github.com/GeostatsGuy/GeoDataSets</a>. I used this tutorial in my Introduction to Geostatistics undergraduate class (PGE337 at UT Austin) as part of a first introduction to R for the engineering undergraduate students. It is assumed that students have no previous R nor geostatistics experience; therefore, all steps of the code and workflow are explored and described. This tutorial is augmented with course notes.</p>
</div>
<div id="load-the-required-libraries" class="section level4">
<h4>Load the required libraries</h4>
<pre class="r"><code>library(gstat)                                 # geostatistical methods by Edzer Pebesma</code></pre>
<pre><code>## Warning: package 'gstat' was built under R version 3.4.3</code></pre>
<pre class="r"><code>library(sp)                                    # spatial points addition to regular data frames</code></pre>
<pre><code>## Warning: package 'sp' was built under R version 3.4.3</code></pre>
<pre class="r"><code>library(plyr)                                  # manipulating data by Hadley Wickham </code></pre>
<pre><code>## Warning: package 'plyr' was built under R version 3.4.3</code></pre>
<p>If you get a package error, you may have to first go to “Tools/Install Packages…” to install these packages. Just type in the names one at a time into the package field and install. The package names should autocomplete (helping you make sure you got the package name right), and the install process is automatic, with the possibility of installing other required dependency packages. Previously, I had an issue with packages not being found after install that was resolved with a reboot.</p>
</div>
<div id="specify-the-grid-parameters" class="section level4">
<h4>Specify the grid parameters</h4>
<p>These parameters described the 2D regular grid that we will estimate on. This is based on the Geo-DAS grid specification used in GSLIB, Geostatistical Library (Deutsch and Journel, 1998).</p>
<pre class="r"><code>nx = 400                                       # number of cells in the x direction
ny = 400                                       # number of cells in the y direction
xmin = 5.0                                     # x coordinate of lower, left cell center 
ymin = 5.0                                     # y coordinate of lower, left cell center 
xsize = 10.0                                   # extent of cells in x direction
ysize = 10.0                                   # extent of cells in y direction</code></pre>
<p>These parameters will be used by a function we define below to build a 2D array of cell center locations to indicate the locations of subsequent estimates.</p>
</div>
<div id="declare-functions" class="section level4">
<h4>Declare functions</h4>
<p>I was surprised that there isn’t a built-in method to transform a dataframe column or data vector to standard normal, Gaussian with a mean of zero, <span class="math inline">\(\overline{x} = 0.0\)</span> and a standard deviation <span class="math inline">\(\sigma = 1.0\)</span>. I found this function by Ashton Shortridge (2008) and included it here. Just apply with the raw data as a vector, <span class="math inline">\(x\)</span>, and it returns an object with the normal score values as a member vector, ‘[my_transform_object]$nscore’.</p>
<pre class="r"><code>nscore &lt;- function(x) {                        # by Ashton Shortridge, 2008
  # Takes a vector of values x and calculates their normal scores. Returns 
  # a list with the scores and an ordered table of original values and
  # scores, which is useful as a back-transform table. See backtr().
  nscore &lt;- qqnorm(x, plot.it = FALSE)$x  # normal score 
  trn.table &lt;- data.frame(x=sort(x),nscore=sort(nscore))
  return (list(nscore=nscore, trn.table=trn.table))
}</code></pre>
<p>This function builds a spatial points dataframe with the locations for estimation / simulation based on the Geo-DAS format that utilizes the parameters declared above.</p>
<pre class="r"><code>addcoord &lt;- function(nx,xmin,xsize,ny,ymin,ysize) { # Michael Pyrcz, March, 2018                      
  # makes a 2D dataframe with coordinates based on GSLIB specification
  coords = matrix(nrow = nx*ny,ncol=2)
  ixy = 1
  for(iy in 1:nx) {
    for(ix in 1:ny) {
      coords[ixy,1] = xmin + (ix-1)*xsize  
      coords[ixy,2] = ymin + (iy-1)*ysize 
      ixy = ixy + 1
    }
  }
  coords.df = data.frame(coords)
  colnames(coords.df) &lt;- c(&quot;X&quot;,&quot;Y&quot;)
  coordinates(coords.df) =~X+Y
  return (coords.df)

}  </code></pre>
</div>
<div id="set-the-working-directory" class="section level4">
<h4>Set the working directory</h4>
<p>I always like to do this so I don’t lose files and to simplify subsequent read and writes (avoid including the full address each time).</p>
<pre class="r"><code>setwd(&quot;C:/PGE337&quot;)</code></pre>
<p>You will have to change this on Mac (e.g. “~/PGE”). If stuck consider using the GUI to set the working directory. Navigate to the working folder in ‘Files’ and then go to ‘Files/More/Set As Working Directory’ in the files pane to the right. You can then copy the command from the console.</p>
</div>
<div id="read-the-data-table" class="section level4">
<h4>Read the data table</h4>
<p>Copy the 2D_MV_200Wells.csv comma delimited file from <a href="https://github.com/GeostatsGuy/GeoDataSets" class="uri">https://github.com/GeostatsGuy/GeoDataSets</a> to your working directory.</p>
<pre class="r"><code>mydata = read.csv(&quot;2D_MV_200Wells.csv&quot;)          # read in comma delimited data file</code></pre>
<p>Let’s visualize the first several rows of our data so we can make sure we successfully loaded the data file.</p>
<pre class="r"><code>head(mydata)                                   # preview first several rows in the console</code></pre>
<pre><code>##      X    Y facies_threshold_0.3 porosity permeability acoustic_impedance
## 1  565 1485                    1   0.1184        6.170              2.009
## 2 2585 1185                    1   0.1566        6.275              2.864
## 3 2065 2865                    2   0.1920       92.297              3.524
## 4 3575 2655                    1   0.1621        9.048              2.157
## 5 1835   35                    1   0.1766        7.123              3.979
## 6 3375 2525                    1   0.1239        1.468              2.337</code></pre>
<p>The columns are variables with variable names at the top and the rows are samples.</p>
</div>
<div id="data-preparation-and-cleaning" class="section level4">
<h4>Data preparation and cleaning</h4>
<p>First, we must convert the dataframe to a spatial points dataframe. We do this by defining the <span class="math inline">\(X\)</span> and <span class="math inline">\(Y\)</span> coordinates. First we check the class to demonstrate that we have a dataframe, then we define the coordinates and check again and confirm that the dataframe object has upgraded to a spatial points dataframe.</p>
<pre class="r"><code>class(mydata)                                  # confirms that it is a dataframe</code></pre>
<pre><code>## [1] &quot;data.frame&quot;</code></pre>
<pre class="r"><code>coordinates(mydata) = ~X+Y                     # indicate the X, Y spatial coordinates</code></pre>
<p>Let’s check the dataset by producing summary statistics and visualizing the first several samples’ spatial coordinates.</p>
<pre class="r"><code>summary(mydata)                                # confirms a spatial points dataframe</code></pre>
<pre><code>## Object of class SpatialPointsDataFrame
## Coordinates:
##   min  max
## X  25 3955
## Y  35 3995
## Is projected: NA 
## proj4string : [NA]
## Number of points: 200
## Data attributes:
##  facies_threshold_0.3    porosity       permeability     
##  Min.   :1.00         Min.   :0.0500   Min.   :  0.0158  
##  1st Qu.:1.00         1st Qu.:0.1322   1st Qu.:  1.3667  
##  Median :1.00         Median :0.1502   Median :  4.8255  
##  Mean   :1.33         Mean   :0.1493   Mean   : 25.2875  
##  3rd Qu.:2.00         3rd Qu.:0.1742   3rd Qu.: 14.5970  
##  Max.   :2.00         Max.   :0.2232   Max.   :463.6410  
##  acoustic_impedance
##  Min.   :2.009     
##  1st Qu.:2.483     
##  Median :2.965     
##  Mean   :3.000     
##  3rd Qu.:3.527     
##  Max.   :3.984</code></pre>
<pre class="r"><code>head(coordinates(mydata))                      # check the first several coordinates</code></pre>
<pre><code>##      X    Y
## 1  565 1485
## 2 2585 1185
## 3 2065 2865
## 4 3575 2655
## 5 1835   35
## 6 3375 2525</code></pre>
<p>For calculation of the experimental variograms we often work with Gaussian transformed data. We do this since the variogram of the Gaussian transform of the data is required for sequential Gaussian simulation. In addition, the Gaussian transform often results in more interpretable variograms.</p>
<pre class="r"><code>npor.trn = nscore(mydata$porosity)             # normal scores transform
mydata[[&quot;NPorosity&quot;]]&lt;-npor.trn$nscore         # append the normal scores transform 
head(mydata)                                   # check the result</code></pre>
<pre><code>##    coordinates facies_threshold_0.3 porosity permeability
## 1  (565, 1485)                    1   0.1184        6.170
## 2 (2585, 1185)                    1   0.1566        6.275
## 3 (2065, 2865)                    2   0.1920       92.297
## 4 (3575, 2655)                    1   0.1621        9.048
## 5   (1835, 35)                    1   0.1766        7.123
## 6 (3375, 2525)                    1   0.1239        1.468
##   acoustic_impedance  NPorosity
## 1              2.009 -0.9842350
## 2              2.864  0.1700129
## 3              3.524  1.3563117
## 4              2.157  0.3651492
## 5              3.979  0.7306385
## 6              2.337 -0.8505849</code></pre>
<p>We can check the summary statistics of the new variable.</p>
<pre class="r"><code>summary(mydata$NPorosity)</code></pre>
<pre><code>##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## -2.8070 -0.6706  0.0000  0.0000  0.6706  2.8070</code></pre>
<p>Now let’s visualize the original porosity data distribution and also check the distribution of the normal score transform of the porosity data.</p>
<pre class="r"><code>par(mfrow=c(2,2))                              # set up a 2x2 matrix of plots 
hist(mydata$porosity,main=&quot;Porosity (%)&quot;,xlab=&quot;Porosity (%)&quot;,nclass = 15) # histogram
plot(ecdf(mydata$porosity),main=&quot;Porosity&quot;,xlab=&quot;Porosity (%&quot;,ylab=&quot;Cumulative Probability&quot;) # CDF
hist(mydata$NPorosity,main=&quot;N[Porosity (%)]&quot;,xlab=&quot;N[Porosity (%)]&quot;,nclass = 15) # histogram
plot(ecdf(mydata$NPorosity),main=&quot;N[Porosity]&quot;,xlab=&quot;N[Porosity (%)]&quot;,ylab=&quot;Cumulative Probability&quot;) #CDF</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
</div>
<div id="spatial-visualization" class="section level4">
<h4>Spatial visualization</h4>
<p>To assist with infering variogram parameters we should check the spatial arangement of the data. We will look at the general coverage of the data over the area of interest (is there clustering or unsampled areas?), degree of continuity and for potential trends. Let’s start with a simple bubble plot. We’ll declare some plotting parameters first. These are simply the color thresholds for the porosity estimates and estimation variance (for kriging) 2D output.</p>
<pre class="r"><code>cuts = c(.05,.07,.09,.11,.13,.15,.17,.19,.21,.23)
cuts.var = c(0.05,.1,.15,.20,.25,.3,.35,.4,.45,.5,.55,.6,.65,.7,.75,.8,.85,.9,.95)</code></pre>
<p>Now the bubble plot.</p>
<pre class="r"><code>bubble(mydata, &quot;porosity&quot;, fill = FALSE, maxsize = 2, main =&quot;Porosity (%)&quot;, identify = FALSE,xlab = &quot;X (m)&quot;, ylab = &quot;Y (m)&quot;)</code></pre>
<p><img 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" width="672" /></p>
<p>Also, we could review a porosity data location map.</p>
<pre class="r"><code>spplot(mydata, &quot;porosity&quot;, do.log = TRUE,      # location map of porosity data
       key.space=list(x=1.05,y=0.97,corner=c(0,1)),cuts = cuts,
       scales=list(draw=T),xlab = &quot;X (m)&quot;, ylab = &quot;Y (m)&quot;,main =&quot;Porosity (%)&quot;)</code></pre>
<p><img 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" width="672" /></p>
<p>We have good coverage of the area of interest (estimation grid) with a nominal, minimal data spacing of about 200 m. There doesn’t seem to be a consistent trend, but there is likely a significant nugget effect, indicated by adjacent high and low values.</p>
</div>
<div id="modeling-spatial-continuity" class="section level4">
<h4>Modeling spatial continuity</h4>
<p>We will use the anisotropic variogram models from last tutorial, note anisotropy is parameterized as vector(azimuth,hratio) in 2D Recall the c(“item1”,“item2”) command concatenates the items into a single vector. For more information about variogram modeling see the previous gstat R tutorial on variogram calculation and modeling. Let’s build the 2D anisotropic variogram model object like this:</p>
<pre class="r"><code>por.vm.ani &lt;- vgm(psill = 0.6, &quot;Exp&quot;, 800, anis = c(035, 0.5),nugget=0.4)
por.vm.ani                                     # check the variogram model parameters </code></pre>
<pre><code>##   model psill range ang1 anis1
## 1   Nug   0.4     0    0   1.0
## 2   Exp   0.6   800   35   0.5</code></pre>
<p>In the last tutorial we also designed a custom variogram plots. The ones provided with the gstat package are somewhat limited. My main concern is the inability to plot the sill, essential for interpretation. They also cannot be used with matrix of plots. This requires quite a bit more coding, but for clarity we use these to visualize our anisotropic experimental and model variograms.</p>
<pre class="r"><code>name = c(&quot;035&quot;,&quot;125&quot;)                          # make name matrix
color = c(&quot;blue&quot;,&quot;red&quot;)                        # make color matrix

por.vg.035 = variogram(NPorosity~1,mydata,cutoff = 3000,width =500,alpha = 35.0,tol.hor=22.5) # 035 directional 
por.vg.125 = variogram(NPorosity~1,mydata,cutoff = 3000,width =500,alpha = 125.0,tol.hor=22.5) # 125 directional

plot(por.vg.035$dist,por.vg.035$gamma,main=&quot;Porosity Anisotropic Variogram&quot;,xlab=&quot;  Lag Distance (m) &quot;,ylab=&quot; Semivariogram &quot;,pch=16,col=color[1],ylim=c(0,1.2))
points(por.vg.125$dist,por.vg.125$gamma,pch=16,col=color[2])
abline(h = 1.0)

unit_vector = c(sin(35*pi/180),cos(35*pi/180),0) # unit vector for 035 azimuth
vm.ani.035 &lt;- variogramLine(por.vm.ani,maxdist=3000,min=0.0001,n=100,dir=unit_vector,covariance=FALSE) # model at 035
lines(vm.ani.035$dist,vm.ani.035$gamma,col=color[1]) # include variogram model 

unit_vector = c(sin(55*pi/180),-1*cos(35*pi/180),0) # unit vector for 125 azimuth
vm.ani.125 &lt;- variogramLine(por.vm.ani,maxdist=3000,min=0.0001,n=100,dir=unit_vector,covariance=FALSE) # model at 125 
lines(vm.ani.125$dist,vm.ani.125$gamma,col=color[2]) # include variogram model
legend(2000,.8,name, cex=0.8, col=color,pch=c(16,16,16),lty=c(1,1,1)) # add legend</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="d-grid-specification" class="section level4">
<h4>2D grid specification</h4>
<p>We have already defined a function that takes the Geo-DAS grid parameters and builds a spatial points dataframe with the estimation locations. Note this is a cell-centered, regular grid.</p>
<pre class="r"><code>coords &lt;- addcoord(nx,xmin,xsize,ny,ymin,ysize) # make a dataframe with all the estimation locations
summary(coords)                                # check the coordinates</code></pre>
<pre><code>## Object of class SpatialPoints
## Coordinates:
##   min  max
## X   5 3995
## Y   5 3995
## Is projected: NA 
## proj4string : [NA]
## Number of points: 160000</code></pre>
<p>From the summary we can see the number of grid cells, (<span class="math inline">\(n = 160,000\)</span>), and the extents of the 2D regular grid, <span class="math inline">\(4,000 \times 4,000\)</span>.</p>
</div>
<div id="inverse-distance" class="section level4">
<h4>Inverse distance</h4>
<p>Let’s start with a very simple spatial estimation method known as inverse distance.</p>
<p><span class="math display">\[ z^*(\bf{u}_{0}) = \sum^{n}_{\alpha=1} \frac{1}{d^{p}} z(\bf{u}_{\alpha}) \]</span> The neighbouring data are <span class="math inline">\(z(\bf{u}_{\alpha}), \alpha = 1,\ldots,n\)</span>. Note, it is common to enforce unbiasedness through the sum of the weights equal to 0.0 and a small value may be added to the distance, <span class="math inline">\(d\)</span>, to avoid divide by 0.0 at data locations.</p>
<p>The inverse distance method applies weights to neighbouring data equal to the inverse of distance to a user specified power. The power controls the sensitivity of the estimates to distance from the data values. A small power (<span class="math inline">\(p=1\)</span>) results in low sensitivity and the estimates tend towards the local average. A high power (<span class="math inline">\(p=3\)</span>) results in estimates very sensitive and the estimates vary significantly locally. For inverse distance estimation, the power is the only control on the resulting spatial continuity.</p>
<p>To demonstrate the influence of power we will try 3 different powers, <span class="math inline">\(p=1,2,3\)</span>, to demonstrate the influence of power on the interpolation. We’ll declare some plotting parameters first. Now the inverse distance method is applied followed by visualization for each power.</p>
<pre class="r"><code>porosity.idw.2.0 = idw(porosity~1, idp = 2.0,mydata, coords) # inverse distance power 2.0</code></pre>
<pre><code>## [inverse distance weighted interpolation]</code></pre>
<p>We look at the inverse distance estimation object and confirm that it is also a spatial points dataframe.</p>
<pre class="r"><code>class(porosity.idw.2.0)                        # check the inverse distance object</code></pre>
<pre><code>## [1] &quot;SpatialPointsDataFrame&quot;
## attr(,&quot;package&quot;)
## [1] &quot;sp&quot;</code></pre>
<p>Then we use the spatial plot method from the gstat package to produce a plot of the estimations over our regular 2D grid. Note that the data show up as `islands’ where they depart from the local mean.</p>
<pre class="r"><code>class(porosity.idw.2.0)                        # check the inverse distance object</code></pre>
<pre><code>## [1] &quot;SpatialPointsDataFrame&quot;
## attr(,&quot;package&quot;)
## [1] &quot;sp&quot;</code></pre>
<pre class="r"><code>spplot(porosity.idw.2.0[&quot;var1.pred&quot;],main = &quot;Porosity Inverse Distance (p=2.0)&quot;, key.space = &quot;right&quot;,cuts = cuts,xlab = &quot;X (m)&quot;, ylab = &quot;Y (m)&quot;)</code></pre>
<p><img 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" width="672" /></p>
<p>We started with a power of 2, <span class="math inline">\(p=2\)</span>, a common power for inverse distance estimation. Now let’s go to a weaker power, <span class="math inline">\(p=1\)</span>, and compare.</p>
<pre class="r"><code>porosity.idw.1.0 = idw(porosity~1, idp = 1.0,mydata, coords) # inverse distance power 1.0</code></pre>
<pre><code>## [inverse distance weighted interpolation]</code></pre>
<pre class="r"><code>spplot(porosity.idw.1.0[&quot;var1.pred&quot;],main = &quot;Porosity Inverse Distance (p=1.0)&quot;, key.space = &quot;right&quot;,cuts = cuts,xlab = &quot;X (m)&quot;, ylab = &quot;Y (m)&quot;)</code></pre>
<p><img 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" width="672" /></p>
<p>Note that the weaker power results in a less variable, more averaged and less locally specific estimation map. Now let’s try the high power, <span class="math inline">\(p=3\)</span>.</p>
<pre class="r"><code>porosity.idw.3.0 = idw(porosity~1, idp = 3.0,mydata, coords) # inverse distance power 3.0</code></pre>
<pre><code>## [inverse distance weighted interpolation]</code></pre>
<pre class="r"><code>spplot(porosity.idw.3.0[&quot;var1.pred&quot;],main = &quot;Porosity Inverse Distance (p=3.0)&quot;, key.space = &quot;right&quot;,cuts = cuts,xlab = &quot;X (m)&quot;, ylab = &quot;Y (m)&quot;)</code></pre>
<p><img 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" width="672" /></p>
<p>Inverse distance is a simple and useful estimation method, but it does not:</p>
<ol style="list-style-type: decimal">
<li>allow for anisotropy unless modified with a custom geometric distance calculation</li>
<li>allow for use of a spatial continuity measure calculated from the data</li>
<li>provide optimum estimates in any sense</li>
<li>provide a measure of uncertainty in the estimate.</li>
</ol>
<p>To address these limitations we use kriging.</p>
</div>
<div id="ordinary-kriging" class="section level4">
<h4>Ordinary Kriging</h4>
<p>The ordinary kriging estimator is also a linear estimator:</p>
<p><span class="math display">\[ z^*(\bf{u}_{0}) = \sum^{n}_{\alpha=1} \lambda_\alpha z(\bf{u}_{\alpha}) \]</span> where <span class="math inline">\(\lambda_\alpha, \alpha = 1,\ldots,n\)</span> are the kriging weights calculated with the ordinary kriging system (Isaaks and Strivastava, 1989; Chiles and Delfiner, 2012).</p>
<p>Now let’s try some ordinary kriging parameterized with unlimited search constraints. For the gstat package kriging program, the default is unlimited search, including infinity for the maximum distance to look for neighbouring data, <span class="math inline">\(0\)</span> for minimum number of data to make an estimate, and infinity for maximum number of data per octant. For clarity, we explicitly set the search parameters as we run the ordinary kriging program. After running kriging we check the resulting output by calculating a summary of the estimates.</p>
<pre class="r"><code>porosity.kriged = krige(porosity~1, mydata, coords, model = por.vm.ani,maxdist = Inf,nmin = 0,omax=Inf) # ordinary kriging</code></pre>
<pre><code>## Warning in predict.gstat(g, newdata = newdata, block = block, nsim =
## nsim, : NAs introduced by coercion to integer range</code></pre>
<pre><code>## [using ordinary kriging]</code></pre>
<pre class="r"><code>summary(porosity.kriged)</code></pre>
<pre><code>## Object of class SpatialPointsDataFrame
## Coordinates:
##   min  max
## X   5 3995
## Y   5 3995
## Is projected: NA 
## proj4string : [NA]
## Number of points: 160000
## Data attributes:
##    var1.pred         var1.var     
##  Min.   :0.0500   Min.   :0.0000  
##  1st Qu.:0.1399   1st Qu.:0.6107  
##  Median :0.1503   Median :0.6461  
##  Mean   :0.1491   Mean   :0.6504  
##  3rd Qu.:0.1588   3rd Qu.:0.6832  
##  Max.   :0.2232   Max.   :0.8954</code></pre>
<p>Now let’s visualize the resulting estimates. Can you see the way ordinary kriging approaches the local, estimated mean away from data locations? This results in an estimation model with less local islands and more local trends matched to data.</p>
<pre class="r"><code>spplot(porosity.kriged[&quot;var1.pred&quot;],main = &quot;Porosity Ordinary Kriging&quot;, key.space = &quot;right&quot;,cuts = cuts,xlab = &quot;X (m)&quot;, ylab = &quot;Y (m)&quot;)</code></pre>
<p><img 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bfTXowuFeSVZ5o+tdsoPXpHsGQhqpiOejUjUCpUJsBUaAhYshBVTEc9t0Aj08Ljyjdv6tankkDF9j8hzxB9qkUs8ZDCwZKFqGI66pVM4alQlQDPF7RihWLJQlQxHfUqRqALnL43lA7uXFErlmcDlixEFdNRr2QESoWqBHeuqFUrFEsWoorpqFOgZSkZ2vnCKNDgZCGqmI56XoFGpsVC5SmqT9F9T8rzsj4VoiRySBhYshBVTEe9inOgVKhKaOcKW7lCsWQhqpiOegUj0MVO3xvKBXauuFXLswFLFqKK6ahXMQKlQlUCO1fcyhWKJQtRxXTUFzICFc7EfJQK62x5656+N2DJQlQxHfXFjECFszEfpcI6W97aFYolC1HFdNSzCjQuLRYsT4mcV9hvjfLkCHSxmI565hFoXGpQoQpBnS1y7QrFkoWoYjrqHIGWpkRIZ/caO32XDIrwIcFgyUJUMR11jkDLUyKkVOgsWLIQVUxHfQEjUNkkzE7+gIZO3+/fX6U8G7BkIaqYjvoiRqCyqZid/AGlQi+AJQtRxXTUMwo0NjEWLc+UvFfa59qn7w1YshBVTEe9gik8FSoeUCr0AliyEFVMR71+gUrmYCGyBvPiLuvUJwW6WExHvYIp/IxA5bKvKBlDeXF/MfJcmD1/pEBNYTrqVYxAqVDBUF7cHxVKgZrCdNSzCTQlNyhPsVBe3GOEPgVikAwcxHmwZCGqmI56FVN4KlQwlBf3SIVSoKYwHfUqRqAegcoknRHyxfHy/mB7SlQoHSSEAWDJQlQxHfVKRqBUqFQcL++PCqVATWE66pWMQBv01ClXx7T9n5jRlcr+RruHrh/JVCmNS50PBksWoorpqFczAm2gQqnQCS51PhAsWYgqpqMuJtDYWV7puXhYLfPVISaGsvtrtXl1VYc8OQJdNqajLjgCpUJl6hATQ9n9UaFYshBVTEc90xS+dH5NYqKWuSN4aV9VTd4bQgIIgSULUcV01Cu6iKSEiVrmjuClfa1doViyEFVMR33dI1AztcwZvYDmClGnnUYNOCAULFmIKqajvvYRqJla5oxeQHOtXKFYshBVTEd9zSNQQ7XMGbzFNanQAblgyUJUMR31dY9ADdUyZ/AW16RCB9SBJQtRxXTUOQI1U8ucoVtYkwocTh8sWYgqpqOeRaCl88uDwVrmq9CiGjT5YHxgyUJUMR319Y5ADdYyX4UW1aDJBzMGSxaiiumocwRqqI65KrOo9kw9GC9YshBVTEedI1BTdcxVmUW1Z+rBeMCShahiOurrHIHWUEdFFtWaaQczAZYsRBXTUV/rCLSGOiqyqNZMOxgvWLIQVUxHnSNQmzVUZcktKQOWLEQV01HnCNRqDVVZcktKgCULUcV01Nc4ArVeP32W0Y4NaR1zEixZiCqmo77OEaj1+umzjHZsSOuYE2DJQlQxHXWOQO3VT58ltGJDasecBEsWoorpqHMEarF++iyhFRtSO+bEgWLJQlQxHXWOQK3VLg91t+AZqQ46OlwsWYgqpqPOEai92uWh7hY8I9VBB8eKJQtRxXTUVz8CLV2ZYlTcgC2ivdQ9WixZiCqmo84RqLW65aPiBmwR7aXdoWLJQlQxHfW1C7R0TcpSZeM5CPfS7mCxZCGqmI76Gqfw58QrXYvyVNdwPUT7aP9gsWQhqpiO+jpHoFTomeoarodaL8WShahiOurrHIGSM/U2mmgPHR4vlixEFdNRX+sIlJypt9GE+6h7vFiyEFVMR50CJXU2l2oHxZKFqGI66ut+Lzw5UmdzKXZQLFmIKqajzhEoqRPV7oklC1HFdNQ5AiW1otg9sWQhqpiOOgVKqkS3a2LJQlQxHfVsAqVCiSyaXRNLFqKK6ahToKRKdLsllixEFdNRzyhQKpRIotktsWQhqpiOOgVKKkS7S2LJQlQxHfWsAqVCiRS6XRJLFqKK6ahnFuhUhyUEQ7c3YslCVDEd9fwCpUJJMtr9EEsWoorpqJcQKBVKktHth1iyEFVMR50CJQK8bsmxN/0+iCULUcV01MsIlApdHMtSKJYsRBXTUS8lUCq0COJ6e+1HeC8D9LsflixEFdNRLydQKrQIVGhI98OShahiOuoUKIlhQps5/Jmj62HJQlQxHfWSAqVCa2bRCsWShahiOuocgRKYS+7UFWiOjoclC1HFdNQ5AiURLF2hWLIQVUxHnQIlAEHiVNVnnk6HJQtRxXTUywqUCq2OdSgUSxaiiumoVzICzXN7thh5ZrJZAcSpeuB5uhyWLEQV01GvZgRamYio0KoViiULUcV01AsLVCXDypLfKPpEuNOmPkP3giULUcV01EuPQKnQOliZQrFkIaqYjjoFKk5ZvYgTp061Y8zT27BkIaqYjjqn8IIYcYwMaeI0qE9kP1iyEFVMR50jUFGMeEaGFSsUSxaiiumoU6BimHNNNBLm1DikfB0NSxaiiumoFxcoFarmmwQk7KlxSLk6GpYsRBXTUS8uUOEMK4aYchS0s5TjyNfNsGQhqpiOenGBUqE51LOU48jVzbBkIaqYjnpxgQpnWBFElVNQULZrl7OTYclCVDEd9eICpUItScp27fJ1MixZiCqmo15coKIZVgRx6URi8BikQnwgZxfDkoWoYjrqxQVKhcph8BikQnwgXxfDkoWoYjrqxQUqmmElUDJPCmbqLxjmvB0MSxaiiumoFxcoFaqBmfoLhjlnB8OShahiOurZBHp9Lda77aCpHhnK1l0w1JHdLnJvWLIQVUxHPeMIlAotQtm6C4Y6sttF7QtLFqKK6agXn8ILZlhucgiobuRinblrYclCVDEd9eICpUIXjVyss3YtLFmIKqajToHGU1pONSAX7awdC0sWoorpqFOgMZTWUi1IxTt7r8KShahiOuoGBEqFLhipeGfuVViyEFVMR92AQKVyLBulpVQPUhHP3qewZCGqmI66AYFSoQtGKuKZ+xSWLEQV01E3IFCZDMtGolHevBERUx3IRLxAf8KShahiOuoGBEqFLhiZiGfvT1iyEFVMR92AQNO7e05KG6kipEJeoDdhyUJUMR11AwKlQheLVMiz9yYsWYgqpqNuQKASHT4PpX1UGTJBL9KTsGQhqpiOugGBUqGLRSboBXoSlixEFdNRp0CDKW2j6pAJe5FehCULUcV01E0IlApdKDJhL9CLsGQhqpiOugmBynV8LUqbqEokAl+oD2HJQlQxHXUTAqVCF4pE4Iv0ISxZiCqmo25EoNYVWtpElSIR+iLdB0sWoorpqNcqUM3sGVDaQpUiEXqVrhMClixEFdNRNyNQKnRxSIRepetcBksWoorpqFcm0LRfR1BaQvWSHnu5bgODJQtRxXTUDQmUCl0Y6bGX6zYgWLIQVUxH3ZRAp3Ih5bdJZDdO5h1qkh79Qo3egCULUcV01I0JlArNvENN0qNfqNEpUFOYjro5gaYgmkOl9VM36fHP3uAuWLIQVUxHfVECpUINkR7/7A3egSULUcV01BclUMEMKq2fGphbWj81/lkbewyWLEQV01FflECp0MwsVqFYshBVTEd9UQIVy598CloqqS2Qr629YMlCVDEd9UUJlAo1RGoL5GtrD1iyEFVMR31RAhXKHjWnvDmiVn4qbzoSS0ptgkwtPQmWLEQV01FflECp0FSo0CNYshBVTEedAh0g4iEPb/po7SaaN0OSSktrgxztPA+WLEQV01FfmECp0Hio0A4sWYgqpqNOgQ4QstGIkZ6MSbSr1Pv3EvVLaQP9Vr4ElixEFdNRX5hA09JGzEY9vOq0JVDh2qW1gm4bh4ElC1HFdNQXJlAqNBIqtAeWLEQV01FfmEDT0kZQSB0z9jQhUIXapbSBbguHgiULUcV01BcmUCpUuH6RRaa0gW4Lh4ElC1HFdNQXJtCUpBGVUse8PksLVKFuKW2g2b4IWLIQVUxHfWECpUKFaxdVZEobaLZvOFiyEFVMR31hAo1PGWEtnbkkz7IGValYiri0WhcFSxaiiumoL0ygVKhw7aIKTVGXVutiYMlCVDEd9YUJNDZhhLV0JkiexRSqVKl4bWm1Lg6WLEQV01FfmECpUOHaRRUbLy6t1kXBkoWoYjrqCxNobMIIi+nIwEXOI5IWBKrk9HhpabVtDFiyEFVMR31hAqVC42tHhXZgyUJUMR31hQk0Ll3E1XQkRFClBKpWoXhpabRsLFiyEFVMR31hAqVChesWUXC8tjRaNg4sWYgqpqO+KIHGpou4nBpgeWYUaHXy5Ah0xZiO+qIESoUK1y2i4HhpabVtDFiyEFVMR50C/bslfeZSqF5V4qWl0rSRYMlCVDEd9UUJNC5ZzkopYagSAtWrSIKxNBo2ASxZiCqmo74ogVKhwlWDS05wlkbDRoMlC1HFdNQXJdC4ZClpqBL+1KtFgrHkmzUJLFmIKqajviiBUqGilYsoOcFZ8s2aAJYsRBXTUV+UQOOSRdxPqfpUFaheHRJ8pdGsSWDJQlQxHfVFCZQKFa0aXHKCsTSaNQEsWYgqpqO+KIHGJUtJR+XWp2YdEnwl36iJYMlCVDEd9UUJlAoVrRhcdoKx5Bs1CSxZiCqmo74ogcYlS0lH5RUo5RkKlixEFdNRX5RAqVDBisFlJ/hKvkkTwZKFqGI66osSaGy6zGlA11I5Baq59yRbyTdoMliyEFVMR31RAqVCBasFlp3kK/kGTQRLFqKK6agvSqA6yaRpKaP6hMtOCrBCg755k1QjCtQSpqO+KIFSoWIVg8tOCrBCg6YpFEsWoorpqFOggeh4KqdCVfecFtz8zXkBLFmIKqajviCBaiaUuKcuvV9OWKCQPDMPPyf0KdNwkWDJQlQxHfUFCZQKTa8UFXoESxaiiumoL0iguimlIyqL+oQLTwtsica8CJYsRBXTUV+QQKlQqVrBhacFtkRjXgBLFqKK6agvSKDaSSUvqlwCVd1lemCzt+RlsGQhqpiO+oIESoVK1QksPD2w2VvyEliyEFVMR31BAtVOKg1V2dMnXHh6YDO3YwhYshBVTEd9QQKlQmXqBBeeHtjM7XgZLFmIKqajviCB6qeVtKoyCdS2PBsytmEYWLIQVUxHfUECpUIlqgSXLRPYjG0YApYsRBXTUV+QQPXTSthVuQSquSP9oBcBSxaiiumoL0igVGh6lSLK1g96AbBkIaqYjvqCBJojsQRdlUuf8G6AHeYIeRGwZCGqmI76ggRKhaZWqPtBcNk5Ql4ALFmIKqajviCB5kgsQVsZ02dEyTkCXggsWYgqpqO+IIFSoWkViig5R8CLgCULUcV01Bck0FzJJeSrfAalPmGwZCGqmI76YgSaK7VEbGVNnzHl5gp4EbBkIaqYjvpiBEqFJlUoptxcAS8AlixEFdNRX4xAc6WWiK5s6TOm1FzhLgSWLEQV01FfjECp0IT6xJSaK9xFwJKFqGI66osRaLbcStdVTn3qFJ0t2KXAkoWoYjrqixEoFRpZm7hSswW7DFiyEFVMR30xAs2WW6nCsqTPyEKzxboYWLIQVUxHfTECpUKjahNZaLZYFwJLFqKK6ajHC3TqbYqFyJZbqcqyo8/oQrPFuhhYshBVTEc9ZQRKhcZoiwqtACxZiCqmo76YKXy23EpTVjF9vn8vVWS2SBcESxaiiumoL0agVOilulCh4WDJQlQxHfXFCDRjdgUry4A+/bVJKC5jnAuCJQtRxXTUFyNQKhSqTUJxGeNcDCxZiCqmo74YgWbMrjhlmdFnSmEZo1wULFmIKqajvhiBUqHhdUkpLGOUC4IlC1HFdNQXI1A4R1KMGyGtcv58LVhUfMjqAksWoorpqBsQ6PWe1DKyZhcsraL6bOuSWkzWGBcGSxaiiumoGxAoFUqFWgNLFqKK6agXF+j1ibRSsmYXoCwT+hQha4SLgyULUcV01IsLlAqlQu2BJQtRxXTUCwv0+pr6pDztgSULUcV01IuPQKlQKtQeWLIQVUxHvaxA99q8ulrkJSQ5gep6MYys4bUAlixEFdNRLz0CpUKpUINgyUJUMR314iNQien7gvWpq8UwsgbXBliyEFVMR93ACJQKpUKtgSULUcV01E2MQNMLyppdYdJZij6zhlYJ+ICwZCGqmI66kRFoekHaOdgjTD1UqB3AA8KShahiOuoGRqASBelnoEOoeOqXZ9awKhF1WFiyEFVMR93ECFSiIP1MdAgVEBVqgYjDwpKFqGI66gYEKlNQjkxsCdUP9SkO3NJRB4YlC1HFdNRLC1SIyGyMI1xANesza0hVSDg4LFmIKqajvhCBUqEKZA2pCtEHhyULUcV01DMKtJl+aZEnH0+EK4jyLEfS4WHJksaHp5s99/5y+Me7Pz/c//3FD57thl/dvti0fH1p48mvdpseT+7ePmz+/+N/Ezk2ESjQTnMqxZ7Kzki4iKjQciQcHpYsaUTp7aoAACAASURBVLgCffnw6LF7/zDabPTV8Xd+gYaXQ4GmsYgpfJ58bEE0BDrz/XsL8swcTxXSjhBLliEf7QlPQUegN9NKHH/lfDLcGiiHAk1jEQKlQqXJHE8VUo4QS5Y+H50ITcG9QE+6alT6yX5q/fOzkcE8X+08M/fJjQO+agr8dFAjE1Cg2kikG1AKYiJQn5SnDKnHiCVLj48+Ag3a6WpvsN/92vzRnN580tvI89V20nJYOWduzl9RoACLECgVKotENEuTdoxYsrh89BFq0FZXe6edLiU18+iTzI54vtp/1NtkduOAr/bVOH9FgYazCIHmSckWzEaUZ3bSjxJLFoePPoIN2upq/8dZaY7o7ia+2n/06WSBQDlntt2IlAINZxECpUIlyRxLFVKPEksWhxSB3mw6JW77Jzg9X+0/+vrdl5vN5vNvBwVi5XTftANSCjScRQhUKQuvr/2fYz6qSp9KkcyKxHFiydLx0Ue4QV2BPjl/uBuJb/jVbnPvD6dL51/0p/JYOUd641EKNJxFCJQKlUMpkllJP04sWTqSBOoa7aZ/icfz1da5+ah/MhQrp/2iOyFAgYazCIHmScsWUEm1uDNzFJWQOVYsWTryCbS5in7vq1+bB4s2g+vpEQJ1riDdUaAIixAoFSpD5igqIXGsWLJ05BOoo7zd4JbOCIG650YpUIRFCDRPYp6IEBPlmQupo8WSxSHlIlLM1LuhGYx+HbbxxFeDK/IUaDiLECgVKkHWGKohc7RYsjiUEGjzbeDGE18N7gmlQMOhQHEi5ER95kHqeLFkcUm4kT7m6vno26hyBgamQMNZhEDzJOeJKD1ZVudC3Pl3uQl8oUc5o+7fPH37JGxj/1ee2+0p0EAWIVAqNJGs4dNE6oCxZOkD+jP2SSSHwTATLsfzVCcFGsgCBJojMR2iLWVSnSuUp/5bORF9xj4L78y6+/cgRTwLP5jBU6AACxAoFZpI5vDpIXfIWLKkEbca095/p1/dbjeDp+LR1Zi2gzEtBRrOAgSaIzUdklxlyZsHMgdPE8mDxpIljcF6oN9Pr+PpfnW4kf75r8dPBnN6pJxjUf2tKNBwFiBQKjSJzMHTRO6gsWRJw9HVaCX5bnY++urtQ3cd+Qsbz3zVOzE6qpEFKFBdcqRmh57JQNJrlTdw6kgeNpYsabi6+mnwLiPn9Obwq7u3zzbBG8+VMzpRSoECLECgVGh0rfIGTh25w8aSJY2ergZv03SvD41etHn7qlnN7sFXv1zeeLacvUD751Ap0HAWIFD9xHSJEpU0EvXKGzZ1ZA8cS5Y0BHW1G97gFAcFGs4CBEqFRtYrb9jUkTxwLFnSENTVVqYgCjSc6gWqn5h9YE2JI1CznAHLhOyhY8mShpyubl9MvCUJhAINp3qBUqFRNcsZsExIHjqWLGk474VPZDf1nmMEvhceonqBaqflkAjfCSJTs1yxSgBuXtljx5IlDTGB3n7zXKA6FChE9QKlQmNqlitWCcDNK3nsWLKkITcCFYEChaBAQWKkJ4VU7XQiI9kSMc0reexYshBVTEe9eoFGZmgk8fJLRaZ22vGRIKqBBaPYgCULUcV01KsXKBWK1U47PhJENbBgFEsIdHe+mX10n3tH/6vdpseT2Y0vfHW6Jf94Dd/aJJ4CVSQ+S6NIMmA0oXWbr59uZKSIbOHx4XrWGQivBZYsArx9eBLWy9GTli2Dr+YFGl7OcWGSTXcilgIFqF2gVGivblSoQ4JCsWQZcn8PloZ7hR3vQPKs9XFm+NWsQIFyOn+ePqFAAWoXaGyWRiHmQwyBWqqEQ4HoFhYOI5Ysfe6fQNJwd1rO47Da3A/TC9H5v2pcOnqaPbycxsTNfP7di42zsB4FGkTtAqVCA2upEg4FoltYNIxYsvS4fx836H7MdxwMokshH7nZDJZTgsppjHraZOusjEeBBlG7QOOyNBJhLYZwqUpTEYixhgGi21cglC5Ysrjcvx9h0G3nNOxlHAeGr/QAy3H0676eiQINonaBUqFU6BGBUHZgyeJw/36EQfcme3L4I+61ctvRFSSoHPeNSOeXe1CgodQu0JgcjUZNkukZXw1v3kx/F92+4rHEksUhSqA7Z7l4/MXG4wk8Vo77Ts/z3xRoKLULlAqtjhoUiiVLx/37EQbtBoXuC953I/H5v/K85hgrx93gPJilQEOpW6BASqSj7cr4dF8GCS0sHk0sWTqiBNrO4Hsuu+lPzCe/Gl2BR8txxqTt9SQKNJS6BUqFLoqEFhaOJpYsHVEC7ZwWIdDxFSS0nMaaz9svKVCMugUakaTx6BszNt2TyL+clZekFhaPJpYsHVEC7V7LHiHQG88AFCxnP2/fPP6lecJzQ4Gi1C1QKlQCKnQEliwOEf50XsuOC9R3BhQt57ie3oE/UqAgdQsUTtIUclgzJtkXwaBhr7H2FY8nliwOuQU6eiVxTDnvTi9Ivvf8hgIFqVugVOhyGDRsWYViyeKC38XkCBS/Cr/r63F+48mvbl9+ttfnfhrP25hQUgR6fS1sQ5hRFsGZApDHnVH5Xj+BLTyJcDixZOkB3wXaFyh2H6h/Bh93P+nxE95Ij1HzCDQiMeKhOhVJbV/xgGLJ0gd9kNMRKPwkkn8GH/lEEx/ljKBmgVKhyyG1fYUDiiXLEESfd+5VePhZeP8MHivH2aIdnlKgodQr0KjEiIfyVEOihYUDiiVLIv1TmtBqTNuJl9Eh5TT/f9z/u6fnvyjQUOoVKBW6HCRaWDSgWLIk0j2JdFys8/vpdTwHXzmz/7uLG09+tWuuvzdXkh6250cp0FDqFWhkasRBeaoh077C4cSSJRHntOR4ufjuSSPPIvPuLy9sPP/VGedkLAUaRL0CpUKXgkz7ioYTS5ZUds5E/KfBC4ucRzWHX82uDIqUc74P9LBS/XlrCjSIegWakB44VKcSYq0rG08sWVJx5vCjV2a6z7qP3qa5/2HvOc6ZjWfLuf3us70+P//WLYgCDaJegVKhy0CsdSXjiSVLMlvvzUgx7PwXlVAo0FBqFWhafsBQnip4mjWlfeViiSVLMu07kZLZyniPAg2lVoFSocvA06wp7SsVSyxZ0tkJDUFvX8iUQ4GGUqtAJbIkGMpTBSvN6wFLlnT2whIZgu4kiuF74QFqFSgVugSsNO8ILFkEePtQQli33zxPL4QCRahToJnTie4Ux1LzesCSRYKdZ13kQlCgAHUKlAqtH0vNOwJLFqKK6ajXKdDM6bQOeeYMq6HG9YIlC1HFdNTrFCgVqgIVegZLFqKK6ahToEGsQZ85MdW4HrBkkaA9Bzp6TKhj/NWrLzebzYOvfLcuzZTT8OHp8CRn+wnPgQLUKNCcmXRwHOUpiZ3GnQZLFgHaq/AvRw+8t4y+ahaiO34yfvxoppzTTweG7D6hQAFqFCgVWjl2GncKLFmGXO3B0nBvr+MNnJ4ll86Mvmr9GbLxYH/boSGdTyhQAGMCPfTeoI1yQnnKYaxpJ8CSpc/VCSQNz08iHRbr/GF6Hc8fBut4bpop+rsXARv3OKi39/ngEz6JFIoxgVKhy8dY03rBkqXH1RVu0PZZeGQl+UaSp022QcvXt7waDTGHn1CgoRgSqNN/gzfMA+UpA9QHioIli8vVVYRBt53uwt9ldLNptxj6bva1c4fVP7945vxi/AkFGoohgVKhywfqAwXBksXh6irCoO16oNDbNN0Xym2BV28e3uDRu4g0/oQCDcWMQHv9N3jDPFCeEoB9oChYsjhECXTnvG0j/H3uzrvoen/Pl9MsGfr41/5V+PEnFGgoZgRKhS4fsA8UBEuWjqurCIN248UbZ1A5duLgK3eDwUnQmXLu7n5r9tXT5fgTCjQUIwId9F9g0xzQnunAfaAoWLJ0RAm0e6OHK7ubvhPHXznDTOd60qVyTszdB3pHgYZjRKBU6PKB+0A5fsSSpSNKoJ3uIIE21nzefkmBlsGIQIcdOHzTHFCeqUT0gZLkFWh3BQgSaDNv3zz+pXloc0OBlsKIQKnQpRPRB4rxY7RAYy4iOebCBOq8z/2PFGghTAi06bQ9sVzaODvUZxKBfcAIP1Yi0PZ97veeB2w8uVPfJxRoKCYESoUunsA+YIGmLliyuOB3MTnmgq7CNz99+dlen/tpfMjGUzv1fUKBhmJIoKNeHLxxDhamz9wViegCZThWBkuWHvBdoH2Bht8H6jK4kX5+48FOfZ9QoKEYEOhEHwZ+cKmE9LRalDxzE9UJ8uNWB0uWPuiDnI65oCeR+l/2fDe78XCnvk8o0FAMCJQKXTxRnSA/XWWwZBmC6PPOHT5Cz8I7W7gjzgvldFtQoBIYEOhkLw78QcivU1NLTZ4mxKFKRBcoQq9CWLIk4pylRFZjav7/+Lt3T0ePa86uxnRHgYphQKBU6MKJ6AJFcKqDJUsi3ZNIx3U8v59eD/T7wXqg9543V5IebobvRJ4p5wgFKoQ1gUb8JOyHabmlJM/lE9mapeuJJUsizhnL8Ury+y+7lUZGX5052W5+Y/dcKAUqhAmBUqELJrI1y9YTS5ZUdo7bfhq8y8gR3/Cr9j7Qw+LzFzamQHUwIdCJXqy0jxioz0j0m0allliypOLM4Udv03TFN3rR5u13n+0d+fm3d5c3pkB1MCFQKnTB6DeNQi2xZElm671SHsPOd88SDgUaihGB5iAtwyjPCJzoX1+rNItoHTuwZEmmfSdSMlsZ71GgoaxIoFRoAZzo16RQLFnS2QkNQW9fyJRDgYayIoGmZdllRb55Q3kO0G8WpRpiyZLOXlgiQ9CdRDF8LzzAigRKhRZAv1lUaogliwBvH0oI6/ab5+mFUKAIFGggl/VJeQ7QbhLFGmLJIsFueC98OShQgFUJlArNjHaTqNUQSxaiiumor0qgKZlGfcJoN4li7bBkIaqYjvqqBEqFZka7SdRqhyULUcV01Fcm0JR8pT9hNJtDtXJYskjQngMdPW7U58PT4cnJ8Sd4Oa++3Gw2D7463gLFc6AAKxNoSsJRniCajaFcNSxZBGivwr8cPvDe58IjmB1IOc2ad8eNvz7WhQINZmUCpUKzotkYqlXDkmXI9R4sDfcKO97AOVpFabDddmi28SdwOa0/TxtToCNuf/6fDd+Pv6FAg6E8ITSbQrliaQK9PhGanA3nJ5EO63j+MLmO50F1vc/Hn9zB5TTrijaz939/dl6GmU8iuRxOhpzH6F/90v9ydQKlQrOh2RTKFfMnRZBAr69xg7bPws+vJP9qNDQcf3IHl9O9/6NbsYkCbXn1bNPnk2/dr1cn0Pi0W6A+Neup1xCq1TriT4oQgV5fRxh02+lu+l1Gh9U/v3jmmG38yQmonP0W53v4d87yyxRow1Gf9z7/4z/tZ/D/449fHhXqTOVXJ1AqtAcV6sWfFAECvb6OMGi7Hujs2zQPb/DoXfwZf3ICLKdlS4H2uP1ro8v/6v4H6LfDEqyP24/WJ9DoxFuUPNOqGvIDpVZII7ST+JNCS6A750Uc0+9z393bp21foKNPToDlnOm0SYE2vN0PPx//Mvr43Z833X+U1idQKvQIFTqDPykuC/T6OsKg3XjxxjlhuRuK77dmm574xp+cAMs5cvvdw3ZTCvTuEISJ22j3Cj2HhwIFWKo8VSqr1AZaFerjTwolgXZv9HBld+N9H3HYfaAR5WwP5/rOizlRoHs+/MdvJ7979x9XLFAqlAq9gD8plATa6a60QB88P53bo0BDWaNAoxNwIfL0HIfCTnSaQKk+Q7Bk6YgS6LY9o1ZOoLffPPqyubmJ94GCrFGgVCgVegEsWRwi/Om4rOAItKG5wel48YkCDYUCBViqPHPrU2FvCbXxgSWLQ9UC7e6kp0BDWadAqVAqdBYsWVzwu5gcl81ePR9uPPlJXDnnjQ8/pEBdbl/94x87/tR7LoEChahfn9nqKx16hZpM408KnUc5+wKdvn9zuPHkJ3HlnH/4pPl/CtTh5cPeo5z9wKxVoFQoFTqDPyl0FhNxXDb7BNFw48lP4so5QIGOudlsKFAvUblYuz4zCnRCXDq7Qmsxjz8plJaz667Czz7Dft4iQKBQOTtnvn8erlKgHc0NXl/8699a+o8mrVegUblIeQJIBV24DiH4k0JpQWXnLOX8Kkp3wQsqI+XsFevcRnX8lAJtaVYGfDL99XoFSoVSoZNgyZJI9yTScR3P7yfX8QwWKFJO49h7zR30zTPe3aomFOiRC6GgQEGqtqev9pq7Sw+34P4RsGRJxDljOV5Jvluj88C8QLuNkXLePe02/rQtiAI9MnG2+MyaBUqFUqETYMmSys5x20+DdxlFChQq5127ZvBjPso5Yuu9CneGAgWpWZ55HoHvER9osX3HgCVLKs4cfvQ2zViBYuUc38rZrT1EgXbsY/Hp9LfrFigVSoV6wZIlma33SnkMu7nRUjgUqMP+v2+PJ5uHAkWpWJ6pi4BWRVK3wJIlmfadSMlsZbxHgbo0pzgePDrzOe8D7YGnJhVaBwmdwp8Ueu+F3wkNQW9fyJRDgTq85ZNIM0QkZqXqPFJZdaNJ6xX+pNAT6F5YIkPQnUQxfC98j4E/KdAhEdlJhVZASp/wJ4WeQPdZKiGs22+eX97oIhRoj23zNvi/8UmkCaJys1p5roXUXuFPCkWB7seOM5d680KBujTPJMwM61cvUCp0maT1CSxZiCrFBcob6WeJyk+q0zDpfQJLFqIKn0SyTlSWUqGGSe0RWLJI0E7hBzfAD/nwdHwD/Fe+K+9AOc3T8M6Dn5zC9/CvSH2GAj1QOuGJJOn9AUsWAdqLSC8Hj2AO6I2HWvHdG2c4Us6HpxToNPtQzdwbRoH+SH0uCZkegSWLL3nCtjyzT9KjA0eLgAy22zpmGwwceyDl9JYMpkBH7OPcrGzlhwI9UDrtiRwS/QFLFn/qhGx75nwj/WEZuh8ml6E7KLP9fNfcX7P/2b8/2wzHSFA5nkkqb6Rv+fDlo0eH/7TwSaRJSqc8kUKqR/iTIkiglwrx0T7KOb8Q8qve0LBbdn6wUAhYTnOn49CWFGiLe36DN9JPUTrxiRQy/cGfFCECvVyKh22nu+lXcRwWnfvimbuS/PnW0eEQEirHd5KPAm0pLdCrK7GiFCmd9kQCuf7gT4oAgYYUM6Jdzm72ZXDNjP25/6aa4Zs3sXI867VRoKFkGIFSoSQXUr0BS5bJvAlMwp2zjvz064h39x7/OvkCj/6HWDn7rb9+19wP9fm3kyWWZO0CrYHSiU/SkewPWLJMp01QDnbjxRvnhOXoys5vzTYegd5+93C4KVbO3t9/OE1Pv+CK9CAU6InS6U/SkesNWLJMp01QDnYL0ruyu/G+DHIk0O3hZs/BGiJYOVvnBN/J5BTontt/nfnyf5/+U0OBHiid+iQV2f7gTwolgXa6ixXog+f9i0BQOYe3cn7Ft3KO+PD0k6nnuN79+RweCvREaQGQVCR7gz8plAS6dd/LDgr09ptHXz7cDO8DhcpxboLie+Fdbvf/QXn8i+eL5r80v+MI1KV08pNUZPuDPyl0LiI5LosYgTY0Nyb1rqNHlnMYjB5+SIEeaF5t+sXwIaRm/YHuAVkK9ERpAZBUJHuDPymsCnR0J31sOc0Pn5wKpEDvzi98/v0//e3077/9S3O3wsaZ2lOgJ0qnP0lCuDf4k0LnRnrHZbNXz4cbu+z6lowu54YCHfDq2XnBlkfnV3t88q3zPQXaUtoBJAnRvuBPCp1HOfsCnb5/c7ixy81IoGnlUKAdP3/ZexDp8/6UngI9UTr/lVjHYqXivcGfFDqLifSv50w/QTTc2GUg0OhydjwH6uPVPx6Gn/ce/Wl0ZxMF2lLaAkpQoRH4k0JpObvuKvzsM+znLZwTpk+6InrDzNhy2nOpFGgoFGhLaQeQaMT7ApYsiThnKedXUbrriW+vxtHtR06RSDmnP5tVQo9Tfwo0lEwCVejjwpR2AIlGoTdgyZJI9yTScR3P7yfX8RzfAP+8fwP8mahymo27BfIo0CCyjUCpUKKGeF/AkiUR54zleCX5wR1K7rnLd85Ca58ONkbKefuw2/hJWyUKNAhO4U+UdgCJRKU3YMmSys5x20+DdxnNiO90l2LD41+HGyPlvG1v1TnfH06BhkKBtpQ2AYlEoS9gyZKKM4cfvU1zTnznt3J6N0bKuT293bN9bpECDYUCPVHaAiQSld6AJUsy27n3PkLsfPcs4VCgoVCgLaVNQCJR6AtYsiTTvhMpma2M9yjQUCjQE6UtQKJQ6g1YsqSzExqC3r6QKYcCDYUCbSntAhKFSl/AkiWdvbBEhqA7iWL4XngACvRAaQuQKNT6A5YsArx9KCGs22+eX97oIhQoAAV6orQLSBRKvQFLFgl2ozdjFoMCPfLh/w04HUKBHijtARKFWn/AkoWoUvCVHpdvaaBAT5R2AYlCqTdgyUJUKSfQzeY/XBqEUqAHSnvAGHWs4BTSsNfXUf0BSxaiSjGBvugvPu+FAj1R2gbGWLlCsWSRoD0HOniCaMiHp93JyWYZkP4T7w7B5ex66wVvnvAc6Jnbv7qPt/pZu0BPOVjaBMaoQZ+q3QJLFgHaq/AvB8+wD+g9gvnh6bRAw8uhQKc5rDbwu7lB6NoFSoX6WblCsWQZ0lQubMsze58dDThaRWmw3dY1m7PxcGugHAp0htv/3vxHaObmMAq0pbQPCIhiX8CSpc+5eiHbnjk/iXRYx/OHyXU8D3P27nP/++LwcpxqcEHlIYdB6BeT15JWJ9Cric9LmoDg6PYSLFl6dFUM2PhE+yz8/EryrwZDw+2k5bByztycf0WBOtx+93BmELo6gVKhS0Gzj2DJ4uLWMCg/G7ad7qbfZXQcCj3rzLbfeuLJd6ycM86KdxSoy2HJ/wePTnzeC8wKBeqnlAZIHLq9wZ8UAQLtVzIwQdv1QGffprlrxkHuRaT91hNPL2HlnNn23i5HgTr81TlJ/DEF6qeMCEgsmn3BnxRaAt05L+KYfp/77t7jX3tX4fdbf/2uWQn5828HBWLldD9qx6oUqEu7Yj8FOk0ZCaiy0MNq0O4N/qS4LNBhPYPysxsvuq93H10h+q3ZxhXf3rt/OCX14CIHVs6R3lCVAu043A16fmnKCAq0pYQIlFnoYTXo9gUsWTqGtQzK0O6NHq7sbrzvI3bFt3WGRf3znFg57W+6EwIUaMurZvg5/VA8BXqihAQUWeyBNej3BixZOoY1DUrRTneQ+A6vI/7K+1rjCIH235lEgZ64/fPc8POOAnUooQJFFntgDdp9AUuWjmE9g5J026oLEp+jvN3gzFyEQN3TphTomcPzXLOPw1OgJ8ISt4YHdAZ6KV0ZcXL0BixZHPpVvZyhd8OnKuGp9+nT3olOvJzBxXoKtOHdYa2B+QWZKNCWsPSlQsuj3xewZHHoV/Ti5g0CAm1++KT/T7Ccwe2iFOjdaakBrsYUSBkVaLDYAzuQpzdgyeLi1vXy1g2Oy2avng83dhlYEi9nYGAK9I7rgaKUUoI8iz2wAzn6ApYsPbqKBmzc0Bfo9P2bw41dxgLFyhnebk+B3h1WpL8w/LyjQFvKCUGW9oCurpZ1YAdy9QYsWfqc6xqybUP/utD0E0TDjV0Gw0y4nOEDnxTong//le9EQigpBknaA6JCo8GSZUhTz7AtD3RX4WefYT9v4ZwwfXL6tH8PEljOoKxzgRRoEBRoS2k1yLCgAxvVPV9fwJIlEWf4OL+K0l1PfHs1nv5sVvfsPxWPlNOwHQxTKdBQKNAThSQhzBIOLHvTe8CSJZHuSaTjOp7fT67jOb6R/vmvx40H03SknNG/7ijQcCjQltLikGEJB5a96UdgyZKIc8ZyvJL8YHbuqu7tQ3cd+f7GSDn9Gpw/oECDoEBPlJaGBPUfVvZmnwBLllR2jtt+GrzLaE587SpBno2RcsYnSinQUCjQltLykKD+w8re7F6wZEnFmcOP3qY5K77bV81qdg+++sWzMVLOvgL9c6gUaCgU6InS4pCg7sPK3uQzYMmSzHZqaXmYne+eJRwKNBQKtKW0QCSo+7CyN/kkWLIk074TKZmtjPco0FAo0BOl5ZFO3QeVvcFnwZIlnZ3QEPT2hUw5FGgoFGhLaYWkU/dBZW/wGbBkSWcvLJEh6E6iGL4XHoACPVFaH+lUfFDZW/sSWLII8PahhLBuv5l6+y4CBQpAgbaUtkg6FR9U9taeB0sWCXZTb9jMDwUKQIGeKG2QdKo9pAKtfQksWYgqpqNOgbaU9kg61R5SgdaeB0sWoorpqFOgLaUtkka1hyPTYAnt7gNLFqKK6ahToA6lHCJDtYcj02AJ7T4GSxYJ2nOggyeIhnx46ixn5/JksGFwOQ2nJ5qOt0DxHCgABdpSyh8yVHo4oq2V0vp9sGQRoL0K/3LwDPuA/nqgMwINL+e4rtNx478c60KBBkOBOuS2hyyVHo5oa6W0vguWLENe78HScK+w4w2co1WUBtttN2ECBcrp/HnamAIFoEAdcrtDlioPRqGt0vrAESxZ+rw+gaTh+UmkwzqeP0yu43lQnefz3XBBZaicxsTNVL95i+/pQz6JFAoF2pLPGhpUeChKLZXaDxqwZOnx+jVu0PZZ+PmV5F9NDA1vNsMnQZFyGtmeNtk6C4tSoEFQoA55vKFFhYei1FKp/SBFoK9fRxh02+lu+l1G75rVP794Njbb8I1IYDmOfltvUqChUKAOeayhRWXHodhK6T0BSxaH168jDNquBzr7Ns1d8wYP31s5t6NBJlSO+0K587uRKNBQKNAe+t7QpLLjUGyl1H6AJYtDlEB3zos4pt/nvrv3+Fffa43HE3isHPeVyOe/KdBQKFAHfWfoUtExKLdRak/AkqXj9esIg3bjxRtnMLgbiu+3ZpuxQH0vfofKcTc4D2Yp0FAo0B661tCnomNQbqO0foAlS0eUQLs3erguu/G+j3gs0NEVeLQcZ7jaXk+iQEOhQHvoOoOc0W+ftH6A/l1o0QAAIABJREFUJUtHlEA73UUIdHwFCS2nsebz9ncUKAYFOkBPGsRFv31SegGWLB1RAt22CowQ6I1nAAqWs5+3bx7/0jz8uaFAUSjQHnrCIC767ZPWD7BkcYjw58TpyDCB+s6AouU0Q9ATf6RAQSjQAXrSIC767ZPSC7Bkccgt0PFtnhHlvDu9X/7e8xsKFIQCHaCnDHImS9sk9QIsWVzwu5j613OenD8eXT0fbnze6sl4K7Sc25ef7fW5n8bzNiYUCnSEkjWIQ5a2SegDWLL0gO8C9V8QH9+/Odz49E/fi+DhcrqNeSM9BgU6QMkYsbx+XboG4mRqmaRegCVLH/RBzv4F8ekniIYbN/hn8Hg53e/4KCcGBTpCxRrxUKGxLZPQB7BkGYLo8869Cj/7DPt5C9ds/hk8Vo6zRTtypUBDoUCHqCiDdGRqmKROgCVLIs5ZyvlVlO5GAt16h5dYOc0mx/2/e3r+iwINhQIdo6IN0pGpYRK6AJYsiXRPIh3X8fx+ch3P0cUf/5lMsJzD6iLNlaSH7alTCjQUCtSHijbIkcgWwRsloQNgyZKIc8ZyvJL84EmjvjLdX/Y3Rspx7gN1TsZSoEFQoD4UtEGOZGuRpA6AJUsqO8dtPw3eZTQr0OEJTmdjpJzzfaCHRezPW1OgQVCgfuTNQU5ka5GE5seSJRVnDj96m+Ylgfae43Q3Rsq5/e6zvT4//9YtiAINggL1I+8N8nf1JZhEdtWAJUsyW++V8hh2/otKKBRoKBToFPL2IH+vRaFYsiTTvhMpma2M9yjQUCjQaeTtsTzyPBwUV7MEsGRJZyc0BL19IVMOBRoKBTpHTOKujUUqFEuWdPbCEhmC7iSK4XvhAeoWqMw7bOfKJ6KEhf3qSqAVkhoeSxYB3j6UENbtN8/TC6FAEeoWKBVaHWFhL61QLFkk2HnWRS4EBQpQu0DVkdXHusnaBEmtjiULUcV01CnQi8hKZN1kbYKENseShahiOuoU6EVkFbJmsoY/qc2xZCGqmI46BRqApETWTdbwJ7Q4liwStOdAB08QDfnw1D05+erLzWbz4CvfrUvT5dx+96j51fCrtmSeAwUIEmhib6weOYGsm5yhT2txLFkEaK/Cvxw8wz6g9whmsxDdcePx40fT5Zy/2Wwe+0umQAECR6DpXbJuxByycnKGPqG5r7FkGfJmD5aGe3sdb+AcraI02G7rmK31p2fj6XKcb9wL/07JFChA8Ag0sUsuABGDrJycYU9o6iSBvjmBpOH5SaTDOp4/TK7jeVCmu47nppmHv3sx2ni6nPNKoYevupFrv2Q+iRTMRYEKdMeFIGKQVZMz5CktfZ0i0DdvcIO2z8LPryT/qjc0bFR42mQ73Hi6nO59c81X5yHoq8GgkwINJWAEKtEll4GAQ1ZOzpBHN/N1ikDfvIkw6LbT3fS7jA6rdn7xzH2F53mLoe9mynFe0tl+NSyZAg3H0Ah032+v9feSgoBBVk2+cKe08nWKQN+8iTBoux7o7Ns0D2/ecC4iuS+UG7wb6fJbOXtbDUumQMMxNQKlQpdOvnDHtvD1dX6B7pwXcUy/z3137/Gvd32Bft2V0Nv48nvhGzqBDkqmQMO5INDU7oh02hbdnSUh4JAVkx7q5oXB4ns64XZBLFk63ryJMGg3XrxxBpW7ofh+a7aZEOjgJOhsOe5Wn3pLpkDDMTKFp0LXQXqo8ygUS5aOKIF2b/RwZXfjfR+xozlnmOlcTwos527+JR8UaChBI9CYzoh3Wgp0+aQF+vXr9+/V9NnrgFiydEQJtNMdJNDGms/b38ECbW78dBeAokCjCByBRnTIuJ5LhS6ctEDnUiiWLB1RAu2uAEECbebtm8e/NA9tbnCB9m7JH5ZMgQZT+Fl4rzxtC1RYKOsiLcqvX4dN4CNaddD9sGRxiPDnxGnNywJ13uf+R1SgzU2g/avzFGgUxRcToULXRVqUcykUSxaHnAJt3+d+7/kNKNB3z0YP0FOgUZQV6KQ9DQtUWCjrIi3IaheQRp0PSxYX/C6m/nWhJ+eP/VfPB+9zf/nZXoT7afz4NqbZcpr1RD4ZCJICjaL0CJQKXRlpQc6lUCxZesB3gfovrE/cv9kX6F23cW88eaGc5prT4+ESeBRoFCUFOidPu/qkQJPIEWCwPT2dD0uWPuiDnP0L6xeeIPILdOi7+XL+uvHN6inQKOxO4anQhZIjwGB7igoUXs6uGz7OPgt/3uJsNmeLm/4dSfPl7Lzrh1KgcZQS6Lw6bQtUwiKrRT+8YGt6ux6WLIk4ZynnV2O662mu2eT4u3dPR499Tpezl+3HvuXuKdAoyo1AqdCVoh9esDVLC7R7EqldrXNiPdC+5g5rgDRXkh5uhu9Eni5n8PyRv2QKNBjLI1AqdKFohxZqyfIjUOeM5Xgl+ZkHLp37QE+fdRtPlrPbuDhFU6BRlBBoqDwr1CfNGkJEYAXK9jDZ8bBkSWXniOynwbuM5p5YP98Helh8frDxRDnua0AoUAHKjECp0JUTEViBsj2YEKgzhx+9TXNOoHe33322t+Dn3955NvaX44xaKVAJ8gs0XJ52/Zme5StHL6hAK870OyxZktl6r7jHsJtaPRmDAg3F9hSeCl0sekEFWtGKQNt3IiWzlfEeBRpKboFC8lyfQFdjZqWAAi042+uwZElnJzQEvX0hUw4FGorxKTwVuliUAgq0oCGB7oUlMgTdSRTD98ID5BUoLM+16XNVKEQTaMHZXocliwBvH0oI6/ab5+mFUKAI5qfwVOiCUYgm0IKWBLofO356eaM8UKAAWQUaYU+rAhVLeCIH0oDzfQ5LFqKK6ahnHoFSoUQTpAEp0EowHfWMAo2Tp1GBljYF8RDefJd6HJYsErRT+MEN8A633z3aT60fDL/68NQ724bKefVl88lXxyv4nMIDVDCFp0JJKOHNZ0yg7UWkl4NHMDvO32w2j92PJ5ZYRsppn++89/WxLhRoMNkEGi9PkwItbQoyIrzxLvc3LFmGvN+DpeFeYcf7j0aLgLQ437jXm0Zv1xxtfbEc9/n4ZmMKFKCKKTwVSkIIbzxNgb4/gaTh+Ub6wzJ0P0wsQ3dYoO7wVfe85kF+Y9dB5TTL4jWz939/dl5FlDfSB5NJoGnypD7JZUKbLqS/YcnS4/173KDto5zTCyF3i843X52HoK8mBotIOd3y9d1aJBRoKJVM4alQcpnQptMU6Pv3EQbddrqbehWH82649qvDcnZfPBu7Dipn/39nH++c1UMp0CAqGYEaVGhpW5ABoQ0X0tewZHF4/z7CoO1ydpdfKtfb6rAkve8iElhOy5YCRckgUAl5mhNoaVuQPoHNFtrXsGRxiBLozllH/sJrjRs6gd57/Kv3KjxYjvNBt7Q9BRpElhEoFUrUCWw2XYG+fx9h0E5kN84Jy92k+Fo9/tb8akKgSDlHbr972G5KgYaiLlApeZoSaGlZkCGBDRfa07Bk6YgSaLcgvSu7G/9rOS+sUR9dzvZwH+jz7jsKNIiKpvBUKJkhsOEMCrTTXYj4mhs/ewPHSIEOyjkI9MHz05SeAg1FV6CS7rQk0NKyIH0Cmy28n2HJ0hEl0G07EgwQ3+jG+UiBDsq5/ebRl80tUbwPFER7BEqFkhwENpu2QGMuIjkGvCy+5ubN/lX1OIGOy7k73hZ1HJRSoKHoCVRcnYb8WVoXpE9QoyHdDEsWB2WBvns28l6UQD3lNLSnRSnQUDRHoFQoyUVQo2UQaMSN9I4BL109b9YB+WQgtpir8L5yzhsffkiBhqIjUB11HkmrmQSlZUH6hLUa1MmwZOkB3wXaF+jc/Zu7ZgWl4UvjIu4D9ZZz/uGT5v8p0FC0RqBK9jyQWrd0SiuD9AlrNaCLYcnSB32Q0zHg/BNEf934ZuP4k0j+cg5QoCgaAlUz54GUmslQWhcTvH5dugZFCGszsJNhyTIE0eedexV+5hn244ObnocyfQKFytk5Oj0PVynQUOqbwlOhk1ChM0BdDEuWRJyzlNOrKDWDw489y8v7F1RGytkr1rmN6lgWBRqKtECVnNkjtm5SlBYGcQlrM7CLYcmSSPckUrtap3cdT/+iIF6BIuUc7mhq7qB/9+d2bk+BhiI/AlVx5oD42slQWhrEJazNoA6GJUsi7qIeo5Xkz8LbbVwcB7oC7eyIlPPu6Witewo0lBpHoA2x9ZMgvxL091gvYW0Gdi8sWVLZOUL8afAuo5P43NduhAgUKuewruiBx3yUE0RQoCqi9BNROzEK+EB5l/US1mIRHQxLllScOfzobZon8X14CgoUK+f4Vs7uPZ0UaCiiI1BxUU4TVT8hClhBeZf1EtZicPfCkiWZ7fBKeTS7qdWTMSjQUMQEqiDJOeD69eoZ/esflV1WZKd6aN8WENzgKFiyJNO+EymZrYz3KNBQ6pzCN0TU0Kln9K9/pEIRKlUolizp7ISGoLcvZMqhQEMREaisGYO4XKX5ekLH51LKBpr7rZSwBovqXliypLMXlsgQdCdRDN8LDyA0ApWxIsTlKs3XEzzCjlJO0NxvpYQ1WETnwpJFgLcPJYR1+83zyxtdhAIFEBColBFBgBp6agn+uqOcDfT2XCVRzR4KliwS7HrLzBeFAgWodQrfANWRCl0cUc0eBpYsRBXTUU8WaLoHIwmuobeW0K87ytpAb+8VEtXsoWDJQlQxHfV6p/BU6NqJavYwsGQhqpiOeqJA0wyYRGANR7W8ujI4fS9fg9pAmx0DSxaiiumo1zuFp0JXDtrsAFdYshBVTEc9RaCA6WJ78oViA4n/ZZ+CKshQi5oIClR8z6JALWE66mkjUMB18b15tthA4n/Zp6gQ1GtRE0GBiuxWVxSoJUxHPV6gaeqTIFA3sb8bU1QGwRXJUOHiBMQovl9dUaCmMB31LFN4NQJ9E/u7MQWFAFQkQ4WLExCjyE51RYHawnTUax6Bxgo08FdjCsogoEIFKl6MkODEdamrKwrUGKajHifQZPOJEGiZqB95KOiCRNTqLF4wsvN5gnrQ1RRYshBVTEc9dgSq4MMIAgUS9SMPRY2QhFqdxQtGdj5PUA+iQO1jOuoxAo1yndM7o34/AtBH1I8GFLZBIooVliw6Zv9eoP5IgdrGdNQzTuGp0AQjJKNYYcmiY/bvBeqPFKhlTEcdF2iE6Ub9M6KMEQkyiaGgCwzVPmdogBoMgPsjBWoZ01HPNIWnQpOMYKj2OUMD1GAA3B8pULuYjjoqUNhyV1f373t6aJQxe0SKJI70tPe+HKiqI5iprkThaTXocalHcgRaFaajnmEKT4UeoUJVa9DjUo+kQCvCdNQxgcKOm+yhkc5siRBICkVtYOQIVAtPrYFDZI+kQK1iOuoZpvBUaLITjByBauGpNXCI7JEUqE1MRx0SKG65ZeizqA1KHIPnbINg6ZGEHWdUb6RALWM66uAIFDcdFZrshBLHsHKFYslCVDEddUCgEZKb7qGR1jwByyONgjawcRS6pctV4se5Xho+/qRATWE66spTeCo02Qg2jkK3dLlK/CijUCxZiCqmo15qBFqVQIv6wMJxaJcvWInY7kiBmsV01AMFGqG4QZcc3Asa6c0DiDOSKWoDC0eiXb5gLZD+SIFWg+moB49AI0RHhSYrwcSRaJcvWAukP1KglWA66kECjVDcpR4aJ84GSBnplJOBiSPR34NgHRL6IwVqF9NRzzaFp0LjpFD8SPT3IFiHhP5IgVrFdNQDBBqhuMs9NFaeufVZVAfFDyXHPsTqkNQfKVC7mI56qSk8FVqAHDUVjxWn8GvHdNSn+sR1QKdM6a5x6lyCPOvRZ569iNXgcn/0rgpGgVrHdNSnBUqFNoj6IE4MBQ8mz17EanC5P4YqFEsWoorpqE8K9GjQKMXpybPy60fHAjMfQ9zB5NqPWA2S+iMFahnTUZ8W6N6gVCgVqr4fsRok9UcK1C6moz4j0GstedaiTyEPJFmhzOHk25NUBdL6IwVqGdNRnxMoFZpuAgk5lDicfHuSqkBaf6RA7WI66vMCxQnrn5GFJ2Y1RroDZMSQ/YBy7kts/6k9kgK1i+moSwuUCtURRNYDyrkvsf2n9kgK1Cqmo17RCFQirQFSDCCrhmyHNP9rqAXyxie1P1KgljEd9apGoJHpFUukBFQUkemQ5n+9HoViyUJUMR11jkCniBSAkiDmCY5N1nrli016j6RA7WI66qICDeyd9vWZIEglRWgeVubdxdVgZiNheVKgxjAddeERKBUq4Ir8h5V5d3E1yKlQLFmIKqajXskIVC6ngxBRZT5PJR1W9h0K71+gQ1KgpjEd9WpGoBL5DCAqzjy2ij6s7DsU3r+CQrFkIaqYjrqgQClPbVOIH1qBXQrvXaRLUqCmMR11TuF9UKGKu6xBoViyEFVMR11MoMF9k/IsSKHq6EVCQZ4UqDFMRz3/FJ4KLQoVSoFWhumomx+BCqZaGIvW58IQ6pIUqGlMR72CEWj2tKRC60FJoViyEFVMR11IoFryzK9PyrMalORJgRrDdNTNT+GpUDKJmkKxZCGqmI66iECBnrlSeVKfCqjpkwI1hemo557CU6FEDjWFYslCVDEd9bwjUFCei7l/ifqUR6pPUqDWMR116xeRMmclFVoRigrFkoWoYjrqts+BZs5I6rMmBHslBWoZ01EXECj1SX3mRlOeFKgxTEedI1AHKrQedBWKJQtRxXTUkwWKdEvKk0gg2yspUOOYjnreKTwVSkTQViiWLEQV01FPFCjWLdcpz+r1WWA5gjkG/URBnxSoKUxHPesUngqtlNUpFEsWoorpqGccgVKeJB3pXkmBmsd01K1eRMqcllRoPeRQKJYsRBXTUU8SKNYp1ylP6jOKiV4Q1oFS9UmBmsJ01G1eRMqcrVSoQYoqFEsWoorpqK9+BKotT9pTjjzypECNYTrqHIFSoRWRS6FYshBVTEc9RaALkCdn7/WQS54UqDFMRz1tBEqFUqEZyadQLFmIKqajnm0EGizQvDmprU8KVIzA/kOBLg3TUY8XqIo+s2Yk5VkPGeVJgRrDdNTNjUCzpiUVWg9ZFYolC1HFdNRjBaoiz6z6pDxrIbTziOmTAjWF6agbm8JTocRDdoViyUJUMR11UyPQbAmpr07KU4rs8qRAjWE66sZGoNnSkgqthwIKxZKFqGI66nECpTwpzzwA8uQIdKGYjjqn8FSobYooFEsWoorpqMcIFO6OluSZw53UpxBF5EmBGsN01LNM4alQEkkhhWLJQlQxHfVVjUAzqZPylKGQPClQY5iO+spGoFRoVRRTKJYsRBXTUccFWqk8s6nTI0/6NAJInhyBLhjTUV/RFJ4KrYyCCsWShahiOuomRqDamZhRnTSlDKA8hQegFKglTEfdyAhUOx+p0OooqlAsWYgqpqO+ghFoVnka96ft2vWgQMkR01FHBSquT9UkpDorpaQ8KVBjmI66gRGoaiZSoZVSVqFYshBVTEcdE6i4PNX0mVmclKckZeVJgRrDdNSLT+GpUDKmtEKxZCGqmI564RGoZNIVMCblqQAoT45Al47pqBcfgUqmHhW6DMorFEsWoorpqEMCxTuioj3L2nKAlDpI+el7A5YsRBXTUQdHoHhXpEIJSnmFYslCVDEddUCgEf1QR56lXTlCUh5rB5QnR6DLx3TUlafwVChBsaBQLFmIKqajXtkItLQofYgbZMVYkGcDlixEFdNRr24EWlqXPsQ9smJsKBRLFqKK6agHCzSiFwrLs7QmJ1CQyHqxoU8K1BSmo17VFL60KydQEMl6saFQLFmIKqajXmoECqZVWUO+fj35lYpEgLCU3b8wNuTZgCULUcV01MuNQMHkyuhLD1RoHqwoFEsWoorpqGsKdDH6nERFImvGhj4pUFOYjnqgQOEeON/xgZQq7chJ1CSyVkB5KuqTAjWF6ajrnQOlQgmIHYViyUJUMR112RHo/fvnvyhPAmJFng1YshBVTEddegRKhZJo7CgUSxaiiumoBwkU7n9C8lS2Z+xOFNRBQHlyBLoeTEe9xEUkJK8UvDlWYezviCSWFIolC1HFdNQ1RqD25ZmyMyFdkD6W9EmBmsJ01HVGoFQogbGkUCxZiCqmox4gULj32ZZn0g6TLUH8WLLnFQVqCtNRz30RCUkqKnRNmFIolixEFdNRlx+BzvX58HTSkucFAVKehTClTwrUFKajbvciEhW6LkwpFEsWoorpqEuPQGe7fHAyFVHn/L5jvbBQZMMCy5Mj0BVhOuryI1AqdB0sWqFYshBVTEedI9CAGuA+WDri4cmhz/tHKNDKMB31iwKVsmdcbhaRJ5lFIbD6+rzfQYFWhumoC49AqdA1sHyFYslCVDEd9QsClVEn5bkUVEILyxPU5/0+IT/BkoWoYjrqglN4KnQNrEOhWLIQVUxHXWgEeqm7p+TnzAvdKM+sKIVXV5/3h4T8CEsWoorpqIuNQKnQNbAWhWLJQlQxHXWREaiYPFXm76nZTc6sRZ8UqClMR31aoFdUKBmyFoViyUJUMR31mRHoVVA3vdzVk9OT8jSBWoh7veX+fVF9juTJEWh1mI763Aj0igolLutRKJYsRBXTUZ8dgaarM588vReaUhN7QcS1SYfaf6FCOlGsPj3y5Ai0OkxH/cIIlApdDlQoR6BVYjrqKSNQUXkqTN/T0npBJDXLAcVIZ9Zn2A+xZCGqmI763G1Ml0egVGglUKGcwleL6ajP3saUpk4sTylPJdL/u/ZjpfrsnPnRRxyB1ovpqM9P4anQJUCFwgrFkoWoYjrqcReRwvu5XIpSnzGItMyPAY2jUkc5gXIKXy+mo45eREL6uGR+Up4oYm0T1jhK9YT16Qgy+hISBWoK01HHR6BUaC1QobwKvwRMRx0agUI9XDo/KU8EwdbpN8/0ylhKNQX12TNp5PiTAjWF6aiDtzFRodVAhSYoFEsWoorpqM8uZxcpTjQ9JfUZmcMLQ7J9tEMPd60GXX1SoKYwHfXg9UDhPg5lERUqjGT7rFChWLIQVUxHPeCtnFFAGbQye0bFKGYHIu2jHf2o7hWjz1B5UqDGMB11LYFSoXNExShmByLts0KFYslCVDEddR2BhqUlnp9VqjM5UpL7Q/er3wZRHSxCn+H2pEBtYTrqJafwVGhopCT3h+53lQrFkoWoYjrqGgIF82fB6lSIlsQugb3qt0VUFwv0YOT4kwI1hemol5vCp2UpFZq0S2Cvq1QolixEFdNRlxcomD2ROboMdcYGLNdOc7RITB9D3skZBZYsRBXTUTcwhU/IVCpUe6crVSiWLEQV01GXFmhEyifoM2pvGdAPWdpuQwuMbhigldAedoICXQ2mo25iCk+FZt9taIErVSiWLEQV01E3MQL1ZmtSSUXJHbaYHYcWKSPQ+eaMiFcDBboSTEddVqACEqibcmFT2KGYPP/+WjxknMKvB9NRNzUCXQLlwqaww9UqFEsWoorpqIsKVEIDNRNpguz6DCxSTp/z52OiYqapTwrUFKajLjwCTRdB3USGjQqNgAJdCaajLijQqRzENFArUQ6YjZze3oOKFJSnxlV4TX1SoKYwHfUMU3gqNDZyensPKnLFCsWShahiOupiAk1XQL1E5b9o7BT2lkueBvVJgZrCdNTVp/DrIMoBorFT2NuKFYolC1HFdNSFBJqY/VUTlf2i0VPZWz59RoVQU58UqClMR51TeAEi8l84eip7W7FCsWQhqpiOOkegaUQkvnz0FPaVU55xUdT0JwVqCdNR5wg0lZjkF4+ewr5WrVAsWYgqpqMuItCEzM+CVKUHP4pJeo34aewrpzzhYzigqE8K1BSmo76SKbxUpanQdSgUSxaiiumoL38EqlV5POH1Iugr8qOP0vaUV58TBzELBboOTEc9WaB4tmdD5wjgPFePocZ+MssTOowjivqkQE1hOuoCI1AwT3KicwRgpmeIocZ+Vq1QLFmIKqajnihQMENyAWZi2JFEFCq2b5mKBZdYQJ7QgTQo6pMCNYXpqC91Cg/lYuiRRBQqtm+ZigWXuHKFYslCVDEd9eWNQKEcDD+ahGIT9ip5vECZReQJHQxHoOvBdNSXOAIFshA5moRiE/YqebxAmStXKJYsRBXTUU8SaGSOKAKkH3RQAuViOxQ/ZKjMJG8m2DP8cBoo0HVgOuqLm8IDCQgdlEC52A7FDxkqc+UKxZKFqGI66ikCjc8RFYDEA45OuNTpHSkeNlpkgj3/nibPwAM6oqZPCtQUpqOeNgJNyxRxglMPOjrhUqd3pHjYaJFrVyiWLEQV01GPF2hajggTnHL20D94uMCS8gw5oBNq+qRATWE66ouZwgcmnUX0Dx4ucO0KxZKFqGI66rECTc8RMQKTzSraARhtfLnA0vq8eExH1PRJgZrCdNQXMYUPyTbDaAdgtPHlAteuUCxZiCqmo177CDRMUZbRDEJUaQbkOXtQLWr6pEBNYTrq9Y9AAVcZRTMIUaVRoViyEFVMR73uESjkKaPoBSK6NCMCvdy+FOgaMB31GIEKZkg0oXq6Ct1Qj/v3Z75UCUhKOWbk2TAfWDV9UqCmMB31uBGocJ5EEagvKhSFCqVATWE66rhAhTMkCkBepikdRw/U555rLFmIKqajvvQpvHVKx9EDFUqBmsJ01FGBCueHeErVRelYjjAlz4a56InpcljSNQVqCdNRr3EKL62xkpSO5QgqtDlpjiULUcV01DGBKuSHYDrVRulYelilPkc2pUBNYTrqnMKXpHQsPaxdoceCsWQhqpiOOiRQhfQQzCYd1PZZOpQe0uSpos+58Kuo8wiWLEQV01EHR6AqKSKUT1pQoetTKJYsRBXTUQcEqpIcInlUJaXD6cGgPDkCJaajXtUUXlRg5SkdTg9U6BEsWYgqpqNuYgR6dZWSRVWiF8xo0uRZvT57RWPJQlQxHXUjI1Aq1AJU6BksWYgqpqMeLNDULMj0pvBaSA2nAiblyREoMR31jFN4KrRHajgVoEJL6XCtAAAHlklEQVTPYMlCVDEd9WwjUJ0MqpaS4ZwgTZ8UKFHCdNSDBKqWGgm5UzHlwjnDyvU5KBpLFqKK6agHjkDV0iMhfyqmXDhnoEI7sGQhqpiOeoBA1RIjJXVqpmBApzArT45AiemoG5/CU6G5oEJdsGQhqpiO+lSfaHutYmLEpk3lFIvoNKn2LKHPECne3wPLswFLFqKK6ahPC5QKVaNYRKehQntgyUJUMR31SYEeDaqYFnFJUz3FIjpNsjyl7fn6tfOPqUCGyZMj0PoxHfVpgf54XMdNODfC0bRYUYpFdBoqdFA0lixEFdNRnxHoj6VSXVlgZSkU02nS5ak6f4/WZ8L4kwI1hemozwmUClWhUEynoUJHRWPJQlQxHfV5gZZAVV6lKRfWCSTkqanP6VBe1udHH3EEugRMR92eQKnQvFChHIHaxnTUjQlU0VwG0I1dhMWsyzNNn9HjTwrUFKajbkygVGgKVKiUQrFkIaqYjroxgaqZywhacYs0mow+rQo0FE/RWLIQVUxH3ZBAFXw1MUHLzbEaSmGLVVoN8tTX50ThWLIQVUxH3ZBAqdBIqFBxhWLJQlQxHXUzAlXxliFUgharNSl1autzLqBq8mzAkoWoYjrqZgRKhUZBhaooFEsWoorpqBsRqIKvTKEQsmi1Sbqz2PRdZv4+WTqWLEQV01E3IlAqNAIqVE2hWLIQVUxH3YhANZRlB4WA9Rz2+nWY4kTFiegz1rIzMdWTZwOWLEQV01E3IlAqFIYKVVQolixEFdNRNyFQeWFZQjxcChaMRvzgHGajqjn+pEBNYTrqJgRKhYKU1qaL+ME5zEZVU6FYshBVTEfdhEBldWWM8eH2llvHGSlsfvquSdJxXGQ2rByBrgbTUZ/sE7q5AeVK7YwPlwoNYzasigpFk4VoYjrqBgQqrCtbiEermCp9iB9dj9nAFhiAUqBlMB316T6hmxzhmVI74tEqbc0e4kfXYzaw2QegFGgZTEd9pk/o5kZQjtSOcKxK23KA8NENuBDa/ONPCrQQpqM+1yd0EyQ0U+pGOFalnTlA+OgGXAht7vEnBVoI01Gf7xO6CRKWJzUjHKnSvhwhfHwDLgQ3tz4p0EKYjjr7BCGBMFmKYDrq7BOEBMJkKYLpqLNPEBIIk6UIpqPOPkFIIEyWIpiOOvsEIYEwWYpgOursE4QEwmQpgumos08QEgiTpQimo84+QUggTJYimI46+wQhgTBZimA66uwThATCZCmC6aizTxASCJOlCKajzj5BSCBMliKYjjr7BCGBMFmKYDrq7BOEBMJkKYLpqLNPEBIIk6UIpqPOPkFIIEyWIpiOOvsEIYEwWYpgOursE4QEwmQpgumos08QEgiTpQimo84+QUggTJYimI46+wQhgTBZimA66htCSCil03WVmI566R5JSEWUTtdVwqgTQkgkFCghhERCgRJCSCQUKCGEREKBEkJIJBQoIYREQoESQkgkFCghhERCgRJCSCQUKCGEREKBEkJIJBQoIYREQoESQkgkFCghhERCgRJCSCQUKCGEREKBEkJIJBQo6dhtNvf+0v1zu9l86tlm/JnL7YvN19L1IsQoFCjp2Mtv87tfz/+6cf9x5u3Dj/9tvpDLWxCyFChQ4vD24WbzpPvbHY4eCRlf7jzeJWSRUKDEpZvEN6PRJ57vL8vxw1PPDwlZIhQocekm8Tv/BD7kBOduw0k8WQcUKOmxHz4exo83G58Ft0Gzcw5ByVqgQEmfm8MkvvHoeKy5H4A+Ofyx//p3v96+/Gyz+eTb/T9vv3u42Tx43m7HIShZCRQoGbDdz93//xe+O5j2YjydIG0E2mzT8OTu3bPjX+0vWtESsmwoUDKgGXw+8p0APY4727/+89Gam3v/fDJpN2btNiRk0VCgZMjNQYujO5jcgWUj2c0n39/dvWv+2Hzyw93dq4fOEHTr/T0hS4MCJSO2G98dTIcL86cxZiPQ4xizsW37Vzvs3PnOoBKyOChQMmK78Z4BdcaV3TWm/V/dedH20tGN38CELAwKlAzZ9c5ndty+aA3ZydL312GyP//EPCGLgAIlA5rHOR/57gKlQAkZQIGSPs2zSJ82U/SRATGB8jI8WQEUKOmzPVwLuvFM4jkCJWQABUp63JzuYNqN72SiQAkZQIESl3Y9u/7SoEd6V+FnBcqr8GQdUKDE4bZ7hNNdGvRE7z7QWYHyPlCyDihQ4rDb9CQ4mMT3nkSaFSifRCLrgAIlHb1LR+NJfO9Z+DmB8ll4shIoUNIyuHlpPInfjZ868gqUp0DJSqBAyZnRkHM0iXfXA50T6JbrgZJ1QIESAK5IT4gLBUoA+E4kQlwoUILAt3IS4kCBEoS9HPleeELOUKAE4u3DS9Pztw95DyhZCxQowdhdeMr99gUfQiKrgQIlhJBIKFBCCImEAiWEkEgoUEIIiYQCJYSQSChQQgiJhAIlhJBIKFBCCImEAiWEkEgoUEIIiYQCJYSQSChQQgiJhAIlhJBIKFBCCImEAiWEkEgoUEIIiYQCJYSQSChQQgiJhAIlhJBIKFBCCImEAiWEkEgoUEIIiYQCJYSQSChQQgiJhAIlhJBIKFBCCInk/wAzsAqEzZQAagAAAABJRU5ErkJggg==" width="672" /></p>
<p>Another output of kriging is the estimation variance (also known as the kriging variance)(Isaaks and Strivastava, 1989; Chiles and Delfiner, 2012). It is instructive to visualize the estimation variance to understand locally the uncertainty or accuracy in the estimates (given the decisions of stationary variogram and locally stationary mean). Note that given sill = 1.0, the maximum estimation variance is 1.0.</p>
<pre class="r"><code>spplot(porosity.kriged[&quot;var1.var&quot;],main = &quot;Porosity Ordinary Kriging Variance&quot;, key.space = &quot;right&quot;,cuts = cuts.var,xlab = &quot;X (m)&quot;, ylab = &quot;Y (m)&quot;)</code></pre>
<p><img 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" width="672" /></p>
<p>Of course estimation does not reproduce the data histogram, there is missing variance. Let’s check that by comparing the original porosity data distribution and kriged estimate distribution.</p>
<pre class="r"><code>par(mfrow=c(2,2))                              # set up a 2x2 matrix of plots 
hist(mydata$porosity,main=&quot;Porosity&quot;,xlab=&quot;Porosity (%)&quot;,nclass = 15) # histogram
plot(ecdf(mydata$porosity),main=&quot;Porosity&quot;,xlab=&quot;Porosity (%)&quot;,ylab=&quot;Cumulative Probability&quot;) # CDF
hist(porosity.kriged$var1.pred,main=&quot;Kriged Porosity&quot;,xlab=&quot;Porosity (%)&quot;,nclass = 15) # histogram
plot(ecdf(porosity.kriged$var1.pred),main=&quot;Kriged Porosity&quot;,xlab=&quot;Porosity (%)&quot;,ylab=&quot;Cumulative Probability&quot;) #CDF</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<p>It is clear that the kriged porosity values have a lower variance than the original porosity data.</p>
<p>Search limits are helpful to ensure the estimation model completes in a reasonable amount of time and to avoid issues such as the string effect, but can lead to search artifacts. Let’s make some artifacts with a very limited set of search parameters</p>
<pre class="r"><code>maxdist = 800                                  # maximum distance to look for data
nmin = 3                                       # minimum number of data for an estimate
omax = 1                                       # maximum number of data per octant    </code></pre>
<p>and then by repeating the kriging calculation.</p>
<pre class="r"><code>porosity.kriged.sp = krige(porosity~1, mydata, coords, model = por.vm.ani,maxdist = maxdist,nmin = nmin,omax=omax) # ordianry kriging</code></pre>
<pre><code>## [using ordinary kriging]</code></pre>
<pre class="r"><code>spplot(porosity.kriged.sp[&quot;var1.pred&quot;],main = &quot;Porosity Ordinary Kriging / Limited Search&quot;, key.space = &quot;right&quot;,cuts = cuts,xlab = &quot;X (m)&quot;, ylab = &quot;Y (m)&quot;)</code></pre>
<p><img 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" width="672" /></p>
<p>Observe the search artifacts (lines and bands) due to too restrictive search. This is caused mainly by limits on maximum distance resulting in sharp changes in local conditioning data.</p>
<p>Now, let’s remove the nugget effect and krige again once again with unlimited search. First we make a new variogram model without nugget effect, but the same structures and anisotropy as applied previously. All contribution is removed from nugget effect and attributed to the single exponential structure.</p>
<pre class="r"><code>por.vm.ani.nonugget &lt;- vgm(psill = 1.0, &quot;Exp&quot;, 800, anis = c(035, 0.5),nugget=0.0)
por.vm.ani.nonugget  </code></pre>
<pre><code>##   model psill range ang1 anis1
## 1   Nug     0     0    0   1.0
## 2   Exp     1   800   35   0.5</code></pre>
<p>Now we build another 2D model of kriged estimates.</p>
<pre class="r"><code>porosity.kriged.nonugget = krige(porosity~1, mydata, coords, model = por.vm.ani.nonugget,maxdist = Inf,nmin = 0,omax=Inf) # ordianry kriging</code></pre>
<pre><code>## Warning in predict.gstat(g, newdata = newdata, block = block, nsim =
## nsim, : NAs introduced by coercion to integer range</code></pre>
<pre><code>## [using ordinary kriging]</code></pre>
<pre class="r"><code>spplot(porosity.kriged.nonugget[&quot;var1.pred&quot;],main = &quot;Porosity Ordinary Kriging No Nugget&quot;, key.space = &quot;right&quot;,cuts = cuts,xlab = &quot;X (m)&quot;, ylab = &quot;Y (m)&quot;)</code></pre>
<p><img 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XXOCUKEsFhWIXTWOScIEcJiWYXQWa/PiW8c+KnGz1L+NkXyterOh3j0fWmA7o46/GmOpweyH+2R7r91YHxHS18sxInQWa/NCbNJmVCtAurTFL2BHq0+O3TFQtwInfXKnDCdlSeqZUB/mqJX0KP2Z8WgFOgqhM56eU4Yz8oD1TKgP03RK+iR+7NsUAp0FUJnvTgnzGflN/TnkugV9Oj9WTQoBboKobNOgS5TkoujdxAFSoGGInTWS3PCYVbSnwuiVxD9+U3JoBToKoTOOgW6UEkujN5BFOg3FGgoQmedAl2oJBdG7yAK9BsKNBShs06BLlSSC6N3EAX6DQUaitBZX1KgNOiC6CVEg1KgoQiddQp0oZJcGr2DKFAKNBShs76oQGnQBdFLiAalQCMROuvLCpQGXRC9hGhQrFiIK6GzvrBAadAF0Uvo0RsUKxbiSuisLy1QKnRJ9BZ65ArFioW4EjrroQTaok+JQNcryFWo57ja4ZI8awoF928pUPPUYcVCXAmd9e2dRMrK01SfPn1flrkMV7tccWdBoLII2odmqdHCioW4EjrrW/wNlAqVMJfhapcfu0KxYiGuhM56mBVomzzn9blmOa7AXIYrfZ6Tp0if2AiLB2ep8cKKhbgSOuuBVqBUqClzGa70mQrFioW4EjrrG1uBFu1ppk+fji/MfH6LnZ6XZyh9OiUQKxbiSuisb24FSoWKmM9vsdNUKAUaitBZD7ICbZXnnD5XrEb/aq/vMp/fYrfn5ZnRpyYCC326ZRArFuJK6KyHWYFSoW67zOe32G0qlAINReish3gak0ye/vpcqLvGu5nf8UxCkm9K5KnR58zAyoZnwUxixUJcCZ31IA8ToUJ9d0yFYmDFQlwJnfUNrUA3Jc+VCj+/65mEJN+VyHOiT00EFvp0zCFWLMSV0Fnf1AqUCtXumgrFwIqFuBI66wFWoO3ytNCnezcXKn5RggtxyOSp0Oem5NmBFQtxJXTWQ6xAqVBLRAkuxEGFHsGKhbgSOusLCrRUB+36jCTPtQUgSXApCq/D963pkwINReisBziEp0JtkSS4FAUVegQrFuJK6KwHEKhMn74C9e7jchKQJTgfgc0BvGKIwaQ5pS4BKxbiSuisr34I/4jlaW4BWYJL+xfa82lNnkutPk3TlgErFuJK6KxvZgVKhar3T4XCYMVCXAmd9ZVXoDJ5+j6Dya93Bh4oWUoeQy0j0x3N6vP6D987sGIhroTO+uorUCp0BipUlbY2sGIhroTO+mICzZeBuz4XKkSVA+YDKB8nS2OoJyS3q1Serx14ZIfvHVixEFdCZ30jJ5GoUHUMVKgCrFiIK6Gzvu4KVGpPvxch+fWtXQY1T0ljqKcju7ORPAf6hA/fN6lPCjQUobO+9gqUCq2FQIWiGTMCKxbiSuisb2QFWhDoFcizGET9SFkaxYLyXOoEkmqQQLBiIa6EzvpmVqBUqDIKKlQBVizEldBZX0ig86Wt0Of8l5aoQ4UABIHMmUoaRC0Z2d2J9SmLwVyeXIE+OkJnfTOH8FSoMggqVAFWLMSV0FnfzAp0JFDJF5aoQpUAZkOxkmeS4+pOk32VL2CqBzW3fyt9tg2XFKxYiCuhs76hFSgVqgqCClWAFQtxJXTWNyXQi0Klm/tXokIAglA+HdMURikRhT0OBNp2AmmjB/AUaChCZ30RgSpKqx3/KlSVvyAYU3uKdjmV5wiVPDe6+uzAioW4EjrrG/oNlAo1jaOwRyq0AysW4krorF/rCtS/ChXFLwsHPH433aVMn+IgjOXJFeijJHTWr3cF6l+JKgVIwqFCpWF7gRULcSV01h/jCtStSzrGTS9w+I7pc97n+X3oR0icKy+wYiGuhM7641yBunVJx7hpKlSeKx+wYiGuhM66mUDLda4oLU95WtSgqvRl4awpz6xAtfJ0OHznCvRREjrrhitQKlTLOI9UqDRwL7BiIa6EzvrjW4E2FVa5Q2omeXSXJ6JPvTw3ewKpAysW4krorD/GFWhDYdU6pGaSRypUFrYfWLEQV0JnfYGTSHBpecqzvQRVhS8PCJCniz4TgU7UmQ2pvBdre3IF+jgJnfXrvIzJtwx11S8OiAqVhu0HVizEldBZdxcoXlqx9akrfHk4C8hz9rr9ElAM+iEShu0JVizEldBZX+sQngothkOFSsP2AysW4krorF/fCtS1AHVljwUkUmdbKJldGsvT4fCdK9BHSuisX+MK1LUItcWPBESFSsP2AisW4krorD8ygTr1pYVVgpm0tag+ox/AU6ChCJ31tQ7hvQTqWIC6op9hlWAmrSncOROBuTyX1CcFGorQWV9vBUqFtoVku1MqdABWLMSV0Fl3FqiuwHzs6dgXLSuFMm0Qluf8a5g2rE8KNBShs77eITwV2hKS+W6p0BSsWIgrobO+3grURaB+5act+iprhTJpElTnbAzb1icFGorQWV9zBUqFUqFtQbuBFQtxJXTW11yBzhbalctTGZTXfsXqvHJ5dmDFQlwJnfV1V6Cz5UaFOsWSbZcKPYMVC3EldNZXX4FKSm5tfWpLXsA6sRRbnxWnKIat6/Obn7BiIa6EznqAFaik7KhQ41iKrVOh31CgsQid9TAr0Lmyu0p5woGts1csAv0oOYWs6CNWLMSV0FkPtAKdLz4qlApdgJ8o0FCEznqoFehs7anLcsEeYKwVi1s2fOS55Aq02xtWLMSV0FkPtgKdrUAqdJX9IhFsW6HHfWHFQlwJnfVoK1C1QJ1KT9EBiPVCcUqGkz4V0bb0DisW4krorMdbgVKhS4XilIxrUChWLMSV0FmPKFCVQp2qTxU+yFqhuCSjbZwso23pHlYsxJXQWb8SgbpUnip0mPVCMU9F6z9zNrGqGO0OKxbiSuisr/lA5bZapEIX2jOy/2tRKFYsxJXQWb8KgbpUnipsDStGYpqJ9pFqjLOF0Q6xYiGuhM76AgKlQudYMRLTTFyPQrFiIa6EznpUgT4aec7EuOrOkQgsxkodYyuTHWLFQlwJnfVFBEqFzrFqHEaZuCaFYsVCXAmd9YUE6nlHkkPlwcG2s2IUBllwlae3PjM7xIqFuBI664sJlAqdY8UoDLJwXQrFioW4EjrrCwo0N1GbK3K2JJ2jNGat3TfmwGispMGZkt0lVizEldBZX1agVOgsa+2+MQdXplCsWIgrobO+tECLU1ZblOalhxY3EcozpD4Lu8SKhbgSOuvrCJQKvS6uTqFYsRBXQmd9LYEWpy5Ylualpyjvx41YngH1WdwlVizEldBZX1OgVOh1cIUKxYqFuBI66+sKdM5WW9anhTi2AKBPZR4cpt3ccGPFQlwJnfW1BVoT1uL6VJW3MG6jtmMByTOcPis7xYqFuBI666sLlArdNFeqUKxYiCuhs766QBuK07jwNLWNBG3Tfntk5g1uU5/VnWLFQlwJnfXVBUqFLgcVKh1urFiIK6Gzvl2BGhceWtV4wOsJ1CEKWJ3KPTvNubnxxoqFuBI66wEESoX6Q4Vi440VC3EldNZjC3QhecJFDQa7okB9YlDJM5I+53aLFQtxJXTWQwiUCnWEClWMOFYsxJXQWQ8hUEWZGhYeWNBwqObyagzIrWH7vi893y5gxUJcCZ31EAKlQl1wiwCyZtuel55vJ7BiIa6EznoIgcKValh4UDnDgXroqzUcx6ate77sbEvAioW4EjrrIQRKhZrjuH+kp817Xna2XcCKhbgSOuuxBaqvwsYdY/h7xDYav5ZN97rsXBuAFQtxJXTWgwiUCrXEb/dwP9v2uuxcS8CKhbgSOutBBArUq2XhAbVcZCGXWAbj1a7xXpecaSOwYiGuhM56EIFSoVZ47VzXyca9LjnTBmDFQlwJnfUFBfrpGWRaa6tQFpKwjqss6BO7YBx7Zddhw7mHDjlWLMSV0FlfRKCfDpFPa10BWlZSnUV9YhiMW5eUO81hOgPRIceKhbgSOusLrUCpUAunGAbj1iXlTnOYzkBsyLFiIa6Ezrq7QD+dAkxsRfnZVlKNFZxiFopbh8BdljGbgZohx4qFuBI66wusQKlQS6+YheLWIXCXZQznIDrkWLEQV0Jn3VmgGXlC+jyXtHHRyStpLrA1xGIViktfJLsTYDT/tGOOFQtxJXTW1ziEp0Lb5GIXiktfJLsTYDYDNWOOFQtxJXTWPQWadWdeoFBptZZd+17WVYt7ND5AfbKYfw1jjhULcSV01n1XoFSoj17co/EB6pPNDFSOOVYsxJXQWfcTaFmejvq0LqQs68vFPRp7sE61T7+2MceKhbgSOuvrHMJToc2K8Y7GHqxTFhNQP+ZYsRBXQmfdS6CQPK306VBJI+IIxj0cY5ButU6+9iHHioW4EjrrQQ7hqVBUMguEYwzSrfbp1zbkWLEQV0Jn/YpWoC6VdCGWYBYKyRCkY62Tr33IsWIhroTO+lWtQN3q6UAsySwUkiFIx9qnX9uQY8VCXAmddR+B1uTppE+nSvppOUsFDcsIecfapp7NxMKKhbgSOutrHMJToc2SWTQsI+Qda5187UOOFQtxJXTW11iBOgjUrZqiSmbhuNrxGE374T6DFQtxJXTWPQQKy7NNn07VZCyQv6W0ScY4siWwH03r4R6CFQtxJXTWg/wGSoVCojGObAnsR9N6uFOwYiGuhM66vUAVh+8tc92lmozl8bcxTZIxDm4R7MfTdLwnYMVCXAmd9eUP4alQKtRkPE3HewRWLMSV0FkPsgJVTnefYrL0xsScNYEuG9qSmA+o5XhnwIqFuBI662FWoFSoTDSWoS2J+YBajvcErFiIK6Gzbi1QpTwVE96pnAydUVKnWp+GsS2Lz6DazaUJWLEQV0JnPcwhPBUqMY1hbMviM6h2c2kEVizEldBZX3YFajflncrJUBk1eRYEulBky+MxqDbzqABWLMSV0FlfegVqN/WdyspQG1Roj8eg2syjLFixEFdCZ32LK1C3kjLTxZw6s/pcJLJ18BrYlllUBSsW4krorG9zBepWWGbKoEKHeA1syyyqgBULcSV01hddgRpMfUVI0qIxk4VEnog+zQJbCWH+VfNNNdLzYMVCXAmd9YVXoAYFoAhJWjZmyqBChwjzr5pvqpGeAysW4krorC8q0Nbprw1JVjRmupDpUy5Qs8BWQ5R/7eii4ywBKxbiSuisL3gI31IA2nAWl6fYnlOBuoa1JqIR0I8wMs5SsGIhroTOeqgVKBXqGNaaiEZAP8LIOMvAioW4Ejrri61AdVWgDaPYYBY7UwDynNenXVhrIjPWEsMMgBULcSV01hdcgepKQR9IocEsdr6gQifInLXEMIvBioW4Ejrriwi0tTYaEBSLnSkgedb1aReUD4U+ZJAZy32UMbBiIa6EzvpCj7Nrq48mBOVi7xUqNEHmLPdRRsCKhbgSOusLrEDbKqOR2VLxcEqjPi1DcqHchwwSXzmPcTGxxS2xYiGuhM76IivQtvpoBC8rG7VQoWckbnMe42JiC9thxUJcCZ1137dytrViAVxRJlJp0KdhQA7M9WGCzGueIzyXVgo0OqGz7iNQKpQKPbNJhWLFQlwJnXUvgcagpaxaxaIQ6NqUg1L3wFueFmNMgcYmdNavW6BUKAgVSoGGI3TWr1ugi8lz6/pURR/hBFK7PLkCjU7orF+3QKlQMVQoBRqU0Fm/boEuJs8N61NpTlH8a8tTmgMKNDKhs37dAqVCJVChkzixYiGuhM76dQvUqrwEOAnIm0xIf/+7YfS+ArUbXwo0LqGzfs0CXUyem9RnNqC//12sz/k9bEWemVixYiGuhM76NQuUClWETIVSoMEInfVrFuhi8mz4GdE4jtaAxfqU7MNTnrP6BPMx+jZWLMSV0Fm/ZoFSoYqAqVAKNBihs369AlVWl0ZqEt8UxATuyYZalCJ5rn/4bv3rzOj7WLEQV0Jn/XoFSoWq4qVCKdBghM769QpUUV1aqcnkGUWgQkG2ydP58N1YnlyBRiZ01q9XoFRoQ7SPXaFYsRBXQmf9egUK15deaTJ1lgSqKPYGDOQpiXhenm76VKVl1AZWLMSV0Fm/XoFSoapYqVAKNBihs369AtXLc2F9LqdQC3UKY92WPLkCjUzorF+vQKlQOE4qlAINSOisX6tAwQprsxlgz5mLhJTF3x6lGOHOHPXpIM9JxFixEFdCZ/1aBUqFolGKEe5s0wrFioW4Ejrr1yrQFn3ClVexDSRP7f4bY4SQ7W3enpH1SYGGInTWr1WgVCgSI4Rsb5tW6M9YsRBXQmf9MQp0Xi5w7VV8oxGoKgZ1hBDS/W1OnxRoVEJn/VoFqtenovKKtvn7GAdTtcQHIt3frDxd9NmYpEFLWLEQV0Jn/VoFSoXK4gOR7m/TCv2ZAg1F6Kxfp0BrhTsjF03lFX3Tok9tMEB4XsH42RMaWJC0HaxYiCuhs36dAqVChXYBhxkAACAASURBVOF5BbNdhR7/CysW4krorF+nQKEia/dV0Tit+rQRKG7KpkDm5anVp6c8h2DFQlwJnfXrFCgVKgzPJ5DtKxQrFuJK6KxHFeinQ8Bvg2XWaqqCcSbyVOizXaBaX6qD8JInV6CPlNBZjypQKlRnLyA4vyC2r1CsWIgrobMeT6CflgDaWGylcqTgnAj6bHGmKoZ5eXocvlsPK1YsxJXQWY8nUCq0QV/y0PxiuAaFYsVCXAmd9WACLboTEeiSS5UDBenY6NPhlwXPCK5BnxRoKEJnPZhAqdBWgckC84zgGhSKFQtxJXTWAwm0rk5AoIH1qbKpcViPQZ6tv3tgxUJcCZ31QAKlQqlQu0FtUyhWLMSV0FkPI1CJPB+tQHUyWEGfjgKtN6lKUBmsWIgrobPeIlCLsjgglSf12R7U2vLcgj4p0FCEznrbCpQKPUGFHrkWhWLFQlwJnXWtQO0KA5Cn0J/U5yryXO3wnSvQ6yZ01vUrUCo0gQo9ci0KxYqFuBI66xqBmtYGJM9Hqk/btyyvKU/VFJlvFIx0HqxYiCuhs65bgVKhI6jQjutRKFYsxJXQWUcFalwboDwl+ly41DqKAqI+Q+lTvilWLMSV0FnHV6BUaIaihKjQTSoUKxbiSuisYwK1rg7YnhvT55xAnUzWbk54l2vKUzKm4ATAioW4EjrrtofweI1QoS4+a/cnvMurUihWLMSV0FmHBGpcH7g8LfQ5V0GKL1U1tLg+W70J77CWtIbpIR7NOSOCm3dgxUJcCZ11cAVqXCNUqIvRWu0J77CWtIbpIR5Nc4VixUJcCZ11QKDG9aGRp5U+kyqSb14rvJqJ2uW5uD6R3UFZlE8PaCyhwCT9wYqFuBI669aH8FRoBipUMz2gsYQCm+8NVizEldBZFwvUvD7W16cKXFnL6rPejmzH8r2dEGcPUCc2kkBUkg5hxUJcCZ1160N4KpQKrSKfHuBIAlHNdwcrFuJK6KxvbQUaQKD5+pNoa22Byncs39sJcfKc9JkbFWwAB2DFQlwJnXWRQB2qY7v6zNafQp+APOVCk8UQX55twwIOXgasWIgrobMuXIE61AgVSoWGVShWLMSV0FlfZwWqlWcMfWZfYQYLNKg+pXu6AKTNU55SZJ3CioW4Ejrra61AqVAqNLBCsWIhroTOukCgwNx01+fKtXcG0FZBn5A82/Up3TmgzTNA2tZWp/wxCFixEFdCZ932EJ4KpUKrbEWhWLEQV0JnfVagyOSU2nPz+mwVKChPqdZke19LnnPzw2mkBki7hRULcSV01m0P4alQKrTK+gMn6xRWLMSV0FnnClQHoK6JwmB5turT7fAdTtu6oybvGFYsxJXQWecKVItYX1RoyjYUihULcSV01mcEik3PFn0+PXLF+mxBVvalb0eRZ2aGmA9MGaRrWLEQV0Jn3fQQngr1Q1b4pW9ToR3yjmHFQlwJnXXDFahYnhN9Pu3Zij4n1eghTVRtpW87yHOpLNsBdQ8rFuJK6KyvcxKJCoWRFX7p21ToT5BCsWIhroTOelmgPy2lz6dPpfoUte1VfmOE6rJCUval71rLc6kUmwL1ECsW4krorFdWoD/BPqJCPZEUfum7VOhPXIFuldBZr61AD0aUz09AnwOBPn16HQKNcBBf+u7s1VOAXK5fnxRoKEJnvboCReanvz6FbduWXblJsbxskJS9Y9MnbJO7GEAPj2DFQlwJnfXaSaSfqNCfqNARtsldDKCHHVixEFdCZ716Fh6ZoTp9Ph0TR59zzVrJy9Rxjk2vrk71EMu9eQErFuJK6Kyvcx0oFermOcemH5FCsWIhroTOupFAIXlW9Fmx55L6lDRsoy5jx3k1bJHUJvTDjHjzAlYsxJXQWTe7kJ4KpUJdWVShWLEQV0Jnfd0VKHD8Lm5bVZ2yztTL0tyYuOXwGCSNtme0jZZhhrTZgxULcSV01tdegVKhpq6jQidA4jyDFQtxJXTWTVagiDkPFPRpcPjerE9x0+3qMvccHMV8c43ZNKBlnCFppmDFQlwJnXWjFahYb2eoUBhp8Rs32phNA1rGGdJmD1YsxJXQWTcQqFhsPVl9msizUZ9A023iApGXvmmjTbk0QjvOgC6nYMVCXAmddZNXegB6O0OFgsiL37TRplwaoR1nQJhjsGIhroTOepgVaE2eS+kTarxFXBnqT+xEit9Ing15NEQ9zkjGpmDFQlwJnfVAK1AqlArNoB5nJGNjsGIhroTOukCgc3MVUNuZ3ov2+mwQKNi4VlxVeZYMipT/o9DnzDgj+ZqCFQtxJXTWGwUKie1M3ZUr6RNuXKeteXlm9ImW/5XIU61PNF9TsGIhroTOulCgVGimcVxcVCiKcpzRfI3BioW4EjrrYoHm5ytmtdN/espTqc9CW5Od12rUTZ9w+bfZU5VAD5TjDKcrA1Ysbfz2wc2eJ/9y+B8v//xs/9/vfp3ZbvzR/Wc3Fz6Z27j40e5mwPsPvzzr/v+r/2bSNxOuRaBU6KhxWFxUKIhynOF0TcCKpY1UoN89O3rsyT9MNpt8dPxeXqDydijQNloECjotkdIW5JnZf71KveyJ67MeSv2rqgR6oBppPFV5sGIZ88oeeQkmAr0rK3H6UfKX8dZAOxRoG5BAqdB6tVKhpqhGGk9VDqxYhrxyQlqCe4GedNWp9I39ofX3H04MlvlolzlyL24s+Khr8M1RRCG4JoFepi1stamYHOSp0GehnWwM9Up10qem/pXqDCTP2RmW/5ImWTmwYhnwyiugQXtd7Q32ux+7/+h+3nx/sFHmo9ui5bB2ztydP6JAAXCBUqHFaqVCTVENtCZZU7BiSXnlFdSgF13tnXY6ldQdR59kdiTz0f5Pg02qGws+2odx/ogClaMRaBuAPBfQ52yMxcblzoL0CRsvz5XLMz/QulTlwIol4ZVXYINedLX/j7PSEtE9FD7a/+nNYoNAO2du+xUpBSpneYFSoVSoBNVA61I1BSuWhBaB3t30Srwd/sCZ+Wj/p09efnRzc/POF6MGsXb6Ty4LUgpUTuwVKNy4UZHO61NqLNCfRvLMhjP3Bb3rpgk1awgYaX2qpmDF0vPKK7hBU4FefpXcTcQ3/mh38+QPp1Pn7w4P5bF2jgzWoxSonOgrULhxo0KlQpUox6HcEDDS+lSNwYqlp0mgqdHuhqd4Mh/dJhcfDX8Mxdq5fND/IECByom8AlU0blKihSDmarVVn5mPWhywmjrxgZhpSzTOkkzIk4cVS89yAu3Ooj/5+MfuxqKb0fl0hUCTM0gPFChC7BWoonGTOqVCVegHYqYt0ThLMiFNHVYsPcsJNFHebnRJp0Kg6W+jFChC3BWoqnGDGi1GMVetWn0WkVb7nDjmt2sxXT6V1u3NNV/PwGICbTqJpDn07ugWo5/INi58NDojT4HKibwCVTVuUKdUqIK2gRC0N9d8PQNgSrFiSVhDoN2nwo0LH42uCaVA5cQVqKppkxqNIlBZrVvQpLpCLme+UN+3YqRz/VInFSuWlIYL6TVnzyefqtoZGZgClbO0QN3U2dFY8tMIS21ni25Rfc6HIwVKmjSTtc3n9w6Ps3g4pEnBimUA6k/tdaDDT9+XbZz/KHO5PQUqJOZvoOrGWwt/EmGp7WzZUaGykZjfOzzO4uGQpQQrliGgP7V3IiWMlplwO5m7OilQIfFWoOqmW0t+EmG5dWm1+shzTkkIUNLkeSx/YT4CeKSzHdP8m9SDFcsYRJ/ae+GTo+7hNUiKe+FHR/AUKEDEFai6aYvS/4YKxYDHYj4CeKSzHWtRKFYsbeiexrT33+lb97c3o7vi0acx3Y7WtBSonGgr0IamLco+ibDcNlCu9vIUa0kClDIki0CM8kZLbQOjIc0LVixtjJ4H+lX5OZ7pR4cL6Z//ePzL6JgeaefY1HArClROvBVoQ9M2xU+FWmQRiFHeaKltYDRkWcGKpY1EV5MnyfdH55OPfnmWPkd+ZuPKR4MfRicRRYACTXCzp03Zn2Kst56tuXXlqdInlDIsh0CE0NBk2obGQpoYrFjaSHX17ehdRsnPm+OPHn758Ea8ca2dyQ+lFChAuBWovmG78qdC23MIRAgNTaZtaCxkWcGKpY2BrkZv00zPD01etHn/onua3esf/zC/cbWdvUCHv6FSoHICrUDbGrYr/dm2s1Xn7856lwRiwBpsyB8UHzw0cw03yfMUEFYsbRjqaje+wEkHBSon1Aq0rWFLBcy0nS08KrQ+FtIo2kejRaHHJrFiacNQV7c2DVGgcsKsQNuatSz+mdYLhbeuPBX6hFKGpQ+Kr61taBzkCcGKpQ07Xd1/VnhLEggFKifQCrStWWMH1FovFCAVWh8NWRxw29A4SBOCFUsbyXvhG9mV3nOMwPfCQ4RYgbY3a1z/tbYLxbeuPGF9mmepPhbSSNpHQyvPYRxYsbRhJtD7z58bhEOBQgRZgbY3O28EvRxkNqBCa2MhjaR9NCwUihVLG3YrUBMoUIgAArVodN4GejXIVOCqT1GnZvQAtWg+GsJI4LahcZBnBCsW4krorK8sUJsmRX5RukFmgrXlienTMD2SsRCHAreOjAOUEqxYiCuhs776A5VtmhRaRuUImQ+o0MpYiEOBW0fGAUgJViwW7M4Xs0+uc+8ZfrS7GfB+deOZj06X5B/P4Uc7iKdAR1ia8xvfw3fhz5+N+lSaThQZ1qjLWAhDaR8MbZKnCcGKxYBfnp2E9d3kTssLo4/qApW3c3wwyU3/QywFCrCGQKlQKjQbSvtgWCkUK5Yxr+3BynCvsOMVSJlnfZwZf1QVKNBO78/TXyhQgHUEaorYMLggxCZwkaesIwJHyZp1GgtxKHDryCiACcGKZchrJ5Ay3J0e53F42tzX5QfR5T/qXDq5m13eTmfi7nj+5WeXjUNdSk+BelM3TZMoxD6gQotjIQ4Fbh0ZBSghWLEMeO013KD7Nd9xMYg+CvnI3c3ocUpQO51RT5vcJk/Go0BFbF6gdcc0SQIwgb07Zw/dB1HW7CBr1m0shMFMGpv8xDPfro08O7BiSXntNYVBb3unYS/jODB+pQfYTqLf9PVMFKiIzQuUCqVCBaMAJgQrloTXXlMYdG+yy8JP8Vq528kZJKid9I1I55d7UKBSNi/QOcuoNQF5YDV5GunTbSQymcqHMmwrd5JxvmUbeXZgxZKgEugueVw8/mLj6QE81k76Ts/zf1OgUjYvUCqUCp0dAzgdWLH0vPaawqD9ojB9wftuIr78R5nXHGPtpBucF7MUqJTNC3TOM2pNzJtAUroaeSLdEMQ227TnOEhDGbU21ed8y1by7MCKpUcl0MsR/MBld8MD8+JHkzPwaDvJmvRyPokClbJ5gVKh87HNNu05DtJQRq2tq1CsWHpUAu2dphDo9AwS2k5nzeeXDylQDL1Aba+F1zKvGp0pAA9UShdXp+y6+UmU9eiqbXsOgzSYUWu5u3znm7aSZwdWLD0qgfavZVcI9C6zAAXb2R+337z3Q3eH5w0FitKyAqVC58qXCpUGM2ptbYVixZKg8GfyWnZcoLlfQNF2js/TO/BHChREK1Djh4GokcgGdwXkgWLpesnz3A0gvmrrfqMgDWXUXGZiCZq2W39uSKCTVxJr2nl5ekHyk+d3FChI4yE8FVopXyp0swrFiiUFv4opESh+Fn431GN94+JH99+9tdfn/jCelzGhNK9AVxboqKQqNYGYAjJBsXhhe85FP+oIFF+1fcMxkAZV379Gn5lR0GXjp2Vv5RwKFLsONH8Er7ue9PgXXkiPoRGow/M8ldRqQOsJzAP5wvWVZ5b5GNvSosi/LBLVfuZHQZmLE1ixDEFv5EwECt+JlD+CV97RxFs5FehWoFRotXip0LmQ4L0Lm7ZSKFYsYxB9PqRn4eF74fNH8Fg7yRaX5SkFKgUXqK88kcKq10AGNIAZCxQKdw15zkfZmBZN9iWRqPYkGRFVJi5gxdLI8CdN6GlMt4WX0SHtdP//uP+XH5z/iwKVEu8QHikvSS201ysVqs2+JBLVniQjosrECaxYGunvRDo+rPOr8nM8Rx8lR/8PsxsXP9p159+7M0nPLr+PUqBSQq1AwcKerwO4Un31qS1nCU3SaBslICTFfhV9VefhAlYsjSQ/S04fF9/faZR5yHz6zZmN6x+dSX6MpUBFBFuBgqUtrmV5vVKhmgzJQ1LsV9FXdR5OYMXSyi45EP929MKi5FbN8UfVJ4Mi7ZyvAz08qf68NQUqAhXop5866ROua3EVt9WqrCgbDt7hfuRp0kbTGMlDUuxV0VNlDgZgxdJKcgw/eWVmeq/75G2a+y8O7uOsbFxt5/7Lt/b6fOeLtCEKVETjITwVeoYKlYSk2Kuip8ocJGDF0sxt9mIkDbv8SSUUClRK0wpUWHUNhQl/oYIqCmFhri1Pf322BSXd5+jPqp6qMjACK5ZmLu9EaubWxnsUqJQwJ5FKUxn+QgVVFMLypELrQUn3GUOhWLG0szNagt5/ZtMOBSoFE6jT0XttKiu+grQz16SwNNeWp7M+DeMU7rF1QBozjRVLO3thmSxBdxbN8L3wAG0nkSRlIEJRa2BJUKFNyTGMU7jH1gFpyjRWLAb88sxCWPefP29vhAJF0K9AJQUgQlFnUDFU2plrUlyda8vTUZ+mUc7vbm6v4iFpyjRWLBbsMs9FXgkKFKBlBSqoAxmKcoNLggpVJ8c0yvndze1VPCQNmcaKhbgSOuvaFaigAmQoSg0shkIrkkaBCgXlqehDnSaDaAdHRdusAIakIdNYsRBXQmddvwKV1IEIRcEpSkIZB1CpVKiUtlkBDIk601ixEFdCZ10rUEkNiFCVm6IkVHFAdQoevyv6UKfJJNrBgWmdEdCQqLOMFYsFl99AJ7cJ9Uw/evHRzc3N6x/nLl2qtNPx2wfjHzkvf+FvoAArv9ZYUXKKclBGAVXquvI0fyK9Q4Tt8oSGpClSrFgMuJyF/25yw/uFyUfdg+iOf5neflRp5/TVkSH7v1CgAKu/F15ReIqCUEYB1CsVKqF9PgAD0hAnVixjnu7BynBvr+MFnJlHLp2ZfHTxp2Tj0f5ux4ZM/kKBAqwrULjsdOWgCgOo1A5An8X4dL3DwpVkqCWOEhbTQT4ardFixTLk6QmkDM93Ih0e1vl1+TmeX4+e43nTHaK//Eyw8YCDegd/H/2FdyJJWXsFKpzQ8BeK3wfCkNfrASq0jsV0kI9GW6xYsQx4+hQ36OVeeORJ8p0kT5vcih5ff+HFZIk5/gsFKmVNgQITGv7C5LtwGPJaPaA//a5MSUu4xSzp91/HZkKoOweDFUvK06cKg972upO/y+ju5rLF2HfV184dnv757ofJN6Z/oUClbOIQvgP+wuS7cBiQk6jQOjYTQt05EKxYEp4+VRj08jxQ6G2a6QvlboFXbx7e4DE4iTT9CwUqJdAK1GbqT1EWLeQjuT7ngtP2EgzXJ9V5tBNixJLdwoolQSXQXfK2Dfn73JN30Q3+u95O98jQ934cnoWf/oUClRJqBepV12AYaTgAVGgR7YQYsVy3sGLpefpUYdB+vXiXLCqnThx9lG4w+hG00s7Dw6/dvga6nP6FApWynkDzxWEx+weoSxa0kY08tfoEg3XKdRbthJiwZIewYulRCbR/o0cqu7uhE6cfJcvM5HzSXDsnateBPlCgcoIdwnuUtbpwQR9RoQW0E2LCch3CiqVHJdBed5BAO2s+v3xIga5DkBWoW0nrixZ0kUKfWDxVwGB9cp1j0r/yfcBtfbQNGyuWHpVA+zNAkEC74/ab937obtq8oUDXIswK1K2ssTCyIcmgQrNM+rcFhWLFkqDwZ2IuTKDJ+9z/SIGuRIgVqGNFA1GMgExkJc9F9ekv0EHP6o+SbeyjceBYsSQsKdDL+9yfPBdsXNxp7i8UqJQgK1DHmgaiGAG5iArNMujZdhSKFUsKfhVTYi7oLHz31e/e2utzfxgv2bi009xfKFApIVagjgIF4ygEJUAiUFlkmm5CobppZ8KgX8PXaU0N2tBL88CxYhkAXwU6FKj8OtCU0YX09Y1HO839hQKVspZAs4VhXAVwHNmgRFitPhfWp6dAB736dIyi30vGjxXLEPRGzsRc0J1Iww8HvqtuPN5p7i8UqJRgK1DjOoDjyAYlggqdMOjVthSKFcsYRJ8P6fIRuhc+2SJdcc60029BgVoQaAVqXAOKODJBiVj38L3Fnm76HHZrYs+JPjXd9Ir9p4UfqJz8Sok8jan7/8fvvfxgcrtm9WlMDxSoGaFWoMZVoIgjE5QIKnTCsFsbUyhWLI30dyIdn+P5Vfl5oF+Nngf65Hl3JunZzfidyJV2jlCgRoRYgbrQHoden0p5rqBPJwkNOjWVp0qfrtdqjMCKpZHkF8vpk+T3H/ZPGpl8dOZku/rG6W+hFKgRQVagLrTHQYWqGXRqcwrFiqWVXeK2b0fvMkrEN/7och3o4eHzMxtToD5c6wrUIg6tPLelTxcXJV3KyXNsT4cI2sCKpZXkGH7yNs1UfJMXbd5/+dbeke988TC/MQXqw/WuQC3ioELVJF3aoEKxYmnmNnumXMMud80SDgUqZR2Bes9/m0i0+pzzk21iWuXp4NBBlzaoz8UFenknUjO3Nt6jQKU89kN4KpQKzYAVSzs7oyXo/Wc27VCgUq5RoHZxuOjTOC1G+rRT6KBDWXlG1+fyAt0Ly2QJurNohu+FB7jO30Dt4qBCFQw6tEmFYsViwC/PLIR1//nz9kYoUITrW4FaxqGx56yUTJNiKM9SvChJhzYpzw6sWCzYja+FXw8KFOAaV6CWcUiMQ4WW+7dRhWLFQlwJnfVrW4HaxiGxzZw9PQ/frc2ZD7m838xHgw5tVJ8UaChCZ/36VqC2cUh0Q4WW+7dRhWLFQlwJnfWrE6hxIBLZzOgTuIYpjkCzkWd2OjcCm9Tnqr+BTm43GvLbB+MfJ6d/wdt58dHNzc3rHx8vgeJvoABXdQjvEMi8ZMz0CXfXSpN1ajutj4BEniH1ueZZ+O/GN7wPmbkFswdpp3vm3XHjT46xUKBirmwF6hDIvGKo0FLvNqtQrFjGdL3EynCvsOMFnJOnKI22ux2bbfoXuJ2LP08bU6AT7r//vzq+mn5iL9BKpXiWjTbcmWbn9QLJsxynoss2emyh3rvN6rNNoOeeSouz43wn0uE5nl8Xn+N5UN3g79O/PMDtdM8V7Y7e//3D82OYeSdSyuHHkPMa/eMfhh96rECpULlk2tJhbkSYeu82q9B8UYgE2ndUXqKXe+HrT5J/MVkaTv/yALfTv/+jf2ITBXrhxYc3Q974Iv3YVqDzxeJUNrpwBYHMK6SsznnBtKTD1INK6r2LJU9oz/mikAg07a24SG973ZXfZXR4+ue7HyZmm/7lBNTOfovzNfy75PHLFGjHUZ9P3vnjP+2P4P/PP350VGhyKG+9AqVCMcm0pMPUhUrqvdusQvNFIRDosLPCKr08D7T6Ns3DGzwGJ3+mfzkBtnPhlgIdcP+XTpf/Jf0H6NfDI1jfu/zJUKDZ47WyQh0rA6PatMAhRXXOX+TTkgw7CWqZ65tkJig6DqMY+nxReAl0l7yIo/w+992TfdkOBTr5ywmwnTO9NinQjl/2y8/3fpj8+eWfb/p/lExXoFTovGSoUL9ZUAQe+nxRzAt03F9RnfbrxbvkB8vdWHy/dtsMxDf9ywmwnSP3Xz67bEqBPhySULiMdq/Qc3rMBFqSZ0Wh7tUhpdK4sWDy0So6bSPANub6FkGeyqHPF4WTQPs3eqSyu8u+j1h2HaiindvDb33nhzlRoHt++49fFD97+R+tBUqFyiRDhXrMgAqqoc8XhZNAe92tLdDXn59+26NApRgJtC5Pz+IBA5XX0BFTveTjVXXbSoEtzI/EQv+AFtAP/TdYsfSoBHp7+UVtPYHef/72R93FTbwOFGShQ3gqtBavqttWGmxhfiS2qVC1QDUnkRKXrbgC7egucDqefKJApZgIdF6e2QJaqkSUVXTAUC+FkDW9thJgC5KhqLozgDwLUXzzSAXaX0lPgUpZ7BCeCi2GrOm1lQZbkAzFFhX6TYNAFRfSJy6rnj0fb1z8i66d88aHL1KgKfcv/vGPPX8a3JdgIFCZPDNVtFSBKGrogqFesmFr+m2nwBbah0PTdzH6KLo/5ovC51bOoUDL12+ONy7+RdfO+YsU6Jjvng1u5RwmZsFDeCo0G7am33YabKF9ODR9F6OL4vinfFH4PEwkcVn1DqLxxsW/6No5QIFOubu58RWoXJ/GAgVinKe4F0PBTGLX9txOgnraB0TbexGaOPo/5YvC6XF2/Vn46j3s5y0EAoXa2SXH++flKgXa013g9e6//vXC8NakZoEi+hz5c6H6kJHdi7FgbLAyYBPtA+KWHzCW7JfyReH0QOXkV8r6U5QexA9URtrZKza5jOr4Vwr0QvdkwFwGTyy8AqVCLbCyYBPtA+KWn3aFYsXSSH8n0vE5nl8Vn+MpFijSTufYJ90V9N093v1TTSjQIzOpaBQoJE87fUL1ISO7H0O92GHnQDXtQ+KYH5U+R3/EiqWR5BfL6ZPk+2d0HqgLtN8YaeflB/3Gb14aokCPFH4tPrPsITwVaoKdCdW0D4ljftoVihVLK7vEbd+O3mWkFCjUzsvLM4Pf462cE26zZ+HObG8FCtWGnOy+TAVjg50D9RgMi1t+bCYIViytJMfwk7dpagWKtXN8K2f/7CEKtGefizfLn25xBWpRIRmy+7K1jAl2ItRjMCxu+bGYIFixNHObPVOuYVdbLcmhQBP2/769VxyeJoGC8hzqc63aKJDdm6VfjLDUoJb2gfHLj81swIqlmcs7kZq5tfEeBZrS/cTx+ttn3rG8DpQKBRxjhKUKtbQPjF9+LOZCvij83gu/M1qC3n9m0w4FmvCL251Iy+vTojjyZHdn6RcTtAFV3tlk1DmDbJtgMxvyReEn0L2wTJagXMqa2AAAIABJREFUO4tm+F74ASN/2t6JRIVCljFAGxAVipAvCj+B7qvUQlj3nz+f32gWCnTAbfc2+L963InUYs/VSqPMZHfWhjFAF071raEmnWvMtBlWcyFfFI4C3a8dK6d6l4UCTenuSags69tWoFQoYhkTdOFQoRhYsRBXVheo14X0i+rTpjBqTHZp6RcTlPG4yxMbHbf0GM4RrFiIK1d8JxIViljGAGU8VCgIViwWXA7hRxfAj/ntg+kF8B/nzrwD7XR3wyc3fvIQfkD+idRnFhDo06cZga5WGjUmO7V1jAGqaP7mfwBPgTZyOYn03egWzBGD9dBFfE+mFY6089sHFGiZfaoq14Y5H8I/PbBJeYbTpzIaU322j5BTcqAY5sGKJVc8si3P7Iv06MDJQ0BG290mZhstHAcg7QweGUyBTtjnuXuyVR73FSgVaocyGioUBiuWfOlItj1zvpD+8Bi6r4uPoTso8/L3XXd9zf5r//7hzXiNBLWTOUjlhfQXfvvo7bcP/7RY34kkO3qf6nO1ojgFXfhksmN7xzShjGWRw/emV2CaYTRFDuSLQiTQuUZyXG7lrD8I+cVgadg/dn70oBCwne5Kx7EtKdAL6e8bxhfSU6GoZ5pQxkKFKsgXhUSg861kuO11V34Vx+Ghc+9+mD5J/nzp6HgJCbWT+5GPAr3gJlCxPiPIcxLZZIvJrq0N04gymkXkGUGfVjPlSL4oBAKVNDPh8ji76svguiP25/mLasZv3sTayTyvjQKVssgKlAq1QBkNFaoAK5Zi3QiLcJc8R778OuLdk/d+LL7AY/hHrJ391p+87K6HeueLYotrcqUCFcrzqE9l9ZgUQyG60VaTfds7pgG18RbSp2yoXFID7F8OVizlshHVYL9evEt+sJyc2fm12yYj0Psvn403xdrZ+/sPp8PTd/lEehDfFSgVaobaelSoAqxYymUjqsH+gfSp7O6yL4OcCPT2cLHn6BkiWDu3yQ98J5NToHvu/7Xy4X8//VPj+xvoyFVrVMRsUN9kY/NxjBp1NJb2bNSnS2KA/SPki8JJoL3utAJ9/fnwJBDUzuGtnB/zrZwTfvvgjdJ9XC//fE7PYvfCq4rIpBioUCoUJV8UTgK9Td/LDgr0/vO3P3p2M74OFGonuQiK74VPud//g/LeD5kPun9pfrfkClRRPlaVMB9WPjYXxWhpMF4YfXrkBdg9SL4ofE4iJS5TrEA7uguTBufRle0cFqOHL1KgB7pXm747vgmpe/5Af4PsQitQRRFZ1QIVSoXC5IsiqkAnV9Jr2+m++P6pQQr04fzC59//019P//uv/627WuEmObRfYAWqKB+bKpCGlovORTFaGoxnKM8WfXpkBdg9TL4ofC6kT1xWPXs+3jhlN7Skup07CnTEiw/PD2x5+/xqjze+SD5fZAWqKCKbOqBCqVAV+aLwuZVzKNDy9ZvjjVPuJgJta4cC7fn+o8GNSO8MD+ndV6CK8rGpAXlw0/icFKPETH+tqIfNISnCXWfGWkK+KHweJjI8n1O+g2i8ccpIoOp2dvwNNMeLfzwsP5+8/afJlU0LrEAVNQRN9qb4LhuPInDTjAozBbaiHjaHpAh3rVJoviicHmfXn4Wv3sN+3iL5wfQizdEyU9vO5bdUClSK++PsFPUDTPTW6IrX97tJRoWZAFtRDpxDSoS7zv9rOQtWLI0kv1LWn6L0MBDfXo2Ty4+SJpF2Tv/ZPSX0eOhPgUrxXYHC1SOf4s2xuejTTAgGsdijGjuHlAh3XRpuAVixNNLfiXR8judXxed4Ti+Afz68AP6hpZ1u4/4BeRSoCO8VKFxD8kneHBsVCqMaO4eUCHetVihWLI0kv1hOnyQ/ukIp/e3yZfKgtTdHGyPt/PKs3/j9S0gUqAjPFShcP9Lp3RxZPUI3wagwF59f3zIj4ZAQyW7zc0A+gbBiaWWXuO3b0buMKuI7XaXY8d6P442Rdn65XKpzvj6cApXiuwKFq0g+xRsjo0Jd+pYZCYeESHabnwPS6YMVSyvJMfzkbZo18Z3fypndGGnn/vR2z8t9ixSolCaBzosptDxLPzAYacqEhljKQfn1bTQS5umQ7LQ8CeRTCCuWZm5r732E2OWuWcKhQKW0rUCpUJVmIBpiKQfl17fRSJinQ7LT8iSQTiCsWJq5vBOpmVsb71GgUnwECleQdGK3BCWU53WdQDJsVBYwOPDtAFNAPoWwYmlnZ7QEvf/Mph0KVEqjQKlQjWQg1LHUQvLsHTjw7QBTQDqBsGJpZy8skyXozqIZvhcewF6gg08bKkBLxZeDV4Revz6NG3XonQXAJJBPIqxYDPjlmYWw7j9/Pr/RLBQoQLNAqVBnyahjqYUTpncWAJNAOoWwYrFgN3kz5mpQoEd++18FP4cYCDSZrJNPlLNfz7w8h68JzYVk7yst6kjqoYTomxXAJJBPI6xYiCsrvtJj/pIGE4FSoW6aUUdChW5rBUqKrCfQm5v/MLcINRJoAc3cb0MiTyd9movBLZIgvbMAmgTyaYQVC3FlNYF+Nnz4fBZfgVKhrThFEqR3FkCTQDqJsGKx4PIb6OgOojG/fdD/ONk9BmR4x3uCuJ3d4HnBN+/zN9Az939Jb2/Ns+YK1GYfQyTy7F9Un4/LSVowFlFkByJE72wAJgEyjbBiMeByFv670T3sIwa3YP72QVmg8nYo0DKHpw38rrYIXXcFarWXFCo0m+P2hs17ZwMwCeSTCCuWMV1Ysi3P7H12NODkKUqj7W5TsyUbj7cG2qFAK9z/1+4focrFYde2Ai2UztMxDgK1NoMmjlqG2zro0DsbxHNgKYGeA5Nse+Z8J9LhOZ5fF5/jeThm7/+ef18c3k4SBh+oPOawCH23eC7JU6DQpLdBvPqMr8/W/VcGI0DvbADmwGLvROqjE2x84nIvfP1J8i9GS8PbouWwds7cnb9FgSbcf/mssghdawVq034GKrSU47YOmvfOBmAOLPNOpDQ4UX123Pa6K7/L6LgU+rA3237rwp3vWDtnkifeUaAph0f+v/72iXcGiVljBWrRdgGBPPvDd0N92loBj2I+x00ddOieCeI5gK0/GwQ6jE9YoJfngVbfprnr1kHpSaT91oW7l7B2ztwO3i5HgSb8JfmR+NXFBEqFttG2/+pgROieCeI5sNAh/DA6YXnukhdxlN/nvnvy3o+Ds/D7rT952T0J+Z0vRg1i7fRfuqxVKdCUyxP7FxUoMOHtgA7fr0Wf5Swn4mjqoEP3TJDOAXge5YtiXqDjAEX12a8X09e7T84Q/dptk4pv790/nIp6dJIDa+fIYKlKgfYcrgY9vzRlwvKH8BYtV6BCB1mmQhc9hB+HJ6rQ/o0eqezusu8jTsV3myyLhr9zYu1cvtP/IECBXnjRLT/LN8UvugJtb3QOE322n75pp2nno1RMu7p690yQzgLFPMKKpWccoqhEe91B4ju8jvjj7GuNFQIdvjOJAj1x/+fa8vNh8RWoRbN1qNBLnqnQbRzC317UBYkvUd5u9MucQqDpz6YU6JnD/VzV2+EXW4G2NyhhXp+DgioV5vp2sZNn/qmn25dndUq1rD47sGJJGEY4X6EP47sq4UPv018HP3Ti7YxO1lOgHS8PzxqoP5BpwRWoRZPzUKFU6KD7qlmEFUvCML7ZzTsMBNp98f3h/wTbGV0uSoE+nB41sN7TmGTz3Jg5fY6KqlSYa+uzVZ52+nTonBGu8wgrlpQ0xPmtOxKXVc+ejzdOGVkSb2dkYAr0IcDzQJea7QOo0Ewicl2lQitgxTKgj0+wccdQoOXrN8cbp0wFirUzvtyeAn04PJF+Zvn54P80poXJ6fMs0MxBXbk4V7WncO+ZLyZpGN4wMO0q9VkBK5Yh5wAl23YMzwuV7yAab5wyWmbC7Yxv+KRA9/z2X5Z6J1IkqNBLGqhQNVixjOmCk215oD8LX72H/bxF8oNpcuflwJJQO6O2zg1SoCIeiUBH9JuXy3NNfcr2XnPKUaDlA3jpXnx6V2F+YCabOoAVSyPJ8rH+FKWHgfj2ajz9Z/d0z+Fd8Ug7HbejZSoFKuXKBArJs12fZtqw2HchC+WOhpJnZjDR7Q3BiqWR/k6k43M8vyo+x3N6If3zH48bjw7TkXYm/+uBApVzZQKlQjNZKHeUCi2AFUsjyS+W0yfJj47OU9X98ix9jvxwY6SdYQTnP1CgIq5NoIg96/W8ljybD99z3YX35NW3POXx1HzHAKxYWtklbvt29C6jmvguTwnKbIy0M/2hlAKVcm0CpULHKah3lQrNghVLK8kx/ORtmlXx3b/onmb3+sc/ZDZG2tkHMPwNlQKVcm0CXU6ftgJB9lw/fYTos7Qvv75NkYxqy3dVYMXSzG3p0fIwu9w1SzgUqJRrEygVOk7BXFep0AxYsTRzeSdSM7c23qNApTwygQ62nCvsdeQpOX6ffKeQAGlX13KncohtWqmBFUs7O6Ml6P1nNu1QoFKuT6BUKBXaDFYs7eyFZbIE3Vk0w/fCA1yfQKXybNGnk03mdlvee7b7QFdXQTnApo0VwIrFgF+eWQjr/vPS23cRKFCA6xMoFUqFNoMViwW70hs2l4cCBXhEAp1sN1/gi6uztNN6BNnOQx21ANpbw/C6NZyAFQtxJXTWr1GgVCgV2ghWLMSV0Fl/NALNbCWq84XdOdmjxN+ZzuMdbQJNbMvgKoOCwIqFuBI669cpUCqUCm3aCVYsFlx+Ax3dQTTmtw+Sx9mljJ+5JG6n43RH0/ESKP4GCvBIBJrZokEWnswevteP37O4Bw3usWVgrSKsgxWLAZez8N+N7mEfMXweaEWg8naOz3U6bvwvx1goUDHXKlAqdNmugntsGVirCGtgxTKmGyOsDPcKO17AOXmK0mi72xuZQIF2en+eNqZAAa5XoB1leXYoK9Eb/AB+Vg7eIUP7bBrRps7I94EVy5DzOCFleL4T6fAcz6+Lz/E8qC7z9934gcpQO52Ju0P97i2+pz/yTiQppTmRmWw+5bAa+jp0xX716dxTaK/rDpp8P1ixDOiHSl6Fl3vh60+Sf1FYGt7djO8ERdrpZHva5DZ5sCgFKgIQKBW6DFSoX1eke8GKJSUdKXEV3va6K7/L6GX39M93P5yabfxGJLCdRL8Xb1KgUooCTeeazaQMRlslurGxw3dgz/KhKf907RluClYsCcPhEhbh5Xmg1bdp7ro3eOTeynk7WWRC7aQvlDu/G4kClVIW6GCy2UzLYLRWoxNU6PoKxYolQSXQXfIijvL73HdP3vsx91rj6QE81k76SuTzf1OgUioC/Uk8XeWFEYjWSnRiU/oU71s+LLXLd/0DPoMVS894vEQ12K8X75LF4G4svl+7baYCzb34HWon3eC8mKVApdQESoWuAhW6vkKxYulRCbR/o0fqsrvs+4inAp2cgUfbSZarl/NJFKiUukBNJ2Uw2mvRhSuSJ0zm9jH5E01NQ8aKpUcl0F53CoFOzyCh7XTWfH75HgWKYSJQKtQSKnR9hWLF0qMS6O1FgQqB3mUWoGA7++P2m/d+6G7+vKFAUbgCDQYkzzX1aT4gWXmW9SnJjjporFgSFP4s/BwpE2juF1C0nW4JeuKPFCgIV6DhoELXVyhWLAlLC3R6maeinZen98s/eX5HgYJwBRoMU316Bmo8HAV5Ft4qCmRIFTRWLCmwP0fnc8pnz8cbn7fK6BFt5/67t/b63B/G8zImFK5Aw0GFrq9QrFgGoP4snBCfXr853vj0P3Mvgofb6TfmhfQY216BtkQA9XA5IHlCl7GbohywIkV75vQJ/hOjCBsrliGgP0cnxMt3EI037sgfwePt9N/jrZwYW1+BtkQA9nEpqND1FYoVyxhEnw/pWfjqPeznLVKz5Y/gsXaSLS4rVwpUypZXoK0xQH1cClAL6/ROPWQFyvI863M2QzKBSgPCiqWR5FfK+lOUHiYCvc0uL7F2uk2O+3/5wfm/KFAp216BtsYA9nIZqND1FYoVSyP9nUjH53h+VXyO5+TkT/6XTLCdw9NFujNJzy4/nVKgUra7ArWIAurlUoBSWKdvDQOXZeTMpx1ZfdblOa9QWThYsTSS/GI5fZL86E6joTLTbw43RtpJrgNNfoylQEUYCNS6lkTYxAH0cjkMfOAcYdPITZmqs6BPiTwt9Ln0O5F2idu+Hb3LqCrQ8Q+cycZIO+frQA8PsT9vTYGKuKIVKBW6XL+aRm5KOIVixdJKcgw/eZvmnEAH93GmGyPt3H/51l6f73yRNkSBitjmCtQqDqCXCyK3QaHT3gG2Dd6I3MH7WZ+j7sj0WUuZNCisWJq5zZ4p17DLn1RCoUClbHUFahUH1M/FoEJXVihWLM1c3onUzK2N9yhQKcFWoJ8WX6GZYBkH0M8FkanzyOIdUuW5TF6eGX2mgvzbmetYgV7eytnK/Wc27VCgUsKtQKnQA1ToqgrFiqWdvbBMlqA7i2b4XniAZoG61FF9Q+NIxF2NysI90ea5gPDwPaPOokCbI/8UKxYDfnlmIaz7z5+3N0KBIoQ6hKdClSzcE22eC8RT6PIC3a8dp89FXgkKFCDICnR0HqG2qUMcgDsePS15zlA4fP90rM+SPLMCbY390xUESoqEznqYFSgVuhVa8pwhnkI/pUBDETrrIVagn04pb+wUB6KQx0xrnkdk9VmSZ0adDivQTynQWITOepAVKBW6HVrzPCKYQo9xYMViweU30NEdRGN++yD9cfLFRzc3N69/nLt0qdzO/Zdvd98af3Rpmb+BAgRYgWbkuYI+K02TBIs8J4yGPSvPkz4L8hTrEwkFKxYDLmfhvxvdwz5icAtm9yC648bT24/K7Zw/ubl5L98yBQoQYgVKhW4JizwnhFQoVixjupCwMtzb63gB5+QpSqPtbhOzXfyZ2bjcTvJJeuI/aZkCBYi6Ai0L1L2sEZk8RuwyfaA2/Odd1g/grQRqtAI9B4WU4flOpMNzPL8uPsfzoMz0OZ433XH4y88mG5fbOT8p9PBRv3Idtsw7kcQ0CtSpelbUJ/1ZxzDTHbXBP+5wJM+/HzDX5ygCrFgG9HHJq/ByL3z9SfIvBkvDToWnTW7HG5fb6d831310XoK+GC06KVApq69AqdCtYZjpjpAKxYolJQ1LXIW3ve7K7zI6PLXz3Q/TV3ietxj7rtJO8pLOy0fjlilQOU0CdaoeWJ/tcUj2QjqMMy2U588Dear0CcWBFUvC8KcFYRFengdafZvm4c0byUmk9IVyo3cjzb+Vc7DVuGUKVM7Kh/BU6PYwznRIhWLFkqAS6C55EUf5fe67J+/9+DAU6Cd9C4ON598L39ELdNQyBSpn3RVo0Z6IPpujEO6HdJhnuibPsz5H8jTX52T6YcXS87e/KQzarxfvkkXlbiy+X7ttCgId/QhabSfd6s1syxSonLVXoFTo5jDPdECFYsXSoxJo/0aPVHZ32fcRJ5pLlpnJ+SRhOw/1l3xQoFLWXIGW5QlcBdoYg3g/5IxxnrODftrV4PD973+X6RMOOjP9sGLpUQm01x0k0M6azy/fgwXaXfiZPgCKAlWx7gqUCt0kxnkOqFCsWHpUAu3PAEEC7Y7bb977obtp8wYX6OCS/HHLFKiYFoEaFg6gz1RsrRHUafXMleKQ6dGAn3ZUOH1krM/s9MOKJUHhz8LPmvMCTd7n/kdUoN1FoMOz8xSoirYVqEHhUKHbwyHTwRSKFUvCkgK9vM/9yfM7UKAvP5zcQE+BqlhvBVqTp+S9SP5Y+eb6WCbtRXkO9Nl2Aqkw/bBiSYH9OTovNHP2fPQ+9+/e2otwfxg/vYyp2k73PJE3RoKkQFWsuQKlQrfLMmlfTaFYsQxA/Vk4sV64fnMo0Id+48F6cqad7pzTe+NH4FGgKvQCba2S+PqkQGvI06ZLufLwPavP0s6K0w8rliGgP0cn1mfuIMoLdOy7ejt/uckd1VOgKqKeRKJC4yNPmy7lKyoUK5YxiD4f0uVj9V748xZnsyVb3A2vSKq3s8s+P5QC1bHWCrQuz43qU/OdTBuNLayAIF1gwkfyLF5C33ICqTL9sGJpJPmVsv40poeB5rpNjt97+cHkts9yO3vZvpp73D0FqiLqSSQqdFsI0gUmfFWFYsXSSH8n0uVpnYXngQ41d3gGSHcm6dnN+J3I5XZG9x/lW6ZAxUT9DTSKQCGZ4d8otNHUQlyQZP9cFGhdn+v/BgqT/GI5fZJ85YbL5DrQ09/6jYvt7G5SkqYpUBVagbZJaU6eG9Qn/o1iGw0tREea6rE8s08BdTuAX/qdSLtEZN+O3mVUu2P9fB3o4eHzo40L7aSvAaFADYj6GygVeqVIU72uQrFiaSU5hp+8TbMm0If7L9/aW/CdLx4yG+fbSVatFKgFOoG2Sunq9Al/odaGvolNMJ/o6eF7gYbD9/r0w4qlmdvsGXcNu9LTkzEoUCnrHMJTofU29E1sgvlEr61QrFiaubwTqZlbG+9RoFI0Am2X0rw+owgUVoJUIvYtbIlalhMbuulzbvJhxdLOzmgJev+ZTTsUqJR1DuGpUJcWtkQty+srFCuWdvbCMlmC7iya4XvhAdZYgUrkuSl9gptX29C3kFB6LeUmWFueawh0Ly0LYd1//ry9EQoUIepJJCq0DSr0THZQwwl0v3Z8c36jZaBAAXCBtivp6vR5TIpGFeO0trXRUXPJFhAfvk/kuekVKCkTOutxTyJRoUqo0AHZQaVAN0TorKMCtVDSFeozCnM2ic4g/tV+AV31EH50AXzC/Zdv7w+tXx9/9NsH2aNtqJ0XH3V/+fh4Bp+H8ABrHMJToY5QoQOyQzo7855ixWLA5STSd6NbMHvOn9zcvJf+ufCIZaSdy/2dTz45xkKBiom7AvUUqLx9R1XYM++T2ADyzBy/T5qrDL2vQLtbTrEy3CvseP3R5CEgF5JP0vNNk7drTraebSe9P77bmAIFiLwCpUJhqNABlaGv+rNJoOenRiFleL6Q/vAYuq8Lj6E7PKDu8FF/v+ZBflPXQe10j8Xrjt7//cPzU0R5Ib0YTKCW8lpJn+hOnI1hiOSINjZyfQrkmZ2tonn3tEmg/WNL5VV4uZWz/CDk/qHz3UfnJeiLwmIRaad/fH3/LBIKVMoah/BUqBNU6AjB6Gf92SDQ9MUj4iq87XVXehVH8m64y0eHx9m9++HUdVA7+/939vEueXooBSoCFKiTwxZTqGYnnsKw5Mr0WRXoVJ+Z3qqm3tOnTQIdvjpUWISXx9nNv1RusNXhkfS5k0hgOxduKVAUQKCuDnPXp34n7t4wQCSU0EziR+Qp1KdEnWsIdJc8R37mtcYdvUCfvPdj9iw82E7yh/7R9hSoCGgF6u4yKlQNFToBnnrtAv373xUG7UV2l/xguSuK76LHX7tvFQSKtHPk/stnl00pUCligS7gMUd/tu1lAXs0snV5ZvzfJs/MfBW6c3mB9g+kT2V3l38t58wz6tXt3B6uA33ef0aBilj+EJ4KdYEKHQPOgfUE2utOIr7uws/BwlEp0FE7B4G+/vx0SE+BShEK1EpjsyZz0KfFXpYwiB6ZUAKTdWJOoPkNRfoUqnMFgd5eVoIC8U0unFcKdNTO/edvf9RdEsXrQEGWP4SnQh2gQqcA08BMoJqTSIkB58XXXbw5PKuuE+i0nYfjZVHHRSkFKkUkUAuJATYzFajVPpbxyCDp4k0Dy1MWkkifBXW2XQCaWX1GFujLDyfeUwk0007H5WdRClTK8ofwVKgUKnQ1hWLFkoJfxZQYcO7sefcckDdGYtOchc+1c9748EUKVEppTnxTnYrePrMTqOEebL1SAd1tXHvKoip68edZc3rIs02g+K2cQ4HWrt/cdU9QGr80TnEdaLad8xcpUIiyQKnQCfaGKYDulgodIZ4H9gKFHyaSGLB+B9FfbnJH4/idSPl2DlCgKEWBng3aJC/pNPYSqGn7ToqZK/35r0TVpyyumholZJoUzoPi+rNNoPDj7Pqz8JV72I83bmZuyswJFGpnl+j0vFylQKWUBfrN+Tc4tb7yUKEzKHZLhY4QzgMngYIkv1KWn6LULQ5fzTxePv9AZaSdvWKTy6iObVGgUioC/cZaneWJ7CNQ49Z9XVMofMmONyLPbGyrybOy/FxaoP2dSJendWaf45l/KEhWoEg7hyuauivoX/75cmxPgUqpCZQKHeFvHSo0hkKxYmkkfajH5EnyZ+HtblISB6YC7e2ItPPyg8mz7ilQKXWBekCBVlDueDP6nETnoE+ZQAOtQPunMe35dvQuo5P40tduSAQKtXN4ruiB93grJ8iyAlXKUyVQ87a9jaPfczB1/lTzomijBn1K5kFdnssLNDmGn7xN8yS+3z4ABYq1c3wrZ/+eTgpUytIrUCq0gn7PVGiPZB7EEujlifTt7EpPT8agQKVsZgUKCtS8ZW/hrLlvewTOCyvPFQR6eSdSM7c23qNApWxoBUqFboltKxQrlnZ2RkvQ+89s2qFApSwq0CZ7IgKtNXKskGD6XHPf9sx7r92d2tNHkvXn8gLdC8tkCbqzaIbvhQdYeAVKhZZYc9/2bF2hWLEY8MszC2Hdf/58fqNZKFCATa1AxQKdcWc0fa65bw8M5Kiy5/w8kK0/VxDofu345vxGy0CBAmxsBUqFboOtKxQrFuJK6KwvKNDSPDb3Z+XrWn16ymbdvXuwjjwnmVTKkwINRuisr3cIT4WWCn/hvXuwdYVixUJcCZ11D4FmjVSbxaYClcgzkj4FCbVoXfHdsqcEX1xen3MzQb7+pEBDETrrPitQKhRBkFCL1hXffbQKxYqFuBI664YCralubg4bCtRBnu36LBe9kz5b26mbSvzl5eQ5e/gutycFGovQWTddgVKhc1KRVL7R3lvbedQKxYqFuBI660YCrdtufgab6bPyNb0+FQYpyGSu5i32b9DSvKvEX8+Jz16d017Xhp8C3RShs262AqVCZUKZrXyD/RszH8znAAAft0lEQVS09MgVihULcSV01k0EKrPe3KQFBFpzHqxPd4HWyl+cY+nObNoRGUv6/WxD1vo0PQlPgUYidNYbBWqjTlifRecJYpA2BUtHYpJ6ybdEYdNKJmiLbpu8yAPpvmICUqBRCZ315hWozHdUKBU6s0EohWLFQlwJnfUWgQpNJ520YnUWnSeJQtQQLByhRZr0WYyn7dtzQbf3XLgjvTtnDt9BeVKgwQid9bYVqNB2VCgVKtlRHIVixUJcCZ11vUBFlkMmLWLPnPfA75eaUQhHqod6yS8DGHbNVurElDMEi3MQ0Jm5SfjaEQp0G4TOuvshPBVKhSIZiqFQrFiIK6GzrhWoxEyDyWquz5H54G/nGlHpRi6HcsEvBxh03VQNyanlSSjNbEhz8nytpzIXsWIhroTOuu8hPBVKharytLZCsWIhroTOukagMi9Np+uMQ/XuU3xz1IJeN3IplAt+SaCw50wV40Glo5ByszAjT65At0LorOtWoDI5UaFU6DKMQsrNQkyhWLEQV0JnHReoREqlCVsVqE5/qm8l32+0TZmQ8oT0OecpSXP+jAIqz0RkLmLFQlwJnXWvQ3gqlApdilFA5Zkon4tYsRBXQmcdFahESeUJ6yHQFtptU6Z4JIzpzhog7Jql5A36MgmnNBMzc7EyE7FiIa6EzvrSh/BUaK7qFwUIu+4qaYO+TMIpzUREoVixEFdCZx0UqEhK1Tm7MYG2lHZIfYoFOucpeYO+jIKB5iIFugVCZx0QqEBH43kYW5/trqmDaWghRGHPSApu0otJKJXZCMxDCjQUobMOrUAFUqJCU6hQbyahVGYjMA+xYiGuhM66WKASHwnkuSV9LlHvZkg6pOyUQ5NGZHJQmI7QPKRAQxE667aH8FQoWvOGSDqk7JRDk0ZkclCYjtA8xIqFuBI660KBSmwkkmccfbqYBqp2K3w7JYnAPFOayEbjOzMbK9OQAo1F6KwvfwhPhdrj2ylJBOaZ0kQ2Gt8GhWLFQlwJnXWRQCU2mszBrevTu9pt8O6WLArzXGkiGyVCLU8KNBihs+53CE+Fzte8Bd7dkkVhnitNZKNENCgUKxbiSuisl+bEp8VpmUUsz8rMtXCimMWVIPMQhKJjTiEb50oT3SQRldlYlycFGozQWS8LlAr1rXgLFB1zCtk4V5roJoloUChWLMSV0FkvCvRsUImLAHluRZ/e1d6OqmNeAZunCw5vnIfyfJyTJwUajNBZLwu0e05crVLL05UKFZV8M6qOeQVsni44vHEeWhSKFQtxJXTWKwKVPWkzO/8U8lxUnyv4ALLRPMqutQVbbt08XWiAkzyU5uO8PCnQYITOek2gVKhv0beh7FpbsI9FoVixEFdCZ70u0FlAecbQ57yclij4FpSdawmu3rpDwqrMZyQ3IyXqpEDDETrrjQKlQhuKvgVl51qCq7fukLAq8xlpUShWLMSV0Fn3WIFGF+i8K5Yrex3qzumDmt+DS6qkeZzkITMnpfakQGMROutNAoXlSX0aoO+cOiDBHpzyJMviJA+AKynQ6ITO+tK/gVKhBug7pw5IsAenPMmyOMkDBXo1hM56i0Dzc28JecpcMvPVBTwwX/gw+r6pwxHtwylDsqAnmWjTJwUaitBZb1uBUqGtglCg75s6HNE+nDIkC3qSCQr0agiddb1AcXna6HOucpAv+3lAJgcYfe/UwYj34pIdyTaZTLTpkwINReisL3sIT4U2o++dOhjxXlyyI9kmkwkK9GoInXWtQDXytNCntH7kXzaWgEIRYlp6pwwE2I9LYiQbZWJs0ycFGorQWV/2EJ4KpULRxEg2ysRIgV4NobOuE2hp3qn12SrAlu+aKaDBEjL0/VMGAu3HKSnzm00ibJMnBRqM0Fm3PYSnQhttMYe+f8pAoP04JWV+s0mEFOgVETrrGoEWp53++F2ivzkBtny3WQEmpphD2z9lGPCeFk9IIcpWfVKgoQidddtDeCrU2Rja/inDgPe0eEIKUVKgV0TorOMCrUw7X33qK15aie169LSFOjfaMOB9LZiMapSt+qRAQxE666aH8FSorzXUudGGAe9rwWRUo6RAr4jQWUcF2iDPsj5rYkAViL8n/YyJHx2NocyNNgzF3hZKxGykrfqkQEMROuuLHsJToVSoSSJmI6VAr4jQWTdcgfoewFvWWwkjR7p5Q5UcbRjKsVgiD/OxUqBXROisYwJtkGeLPk2LrYCVIP20oUiNNgz1WHjnQBZtqz4p0FCEznqI30CpUBlUqDRaCvSKCJ11SKC1Kef3+6d5uWWwE6SfOgxdptiVjT6R/oox1ycFGorQWQdXoFRoKy0xUqHSaCnQKyJ01gGB+shzTp8uBTfBUpF++oAS0xBGy3jY9B0YfHCmUqCbI3TWAxzCU6FyqFBZsBToFRE662KB1iec1+E7UnJ6rCVZoy1ScVqawrDXp7iD072XPimG2ipPCjQYobNudAhPhcppi5QKXUKhWLEQV0Jn3WQFOi/PyPq0FmSDt5brUuXLrePR1uH6fJDQrk8KNBShs77YSSQqVGkUry5Vvtw6Hm0dbnCnYKZSoJsjdNaFAq1PNy95LnP87mJJjbeW7U/x++0Dou9qmzglc5UC3Ryhsx78JBIV6tif4vfbB0Tf1RZ1yuYqBboxQmddJNBWeSr1qSg/HC9NwtZauj+F7685IO3qtFl/UqChCJ31hQ7hqdBZcy3fn8L31xyQVn3Oz1UKdHOEzrrBCrRJoGtW6xFHVULeWr47hRbWGxIDewpmKwW6MUJnXSBQN3nW9OlbqWfcJAlba/nuZFvYujx5CH+FhM76yr+BUqErdifbQk1OnpHHUihWLMSV0FmfFejcVHM5fPet1B4nRcLWWqMr2VZW02cgeVKgwQid9eZDeCrUxFxrdCXbChVKgQYjdNZLc+KpnTxhfbrWaYKDHJXWWqMr2Xa2LU+uQK+S0FkvC5QKdSJMV7LtUKEUaDBCZ70o0KNBLfRJec5aa42uZNqpickjbtGOF5cnBRqM0FkvC3RvUCrUgzBdybRDhVKg4Qid9YpAn3oevlOea/cl0xDlSYEGJHTWawKlQh0I1JdMQ1QoBRqO0FmvC/Ra9amwzc97dJ6acdbiPSkFUjGTedjSHa8hzw6sWIgrobPeJFAq1MRci/ekFAgVegYrFuJK6Ky3CNRenkEfv/TzBa2tis5auCe1UFbSp4k8uQK9YkJnvW0FSoW2e2vhntRCoULPYMVCXAmd9VArUM8qvQCb5uefg+rTNJBtyxO3Z32KYsVCXAmd9WArUM9avQD7hgp1JKRCsWIhroTOuvsKNCvQNfUJW+fnn60EunJHZkJZRZ8rPUV5bppixUJcCZ11vUDXk2eDk3DTWOkTDNS+I9VYKmoyDly+48XUSYHGJnTW1/gNlAq1QB9INhYqNJ2qWLEQV0JnXStQkTzl+pRWW4uaVKb52UafWrtYdqUWzUblCaqzOm0H22HFQlwJnXXnQ3gqFItQjDaMYjRUKFegQQmd9aVXoA012iIotWkiytP88L2oMfPAhfttEKR+0qZbYsVCXAmd9eVXoFSoBeruFKKhQgdzFSsW4krorOsEKpTnxJ7qGm3RVINpLA7fLXXT3KFIj2Cq7tlcnfNzNt0YKxbiSuisOx/CU6HFoFpo6BAVKpmsWLEQV0JnffUVqKTKmnzRQqs+XZzT0qFMczHlaatO0YxNN8eKhbgSOusBVqCSWmuRRhNUqCdhFYoVC3EldNY9V6CTr2lqtEUWzejk6WwdfXcyjdUUJgtF35Hl7AlPV6xYiCuhs+67Ap18jQq1QN+dTGNUaGa6YsVCXAmddY1AZfKc6HPb8pToU28SOfruZBprkWd7t0PJkyvQsITO+qInkahQC/TdyTRGhWanK1YsxJXQWfdbgU6+tjV7IofvWoOgaLuSbUwvT5vOh5InV6BhCZ31tU8izRWZ1hg2UKGyMLSdCatQrFiIK6GzvqBAN6fPgUBrm2n9oUHXkWxTNX3OjI1RAkLpkwINSuisex3Ct8pT5wlr5vWpVYcSRR/yDdnJM7I+AXnyED4sobPutwKlQl1Q9CHfEBVambJYsRBXQmcdF+jjkedJn8VPtdpQA0Zfbqguz+roGObBW55cgV4HobPOQ/g6VKgkBm13wioUKxbiSuisr7MCrZcVaIlV0CqjCav45uxZHh/TXISSJ1egYQmd9bVWoPXSspGcL1ptNGEVHxVan7RYsRBXQmfdYwVKeTphEdysOisDZJwNX32C8uQKNCyhs+6zAqVCnbAIjgqdn7ZYsRBXQmfdfgXaJE8zwfmhlYUB7cFJ5FkaIvOMeMqzbQFKgUYidNY9VqBUqBvtwVGhknmLFQtxJXTWrVegc/JEL5AJh9YVFrRFJlMnLM8r1CcFGorQWbdfgVKhjrRFRoVKZy5WLMSV0Fm3XYFONl5Cnm0vLcLQmsKGlqik8swPkUtSIsmTK9C4hM669QqUCnWlJSoqVK5QrFiIK6GzbvowkcyWRvos2vHnDFIXKtCawg5tSG36bPztQBTUZIqtpk8KNBShs262AhXIs2LPWnUW5JhTp6s+tZawRRGO3J35MfJKTFGf5Sm1jD4p0FCEzrrhCpQKXQZFOFQoqFCsWIgrobNu8FrjwhYe8pRhoEo7R6wOJM/V9JmbWrbyfKVDpk8KNBShs64VKBW6HahQWKFYsRBXQmddL9A668nTQZ9aP6wOqM5F5VnQZ6s8C/p85Yxk/UmBhiJ01r0ESoXGgApVKRQrFuJK6Kz7CNRInjH0qffDysDyzIyTZ3oy+qytCmXU1MkV6CYJnfXgh/BUaBNUqFKhWLEQV0Jn3UOgZvJ00qdcDRt2p0aeEn1OMmwT4Vh+6smn0GemFaxYiCuhsx78EJ4KbYAKVSsUKxbiSuis2wsUkOe8wKzlCQWhF8PaqNQplqeVQCfy7OWnnXxz8uQKdIOEzvrKh/BUqBNUaJNCsWIhroTOurVATeVpq8/5et68Nk/k5VgZpPxY1UcD0md2s6I+tZMvo895eXIFGp3QWQ9+CE+F6qBC2xSKFQtxJXTWbQVqLE+VT5XqvB7q6syPU3as6qmXJrc8DsXw9FgcvndgxUJcCZ314IfwVKgGKrRVoVixEFdCZ91YoIA/dfqcF+gj12fWjKKhmjuAr2S6HE59LMwFOqdPCnSDhM66oUAXkOesQClPgTqzg1XX50yqc8EUBzATrmK25bA6gKdAQxE666YrUCp0bahQ/gZ6dYTOuplAxfJsUeeMQB+1OxF5zg/XfMaraa4NXyZgeLblqeszI0+uQLdA6KyvcQjfKlAqtAAVaqVQrFiIK6GzbiTQTOnmKrxVnOVi3qY8Z/6lUTQlVVKrPiupnhu+TMjgbCsB67PYElYsxJXQWfc7hKdCJVChIRWKFQtxJXTWDQSaUafq5eIAW5BnPRmyhOl2JxFSff+z2W554momZGCS1Taq6lN8+N6BFQtxJXTWTVagVGgWKrRAJmRgktU2slIoVizEldBZbxaoVJ4N9ZZjvpZbfaQkm49BWuqfmuwVHrZRc5Vcu+gTOtlV2jCjR+X6kwINReisL3gI31BzOajQ2l7hYRs1V8n1Y1AoVizEldBZbxToSvI8UivjFhdJqZlSgV0g+MAN25tk2VCeBX3mYi5mKt+lnCGrVNKDFQtxJXTWt3oIf4QKLQSCD9ywvUmWH5lCsWIhroTOepNAZRZoqrWm+nQB96IYm4gUQzdqcJDNhfQ5jHsuUwb6rKYHKxbiSuisL3II31RvTTXqAqBEFJuIqNBGhX6KFQtxJXTW9QIVGqCp0pqq0wO5CjVYBJVzyuzYDZob5dPCnj9nn33XkKl2fdbnNlYsxJXQWW9ZgQot0OZDBUoPKWxljkVQVGjzApQCjUTorHMFqvWUCxZh5Y1SHb1Rg6OMtgt09B2LhDoK9FMKNBShs64RqLz8W2UIotKPzlIutAdWsolcn6OUGsnTWp85gdqtPynQUITOum4FKldAqxNBVArSmMqJ9sCo0DaFHtvGioW4EjrruECR4m/1IYRKPrihHGkNreyS6hAOGszLz06fVmlt0+fcxMaKhbgSOuu+h/BUKEhraFSojUKxYiGuhM46JlCs+NuNKEYhQZ2hXBGHVAiubJLKMI4azMuv7fx74QWeTbky1+egdaxYiCuhs46uQDEBtFkRQqFCnaVcEYdUCI4KtVEoVizEldBZBwQKln6bDwFa9df2bUsEuqwEVxOJVJ95+TXIc/K8AqvktuhzfmmAFQtxJXTWoRUoWP5qJaJAnpFEblXlMAJpVoKjQq0UihULcSV01ktzYjI94cJX6/AnpBFIMHAfNHXdgECYxfjqGpHJM5vvNnnWB6wlWY76pEBDETrrYoFSoUswq8xKfFQoV6BXSeisFwX6aX5mScu+vbTmmwPksi7Sf4sEwiz2sKaRys7ns+wnz0j6HDWOFQtxJXTWywKFHi4mdR5YYHPNAYJZFyq0MGSmSbVTKFYsxJXQWa8I9FOBOAtF315YrbQUpi2ZWi0ltqWXNYnI5LnEWT/DcVLrUzIeWLEQV0JnvSZQKtQGKrQ2yoZ5tVMoVizEldBZrwtURLawW8uqDX1RWpOXZ0GgLf2caCR9D2V5t4PmXIw5P85muaVAr5LQWW8UaLYgLIpKi7YY7SmrsyDQlr5WJFLe6ag5F2NKRtoov3b6pEBDETrrzSvQbEnYFJYOXTl6QIVKR9oov1yBXiWhs776ChSWhswnazMnz3Z9ZndXt0V9h3aCNB5pYYa5Ar1SQmc9wApUXVjiWlsFKtRupIUZ5gr0Kgmd9SaBZie7otwsEAW8FPPynHMZ1OGKQhaU51xbxsNrqc9J41ixEFdCZ/2KDuGFIS8DFbpphWLFQlwJnfUWgeYn+gr2lAS7IBJ5LqNPYHd28nTR53SMHfVJgYYidNbbVqD5uU6FUqEbVyhWLMSV0FnXC7Q0zxeWp0BniyJz57hk2zqelUjND66H7/nW9CM86W4h1VyBXimhs25/CE+FUqGbVyhWLMSV0FnXCrQ0y5eVp0BnSzOtTYnP2noOmTq7O0t5+uhz/hCeK9ArJXTWt34IPx/n4lCh21coVizEldBZ1wm0PMdb9Sk3iUBlNiC7zJRmvmwLexAzt9c17ZlpTtHDepcz3VbrMzOOWLEQV0Jn3foQngqlQrPNKXpY73Km23YKxYqFuBI66xqBlmd4kzzFe0HUWV5kSAB3XJPnavqc75SxPoXDbd5pqT4nAs2MJFYsxJXQWQ91CC/eCxVKhboqFCsW4krorNuuQOWFWC+NuX3VoiuWmPRL9b2Ld5ep6VI4GpWMA5HK00Wf8wJVdXGm0xTo4yB01nGB1ua3Up81KQGbDpHZBOwntLty0c7vCDKJvLNNoyYcTS951vUplycP4TdG6KwHWYECu6ttOoQKlXaKCh2BFQtxJXTWUYFWp7e9PJVkbAIKVFLA9V3WilawJ8QkkwiQTrXKc7HDdyd9ZjOFFQtxJXTWbQ/hqVAq9CoUihULcSV01jGBzkxvTbmVhaSmKE8/fWZ2JZOnoT5VXWqX55w+df2b77SjPinQUITOuukhPBVKhV6HQrFiIa6Ezjok0LnpHV2eYoFKyndupzJ9GrlE2SFzfc6N9zy179ZSzhXo1RI66+AKFJr+goKjQqnQakC1LjsqFCsW4krorAMCBae+oNjs7TnjTid9QvKcvYJeKB55UhoHTD6iM6M9w+xsqemzZMpX9nAFum1CZ930EJ4KpULrCqwzO1sWUyhWLMSV0FkXC1Q5/WvlIBeAkHl5ivxZ7CGw13K5VvUJyUeSkuYBk4/q7HhrYil3eF6fr1zgCnTLhM76ozuEp0LRAZOP6ux4a2Ipd9hRoVixEFdCZ10o0JYKKJZDUgkSE8whkmeDPqH9KuSp0I+iF9hwNTMXxXwkhe7W/rkayXMi0PkZgRULcSV01g0P4alQKhSOXxJJobueCsWKhbgSOusigUpqQFSP0tJXIJSnWp/gnudrVZq9ubTLwlcMlgEWcRS6OiPPkT25At0wobNueAhPhVKhcOxBFYoVC3EldNYNV6BgLRgLVKzPeYEWegfv2kafMg2hCP3XjEUcyebFtM/pc6RQCnRDhM56aU58U6jzplooVEIzgDyV+jTfOZI3+RCYjZQRFkEURqGmz4w8IX1SoKEInfWyQKnQAeY7R/ImHwKzkTLCIojCKHgqFCsW4krorBcFejSoZUkW6sAAb32a7xrUiHwUbEbKDIsgCqMAyrOmTwo0NqGzXhbo3qBUqCBcKlQXuKKNYuLNFYoVC3EldNYrAv0GelAQVEmAGueBDBZBn7BGkHFoGyVj2qMojMIgrW2H79k5gRULcSV01msCpUIl4VKhisB1LRTTbq5QrFiIK6GzXheoWWEONgX1WAeUp0KfVrvP7KHVQ4Yj5IIyjp9/zrVQTHvr4TtXoLEJnXUzgVKhVKg07Pmvra1QrFiIK6GzvohARxsCcpzHW592O5/soN1EzSPjjCqSRJ6SE0hcgV47obNuKFAqlAqdD1rypfUVihULcSV01t1XoJPN5GaUANsTuhPecO+Txi1stLIdZ2kNtDBtYHlyBbplQmd9gRUoFUqFbk2hWLEQV0Jn3XkFmtlM6EURuDyRNyKZ7j9tuEV5G5BmSpvlrfRZlydXoLEJnXX3FSgVSoVuT6FYsRBXQmfdVKCiN/qI/CXGS6Dm+z9/YVPys6Glw4V5Q4E+IkJn3Vag02nvqU+FPNfV5yOUZwuFeVOW5/w9SDyE3yChs268AqVCqVBDVlMoVizEldBZtxboHKvIa119njc+p2BtK20GWJ9Wp5Ao0FCEzvrSAqVCqVA5qykUKxbiSuisLyvQxdXlKk9JDMnGE3kObrghI4rzBtSn4hdQCjQUobPOQ3jvGJKNqVCIFRWKFQtxJXTWuQL1jCHZdCDPnxPaRWPUTCgq8wbS5+gUk3RSYMVCXAmdda5AfWNINqVCIVZVKFYsxJXQWV9UoAuKawl51qMYbHjOwEENPw9p0oyphwNRnDhleWb0KZEnV6DRCZ31hVegC8mLCt0+qyoUKxbiSuiscwXqEcdoo4E8x/Zs0Z6dhoNRnjY1fY4EOvlUPimwYiGuhM56cU64GJQKPUCFzrOqQtFiIZ6EzvqCAnWX1vLyzEUy2WQoT0N9jhu6IoEa6FMmz/y0QIuFeBI66+U5YW9QKvQEFTrPmgrFi4U4EjrrlTlBfaLBZD++9P8ohonztNqzaicgQnlm9HlUaPbP8hWopliIH6GzXpsT1galQg9QofOsqVBdsRA3Qme9Piei6nP9BynLGenTTKC5Zq5EoLWJIxFogUZ9UqArETrrnBOECGGxrELorHNOECKExbIKobPOOUGIEBbLKoTOOucEIUJYLKsQOuucE4QIYbGsQuisc04QIoTFsgqhs845QYgQFssqhM465wQhQlgsqxA665wThAhhsaxC6KxzThAihMWyCqGzzjlBiBAWyyqEzjrnBCFCWCyrEDrrnBOECGGxrELorHNOECKExbIKobPOOUGIEBbLKoTOOucEIUJYLKsQOuucE4QIYbGsQuisc04QIoTFsgqhs845QYgQFssqhM465wQhQlgsqxA665wThAhhsaxC6KzfEEKkrF2uj5LQWV97RhKyIdYu10cJs04IIUooUEIIUUKBEkKIEgqUEEKUUKCEEKKEAiWEECUUKCGEKKFACSFECQVKCCFKKFBCCFFCgRJCiBIKlBBClFCghBCihAIlhBAlFCghhCihQAkhRAkFSgghSihQ0rO7uXnyL/3/vL25eTOzzfRvKfef3XxiHRchQaFASc9efje/+/H8v+7S/3Hml2ev/lu9kfktCLkWKFCS8Muzm5v3+/9Ol6NHJOvLXca7hFwlFChJ6Q/iu9Xo+5nP5+X42weZLxJyjVCgJKU/iN/lD+AlP3DubngQTx4HFCgZsF8+HtaPdzc5C96Kjs65BCWPBQqUDLk7HMR3Hp2uNfcL0KMZ9x//7sf77966uXnji/3/vP/y2c3N688v23EJSh4JFCgZcbs/dv//PstdwbQX4+kH0k6g3TYd7z+8/PD4X5dvXERLyHVDgZIR3eLz7dwPoMd15+W//tPRmjdP/vlk0n7N2m9IyFVDgZIxdwctTq5gSheWnWRv3vjq4eFl9x83b3z98PDiWbIEvc1+n5BrgwIlE25vclcwHU7Mn9aYnUCPa8zOtpf/uiw7d7lfUAm5OihQMuH2JvsLaLKu7M8x7f+r/130curoLm9gQq4MCpSM2Q1+z+y5/+xiyF6Wuf86HOzX75gn5CqgQMmI7nbOt3NXgVKghIygQMmQ7l6kN7tD9IkBMYHyNDx5BFCgZMjt4VzQXeYgnitQQkZQoGTA3ekKpt30SiYKlJARFChJuTzPbvho0CODs/BVgfIsPHkcUKAk4b6/hTN9NOiJwXWgVYHyOlDyOKBAScLuZiDB0UH84E6kqkB5JxJ5HFCgpGdw6mh6ED+4F74mUN4LTx4JFCi5MLp4aXoQv5vedZQVKH8CJY8ECpScmSw5Jwfx6fNAawK95fNAyeOAAiUAfCI9ISkUKAHgO5EISaFACQLfyklIAgVKEPZy5HvhCTlDgRKIX57NHZ7/8ozXgJLHAgVKMHYzd7nff8abkMijgQIlhBAlFCghhCihQAkhRAkFSgghSihQQghRQoESQogSCpQQQpRQoIQQooQCJYQQJRQoIYQooUAJIUQJBUoIIUooUEIIUUKBEkKIEgqUEEKUUKCEEKKEAiWEECUUKCGEKKFACSFECQVKCCFKKFBCCFFCgRJCiBIKlBBClFCghBCihAIlhBAlFCghhCj5/wGs09L/nMmacgAAAABJRU5ErkJggg==" width="672" /></p>
<p>The general result is increaed correlation with neighbouring data, in other words more features imposed by data. It is quite interesting to compare estimation variance for the no nugget effect with the <span class="math inline">\(40\%\)</span> relative nuggect effect model.</p>
<pre class="r"><code>spplot(porosity.kriged.nonugget[&quot;var1.var&quot;],main = &quot;Porosity Ordinary Kriging Variance No Nugget&quot;, key.space = &quot;right&quot;,cuts = cuts.var,xlab = &quot;X (m)&quot;, ylab = &quot;Y (m)&quot;)</code></pre>
<p><img 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" width="672" /></p>
<p>There are so many more tests that one could attempt to gain experience with of spaital estimation. I’ll end here for brevity, but invite you to continue. Consider, on your own changing the variogram parameters and observe the results. Also attempt kriging with a trend.</p>
<p>I hope you found this tutorial useful. I’m always happy to discuss geostatistics, statistical modeling, uncertainty modeling and machine learning,</p>
<div class="figure">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAQEAAACcCAMAAAE/ut5wAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJUExURf///wAAAAAAAH5RqV0AAAADdFJOU///ANfKDUEAAAAJcEhZcwAAIdUAACHVAQSctJ0AAAroSURBVHhe7ZfXoiQ3CES9///TFkWBAEkdNOmmY/egKoLo3vWD/9vm3z8eVvxr/xxyNgAcF0n2sALJeUVzrX0s+NdeTwrsod1pBVJj7ZMC+YdZiBGUsGCWB1qieVTyUTCiJfUfPUpkmgU88yAlvaARBI6Y0M00QhHZK6bThp6O1rff3BhYtt5leQNp6dO7DgskeTrhACw4HdBMSc4L+GdiuTHf2pjAEHUd+fT4S4CamiV+c8qbwAacQw8h5yXndZKzWi3IaBkF8kHYb7RSNX7iUDllhXTvyWhB+13kP82jq/G990fYh9ue4AM2J/gf940BWsmGOwOkpD3eyXB5gJTq41IDo/wewHbghkU3j2Gpf4McLyCVeFxpXE0YEn2ANEU83YPU6KEjRnPlXy8DEDrJ0yIKWsaYCY5myw2KWPYUgmNX39sgTJAsCscJkz4nFK8HHBKr9Xyv/8tx8/0HWvdDE/Qb4riFtu4P4PIPDEjhPvb19geUeBdfYHOA990d4PfeXkArrXFngP7e728lUqWVdQGGI9icG1u4OkAq8W9quNwvrVLdG2I0tUb6hdDIoEAcYP0CjRBP24GUSr81Ivigc3CTPFQeVwNqQmR7vBFBvqseKsNg0XgQ5GKFA1jtXZJJQLcHzfqv0fMeJKsHR7SY2iNokRbSQVQtvxGrDUVEzmIpdtRcAGVSqbITHZwxRHVALDzUneDoxXy1DDMaM8GxxtkAedrPkIhWK4Bo/bUOvXwKwWpHiHEAdHsm/XkBe2qdNVZf6B6aEa3emTUaaQBmjAscEW/T82SBI1I1jvf62fRrkc/9yS+gt39uB7/5QxuEN//MR0i3fmCD8tbv32BY4N0b1Bs/sQEP5O0bfPYTtNvevUC+UNTrF0h35AtFvWIBzvAQZoooKt1Y5B4cmgPJSmW8Mas9bGgOJCuvNbLaAhMbNpvByMqqqSB53AUj+AiMzNqNFH0BeVQwsQknYJKj0wktx7TGB69vYxh0GINE9RvmOYPxDDjRRscLzHNgvG6BKJVyHWRyLiBNRz2W7UFiEojqtqDHq0jLcYOlGTVok/zaXw7HChU4nSLZS7HAChglSNMx6BAg3PEDEZ2MCV7CKEE8BZmK+1oD2jkaIa/HNbE6hEN6ibW0KL84+BGIPsRreLjVk2k2E3pweUju6fqIRY2NMESfDvMaHi60NKZVMiEmqp7jFTxcaGlMi9jqKdEC5QIrsMrzDjCrCiO6NnNJLTirJ9MympZr8doCPN1j2qempVq8sMA207m4ze+U6OLpyOTZ7Gjj/KL7w4se8cL7//jjhFf+9b+AXP/JDfTyz21gN39qA7/3cwvwEE7vJLz3Rz5BvPQTC6Q7P7MAD8IHFshXvn+BcuPvW6Be+OsW+PUfoF3IA/kefwLP2rHdtrfAs5je/9oF0nTc/9YPkO8TlYxa8BTSxDxfVLmv6icQR5YLIdOFVT+BNFJEUc+/32ZoSCNFhAsg04VV72BD/TeMzEplvLDILWxmDkRUl1A1zeM2GNmm5ECy8lojqz0wsl/MQKCqzJrHbTAx3MxAsurFSjzvgoHhYgZjJl3H8y4Y2LDRDMZUmg7HXXSE/MipB2cmUUah9jY6QidGmLYLKRrUGhq0N7ERiBFNCzPZF6C7i43ALEck0gItRzW74DyEjrCZjDgbanWgn3BzgjMRNDIx3qf6yQvYRI6mUug50C9YgEFimi8i3Qbj7v0nLZZlTMXSGnuhD6dNOOmxpNWkWksSyGydIj2HHZZl1NBFjBrUmjOkpOWoARUlqvAgPwEvVJKwvo4YxapYnhFBmhj03OkNQC1DVJATY8QKGBGky8IMNIBRBTkxRqwixspgSiFQ4ZYfFJHJmGEVjGjpqDbf81LptZ4zg+nuH2ElViuxg1TFbNYYwQh5Pa7xGkYEfSxTcR8lCnr8FNDKA6yG8U5LQw5NauinjhQd4jU83OpJNJcJnvBzihUxXuzhIdMvxEHk+TCrseI7PQUbIcgp6iVew8OVnkVRc5Nf9RyrseIrPa2Ih4SMCAnI02FewsOFllVRc+WvHZXq02lewnjeIcyr4PZMkwLVCquw0gstjWmRtvaMaFhHWIFVnncI06I+AlL1tDJiBd581gCmVez1HLSrBbGa4bhBmVb1ESbbydQCLeoUuWRWZr2WgzZzgaRz/rC8MyvjKJuI0fg54Cy/YtpG03KYjZ8jTtIrpmPV9Cslung287m2AIUC8XTmo+GaT/HWBXhpPL/ofkznMRPsV96/XiDwyvvbdMY//vjj7bz2P+4vjry8QetXEV7dD78JvLS/djz/DvDG8ZWr/uHgdfP7TqwfzPRlp+bPBK86vuvC/oEsX3SZ+GGs33Od+UngLReveZD6OeAlV295mPwhHL4ikr/hA/zmL3Dyhkj/6C9w8oJI/+YP8PO/wNkLnuW/PacveFrwzTl9v9OC74u+GqAz47Tg+6KvptCacFrwxTnYHilCa8JpwZdguaFuP88yBWhNOC34CqyXZOY416A14bTgK7Bekpn5CzAFaA2cpL8GXHK2JhPf/wNwD18kKRUN6gATDRoRZhR6BSYX2TfCPWwTiqImazLRoBFhRqFXOEy+Ee7RyBKqyggTDRoJpgCtDHPz5BvhGiDpkoVMMNGgkWBKoRdhZtr7TrgGyLqkIRNMCHQizCj0AkzMOt8JtyDZGVWBGYFOhBmFXof+rPGdcAsjO4OqMCPQiTBDaBp0p41vpC9hB41KVQPMCHQizBAaJaXyU3AJbMGTBpLfAS0Fpho0EkwpppOPsk/BHXQLHjPm+uYDSAAaCabIeAnLPgJX8CWolLlkZQIJQCPDnFId6M9RllCpFNk0wwgSgEaBSUDra8IdwagtjmhGoFFgUqH3NeGOtiWF4EozGc0INDLMEZpfkroiNZ1wLGimQV1hVqH3Oh64Qzfs7Vmqmg1nZnkxs4TmS+AVDRr3qK1ZZ5XQ1PJWzzK8Cow36N2idKp0XRUPDc2kSvlVEdMWX4IOV2jdZGjOOqmJaEotOTtd1q7CwgZHfURLFFq3qe1FR6XnLJqCuSSPKByk+ljqEeYFOjvUCUV3padGEk3xsGCYGDlI5ftmMC3Q2aJOyNpU+V+lHTgxwoykLHbgNCgrzAp09hhmZE2l4RAv7mRHBwboN8KZuQYNXE4roDlAZ5NhSNZUGiq9YNkvqJM8OnMWJWoTeg0a29QxRbvSQ0IrLjHUwxgIhTgI4cRjapfah6hjVLuRlTGxjpmMUUs8nhrud0+sWFLQ9AMMc4qR1T4nY1IagtBKXoDZBxgGFSOrfW6NQbFCJ3iDeIxhTjZUveKeY7S8NLilh4b6DzEMKkaR+9yag2KBusBkg8Y+45xsZPUItyZpcYO6wKRAZ5thTDGyeogbk1BKaCWYArR2GYao4U5Wj3F9Ei5trHqQNOhtMsxQw5ysHuTyKBQKJuAGkHRobjGMKAblQ3c410dpJUvD0YDVuDFyQR2gujuUj1zRuTxKC700CaCOeBZ3GfrVyFc/ckHi8iwU9tKsGmqI5Yc92D4M5zFc9BQuD9PCXplV3MsPe7B9PeA4e5vL40phkb63n+jfhu0n/dvjRy7cpqDQK7OKe/thkwfbb3P9vlip59BGo/9PM/0t3vj6jevrolJL9fiqD/BmdN9LK2tpeN0OHYPut4ArC3SOYKVCD9AiNL8H3LlB4wQW13KagNZ3gVs/vDbHNGh8H5639rPm/PHb+O+//wFBGBml5+vM9gAAAABJRU5ErkJggg==" />

</div>
<p>Michael Pyrcz, Ph.D., P.Eng.</p>
<p>Associate Professor</p>
<p>The Hildebrand Department of Petroleum and Geosystems Engineering</p>
<p>The University of Texas at Austin</p>
</div>
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