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|
<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<meta name="generator" content="pandoc" />
<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
<meta name="author" content="Johannes Ranke" />
<title>Example evaluations of the dimethenamid data from 2018</title>
<script>// Pandoc 2.9 adds attributes on both header and div. We remove the former (to
// be compatible with the behavior of Pandoc < 2.8).
document.addEventListener('DOMContentLoaded', function(e) {
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yr6EIj+LzNj/mfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h/C/PkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn/pdpgHKNGrGIdkRK+KPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho+EIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA+q/j9m3LM/O7WJka4tSidVCjsvo2lQ/2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3/5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho/bcwQdeboqfQartuU3CsCf+cXkgYAqp/0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid/NIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A+TRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC+JE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW/WDHA60cYFaI/PjpzquUqdaYGcIq+mLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC+1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A+P/oFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E/vwOiKxRtCWsDM+eTHUrmwrCK5BIfMzGkD+0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3/kFutpQGNc3pCR7gvC4sgwbupDu3DyEN+W6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc+h1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0+bC5zgpGz7Io+mjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO/ENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn+3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif+pZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx/k3QgnAFSq27/2i4GEBA+UvTJKK/9eISNvG46Em5RZfjTYLdeD8kdXHyrwId/DQZUaMCY4gGbke2C8vfjgV/Y9kkRQOJIn/xM9INZSpiBnqX0Q9GlQPpPKAyO5y+W5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W/N6l54qOynCqD3DpWQ+mpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE+7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv/8lbTIkkYpqKM9VOhp65ktYk+Q46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI+ejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5+7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu+vtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY/iOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v+6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ/qDQK+bfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam+WpHG+0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3+J1eCBay8IYZ0wQRKGAqvCuZ/UgbQPyllosq+XtfKIZOzmeJqRazpmmoP/76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t/I4Jktu0XSgifO2ozFOiwd/0SssJDn0dn4xqk4GDTTKX73/wQyBLdqgJ+Wx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy/qqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh/wkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml/R4yrzow1Q2A5G+kzo/RhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj/UMMc34IBqTKLDTp76WzL/dMjCxK7MjhiGjeYAC/kj/jY/Rde7hpSM1xChrog6yZ7OWTuD56xBJnGFE+pT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G+9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36/dBySis4m9/DR8izaLJW6bWCkVgm5T+ius3ZXq4xI+GnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te/r4dPYMCl5qtiHNTn+TPbh1jCBHH+dMJNhwNgs3nT+OhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF+uRIWyXjQMAs2chdpaKPNaB+kSezYt0+CA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6/TzoA1/ZBG9bIUVHLAbi/kdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh+epgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF+zkJHIA7PwCDk1gGVmGUZSSoPhNf+Tklauz98QofOlCIQ/tCD4dosHYPqtPCXB3agggQQIqQJsSkB+qn0rkQ1toJjON/OtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU+TQ6NIw3ej+AtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb++W6Uk4q6F7/rg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK+EfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l+wM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l+DMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg+EWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb+Mw76Qy29iQ5up/X7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa/xnsMYcIO/vEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz/Chp/Vlpj2P7jJQmQRwGnltkTV5dbF9fE3/fxoSqTROgq9wFUlbuYzYcasE0ouzBo+dDCDzxKAfhbAZYxQiHrLzV2iVexnDX/QnT1fsT/xuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR+CtGdkPwYN2o7DOw/VGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO/f9Qua+pDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD/prQ84B1pVGkIpVUAHCG+iz3Bn3qm2AVrYcYWhock4jso5+J7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk+UILT7+VoX5mdxxA5fS42gISQVi/HTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8/6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk/wdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt+Su9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ/BfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk/gc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B//lHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO+CvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd/p1gi/07h8qfwHrByuSxglc9cI4QIg2oqvC/qm0i7tjPLTgDhoWTAKDO2ONW5oe+/eKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2/j4ODUwRkqrtBBCrDsDpt8jhZdXoy/1BCqw3sSGhgGGy0a5Jw6BP/TExoCmNFYjZl248A0osgPyGEmRA+fAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd/ocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE/EZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ/Ugd/JZQK8lvAm43uDRAbyW8gZ+ZGq0EVerVGUKUSm/Idn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ+QATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm+oOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724+zUQ7+vkCpZB+pGA562hYQiDxHVWOq0oDQl/QsoiY+cuI7iWq/ZIBtHcXJ7kks+h2fCNUPA82BzjnqktNts+RLdk1VSu+tqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy/44XYXdI5noQoRcvjZ1RMPACRqYg2V1+OwOepcOknRLLFdYgTkT5UApt/JhLM3jeFYprZV+Zow2g8fP+U68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr/A1SY9dXFz4RjzoU9ExfJCmx/I9FKEGT3n2cmzl2X42L3Jh+AbQq6sA+Ss1kitoa4TAYgKHaoybHUDJ51oETdeI/9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB+Un44zExFE4vLytcu5NwpWrUxO/0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL+BDqMyaN3RJPh/anbx+Iv+qgQdAa3M9Z5JmvYlh4qop+Ho1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs+gs37sFvi0PPVvA5dnCBgILTwoKd/+DoL9F6inlM7H4rOTzD79KJgKlZO/Zgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno+gBoKVXgIL/VI8dB1O5o/R3Suez/gD7M781ShjKpIIORM/nxG+jjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4/QftDbEn+AucIr1oxrLabRj9q4ae0+fXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd+eNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz/6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT+mAUmiYbV3YQVqFVp9dorv+TsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp+xJyYLv1OsxQCZwTB4a8BZ/5EdxTBJthApqyfd9u3ifr/WILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj/qn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9+W8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4/YtowhEmTs0vrvlD/CrisnoBNDAcUi/teY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O/4DcgV/dZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk+tgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb/n7qwhvGnrHuf5bX6Vh/n3xffU3PeHdR+FA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E+YbfL0adwNtHP7dT7t7b46DVZIkzaRJOM+S6KcrzYVg+T3wSRFRQashjfU18NutrKa/7PXbtuJvpIjbgPeqd+pjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir/8tNXJ/OsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG+FZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx/GdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD/Qi/EmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4/asthNMK5UQKCOhU97oaOYNGsTah+jfCKsZnTRn5TbhFX8ghg8CBYt/BjeYYYUrtUZ5jVij/op7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM+3SW6Opll/wgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy+QbSKVJcqkia+GvDefFwMOmgnD7h81TUtMn+mRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d/QK7Cr4uoCeOQ7/8JfKT77KiDzLImESHw/0wf73QeHu74hxv7uihi4fTX+XEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo/oVH5ww5OzLFsiTPDns7fS6EURSSWd/92BxMYQ8sBaH+j+wthQPdVgDGpTfi+JQIWMD8xKqULliRH01rTeyF8x8q/GBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE+/7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV/yTDRRP8Y2ww5RO6d2D94o+6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt+kqdae76ViWe3STan69yaF9+fESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw/A1zEdjWquIsQXXGIVEH0thC5M+W9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF+RVmI8L4HUYk4x+67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8/p5qIQrEo/H+1l/0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud+tJUfdaZ4CWNijzZtlRa8+CkmO/EwHYfPZFU/hzjFWH7vnzHRMo+aF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce/+/9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs/GWJS6SwEN/ULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e+G2zor8l+YaMxSEomDdLHGcD6YVQPegTaA74H8+V4WvJkFUrjMLGLlvSZQWvi8/QA7yzQ8GPno//5SJHRP/OqKObPCo81s/+6WgLqykYpGAgQZhVDEBPXWgU/WzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M+GWn6ASobIWC+LbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg/kpf3+CnAXKiMgIE8Jk/Mhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo+RJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B+SkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE+VMd3b1fhCynD0pQNhCG6/WCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp/YbHjo++7/Wj8S4YNa+ZdqAw1hDrKWFXv9+zaXpf8ZTDSbiqsxnwN/CzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m/NCW/HILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO+5EJ7Z6bCiRoPedRZ/P0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn/LvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl+11PoFYnNv2HwAODeNRkHj+8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij+bsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur/eWHjiB7SOVdqMAVmpBvfRiebsFjger7DC+8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l+kXRZ0KLZaGsFSIdQz/HXDxf3/TE30+DgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH+RptvRMVRaahu4cySjS3P5wxAUCPkmn+rhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik/zbrTQk5KmgxCg/f45L0jywebOWUYFJQAJia7XzCV0x89rpp/f3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl+5tfUWZNwBpEPXghzbBggYCw/dhy0ntds2yeHCDKkF/YxQjNIL/F/37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD+qNOhwMlfARQUdJ2tUX+MNJqOwIciWalZsmEjt07tfa8ma4cji9sqz+Q9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe+jGDiNJQLWnfx+drTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf/bkvo8PLVBsZl152y5S8+HRDfZIMCbYZ1WDp4yrdchOJw8k6R+/2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB+M4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5/iYp3ZdrCf7fL+en+sIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv+NRiJc8JAKqqgCA/PNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN/hCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj+bYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5/zBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8/i+jHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2+JrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk+Mz7wwstg6RFZb+TZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm/7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk+9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx+whVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC+XYuqMBMUun5YezKbRKmEPwuK+CLzijPEQgfhahQswBBLfg/GBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX+RCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk/4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug/AbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM+Zu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX/pcsfwXbLze2+D+u33OGBoJyAAL3jn3RuEcdp5If8O+a4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT++tm+haBCikRUUMrMhYKZJKYoVuv/bsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV/DMUxd9uFZmBfKXMCn/SqkWJyKPnT6lq+4zBZni6fYRByJn6OK+OgPBGRAJluwGSk4wxjOOzyce/PKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO/cEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm+bddRQu5F9s0XftGEJ9JSuSk+ZachCbdU45fEqbugzTIUokwoAKvpUQF/CvLbWW5BNQFqFkJg2f30E/48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J+1pT0tLkvFVZaNzfhs/Kd3+A9YsImlO4XK4vpCo/elHQi/9gkFg07xxnuXLt21unCIpDV+bbRxb7FC6nWYTsMFF8+1LUg4JFjVt3vqbuhHmDKbgQ4e+RGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB/KVijd1ARWkFEf3yiUw1v/WaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G+ZManTqDLPjyrOse7WiiwOJCG+J0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj/6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j/N46f+S2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb/0jQbaHJ2YRK8A+ls6WMhWmpCXYG5jqapGs5/eOJErxi2/2KWVHiPellTgh/fNl/2KYPKb7DUcAg+mCOPQFCiU9Mq/WLcU1xxC8aLePFZZlE+PCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh/nFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW+oKFLvpyvTBMM69tN1Ydwv1LIEhHsC+ueVG+w+kyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw+H/AuOx+aH+tBL88H57D0MsqyiZxhOEQkF/8DR1d2hSPMj/sNOa5rxcUnBgH8ictv2J+cb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd/PjMMtQfyDNZsOPd6XcAsnBE/mRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl/XPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG/VanIvcwycVA7+BE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP/MVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX/5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c/F1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J/5wkjpkre727p5PTRX5FGrSBIfJqhJE/IS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug+oRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U/5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7/BQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN+nA7pvF78/RII5ZHA09OAiE/66MF6HQ+qVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe+hXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz+JV/4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB+K3wBP/ineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q/9uocGsx41O4IZhViw/2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY/cQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE/om7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi/caHSM3FPRGRf7dB7YC+cD2ho6oL2zGDCkjlf/DFoQVl8GS/56wur3rdV6ggtzZW60MRB3g+U1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg/gBQIZMG/YcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK/G7F3mUc3GOAKqh60zM0v34v+ELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND+/GTk6M56Ig4yMsU6LUW1EWE+fIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP/IoRIZ/F6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg/RrPD/d3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl+Mu4xf0ezqeXD2PtPDnwMPo86sbwDV+9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD/OwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d/UfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH+14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC+OA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6+vAUUBoGhY3CT2tgwehdPqU/4Q7ZLYvhRl/ogOvR9O2+wkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn/dFSWBWzQ/VYk+Gezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n/yJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET/Hh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j+DXfpi12m1RbzYLg9J2wFergEwOxFyD0/JstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT/cUP6pE/mujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB+HEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu+vqQ02+KpJBjaLt9ye1Ab+BbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC+UwkXOoAjneU/xHplMQo2cXUlrVNqJYczgYlaOEczVCs/OCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38+xsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9+b8fH6+b8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj/0Q7PFUcC8hDrxESWdfgFRm+7vvWbkEppHB4T/1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y+g3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR/Rrs/JLKXgEx+qkmeDlFOD1/yTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW+xz+5FElFxWB28VjYIGZ0Yd+5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ+lT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ+2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1+JpI9psyNYIFuJogZa0/1AhOWdlHQxdAgbwacsHqPZo8u/ngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2+RdM+MAaYaZ0Y/ADkbNCZuAyAVQa2OcXOeICmDn9Q/eFkDeFQg5MgHEDXq/tVjj+jtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2/Bc0UxvseQCO2pQ2i+Krfhu/WeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt/U0Wf+phiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7+ExseJauyqo30hs+1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j/e1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la/QCTiVelFnU6O/GCvykqS/wZJDhKN9gBtSOp/1SP5VRgJcoVj+kmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn+8p6+vBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H+gDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D/GvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P+jAgN5TB3haSifDcApp6yymEi6Ij/GsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x/pChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11/yxyw0UnGig3MFdZklN5FI/qiT65T+jOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5+bqWiAYiAv6Jsf79/VUs4cIl+n6+WOjcgB/2l5TreoAV2717JzZbQIR0W1cl/dEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW/PhoawJDrGAP0JYWHgAVUByo/bGdiv2T2EMg8gsS14/rAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq+SCcTSx5NDtbFwNlh8VhjGGDu7JG5/TAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9+ogD8Kk/W7QoRN1UWPqM4+xdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c+4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS+o3F8YVVeikw13w+OEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX++7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9/O53DYi/5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD+P8sNh6e+XYHJXT/lkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp+pT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS/2ToPjqkaq62/7WFG8advGlRRqxB9diP07JrXowKR9tpRa+jGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq+nsp3YMuXt/GkXxLx/P6+ZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar+gMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud+YlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl/zh575R5rsrmRnKAzq4POFdgbYBuEviM4+LVC15ssLNFghbTtHWerS1hDt5s4qkLUha/qpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI+yjEldJfSo4y0QhG4i4IwkRFGcjWY8+EzgYYJUK7BXQksLxAww/YYWBMhJILB9e8ePEJ4OP7z+4/wOQDl64iOYDp26DaONPxpKtBxq/aTzRGarm3VkPYTLJKx6Z/Mw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ+lPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k/UuGkNpP1DBI5ch/EehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv+J41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI+HYexTUevLUeta4/DqKrbMVS+Yqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ++KkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9/Wx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k/90B8+yRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB/mQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go/n6j0cS+a2gEU8gIHJ+BwfgZX4GL+Bd/gW34FZ+BS/gUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh/F062yJ7AAAAEDAWAAABWhJ+KPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg) 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t=V(this),e=t.uniqueId().attr("id"),i=t.next(),s=i.uniqueId().attr("id");t.attr("aria-controls",s),i.attr("aria-labelledby",e)}).next().attr("role","tabpanel"),this.headers.not(this.active).attr({"aria-selected":"false","aria-expanded":"false",tabIndex:-1}).next().attr({"aria-hidden":"true"}).hide(),this.active.length?this.active.attr({"aria-selected":"true","aria-expanded":"true",tabIndex:0}).next().attr({"aria-hidden":"false"}):this.headers.eq(0).attr("tabIndex",0),this._createIcons(),this._setupEvents(t.event),"fill"===e?(i=s.height(),this.element.siblings(":visible").each(function(){var t=V(this),e=t.css("position");"absolute"!==e&&"fixed"!==e&&(i-=t.outerHeight(!0))}),this.headers.each(function(){i-=V(this).outerHeight(!0)}),this.headers.next().each(function(){V(this).height(Math.max(0,i-V(this).innerHeight()+V(this).height()))}).css("overflow","auto")):"auto"===e&&(i=0,this.headers.next().each(function(){var t=V(this).is(":visible");t||V(this).show(),i=Math.max(i,V(this).css("height","").height()),t||V(this).hide()}).height(i))},_activate:function(t){t=this._findActive(t)[0];t!==this.active[0]&&(t=t||this.active[0],this._eventHandler({target:t,currentTarget:t,preventDefault:V.noop}))},_findActive:function(t){return"number"==typeof t?this.headers.eq(t):V()},_setupEvents:function(t){var i={keydown:"_keydown"};t&&V.each(t.split(" "),function(t,e){i[e]="_eventHandler"}),this._off(this.headers.add(this.headers.next())),this._on(this.headers,i),this._on(this.headers.next(),{keydown:"_panelKeyDown"}),this._hoverable(this.headers),this._focusable(this.headers)},_eventHandler:function(t){var 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e=t.newPanel,i=this.prevShow.length?this.prevShow:t.oldPanel;this.prevShow.add(this.prevHide).stop(!0,!0),this.prevShow=e,this.prevHide=i,this.options.animate?this._animate(e,i,t):(i.hide(),e.show(),this._toggleComplete(t)),i.attr({"aria-hidden":"true"}),i.prev().attr({"aria-selected":"false","aria-expanded":"false"}),e.length&&i.length?i.prev().attr({tabIndex:-1,"aria-expanded":"false"}):e.length&&this.headers.filter(function(){return 0===parseInt(V(this).attr("tabIndex"),10)}).attr("tabIndex",-1),e.attr("aria-hidden","false").prev().attr({"aria-selected":"true","aria-expanded":"true",tabIndex:0})},_animate:function(t,i,e){var s,n,o,a=this,r=0,l=t.css("box-sizing"),h=t.length&&(!i.length||t.index()<i.index()),c=this.options.animate||{},u=h&&c.down||c,h=function(){a._toggleComplete(e)};return n=(n="string"==typeof u?u:n)||u.easing||c.easing,o=(o="number"==typeof u?u:o)||u.duration||c.duration,i.length?t.length?(s=t.show().outerHeight(),i.animate(this.hideProps,{duration:o,easing:n,step:function(t,e){e.now=Math.round(t)}}),void t.hide().animate(this.showProps,{duration:o,easing:n,complete:h,step:function(t,e){e.now=Math.round(t),"height"!==e.prop?"content-box"===l&&(r+=e.now):"content"!==a.options.heightStyle&&(e.now=Math.round(s-i.outerHeight()-r),r=0)}})):i.animate(this.hideProps,o,n,h):t.animate(this.showProps,o,n,h)},_toggleComplete:function(t){var e=t.oldPanel,i=e.prev();this._removeClass(e,"ui-accordion-content-active"),this._removeClass(i,"ui-accordion-header-active")._addClass(i,"ui-accordion-header-collapsed"),e.length&&(e.parent()[0].className=e.parent()[0].className),this._trigger("activate",null,t)}}),V.ui.safeActiveElement=function(e){var i;try{i=e.activeElement}catch(t){i=e.body}return i=!(i=i||e.body).nodeName?e.body:i},V.widget("ui.menu",{version:"1.13.2",defaultElement:"<ul>",delay:300,options:{icons:{submenu:"ui-icon-caret-1-e"},items:"> *",menus:"ul",position:{my:"left top",at:"right top"},role:"menu",blur:null,focus:null,select:null},_create:function(){this.activeMenu=this.element,this.mouseHandled=!1,this.lastMousePosition={x:null,y:null},this.element.uniqueId().attr({role:this.options.role,tabIndex:0}),this._addClass("ui-menu","ui-widget ui-widget-content"),this._on({"mousedown .ui-menu-item":function(t){t.preventDefault(),this._activateItem(t)},"click .ui-menu-item":function(t){var e=V(t.target),i=V(V.ui.safeActiveElement(this.document[0]));!this.mouseHandled&&e.not(".ui-state-disabled").length&&(this.select(t),t.isPropagationStopped()||(this.mouseHandled=!0),e.has(".ui-menu").length?this.expand(t):!this.element.is(":focus")&&i.closest(".ui-menu").length&&(this.element.trigger("focus",[!0]),this.active&&1===this.active.parents(".ui-menu").length&&clearTimeout(this.timer)))},"mouseenter .ui-menu-item":"_activateItem","mousemove .ui-menu-item":"_activateItem",mouseleave:"collapseAll","mouseleave .ui-menu":"collapseAll",focus:function(t,e){var i=this.active||this._menuItems().first();e||this.focus(t,i)},blur:function(t){this._delay(function(){V.contains(this.element[0],V.ui.safeActiveElement(this.document[0]))||this.collapseAll(t)})},keydown:"_keydown"}),this.refresh(),this._on(this.document,{click:function(t){this._closeOnDocumentClick(t)&&this.collapseAll(t,!0),this.mouseHandled=!1}})},_activateItem:function(t){var e,i;this.previousFilter||t.clientX===this.lastMousePosition.x&&t.clientY===this.lastMousePosition.y||(this.lastMousePosition={x:t.clientX,y:t.clientY},e=V(t.target).closest(".ui-menu-item"),i=V(t.currentTarget),e[0]===i[0]&&(i.is(".ui-state-active")||(this._removeClass(i.siblings().children(".ui-state-active"),null,"ui-state-active"),this.focus(t,i))))},_destroy:function(){var t=this.element.find(".ui-menu-item").removeAttr("role aria-disabled").children(".ui-menu-item-wrapper").removeUniqueId().removeAttr("tabIndex role aria-haspopup");this.element.removeAttr("aria-activedescendant").find(".ui-menu").addBack().removeAttr("role aria-labelledby aria-expanded aria-hidden aria-disabled tabIndex").removeUniqueId().show(),t.children().each(function(){var t=V(this);t.data("ui-menu-submenu-caret")&&t.remove()})},_keydown:function(t){var e,i,s,n=!0;switch(t.keyCode){case V.ui.keyCode.PAGE_UP:this.previousPage(t);break;case V.ui.keyCode.PAGE_DOWN:this.nextPage(t);break;case V.ui.keyCode.HOME:this._move("first","first",t);break;case V.ui.keyCode.END:this._move("last","last",t);break;case V.ui.keyCode.UP:this.previous(t);break;case V.ui.keyCode.DOWN:this.next(t);break;case V.ui.keyCode.LEFT:this.collapse(t);break;case V.ui.keyCode.RIGHT:this.active&&!this.active.is(".ui-state-disabled")&&this.expand(t);break;case V.ui.keyCode.ENTER:case V.ui.keyCode.SPACE:this._activate(t);break;case V.ui.keyCode.ESCAPE:this.collapse(t);break;default:e=this.previousFilter||"",s=n=!1,i=96<=t.keyCode&&t.keyCode<=105?(t.keyCode-96).toString():String.fromCharCode(t.keyCode),clearTimeout(this.filterTimer),i===e?s=!0:i=e+i,e=this._filterMenuItems(i),(e=s&&-1!==e.index(this.active.next())?this.active.nextAll(".ui-menu-item"):e).length||(i=String.fromCharCode(t.keyCode),e=this._filterMenuItems(i)),e.length?(this.focus(t,e),this.previousFilter=i,this.filterTimer=this._delay(function(){delete this.previousFilter},1e3)):delete this.previousFilter}n&&t.preventDefault()},_activate:function(t){this.active&&!this.active.is(".ui-state-disabled")&&(this.active.children("[aria-haspopup='true']").length?this.expand(t):this.select(t))},refresh:function(){var t,e,s=this,n=this.options.icons.submenu,i=this.element.find(this.options.menus);this._toggleClass("ui-menu-icons",null,!!this.element.find(".ui-icon").length),e=i.filter(":not(.ui-menu)").hide().attr({role:this.options.role,"aria-hidden":"true","aria-expanded":"false"}).each(function(){var t=V(this),e=t.prev(),i=V("<span>").data("ui-menu-submenu-caret",!0);s._addClass(i,"ui-menu-icon","ui-icon "+n),e.attr("aria-haspopup","true").prepend(i),t.attr("aria-labelledby",e.attr("id"))}),this._addClass(e,"ui-menu","ui-widget ui-widget-content ui-front"),(t=i.add(this.element).find(this.options.items)).not(".ui-menu-item").each(function(){var t=V(this);s._isDivider(t)&&s._addClass(t,"ui-menu-divider","ui-widget-content")}),i=(e=t.not(".ui-menu-item, .ui-menu-divider")).children().not(".ui-menu").uniqueId().attr({tabIndex:-1,role:this._itemRole()}),this._addClass(e,"ui-menu-item")._addClass(i,"ui-menu-item-wrapper"),t.filter(".ui-state-disabled").attr("aria-disabled","true"),this.active&&!V.contains(this.element[0],this.active[0])&&this.blur()},_itemRole:function(){return{menu:"menuitem",listbox:"option"}[this.options.role]},_setOption:function(t,e){var i;"icons"===t&&(i=this.element.find(".ui-menu-icon"),this._removeClass(i,null,this.options.icons.submenu)._addClass(i,null,e.submenu)),this._super(t,e)},_setOptionDisabled:function(t){this._super(t),this.element.attr("aria-disabled",String(t)),this._toggleClass(null,"ui-state-disabled",!!t)},focus:function(t,e){var i;this.blur(t,t&&"focus"===t.type),this._scrollIntoView(e),this.active=e.first(),i=this.active.children(".ui-menu-item-wrapper"),this._addClass(i,null,"ui-state-active"),this.options.role&&this.element.attr("aria-activedescendant",i.attr("id")),i=this.active.parent().closest(".ui-menu-item").children(".ui-menu-item-wrapper"),this._addClass(i,null,"ui-state-active"),t&&"keydown"===t.type?this._close():this.timer=this._delay(function(){this._close()},this.delay),(i=e.children(".ui-menu")).length&&t&&/^mouse/.test(t.type)&&this._startOpening(i),this.activeMenu=e.parent(),this._trigger("focus",t,{item:e})},_scrollIntoView:function(t){var e,i,s;this._hasScroll()&&(i=parseFloat(V.css(this.activeMenu[0],"borderTopWidth"))||0,s=parseFloat(V.css(this.activeMenu[0],"paddingTop"))||0,e=t.offset().top-this.activeMenu.offset().top-i-s,i=this.activeMenu.scrollTop(),s=this.activeMenu.height(),t=t.outerHeight(),e<0?this.activeMenu.scrollTop(i+e):s<e+t&&this.activeMenu.scrollTop(i+e-s+t))},blur:function(t,e){e||clearTimeout(this.timer),this.active&&(this._removeClass(this.active.children(".ui-menu-item-wrapper"),null,"ui-state-active"),this._trigger("blur",t,{item:this.active}),this.active=null)},_startOpening:function(t){clearTimeout(this.timer),"true"===t.attr("aria-hidden")&&(this.timer=this._delay(function(){this._close(),this._open(t)},this.delay))},_open:function(t){var e=V.extend({of:this.active},this.options.position);clearTimeout(this.timer),this.element.find(".ui-menu").not(t.parents(".ui-menu")).hide().attr("aria-hidden","true"),t.show().removeAttr("aria-hidden").attr("aria-expanded","true").position(e)},collapseAll:function(e,i){clearTimeout(this.timer),this.timer=this._delay(function(){var t=i?this.element:V(e&&e.target).closest(this.element.find(".ui-menu"));t.length||(t=this.element),this._close(t),this.blur(e),this._removeClass(t.find(".ui-state-active"),null,"ui-state-active"),this.activeMenu=t},i?0:this.delay)},_close:function(t){(t=t||(this.active?this.active.parent():this.element)).find(".ui-menu").hide().attr("aria-hidden","true").attr("aria-expanded","false")},_closeOnDocumentClick:function(t){return!V(t.target).closest(".ui-menu").length},_isDivider:function(t){return!/[^\-\u2014\u2013\s]/.test(t.text())},collapse:function(t){var e=this.active&&this.active.parent().closest(".ui-menu-item",this.element);e&&e.length&&(this._close(),this.focus(t,e))},expand:function(t){var e=this.active&&this._menuItems(this.active.children(".ui-menu")).first();e&&e.length&&(this._open(e.parent()),this._delay(function(){this.focus(t,e)}))},next:function(t){this._move("next","first",t)},previous:function(t){this._move("prev","last",t)},isFirstItem:function(){return this.active&&!this.active.prevAll(".ui-menu-item").length},isLastItem:function(){return this.active&&!this.active.nextAll(".ui-menu-item").length},_menuItems:function(t){return(t||this.element).find(this.options.items).filter(".ui-menu-item")},_move:function(t,e,i){var s;(s=this.active?"first"===t||"last"===t?this.active["first"===t?"prevAll":"nextAll"](".ui-menu-item").last():this.active[t+"All"](".ui-menu-item").first():s)&&s.length&&this.active||(s=this._menuItems(this.activeMenu)[e]()),this.focus(i,s)},nextPage:function(t){var e,i,s;this.active?this.isLastItem()||(this._hasScroll()?(i=this.active.offset().top,s=this.element.innerHeight(),0===V.fn.jquery.indexOf("3.2.")&&(s+=this.element[0].offsetHeight-this.element.outerHeight()),this.active.nextAll(".ui-menu-item").each(function(){return(e=V(this)).offset().top-i-s<0}),this.focus(t,e)):this.focus(t,this._menuItems(this.activeMenu)[this.active?"last":"first"]())):this.next(t)},previousPage:function(t){var e,i,s;this.active?this.isFirstItem()||(this._hasScroll()?(i=this.active.offset().top,s=this.element.innerHeight(),0===V.fn.jquery.indexOf("3.2.")&&(s+=this.element[0].offsetHeight-this.element.outerHeight()),this.active.prevAll(".ui-menu-item").each(function(){return 0<(e=V(this)).offset().top-i+s}),this.focus(t,e)):this.focus(t,this._menuItems(this.activeMenu).first())):this.next(t)},_hasScroll:function(){return this.element.outerHeight()<this.element.prop("scrollHeight")},select:function(t){this.active=this.active||V(t.target).closest(".ui-menu-item");var e={item:this.active};this.active.has(".ui-menu").length||this.collapseAll(t,!0),this._trigger("select",t,e)},_filterMenuItems:function(t){var t=t.replace(/[\-\[\]{}()*+?.,\\\^$|#\s]/g,"\\$&"),e=new RegExp("^"+t,"i");return this.activeMenu.find(this.options.items).filter(".ui-menu-item").filter(function(){return e.test(String.prototype.trim.call(V(this).children(".ui-menu-item-wrapper").text()))})}});V.widget("ui.autocomplete",{version:"1.13.2",defaultElement:"<input>",options:{appendTo:null,autoFocus:!1,delay:300,minLength:1,position:{my:"left top",at:"left bottom",collision:"none"},source:null,change:null,close:null,focus:null,open:null,response:null,search:null,select:null},requestIndex:0,pending:0,liveRegionTimer:null,_create:function(){var i,s,n,t=this.element[0].nodeName.toLowerCase(),e="textarea"===t,t="input"===t;this.isMultiLine=e||!t&&this._isContentEditable(this.element),this.valueMethod=this.element[e||t?"val":"text"],this.isNewMenu=!0,this._addClass("ui-autocomplete-input"),this.element.attr("autocomplete","off"),this._on(this.element,{keydown:function(t){if(this.element.prop("readOnly"))s=n=i=!0;else{s=n=i=!1;var e=V.ui.keyCode;switch(t.keyCode){case e.PAGE_UP:i=!0,this._move("previousPage",t);break;case e.PAGE_DOWN:i=!0,this._move("nextPage",t);break;case e.UP:i=!0,this._keyEvent("previous",t);break;case e.DOWN:i=!0,this._keyEvent("next",t);break;case e.ENTER:this.menu.active&&(i=!0,t.preventDefault(),this.menu.select(t));break;case e.TAB:this.menu.active&&this.menu.select(t);break;case e.ESCAPE:this.menu.element.is(":visible")&&(this.isMultiLine||this._value(this.term),this.close(t),t.preventDefault());break;default:s=!0,this._searchTimeout(t)}}},keypress:function(t){if(i)return i=!1,void(this.isMultiLine&&!this.menu.element.is(":visible")||t.preventDefault());if(!s){var e=V.ui.keyCode;switch(t.keyCode){case e.PAGE_UP:this._move("previousPage",t);break;case e.PAGE_DOWN:this._move("nextPage",t);break;case e.UP:this._keyEvent("previous",t);break;case e.DOWN:this._keyEvent("next",t)}}},input:function(t){if(n)return n=!1,void t.preventDefault();this._searchTimeout(t)},focus:function(){this.selectedItem=null,this.previous=this._value()},blur:function(t){clearTimeout(this.searching),this.close(t),this._change(t)}}),this._initSource(),this.menu=V("<ul>").appendTo(this._appendTo()).menu({role:null}).hide().attr({unselectable:"on"}).menu("instance"),this._addClass(this.menu.element,"ui-autocomplete","ui-front"),this._on(this.menu.element,{mousedown:function(t){t.preventDefault()},menufocus:function(t,e){var i,s;if(this.isNewMenu&&(this.isNewMenu=!1,t.originalEvent&&/^mouse/.test(t.originalEvent.type)))return this.menu.blur(),void this.document.one("mousemove",function(){V(t.target).trigger(t.originalEvent)});s=e.item.data("ui-autocomplete-item"),!1!==this._trigger("focus",t,{item:s})&&t.originalEvent&&/^key/.test(t.originalEvent.type)&&this._value(s.value),(i=e.item.attr("aria-label")||s.value)&&String.prototype.trim.call(i).length&&(clearTimeout(this.liveRegionTimer),this.liveRegionTimer=this._delay(function(){this.liveRegion.html(V("<div>").text(i))},100))},menuselect:function(t,e){var i=e.item.data("ui-autocomplete-item"),s=this.previous;this.element[0]!==V.ui.safeActiveElement(this.document[0])&&(this.element.trigger("focus"),this.previous=s,this._delay(function(){this.previous=s,this.selectedItem=i})),!1!==this._trigger("select",t,{item:i})&&this._value(i.value),this.term=this._value(),this.close(t),this.selectedItem=i}}),this.liveRegion=V("<div>",{role:"status","aria-live":"assertive","aria-relevant":"additions"}).appendTo(this.document[0].body),this._addClass(this.liveRegion,null,"ui-helper-hidden-accessible"),this._on(this.window,{beforeunload:function(){this.element.removeAttr("autocomplete")}})},_destroy:function(){clearTimeout(this.searching),this.element.removeAttr("autocomplete"),this.menu.element.remove(),this.liveRegion.remove()},_setOption:function(t,e){this._super(t,e),"source"===t&&this._initSource(),"appendTo"===t&&this.menu.element.appendTo(this._appendTo()),"disabled"===t&&e&&this.xhr&&this.xhr.abort()},_isEventTargetInWidget:function(t){var e=this.menu.element[0];return t.target===this.element[0]||t.target===e||V.contains(e,t.target)},_closeOnClickOutside:function(t){this._isEventTargetInWidget(t)||this.close()},_appendTo:function(){var t=this.options.appendTo;return t=!(t=!(t=t&&(t.jquery||t.nodeType?V(t):this.document.find(t).eq(0)))||!t[0]?this.element.closest(".ui-front, dialog"):t).length?this.document[0].body:t},_initSource:function(){var i,s,n=this;Array.isArray(this.options.source)?(i=this.options.source,this.source=function(t,e){e(V.ui.autocomplete.filter(i,t.term))}):"string"==typeof this.options.source?(s=this.options.source,this.source=function(t,e){n.xhr&&n.xhr.abort(),n.xhr=V.ajax({url:s,data:t,dataType:"json",success:function(t){e(t)},error:function(){e([])}})}):this.source=this.options.source},_searchTimeout:function(s){clearTimeout(this.searching),this.searching=this._delay(function(){var t=this.term===this._value(),e=this.menu.element.is(":visible"),i=s.altKey||s.ctrlKey||s.metaKey||s.shiftKey;t&&(e||i)||(this.selectedItem=null,this.search(null,s))},this.options.delay)},search:function(t,e){return t=null!=t?t:this._value(),this.term=this._value(),t.length<this.options.minLength?this.close(e):!1!==this._trigger("search",e)?this._search(t):void 0},_search:function(t){this.pending++,this._addClass("ui-autocomplete-loading"),this.cancelSearch=!1,this.source({term:t},this._response())},_response:function(){var e=++this.requestIndex;return function(t){e===this.requestIndex&&this.__response(t),this.pending--,this.pending||this._removeClass("ui-autocomplete-loading")}.bind(this)},__response:function(t){t=t&&this._normalize(t),this._trigger("response",null,{content:t}),!this.options.disabled&&t&&t.length&&!this.cancelSearch?(this._suggest(t),this._trigger("open")):this._close()},close:function(t){this.cancelSearch=!0,this._close(t)},_close:function(t){this._off(this.document,"mousedown"),this.menu.element.is(":visible")&&(this.menu.element.hide(),this.menu.blur(),this.isNewMenu=!0,this._trigger("close",t))},_change:function(t){this.previous!==this._value()&&this._trigger("change",t,{item:this.selectedItem})},_normalize:function(t){return t.length&&t[0].label&&t[0].value?t:V.map(t,function(t){return"string"==typeof t?{label:t,value:t}:V.extend({},t,{label:t.label||t.value,value:t.value||t.label})})},_suggest:function(t){var e=this.menu.element.empty();this._renderMenu(e,t),this.isNewMenu=!0,this.menu.refresh(),e.show(),this._resizeMenu(),e.position(V.extend({of:this.element},this.options.position)),this.options.autoFocus&&this.menu.next(),this._on(this.document,{mousedown:"_closeOnClickOutside"})},_resizeMenu:function(){var t=this.menu.element;t.outerWidth(Math.max(t.width("").outerWidth()+1,this.element.outerWidth()))},_renderMenu:function(i,t){var s=this;V.each(t,function(t,e){s._renderItemData(i,e)})},_renderItemData:function(t,e){return this._renderItem(t,e).data("ui-autocomplete-item",e)},_renderItem:function(t,e){return V("<li>").append(V("<div>").text(e.label)).appendTo(t)},_move:function(t,e){if(this.menu.element.is(":visible"))return this.menu.isFirstItem()&&/^previous/.test(t)||this.menu.isLastItem()&&/^next/.test(t)?(this.isMultiLine||this._value(this.term),void this.menu.blur()):void this.menu[t](e);this.search(null,e)},widget:function(){return this.menu.element},_value:function(){return this.valueMethod.apply(this.element,arguments)},_keyEvent:function(t,e){this.isMultiLine&&!this.menu.element.is(":visible")||(this._move(t,e),e.preventDefault())},_isContentEditable:function(t){if(!t.length)return!1;var e=t.prop("contentEditable");return"inherit"===e?this._isContentEditable(t.parent()):"true"===e}}),V.extend(V.ui.autocomplete,{escapeRegex:function(t){return t.replace(/[\-\[\]{}()*+?.,\\\^$|#\s]/g,"\\$&")},filter:function(t,e){var i=new RegExp(V.ui.autocomplete.escapeRegex(e),"i");return V.grep(t,function(t){return i.test(t.label||t.value||t)})}}),V.widget("ui.autocomplete",V.ui.autocomplete,{options:{messages:{noResults:"No search results.",results:function(t){return t+(1<t?" results are":" result is")+" available, use up and down arrow keys to navigate."}}},__response:function(t){var e;this._superApply(arguments),this.options.disabled||this.cancelSearch||(e=t&&t.length?this.options.messages.results(t.length):this.options.messages.noResults,clearTimeout(this.liveRegionTimer),this.liveRegionTimer=this._delay(function(){this.liveRegion.html(V("<div>").text(e))},100))}});V.ui.autocomplete;var tt=/ui-corner-([a-z]){2,6}/g;V.widget("ui.controlgroup",{version:"1.13.2",defaultElement:"<div>",options:{direction:"horizontal",disabled:null,onlyVisible:!0,items:{button:"input[type=button], input[type=submit], input[type=reset], button, a",controlgroupLabel:".ui-controlgroup-label",checkboxradio:"input[type='checkbox'], input[type='radio']",selectmenu:"select",spinner:".ui-spinner-input"}},_create:function(){this._enhance()},_enhance:function(){this.element.attr("role","toolbar"),this.refresh()},_destroy:function(){this._callChildMethod("destroy"),this.childWidgets.removeData("ui-controlgroup-data"),this.element.removeAttr("role"),this.options.items.controlgroupLabel&&this.element.find(this.options.items.controlgroupLabel).find(".ui-controlgroup-label-contents").contents().unwrap()},_initWidgets:function(){var o=this,a=[];V.each(this.options.items,function(s,t){var e,n={};if(t)return"controlgroupLabel"===s?((e=o.element.find(t)).each(function(){var t=V(this);t.children(".ui-controlgroup-label-contents").length||t.contents().wrapAll("<span class='ui-controlgroup-label-contents'></span>")}),o._addClass(e,null,"ui-widget ui-widget-content ui-state-default"),void(a=a.concat(e.get()))):void(V.fn[s]&&(n=o["_"+s+"Options"]?o["_"+s+"Options"]("middle"):{classes:{}},o.element.find(t).each(function(){var t=V(this),e=t[s]("instance"),i=V.widget.extend({},n);"button"===s&&t.parent(".ui-spinner").length||((e=e||t[s]()[s]("instance"))&&(i.classes=o._resolveClassesValues(i.classes,e)),t[s](i),i=t[s]("widget"),V.data(i[0],"ui-controlgroup-data",e||t[s]("instance")),a.push(i[0]))})))}),this.childWidgets=V(V.uniqueSort(a)),this._addClass(this.childWidgets,"ui-controlgroup-item")},_callChildMethod:function(e){this.childWidgets.each(function(){var t=V(this).data("ui-controlgroup-data");t&&t[e]&&t[e]()})},_updateCornerClass:function(t,e){e=this._buildSimpleOptions(e,"label").classes.label;this._removeClass(t,null,"ui-corner-top ui-corner-bottom ui-corner-left ui-corner-right ui-corner-all"),this._addClass(t,null,e)},_buildSimpleOptions:function(t,e){var i="vertical"===this.options.direction,s={classes:{}};return s.classes[e]={middle:"",first:"ui-corner-"+(i?"top":"left"),last:"ui-corner-"+(i?"bottom":"right"),only:"ui-corner-all"}[t],s},_spinnerOptions:function(t){t=this._buildSimpleOptions(t,"ui-spinner");return t.classes["ui-spinner-up"]="",t.classes["ui-spinner-down"]="",t},_buttonOptions:function(t){return this._buildSimpleOptions(t,"ui-button")},_checkboxradioOptions:function(t){return this._buildSimpleOptions(t,"ui-checkboxradio-label")},_selectmenuOptions:function(t){var e="vertical"===this.options.direction;return{width:e&&"auto",classes:{middle:{"ui-selectmenu-button-open":"","ui-selectmenu-button-closed":""},first:{"ui-selectmenu-button-open":"ui-corner-"+(e?"top":"tl"),"ui-selectmenu-button-closed":"ui-corner-"+(e?"top":"left")},last:{"ui-selectmenu-button-open":e?"":"ui-corner-tr","ui-selectmenu-button-closed":"ui-corner-"+(e?"bottom":"right")},only:{"ui-selectmenu-button-open":"ui-corner-top","ui-selectmenu-button-closed":"ui-corner-all"}}[t]}},_resolveClassesValues:function(i,s){var n={};return V.each(i,function(t){var e=s.options.classes[t]||"",e=String.prototype.trim.call(e.replace(tt,""));n[t]=(e+" "+i[t]).replace(/\s+/g," ")}),n},_setOption:function(t,e){"direction"===t&&this._removeClass("ui-controlgroup-"+this.options.direction),this._super(t,e),"disabled"!==t?this.refresh():this._callChildMethod(e?"disable":"enable")},refresh:function(){var n,o=this;this._addClass("ui-controlgroup ui-controlgroup-"+this.options.direction),"horizontal"===this.options.direction&&this._addClass(null,"ui-helper-clearfix"),this._initWidgets(),n=this.childWidgets,(n=this.options.onlyVisible?n.filter(":visible"):n).length&&(V.each(["first","last"],function(t,e){var i,s=n[e]().data("ui-controlgroup-data");s&&o["_"+s.widgetName+"Options"]?((i=o["_"+s.widgetName+"Options"](1===n.length?"only":e)).classes=o._resolveClassesValues(i.classes,s),s.element[s.widgetName](i)):o._updateCornerClass(n[e](),e)}),this._callChildMethod("refresh"))}});V.widget("ui.checkboxradio",[V.ui.formResetMixin,{version:"1.13.2",options:{disabled:null,label:null,icon:!0,classes:{"ui-checkboxradio-label":"ui-corner-all","ui-checkboxradio-icon":"ui-corner-all"}},_getCreateOptions:function(){var t,e=this._super()||{};return this._readType(),t=this.element.labels(),this.label=V(t[t.length-1]),this.label.length||V.error("No label found for checkboxradio widget"),this.originalLabel="",(t=this.label.contents().not(this.element[0])).length&&(this.originalLabel+=t.clone().wrapAll("<div></div>").parent().html()),this.originalLabel&&(e.label=this.originalLabel),null!=(t=this.element[0].disabled)&&(e.disabled=t),e},_create:function(){var t=this.element[0].checked;this._bindFormResetHandler(),null==this.options.disabled&&(this.options.disabled=this.element[0].disabled),this._setOption("disabled",this.options.disabled),this._addClass("ui-checkboxradio","ui-helper-hidden-accessible"),this._addClass(this.label,"ui-checkboxradio-label","ui-button ui-widget"),"radio"===this.type&&this._addClass(this.label,"ui-checkboxradio-radio-label"),this.options.label&&this.options.label!==this.originalLabel?this._updateLabel():this.originalLabel&&(this.options.label=this.originalLabel),this._enhance(),t&&this._addClass(this.label,"ui-checkboxradio-checked","ui-state-active"),this._on({change:"_toggleClasses",focus:function(){this._addClass(this.label,null,"ui-state-focus ui-visual-focus")},blur:function(){this._removeClass(this.label,null,"ui-state-focus ui-visual-focus")}})},_readType:function(){var t=this.element[0].nodeName.toLowerCase();this.type=this.element[0].type,"input"===t&&/radio|checkbox/.test(this.type)||V.error("Can't create checkboxradio on element.nodeName="+t+" and element.type="+this.type)},_enhance:function(){this._updateIcon(this.element[0].checked)},widget:function(){return this.label},_getRadioGroup:function(){var t=this.element[0].name,e="input[name='"+V.escapeSelector(t)+"']";return t?(this.form.length?V(this.form[0].elements).filter(e):V(e).filter(function(){return 0===V(this)._form().length})).not(this.element):V([])},_toggleClasses:function(){var t=this.element[0].checked;this._toggleClass(this.label,"ui-checkboxradio-checked","ui-state-active",t),this.options.icon&&"checkbox"===this.type&&this._toggleClass(this.icon,null,"ui-icon-check ui-state-checked",t)._toggleClass(this.icon,null,"ui-icon-blank",!t),"radio"===this.type&&this._getRadioGroup().each(function(){var t=V(this).checkboxradio("instance");t&&t._removeClass(t.label,"ui-checkboxradio-checked","ui-state-active")})},_destroy:function(){this._unbindFormResetHandler(),this.icon&&(this.icon.remove(),this.iconSpace.remove())},_setOption:function(t,e){if("label"!==t||e){if(this._super(t,e),"disabled"===t)return this._toggleClass(this.label,null,"ui-state-disabled",e),void(this.element[0].disabled=e);this.refresh()}},_updateIcon:function(t){var e="ui-icon ui-icon-background ";this.options.icon?(this.icon||(this.icon=V("<span>"),this.iconSpace=V("<span> </span>"),this._addClass(this.iconSpace,"ui-checkboxradio-icon-space")),"checkbox"===this.type?(e+=t?"ui-icon-check ui-state-checked":"ui-icon-blank",this._removeClass(this.icon,null,t?"ui-icon-blank":"ui-icon-check")):e+="ui-icon-blank",this._addClass(this.icon,"ui-checkboxradio-icon",e),t||this._removeClass(this.icon,null,"ui-icon-check ui-state-checked"),this.icon.prependTo(this.label).after(this.iconSpace)):void 0!==this.icon&&(this.icon.remove(),this.iconSpace.remove(),delete this.icon)},_updateLabel:function(){var t=this.label.contents().not(this.element[0]);this.icon&&(t=t.not(this.icon[0])),(t=this.iconSpace?t.not(this.iconSpace[0]):t).remove(),this.label.append(this.options.label)},refresh:function(){var t=this.element[0].checked,e=this.element[0].disabled;this._updateIcon(t),this._toggleClass(this.label,"ui-checkboxradio-checked","ui-state-active",t),null!==this.options.label&&this._updateLabel(),e!==this.options.disabled&&this._setOptions({disabled:e})}}]);var et;V.ui.checkboxradio;V.widget("ui.button",{version:"1.13.2",defaultElement:"<button>",options:{classes:{"ui-button":"ui-corner-all"},disabled:null,icon:null,iconPosition:"beginning",label:null,showLabel:!0},_getCreateOptions:function(){var t,e=this._super()||{};return this.isInput=this.element.is("input"),null!=(t=this.element[0].disabled)&&(e.disabled=t),this.originalLabel=this.isInput?this.element.val():this.element.html(),this.originalLabel&&(e.label=this.originalLabel),e},_create:function(){!this.option.showLabel&!this.options.icon&&(this.options.showLabel=!0),null==this.options.disabled&&(this.options.disabled=this.element[0].disabled||!1),this.hasTitle=!!this.element.attr("title"),this.options.label&&this.options.label!==this.originalLabel&&(this.isInput?this.element.val(this.options.label):this.element.html(this.options.label)),this._addClass("ui-button","ui-widget"),this._setOption("disabled",this.options.disabled),this._enhance(),this.element.is("a")&&this._on({keyup:function(t){t.keyCode===V.ui.keyCode.SPACE&&(t.preventDefault(),this.element[0].click?this.element[0].click():this.element.trigger("click"))}})},_enhance:function(){this.element.is("button")||this.element.attr("role","button"),this.options.icon&&(this._updateIcon("icon",this.options.icon),this._updateTooltip())},_updateTooltip:function(){this.title=this.element.attr("title"),this.options.showLabel||this.title||this.element.attr("title",this.options.label)},_updateIcon:function(t,e){var i="iconPosition"!==t,s=i?this.options.iconPosition:e,t="top"===s||"bottom"===s;this.icon?i&&this._removeClass(this.icon,null,this.options.icon):(this.icon=V("<span>"),this._addClass(this.icon,"ui-button-icon","ui-icon"),this.options.showLabel||this._addClass("ui-button-icon-only")),i&&this._addClass(this.icon,null,e),this._attachIcon(s),t?(this._addClass(this.icon,null,"ui-widget-icon-block"),this.iconSpace&&this.iconSpace.remove()):(this.iconSpace||(this.iconSpace=V("<span> </span>"),this._addClass(this.iconSpace,"ui-button-icon-space")),this._removeClass(this.icon,null,"ui-wiget-icon-block"),this._attachIconSpace(s))},_destroy:function(){this.element.removeAttr("role"),this.icon&&this.icon.remove(),this.iconSpace&&this.iconSpace.remove(),this.hasTitle||this.element.removeAttr("title")},_attachIconSpace:function(t){this.icon[/^(?:end|bottom)/.test(t)?"before":"after"](this.iconSpace)},_attachIcon:function(t){this.element[/^(?:end|bottom)/.test(t)?"append":"prepend"](this.icon)},_setOptions:function(t){var e=(void 0===t.showLabel?this.options:t).showLabel,i=(void 0===t.icon?this.options:t).icon;e||i||(t.showLabel=!0),this._super(t)},_setOption:function(t,e){"icon"===t&&(e?this._updateIcon(t,e):this.icon&&(this.icon.remove(),this.iconSpace&&this.iconSpace.remove())),"iconPosition"===t&&this._updateIcon(t,e),"showLabel"===t&&(this._toggleClass("ui-button-icon-only",null,!e),this._updateTooltip()),"label"===t&&(this.isInput?this.element.val(e):(this.element.html(e),this.icon&&(this._attachIcon(this.options.iconPosition),this._attachIconSpace(this.options.iconPosition)))),this._super(t,e),"disabled"===t&&(this._toggleClass(null,"ui-state-disabled",e),(this.element[0].disabled=e)&&this.element.trigger("blur"))},refresh:function(){var t=this.element.is("input, button")?this.element[0].disabled:this.element.hasClass("ui-button-disabled");t!==this.options.disabled&&this._setOptions({disabled:t}),this._updateTooltip()}}),!1!==V.uiBackCompat&&(V.widget("ui.button",V.ui.button,{options:{text:!0,icons:{primary:null,secondary:null}},_create:function(){this.options.showLabel&&!this.options.text&&(this.options.showLabel=this.options.text),!this.options.showLabel&&this.options.text&&(this.options.text=this.options.showLabel),this.options.icon||!this.options.icons.primary&&!this.options.icons.secondary?this.options.icon&&(this.options.icons.primary=this.options.icon):this.options.icons.primary?this.options.icon=this.options.icons.primary:(this.options.icon=this.options.icons.secondary,this.options.iconPosition="end"),this._super()},_setOption:function(t,e){"text"!==t?("showLabel"===t&&(this.options.text=e),"icon"===t&&(this.options.icons.primary=e),"icons"===t&&(e.primary?(this._super("icon",e.primary),this._super("iconPosition","beginning")):e.secondary&&(this._super("icon",e.secondary),this._super("iconPosition","end"))),this._superApply(arguments)):this._super("showLabel",e)}}),V.fn.button=(et=V.fn.button,function(i){var t="string"==typeof i,s=Array.prototype.slice.call(arguments,1),n=this;return t?this.length||"instance"!==i?this.each(function(){var t=V(this).attr("type"),e=V.data(this,"ui-"+("checkbox"!==t&&"radio"!==t?"button":"checkboxradio"));return"instance"===i?(n=e,!1):e?"function"!=typeof e[i]||"_"===i.charAt(0)?V.error("no such method '"+i+"' for button widget instance"):(t=e[i].apply(e,s))!==e&&void 0!==t?(n=t&&t.jquery?n.pushStack(t.get()):t,!1):void 0:V.error("cannot call methods on button prior to initialization; attempted to call method '"+i+"'")}):n=void 0:(s.length&&(i=V.widget.extend.apply(null,[i].concat(s))),this.each(function(){var t=V(this).attr("type"),e="checkbox"!==t&&"radio"!==t?"button":"checkboxradio",t=V.data(this,"ui-"+e);t?(t.option(i||{}),t._init&&t._init()):"button"!=e?V(this).checkboxradio(V.extend({icon:!1},i)):et.call(V(this),i)})),n}),V.fn.buttonset=function(){return V.ui.controlgroup||V.error("Controlgroup widget missing"),"option"===arguments[0]&&"items"===arguments[1]&&arguments[2]?this.controlgroup.apply(this,[arguments[0],"items.button",arguments[2]]):"option"===arguments[0]&&"items"===arguments[1]?this.controlgroup.apply(this,[arguments[0],"items.button"]):("object"==typeof arguments[0]&&arguments[0].items&&(arguments[0].items={button:arguments[0].items}),this.controlgroup.apply(this,arguments))});var it;V.ui.button;function st(){this._curInst=null,this._keyEvent=!1,this._disabledInputs=[],this._datepickerShowing=!1,this._inDialog=!1,this._mainDivId="ui-datepicker-div",this._inlineClass="ui-datepicker-inline",this._appendClass="ui-datepicker-append",this._triggerClass="ui-datepicker-trigger",this._dialogClass="ui-datepicker-dialog",this._disableClass="ui-datepicker-disabled",this._unselectableClass="ui-datepicker-unselectable",this._currentClass="ui-datepicker-current-day",this._dayOverClass="ui-datepicker-days-cell-over",this.regional=[],this.regional[""]={closeText:"Done",prevText:"Prev",nextText:"Next",currentText:"Today",monthNames:["January","February","March","April","May","June","July","August","September","October","November","December"],monthNamesShort:["Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"],dayNames:["Sunday","Monday","Tuesday","Wednesday","Thursday","Friday","Saturday"],dayNamesShort:["Sun","Mon","Tue","Wed","Thu","Fri","Sat"],dayNamesMin:["Su","Mo","Tu","We","Th","Fr","Sa"],weekHeader:"Wk",dateFormat:"mm/dd/yy",firstDay:0,isRTL:!1,showMonthAfterYear:!1,yearSuffix:"",selectMonthLabel:"Select month",selectYearLabel:"Select year"},this._defaults={showOn:"focus",showAnim:"fadeIn",showOptions:{},defaultDate:null,appendText:"",buttonText:"...",buttonImage:"",buttonImageOnly:!1,hideIfNoPrevNext:!1,navigationAsDateFormat:!1,gotoCurrent:!1,changeMonth:!1,changeYear:!1,yearRange:"c-10:c+10",showOtherMonths:!1,selectOtherMonths:!1,showWeek:!1,calculateWeek:this.iso8601Week,shortYearCutoff:"+10",minDate:null,maxDate:null,duration:"fast",beforeShowDay:null,beforeShow:null,onSelect:null,onChangeMonthYear:null,onClose:null,onUpdateDatepicker:null,numberOfMonths:1,showCurrentAtPos:0,stepMonths:1,stepBigMonths:12,altField:"",altFormat:"",constrainInput:!0,showButtonPanel:!1,autoSize:!1,disabled:!1},V.extend(this._defaults,this.regional[""]),this.regional.en=V.extend(!0,{},this.regional[""]),this.regional["en-US"]=V.extend(!0,{},this.regional.en),this.dpDiv=nt(V("<div id='"+this._mainDivId+"' class='ui-datepicker ui-widget ui-widget-content ui-helper-clearfix ui-corner-all'></div>"))}function nt(t){var e="button, .ui-datepicker-prev, .ui-datepicker-next, .ui-datepicker-calendar td a";return t.on("mouseout",e,function(){V(this).removeClass("ui-state-hover"),-1!==this.className.indexOf("ui-datepicker-prev")&&V(this).removeClass("ui-datepicker-prev-hover"),-1!==this.className.indexOf("ui-datepicker-next")&&V(this).removeClass("ui-datepicker-next-hover")}).on("mouseover",e,ot)}function ot(){V.datepicker._isDisabledDatepicker((it.inline?it.dpDiv.parent():it.input)[0])||(V(this).parents(".ui-datepicker-calendar").find("a").removeClass("ui-state-hover"),V(this).addClass("ui-state-hover"),-1!==this.className.indexOf("ui-datepicker-prev")&&V(this).addClass("ui-datepicker-prev-hover"),-1!==this.className.indexOf("ui-datepicker-next")&&V(this).addClass("ui-datepicker-next-hover"))}function at(t,e){for(var i in V.extend(t,e),e)null==e[i]&&(t[i]=e[i]);return t}V.extend(V.ui,{datepicker:{version:"1.13.2"}}),V.extend(st.prototype,{markerClassName:"hasDatepicker",maxRows:4,_widgetDatepicker:function(){return this.dpDiv},setDefaults:function(t){return at(this._defaults,t||{}),this},_attachDatepicker:function(t,e){var i,s=t.nodeName.toLowerCase(),n="div"===s||"span"===s;t.id||(this.uuid+=1,t.id="dp"+this.uuid),(i=this._newInst(V(t),n)).settings=V.extend({},e||{}),"input"===s?this._connectDatepicker(t,i):n&&this._inlineDatepicker(t,i)},_newInst:function(t,e){return{id:t[0].id.replace(/([^A-Za-z0-9_\-])/g,"\\\\$1"),input:t,selectedDay:0,selectedMonth:0,selectedYear:0,drawMonth:0,drawYear:0,inline:e,dpDiv:e?nt(V("<div class='"+this._inlineClass+" ui-datepicker ui-widget ui-widget-content ui-helper-clearfix ui-corner-all'></div>")):this.dpDiv}},_connectDatepicker:function(t,e){var i=V(t);e.append=V([]),e.trigger=V([]),i.hasClass(this.markerClassName)||(this._attachments(i,e),i.addClass(this.markerClassName).on("keydown",this._doKeyDown).on("keypress",this._doKeyPress).on("keyup",this._doKeyUp),this._autoSize(e),V.data(t,"datepicker",e),e.settings.disabled&&this._disableDatepicker(t))},_attachments:function(t,e){var i,s=this._get(e,"appendText"),n=this._get(e,"isRTL");e.append&&e.append.remove(),s&&(e.append=V("<span>").addClass(this._appendClass).text(s),t[n?"before":"after"](e.append)),t.off("focus",this._showDatepicker),e.trigger&&e.trigger.remove(),"focus"!==(i=this._get(e,"showOn"))&&"both"!==i||t.on("focus",this._showDatepicker),"button"!==i&&"both"!==i||(s=this._get(e,"buttonText"),i=this._get(e,"buttonImage"),this._get(e,"buttonImageOnly")?e.trigger=V("<img>").addClass(this._triggerClass).attr({src:i,alt:s,title:s}):(e.trigger=V("<button type='button'>").addClass(this._triggerClass),i?e.trigger.html(V("<img>").attr({src:i,alt:s,title:s})):e.trigger.text(s)),t[n?"before":"after"](e.trigger),e.trigger.on("click",function(){return V.datepicker._datepickerShowing&&V.datepicker._lastInput===t[0]?V.datepicker._hideDatepicker():(V.datepicker._datepickerShowing&&V.datepicker._lastInput!==t[0]&&V.datepicker._hideDatepicker(),V.datepicker._showDatepicker(t[0])),!1}))},_autoSize:function(t){var e,i,s,n,o,a;this._get(t,"autoSize")&&!t.inline&&(o=new Date(2009,11,20),(a=this._get(t,"dateFormat")).match(/[DM]/)&&(e=function(t){for(n=s=i=0;n<t.length;n++)t[n].length>i&&(i=t[n].length,s=n);return s},o.setMonth(e(this._get(t,a.match(/MM/)?"monthNames":"monthNamesShort"))),o.setDate(e(this._get(t,a.match(/DD/)?"dayNames":"dayNamesShort"))+20-o.getDay())),t.input.attr("size",this._formatDate(t,o).length))},_inlineDatepicker:function(t,e){var i=V(t);i.hasClass(this.markerClassName)||(i.addClass(this.markerClassName).append(e.dpDiv),V.data(t,"datepicker",e),this._setDate(e,this._getDefaultDate(e),!0),this._updateDatepicker(e),this._updateAlternate(e),e.settings.disabled&&this._disableDatepicker(t),e.dpDiv.css("display","block"))},_dialogDatepicker:function(t,e,i,s,n){var o,a=this._dialogInst;return a||(this.uuid+=1,o="dp"+this.uuid,this._dialogInput=V("<input type='text' id='"+o+"' style='position: absolute; top: -100px; width: 0px;'/>"),this._dialogInput.on("keydown",this._doKeyDown),V("body").append(this._dialogInput),(a=this._dialogInst=this._newInst(this._dialogInput,!1)).settings={},V.data(this._dialogInput[0],"datepicker",a)),at(a.settings,s||{}),e=e&&e.constructor===Date?this._formatDate(a,e):e,this._dialogInput.val(e),this._pos=n?n.length?n:[n.pageX,n.pageY]:null,this._pos||(o=document.documentElement.clientWidth,s=document.documentElement.clientHeight,e=document.documentElement.scrollLeft||document.body.scrollLeft,n=document.documentElement.scrollTop||document.body.scrollTop,this._pos=[o/2-100+e,s/2-150+n]),this._dialogInput.css("left",this._pos[0]+20+"px").css("top",this._pos[1]+"px"),a.settings.onSelect=i,this._inDialog=!0,this.dpDiv.addClass(this._dialogClass),this._showDatepicker(this._dialogInput[0]),V.blockUI&&V.blockUI(this.dpDiv),V.data(this._dialogInput[0],"datepicker",a),this},_destroyDatepicker:function(t){var e,i=V(t),s=V.data(t,"datepicker");i.hasClass(this.markerClassName)&&(e=t.nodeName.toLowerCase(),V.removeData(t,"datepicker"),"input"===e?(s.append.remove(),s.trigger.remove(),i.removeClass(this.markerClassName).off("focus",this._showDatepicker).off("keydown",this._doKeyDown).off("keypress",this._doKeyPress).off("keyup",this._doKeyUp)):"div"!==e&&"span"!==e||i.removeClass(this.markerClassName).empty(),it===s&&(it=null,this._curInst=null))},_enableDatepicker:function(e){var t,i=V(e),s=V.data(e,"datepicker");i.hasClass(this.markerClassName)&&("input"===(t=e.nodeName.toLowerCase())?(e.disabled=!1,s.trigger.filter("button").each(function(){this.disabled=!1}).end().filter("img").css({opacity:"1.0",cursor:""})):"div"!==t&&"span"!==t||((i=i.children("."+this._inlineClass)).children().removeClass("ui-state-disabled"),i.find("select.ui-datepicker-month, select.ui-datepicker-year").prop("disabled",!1)),this._disabledInputs=V.map(this._disabledInputs,function(t){return t===e?null:t}))},_disableDatepicker:function(e){var t,i=V(e),s=V.data(e,"datepicker");i.hasClass(this.markerClassName)&&("input"===(t=e.nodeName.toLowerCase())?(e.disabled=!0,s.trigger.filter("button").each(function(){this.disabled=!0}).end().filter("img").css({opacity:"0.5",cursor:"default"})):"div"!==t&&"span"!==t||((i=i.children("."+this._inlineClass)).children().addClass("ui-state-disabled"),i.find("select.ui-datepicker-month, select.ui-datepicker-year").prop("disabled",!0)),this._disabledInputs=V.map(this._disabledInputs,function(t){return t===e?null:t}),this._disabledInputs[this._disabledInputs.length]=e)},_isDisabledDatepicker:function(t){if(!t)return!1;for(var e=0;e<this._disabledInputs.length;e++)if(this._disabledInputs[e]===t)return!0;return!1},_getInst:function(t){try{return V.data(t,"datepicker")}catch(t){throw"Missing instance data for this datepicker"}},_optionDatepicker:function(t,e,i){var s,n,o=this._getInst(t);if(2===arguments.length&&"string"==typeof e)return"defaults"===e?V.extend({},V.datepicker._defaults):o?"all"===e?V.extend({},o.settings):this._get(o,e):null;s=e||{},"string"==typeof e&&((s={})[e]=i),o&&(this._curInst===o&&this._hideDatepicker(),n=this._getDateDatepicker(t,!0),e=this._getMinMaxDate(o,"min"),i=this._getMinMaxDate(o,"max"),at(o.settings,s),null!==e&&void 0!==s.dateFormat&&void 0===s.minDate&&(o.settings.minDate=this._formatDate(o,e)),null!==i&&void 0!==s.dateFormat&&void 0===s.maxDate&&(o.settings.maxDate=this._formatDate(o,i)),"disabled"in s&&(s.disabled?this._disableDatepicker(t):this._enableDatepicker(t)),this._attachments(V(t),o),this._autoSize(o),this._setDate(o,n),this._updateAlternate(o),this._updateDatepicker(o))},_changeDatepicker:function(t,e,i){this._optionDatepicker(t,e,i)},_refreshDatepicker:function(t){t=this._getInst(t);t&&this._updateDatepicker(t)},_setDateDatepicker:function(t,e){t=this._getInst(t);t&&(this._setDate(t,e),this._updateDatepicker(t),this._updateAlternate(t))},_getDateDatepicker:function(t,e){t=this._getInst(t);return t&&!t.inline&&this._setDateFromField(t,e),t?this._getDate(t):null},_doKeyDown:function(t){var e,i,s=V.datepicker._getInst(t.target),n=!0,o=s.dpDiv.is(".ui-datepicker-rtl");if(s._keyEvent=!0,V.datepicker._datepickerShowing)switch(t.keyCode){case 9:V.datepicker._hideDatepicker(),n=!1;break;case 13:return(i=V("td."+V.datepicker._dayOverClass+":not(."+V.datepicker._currentClass+")",s.dpDiv))[0]&&V.datepicker._selectDay(t.target,s.selectedMonth,s.selectedYear,i[0]),(e=V.datepicker._get(s,"onSelect"))?(i=V.datepicker._formatDate(s),e.apply(s.input?s.input[0]:null,[i,s])):V.datepicker._hideDatepicker(),!1;case 27:V.datepicker._hideDatepicker();break;case 33:V.datepicker._adjustDate(t.target,t.ctrlKey?-V.datepicker._get(s,"stepBigMonths"):-V.datepicker._get(s,"stepMonths"),"M");break;case 34:V.datepicker._adjustDate(t.target,t.ctrlKey?+V.datepicker._get(s,"stepBigMonths"):+V.datepicker._get(s,"stepMonths"),"M");break;case 35:(t.ctrlKey||t.metaKey)&&V.datepicker._clearDate(t.target),n=t.ctrlKey||t.metaKey;break;case 36:(t.ctrlKey||t.metaKey)&&V.datepicker._gotoToday(t.target),n=t.ctrlKey||t.metaKey;break;case 37:(t.ctrlKey||t.metaKey)&&V.datepicker._adjustDate(t.target,o?1:-1,"D"),n=t.ctrlKey||t.metaKey,t.originalEvent.altKey&&V.datepicker._adjustDate(t.target,t.ctrlKey?-V.datepicker._get(s,"stepBigMonths"):-V.datepicker._get(s,"stepMonths"),"M");break;case 38:(t.ctrlKey||t.metaKey)&&V.datepicker._adjustDate(t.target,-7,"D"),n=t.ctrlKey||t.metaKey;break;case 39:(t.ctrlKey||t.metaKey)&&V.datepicker._adjustDate(t.target,o?-1:1,"D"),n=t.ctrlKey||t.metaKey,t.originalEvent.altKey&&V.datepicker._adjustDate(t.target,t.ctrlKey?+V.datepicker._get(s,"stepBigMonths"):+V.datepicker._get(s,"stepMonths"),"M");break;case 40:(t.ctrlKey||t.metaKey)&&V.datepicker._adjustDate(t.target,7,"D"),n=t.ctrlKey||t.metaKey;break;default:n=!1}else 36===t.keyCode&&t.ctrlKey?V.datepicker._showDatepicker(this):n=!1;n&&(t.preventDefault(),t.stopPropagation())},_doKeyPress:function(t){var e,i=V.datepicker._getInst(t.target);if(V.datepicker._get(i,"constrainInput"))return e=V.datepicker._possibleChars(V.datepicker._get(i,"dateFormat")),i=String.fromCharCode(null==t.charCode?t.keyCode:t.charCode),t.ctrlKey||t.metaKey||i<" "||!e||-1<e.indexOf(i)},_doKeyUp:function(t){t=V.datepicker._getInst(t.target);if(t.input.val()!==t.lastVal)try{V.datepicker.parseDate(V.datepicker._get(t,"dateFormat"),t.input?t.input.val():null,V.datepicker._getFormatConfig(t))&&(V.datepicker._setDateFromField(t),V.datepicker._updateAlternate(t),V.datepicker._updateDatepicker(t))}catch(t){}return!0},_showDatepicker:function(t){var e,i,s,n;"input"!==(t=t.target||t).nodeName.toLowerCase()&&(t=V("input",t.parentNode)[0]),V.datepicker._isDisabledDatepicker(t)||V.datepicker._lastInput===t||(n=V.datepicker._getInst(t),V.datepicker._curInst&&V.datepicker._curInst!==n&&(V.datepicker._curInst.dpDiv.stop(!0,!0),n&&V.datepicker._datepickerShowing&&V.datepicker._hideDatepicker(V.datepicker._curInst.input[0])),!1!==(i=(s=V.datepicker._get(n,"beforeShow"))?s.apply(t,[t,n]):{})&&(at(n.settings,i),n.lastVal=null,V.datepicker._lastInput=t,V.datepicker._setDateFromField(n),V.datepicker._inDialog&&(t.value=""),V.datepicker._pos||(V.datepicker._pos=V.datepicker._findPos(t),V.datepicker._pos[1]+=t.offsetHeight),e=!1,V(t).parents().each(function(){return!(e|="fixed"===V(this).css("position"))}),s={left:V.datepicker._pos[0],top:V.datepicker._pos[1]},V.datepicker._pos=null,n.dpDiv.empty(),n.dpDiv.css({position:"absolute",display:"block",top:"-1000px"}),V.datepicker._updateDatepicker(n),s=V.datepicker._checkOffset(n,s,e),n.dpDiv.css({position:V.datepicker._inDialog&&V.blockUI?"static":e?"fixed":"absolute",display:"none",left:s.left+"px",top:s.top+"px"}),n.inline||(i=V.datepicker._get(n,"showAnim"),s=V.datepicker._get(n,"duration"),n.dpDiv.css("z-index",function(t){for(var e,i;t.length&&t[0]!==document;){if(("absolute"===(e=t.css("position"))||"relative"===e||"fixed"===e)&&(i=parseInt(t.css("zIndex"),10),!isNaN(i)&&0!==i))return i;t=t.parent()}return 0}(V(t))+1),V.datepicker._datepickerShowing=!0,V.effects&&V.effects.effect[i]?n.dpDiv.show(i,V.datepicker._get(n,"showOptions"),s):n.dpDiv[i||"show"](i?s:null),V.datepicker._shouldFocusInput(n)&&n.input.trigger("focus"),V.datepicker._curInst=n)))},_updateDatepicker:function(t){this.maxRows=4,(it=t).dpDiv.empty().append(this._generateHTML(t)),this._attachHandlers(t);var e,i=this._getNumberOfMonths(t),s=i[1],n=t.dpDiv.find("."+this._dayOverClass+" a"),o=V.datepicker._get(t,"onUpdateDatepicker");0<n.length&&ot.apply(n.get(0)),t.dpDiv.removeClass("ui-datepicker-multi-2 ui-datepicker-multi-3 ui-datepicker-multi-4").width(""),1<s&&t.dpDiv.addClass("ui-datepicker-multi-"+s).css("width",17*s+"em"),t.dpDiv[(1!==i[0]||1!==i[1]?"add":"remove")+"Class"]("ui-datepicker-multi"),t.dpDiv[(this._get(t,"isRTL")?"add":"remove")+"Class"]("ui-datepicker-rtl"),t===V.datepicker._curInst&&V.datepicker._datepickerShowing&&V.datepicker._shouldFocusInput(t)&&t.input.trigger("focus"),t.yearshtml&&(e=t.yearshtml,setTimeout(function(){e===t.yearshtml&&t.yearshtml&&t.dpDiv.find("select.ui-datepicker-year").first().replaceWith(t.yearshtml),e=t.yearshtml=null},0)),o&&o.apply(t.input?t.input[0]:null,[t])},_shouldFocusInput:function(t){return t.input&&t.input.is(":visible")&&!t.input.is(":disabled")&&!t.input.is(":focus")},_checkOffset:function(t,e,i){var s=t.dpDiv.outerWidth(),n=t.dpDiv.outerHeight(),o=t.input?t.input.outerWidth():0,a=t.input?t.input.outerHeight():0,r=document.documentElement.clientWidth+(i?0:V(document).scrollLeft()),l=document.documentElement.clientHeight+(i?0:V(document).scrollTop());return e.left-=this._get(t,"isRTL")?s-o:0,e.left-=i&&e.left===t.input.offset().left?V(document).scrollLeft():0,e.top-=i&&e.top===t.input.offset().top+a?V(document).scrollTop():0,e.left-=Math.min(e.left,e.left+s>r&&s<r?Math.abs(e.left+s-r):0),e.top-=Math.min(e.top,e.top+n>l&&n<l?Math.abs(n+a):0),e},_findPos:function(t){for(var e=this._getInst(t),i=this._get(e,"isRTL");t&&("hidden"===t.type||1!==t.nodeType||V.expr.pseudos.hidden(t));)t=t[i?"previousSibling":"nextSibling"];return[(e=V(t).offset()).left,e.top]},_hideDatepicker:function(t){var e,i,s=this._curInst;!s||t&&s!==V.data(t,"datepicker")||this._datepickerShowing&&(e=this._get(s,"showAnim"),i=this._get(s,"duration"),t=function(){V.datepicker._tidyDialog(s)},V.effects&&(V.effects.effect[e]||V.effects[e])?s.dpDiv.hide(e,V.datepicker._get(s,"showOptions"),i,t):s.dpDiv["slideDown"===e?"slideUp":"fadeIn"===e?"fadeOut":"hide"](e?i:null,t),e||t(),this._datepickerShowing=!1,(t=this._get(s,"onClose"))&&t.apply(s.input?s.input[0]:null,[s.input?s.input.val():"",s]),this._lastInput=null,this._inDialog&&(this._dialogInput.css({position:"absolute",left:"0",top:"-100px"}),V.blockUI&&(V.unblockUI(),V("body").append(this.dpDiv))),this._inDialog=!1)},_tidyDialog:function(t){t.dpDiv.removeClass(this._dialogClass).off(".ui-datepicker-calendar")},_checkExternalClick:function(t){var e;V.datepicker._curInst&&(e=V(t.target),t=V.datepicker._getInst(e[0]),(e[0].id===V.datepicker._mainDivId||0!==e.parents("#"+V.datepicker._mainDivId).length||e.hasClass(V.datepicker.markerClassName)||e.closest("."+V.datepicker._triggerClass).length||!V.datepicker._datepickerShowing||V.datepicker._inDialog&&V.blockUI)&&(!e.hasClass(V.datepicker.markerClassName)||V.datepicker._curInst===t)||V.datepicker._hideDatepicker())},_adjustDate:function(t,e,i){var s=V(t),t=this._getInst(s[0]);this._isDisabledDatepicker(s[0])||(this._adjustInstDate(t,e,i),this._updateDatepicker(t))},_gotoToday:function(t){var e=V(t),i=this._getInst(e[0]);this._get(i,"gotoCurrent")&&i.currentDay?(i.selectedDay=i.currentDay,i.drawMonth=i.selectedMonth=i.currentMonth,i.drawYear=i.selectedYear=i.currentYear):(t=new Date,i.selectedDay=t.getDate(),i.drawMonth=i.selectedMonth=t.getMonth(),i.drawYear=i.selectedYear=t.getFullYear()),this._notifyChange(i),this._adjustDate(e)},_selectMonthYear:function(t,e,i){var s=V(t),t=this._getInst(s[0]);t["selected"+("M"===i?"Month":"Year")]=t["draw"+("M"===i?"Month":"Year")]=parseInt(e.options[e.selectedIndex].value,10),this._notifyChange(t),this._adjustDate(s)},_selectDay:function(t,e,i,s){var n=V(t);V(s).hasClass(this._unselectableClass)||this._isDisabledDatepicker(n[0])||((n=this._getInst(n[0])).selectedDay=n.currentDay=parseInt(V("a",s).attr("data-date")),n.selectedMonth=n.currentMonth=e,n.selectedYear=n.currentYear=i,this._selectDate(t,this._formatDate(n,n.currentDay,n.currentMonth,n.currentYear)))},_clearDate:function(t){t=V(t);this._selectDate(t,"")},_selectDate:function(t,e){var i=V(t),t=this._getInst(i[0]);e=null!=e?e:this._formatDate(t),t.input&&t.input.val(e),this._updateAlternate(t),(i=this._get(t,"onSelect"))?i.apply(t.input?t.input[0]:null,[e,t]):t.input&&t.input.trigger("change"),t.inline?this._updateDatepicker(t):(this._hideDatepicker(),this._lastInput=t.input[0],"object"!=typeof t.input[0]&&t.input.trigger("focus"),this._lastInput=null)},_updateAlternate:function(t){var e,i,s=this._get(t,"altField");s&&(e=this._get(t,"altFormat")||this._get(t,"dateFormat"),i=this._getDate(t),t=this.formatDate(e,i,this._getFormatConfig(t)),V(document).find(s).val(t))},noWeekends:function(t){t=t.getDay();return[0<t&&t<6,""]},iso8601Week:function(t){var e=new Date(t.getTime());return e.setDate(e.getDate()+4-(e.getDay()||7)),t=e.getTime(),e.setMonth(0),e.setDate(1),Math.floor(Math.round((t-e)/864e5)/7)+1},parseDate:function(e,n,t){if(null==e||null==n)throw"Invalid arguments";if(""===(n="object"==typeof n?n.toString():n+""))return null;for(var i,s,o,a=0,r=(t?t.shortYearCutoff:null)||this._defaults.shortYearCutoff,r="string"!=typeof r?r:(new Date).getFullYear()%100+parseInt(r,10),l=(t?t.dayNamesShort:null)||this._defaults.dayNamesShort,h=(t?t.dayNames:null)||this._defaults.dayNames,c=(t?t.monthNamesShort:null)||this._defaults.monthNamesShort,u=(t?t.monthNames:null)||this._defaults.monthNames,d=-1,p=-1,f=-1,g=-1,m=!1,_=function(t){t=w+1<e.length&&e.charAt(w+1)===t;return t&&w++,t},v=function(t){var e=_(t),e="@"===t?14:"!"===t?20:"y"===t&&e?4:"o"===t?3:2,e=new RegExp("^\\d{"+("y"===t?e:1)+","+e+"}"),e=n.substring(a).match(e);if(!e)throw"Missing number at position "+a;return a+=e[0].length,parseInt(e[0],10)},b=function(t,e,i){var s=-1,e=V.map(_(t)?i:e,function(t,e){return[[e,t]]}).sort(function(t,e){return-(t[1].length-e[1].length)});if(V.each(e,function(t,e){var i=e[1];if(n.substr(a,i.length).toLowerCase()===i.toLowerCase())return s=e[0],a+=i.length,!1}),-1!==s)return s+1;throw"Unknown name at position "+a},y=function(){if(n.charAt(a)!==e.charAt(w))throw"Unexpected literal at position 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V.datepicker._selectMonthYear(i,this,"M"),!1},selectYear:function(){return V.datepicker._selectMonthYear(i,this,"Y"),!1}};V(this).on(this.getAttribute("data-event"),t[this.getAttribute("data-handler")])})},_generateHTML:function(t){var e,i,s,n,o,a,r,l,h,c,u,d,p,f,g,m,_,v,b,y,w,x,k,C,D,I,T,P,M,S,H,z,A=new Date,O=this._daylightSavingAdjust(new Date(A.getFullYear(),A.getMonth(),A.getDate())),N=this._get(t,"isRTL"),E=this._get(t,"showButtonPanel"),W=this._get(t,"hideIfNoPrevNext"),F=this._get(t,"navigationAsDateFormat"),L=this._getNumberOfMonths(t),R=this._get(t,"showCurrentAtPos"),A=this._get(t,"stepMonths"),Y=1!==L[0]||1!==L[1],B=this._daylightSavingAdjust(t.currentDay?new Date(t.currentYear,t.currentMonth,t.currentDay):new Date(9999,9,9)),j=this._getMinMaxDate(t,"min"),q=this._getMinMaxDate(t,"max"),K=t.drawMonth-R,U=t.drawYear;if(K<0&&(K+=12,U--),q)for(e=this._daylightSavingAdjust(new 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ui-helper-clearfix"+y+"'>"+(/all|left/.test(y)&&0===m?N?s:i:"")+(/all|right/.test(y)&&0===m?N?i:s:"")+this._generateMonthYearHeader(t,K,U,j,q,0<m||0<v,l,h)+"</div><table class='ui-datepicker-calendar'><thead><tr>",x=o?"<th class='ui-datepicker-week-col'>"+this._get(t,"weekHeader")+"</th>":"",g=0;g<7;g++)x+="<th scope='col'"+(5<=(g+n+6)%7?" class='ui-datepicker-week-end'":"")+"><span title='"+a[k=(g+n)%7]+"'>"+r[k]+"</span></th>";for(w+=x+"</tr></thead><tbody>",D=this._getDaysInMonth(U,K),U===t.selectedYear&&K===t.selectedMonth&&(t.selectedDay=Math.min(t.selectedDay,D)),C=(this._getFirstDayOfMonth(U,K)-n+7)%7,D=Math.ceil((C+D)/7),I=Y&&this.maxRows>D?this.maxRows:D,this.maxRows=I,T=this._daylightSavingAdjust(new Date(U,K,1-C)),P=0;P<I;P++){for(w+="<tr>",M=o?"<td class='ui-datepicker-week-col'>"+this._get(t,"calculateWeek")(T)+"</td>":"",g=0;g<7;g++)S=c?c.apply(t.input?t.input[0]:null,[T]):[!0,""],z=(H=T.getMonth()!==K)&&!d||!S[0]||j&&T<j||q&&q<T,M+="<td class='"+(5<=(g+n+6)%7?" ui-datepicker-week-end":"")+(H?" ui-datepicker-other-month":"")+(T.getTime()===b.getTime()&&K===t.selectedMonth&&t._keyEvent||p.getTime()===T.getTime()&&p.getTime()===b.getTime()?" "+this._dayOverClass:"")+(z?" "+this._unselectableClass+" ui-state-disabled":"")+(H&&!u?"":" "+S[1]+(T.getTime()===B.getTime()?" 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l,h,c,u,d,p,f=this._get(t,"changeMonth"),g=this._get(t,"changeYear"),m=this._get(t,"showMonthAfterYear"),_=this._get(t,"selectMonthLabel"),v=this._get(t,"selectYearLabel"),b="<div class='ui-datepicker-title'>",y="";if(o||!f)y+="<span class='ui-datepicker-month'>"+a[e]+"</span>";else{for(l=s&&s.getFullYear()===i,h=n&&n.getFullYear()===i,y+="<select class='ui-datepicker-month' aria-label='"+_+"' data-handler='selectMonth' data-event='change'>",c=0;c<12;c++)(!l||c>=s.getMonth())&&(!h||c<=n.getMonth())&&(y+="<option value='"+c+"'"+(c===e?" selected='selected'":"")+">"+r[c]+"</option>");y+="</select>"}if(m||(b+=y+(!o&&f&&g?"":" ")),!t.yearshtml)if(t.yearshtml="",o||!g)b+="<span class='ui-datepicker-year'>"+i+"</span>";else{for(a=this._get(t,"yearRange").split(":"),u=(new Date).getFullYear(),d=(_=function(t){t=t.match(/c[+\-].*/)?i+parseInt(t.substring(1),10):t.match(/[+\-].*/)?u+parseInt(t,10):parseInt(t,10);return 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t&&t<e?t:e},_notifyChange:function(t){var e=this._get(t,"onChangeMonthYear");e&&e.apply(t.input?t.input[0]:null,[t.selectedYear,t.selectedMonth+1,t])},_getNumberOfMonths:function(t){t=this._get(t,"numberOfMonths");return null==t?[1,1]:"number"==typeof t?[1,t]:t},_getMinMaxDate:function(t,e){return this._determineDate(t,this._get(t,e+"Date"),null)},_getDaysInMonth:function(t,e){return 32-this._daylightSavingAdjust(new Date(t,e,32)).getDate()},_getFirstDayOfMonth:function(t,e){return new Date(t,e,1).getDay()},_canAdjustMonth:function(t,e,i,s){var n=this._getNumberOfMonths(t),n=this._daylightSavingAdjust(new Date(i,s+(e<0?e:n[0]*n[1]),1));return e<0&&n.setDate(this._getDaysInMonth(n.getFullYear(),n.getMonth())),this._isInRange(t,n)},_isInRange:function(t,e){var i=this._getMinMaxDate(t,"min"),s=this._getMinMaxDate(t,"max"),n=null,o=null,a=this._get(t,"yearRange");return a&&(t=a.split(":"),a=(new 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this;V.datepicker.initialized||(V(document).on("mousedown",V.datepicker._checkExternalClick),V.datepicker.initialized=!0),0===V("#"+V.datepicker._mainDivId).length&&V("body").append(V.datepicker.dpDiv);var e=Array.prototype.slice.call(arguments,1);return"string"==typeof t&&("isDisabled"===t||"getDate"===t||"widget"===t)||"option"===t&&2===arguments.length&&"string"==typeof arguments[1]?V.datepicker["_"+t+"Datepicker"].apply(V.datepicker,[this[0]].concat(e)):this.each(function(){"string"==typeof t?V.datepicker["_"+t+"Datepicker"].apply(V.datepicker,[this].concat(e)):V.datepicker._attachDatepicker(this,t)})},V.datepicker=new st,V.datepicker.initialized=!1,V.datepicker.uuid=(new Date).getTime(),V.datepicker.version="1.13.2";V.datepicker,V.ui.ie=!!/msie [\w.]+/.exec(navigator.userAgent.toLowerCase());var rt=!1;V(document).on("mouseup",function(){rt=!1});V.widget("ui.mouse",{version:"1.13.2",options:{cancel:"input, textarea, button, select, 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i&&!s&&this._mouseCapture(t)?(this.mouseDelayMet=!this.options.delay,this.mouseDelayMet||(this._mouseDelayTimer=setTimeout(function(){e.mouseDelayMet=!0},this.options.delay)),this._mouseDistanceMet(t)&&this._mouseDelayMet(t)&&(this._mouseStarted=!1!==this._mouseStart(t),!this._mouseStarted)?(t.preventDefault(),!0):(!0===V.data(t.target,this.widgetName+".preventClickEvent")&&V.removeData(t.target,this.widgetName+".preventClickEvent"),this._mouseMoveDelegate=function(t){return e._mouseMove(t)},this._mouseUpDelegate=function(t){return e._mouseUp(t)},this.document.on("mousemove."+this.widgetName,this._mouseMoveDelegate).on("mouseup."+this.widgetName,this._mouseUpDelegate),t.preventDefault(),rt=!0)):!0}},_mouseMove:function(t){if(this._mouseMoved){if(V.ui.ie&&(!document.documentMode||document.documentMode<9)&&!t.button)return this._mouseUp(t);if(!t.which)if(t.originalEvent.altKey||t.originalEvent.ctrlKey||t.originalEvent.metaKey||t.originalEvent.shiftKey)this.ignoreMissingWhich=!0;else if(!this.ignoreMissingWhich)return this._mouseUp(t)}return(t.which||t.button)&&(this._mouseMoved=!0),this._mouseStarted?(this._mouseDrag(t),t.preventDefault()):(this._mouseDistanceMet(t)&&this._mouseDelayMet(t)&&(this._mouseStarted=!1!==this._mouseStart(this._mouseDownEvent,t),this._mouseStarted?this._mouseDrag(t):this._mouseUp(t)),!this._mouseStarted)},_mouseUp:function(t){this.document.off("mousemove."+this.widgetName,this._mouseMoveDelegate).off("mouseup."+this.widgetName,this._mouseUpDelegate),this._mouseStarted&&(this._mouseStarted=!1,t.target===this._mouseDownEvent.target&&V.data(t.target,this.widgetName+".preventClickEvent",!0),this._mouseStop(t)),this._mouseDelayTimer&&(clearTimeout(this._mouseDelayTimer),delete this._mouseDelayTimer),this.ignoreMissingWhich=!1,rt=!1,t.preventDefault()},_mouseDistanceMet:function(t){return Math.max(Math.abs(this._mouseDownEvent.pageX-t.pageX),Math.abs(this._mouseDownEvent.pageY-t.pageY))>=this.options.distance},_mouseDelayMet:function(){return this.mouseDelayMet},_mouseStart:function(){},_mouseDrag:function(){},_mouseStop:function(){},_mouseCapture:function(){return!0}}),V.ui.plugin={add:function(t,e,i){var s,n=V.ui[t].prototype;for(s in i)n.plugins[s]=n.plugins[s]||[],n.plugins[s].push([e,i[s]])},call:function(t,e,i,s){var n,o=t.plugins[e];if(o&&(s||t.element[0].parentNode&&11!==t.element[0].parentNode.nodeType))for(n=0;n<o.length;n++)t.options[o[n][0]]&&o[n][1].apply(t.element,i)}},V.ui.safeBlur=function(t){t&&"body"!==t.nodeName.toLowerCase()&&V(t).trigger("blur")};V.widget("ui.draggable",V.ui.mouse,{version:"1.13.2",widgetEventPrefix:"drag",options:{addClasses:!0,appendTo:"parent",axis:!1,connectToSortable:!1,containment:!1,cursor:"auto",cursorAt:!1,grid:!1,handle:!1,helper:"original",iframeFix:!1,opacity:!1,refreshPositions:!1,revert:!1,revertDuration:500,scope:"default",scroll:!0,scrollSensitivity:20,scrollSpeed:20,snap:!1,snapMode:"both",snapTolerance:20,stack:!1,zIndex:!1,drag:null,start:null,stop:null},_create:function(){"original"===this.options.helper&&this._setPositionRelative(),this.options.addClasses&&this._addClass("ui-draggable"),this._setHandleClassName(),this._mouseInit()},_setOption:function(t,e){this._super(t,e),"handle"===t&&(this._removeHandleClassName(),this._setHandleClassName())},_destroy:function(){(this.helper||this.element).is(".ui-draggable-dragging")?this.destroyOnClear=!0:(this._removeHandleClassName(),this._mouseDestroy())},_mouseCapture:function(t){var e=this.options;return!(this.helper||e.disabled||0<V(t.target).closest(".ui-resizable-handle").length)&&(this.handle=this._getHandle(t),!!this.handle&&(this._blurActiveElement(t),this._blockFrames(!0===e.iframeFix?"iframe":e.iframeFix),!0))},_blockFrames:function(t){this.iframeBlocks=this.document.find(t).map(function(){var t=V(this);return V("<div>").css("position","absolute").appendTo(t.parent()).outerWidth(t.outerWidth()).outerHeight(t.outerHeight()).offset(t.offset())[0]})},_unblockFrames:function(){this.iframeBlocks&&(this.iframeBlocks.remove(),delete this.iframeBlocks)},_blurActiveElement:function(t){var e=V.ui.safeActiveElement(this.document[0]);V(t.target).closest(e).length||V.ui.safeBlur(e)},_mouseStart:function(t){var e=this.options;return this.helper=this._createHelper(t),this._addClass(this.helper,"ui-draggable-dragging"),this._cacheHelperProportions(),V.ui.ddmanager&&(V.ui.ddmanager.current=this),this._cacheMargins(),this.cssPosition=this.helper.css("position"),this.scrollParent=this.helper.scrollParent(!0),this.offsetParent=this.helper.offsetParent(),this.hasFixedAncestor=0<this.helper.parents().filter(function(){return"fixed"===V(this).css("position")}).length,this.positionAbs=this.element.offset(),this._refreshOffsets(t),this.originalPosition=this.position=this._generatePosition(t,!1),this.originalPageX=t.pageX,this.originalPageY=t.pageY,e.cursorAt&&this._adjustOffsetFromHelper(e.cursorAt),this._setContainment(),!1===this._trigger("start",t)?(this._clear(),!1):(this._cacheHelperProportions(),V.ui.ddmanager&&!e.dropBehaviour&&V.ui.ddmanager.prepareOffsets(this,t),this._mouseDrag(t,!0),V.ui.ddmanager&&V.ui.ddmanager.dragStart(this,t),!0)},_refreshOffsets:function(t){this.offset={top:this.positionAbs.top-this.margins.top,left:this.positionAbs.left-this.margins.left,scroll:!1,parent:this._getParentOffset(),relative:this._getRelativeOffset()},this.offset.click={left:t.pageX-this.offset.left,top:t.pageY-this.offset.top}},_mouseDrag:function(t,e){if(this.hasFixedAncestor&&(this.offset.parent=this._getParentOffset()),this.position=this._generatePosition(t,!0),this.positionAbs=this._convertPositionTo("absolute"),!e){e=this._uiHash();if(!1===this._trigger("drag",t,e))return 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this.helper.is(".ui-draggable-dragging")?this._mouseUp(new V.Event("mouseup",{target:this.element[0]})):this._clear(),this},_getHandle:function(t){return!this.options.handle||!!V(t.target).closest(this.element.find(this.options.handle)).length},_setHandleClassName:function(){this.handleElement=this.options.handle?this.element.find(this.options.handle):this.element,this._addClass(this.handleElement,"ui-draggable-handle")},_removeHandleClassName:function(){this._removeClass(this.handleElement,"ui-draggable-handle")},_createHelper:function(t){var e=this.options,i="function"==typeof e.helper,t=i?V(e.helper.apply(this.element[0],[t])):"clone"===e.helper?this.element.clone().removeAttr("id"):this.element;return t.parents("body").length||t.appendTo("parent"===e.appendTo?this.element[0].parentNode:e.appendTo),i&&t[0]===this.element[0]&&this._setPositionRelative(),t[0]===this.element[0]||/(fixed|absolute)/.test(t.css("position"))||t.css("position","absolute"),t},_setPositionRelative:function(){/^(?:r|a|f)/.test(this.element.css("position"))||(this.element[0].style.position="relative")},_adjustOffsetFromHelper:function(t){"string"==typeof t&&(t=t.split(" ")),"left"in(t=Array.isArray(t)?{left:+t[0],top:+t[1]||0}:t)&&(this.offset.click.left=t.left+this.margins.left),"right"in t&&(this.offset.click.left=this.helperProportions.width-t.right+this.margins.left),"top"in t&&(this.offset.click.top=t.top+this.margins.top),"bottom"in t&&(this.offset.click.top=this.helperProportions.height-t.bottom+this.margins.top)},_isRootNode:function(t){return/(html|body)/i.test(t.tagName)||t===this.document[0]},_getParentOffset:function(){var t=this.offsetParent.offset(),e=this.document[0];return"absolute"===this.cssPosition&&this.scrollParent[0]!==e&&V.contains(this.scrollParent[0],this.offsetParent[0])&&(t.left+=this.scrollParent.scrollLeft(),t.top+=this.scrollParent.scrollTop()),{top:(t=this._isRootNode(this.offsetParent[0])?{top:0,left:0}:t).top+(parseInt(this.offsetParent.css("borderTopWidth"),10)||0),left:t.left+(parseInt(this.offsetParent.css("borderLeftWidth"),10)||0)}},_getRelativeOffset:function(){if("relative"!==this.cssPosition)return{top:0,left:0};var t=this.element.position(),e=this._isRootNode(this.scrollParent[0]);return{top:t.top-(parseInt(this.helper.css("top"),10)||0)+(e?0:this.scrollParent.scrollTop()),left:t.left-(parseInt(this.helper.css("left"),10)||0)+(e?0:this.scrollParent.scrollLeft())}},_cacheMargins:function(){this.margins={left:parseInt(this.element.css("marginLeft"),10)||0,top:parseInt(this.element.css("marginTop"),10)||0,right:parseInt(this.element.css("marginRight"),10)||0,bottom:parseInt(this.element.css("marginBottom"),10)||0}},_cacheHelperProportions:function(){this.helperProportions={width:this.helper.outerWidth(),height:this.helper.outerHeight()}},_setContainment:function(){var t,e,i,s=this.options,n=this.document[0];this.relativeContainer=null,s.containment?"window"!==s.containment?"document"!==s.containment?s.containment.constructor!==Array?("parent"===s.containment&&(s.containment=this.helper[0].parentNode),(i=(e=V(s.containment))[0])&&(t=/(scroll|auto)/.test(e.css("overflow")),this.containment=[(parseInt(e.css("borderLeftWidth"),10)||0)+(parseInt(e.css("paddingLeft"),10)||0),(parseInt(e.css("borderTopWidth"),10)||0)+(parseInt(e.css("paddingTop"),10)||0),(t?Math.max(i.scrollWidth,i.offsetWidth):i.offsetWidth)-(parseInt(e.css("borderRightWidth"),10)||0)-(parseInt(e.css("paddingRight"),10)||0)-this.helperProportions.width-this.margins.left-this.margins.right,(t?Math.max(i.scrollHeight,i.offsetHeight):i.offsetHeight)-(parseInt(e.css("borderBottomWidth"),10)||0)-(parseInt(e.css("paddingBottom"),10)||0)-this.helperProportions.height-this.margins.top-this.margins.bottom],this.relativeContainer=e)):this.containment=s.containment:this.containment=[0,0,V(n).width()-this.helperProportions.width-this.margins.left,(V(n).height()||n.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top]:this.containment=[V(window).scrollLeft()-this.offset.relative.left-this.offset.parent.left,V(window).scrollTop()-this.offset.relative.top-this.offset.parent.top,V(window).scrollLeft()+V(window).width()-this.helperProportions.width-this.margins.left,V(window).scrollTop()+(V(window).height()||n.body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top]:this.containment=null},_convertPositionTo:function(t,e){e=e||this.position;var i="absolute"===t?1:-1,t=this._isRootNode(this.scrollParent[0]);return{top:e.top+this.offset.relative.top*i+this.offset.parent.top*i-("fixed"===this.cssPosition?-this.offset.scroll.top:t?0:this.offset.scroll.top)*i,left:e.left+this.offset.relative.left*i+this.offset.parent.left*i-("fixed"===this.cssPosition?-this.offset.scroll.left:t?0:this.offset.scroll.left)*i}},_generatePosition:function(t,e){var i,s=this.options,n=this._isRootNode(this.scrollParent[0]),o=t.pageX,a=t.pageY;return 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i=i||this._uiHash(),V.ui.plugin.call(this,t,[e,i,this],!0),/^(drag|start|stop)/.test(t)&&(this.positionAbs=this._convertPositionTo("absolute"),i.offset=this.positionAbs),V.Widget.prototype._trigger.call(this,t,e,i)},plugins:{},_uiHash:function(){return{helper:this.helper,position:this.position,originalPosition:this.originalPosition,offset:this.positionAbs}}}),V.ui.plugin.add("draggable","connectToSortable",{start:function(e,t,i){var s=V.extend({},t,{item:i.element});i.sortables=[],V(i.options.connectToSortable).each(function(){var t=V(this).sortable("instance");t&&!t.options.disabled&&(i.sortables.push(t),t.refreshPositions(),t._trigger("activate",e,s))})},stop:function(e,t,i){var s=V.extend({},t,{item:i.element});i.cancelHelperRemoval=!1,V.each(i.sortables,function(){var t=this;t.isOver?(t.isOver=0,i.cancelHelperRemoval=!0,t.cancelHelperRemoval=!1,t._storedCSS={position:t.placeholder.css("position"),top:t.placeholder.css("top"),left:t.placeholder.css("left")},t._mouseStop(e),t.options.helper=t.options._helper):(t.cancelHelperRemoval=!0,t._trigger("deactivate",e,s))})},drag:function(i,s,n){V.each(n.sortables,function(){var t=!1,e=this;e.positionAbs=n.positionAbs,e.helperProportions=n.helperProportions,e.offset.click=n.offset.click,e._intersectsWith(e.containerCache)&&(t=!0,V.each(n.sortables,function(){return this.positionAbs=n.positionAbs,this.helperProportions=n.helperProportions,this.offset.click=n.offset.click,t=this!==e&&this._intersectsWith(this.containerCache)&&V.contains(e.element[0],this.element[0])?!1:t})),t?(e.isOver||(e.isOver=1,n._parent=s.helper.parent(),e.currentItem=s.helper.appendTo(e.element).data("ui-sortable-item",!0),e.options._helper=e.options.helper,e.options.helper=function(){return s.helper[0]},i.target=e.currentItem[0],e._mouseCapture(i,!0),e._mouseStart(i,!0,!0),e.offset.click.top=n.offset.click.top,e.offset.click.left=n.offset.click.left,e.offset.parent.left-=n.offset.parent.left-e.offset.parent.left,e.offset.parent.top-=n.offset.parent.top-e.offset.parent.top,n._trigger("toSortable",i),n.dropped=e.element,V.each(n.sortables,function(){this.refreshPositions()}),n.currentItem=n.element,e.fromOutside=n),e.currentItem&&(e._mouseDrag(i),s.position=e.position)):e.isOver&&(e.isOver=0,e.cancelHelperRemoval=!0,e.options._revert=e.options.revert,e.options.revert=!1,e._trigger("out",i,e._uiHash(e)),e._mouseStop(i,!0),e.options.revert=e.options._revert,e.options.helper=e.options._helper,e.placeholder&&e.placeholder.remove(),s.helper.appendTo(n._parent),n._refreshOffsets(i),s.position=n._generatePosition(i,!0),n._trigger("fromSortable",i),n.dropped=!1,V.each(n.sortables,function(){this.refreshPositions()}))})}}),V.ui.plugin.add("draggable","cursor",{start:function(t,e,i){var s=V("body"),i=i.options;s.css("cursor")&&(i._cursor=s.css("cursor")),s.css("cursor",i.cursor)},stop:function(t,e,i){i=i.options;i._cursor&&V("body").css("cursor",i._cursor)}}),V.ui.plugin.add("draggable","opacity",{start:function(t,e,i){e=V(e.helper),i=i.options;e.css("opacity")&&(i._opacity=e.css("opacity")),e.css("opacity",i.opacity)},stop:function(t,e,i){i=i.options;i._opacity&&V(e.helper).css("opacity",i._opacity)}}),V.ui.plugin.add("draggable","scroll",{start:function(t,e,i){i.scrollParentNotHidden||(i.scrollParentNotHidden=i.helper.scrollParent(!1)),i.scrollParentNotHidden[0]!==i.document[0]&&"HTML"!==i.scrollParentNotHidden[0].tagName&&(i.overflowOffset=i.scrollParentNotHidden.offset())},drag:function(t,e,i){var s=i.options,n=!1,o=i.scrollParentNotHidden[0],a=i.document[0];o!==a&&"HTML"!==o.tagName?(s.axis&&"x"===s.axis||(i.overflowOffset.top+o.offsetHeight-t.pageY<s.scrollSensitivity?o.scrollTop=n=o.scrollTop+s.scrollSpeed:t.pageY-i.overflowOffset.top<s.scrollSensitivity&&(o.scrollTop=n=o.scrollTop-s.scrollSpeed)),s.axis&&"y"===s.axis||(i.overflowOffset.left+o.offsetWidth-t.pageX<s.scrollSensitivity?o.scrollLeft=n=o.scrollLeft+s.scrollSpeed:t.pageX-i.overflowOffset.left<s.scrollSensitivity&&(o.scrollLeft=n=o.scrollLeft-s.scrollSpeed))):(s.axis&&"x"===s.axis||(t.pageY-V(a).scrollTop()<s.scrollSensitivity?n=V(a).scrollTop(V(a).scrollTop()-s.scrollSpeed):V(window).height()-(t.pageY-V(a).scrollTop())<s.scrollSensitivity&&(n=V(a).scrollTop(V(a).scrollTop()+s.scrollSpeed))),s.axis&&"y"===s.axis||(t.pageX-V(a).scrollLeft()<s.scrollSensitivity?n=V(a).scrollLeft(V(a).scrollLeft()-s.scrollSpeed):V(window).width()-(t.pageX-V(a).scrollLeft())<s.scrollSensitivity&&(n=V(a).scrollLeft(V(a).scrollLeft()+s.scrollSpeed)))),!1!==n&&V.ui.ddmanager&&!s.dropBehaviour&&V.ui.ddmanager.prepareOffsets(i,t)}}),V.ui.plugin.add("draggable","snap",{start:function(t,e,i){var s=i.options;i.snapElements=[],V(s.snap.constructor!==String?s.snap.items||":data(ui-draggable)":s.snap).each(function(){var t=V(this),e=t.offset();this!==i.element[0]&&i.snapElements.push({item:this,width:t.outerWidth(),height:t.outerHeight(),top:e.top,left:e.left})})},drag:function(t,e,i){for(var 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s,i=i.options,i=V.makeArray(V(i.stack)).sort(function(t,e){return(parseInt(V(t).css("zIndex"),10)||0)-(parseInt(V(e).css("zIndex"),10)||0)});i.length&&(s=parseInt(V(i[0]).css("zIndex"),10)||0,V(i).each(function(t){V(this).css("zIndex",s+t)}),this.css("zIndex",s+i.length))}}),V.ui.plugin.add("draggable","zIndex",{start:function(t,e,i){e=V(e.helper),i=i.options;e.css("zIndex")&&(i._zIndex=e.css("zIndex")),e.css("zIndex",i.zIndex)},stop:function(t,e,i){i=i.options;i._zIndex&&V(e.helper).css("zIndex",i._zIndex)}});V.ui.draggable;V.widget("ui.resizable",V.ui.mouse,{version:"1.13.2",widgetEventPrefix:"resize",options:{alsoResize:!1,animate:!1,animateDuration:"slow",animateEasing:"swing",aspectRatio:!1,autoHide:!1,classes:{"ui-resizable-se":"ui-icon ui-icon-gripsmall-diagonal-se"},containment:!1,ghost:!1,grid:!1,handles:"e,s,se",helper:!1,maxHeight:null,maxWidth:null,minHeight:10,minWidth:10,zIndex:90,resize:null,start:null,stop:null},_num:function(t){return parseFloat(t)||0},_isNumber:function(t){return!isNaN(parseFloat(t))},_hasScroll:function(t,e){if("hidden"===V(t).css("overflow"))return!1;var i=e&&"left"===e?"scrollLeft":"scrollTop",e=!1;if(0<t[i])return!0;try{t[i]=1,e=0<t[i],t[i]=0}catch(t){}return e},_create:function(){var t,e=this.options,i=this;this._addClass("ui-resizable"),V.extend(this,{_aspectRatio:!!e.aspectRatio,aspectRatio:e.aspectRatio,originalElement:this.element,_proportionallyResizeElements:[],_helper:e.helper||e.ghost||e.animate?e.helper||"ui-resizable-helper":null}),this.element[0].nodeName.match(/^(canvas|textarea|input|select|button|img)$/i)&&(this.element.wrap(V("<div 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t(t){V(t).removeData("resizable").removeData("ui-resizable").off(".resizable")}var e;return this.elementIsWrapper&&(t(this.element),e=this.element,this.originalElement.css({position:e.css("position"),width:e.outerWidth(),height:e.outerHeight(),top:e.css("top"),left:e.css("left")}).insertAfter(e),e.remove()),this.originalElement.css("resize",this.originalResizeStyle),t(this.originalElement),this},_setOption:function(t,e){switch(this._super(t,e),t){case"handles":this._removeHandles(),this._setupHandles();break;case"aspectRatio":this._aspectRatio=!!e}},_setupHandles:function(){var t,e,i,s,n,o=this.options,a=this;if(this.handles=o.handles||(V(".ui-resizable-handle",this.element).length?{n:".ui-resizable-n",e:".ui-resizable-e",s:".ui-resizable-s",w:".ui-resizable-w",se:".ui-resizable-se",sw:".ui-resizable-sw",ne:".ui-resizable-ne",nw:".ui-resizable-nw"}:"e,s,se"),this._handles=V(),this._addedHandles=V(),this.handles.constructor===String)for("all"===this.handles&&(this.handles="n,e,s,w,se,sw,ne,nw"),i=this.handles.split(","),this.handles={},e=0;e<i.length;e++)s="ui-resizable-"+(t=String.prototype.trim.call(i[e])),n=V("<div>"),this._addClass(n,"ui-resizable-handle "+s),n.css({zIndex:o.zIndex}),this.handles[t]=".ui-resizable-"+t,this.element.children(this.handles[t]).length||(this.element.append(n),this._addedHandles=this._addedHandles.add(n));this._renderAxis=function(t){var e,i,s;for(e in 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s=this.originalSize;return{top:this.originalPosition.top+i,height:s.height-i}},s:function(t,e,i){return{height:this.originalSize.height+i}},se:function(t,e,i){return V.extend(this._change.s.apply(this,arguments),this._change.e.apply(this,[t,e,i]))},sw:function(t,e,i){return V.extend(this._change.s.apply(this,arguments),this._change.w.apply(this,[t,e,i]))},ne:function(t,e,i){return V.extend(this._change.n.apply(this,arguments),this._change.e.apply(this,[t,e,i]))},nw:function(t,e,i){return V.extend(this._change.n.apply(this,arguments),this._change.w.apply(this,[t,e,i]))}},_propagate:function(t,e){V.ui.plugin.call(this,t,[e,this.ui()]),"resize"!==t&&this._trigger(t,e,this.ui())},plugins:{},ui:function(){return{originalElement:this.originalElement,element:this.element,helper:this.helper,position:this.position,size:this.size,originalSize:this.originalSize,originalPosition:this.originalPosition}}}),V.ui.plugin.add("resizable","animate",{stop:function(e){var i=V(this).resizable("instance"),t=i.options,s=i._proportionallyResizeElements,n=s.length&&/textarea/i.test(s[0].nodeName),o=n&&i._hasScroll(s[0],"left")?0:i.sizeDiff.height,a=n?0:i.sizeDiff.width,n={width:i.size.width-a,height:i.size.height-o},a=parseFloat(i.element.css("left"))+(i.position.left-i.originalPosition.left)||null,o=parseFloat(i.element.css("top"))+(i.position.top-i.originalPosition.top)||null;i.element.animate(V.extend(n,o&&a?{top:o,left:a}:{}),{duration:t.animateDuration,easing:t.animateEasing,step:function(){var t={width:parseFloat(i.element.css("width")),height:parseFloat(i.element.css("height")),top:parseFloat(i.element.css("top")),left:parseFloat(i.element.css("left"))};s&&s.length&&V(s[0]).css({width:t.width,height:t.height}),i._updateCache(t),i._propagate("resize",e)}})}}),V.ui.plugin.add("resizable","containment",{start:function(){var i,s,n=V(this).resizable("instance"),t=n.options,e=n.element,o=t.containment,a=o instanceof V?o.get(0):/parent/.test(o)?e.parent().get(0):o;a&&(n.containerElement=V(a),/document/.test(o)||o===document?(n.containerOffset={left:0,top:0},n.containerPosition={left:0,top:0},n.parentData={element:V(document),left:0,top:0,width:V(document).width(),height:V(document).height()||document.body.parentNode.scrollHeight}):(i=V(a),s=[],V(["Top","Right","Left","Bottom"]).each(function(t,e){s[t]=n._num(i.css("padding"+e))}),n.containerOffset=i.offset(),n.containerPosition=i.position(),n.containerSize={height:i.innerHeight()-s[3],width:i.innerWidth()-s[1]},t=n.containerOffset,e=n.containerSize.height,o=n.containerSize.width,o=n._hasScroll(a,"left")?a.scrollWidth:o,e=n._hasScroll(a)?a.scrollHeight:e,n.parentData={element:a,left:t.left,top:t.top,width:o,height:e}))},resize:function(t){var e=V(this).resizable("instance"),i=e.options,s=e.containerOffset,n=e.position,o=e._aspectRatio||t.shiftKey,a={top:0,left:0},r=e.containerElement,t=!0;r[0]!==document&&/static/.test(r.css("position"))&&(a=s),n.left<(e._helper?s.left:0)&&(e.size.width=e.size.width+(e._helper?e.position.left-s.left:e.position.left-a.left),o&&(e.size.height=e.size.width/e.aspectRatio,t=!1),e.position.left=i.helper?s.left:0),n.top<(e._helper?s.top:0)&&(e.size.height=e.size.height+(e._helper?e.position.top-s.top:e.position.top),o&&(e.size.width=e.size.height*e.aspectRatio,t=!1),e.position.top=e._helper?s.top:0),i=e.containerElement.get(0)===e.element.parent().get(0),n=/relative|absolute/.test(e.containerElement.css("position")),i&&n?(e.offset.left=e.parentData.left+e.position.left,e.offset.top=e.parentData.top+e.position.top):(e.offset.left=e.element.offset().left,e.offset.top=e.element.offset().top),n=Math.abs(e.sizeDiff.width+(e._helper?e.offset.left-a.left:e.offset.left-s.left)),s=Math.abs(e.sizeDiff.height+(e._helper?e.offset.top-a.top:e.offset.top-s.top)),n+e.size.width>=e.parentData.width&&(e.size.width=e.parentData.width-n,o&&(e.size.height=e.size.width/e.aspectRatio,t=!1)),s+e.size.height>=e.parentData.height&&(e.size.height=e.parentData.height-s,o&&(e.size.width=e.size.height*e.aspectRatio,t=!1)),t||(e.position.left=e.prevPosition.left,e.position.top=e.prevPosition.top,e.size.width=e.prevSize.width,e.size.height=e.prevSize.height)},stop:function(){var t=V(this).resizable("instance"),e=t.options,i=t.containerOffset,s=t.containerPosition,n=t.containerElement,o=V(t.helper),a=o.offset(),r=o.outerWidth()-t.sizeDiff.width,o=o.outerHeight()-t.sizeDiff.height;t._helper&&!e.animate&&/relative/.test(n.css("position"))&&V(this).css({left:a.left-s.left-i.left,width:r,height:o}),t._helper&&!e.animate&&/static/.test(n.css("position"))&&V(this).css({left:a.left-s.left-i.left,width:r,height:o})}}),V.ui.plugin.add("resizable","alsoResize",{start:function(){var t=V(this).resizable("instance").options;V(t.alsoResize).each(function(){var t=V(this);t.data("ui-resizable-alsoresize",{width:parseFloat(t.width()),height:parseFloat(t.height()),left:parseFloat(t.css("left")),top:parseFloat(t.css("top"))})})},resize:function(t,i){var e=V(this).resizable("instance"),s=e.options,n=e.originalSize,o=e.originalPosition,a={height:e.size.height-n.height||0,width:e.size.width-n.width||0,top:e.position.top-o.top||0,left:e.position.left-o.left||0};V(s.alsoResize).each(function(){var t=V(this),s=V(this).data("ui-resizable-alsoresize"),n={},e=t.parents(i.originalElement[0]).length?["width","height"]:["width","height","top","left"];V.each(e,function(t,e){var i=(s[e]||0)+(a[e]||0);i&&0<=i&&(n[e]=i||null)}),t.css(n)})},stop:function(){V(this).removeData("ui-resizable-alsoresize")}}),V.ui.plugin.add("resizable","ghost",{start:function(){var t=V(this).resizable("instance"),e=t.size;t.ghost=t.originalElement.clone(),t.ghost.css({opacity:.25,display:"block",position:"relative",height:e.height,width:e.width,margin:0,left:0,top:0}),t._addClass(t.ghost,"ui-resizable-ghost"),!1!==V.uiBackCompat&&"string"==typeof t.options.ghost&&t.ghost.addClass(this.options.ghost),t.ghost.appendTo(t.helper)},resize:function(){var t=V(this).resizable("instance");t.ghost&&t.ghost.css({position:"relative",height:t.size.height,width:t.size.width})},stop:function(){var t=V(this).resizable("instance");t.ghost&&t.helper&&t.helper.get(0).removeChild(t.ghost.get(0))}}),V.ui.plugin.add("resizable","grid",{resize:function(){var t,e=V(this).resizable("instance"),i=e.options,s=e.size,n=e.originalSize,o=e.originalPosition,a=e.axis,r="number"==typeof i.grid?[i.grid,i.grid]:i.grid,l=r[0]||1,h=r[1]||1,c=Math.round((s.width-n.width)/l)*l,u=Math.round((s.height-n.height)/h)*h,d=n.width+c,p=n.height+u,f=i.maxWidth&&i.maxWidth<d,g=i.maxHeight&&i.maxHeight<p,m=i.minWidth&&i.minWidth>d,s=i.minHeight&&i.minHeight>p;i.grid=r,m&&(d+=l),s&&(p+=h),f&&(d-=l),g&&(p-=h),/^(se|s|e)$/.test(a)?(e.size.width=d,e.size.height=p):/^(ne)$/.test(a)?(e.size.width=d,e.size.height=p,e.position.top=o.top-u):/^(sw)$/.test(a)?(e.size.width=d,e.size.height=p,e.position.left=o.left-c):((p-h<=0||d-l<=0)&&(t=e._getPaddingPlusBorderDimensions(this)),0<p-h?(e.size.height=p,e.position.top=o.top-u):(p=h-t.height,e.size.height=p,e.position.top=o.top+n.height-p),0<d-l?(e.size.width=d,e.position.left=o.left-c):(d=l-t.width,e.size.width=d,e.position.left=o.left+n.width-d))}});V.ui.resizable;V.widget("ui.dialog",{version:"1.13.2",options:{appendTo:"body",autoOpen:!0,buttons:[],classes:{"ui-dialog":"ui-corner-all","ui-dialog-titlebar":"ui-corner-all"},closeOnEscape:!0,closeText:"Close",draggable:!0,hide:null,height:"auto",maxHeight:null,maxWidth:null,minHeight:150,minWidth:150,modal:!1,position:{my:"center",at:"center",of:window,collision:"fit",using:function(t){var e=V(this).css(t).offset().top;e<0&&V(this).css("top",t.top-e)}},resizable:!0,show:null,title:null,width:300,beforeClose:null,close:null,drag:null,dragStart:null,dragStop:null,focus:null,open:null,resize:null,resizeStart:null,resizeStop:null},sizeRelatedOptions:{buttons:!0,height:!0,maxHeight:!0,maxWidth:!0,minHeight:!0,minWidth:!0,width:!0},resizableRelatedOptions:{maxHeight:!0,maxWidth:!0,minHeight:!0,minWidth:!0},_create:function(){this.originalCss={display:this.element[0].style.display,width:this.element[0].style.width,minHeight:this.element[0].style.minHeight,maxHeight:this.element[0].style.maxHeight,height:this.element[0].style.height},this.originalPosition={parent:this.element.parent(),index:this.element.parent().children().index(this.element)},this.originalTitle=this.element.attr("title"),null==this.options.title&&null!=this.originalTitle&&(this.options.title=this.originalTitle),this.options.disabled&&(this.options.disabled=!1),this._createWrapper(),this.element.show().removeAttr("title").appendTo(this.uiDialog),this._addClass("ui-dialog-content","ui-widget-content"),this._createTitlebar(),this._createButtonPane(),this.options.draggable&&V.fn.draggable&&this._makeDraggable(),this.options.resizable&&V.fn.resizable&&this._makeResizable(),this._isOpen=!1,this._trackFocus()},_init:function(){this.options.autoOpen&&this.open()},_appendTo:function(){var t=this.options.appendTo;return t&&(t.jquery||t.nodeType)?V(t):this.document.find(t||"body").eq(0)},_destroy:function(){var t,e=this.originalPosition;this._untrackInstance(),this._destroyOverlay(),this.element.removeUniqueId().css(this.originalCss).detach(),this.uiDialog.remove(),this.originalTitle&&this.element.attr("title",this.originalTitle),(t=e.parent.children().eq(e.index)).length&&t[0]!==this.element[0]?t.before(this.element):e.parent.append(this.element)},widget:function(){return this.uiDialog},disable:V.noop,enable:V.noop,close:function(t){var e=this;this._isOpen&&!1!==this._trigger("beforeClose",t)&&(this._isOpen=!1,this._focusedElement=null,this._destroyOverlay(),this._untrackInstance(),this.opener.filter(":focusable").trigger("focus").length||V.ui.safeBlur(V.ui.safeActiveElement(this.document[0])),this._hide(this.uiDialog,this.options.hide,function(){e._trigger("close",t)}))},isOpen:function(){return this._isOpen},moveToTop:function(){this._moveToTop()},_moveToTop:function(t,e){var i=!1,s=this.uiDialog.siblings(".ui-front:visible").map(function(){return+V(this).css("z-index")}).get(),s=Math.max.apply(null,s);return s>=+this.uiDialog.css("z-index")&&(this.uiDialog.css("z-index",s+1),i=!0),i&&!e&&this._trigger("focus",t),i},open:function(){var t=this;this._isOpen?this._moveToTop()&&this._focusTabbable():(this._isOpen=!0,this.opener=V(V.ui.safeActiveElement(this.document[0])),this._size(),this._position(),this._createOverlay(),this._moveToTop(null,!0),this.overlay&&this.overlay.css("z-index",this.uiDialog.css("z-index")-1),this._show(this.uiDialog,this.options.show,function(){t._focusTabbable(),t._trigger("focus")}),this._makeFocusTarget(),this._trigger("open"))},_focusTabbable:function(){var t=this._focusedElement;(t=!(t=!(t=!(t=!(t=t||this.element.find("[autofocus]")).length?this.element.find(":tabbable"):t).length?this.uiDialogButtonPane.find(":tabbable"):t).length?this.uiDialogTitlebarClose.filter(":tabbable"):t).length?this.uiDialog:t).eq(0).trigger("focus")},_restoreTabbableFocus:function(){var t=V.ui.safeActiveElement(this.document[0]);this.uiDialog[0]===t||V.contains(this.uiDialog[0],t)||this._focusTabbable()},_keepFocus:function(t){t.preventDefault(),this._restoreTabbableFocus(),this._delay(this._restoreTabbableFocus)},_createWrapper:function(){this.uiDialog=V("<div>").hide().attr({tabIndex:-1,role:"dialog"}).appendTo(this._appendTo()),this._addClass(this.uiDialog,"ui-dialog","ui-widget ui-widget-content ui-front"),this._on(this.uiDialog,{keydown:function(t){if(this.options.closeOnEscape&&!t.isDefaultPrevented()&&t.keyCode&&t.keyCode===V.ui.keyCode.ESCAPE)return t.preventDefault(),void this.close(t);var e,i,s;t.keyCode!==V.ui.keyCode.TAB||t.isDefaultPrevented()||(e=this.uiDialog.find(":tabbable"),i=e.first(),s=e.last(),t.target!==s[0]&&t.target!==this.uiDialog[0]||t.shiftKey?t.target!==i[0]&&t.target!==this.uiDialog[0]||!t.shiftKey||(this._delay(function(){s.trigger("focus")}),t.preventDefault()):(this._delay(function(){i.trigger("focus")}),t.preventDefault()))},mousedown:function(t){this._moveToTop(t)&&this._focusTabbable()}}),this.element.find("[aria-describedby]").length||this.uiDialog.attr({"aria-describedby":this.element.uniqueId().attr("id")})},_createTitlebar:function(){var t;this.uiDialogTitlebar=V("<div>"),this._addClass(this.uiDialogTitlebar,"ui-dialog-titlebar","ui-widget-header ui-helper-clearfix"),this._on(this.uiDialogTitlebar,{mousedown:function(t){V(t.target).closest(".ui-dialog-titlebar-close")||this.uiDialog.trigger("focus")}}),this.uiDialogTitlebarClose=V("<button type='button'></button>").button({label:V("<a>").text(this.options.closeText).html(),icon:"ui-icon-closethick",showLabel:!1}).appendTo(this.uiDialogTitlebar),this._addClass(this.uiDialogTitlebarClose,"ui-dialog-titlebar-close"),this._on(this.uiDialogTitlebarClose,{click:function(t){t.preventDefault(),this.close(t)}}),t=V("<span>").uniqueId().prependTo(this.uiDialogTitlebar),this._addClass(t,"ui-dialog-title"),this._title(t),this.uiDialogTitlebar.prependTo(this.uiDialog),this.uiDialog.attr({"aria-labelledby":t.attr("id")})},_title:function(t){this.options.title?t.text(this.options.title):t.html(" ")},_createButtonPane:function(){this.uiDialogButtonPane=V("<div>"),this._addClass(this.uiDialogButtonPane,"ui-dialog-buttonpane","ui-widget-content ui-helper-clearfix"),this.uiButtonSet=V("<div>").appendTo(this.uiDialogButtonPane),this._addClass(this.uiButtonSet,"ui-dialog-buttonset"),this._createButtons()},_createButtons:function(){var s=this,t=this.options.buttons;this.uiDialogButtonPane.remove(),this.uiButtonSet.empty(),V.isEmptyObject(t)||Array.isArray(t)&&!t.length?this._removeClass(this.uiDialog,"ui-dialog-buttons"):(V.each(t,function(t,e){var i;e=V.extend({type:"button"},e="function"==typeof e?{click:e,text:t}:e),i=e.click,t={icon:e.icon,iconPosition:e.iconPosition,showLabel:e.showLabel,icons:e.icons,text:e.text},delete e.click,delete e.icon,delete e.iconPosition,delete e.showLabel,delete e.icons,"boolean"==typeof e.text&&delete e.text,V("<button></button>",e).button(t).appendTo(s.uiButtonSet).on("click",function(){i.apply(s.element[0],arguments)})}),this._addClass(this.uiDialog,"ui-dialog-buttons"),this.uiDialogButtonPane.appendTo(this.uiDialog))},_makeDraggable:function(){var n=this,o=this.options;function a(t){return{position:t.position,offset:t.offset}}this.uiDialog.draggable({cancel:".ui-dialog-content, .ui-dialog-titlebar-close",handle:".ui-dialog-titlebar",containment:"document",start:function(t,e){n._addClass(V(this),"ui-dialog-dragging"),n._blockFrames(),n._trigger("dragStart",t,a(e))},drag:function(t,e){n._trigger("drag",t,a(e))},stop:function(t,e){var i=e.offset.left-n.document.scrollLeft(),s=e.offset.top-n.document.scrollTop();o.position={my:"left top",at:"left"+(0<=i?"+":"")+i+" top"+(0<=s?"+":"")+s,of:n.window},n._removeClass(V(this),"ui-dialog-dragging"),n._unblockFrames(),n._trigger("dragStop",t,a(e))}})},_makeResizable:function(){var n=this,o=this.options,t=o.resizable,e=this.uiDialog.css("position"),t="string"==typeof t?t:"n,e,s,w,se,sw,ne,nw";function a(t){return{originalPosition:t.originalPosition,originalSize:t.originalSize,position:t.position,size:t.size}}this.uiDialog.resizable({cancel:".ui-dialog-content",containment:"document",alsoResize:this.element,maxWidth:o.maxWidth,maxHeight:o.maxHeight,minWidth:o.minWidth,minHeight:this._minHeight(),handles:t,start:function(t,e){n._addClass(V(this),"ui-dialog-resizing"),n._blockFrames(),n._trigger("resizeStart",t,a(e))},resize:function(t,e){n._trigger("resize",t,a(e))},stop:function(t,e){var i=n.uiDialog.offset(),s=i.left-n.document.scrollLeft(),i=i.top-n.document.scrollTop();o.height=n.uiDialog.height(),o.width=n.uiDialog.width(),o.position={my:"left top",at:"left"+(0<=s?"+":"")+s+" top"+(0<=i?"+":"")+i,of:n.window},n._removeClass(V(this),"ui-dialog-resizing"),n._unblockFrames(),n._trigger("resizeStop",t,a(e))}}).css("position",e)},_trackFocus:function(){this._on(this.widget(),{focusin:function(t){this._makeFocusTarget(),this._focusedElement=V(t.target)}})},_makeFocusTarget:function(){this._untrackInstance(),this._trackingInstances().unshift(this)},_untrackInstance:function(){var t=this._trackingInstances(),e=V.inArray(this,t);-1!==e&&t.splice(e,1)},_trackingInstances:function(){var t=this.document.data("ui-dialog-instances");return t||this.document.data("ui-dialog-instances",t=[]),t},_minHeight:function(){var t=this.options;return"auto"===t.height?t.minHeight:Math.min(t.minHeight,t.height)},_position:function(){var t=this.uiDialog.is(":visible");t||this.uiDialog.show(),this.uiDialog.position(this.options.position),t||this.uiDialog.hide()},_setOptions:function(t){var i=this,s=!1,n={};V.each(t,function(t,e){i._setOption(t,e),t in i.sizeRelatedOptions&&(s=!0),t in i.resizableRelatedOptions&&(n[t]=e)}),s&&(this._size(),this._position()),this.uiDialog.is(":data(ui-resizable)")&&this.uiDialog.resizable("option",n)},_setOption:function(t,e){var i,s=this.uiDialog;"disabled"!==t&&(this._super(t,e),"appendTo"===t&&this.uiDialog.appendTo(this._appendTo()),"buttons"===t&&this._createButtons(),"closeText"===t&&this.uiDialogTitlebarClose.button({label:V("<a>").text(""+this.options.closeText).html()}),"draggable"===t&&((i=s.is(":data(ui-draggable)"))&&!e&&s.draggable("destroy"),!i&&e&&this._makeDraggable()),"position"===t&&this._position(),"resizable"===t&&((i=s.is(":data(ui-resizable)"))&&!e&&s.resizable("destroy"),i&&"string"==typeof e&&s.resizable("option","handles",e),i||!1===e||this._makeResizable()),"title"===t&&this._title(this.uiDialogTitlebar.find(".ui-dialog-title")))},_size:function(){var t,e,i,s=this.options;this.element.show().css({width:"auto",minHeight:0,maxHeight:"none",height:0}),s.minWidth>s.width&&(s.width=s.minWidth),t=this.uiDialog.css({height:"auto",width:s.width}).outerHeight(),e=Math.max(0,s.minHeight-t),i="number"==typeof s.maxHeight?Math.max(0,s.maxHeight-t):"none","auto"===s.height?this.element.css({minHeight:e,maxHeight:i,height:"auto"}):this.element.height(Math.max(0,s.height-t)),this.uiDialog.is(":data(ui-resizable)")&&this.uiDialog.resizable("option","minHeight",this._minHeight())},_blockFrames:function(){this.iframeBlocks=this.document.find("iframe").map(function(){var t=V(this);return V("<div>").css({position:"absolute",width:t.outerWidth(),height:t.outerHeight()}).appendTo(t.parent()).offset(t.offset())[0]})},_unblockFrames:function(){this.iframeBlocks&&(this.iframeBlocks.remove(),delete this.iframeBlocks)},_allowInteraction:function(t){return!!V(t.target).closest(".ui-dialog").length||!!V(t.target).closest(".ui-datepicker").length},_createOverlay:function(){var i,s;this.options.modal&&(i=V.fn.jquery.substring(0,4),s=!0,this._delay(function(){s=!1}),this.document.data("ui-dialog-overlays")||this.document.on("focusin.ui-dialog",function(t){var e;s||((e=this._trackingInstances()[0])._allowInteraction(t)||(t.preventDefault(),e._focusTabbable(),"3.4."!==i&&"3.5."!==i||e._delay(e._restoreTabbableFocus)))}.bind(this)),this.overlay=V("<div>").appendTo(this._appendTo()),this._addClass(this.overlay,null,"ui-widget-overlay ui-front"),this._on(this.overlay,{mousedown:"_keepFocus"}),this.document.data("ui-dialog-overlays",(this.document.data("ui-dialog-overlays")||0)+1))},_destroyOverlay:function(){var t;this.options.modal&&this.overlay&&((t=this.document.data("ui-dialog-overlays")-1)?this.document.data("ui-dialog-overlays",t):(this.document.off("focusin.ui-dialog"),this.document.removeData("ui-dialog-overlays")),this.overlay.remove(),this.overlay=null)}}),!1!==V.uiBackCompat&&V.widget("ui.dialog",V.ui.dialog,{options:{dialogClass:""},_createWrapper:function(){this._super(),this.uiDialog.addClass(this.options.dialogClass)},_setOption:function(t,e){"dialogClass"===t&&this.uiDialog.removeClass(this.options.dialogClass).addClass(e),this._superApply(arguments)}});V.ui.dialog;function lt(t,e,i){return e<=t&&t<e+i}V.widget("ui.droppable",{version:"1.13.2",widgetEventPrefix:"drop",options:{accept:"*",addClasses:!0,greedy:!1,scope:"default",tolerance:"intersect",activate:null,deactivate:null,drop:null,out:null,over:null},_create:function(){var t,e=this.options,i=e.accept;this.isover=!1,this.isout=!0,this.accept="function"==typeof i?i:function(t){return t.is(i)},this.proportions=function(){if(!arguments.length)return t=t||{width:this.element[0].offsetWidth,height:this.element[0].offsetHeight};t=arguments[0]},this._addToManager(e.scope),e.addClasses&&this._addClass("ui-droppable")},_addToManager:function(t){V.ui.ddmanager.droppables[t]=V.ui.ddmanager.droppables[t]||[],V.ui.ddmanager.droppables[t].push(this)},_splice:function(t){for(var e=0;e<t.length;e++)t[e]===this&&t.splice(e,1)},_destroy:function(){var t=V.ui.ddmanager.droppables[this.options.scope];this._splice(t)},_setOption:function(t,e){var i;"accept"===t?this.accept="function"==typeof e?e:function(t){return t.is(e)}:"scope"===t&&(i=V.ui.ddmanager.droppables[this.options.scope],this._splice(i),this._addToManager(e)),this._super(t,e)},_activate:function(t){var e=V.ui.ddmanager.current;this._addActiveClass(),e&&this._trigger("activate",t,this.ui(e))},_deactivate:function(t){var e=V.ui.ddmanager.current;this._removeActiveClass(),e&&this._trigger("deactivate",t,this.ui(e))},_over:function(t){var e=V.ui.ddmanager.current;e&&(e.currentItem||e.element)[0]!==this.element[0]&&this.accept.call(this.element[0],e.currentItem||e.element)&&(this._addHoverClass(),this._trigger("over",t,this.ui(e)))},_out:function(t){var e=V.ui.ddmanager.current;e&&(e.currentItem||e.element)[0]!==this.element[0]&&this.accept.call(this.element[0],e.currentItem||e.element)&&(this._removeHoverClass(),this._trigger("out",t,this.ui(e)))},_drop:function(e,t){var i=t||V.ui.ddmanager.current,s=!1;return!(!i||(i.currentItem||i.element)[0]===this.element[0])&&(this.element.find(":data(ui-droppable)").not(".ui-draggable-dragging").each(function(){var t=V(this).droppable("instance");if(t.options.greedy&&!t.options.disabled&&t.options.scope===i.options.scope&&t.accept.call(t.element[0],i.currentItem||i.element)&&V.ui.intersect(i,V.extend(t,{offset:t.element.offset()}),t.options.tolerance,e))return!(s=!0)}),!s&&(!!this.accept.call(this.element[0],i.currentItem||i.element)&&(this._removeActiveClass(),this._removeHoverClass(),this._trigger("drop",e,this.ui(i)),this.element)))},ui:function(t){return{draggable:t.currentItem||t.element,helper:t.helper,position:t.position,offset:t.positionAbs}},_addHoverClass:function(){this._addClass("ui-droppable-hover")},_removeHoverClass:function(){this._removeClass("ui-droppable-hover")},_addActiveClass:function(){this._addClass("ui-droppable-active")},_removeActiveClass:function(){this._removeClass("ui-droppable-active")}}),V.ui.intersect=function(t,e,i,s){if(!e.offset)return!1;var n=(t.positionAbs||t.position.absolute).left+t.margins.left,o=(t.positionAbs||t.position.absolute).top+t.margins.top,a=n+t.helperProportions.width,r=o+t.helperProportions.height,l=e.offset.left,h=e.offset.top,c=l+e.proportions().width,u=h+e.proportions().height;switch(i){case"fit":return l<=n&&a<=c&&h<=o&&r<=u;case"intersect":return l<n+t.helperProportions.width/2&&a-t.helperProportions.width/2<c&&h<o+t.helperProportions.height/2&&r-t.helperProportions.height/2<u;case"pointer":return lt(s.pageY,h,e.proportions().height)&<(s.pageX,l,e.proportions().width);case"touch":return(h<=o&&o<=u||h<=r&&r<=u||o<h&&u<r)&&(l<=n&&n<=c||l<=a&&a<=c||n<l&&c<a);default:return!1}},!(V.ui.ddmanager={current:null,droppables:{default:[]},prepareOffsets:function(t,e){var i,s,n=V.ui.ddmanager.droppables[t.options.scope]||[],o=e?e.type:null,a=(t.currentItem||t.element).find(":data(ui-droppable)").addBack();t:for(i=0;i<n.length;i++)if(!(n[i].options.disabled||t&&!n[i].accept.call(n[i].element[0],t.currentItem||t.element))){for(s=0;s<a.length;s++)if(a[s]===n[i].element[0]){n[i].proportions().height=0;continue t}n[i].visible="none"!==n[i].element.css("display"),n[i].visible&&("mousedown"===o&&n[i]._activate.call(n[i],e),n[i].offset=n[i].element.offset(),n[i].proportions({width:n[i].element[0].offsetWidth,height:n[i].element[0].offsetHeight}))}},drop:function(t,e){var i=!1;return V.each((V.ui.ddmanager.droppables[t.options.scope]||[]).slice(),function(){this.options&&(!this.options.disabled&&this.visible&&V.ui.intersect(t,this,this.options.tolerance,e)&&(i=this._drop.call(this,e)||i),!this.options.disabled&&this.visible&&this.accept.call(this.element[0],t.currentItem||t.element)&&(this.isout=!0,this.isover=!1,this._deactivate.call(this,e)))}),i},dragStart:function(t,e){t.element.parentsUntil("body").on("scroll.droppable",function(){t.options.refreshPositions||V.ui.ddmanager.prepareOffsets(t,e)})},drag:function(n,o){n.options.refreshPositions&&V.ui.ddmanager.prepareOffsets(n,o),V.each(V.ui.ddmanager.droppables[n.options.scope]||[],function(){var t,e,i,s;this.options.disabled||this.greedyChild||!this.visible||(s=!(i=V.ui.intersect(n,this,this.options.tolerance,o))&&this.isover?"isout":i&&!this.isover?"isover":null)&&(this.options.greedy&&(e=this.options.scope,(i=this.element.parents(":data(ui-droppable)").filter(function(){return V(this).droppable("instance").options.scope===e})).length&&((t=V(i[0]).droppable("instance")).greedyChild="isover"===s)),t&&"isover"===s&&(t.isover=!1,t.isout=!0,t._out.call(t,o)),this[s]=!0,this["isout"===s?"isover":"isout"]=!1,this["isover"===s?"_over":"_out"].call(this,o),t&&"isout"===s&&(t.isout=!1,t.isover=!0,t._over.call(t,o)))})},dragStop:function(t,e){t.element.parentsUntil("body").off("scroll.droppable"),t.options.refreshPositions||V.ui.ddmanager.prepareOffsets(t,e)}})!==V.uiBackCompat&&V.widget("ui.droppable",V.ui.droppable,{options:{hoverClass:!1,activeClass:!1},_addActiveClass:function(){this._super(),this.options.activeClass&&this.element.addClass(this.options.activeClass)},_removeActiveClass:function(){this._super(),this.options.activeClass&&this.element.removeClass(this.options.activeClass)},_addHoverClass:function(){this._super(),this.options.hoverClass&&this.element.addClass(this.options.hoverClass)},_removeHoverClass:function(){this._super(),this.options.hoverClass&&this.element.removeClass(this.options.hoverClass)}});V.ui.droppable,V.widget("ui.progressbar",{version:"1.13.2",options:{classes:{"ui-progressbar":"ui-corner-all","ui-progressbar-value":"ui-corner-left","ui-progressbar-complete":"ui-corner-right"},max:100,value:0,change:null,complete:null},min:0,_create:function(){this.oldValue=this.options.value=this._constrainedValue(),this.element.attr({role:"progressbar","aria-valuemin":this.min}),this._addClass("ui-progressbar","ui-widget ui-widget-content"),this.valueDiv=V("<div>").appendTo(this.element),this._addClass(this.valueDiv,"ui-progressbar-value","ui-widget-header"),this._refreshValue()},_destroy:function(){this.element.removeAttr("role aria-valuemin aria-valuemax aria-valuenow"),this.valueDiv.remove()},value:function(t){if(void 0===t)return this.options.value;this.options.value=this._constrainedValue(t),this._refreshValue()},_constrainedValue:function(t){return void 0===t&&(t=this.options.value),this.indeterminate=!1===t,"number"!=typeof t&&(t=0),!this.indeterminate&&Math.min(this.options.max,Math.max(this.min,t))},_setOptions:function(t){var e=t.value;delete t.value,this._super(t),this.options.value=this._constrainedValue(e),this._refreshValue()},_setOption:function(t,e){"max"===t&&(e=Math.max(this.min,e)),this._super(t,e)},_setOptionDisabled:function(t){this._super(t),this.element.attr("aria-disabled",t),this._toggleClass(null,"ui-state-disabled",!!t)},_percentage:function(){return this.indeterminate?100:100*(this.options.value-this.min)/(this.options.max-this.min)},_refreshValue:function(){var t=this.options.value,e=this._percentage();this.valueDiv.toggle(this.indeterminate||t>this.min).width(e.toFixed(0)+"%"),this._toggleClass(this.valueDiv,"ui-progressbar-complete",null,t===this.options.max)._toggleClass("ui-progressbar-indeterminate",null,this.indeterminate),this.indeterminate?(this.element.removeAttr("aria-valuenow"),this.overlayDiv||(this.overlayDiv=V("<div>").appendTo(this.valueDiv),this._addClass(this.overlayDiv,"ui-progressbar-overlay"))):(this.element.attr({"aria-valuemax":this.options.max,"aria-valuenow":t}),this.overlayDiv&&(this.overlayDiv.remove(),this.overlayDiv=null)),this.oldValue!==t&&(this.oldValue=t,this._trigger("change")),t===this.options.max&&this._trigger("complete")}}),V.widget("ui.selectable",V.ui.mouse,{version:"1.13.2",options:{appendTo:"body",autoRefresh:!0,distance:0,filter:"*",tolerance:"touch",selected:null,selecting:null,start:null,stop:null,unselected:null,unselecting:null},_create:function(){var i=this;this._addClass("ui-selectable"),this.dragged=!1,this.refresh=function(){i.elementPos=V(i.element[0]).offset(),i.selectees=V(i.options.filter,i.element[0]),i._addClass(i.selectees,"ui-selectee"),i.selectees.each(function(){var t=V(this),e=t.offset(),e={left:e.left-i.elementPos.left,top:e.top-i.elementPos.top};V.data(this,"selectable-item",{element:this,$element:t,left:e.left,top:e.top,right:e.left+t.outerWidth(),bottom:e.top+t.outerHeight(),startselected:!1,selected:t.hasClass("ui-selected"),selecting:t.hasClass("ui-selecting"),unselecting:t.hasClass("ui-unselecting")})})},this.refresh(),this._mouseInit(),this.helper=V("<div>"),this._addClass(this.helper,"ui-selectable-helper")},_destroy:function(){this.selectees.removeData("selectable-item"),this._mouseDestroy()},_mouseStart:function(i){var s=this,t=this.options;this.opos=[i.pageX,i.pageY],this.elementPos=V(this.element[0]).offset(),this.options.disabled||(this.selectees=V(t.filter,this.element[0]),this._trigger("start",i),V(t.appendTo).append(this.helper),this.helper.css({left:i.pageX,top:i.pageY,width:0,height:0}),t.autoRefresh&&this.refresh(),this.selectees.filter(".ui-selected").each(function(){var t=V.data(this,"selectable-item");t.startselected=!0,i.metaKey||i.ctrlKey||(s._removeClass(t.$element,"ui-selected"),t.selected=!1,s._addClass(t.$element,"ui-unselecting"),t.unselecting=!0,s._trigger("unselecting",i,{unselecting:t.element}))}),V(i.target).parents().addBack().each(function(){var t,e=V.data(this,"selectable-item");if(e)return t=!i.metaKey&&!i.ctrlKey||!e.$element.hasClass("ui-selected"),s._removeClass(e.$element,t?"ui-unselecting":"ui-selected")._addClass(e.$element,t?"ui-selecting":"ui-unselecting"),e.unselecting=!t,e.selecting=t,(e.selected=t)?s._trigger("selecting",i,{selecting:e.element}):s._trigger("unselecting",i,{unselecting:e.element}),!1}))},_mouseDrag:function(s){if(this.dragged=!0,!this.options.disabled){var t,n=this,o=this.options,a=this.opos[0],r=this.opos[1],l=s.pageX,h=s.pageY;return l<a&&(t=l,l=a,a=t),h<r&&(t=h,h=r,r=t),this.helper.css({left:a,top:r,width:l-a,height:h-r}),this.selectees.each(function(){var t=V.data(this,"selectable-item"),e=!1,i={};t&&t.element!==n.element[0]&&(i.left=t.left+n.elementPos.left,i.right=t.right+n.elementPos.left,i.top=t.top+n.elementPos.top,i.bottom=t.bottom+n.elementPos.top,"touch"===o.tolerance?e=!(i.left>l||i.right<a||i.top>h||i.bottom<r):"fit"===o.tolerance&&(e=i.left>a&&i.right<l&&i.top>r&&i.bottom<h),e?(t.selected&&(n._removeClass(t.$element,"ui-selected"),t.selected=!1),t.unselecting&&(n._removeClass(t.$element,"ui-unselecting"),t.unselecting=!1),t.selecting||(n._addClass(t.$element,"ui-selecting"),t.selecting=!0,n._trigger("selecting",s,{selecting:t.element}))):(t.selecting&&((s.metaKey||s.ctrlKey)&&t.startselected?(n._removeClass(t.$element,"ui-selecting"),t.selecting=!1,n._addClass(t.$element,"ui-selected"),t.selected=!0):(n._removeClass(t.$element,"ui-selecting"),t.selecting=!1,t.startselected&&(n._addClass(t.$element,"ui-unselecting"),t.unselecting=!0),n._trigger("unselecting",s,{unselecting:t.element}))),t.selected&&(s.metaKey||s.ctrlKey||t.startselected||(n._removeClass(t.$element,"ui-selected"),t.selected=!1,n._addClass(t.$element,"ui-unselecting"),t.unselecting=!0,n._trigger("unselecting",s,{unselecting:t.element})))))}),!1}},_mouseStop:function(e){var i=this;return this.dragged=!1,V(".ui-unselecting",this.element[0]).each(function(){var t=V.data(this,"selectable-item");i._removeClass(t.$element,"ui-unselecting"),t.unselecting=!1,t.startselected=!1,i._trigger("unselected",e,{unselected:t.element})}),V(".ui-selecting",this.element[0]).each(function(){var t=V.data(this,"selectable-item");i._removeClass(t.$element,"ui-selecting")._addClass(t.$element,"ui-selected"),t.selecting=!1,t.selected=!0,t.startselected=!0,i._trigger("selected",e,{selected:t.element})}),this._trigger("stop",e),this.helper.remove(),!1}}),V.widget("ui.selectmenu",[V.ui.formResetMixin,{version:"1.13.2",defaultElement:"<select>",options:{appendTo:null,classes:{"ui-selectmenu-button-open":"ui-corner-top","ui-selectmenu-button-closed":"ui-corner-all"},disabled:null,icons:{button:"ui-icon-triangle-1-s"},position:{my:"left top",at:"left bottom",collision:"none"},width:!1,change:null,close:null,focus:null,open:null,select:null},_create:function(){var t=this.element.uniqueId().attr("id");this.ids={element:t,button:t+"-button",menu:t+"-menu"},this._drawButton(),this._drawMenu(),this._bindFormResetHandler(),this._rendered=!1,this.menuItems=V()},_drawButton:function(){var t,e=this,i=this._parseOption(this.element.find("option:selected"),this.element[0].selectedIndex);this.labels=this.element.labels().attr("for",this.ids.button),this._on(this.labels,{click:function(t){this.button.trigger("focus"),t.preventDefault()}}),this.element.hide(),this.button=V("<span>",{tabindex:this.options.disabled?-1:0,id:this.ids.button,role:"combobox","aria-expanded":"false","aria-autocomplete":"list","aria-owns":this.ids.menu,"aria-haspopup":"true",title:this.element.attr("title")}).insertAfter(this.element),this._addClass(this.button,"ui-selectmenu-button ui-selectmenu-button-closed","ui-button ui-widget"),t=V("<span>").appendTo(this.button),this._addClass(t,"ui-selectmenu-icon","ui-icon "+this.options.icons.button),this.buttonItem=this._renderButtonItem(i).appendTo(this.button),!1!==this.options.width&&this._resizeButton(),this._on(this.button,this._buttonEvents),this.button.one("focusin",function(){e._rendered||e._refreshMenu()})},_drawMenu:function(){var i=this;this.menu=V("<ul>",{"aria-hidden":"true","aria-labelledby":this.ids.button,id:this.ids.menu}),this.menuWrap=V("<div>").append(this.menu),this._addClass(this.menuWrap,"ui-selectmenu-menu","ui-front"),this.menuWrap.appendTo(this._appendTo()),this.menuInstance=this.menu.menu({classes:{"ui-menu":"ui-corner-bottom"},role:"listbox",select:function(t,e){t.preventDefault(),i._setSelection(),i._select(e.item.data("ui-selectmenu-item"),t)},focus:function(t,e){e=e.item.data("ui-selectmenu-item");null!=i.focusIndex&&e.index!==i.focusIndex&&(i._trigger("focus",t,{item:e}),i.isOpen||i._select(e,t)),i.focusIndex=e.index,i.button.attr("aria-activedescendant",i.menuItems.eq(e.index).attr("id"))}}).menu("instance"),this.menuInstance._off(this.menu,"mouseleave"),this.menuInstance._closeOnDocumentClick=function(){return!1},this.menuInstance._isDivider=function(){return!1}},refresh:function(){this._refreshMenu(),this.buttonItem.replaceWith(this.buttonItem=this._renderButtonItem(this._getSelectedItem().data("ui-selectmenu-item")||{})),null===this.options.width&&this._resizeButton()},_refreshMenu:function(){var t=this.element.find("option");this.menu.empty(),this._parseOptions(t),this._renderMenu(this.menu,this.items),this.menuInstance.refresh(),this.menuItems=this.menu.find("li").not(".ui-selectmenu-optgroup").find(".ui-menu-item-wrapper"),this._rendered=!0,t.length&&(t=this._getSelectedItem(),this.menuInstance.focus(null,t),this._setAria(t.data("ui-selectmenu-item")),this._setOption("disabled",this.element.prop("disabled")))},open:function(t){this.options.disabled||(this._rendered?(this._removeClass(this.menu.find(".ui-state-active"),null,"ui-state-active"),this.menuInstance.focus(null,this._getSelectedItem())):this._refreshMenu(),this.menuItems.length&&(this.isOpen=!0,this._toggleAttr(),this._resizeMenu(),this._position(),this._on(this.document,this._documentClick),this._trigger("open",t)))},_position:function(){this.menuWrap.position(V.extend({of:this.button},this.options.position))},close:function(t){this.isOpen&&(this.isOpen=!1,this._toggleAttr(),this.range=null,this._off(this.document),this._trigger("close",t))},widget:function(){return this.button},menuWidget:function(){return this.menu},_renderButtonItem:function(t){var e=V("<span>");return this._setText(e,t.label),this._addClass(e,"ui-selectmenu-text"),e},_renderMenu:function(s,t){var n=this,o="";V.each(t,function(t,e){var i;e.optgroup!==o&&(i=V("<li>",{text:e.optgroup}),n._addClass(i,"ui-selectmenu-optgroup","ui-menu-divider"+(e.element.parent("optgroup").prop("disabled")?" ui-state-disabled":"")),i.appendTo(s),o=e.optgroup),n._renderItemData(s,e)})},_renderItemData:function(t,e){return this._renderItem(t,e).data("ui-selectmenu-item",e)},_renderItem:function(t,e){var i=V("<li>"),s=V("<div>",{title:e.element.attr("title")});return e.disabled&&this._addClass(i,null,"ui-state-disabled"),this._setText(s,e.label),i.append(s).appendTo(t)},_setText:function(t,e){e?t.text(e):t.html(" ")},_move:function(t,e){var i,s=".ui-menu-item";this.isOpen?i=this.menuItems.eq(this.focusIndex).parent("li"):(i=this.menuItems.eq(this.element[0].selectedIndex).parent("li"),s+=":not(.ui-state-disabled)"),(s="first"===t||"last"===t?i["first"===t?"prevAll":"nextAll"](s).eq(-1):i[t+"All"](s).eq(0)).length&&this.menuInstance.focus(e,s)},_getSelectedItem:function(){return this.menuItems.eq(this.element[0].selectedIndex).parent("li")},_toggle:function(t){this[this.isOpen?"close":"open"](t)},_setSelection:function(){var t;this.range&&(window.getSelection?((t=window.getSelection()).removeAllRanges(),t.addRange(this.range)):this.range.select(),this.button.trigger("focus"))},_documentClick:{mousedown:function(t){this.isOpen&&(V(t.target).closest(".ui-selectmenu-menu, #"+V.escapeSelector(this.ids.button)).length||this.close(t))}},_buttonEvents:{mousedown:function(){var t;window.getSelection?(t=window.getSelection()).rangeCount&&(this.range=t.getRangeAt(0)):this.range=document.selection.createRange()},click:function(t){this._setSelection(),this._toggle(t)},keydown:function(t){var e=!0;switch(t.keyCode){case V.ui.keyCode.TAB:case V.ui.keyCode.ESCAPE:this.close(t),e=!1;break;case V.ui.keyCode.ENTER:this.isOpen&&this._selectFocusedItem(t);break;case V.ui.keyCode.UP:t.altKey?this._toggle(t):this._move("prev",t);break;case V.ui.keyCode.DOWN:t.altKey?this._toggle(t):this._move("next",t);break;case V.ui.keyCode.SPACE:this.isOpen?this._selectFocusedItem(t):this._toggle(t);break;case V.ui.keyCode.LEFT:this._move("prev",t);break;case V.ui.keyCode.RIGHT:this._move("next",t);break;case V.ui.keyCode.HOME:case V.ui.keyCode.PAGE_UP:this._move("first",t);break;case V.ui.keyCode.END:case V.ui.keyCode.PAGE_DOWN:this._move("last",t);break;default:this.menu.trigger(t),e=!1}e&&t.preventDefault()}},_selectFocusedItem:function(t){var e=this.menuItems.eq(this.focusIndex).parent("li");e.hasClass("ui-state-disabled")||this._select(e.data("ui-selectmenu-item"),t)},_select:function(t,e){var i=this.element[0].selectedIndex;this.element[0].selectedIndex=t.index,this.buttonItem.replaceWith(this.buttonItem=this._renderButtonItem(t)),this._setAria(t),this._trigger("select",e,{item:t}),t.index!==i&&this._trigger("change",e,{item:t}),this.close(e)},_setAria:function(t){t=this.menuItems.eq(t.index).attr("id");this.button.attr({"aria-labelledby":t,"aria-activedescendant":t}),this.menu.attr("aria-activedescendant",t)},_setOption:function(t,e){var i;"icons"===t&&(i=this.button.find("span.ui-icon"),this._removeClass(i,null,this.options.icons.button)._addClass(i,null,e.button)),this._super(t,e),"appendTo"===t&&this.menuWrap.appendTo(this._appendTo()),"width"===t&&this._resizeButton()},_setOptionDisabled:function(t){this._super(t),this.menuInstance.option("disabled",t),this.button.attr("aria-disabled",t),this._toggleClass(this.button,null,"ui-state-disabled",t),this.element.prop("disabled",t),t?(this.button.attr("tabindex",-1),this.close()):this.button.attr("tabindex",0)},_appendTo:function(){var t=this.options.appendTo;return t=!(t=!(t=t&&(t.jquery||t.nodeType?V(t):this.document.find(t).eq(0)))||!t[0]?this.element.closest(".ui-front, dialog"):t).length?this.document[0].body:t},_toggleAttr:function(){this.button.attr("aria-expanded",this.isOpen),this._removeClass(this.button,"ui-selectmenu-button-"+(this.isOpen?"closed":"open"))._addClass(this.button,"ui-selectmenu-button-"+(this.isOpen?"open":"closed"))._toggleClass(this.menuWrap,"ui-selectmenu-open",null,this.isOpen),this.menu.attr("aria-hidden",!this.isOpen)},_resizeButton:function(){var t=this.options.width;!1!==t?(null===t&&(t=this.element.show().outerWidth(),this.element.hide()),this.button.outerWidth(t)):this.button.css("width","")},_resizeMenu:function(){this.menu.outerWidth(Math.max(this.button.outerWidth(),this.menu.width("").outerWidth()+1))},_getCreateOptions:function(){var t=this._super();return t.disabled=this.element.prop("disabled"),t},_parseOptions:function(t){var i=this,s=[];t.each(function(t,e){e.hidden||s.push(i._parseOption(V(e),t))}),this.items=s},_parseOption:function(t,e){var i=t.parent("optgroup");return{element:t,index:e,value:t.val(),label:t.text(),optgroup:i.attr("label")||"",disabled:i.prop("disabled")||t.prop("disabled")}},_destroy:function(){this._unbindFormResetHandler(),this.menuWrap.remove(),this.button.remove(),this.element.show(),this.element.removeUniqueId(),this.labels.attr("for",this.ids.element)}}]),V.widget("ui.slider",V.ui.mouse,{version:"1.13.2",widgetEventPrefix:"slide",options:{animate:!1,classes:{"ui-slider":"ui-corner-all","ui-slider-handle":"ui-corner-all","ui-slider-range":"ui-corner-all ui-widget-header"},distance:0,max:100,min:0,orientation:"horizontal",range:!1,step:1,value:0,values:null,change:null,slide:null,start:null,stop:null},numPages:5,_create:function(){this._keySliding=!1,this._mouseSliding=!1,this._animateOff=!0,this._handleIndex=null,this._detectOrientation(),this._mouseInit(),this._calculateNewMax(),this._addClass("ui-slider ui-slider-"+this.orientation,"ui-widget ui-widget-content"),this._refresh(),this._animateOff=!1},_refresh:function(){this._createRange(),this._createHandles(),this._setupEvents(),this._refreshValue()},_createHandles:function(){var t,e=this.options,i=this.element.find(".ui-slider-handle"),s=[],n=e.values&&e.values.length||1;for(i.length>n&&(i.slice(n).remove(),i=i.slice(0,n)),t=i.length;t<n;t++)s.push("<span tabindex='0'></span>");this.handles=i.add(V(s.join("")).appendTo(this.element)),this._addClass(this.handles,"ui-slider-handle","ui-state-default"),this.handle=this.handles.eq(0),this.handles.each(function(t){V(this).data("ui-slider-handle-index",t).attr("tabIndex",0)})},_createRange:function(){var t=this.options;t.range?(!0===t.range&&(t.values?t.values.length&&2!==t.values.length?t.values=[t.values[0],t.values[0]]:Array.isArray(t.values)&&(t.values=t.values.slice(0)):t.values=[this._valueMin(),this._valueMin()]),this.range&&this.range.length?(this._removeClass(this.range,"ui-slider-range-min ui-slider-range-max"),this.range.css({left:"",bottom:""})):(this.range=V("<div>").appendTo(this.element),this._addClass(this.range,"ui-slider-range")),"min"!==t.range&&"max"!==t.range||this._addClass(this.range,"ui-slider-range-"+t.range)):(this.range&&this.range.remove(),this.range=null)},_setupEvents:function(){this._off(this.handles),this._on(this.handles,this._handleEvents),this._hoverable(this.handles),this._focusable(this.handles)},_destroy:function(){this.handles.remove(),this.range&&this.range.remove(),this._mouseDestroy()},_mouseCapture:function(t){var i,s,n,o,e,a,r=this,l=this.options;return!l.disabled&&(this.elementSize={width:this.element.outerWidth(),height:this.element.outerHeight()},this.elementOffset=this.element.offset(),a={x:t.pageX,y:t.pageY},i=this._normValueFromMouse(a),s=this._valueMax()-this._valueMin()+1,this.handles.each(function(t){var e=Math.abs(i-r.values(t));(e<s||s===e&&(t===r._lastChangedValue||r.values(t)===l.min))&&(s=e,n=V(this),o=t)}),!1!==this._start(t,o)&&(this._mouseSliding=!0,this._handleIndex=o,this._addClass(n,null,"ui-state-active"),n.trigger("focus"),e=n.offset(),a=!V(t.target).parents().addBack().is(".ui-slider-handle"),this._clickOffset=a?{left:0,top:0}:{left:t.pageX-e.left-n.width()/2,top:t.pageY-e.top-n.height()/2-(parseInt(n.css("borderTopWidth"),10)||0)-(parseInt(n.css("borderBottomWidth"),10)||0)+(parseInt(n.css("marginTop"),10)||0)},this.handles.hasClass("ui-state-hover")||this._slide(t,o,i),this._animateOff=!0))},_mouseStart:function(){return!0},_mouseDrag:function(t){var e={x:t.pageX,y:t.pageY},e=this._normValueFromMouse(e);return this._slide(t,this._handleIndex,e),!1},_mouseStop:function(t){return this._removeClass(this.handles,null,"ui-state-active"),this._mouseSliding=!1,this._stop(t,this._handleIndex),this._change(t,this._handleIndex),this._handleIndex=null,this._clickOffset=null,this._animateOff=!1},_detectOrientation:function(){this.orientation="vertical"===this.options.orientation?"vertical":"horizontal"},_normValueFromMouse:function(t){var e,t="horizontal"===this.orientation?(e=this.elementSize.width,t.x-this.elementOffset.left-(this._clickOffset?this._clickOffset.left:0)):(e=this.elementSize.height,t.y-this.elementOffset.top-(this._clickOffset?this._clickOffset.top:0)),t=t/e;return(t=1<t?1:t)<0&&(t=0),"vertical"===this.orientation&&(t=1-t),e=this._valueMax()-this._valueMin(),e=this._valueMin()+t*e,this._trimAlignValue(e)},_uiHash:function(t,e,i){var s={handle:this.handles[t],handleIndex:t,value:void 0!==e?e:this.value()};return this._hasMultipleValues()&&(s.value=void 0!==e?e:this.values(t),s.values=i||this.values()),s},_hasMultipleValues:function(){return this.options.values&&this.options.values.length},_start:function(t,e){return this._trigger("start",t,this._uiHash(e))},_slide:function(t,e,i){var s,n=this.value(),o=this.values();this._hasMultipleValues()&&(s=this.values(e?0:1),n=this.values(e),2===this.options.values.length&&!0===this.options.range&&(i=0===e?Math.min(s,i):Math.max(s,i)),o[e]=i),i!==n&&!1!==this._trigger("slide",t,this._uiHash(e,i,o))&&(this._hasMultipleValues()?this.values(e,i):this.value(i))},_stop:function(t,e){this._trigger("stop",t,this._uiHash(e))},_change:function(t,e){this._keySliding||this._mouseSliding||(this._lastChangedValue=e,this._trigger("change",t,this._uiHash(e)))},value:function(t){return arguments.length?(this.options.value=this._trimAlignValue(t),this._refreshValue(),void this._change(null,0)):this._value()},values:function(t,e){var i,s,n;if(1<arguments.length)return this.options.values[t]=this._trimAlignValue(e),this._refreshValue(),void this._change(null,t);if(!arguments.length)return this._values();if(!Array.isArray(t))return this._hasMultipleValues()?this._values(t):this.value();for(i=this.options.values,s=t,n=0;n<i.length;n+=1)i[n]=this._trimAlignValue(s[n]),this._change(null,n);this._refreshValue()},_setOption:function(t,e){var i,s=0;switch("range"===t&&!0===this.options.range&&("min"===e?(this.options.value=this._values(0),this.options.values=null):"max"===e&&(this.options.value=this._values(this.options.values.length-1),this.options.values=null)),Array.isArray(this.options.values)&&(s=this.options.values.length),this._super(t,e),t){case"orientation":this._detectOrientation(),this._removeClass("ui-slider-horizontal ui-slider-vertical")._addClass("ui-slider-"+this.orientation),this._refreshValue(),this.options.range&&this._refreshRange(e),this.handles.css("horizontal"===e?"bottom":"left","");break;case"value":this._animateOff=!0,this._refreshValue(),this._change(null,0),this._animateOff=!1;break;case"values":for(this._animateOff=!0,this._refreshValue(),i=s-1;0<=i;i--)this._change(null,i);this._animateOff=!1;break;case"step":case"min":case"max":this._animateOff=!0,this._calculateNewMax(),this._refreshValue(),this._animateOff=!1;break;case"range":this._animateOff=!0,this._refresh(),this._animateOff=!1}},_setOptionDisabled:function(t){this._super(t),this._toggleClass(null,"ui-state-disabled",!!t)},_value:function(){var t=this.options.value;return t=this._trimAlignValue(t)},_values:function(t){var e,i;if(arguments.length)return t=this.options.values[t],t=this._trimAlignValue(t);if(this._hasMultipleValues()){for(e=this.options.values.slice(),i=0;i<e.length;i+=1)e[i]=this._trimAlignValue(e[i]);return e}return[]},_trimAlignValue:function(t){if(t<=this._valueMin())return this._valueMin();if(t>=this._valueMax())return this._valueMax();var e=0<this.options.step?this.options.step:1,i=(t-this._valueMin())%e,t=t-i;return 2*Math.abs(i)>=e&&(t+=0<i?e:-e),parseFloat(t.toFixed(5))},_calculateNewMax:function(){var t=this.options.max,e=this._valueMin(),i=this.options.step;(t=Math.round((t-e)/i)*i+e)>this.options.max&&(t-=i),this.max=parseFloat(t.toFixed(this._precision()))},_precision:function(){var t=this._precisionOf(this.options.step);return t=null!==this.options.min?Math.max(t,this._precisionOf(this.options.min)):t},_precisionOf:function(t){var e=t.toString(),t=e.indexOf(".");return-1===t?0:e.length-t-1},_valueMin:function(){return this.options.min},_valueMax:function(){return this.max},_refreshRange:function(t){"vertical"===t&&this.range.css({width:"",left:""}),"horizontal"===t&&this.range.css({height:"",bottom:""})},_refreshValue:function(){var e,i,t,s,n,o=this.options.range,a=this.options,r=this,l=!this._animateOff&&a.animate,h={};this._hasMultipleValues()?this.handles.each(function(t){i=(r.values(t)-r._valueMin())/(r._valueMax()-r._valueMin())*100,h["horizontal"===r.orientation?"left":"bottom"]=i+"%",V(this).stop(1,1)[l?"animate":"css"](h,a.animate),!0===r.options.range&&("horizontal"===r.orientation?(0===t&&r.range.stop(1,1)[l?"animate":"css"]({left:i+"%"},a.animate),1===t&&r.range[l?"animate":"css"]({width:i-e+"%"},{queue:!1,duration:a.animate})):(0===t&&r.range.stop(1,1)[l?"animate":"css"]({bottom:i+"%"},a.animate),1===t&&r.range[l?"animate":"css"]({height:i-e+"%"},{queue:!1,duration:a.animate}))),e=i}):(t=this.value(),s=this._valueMin(),n=this._valueMax(),i=n!==s?(t-s)/(n-s)*100:0,h["horizontal"===this.orientation?"left":"bottom"]=i+"%",this.handle.stop(1,1)[l?"animate":"css"](h,a.animate),"min"===o&&"horizontal"===this.orientation&&this.range.stop(1,1)[l?"animate":"css"]({width:i+"%"},a.animate),"max"===o&&"horizontal"===this.orientation&&this.range.stop(1,1)[l?"animate":"css"]({width:100-i+"%"},a.animate),"min"===o&&"vertical"===this.orientation&&this.range.stop(1,1)[l?"animate":"css"]({height:i+"%"},a.animate),"max"===o&&"vertical"===this.orientation&&this.range.stop(1,1)[l?"animate":"css"]({height:100-i+"%"},a.animate))},_handleEvents:{keydown:function(t){var e,i,s,n=V(t.target).data("ui-slider-handle-index");switch(t.keyCode){case V.ui.keyCode.HOME:case V.ui.keyCode.END:case V.ui.keyCode.PAGE_UP:case V.ui.keyCode.PAGE_DOWN:case V.ui.keyCode.UP:case V.ui.keyCode.RIGHT:case V.ui.keyCode.DOWN:case V.ui.keyCode.LEFT:if(t.preventDefault(),!this._keySliding&&(this._keySliding=!0,this._addClass(V(t.target),null,"ui-state-active"),!1===this._start(t,n)))return}switch(s=this.options.step,e=i=this._hasMultipleValues()?this.values(n):this.value(),t.keyCode){case V.ui.keyCode.HOME:i=this._valueMin();break;case V.ui.keyCode.END:i=this._valueMax();break;case V.ui.keyCode.PAGE_UP:i=this._trimAlignValue(e+(this._valueMax()-this._valueMin())/this.numPages);break;case V.ui.keyCode.PAGE_DOWN:i=this._trimAlignValue(e-(this._valueMax()-this._valueMin())/this.numPages);break;case V.ui.keyCode.UP:case V.ui.keyCode.RIGHT:if(e===this._valueMax())return;i=this._trimAlignValue(e+s);break;case V.ui.keyCode.DOWN:case V.ui.keyCode.LEFT:if(e===this._valueMin())return;i=this._trimAlignValue(e-s)}this._slide(t,n,i)},keyup:function(t){var e=V(t.target).data("ui-slider-handle-index");this._keySliding&&(this._keySliding=!1,this._stop(t,e),this._change(t,e),this._removeClass(V(t.target),null,"ui-state-active"))}}}),V.widget("ui.sortable",V.ui.mouse,{version:"1.13.2",widgetEventPrefix:"sort",ready:!1,options:{appendTo:"parent",axis:!1,connectWith:!1,containment:!1,cursor:"auto",cursorAt:!1,dropOnEmpty:!0,forcePlaceholderSize:!1,forceHelperSize:!1,grid:!1,handle:!1,helper:"original",items:"> *",opacity:!1,placeholder:!1,revert:!1,scroll:!0,scrollSensitivity:20,scrollSpeed:20,scope:"default",tolerance:"intersect",zIndex:1e3,activate:null,beforeStop:null,change:null,deactivate:null,out:null,over:null,receive:null,remove:null,sort:null,start:null,stop:null,update:null},_isOverAxis:function(t,e,i){return e<=t&&t<e+i},_isFloating:function(t){return/left|right/.test(t.css("float"))||/inline|table-cell/.test(t.css("display"))},_create:function(){this.containerCache={},this._addClass("ui-sortable"),this.refresh(),this.offset=this.element.offset(),this._mouseInit(),this._setHandleClassName(),this.ready=!0},_setOption:function(t,e){this._super(t,e),"handle"===t&&this._setHandleClassName()},_setHandleClassName:function(){var t=this;this._removeClass(this.element.find(".ui-sortable-handle"),"ui-sortable-handle"),V.each(this.items,function(){t._addClass(this.instance.options.handle?this.item.find(this.instance.options.handle):this.item,"ui-sortable-handle")})},_destroy:function(){this._mouseDestroy();for(var t=this.items.length-1;0<=t;t--)this.items[t].item.removeData(this.widgetName+"-item");return this},_mouseCapture:function(t,e){var i=null,s=!1,n=this;return!this.reverting&&(!this.options.disabled&&"static"!==this.options.type&&(this._refreshItems(t),V(t.target).parents().each(function(){if(V.data(this,n.widgetName+"-item")===n)return i=V(this),!1}),!!(i=V.data(t.target,n.widgetName+"-item")===n?V(t.target):i)&&(!(this.options.handle&&!e&&(V(this.options.handle,i).find("*").addBack().each(function(){this===t.target&&(s=!0)}),!s))&&(this.currentItem=i,this._removeCurrentsFromItems(),!0))))},_mouseStart:function(t,e,i){var s,n,o=this.options;if((this.currentContainer=this).refreshPositions(),this.appendTo=V("parent"!==o.appendTo?o.appendTo:this.currentItem.parent()),this.helper=this._createHelper(t),this._cacheHelperProportions(),this._cacheMargins(),this.offset=this.currentItem.offset(),this.offset={top:this.offset.top-this.margins.top,left:this.offset.left-this.margins.left},V.extend(this.offset,{click:{left:t.pageX-this.offset.left,top:t.pageY-this.offset.top},relative:this._getRelativeOffset()}),this.helper.css("position","absolute"),this.cssPosition=this.helper.css("position"),o.cursorAt&&this._adjustOffsetFromHelper(o.cursorAt),this.domPosition={prev:this.currentItem.prev()[0],parent:this.currentItem.parent()[0]},this.helper[0]!==this.currentItem[0]&&this.currentItem.hide(),this._createPlaceholder(),this.scrollParent=this.placeholder.scrollParent(),V.extend(this.offset,{parent:this._getParentOffset()}),o.containment&&this._setContainment(),o.cursor&&"auto"!==o.cursor&&(n=this.document.find("body"),this.storedCursor=n.css("cursor"),n.css("cursor",o.cursor),this.storedStylesheet=V("<style>*{ cursor: "+o.cursor+" !important; }</style>").appendTo(n)),o.zIndex&&(this.helper.css("zIndex")&&(this._storedZIndex=this.helper.css("zIndex")),this.helper.css("zIndex",o.zIndex)),o.opacity&&(this.helper.css("opacity")&&(this._storedOpacity=this.helper.css("opacity")),this.helper.css("opacity",o.opacity)),this.scrollParent[0]!==this.document[0]&&"HTML"!==this.scrollParent[0].tagName&&(this.overflowOffset=this.scrollParent.offset()),this._trigger("start",t,this._uiHash()),this._preserveHelperProportions||this._cacheHelperProportions(),!i)for(s=this.containers.length-1;0<=s;s--)this.containers[s]._trigger("activate",t,this._uiHash(this));return V.ui.ddmanager&&(V.ui.ddmanager.current=this),V.ui.ddmanager&&!o.dropBehaviour&&V.ui.ddmanager.prepareOffsets(this,t),this.dragging=!0,this._addClass(this.helper,"ui-sortable-helper"),this.helper.parent().is(this.appendTo)||(this.helper.detach().appendTo(this.appendTo),this.offset.parent=this._getParentOffset()),this.position=this.originalPosition=this._generatePosition(t),this.originalPageX=t.pageX,this.originalPageY=t.pageY,this.lastPositionAbs=this.positionAbs=this._convertPositionTo("absolute"),this._mouseDrag(t),!0},_scroll:function(t){var e=this.options,i=!1;return this.scrollParent[0]!==this.document[0]&&"HTML"!==this.scrollParent[0].tagName?(this.overflowOffset.top+this.scrollParent[0].offsetHeight-t.pageY<e.scrollSensitivity?this.scrollParent[0].scrollTop=i=this.scrollParent[0].scrollTop+e.scrollSpeed:t.pageY-this.overflowOffset.top<e.scrollSensitivity&&(this.scrollParent[0].scrollTop=i=this.scrollParent[0].scrollTop-e.scrollSpeed),this.overflowOffset.left+this.scrollParent[0].offsetWidth-t.pageX<e.scrollSensitivity?this.scrollParent[0].scrollLeft=i=this.scrollParent[0].scrollLeft+e.scrollSpeed:t.pageX-this.overflowOffset.left<e.scrollSensitivity&&(this.scrollParent[0].scrollLeft=i=this.scrollParent[0].scrollLeft-e.scrollSpeed)):(t.pageY-this.document.scrollTop()<e.scrollSensitivity?i=this.document.scrollTop(this.document.scrollTop()-e.scrollSpeed):this.window.height()-(t.pageY-this.document.scrollTop())<e.scrollSensitivity&&(i=this.document.scrollTop(this.document.scrollTop()+e.scrollSpeed)),t.pageX-this.document.scrollLeft()<e.scrollSensitivity?i=this.document.scrollLeft(this.document.scrollLeft()-e.scrollSpeed):this.window.width()-(t.pageX-this.document.scrollLeft())<e.scrollSensitivity&&(i=this.document.scrollLeft(this.document.scrollLeft()+e.scrollSpeed))),i},_mouseDrag:function(t){var e,i,s,n,o=this.options;for(this.position=this._generatePosition(t),this.positionAbs=this._convertPositionTo("absolute"),this.options.axis&&"y"===this.options.axis||(this.helper[0].style.left=this.position.left+"px"),this.options.axis&&"x"===this.options.axis||(this.helper[0].style.top=this.position.top+"px"),o.scroll&&!1!==this._scroll(t)&&(this._refreshItemPositions(!0),V.ui.ddmanager&&!o.dropBehaviour&&V.ui.ddmanager.prepareOffsets(this,t)),this.dragDirection={vertical:this._getDragVerticalDirection(),horizontal:this._getDragHorizontalDirection()},e=this.items.length-1;0<=e;e--)if(s=(i=this.items[e]).item[0],(n=this._intersectsWithPointer(i))&&i.instance===this.currentContainer&&!(s===this.currentItem[0]||this.placeholder[1===n?"next":"prev"]()[0]===s||V.contains(this.placeholder[0],s)||"semi-dynamic"===this.options.type&&V.contains(this.element[0],s))){if(this.direction=1===n?"down":"up","pointer"!==this.options.tolerance&&!this._intersectsWithSides(i))break;this._rearrange(t,i),this._trigger("change",t,this._uiHash());break}return this._contactContainers(t),V.ui.ddmanager&&V.ui.ddmanager.drag(this,t),this._trigger("sort",t,this._uiHash()),this.lastPositionAbs=this.positionAbs,!1},_mouseStop:function(t,e){var i,s,n,o;if(t)return V.ui.ddmanager&&!this.options.dropBehaviour&&V.ui.ddmanager.drop(this,t),this.options.revert?(s=(i=this).placeholder.offset(),o={},(n=this.options.axis)&&"x"!==n||(o.left=s.left-this.offset.parent.left-this.margins.left+(this.offsetParent[0]===this.document[0].body?0:this.offsetParent[0].scrollLeft)),n&&"y"!==n||(o.top=s.top-this.offset.parent.top-this.margins.top+(this.offsetParent[0]===this.document[0].body?0:this.offsetParent[0].scrollTop)),this.reverting=!0,V(this.helper).animate(o,parseInt(this.options.revert,10)||500,function(){i._clear(t)})):this._clear(t,e),!1},cancel:function(){if(this.dragging){this._mouseUp(new V.Event("mouseup",{target:null})),"original"===this.options.helper?(this.currentItem.css(this._storedCSS),this._removeClass(this.currentItem,"ui-sortable-helper")):this.currentItem.show();for(var t=this.containers.length-1;0<=t;t--)this.containers[t]._trigger("deactivate",null,this._uiHash(this)),this.containers[t].containerCache.over&&(this.containers[t]._trigger("out",null,this._uiHash(this)),this.containers[t].containerCache.over=0)}return this.placeholder&&(this.placeholder[0].parentNode&&this.placeholder[0].parentNode.removeChild(this.placeholder[0]),"original"!==this.options.helper&&this.helper&&this.helper[0].parentNode&&this.helper.remove(),V.extend(this,{helper:null,dragging:!1,reverting:!1,_noFinalSort:null}),this.domPosition.prev?V(this.domPosition.prev).after(this.currentItem):V(this.domPosition.parent).prepend(this.currentItem)),this},serialize:function(e){var t=this._getItemsAsjQuery(e&&e.connected),i=[];return e=e||{},V(t).each(function(){var t=(V(e.item||this).attr(e.attribute||"id")||"").match(e.expression||/(.+)[\-=_](.+)/);t&&i.push((e.key||t[1]+"[]")+"="+(e.key&&e.expression?t[1]:t[2]))}),!i.length&&e.key&&i.push(e.key+"="),i.join("&")},toArray:function(t){var e=this._getItemsAsjQuery(t&&t.connected),i=[];return t=t||{},e.each(function(){i.push(V(t.item||this).attr(t.attribute||"id")||"")}),i},_intersectsWith:function(t){var e=this.positionAbs.left,i=e+this.helperProportions.width,s=this.positionAbs.top,n=s+this.helperProportions.height,o=t.left,a=o+t.width,r=t.top,l=r+t.height,h=this.offset.click.top,c=this.offset.click.left,h="x"===this.options.axis||r<s+h&&s+h<l,c="y"===this.options.axis||o<e+c&&e+c<a;return"pointer"===this.options.tolerance||this.options.forcePointerForContainers||"pointer"!==this.options.tolerance&&this.helperProportions[this.floating?"width":"height"]>t[this.floating?"width":"height"]?h&&c:o<e+this.helperProportions.width/2&&i-this.helperProportions.width/2<a&&r<s+this.helperProportions.height/2&&n-this.helperProportions.height/2<l},_intersectsWithPointer:function(t){var e="x"===this.options.axis||this._isOverAxis(this.positionAbs.top+this.offset.click.top,t.top,t.height),t="y"===this.options.axis||this._isOverAxis(this.positionAbs.left+this.offset.click.left,t.left,t.width);return!(!e||!t)&&(e=this.dragDirection.vertical,t=this.dragDirection.horizontal,this.floating?"right"===t||"down"===e?2:1:e&&("down"===e?2:1))},_intersectsWithSides:function(t){var e=this._isOverAxis(this.positionAbs.top+this.offset.click.top,t.top+t.height/2,t.height),i=this._isOverAxis(this.positionAbs.left+this.offset.click.left,t.left+t.width/2,t.width),s=this.dragDirection.vertical,t=this.dragDirection.horizontal;return this.floating&&t?"right"===t&&i||"left"===t&&!i:s&&("down"===s&&e||"up"===s&&!e)},_getDragVerticalDirection:function(){var t=this.positionAbs.top-this.lastPositionAbs.top;return 0!=t&&(0<t?"down":"up")},_getDragHorizontalDirection:function(){var t=this.positionAbs.left-this.lastPositionAbs.left;return 0!=t&&(0<t?"right":"left")},refresh:function(t){return this._refreshItems(t),this._setHandleClassName(),this.refreshPositions(),this},_connectWith:function(){var t=this.options;return t.connectWith.constructor===String?[t.connectWith]:t.connectWith},_getItemsAsjQuery:function(t){var e,i,s,n,o=[],a=[],r=this._connectWith();if(r&&t)for(e=r.length-1;0<=e;e--)for(i=(s=V(r[e],this.document[0])).length-1;0<=i;i--)(n=V.data(s[i],this.widgetFullName))&&n!==this&&!n.options.disabled&&a.push(["function"==typeof n.options.items?n.options.items.call(n.element):V(n.options.items,n.element).not(".ui-sortable-helper").not(".ui-sortable-placeholder"),n]);function l(){o.push(this)}for(a.push(["function"==typeof this.options.items?this.options.items.call(this.element,null,{options:this.options,item:this.currentItem}):V(this.options.items,this.element).not(".ui-sortable-helper").not(".ui-sortable-placeholder"),this]),e=a.length-1;0<=e;e--)a[e][0].each(l);return V(o)},_removeCurrentsFromItems:function(){var i=this.currentItem.find(":data("+this.widgetName+"-item)");this.items=V.grep(this.items,function(t){for(var e=0;e<i.length;e++)if(i[e]===t.item[0])return!1;return!0})},_refreshItems:function(t){this.items=[],this.containers=[this];var e,i,s,n,o,a,r,l,h=this.items,c=[["function"==typeof this.options.items?this.options.items.call(this.element[0],t,{item:this.currentItem}):V(this.options.items,this.element),this]],u=this._connectWith();if(u&&this.ready)for(e=u.length-1;0<=e;e--)for(i=(s=V(u[e],this.document[0])).length-1;0<=i;i--)(n=V.data(s[i],this.widgetFullName))&&n!==this&&!n.options.disabled&&(c.push(["function"==typeof n.options.items?n.options.items.call(n.element[0],t,{item:this.currentItem}):V(n.options.items,n.element),n]),this.containers.push(n));for(e=c.length-1;0<=e;e--)for(o=c[e][1],l=(a=c[e][i=0]).length;i<l;i++)(r=V(a[i])).data(this.widgetName+"-item",o),h.push({item:r,instance:o,width:0,height:0,left:0,top:0})},_refreshItemPositions:function(t){for(var e,i,s=this.items.length-1;0<=s;s--)e=this.items[s],this.currentContainer&&e.instance!==this.currentContainer&&e.item[0]!==this.currentItem[0]||(i=this.options.toleranceElement?V(this.options.toleranceElement,e.item):e.item,t||(e.width=i.outerWidth(),e.height=i.outerHeight()),i=i.offset(),e.left=i.left,e.top=i.top)},refreshPositions:function(t){var e,i;if(this.floating=!!this.items.length&&("x"===this.options.axis||this._isFloating(this.items[0].item)),this.offsetParent&&this.helper&&(this.offset.parent=this._getParentOffset()),this._refreshItemPositions(t),this.options.custom&&this.options.custom.refreshContainers)this.options.custom.refreshContainers.call(this);else for(e=this.containers.length-1;0<=e;e--)i=this.containers[e].element.offset(),this.containers[e].containerCache.left=i.left,this.containers[e].containerCache.top=i.top,this.containers[e].containerCache.width=this.containers[e].element.outerWidth(),this.containers[e].containerCache.height=this.containers[e].element.outerHeight();return this},_createPlaceholder:function(i){var s,n,o=(i=i||this).options;o.placeholder&&o.placeholder.constructor!==String||(s=o.placeholder,n=i.currentItem[0].nodeName.toLowerCase(),o.placeholder={element:function(){var t=V("<"+n+">",i.document[0]);return i._addClass(t,"ui-sortable-placeholder",s||i.currentItem[0].className)._removeClass(t,"ui-sortable-helper"),"tbody"===n?i._createTrPlaceholder(i.currentItem.find("tr").eq(0),V("<tr>",i.document[0]).appendTo(t)):"tr"===n?i._createTrPlaceholder(i.currentItem,t):"img"===n&&t.attr("src",i.currentItem.attr("src")),s||t.css("visibility","hidden"),t},update:function(t,e){s&&!o.forcePlaceholderSize||(e.height()&&(!o.forcePlaceholderSize||"tbody"!==n&&"tr"!==n)||e.height(i.currentItem.innerHeight()-parseInt(i.currentItem.css("paddingTop")||0,10)-parseInt(i.currentItem.css("paddingBottom")||0,10)),e.width()||e.width(i.currentItem.innerWidth()-parseInt(i.currentItem.css("paddingLeft")||0,10)-parseInt(i.currentItem.css("paddingRight")||0,10)))}}),i.placeholder=V(o.placeholder.element.call(i.element,i.currentItem)),i.currentItem.after(i.placeholder),o.placeholder.update(i,i.placeholder)},_createTrPlaceholder:function(t,e){var i=this;t.children().each(function(){V("<td> </td>",i.document[0]).attr("colspan",V(this).attr("colspan")||1).appendTo(e)})},_contactContainers:function(t){for(var e,i,s,n,o,a,r,l,h,c=null,u=null,d=this.containers.length-1;0<=d;d--)V.contains(this.currentItem[0],this.containers[d].element[0])||(this._intersectsWith(this.containers[d].containerCache)?c&&V.contains(this.containers[d].element[0],c.element[0])||(c=this.containers[d],u=d):this.containers[d].containerCache.over&&(this.containers[d]._trigger("out",t,this._uiHash(this)),this.containers[d].containerCache.over=0));if(c)if(1===this.containers.length)this.containers[u].containerCache.over||(this.containers[u]._trigger("over",t,this._uiHash(this)),this.containers[u].containerCache.over=1);else{for(i=1e4,s=null,n=(l=c.floating||this._isFloating(this.currentItem))?"left":"top",o=l?"width":"height",h=l?"pageX":"pageY",e=this.items.length-1;0<=e;e--)V.contains(this.containers[u].element[0],this.items[e].item[0])&&this.items[e].item[0]!==this.currentItem[0]&&(a=this.items[e].item.offset()[n],r=!1,t[h]-a>this.items[e][o]/2&&(r=!0),Math.abs(t[h]-a)<i&&(i=Math.abs(t[h]-a),s=this.items[e],this.direction=r?"up":"down"));(s||this.options.dropOnEmpty)&&(this.currentContainer!==this.containers[u]?(s?this._rearrange(t,s,null,!0):this._rearrange(t,null,this.containers[u].element,!0),this._trigger("change",t,this._uiHash()),this.containers[u]._trigger("change",t,this._uiHash(this)),this.currentContainer=this.containers[u],this.options.placeholder.update(this.currentContainer,this.placeholder),this.scrollParent=this.placeholder.scrollParent(),this.scrollParent[0]!==this.document[0]&&"HTML"!==this.scrollParent[0].tagName&&(this.overflowOffset=this.scrollParent.offset()),this.containers[u]._trigger("over",t,this._uiHash(this)),this.containers[u].containerCache.over=1):this.currentContainer.containerCache.over||(this.containers[u]._trigger("over",t,this._uiHash()),this.currentContainer.containerCache.over=1))}},_createHelper:function(t){var e=this.options,t="function"==typeof e.helper?V(e.helper.apply(this.element[0],[t,this.currentItem])):"clone"===e.helper?this.currentItem.clone():this.currentItem;return t.parents("body").length||this.appendTo[0].appendChild(t[0]),t[0]===this.currentItem[0]&&(this._storedCSS={width:this.currentItem[0].style.width,height:this.currentItem[0].style.height,position:this.currentItem.css("position"),top:this.currentItem.css("top"),left:this.currentItem.css("left")}),t[0].style.width&&!e.forceHelperSize||t.width(this.currentItem.width()),t[0].style.height&&!e.forceHelperSize||t.height(this.currentItem.height()),t},_adjustOffsetFromHelper:function(t){"string"==typeof t&&(t=t.split(" ")),"left"in(t=Array.isArray(t)?{left:+t[0],top:+t[1]||0}:t)&&(this.offset.click.left=t.left+this.margins.left),"right"in t&&(this.offset.click.left=this.helperProportions.width-t.right+this.margins.left),"top"in t&&(this.offset.click.top=t.top+this.margins.top),"bottom"in t&&(this.offset.click.top=this.helperProportions.height-t.bottom+this.margins.top)},_getParentOffset:function(){this.offsetParent=this.helper.offsetParent();var t=this.offsetParent.offset();return"absolute"===this.cssPosition&&this.scrollParent[0]!==this.document[0]&&V.contains(this.scrollParent[0],this.offsetParent[0])&&(t.left+=this.scrollParent.scrollLeft(),t.top+=this.scrollParent.scrollTop()),{top:(t=this.offsetParent[0]===this.document[0].body||this.offsetParent[0].tagName&&"html"===this.offsetParent[0].tagName.toLowerCase()&&V.ui.ie?{top:0,left:0}:t).top+(parseInt(this.offsetParent.css("borderTopWidth"),10)||0),left:t.left+(parseInt(this.offsetParent.css("borderLeftWidth"),10)||0)}},_getRelativeOffset:function(){if("relative"!==this.cssPosition)return{top:0,left:0};var t=this.currentItem.position();return{top:t.top-(parseInt(this.helper.css("top"),10)||0)+this.scrollParent.scrollTop(),left:t.left-(parseInt(this.helper.css("left"),10)||0)+this.scrollParent.scrollLeft()}},_cacheMargins:function(){this.margins={left:parseInt(this.currentItem.css("marginLeft"),10)||0,top:parseInt(this.currentItem.css("marginTop"),10)||0}},_cacheHelperProportions:function(){this.helperProportions={width:this.helper.outerWidth(),height:this.helper.outerHeight()}},_setContainment:function(){var t,e,i=this.options;"parent"===i.containment&&(i.containment=this.helper[0].parentNode),"document"!==i.containment&&"window"!==i.containment||(this.containment=[0-this.offset.relative.left-this.offset.parent.left,0-this.offset.relative.top-this.offset.parent.top,"document"===i.containment?this.document.width():this.window.width()-this.helperProportions.width-this.margins.left,("document"===i.containment?this.document.height()||document.body.parentNode.scrollHeight:this.window.height()||this.document[0].body.parentNode.scrollHeight)-this.helperProportions.height-this.margins.top]),/^(document|window|parent)$/.test(i.containment)||(t=V(i.containment)[0],e=V(i.containment).offset(),i="hidden"!==V(t).css("overflow"),this.containment=[e.left+(parseInt(V(t).css("borderLeftWidth"),10)||0)+(parseInt(V(t).css("paddingLeft"),10)||0)-this.margins.left,e.top+(parseInt(V(t).css("borderTopWidth"),10)||0)+(parseInt(V(t).css("paddingTop"),10)||0)-this.margins.top,e.left+(i?Math.max(t.scrollWidth,t.offsetWidth):t.offsetWidth)-(parseInt(V(t).css("borderLeftWidth"),10)||0)-(parseInt(V(t).css("paddingRight"),10)||0)-this.helperProportions.width-this.margins.left,e.top+(i?Math.max(t.scrollHeight,t.offsetHeight):t.offsetHeight)-(parseInt(V(t).css("borderTopWidth"),10)||0)-(parseInt(V(t).css("paddingBottom"),10)||0)-this.helperProportions.height-this.margins.top])},_convertPositionTo:function(t,e){e=e||this.position;var i="absolute"===t?1:-1,s="absolute"!==this.cssPosition||this.scrollParent[0]!==this.document[0]&&V.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,t=/(html|body)/i.test(s[0].tagName);return{top:e.top+this.offset.relative.top*i+this.offset.parent.top*i-("fixed"===this.cssPosition?-this.scrollParent.scrollTop():t?0:s.scrollTop())*i,left:e.left+this.offset.relative.left*i+this.offset.parent.left*i-("fixed"===this.cssPosition?-this.scrollParent.scrollLeft():t?0:s.scrollLeft())*i}},_generatePosition:function(t){var e=this.options,i=t.pageX,s=t.pageY,n="absolute"!==this.cssPosition||this.scrollParent[0]!==this.document[0]&&V.contains(this.scrollParent[0],this.offsetParent[0])?this.scrollParent:this.offsetParent,o=/(html|body)/i.test(n[0].tagName);return"relative"!==this.cssPosition||this.scrollParent[0]!==this.document[0]&&this.scrollParent[0]!==this.offsetParent[0]||(this.offset.relative=this._getRelativeOffset()),this.originalPosition&&(this.containment&&(t.pageX-this.offset.click.left<this.containment[0]&&(i=this.containment[0]+this.offset.click.left),t.pageY-this.offset.click.top<this.containment[1]&&(s=this.containment[1]+this.offset.click.top),t.pageX-this.offset.click.left>this.containment[2]&&(i=this.containment[2]+this.offset.click.left),t.pageY-this.offset.click.top>this.containment[3]&&(s=this.containment[3]+this.offset.click.top)),e.grid&&(t=this.originalPageY+Math.round((s-this.originalPageY)/e.grid[1])*e.grid[1],s=!this.containment||t-this.offset.click.top>=this.containment[1]&&t-this.offset.click.top<=this.containment[3]?t:t-this.offset.click.top>=this.containment[1]?t-e.grid[1]:t+e.grid[1],t=this.originalPageX+Math.round((i-this.originalPageX)/e.grid[0])*e.grid[0],i=!this.containment||t-this.offset.click.left>=this.containment[0]&&t-this.offset.click.left<=this.containment[2]?t:t-this.offset.click.left>=this.containment[0]?t-e.grid[0]:t+e.grid[0])),{top:s-this.offset.click.top-this.offset.relative.top-this.offset.parent.top+("fixed"===this.cssPosition?-this.scrollParent.scrollTop():o?0:n.scrollTop()),left:i-this.offset.click.left-this.offset.relative.left-this.offset.parent.left+("fixed"===this.cssPosition?-this.scrollParent.scrollLeft():o?0:n.scrollLeft())}},_rearrange:function(t,e,i,s){i?i[0].appendChild(this.placeholder[0]):e.item[0].parentNode.insertBefore(this.placeholder[0],"down"===this.direction?e.item[0]:e.item[0].nextSibling),this.counter=this.counter?++this.counter:1;var n=this.counter;this._delay(function(){n===this.counter&&this.refreshPositions(!s)})},_clear:function(t,e){this.reverting=!1;var i,s=[];if(!this._noFinalSort&&this.currentItem.parent().length&&this.placeholder.before(this.currentItem),this._noFinalSort=null,this.helper[0]===this.currentItem[0]){for(i in this._storedCSS)"auto"!==this._storedCSS[i]&&"static"!==this._storedCSS[i]||(this._storedCSS[i]="");this.currentItem.css(this._storedCSS),this._removeClass(this.currentItem,"ui-sortable-helper")}else this.currentItem.show();function n(e,i,s){return function(t){s._trigger(e,t,i._uiHash(i))}}for(this.fromOutside&&!e&&s.push(function(t){this._trigger("receive",t,this._uiHash(this.fromOutside))}),!this.fromOutside&&this.domPosition.prev===this.currentItem.prev().not(".ui-sortable-helper")[0]&&this.domPosition.parent===this.currentItem.parent()[0]||e||s.push(function(t){this._trigger("update",t,this._uiHash())}),this!==this.currentContainer&&(e||(s.push(function(t){this._trigger("remove",t,this._uiHash())}),s.push(function(e){return function(t){e._trigger("receive",t,this._uiHash(this))}}.call(this,this.currentContainer)),s.push(function(e){return function(t){e._trigger("update",t,this._uiHash(this))}}.call(this,this.currentContainer)))),i=this.containers.length-1;0<=i;i--)e||s.push(n("deactivate",this,this.containers[i])),this.containers[i].containerCache.over&&(s.push(n("out",this,this.containers[i])),this.containers[i].containerCache.over=0);if(this.storedCursor&&(this.document.find("body").css("cursor",this.storedCursor),this.storedStylesheet.remove()),this._storedOpacity&&this.helper.css("opacity",this._storedOpacity),this._storedZIndex&&this.helper.css("zIndex","auto"===this._storedZIndex?"":this._storedZIndex),this.dragging=!1,e||this._trigger("beforeStop",t,this._uiHash()),this.placeholder[0].parentNode.removeChild(this.placeholder[0]),this.cancelHelperRemoval||(this.helper[0]!==this.currentItem[0]&&this.helper.remove(),this.helper=null),!e){for(i=0;i<s.length;i++)s[i].call(this,t);this._trigger("stop",t,this._uiHash())}return this.fromOutside=!1,!this.cancelHelperRemoval},_trigger:function(){!1===V.Widget.prototype._trigger.apply(this,arguments)&&this.cancel()},_uiHash:function(t){var e=t||this;return{helper:e.helper,placeholder:e.placeholder||V([]),position:e.position,originalPosition:e.originalPosition,offset:e.positionAbs,item:e.currentItem,sender:t?t.element:null}}});function ht(e){return function(){var t=this.element.val();e.apply(this,arguments),this._refresh(),t!==this.element.val()&&this._trigger("change")}}V.widget("ui.spinner",{version:"1.13.2",defaultElement:"<input>",widgetEventPrefix:"spin",options:{classes:{"ui-spinner":"ui-corner-all","ui-spinner-down":"ui-corner-br","ui-spinner-up":"ui-corner-tr"},culture:null,icons:{down:"ui-icon-triangle-1-s",up:"ui-icon-triangle-1-n"},incremental:!0,max:null,min:null,numberFormat:null,page:10,step:1,change:null,spin:null,start:null,stop:null},_create:function(){this._setOption("max",this.options.max),this._setOption("min",this.options.min),this._setOption("step",this.options.step),""!==this.value()&&this._value(this.element.val(),!0),this._draw(),this._on(this._events),this._refresh(),this._on(this.window,{beforeunload:function(){this.element.removeAttr("autocomplete")}})},_getCreateOptions:function(){var s=this._super(),n=this.element;return V.each(["min","max","step"],function(t,e){var i=n.attr(e);null!=i&&i.length&&(s[e]=i)}),s},_events:{keydown:function(t){this._start(t)&&this._keydown(t)&&t.preventDefault()},keyup:"_stop",focus:function(){this.previous=this.element.val()},blur:function(t){this.cancelBlur?delete this.cancelBlur:(this._stop(),this._refresh(),this.previous!==this.element.val()&&this._trigger("change",t))},mousewheel:function(t,e){var i=V.ui.safeActiveElement(this.document[0]);if(this.element[0]===i&&e){if(!this.spinning&&!this._start(t))return!1;this._spin((0<e?1:-1)*this.options.step,t),clearTimeout(this.mousewheelTimer),this.mousewheelTimer=this._delay(function(){this.spinning&&this._stop(t)},100),t.preventDefault()}},"mousedown .ui-spinner-button":function(t){var e;function i(){this.element[0]===V.ui.safeActiveElement(this.document[0])||(this.element.trigger("focus"),this.previous=e,this._delay(function(){this.previous=e}))}e=this.element[0]===V.ui.safeActiveElement(this.document[0])?this.previous:this.element.val(),t.preventDefault(),i.call(this),this.cancelBlur=!0,this._delay(function(){delete this.cancelBlur,i.call(this)}),!1!==this._start(t)&&this._repeat(null,V(t.currentTarget).hasClass("ui-spinner-up")?1:-1,t)},"mouseup .ui-spinner-button":"_stop","mouseenter .ui-spinner-button":function(t){if(V(t.currentTarget).hasClass("ui-state-active"))return!1!==this._start(t)&&void this._repeat(null,V(t.currentTarget).hasClass("ui-spinner-up")?1:-1,t)},"mouseleave .ui-spinner-button":"_stop"},_enhance:function(){this.uiSpinner=this.element.attr("autocomplete","off").wrap("<span>").parent().append("<a></a><a></a>")},_draw:function(){this._enhance(),this._addClass(this.uiSpinner,"ui-spinner","ui-widget ui-widget-content"),this._addClass("ui-spinner-input"),this.element.attr("role","spinbutton"),this.buttons=this.uiSpinner.children("a").attr("tabIndex",-1).attr("aria-hidden",!0).button({classes:{"ui-button":""}}),this._removeClass(this.buttons,"ui-corner-all"),this._addClass(this.buttons.first(),"ui-spinner-button ui-spinner-up"),this._addClass(this.buttons.last(),"ui-spinner-button ui-spinner-down"),this.buttons.first().button({icon:this.options.icons.up,showLabel:!1}),this.buttons.last().button({icon:this.options.icons.down,showLabel:!1}),this.buttons.height()>Math.ceil(.5*this.uiSpinner.height())&&0<this.uiSpinner.height()&&this.uiSpinner.height(this.uiSpinner.height())},_keydown:function(t){var e=this.options,i=V.ui.keyCode;switch(t.keyCode){case i.UP:return this._repeat(null,1,t),!0;case i.DOWN:return this._repeat(null,-1,t),!0;case i.PAGE_UP:return this._repeat(null,e.page,t),!0;case i.PAGE_DOWN:return this._repeat(null,-e.page,t),!0}return!1},_start:function(t){return!(!this.spinning&&!1===this._trigger("start",t))&&(this.counter||(this.counter=1),this.spinning=!0)},_repeat:function(t,e,i){t=t||500,clearTimeout(this.timer),this.timer=this._delay(function(){this._repeat(40,e,i)},t),this._spin(e*this.options.step,i)},_spin:function(t,e){var i=this.value()||0;this.counter||(this.counter=1),i=this._adjustValue(i+t*this._increment(this.counter)),this.spinning&&!1===this._trigger("spin",e,{value:i})||(this._value(i),this.counter++)},_increment:function(t){var e=this.options.incremental;return e?"function"==typeof e?e(t):Math.floor(t*t*t/5e4-t*t/500+17*t/200+1):1},_precision:function(){var t=this._precisionOf(this.options.step);return t=null!==this.options.min?Math.max(t,this._precisionOf(this.options.min)):t},_precisionOf:function(t){var e=t.toString(),t=e.indexOf(".");return-1===t?0:e.length-t-1},_adjustValue:function(t){var e=this.options,i=null!==e.min?e.min:0,s=t-i;return t=i+Math.round(s/e.step)*e.step,t=parseFloat(t.toFixed(this._precision())),null!==e.max&&t>e.max?e.max:null!==e.min&&t<e.min?e.min:t},_stop:function(t){this.spinning&&(clearTimeout(this.timer),clearTimeout(this.mousewheelTimer),this.counter=0,this.spinning=!1,this._trigger("stop",t))},_setOption:function(t,e){var i;if("culture"===t||"numberFormat"===t)return i=this._parse(this.element.val()),this.options[t]=e,void this.element.val(this._format(i));"max"!==t&&"min"!==t&&"step"!==t||"string"==typeof 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<style type="text/css">
.tocify {
width: 20%;
max-height: 90%;
overflow: auto;
margin-left: 2%;
position: fixed;
border: 1px solid #ccc;
border-radius: 6px;
}
.tocify ul, .tocify li {
list-style: none;
margin: 0;
padding: 0;
border: none;
line-height: 30px;
}
.tocify-header {
text-indent: 10px;
}
.tocify-subheader {
text-indent: 20px;
display: none;
}
.tocify-subheader li {
font-size: 12px;
}
.tocify-subheader .tocify-subheader {
text-indent: 30px;
}
.tocify-subheader .tocify-subheader .tocify-subheader {
text-indent: 40px;
}
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text-indent: 50px;
}
.tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader .tocify-subheader {
text-indent: 60px;
}
.tocify .tocify-item > a, .tocify .nav-list .nav-header {
margin: 0px;
}
.tocify .tocify-item a, .tocify .list-group-item {
padding: 5px;
}
.tocify .nav-pills > li {
float: none;
}
</style>
<script>/* jquery Tocify - v1.9.1 - 2013-10-22
* http://www.gregfranko.com/jquery.tocify.js/
* Copyright (c) 2013 Greg Franko; Licensed MIT */
// Immediately-Invoked Function Expression (IIFE) [Ben Alman Blog Post](http://benalman.com/news/2010/11/immediately-invoked-function-expression/) that calls another IIFE that contains all of the plugin logic. I used this pattern so that anyone viewing this code would not have to scroll to the bottom of the page to view the local parameters that were passed to the main IIFE.
(function(tocify) {
// ECMAScript 5 Strict Mode: [John Resig Blog Post](http://ejohn.org/blog/ecmascript-5-strict-mode-json-and-more/)
"use strict";
// Calls the second IIFE and locally passes in the global jQuery, window, and document objects
tocify(window.jQuery, window, document);
}
// Locally passes in `jQuery`, the `window` object, the `document` object, and an `undefined` variable. The `jQuery`, `window` and `document` objects are passed in locally, to improve performance, since javascript first searches for a variable match within the local variables set before searching the global variables set. All of the global variables are also passed in locally to be minifier friendly. `undefined` can be passed in locally, because it is not a reserved word in JavaScript.
(function($, window, document, undefined) {
// ECMAScript 5 Strict Mode: [John Resig Blog Post](http://ejohn.org/blog/ecmascript-5-strict-mode-json-and-more/)
"use strict";
var tocClassName = "tocify",
tocClass = "." + tocClassName,
tocFocusClassName = "tocify-focus",
tocHoverClassName = "tocify-hover",
hideTocClassName = "tocify-hide",
hideTocClass = "." + hideTocClassName,
headerClassName = "tocify-header",
headerClass = "." + headerClassName,
subheaderClassName = "tocify-subheader",
subheaderClass = "." + subheaderClassName,
itemClassName = "tocify-item",
itemClass = "." + itemClassName,
extendPageClassName = "tocify-extend-page",
extendPageClass = "." + extendPageClassName;
// Calling the jQueryUI Widget Factory Method
$.widget("toc.tocify", {
//Plugin version
version: "1.9.1",
// These options will be used as defaults
options: {
// **context**: Accepts String: Any jQuery selector
// The container element that holds all of the elements used to generate the table of contents
context: "body",
// **ignoreSelector**: Accepts String: Any jQuery selector
// A selector to any element that would be matched by selectors that you wish to be ignored
ignoreSelector: null,
// **selectors**: Accepts an Array of Strings: Any jQuery selectors
// The element's used to generate the table of contents. The order is very important since it will determine the table of content's nesting structure
selectors: "h1, h2, h3",
// **showAndHide**: Accepts a boolean: true or false
// Used to determine if elements should be shown and hidden
showAndHide: true,
// **showEffect**: Accepts String: "none", "fadeIn", "show", or "slideDown"
// Used to display any of the table of contents nested items
showEffect: "slideDown",
// **showEffectSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
// The time duration of the show animation
showEffectSpeed: "medium",
// **hideEffect**: Accepts String: "none", "fadeOut", "hide", or "slideUp"
// Used to hide any of the table of contents nested items
hideEffect: "slideUp",
// **hideEffectSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
// The time duration of the hide animation
hideEffectSpeed: "medium",
// **smoothScroll**: Accepts a boolean: true or false
// Determines if a jQuery animation should be used to scroll to specific table of contents items on the page
smoothScroll: true,
// **smoothScrollSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
// The time duration of the smoothScroll animation
smoothScrollSpeed: "medium",
// **scrollTo**: Accepts Number (pixels)
// The amount of space between the top of page and the selected table of contents item after the page has been scrolled
scrollTo: 0,
// **showAndHideOnScroll**: Accepts a boolean: true or false
// Determines if table of contents nested items should be shown and hidden while scrolling
showAndHideOnScroll: true,
// **highlightOnScroll**: Accepts a boolean: true or false
// Determines if table of contents nested items should be highlighted (set to a different color) while scrolling
highlightOnScroll: true,
// **highlightOffset**: Accepts a number
// The offset distance in pixels to trigger the next active table of contents item
highlightOffset: 40,
// **theme**: Accepts a string: "bootstrap", "jqueryui", or "none"
// Determines if Twitter Bootstrap, jQueryUI, or Tocify classes should be added to the table of contents
theme: "bootstrap",
// **extendPage**: Accepts a boolean: true or false
// If a user scrolls to the bottom of the page and the page is not tall enough to scroll to the last table of contents item, then the page height is increased
extendPage: true,
// **extendPageOffset**: Accepts a number: pixels
// How close to the bottom of the page a user must scroll before the page is extended
extendPageOffset: 100,
// **history**: Accepts a boolean: true or false
// Adds a hash to the page url to maintain history
history: true,
// **scrollHistory**: Accepts a boolean: true or false
// Adds a hash to the page url, to maintain history, when scrolling to a TOC item
scrollHistory: false,
// **hashGenerator**: How the hash value (the anchor segment of the URL, following the
// # character) will be generated.
//
// "compact" (default) - #CompressesEverythingTogether
// "pretty" - #looks-like-a-nice-url-and-is-easily-readable
// function(text, element){} - Your own hash generation function that accepts the text as an
// argument, and returns the hash value.
hashGenerator: "compact",
// **highlightDefault**: Accepts a boolean: true or false
// Set's the first TOC item as active if no other TOC item is active.
highlightDefault: true
},
// _Create
// -------
// Constructs the plugin. Only called once.
_create: function() {
var self = this;
self.extendPageScroll = true;
// Internal array that keeps track of all TOC items (Helps to recognize if there are duplicate TOC item strings)
self.items = [];
// Generates the HTML for the dynamic table of contents
self._generateToc();
// Adds CSS classes to the newly generated table of contents HTML
self._addCSSClasses();
self.webkit = (function() {
for (var prop in window) {
if (prop) {
if (prop.toLowerCase().indexOf("webkit") !== -1) {
return true;
}
}
}
return false;
}());
// Adds jQuery event handlers to the newly generated table of contents
self._setEventHandlers();
// Binding to the Window load event to make sure the correct scrollTop is calculated
$(window).on("load", function() {
// Sets the active TOC item
self._setActiveElement(true);
// Once all animations on the page are complete, this callback function will be called
$("html, body").promise().done(function() {
setTimeout(function() {
self.extendPageScroll = false;
}, 0);
});
});
},
// _generateToc
// ------------
// Generates the HTML for the dynamic table of contents
_generateToc: function() {
// _Local variables_
// Stores the plugin context in the self variable
var self = this,
// All of the HTML tags found within the context provided (i.e. body) that match the top level jQuery selector above
firstElem,
// Instantiated variable that will store the top level newly created unordered list DOM element
ul,
ignoreSelector = self.options.ignoreSelector;
// Determine the element to start the toc with
// get all the top level selectors
firstElem = [];
var selectors = this.options.selectors.replace(/ /g, "").split(",");
// find the first set that have at least one non-ignored element
for(var i = 0; i < selectors.length; i++) {
var foundSelectors = $(this.options.context).find(selectors[i]);
for (var s = 0; s < foundSelectors.length; s++) {
if (!$(foundSelectors[s]).is(ignoreSelector)) {
firstElem = foundSelectors;
break;
}
}
if (firstElem.length> 0)
break;
}
if (!firstElem.length) {
self.element.addClass(hideTocClassName);
return;
}
self.element.addClass(tocClassName);
// Loops through each top level selector
firstElem.each(function(index) {
//If the element matches the ignoreSelector then we skip it
if ($(this).is(ignoreSelector)) {
return;
}
// Creates an unordered list HTML element and adds a dynamic ID and standard class name
ul = $("<ul/>", {
"id": headerClassName + index,
"class": headerClassName
}).
// Appends a top level list item HTML element to the previously created HTML header
append(self._nestElements($(this), index));
// Add the created unordered list element to the HTML element calling the plugin
self.element.append(ul);
// Finds all of the HTML tags between the header and subheader elements
$(this).nextUntil(this.nodeName.toLowerCase()).each(function() {
// If there are no nested subheader elemements
if ($(this).find(self.options.selectors).length === 0) {
// Loops through all of the subheader elements
$(this).filter(self.options.selectors).each(function() {
//If the element matches the ignoreSelector then we skip it
if ($(this).is(ignoreSelector)) {
return;
}
self._appendSubheaders.call(this, self, ul);
});
}
// If there are nested subheader elements
else {
// Loops through all of the subheader elements
$(this).find(self.options.selectors).each(function() {
//If the element matches the ignoreSelector then we skip it
if ($(this).is(ignoreSelector)) {
return;
}
self._appendSubheaders.call(this, self, ul);
});
}
});
});
},
_setActiveElement: function(pageload) {
var self = this,
hash = window.location.hash.substring(1),
elem = self.element.find('li[data-unique="' + hash + '"]');
if (hash.length) {
// Removes highlighting from all of the list item's
self.element.find("." + self.focusClass).removeClass(self.focusClass);
// Highlights the current list item that was clicked
elem.addClass(self.focusClass);
// Triggers the click event on the currently focused TOC item
elem.click();
} else {
// Removes highlighting from all of the list item's
self.element.find("." + self.focusClass).removeClass(self.focusClass);
if (!hash.length && pageload && self.options.highlightDefault) {
// Highlights the first TOC item if no other items are highlighted
self.element.find(itemClass).first().addClass(self.focusClass);
}
}
return self;
},
// _nestElements
// -------------
// Helps create the table of contents list by appending nested list items
_nestElements: function(self, index) {
var arr, item, hashValue;
arr = $.grep(this.items, function(item) {
return item === self.text();
});
// If there is already a duplicate TOC item
if (arr.length) {
// Adds the current TOC item text and index (for slight randomization) to the internal array
this.items.push(self.text() + index);
}
// If there not a duplicate TOC item
else {
// Adds the current TOC item text to the internal array
this.items.push(self.text());
}
hashValue = this._generateHashValue(arr, self, index);
// Appends a list item HTML element to the last unordered list HTML element found within the HTML element calling the plugin
item = $("<li/>", {
// Sets a common class name to the list item
"class": itemClassName,
"data-unique": hashValue
});
if (this.options.theme !== "bootstrap3") {
item.append($("<a/>", {
"html": self.html()
}));
} else {
item.html(self.html());
}
// Adds an HTML anchor tag before the currently traversed HTML element
self.before($("<div/>", {
// Sets a name attribute on the anchor tag to the text of the currently traversed HTML element (also making sure that all whitespace is replaced with an underscore)
"name": hashValue,
"data-unique": hashValue
}));
return item;
},
// _generateHashValue
// ------------------
// Generates the hash value that will be used to refer to each item.
_generateHashValue: function(arr, self, index) {
var hashValue = "",
hashGeneratorOption = this.options.hashGenerator;
if (hashGeneratorOption === "pretty") {
// prettify the text
hashValue = self.text().toLowerCase().replace(/\s/g, "-");
// fix double hyphens
while (hashValue.indexOf("--") > -1) {
hashValue = hashValue.replace(/--/g, "-");
}
// fix colon-space instances
while (hashValue.indexOf(":-") > -1) {
hashValue = hashValue.replace(/:-/g, "-");
}
} else if (typeof hashGeneratorOption === "function") {
// call the function
hashValue = hashGeneratorOption(self.text(), self);
} else {
// compact - the default
hashValue = self.text().replace(/\s/g, "");
}
// add the index if we need to
if (arr.length) {
hashValue += "" + index;
}
// return the value
return hashValue;
},
// _appendElements
// ---------------
// Helps create the table of contents list by appending subheader elements
_appendSubheaders: function(self, ul) {
// The current element index
var index = $(this).index(self.options.selectors),
// Finds the previous header DOM element
previousHeader = $(self.options.selectors).eq(index - 1),
currentTagName = +$(this).prop("tagName").charAt(1),
previousTagName = +previousHeader.prop("tagName").charAt(1),
lastSubheader;
// If the current header DOM element is smaller than the previous header DOM element or the first subheader
if (currentTagName < previousTagName) {
// Selects the last unordered list HTML found within the HTML element calling the plugin
self.element.find(subheaderClass + "[data-tag=" + currentTagName + "]").last().append(self._nestElements($(this), index));
}
// If the current header DOM element is the same type of header(eg. h4) as the previous header DOM element
else if (currentTagName === previousTagName) {
ul.find(itemClass).last().after(self._nestElements($(this), index));
} else {
// Selects the last unordered list HTML found within the HTML element calling the plugin
ul.find(itemClass).last().
// Appends an unorderedList HTML element to the dynamic `unorderedList` variable and sets a common class name
after($("<ul/>", {
"class": subheaderClassName,
"data-tag": currentTagName
})).next(subheaderClass).
// Appends a list item HTML element to the last unordered list HTML element found within the HTML element calling the plugin
append(self._nestElements($(this), index));
}
},
// _setEventHandlers
// ----------------
// Adds jQuery event handlers to the newly generated table of contents
_setEventHandlers: function() {
// _Local variables_
// Stores the plugin context in the self variable
var self = this,
// Instantiates a new variable that will be used to hold a specific element's context
$self,
// Instantiates a new variable that will be used to determine the smoothScroll animation time duration
duration;
// Event delegation that looks for any clicks on list item elements inside of the HTML element calling the plugin
this.element.on("click.tocify", "li", function(event) {
if (self.options.history) {
window.location.hash = $(this).attr("data-unique");
}
// Removes highlighting from all of the list item's
self.element.find("." + self.focusClass).removeClass(self.focusClass);
// Highlights the current list item that was clicked
$(this).addClass(self.focusClass);
// If the showAndHide option is true
if (self.options.showAndHide) {
var elem = $('li[data-unique="' + $(this).attr("data-unique") + '"]');
self._triggerShow(elem);
}
self._scrollTo($(this));
});
// Mouseenter and Mouseleave event handlers for the list item's within the HTML element calling the plugin
this.element.find("li").on({
// Mouseenter event handler
"mouseenter.tocify": function() {
// Adds a hover CSS class to the current list item
$(this).addClass(self.hoverClass);
// Makes sure the cursor is set to the pointer icon
$(this).css("cursor", "pointer");
},
// Mouseleave event handler
"mouseleave.tocify": function() {
if (self.options.theme !== "bootstrap") {
// Removes the hover CSS class from the current list item
$(this).removeClass(self.hoverClass);
}
}
});
// only attach handler if needed (expensive in IE)
if (self.options.extendPage || self.options.highlightOnScroll || self.options.scrollHistory || self.options.showAndHideOnScroll) {
// Window scroll event handler
$(window).on("scroll.tocify", function() {
// Once all animations on the page are complete, this callback function will be called
$("html, body").promise().done(function() {
// Local variables
// Stores how far the user has scrolled
var winScrollTop = $(window).scrollTop(),
// Stores the height of the window
winHeight = $(window).height(),
// Stores the height of the document
docHeight = $(document).height(),
scrollHeight = $("body")[0].scrollHeight,
// Instantiates a variable that will be used to hold a selected HTML element
elem,
lastElem,
lastElemOffset,
currentElem;
if (self.options.extendPage) {
// If the user has scrolled to the bottom of the page and the last toc item is not focused
if ((self.webkit && winScrollTop >= scrollHeight - winHeight - self.options.extendPageOffset) || (!self.webkit && winHeight + winScrollTop > docHeight - self.options.extendPageOffset)) {
if (!$(extendPageClass).length) {
lastElem = $('div[data-unique="' + $(itemClass).last().attr("data-unique") + '"]');
if (!lastElem.length) return;
// Gets the top offset of the page header that is linked to the last toc item
lastElemOffset = lastElem.offset().top;
// Appends a div to the bottom of the page and sets the height to the difference of the window scrollTop and the last element's position top offset
$(self.options.context).append($("<div/>", {
"class": extendPageClassName,
"height": Math.abs(lastElemOffset - winScrollTop) + "px",
"data-unique": extendPageClassName
}));
if (self.extendPageScroll) {
currentElem = self.element.find('li.' + self.focusClass);
self._scrollTo($('div[data-unique="' + currentElem.attr("data-unique") + '"]'));
}
}
}
}
// The zero timeout ensures the following code is run after the scroll events
setTimeout(function() {
// _Local variables_
// Stores the distance to the closest anchor
var closestAnchorDistance = null,
// Stores the index of the closest anchor
closestAnchorIdx = null,
// Keeps a reference to all anchors
anchors = $(self.options.context).find("div[data-unique]"),
anchorText;
// Determines the index of the closest anchor
anchors.each(function(idx) {
var distance = Math.abs(($(this).next().length ? $(this).next() : $(this)).offset().top - winScrollTop - self.options.highlightOffset);
if (closestAnchorDistance == null || distance < closestAnchorDistance) {
closestAnchorDistance = distance;
closestAnchorIdx = idx;
} else {
return false;
}
});
anchorText = $(anchors[closestAnchorIdx]).attr("data-unique");
// Stores the list item HTML element that corresponds to the currently traversed anchor tag
elem = $('li[data-unique="' + anchorText + '"]');
// If the `highlightOnScroll` option is true and a next element is found
if (self.options.highlightOnScroll && elem.length) {
// Removes highlighting from all of the list item's
self.element.find("." + self.focusClass).removeClass(self.focusClass);
// Highlights the corresponding list item
elem.addClass(self.focusClass);
}
if (self.options.scrollHistory) {
if (window.location.hash !== "#" + anchorText) {
window.location.replace("#" + anchorText);
}
}
// If the `showAndHideOnScroll` option is true
if (self.options.showAndHideOnScroll && self.options.showAndHide) {
self._triggerShow(elem, true);
}
}, 0);
});
});
}
},
// Show
// ----
// Opens the current sub-header
show: function(elem, scroll) {
// Stores the plugin context in the `self` variable
var self = this,
element = elem;
// If the sub-header is not already visible
if (!elem.is(":visible")) {
// If the current element does not have any nested subheaders, is not a header, and its parent is not visible
if (!elem.find(subheaderClass).length && !elem.parent().is(headerClass) && !elem.parent().is(":visible")) {
// Sets the current element to all of the subheaders within the current header
elem = elem.parents(subheaderClass).add(elem);
}
// If the current element does not have any nested subheaders and is not a header
else if (!elem.children(subheaderClass).length && !elem.parent().is(headerClass)) {
// Sets the current element to the closest subheader
elem = elem.closest(subheaderClass);
}
//Determines what jQuery effect to use
switch (self.options.showEffect) {
//Uses `no effect`
case "none":
elem.show();
break;
//Uses the jQuery `show` special effect
case "show":
elem.show(self.options.showEffectSpeed);
break;
//Uses the jQuery `slideDown` special effect
case "slideDown":
elem.slideDown(self.options.showEffectSpeed);
break;
//Uses the jQuery `fadeIn` special effect
case "fadeIn":
elem.fadeIn(self.options.showEffectSpeed);
break;
//If none of the above options were passed, then a `jQueryUI show effect` is expected
default:
elem.show();
break;
}
}
// If the current subheader parent element is a header
if (elem.parent().is(headerClass)) {
// Hides all non-active sub-headers
self.hide($(subheaderClass).not(elem));
}
// If the current subheader parent element is not a header
else {
// Hides all non-active sub-headers
self.hide($(subheaderClass).not(elem.closest(headerClass).find(subheaderClass).not(elem.siblings())));
}
// Maintains chainablity
return self;
},
// Hide
// ----
// Closes the current sub-header
hide: function(elem) {
// Stores the plugin context in the `self` variable
var self = this;
//Determines what jQuery effect to use
switch (self.options.hideEffect) {
// Uses `no effect`
case "none":
elem.hide();
break;
// Uses the jQuery `hide` special effect
case "hide":
elem.hide(self.options.hideEffectSpeed);
break;
// Uses the jQuery `slideUp` special effect
case "slideUp":
elem.slideUp(self.options.hideEffectSpeed);
break;
// Uses the jQuery `fadeOut` special effect
case "fadeOut":
elem.fadeOut(self.options.hideEffectSpeed);
break;
// If none of the above options were passed, then a `jqueryUI hide effect` is expected
default:
elem.hide();
break;
}
// Maintains chainablity
return self;
},
// _triggerShow
// ------------
// Determines what elements get shown on scroll and click
_triggerShow: function(elem, scroll) {
var self = this;
// If the current element's parent is a header element or the next element is a nested subheader element
if (elem.parent().is(headerClass) || elem.next().is(subheaderClass)) {
// Shows the next sub-header element
self.show(elem.next(subheaderClass), scroll);
}
// If the current element's parent is a subheader element
else if (elem.parent().is(subheaderClass)) {
// Shows the parent sub-header element
self.show(elem.parent(), scroll);
}
// Maintains chainability
return self;
},
// _addCSSClasses
// --------------
// Adds CSS classes to the newly generated table of contents HTML
_addCSSClasses: function() {
// If the user wants a jqueryUI theme
if (this.options.theme === "jqueryui") {
this.focusClass = "ui-state-default";
this.hoverClass = "ui-state-hover";
//Adds the default styling to the dropdown list
this.element.addClass("ui-widget").find(".toc-title").addClass("ui-widget-header").end().find("li").addClass("ui-widget-content");
}
// If the user wants a twitterBootstrap theme
else if (this.options.theme === "bootstrap") {
this.element.find(headerClass + "," + subheaderClass).addClass("nav nav-list");
this.focusClass = "active";
}
// If the user wants a twitterBootstrap theme
else if (this.options.theme === "bootstrap3") {
this.element.find(headerClass + "," + subheaderClass).addClass("list-group");
this.element.find(itemClass).addClass("list-group-item");
this.focusClass = "active";
}
// If a user does not want a prebuilt theme
else {
// Adds more neutral classes (instead of jqueryui)
this.focusClass = tocFocusClassName;
this.hoverClass = tocHoverClassName;
}
//Maintains chainability
return this;
},
// setOption
// ---------
// Sets a single Tocify option after the plugin is invoked
setOption: function() {
// Calls the jQueryUI Widget Factory setOption method
$.Widget.prototype._setOption.apply(this, arguments);
},
// setOptions
// ----------
// Sets a single or multiple Tocify options after the plugin is invoked
setOptions: function() {
// Calls the jQueryUI Widget Factory setOptions method
$.Widget.prototype._setOptions.apply(this, arguments);
},
// _scrollTo
// ---------
// Scrolls to a specific element
_scrollTo: function(elem) {
var self = this,
duration = self.options.smoothScroll || 0,
scrollTo = self.options.scrollTo,
currentDiv = $('div[data-unique="' + elem.attr("data-unique") + '"]');
if (!currentDiv.length) {
return self;
}
// Once all animations on the page are complete, this callback function will be called
$("html, body").promise().done(function() {
// Animates the html and body element scrolltops
$("html, body").animate({
// Sets the jQuery `scrollTop` to the top offset of the HTML div tag that matches the current list item's `data-unique` tag
"scrollTop": currentDiv.offset().top - ($.isFunction(scrollTo) ? scrollTo.call() : scrollTo) + "px"
}, {
// Sets the smoothScroll animation time duration to the smoothScrollSpeed option
"duration": duration
});
});
// Maintains chainability
return self;
}
});
})); //end of plugin
</script>
<script>
/**
* jQuery Plugin: Sticky Tabs
*
* @author Aidan Lister <aidan@php.net>
* adapted by Ruben Arslan to activate parent tabs too
* http://www.aidanlister.com/2014/03/persisting-the-tab-state-in-bootstrap/
*/
(function($) {
"use strict";
$.fn.rmarkdownStickyTabs = function() {
var context = this;
// Show the tab corresponding with the hash in the URL, or the first tab
var showStuffFromHash = function() {
var hash = window.location.hash;
var selector = hash ? 'a[href="' + hash + '"]' : 'li.active > a';
var $selector = $(selector, context);
if($selector.data('toggle') === "tab") {
$selector.tab('show');
// walk up the ancestors of this element, show any hidden tabs
$selector.parents('.section.tabset').each(function(i, elm) {
var link = $('a[href="#' + $(elm).attr('id') + '"]');
if(link.data('toggle') === "tab") {
link.tab("show");
}
});
}
};
// Set the correct tab when the page loads
showStuffFromHash(context);
// Set the correct tab when a user uses their back/forward button
$(window).on('hashchange', function() {
showStuffFromHash(context);
});
// Change the URL when tabs are clicked
$('a', context).on('click', function(e) {
history.pushState(null, null, this.href);
showStuffFromHash(context);
});
return this;
};
}(jQuery));
window.buildTabsets = function(tocID) {
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<h1 class="title toc-ignore">Example evaluations of the dimethenamid
data from 2018</h1>
<h4 class="author">Johannes Ranke</h4>
<h4 class="date">Last change 1 July 2022, built on 13 Feb 2025</h4>
</div>
<p><a href="http://www.jrwb.de">Wissenschaftlicher Berater, Kronacher
Str. 12, 79639 Grenzach-Wyhlen, Germany</a></p>
<div id="introduction" class="section level1">
<h1>Introduction</h1>
<p>A first analysis of the data analysed here was presented in a recent
journal article on nonlinear mixed-effects models in degradation
kinetics <span class="citation">(Ranke et al. 2021)</span>. That
analysis was based on the <code>nlme</code> package and a development
version of the <code>saemix</code> package that was unpublished at the
time. Meanwhile, version 3.0 of the <code>saemix</code> package is
available from the CRAN repository. Also, it turned out that there was
an error in the handling of the Borstel data in the mkin package at the
time, leading to the duplication of a few data points from that soil.
The dataset in the mkin package has been corrected, and the interface to
<code>saemix</code> in the mkin package has been updated to use the
released version.</p>
<p>This vignette is intended to present an up to date analysis of the
data, using the corrected dataset and released versions of
<code>mkin</code> and <code>saemix</code>.</p>
</div>
<div id="data" class="section level1">
<h1>Data</h1>
<p>Residue data forming the basis for the endpoints derived in the
conclusion on the peer review of the pesticide risk assessment of
dimethenamid-P published by the European Food Safety Authority (EFSA) in
2018 <span class="citation">(EFSA 2018)</span> were transcribed from the
risk assessment report <span class="citation">(Rapporteur Member State
Germany, Co-Rapporteur Member State Bulgaria 2018)</span> which can be
downloaded from the Open EFSA repository <a href="https://open.efsa.europa.eu">https://open.efsa.europa.eu/study-inventory/EFSA-Q-2014-00716</a>.</p>
<p>The data are <a href="https://pkgdown.jrwb.de/mkin/reference/dimethenamid_2018.html">available
in the mkin package</a>. The following code (hidden by default, please
use the button to the right to show it) treats the data available for
the racemic mixture dimethenamid (DMTA) and its enantiomer
dimethenamid-P (DMTAP) in the same way, as no difference between their
degradation behaviour was identified in the EU risk assessment. The
observation times of each dataset are multiplied with the corresponding
normalisation factor also available in the dataset, in order to make it
possible to describe all datasets with a single set of parameters.</p>
<p>Also, datasets observed in the same soil are merged, resulting in
dimethenamid (DMTA) data from six soils.</p>
<pre class="r"><code>library(mkin, quietly = TRUE)
dmta_ds <- lapply(1:7, function(i) {
ds_i <- dimethenamid_2018$ds[[i]]$data
ds_i[ds_i$name == "DMTAP", "name"] <- "DMTA"
ds_i$time <- ds_i$time * dimethenamid_2018$f_time_norm[i]
ds_i
})
names(dmta_ds) <- sapply(dimethenamid_2018$ds, function(ds) ds$title)
dmta_ds[["Elliot"]] <- rbind(dmta_ds[["Elliot 1"]], dmta_ds[["Elliot 2"]])
dmta_ds[["Elliot 1"]] <- NULL
dmta_ds[["Elliot 2"]] <- NULL</code></pre>
</div>
<div id="parent-degradation" class="section level1">
<h1>Parent degradation</h1>
<p>We evaluate the observed degradation of the parent compound using
simple exponential decline (SFO) and biexponential decline (DFOP), using
constant variance (const) and a two-component variance (tc) as error
models.</p>
<div id="separate-evaluations" class="section level2">
<h2>Separate evaluations</h2>
<p>As a first step, to get a visual impression of the fit of the
different models, we do separate evaluations for each soil using the
mmkin function from the mkin package:</p>
<pre class="r"><code>f_parent_mkin_const <- mmkin(c("SFO", "DFOP"), dmta_ds,
error_model = "const", quiet = TRUE)
f_parent_mkin_tc <- mmkin(c("SFO", "DFOP"), dmta_ds,
error_model = "tc", quiet = TRUE)</code></pre>
<p>The plot of the individual SFO fits shown below suggests that at
least in some datasets the degradation slows down towards later time
points, and that the scatter of the residuals error is smaller for
smaller values (panel to the right):</p>
<pre class="r"><code>plot(mixed(f_parent_mkin_const["SFO", ]))</code></pre>
<p><img 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" /><!-- --></p>
<p>Using biexponential decline (DFOP) results in a slightly more random
scatter of the residuals:</p>
<pre class="r"><code>plot(mixed(f_parent_mkin_const["DFOP", ]))</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>The population curve (bold line) in the above plot results from
taking the mean of the individual transformed parameters, i.e. of log k1
and log k2, as well as of the logit of the g parameter of the DFOP
model). Here, this procedure does not result in parameters that
represent the degradation well, because in some datasets the fitted
value for k2 is extremely close to zero, leading to a log k2 value that
dominates the average. This is alleviated if only rate constants that
pass the t-test for significant difference from zero (on the
untransformed scale) are considered in the averaging:</p>
<pre class="r"><code>plot(mixed(f_parent_mkin_const["DFOP", ]), test_log_parms = TRUE)</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqAAAAHgCAIAAAD17khjAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdd1wT5/8A8OfuMsgkEFYAGQIiooiKaLV14a4DtVZbravW1u2vtlWrba3b2jo7rFXrFm0dddRRtVprcSMqVmXInklICGTe+P0RvxQFUSFweH7er7x8XZ67e55PQuInd8/d82AMwyAAAAAAcAvOdgAAAAAAcDxI8AAAAAAHQYIHAAAAOAgSPAAAAMBBkOABAAAADoIEDwAAAHAQJHgAAACAgyDBAwAAABwECR4AAADgIEjwAAAAAAdBggcAAAA4CBI8AAAAwEGQ4AEAAAAOggQPAAAAcBAkeAAAAICDIMEDAAAAHAQJHgAAAOAgSPAAAAAAB0GCBwAAADgIEjwAAADAQZDgAQAAAA6CBA8AAABwECR4AAAAgIMgwQMAAAAcBAkeAAAA4CBI8AAAAAAHQYIHAAAAOAgSPAAAAMBBkOABAAAADoIEDwAAAHAQJHgAAACAgyDBAw5KSkrq37+/t7e3i4tLTExMfHz8k7bMycnBMIyiqAsXLoSEhNRnkJUVGenP/tI7qrZWrVphjxo6dGj5661l5RqNxiH1VIk20+njknSHixxVoUwmK38T3NzcRo0aVVJS8tRVdvPnz8cwbO3atU+qPC0trXfv3i4uLn5+fosWLaq8wZkzZ1q3bi2RSJo2bbpr1y5HvSgAngoSPGCZKfGuLu6Ifv9Ja2auQyq8fv16dHR0ZGTk8ePHz50717p16549e967d88hldepYjN9Nd/qwAqXLFmSX8FPP/3kwMrrCG2m04YlUgYya/pd3SGH5fhdu3bl5+fn5ub+/vvviYmJn3zyybOsQgjFxcUFBgbu2bOnymqtVmvnzp39/f1v3bq1devW1atXb968ueIGWq12yJAho0aNSk5Onjp16qhRo+7cueOoFwVA9SDBAzapv99ZvHU/xufTJnPBwu8Mpy7Uvs4pU6Z89NFHCxcujIiIiIiIWLFiRZcuXb7//vva1/zCkcvlnhUoFAq2I3oKxkI/GHmLcOY33h0RfDAy6/8cluNdXV09PT1VKlV0dPSYMWNu3rz5LKsSEhJSU1M3bNgQHx+flZVVudpLly7p9fpvv/3W19e3a9euEydOPHjwYMUNLl686OHhMWPGDG9v78mTJ/v7+1+6dMkhrwiAp4IED1hjSrhjTctSfTXLeUgvlxEDVEtm6nYfofSG2tSZmZkZHx8/derUioVbt261H5adOHEiKipKIpH4+PjMnz+/yhpIkhw6dGi/fv0sFktqamrv3r0VCkXHjh137NhRm8AaoCrfjSoLL1682L59e7lc/sorr1y5cqW8hiNHjoSFhclksjfffNNisdQyHsZCp424hYuJgM3hGA8TRciCDzgyx9vl5OTs379/8ODBz7IqLi6uR48e3bt3b9y48d69eyvv4uXltXr1aj6fb3+q1Wpx/JH/VDt16nT27Fn7cl5enkajCQ8Pd9RrAaB6PLYDABxnSrxrvJhQ/lTW8zVBoK+9vHjXIYxHaDftLS8XBPuXnvqHVGsrb/+MkpKSlEqlm5tbxUJXV1eEkNFoHDRo0LJly4YNG3bz5s1+/frFxsa6u7tX3JIkyREjRphMpn379iGEevToMWLEiO3btyclJb399ttKpbJPnz41eRcQMpPM8osGbynxXqTEvmylGYSQ3sLklVJNlTyKRpfzrAVl1Ny/9BSNbhRaCQxr6cHHMBQg55XvZa/hGRudMmXKlClTyp+WlpaWL1f5bjRp0qRyobe3d69evVauXNm3b99Nmza9/vrrubkPO1O2bdt2/vz5vLy8Dh06/PrrryNGjHiWqIr3FRjOFSOEvGYGlF3V25cRQiWnNBiBSbu42HIs5eV+3zZLH3dbs13BVwkrVuI1M0Dg7/SM7wNCqHfv3uXL4eHho0aNeuoqhmH27NmzcOFChNCQIUP27t07c+bMx6oNCQkpv3Tjzz//3LFjx+7duytuIJVKpVKpXq/v3r373bt3Z8+eHR0d/exhA1AbkOBB3eK5Ogsa+5U/xWWS8nLCzRWjaPtaezljtRIuclwurbz9M6IoCsOwKlfx+fyEhITQ0FCapr28vMRisUajqZjg7dn96NGj+fn5QqHwt99+s1gsn3/+OZ/P79Kly8SJE3/88ccaJ3g+gYW78ZQionyZpBFCqMRCuzvhoUoezSCdidab6RZufJpBNM1gGBbhzkcIeUqIx2p4RkuWLBk3blz5U7FYrNPpqnk3qiw8d+5c27Zt3333XYTQp59+6ubmptc/vBJw+fLlbm5ubm5uPXv2VKvVzxiVwE8kjiQRQricKF9GCFkemKwPjKIwacVystiK8TBxKznfS1CxElz+HO8DQmjXrl3dunVDCBkMhvnz5/fo0SMxMbH6VfHx8fn5+b169bJYLK+//vpXX3314MGDwMDAypWbTKYvvvji+++/37p1a9++fStvIJFIli1bdvr06XXr1sXExLRv3/65ggegZiDBg7rFb6TiN1JVWa4Y0qvo643KiW8RLs4IIfO/qbacQvErrXDRcxyZPaZZs2ZqtbqoqKhi5t6/f/+2bdsOHDhw5MiRwYMHEwQREhLy2KlUhFB6enqHDh1UKtXatWs//fTTtLQ0jUbj5/ffr5OoqKgaB0Zg6I2m4srLFUWpBNNPFQ9vJkYIvR3++AZP2qsa9j74KlfxeLzK70aVhRkZGeUHqTiOf/DBBwghjUaDEPL397eXCwSCKlupkqStXNJW/jCMtvzyZbexPtmf3NfuynN9y8u+je5QYea0e8G/RYpby5/rhVdm72hHCHl6en755ZfBwcFpaWmNGzeuZlVcXJzFYqn4Bu7du3fWrFmP1ZyamjpgwACVSnXt2rXQ0NDH1tp/USkUipiYmJiYmHv37u3cuRMSPKgfkOABa4TB/vJ+3XI/XuYUFkybLdb0HPdpo2qT3RFCgYGBERERq1atWrJkSXnhxo0bnZ2djx07tnz58itXrtjTUuWb4nx9fbdv33769OmBAwcOHz5cpVJFRUX9/fff9rWZmZkkSdYmtgalynejykIfH5/Tp0/b92IYZv78+aNGjbJfr1f5R1KtYMj3qybZn9xP6Z8QfLhV6fnizGn3gve3rH12f4w97IodFpVXURS1d+/eLVu2jB492r5q5syZe/bseSzB22y2Pn369O/ff8WKFVW+G2vXrr127dpvv/1mf+rj42MymRz7cgB4ErjIDrBJ3q+ravkscYfW8t6dfNbMc2rx+AHQ88IwbP369V9//fWsWbNu3ryZkJAwZcqUM2fOzJs3r7i4mCAIhJDRaFy7dm1qampZWVnFfZ2cnHAc79GjR2xs7KRJk3r37p2cnLxy5Uq1Wv33339HR0dfvny5luE1HFW+G1UWDh069K+//tq5c6darf7mm2/WrFmjVCrrKiwM+X7VRNLO+X73a1kz7oUccsCxu51er9doNBqNJiMj48svv/Tz82vatGk1q86ePVtcXDxw4MDyGoYOHZqQkJCcnFyx2iNHjmg0mgkTJjx48CA1NTU1NTUvLw8htH///uvXryOEBgwYcOrUqf379xcXF//xxx/btm2LjY11yCsC4OkYADjn8uXLMTExbm5uSqUyJibm4sWLDMNYrdYRI0bIZLLGjRuvWLFizpw5Li4uN27cQAiRJPn3338HBwfbd8/Pz1coFHFxcQkJCZ06dZJKpf7+/itXrqzrsPVmanNiqaNqi4yM/Pbbbx8rzM7Otr/eKt+N3NzcyoVFRUX2oVrEYnGrVq3Onj3LMIy9x50kSXu1w4cPX716taMiZ2gmf1W6MbHEUfVJpf9d1SEUCqOjo69cuVL9qvHjx/fv3/+RoGjaz89v4cKFFQsr34vRr18/hmGCg4Nnz55t3+bQoUPR0dH2gW42bdrkqBcFwFNhDMPUw88IAAAAANQnOEUPAAAAcBAkeAAAAICDIMEDAAAAHAQJHgAAAOAgSPCAfRprkYkysh0FAABwCiR4wDKKoVamfbkj50dHVfjUGb4dy1EzrDscu5OgP3WD+tSqVSvsUY0aNUIV/nblCxkZGeUzxwDwooMED1h2Wn3Uhe96t/R2qtFhU7ZXP8P384qOjrYPWlJHSmnmW72BrHDDaiZJbjeUVbPLM2JrEvSnblD/lixZkl/Bk/6gSqXyu+++q6aeuv4wAOBAMFQtYJOBLDla+Ouc4KVpxuSd2Rs+a/I1hqqeKua5lI8urlKpxowZ88svvzx1F4ZhbDZblWOqFxUV2Wy22kf1JCIcu22zzdQUf6N04WFYJkmOLtRMcZbVvuZq3odqVtknQT927FjPnj2zsrLsB7sVlU+CzufzfX197ZOgV5zV5qkbVMma8j6prmJKVoTxnZqfxiUtnvv1V1DNsPwVSaXSCRMmVLNBXX8YAHAgOIIHbNqfv6ODS1cvoc8rLp35uOAf7Z+Orf+xGb6vXr366quvymSy8PBw+/zuBQUFLi4uJ0+eDAwMjI+PX758uZ+fn0Qi6dy5s31Q0i5dumRlZfXt29c+gWxdzBBPILRO6UIi9KGmOM1mG12omSCXDpE837wy1avnSdCfukGVCI8RmDBAHJ0vbl9c/hAE/4SLw3BJPc2hXvEUfeVPy2MfBgAaOBjJDtStGyWX44vP9XIf2Fjc5LHl0+rfM4ypy8LW3y9Lii8+FyGP+jVv21ve467pL1be/tlblMlkFecRCQ8PP3PmjIeHh1arDQ4Onjt37jvvvHPp0qW333776NGjoaGhfn5+I0aMWLp06Z07dwYOHHj8+HE/P7/p06dTFHXw4EGEUGBgYFxcXLt27SwWS1hY2IgRI6ZNm2afIX7Tpk0RERG+vr4kSdpHcX8SM8N8odVZK5UH8njTnGVmhvlMUxxvtRZTdCif5/+/HFO+tuK+LQX8MTJppZqe9X2ofhXDMIGBgQsXLnznnXdmzZp19uzZS5cuVdPKn3/+GRsbu3v37iqnSa1yA7JoJ6U7VeXGtOES4rngov/9uRma0p0iZG0Qr4rR7zFMwPdfhPHdK696TKtWrexjEpeLjY09cOBATk6O/W+Xn59vX8jOzg4ODrbZbFV+Wjp16lT+YXhqowCwDk7Rg7rl7eQX5dzBTeBRebnYpn7dc4iYkNjLQ6Xh/xpu3iu9U+X2z6XKGb4PHjwYFBQ0c+ZMhFD//v3Hjh27bdu2xYsXW63WOXPmeHp6JiQk0DStVqvbtGmzZ8+eymdijx8/XnmG+Oq7bMsJMKynWGSr9HvanSDsa9s4Cf+2WL0Igo9h3Z2EBIZVXFtxXx/es35t2Z0E/Ukb4JLWGC6pMmBG3sGWuZDwmoARzgghSnuAkETwPJ5wbh/DMeJZp6JZsmRJxT4CoVBY/fZVflo6der0jM0B0BBAggd1y0Pg5SHwqrycaUrT2YoVfOUV3QV7yb3SJH9x419zt/fxiJXzFI9t/1yqnOHbfnBWvk1ISMjhw4fty/bZUXv37r1ixYrFixe/9dZbUVFRn3/+eUxMTMVqazNDPI5QzJNnws0iyR9LSqc5y96QiGdoik+YzCuVLjwMe5Z9q8HWJOjVb4CLw5A47EkxM5Zc2nBFEPQtY82xPvjIqcWfmPDxiwBq4Bn74MtV82kB4EUBffCAHTbaGi6LvK6/eFX/T/kjpexupHNbA+nIu9rKZ/j28fFJS0srL09LS/P19bUv28+up6Wlde3a9dKlS4WFhQMGDBg1atRjN7/ZZ4jP+59Lly6tWbOm9hEaaHpMoWays+wtqYSPYauULlaEvizW177mip5rEvTy2ag+/PDDytfS2ydB792798mTJ6vM7k/doBo8n5mU/gxdes2a8RnPa4JDsnsNVPNpAeCFwdIsdgDUFalUumfPHrVarVar09PTR48e7efnZ7FYioqKnJ2d16xZo9Vqjx07JpPJzp49m5+fj/437enGjRsDAwNv3rypVquXLl3q4eFB0zTDMAEBASdOnGAYpri42MPD45tvvikqKjp//rynp+fu3bvLJ2CtccAkwyRaLBVLrDR9y2Kt3dvwxPehmlWnTp0SCATFxcXllcTHxyOE7t+/X7Hm/fv3u7q63r17N+V/cnNzGYbZt2/ftWvXqtngGdkKdxgTWhmvt2AoYy3fBLvIyMhly5apH0VRVPnfrnwhPT2dx+MxDFPlp4Wp8GEAoOGDBA+4pprJvy9evPjKK69IpdKwsLAdO3YwDFMxwdtstkmTJrm7u4vF4ldeeeWff/6x7zVr1iypVLp3716GYSrPEF/7BF9HWJwE/UkbPDPKdLsnqTlYq9dfQWRkZOVjm/T09GoSPFPVp4V59MMAQAMHV9EDAAAAHAR98AAAAAAHQYIHAAAAOAgSPAAAAMBBkOABAAAADoIEDwAAAHAQJHgAAACAgyDBAwAAABwECR4AAADgIEjwAAAAAAdBggcAAAA4CBI8AAAAwEGQ4AEAAAAOggQPAAAAcBAkeAAAAICDIMEDAAAAHAQJHgAAAOAgSPAAAAAAB0GCBwAAADgIEjwAAADAQZDgAQAAAA6CBA8AAABwECR4AAAAgIMgwQMAAAAcBAkeAAAA4CBI8AAAAAAHQYIHAAAAOAgSPAAAAMBBkOABAAAADoIEDwAAAHAQJHgAAACAgyDBAwAAABwECR4AAADgIEjwAAAAAAdBggcAAAA4CBI8AAAAwEGQ4AEAAAAOggQPAAAAcBAkeAAAAICDIMEDAAAAHAQJHgAAAOAgSPAAAAAAB0GCBwAAADgIEjwAAADAQZDgAQAAAA6CBA8AAABwECR4AAAAgIMgwQMAAAAcxGM7gNpiGCYxMZGiKLYDAaBWRCJRs2bN2I6ioYPvO+CG+vm+YwzD1HUbderevXuRkZHh4eFsBwJArdy4caOsrEwoFLIdSIMG33fADfXzfX/hj+ApimrcuPHVq1fZDgSAWhGLxTRNsx1FQwffd8AN9fN9hz54AAAAgIMgwQMAAAAcBAkeAAAA4CBI8AAAAAAHQYIHAAAAOAgSPAAAAMBBL/xtco+hDZdt2UurXEW4DuB5jq3neAAAAABW1HeCNxgMu3fvvn37dkFBAUmSKpWqZcuWw4YNk8vlDqkfc/KnS6/y/RdiwoD/ShnSmvIez+sDhzQBAAAANHz1eor+woULPj4+69evp2k6LCysRYsWOI5v3LjR39//8uXLDmkC43vyvD+kdKcJ5y7lD8Z0H5dEEi69HNIEAAAA0PDV6xH8tGnTFi1aNG3atMfKt2/fPmXKFEfleL73ZFNiB0p/hnDuhhBiyGJb7mphs0MOqRwAAAB4IdTrEXxqaurAgQMrl8fGxqakpDisGUwg8PvClv4pYkiEkC1rIeE2FBc1dVj9AAAAQINXrwm+S5cus2fPLigoqFio0WhmzpzZqVMnBzZEuPbHBD630mbuSJlJaY/wfT5yYOUAAABAw1evp+g3bNgwduxYHx+fwMBApVKJYZhWq01LS4uJidm1a5dj2qDNtOkuQsiijFU9+EiCi7Sur6ssGYwlAxP4Ynw3x7QCAAAANGz1muA9PDyOHj2akZGRlJSUl5fHMIynp2fLli39/Pwc1QRV8rfl7lBcElFiVYsxnjttLNQetxiTGFMy32sC3+8LRzUEAAAANGQs3CZ34sSJirfJ5efnO/A2OUIRg8va6xV9vtElNEr34mUbzd1lHUQBbXKX8VQTHdIEAAAA0PBx7TY5hDB+wBI8e3m7nJYdP+jU4cv+jY74SnJX0KqJGN/DQU0AAAAADd2LdJucwWAgSfKxwpKSEoZhKpZcsRqEZv92Z66XDX4VzyGanb7q3ZI+SAtH1P4FAAAAAC+Iek3w1dwmN3369Or3LS0tDQ0NNZvNj5WTJGk0GsufWmnLgb8vx86d6fLd9Js3utpSfLvO2Zq9+t3kVxRZk9MbOQXU+kUAAAAAL4AX5jY5qVSam5urrWTnzp083n8/U/69kjhgStPtU+W7nPu5Ra8vm3Y4VSiePaV3t28V/269XievCgAAAGh46jXBb9iwoaSkxMfHJyQkpH379q+88kpoaKiXl1dmZubmzZsd0oTPbR9KxMsKc7np9mmAzRgr2v+d57cefGN2ONY4PsghTQAAAAANH9dukysaprlz8/r0CVG/zsbVe8ZZVOnBQbTXDUpm1CTNNwSjlo5qCAAAAGjIWJgu1t/f39/fv44q9yPzh43Yinr9HGUhSj8ixCX0FOYEFs4wSpLBYa5YAAAALwuuzQcvlrbFaFvG+gm3vMKUaTa3XFtRmJNcXRK+cL5I0Y3t6AB4uSQlJV2+fDk8PDw6OvrixYu7du0yGo2DBw/u27cv26EBwH31muB37dp1/vz5J6394Ycfat+E8QZRuPlN2/+dPkW91vyUrsdfeetmdhpL7fRNaGG67+82vvYtAACeyc6dO0ePHu3v76/RaD7++ON169Z17NjRx8fn7bffXrVq1dixcEYNgLpVrwm+VatWhw4d2rNnz8iRI93c6mRYeO3tUt3ffRXv/hngmlHa3uDscvI1t66vFP+ad+lboUjnNt6nLhoFAFS2YMGCtWvXTpo0KS8vLyQkZPr06YsXL0YI9evXb8aMGdUneIZhLly4UPm22PT09LKysjoMGgAOqdcEHxYWtmPHjrNnz86ePTs8PLwumvghUEK+poxdPmrYtCVfGz/GxKawu4vSb7+eWOh+7D2PA3XRJACgKllZWbGxsQghlUrVtGnTbt0e9pFFRUVlZWVVv29ZWdnixYsrD2ylVquzs7PrIloAuKe+++B5PN7UqVOdnZ3rqH6lCN/S1o06/dr020e6+lzQNylpR2ceOrHx+7d9m4vq9Z5AAF5yoaGhe/funTFjBkLo9OnTEonEXn7mzJmn/r6XSqXHjh2rXH748OGhQ4c6PFQAOImFi+zmzp1bd5VPj5KNctFr7p7AsU/7OL+F8W15xz/uOqyopy/m1uvVumsXAPCYb775ZsiQIT/88MPZs2dVKhVCSKfTjRo16vTp03FxcWxHBwD3ce2glocjiVbj6qnwnfza3cweCDGlMSOVfq7ioiInHsZ2dAC8RLp165aamrpq1SqZTFZeGBUVdeHChf79+7MYGAAvCa4leIQQ38fT+iCbIak4ZiayCPQLkizJD/iNvNiOC4CXjqura9++faVSqf2pQqH4/PPPIyMj2Y0KgJcEFxO8rxcREpA7f/tbs/IxsVl6gyn6SSro0Jp5+q4AAAAAR3AuwTMUY0n/K6ZF0W9CPCjXxvCKPk2nGerE+yeumQxsBwcAAADUE66NZEfp/rDce6t3vie1FDN48vk2W3T0N8aOvG5UoWnjIDR1PdsBAgAAAPWBa0fwhKKHNSOg+NB4WZ+ked5ndKW+Wy4t3Re0ARdIC9Z0yZmXwnaAAAAAQH3gWoJHGGG4OsNlwMaya0WLlQoTJZXR+vY5E/RXBliLPBT96mT4PAAAAKCh4dopeoRQoxWjs3fsIzcv/GrARzMZYZA4IUhrzlrUE9vXQtJewXZ0AAAAuIBU77VlLa1iBYbzfWfx3N6s94gex8EEjxASD16DeXedML6reRHRKvCY+ttRq9a6fP0aXEcPAADAMQhZOxupFjb9BRP8dxs2Yy203B1CSKNYDKwc507RI4QQOkS5p/qPFM3e5Wkswynsl9Ft8qJLfig4wXZcAAAAOAIT+vO8JpCFWzFhQPmDLNzG8xyPOTVmOzqEuJrgx8ikPl7vyCIvCpumXcI7e7XLfcV6pNhwKrnsX7ZDAwAAwBF87w8p/TnacNH+lC5LpHSneD7/x25U5biZ4BFCPxT8vlL+aa6oqThPqInrONjnPYSYnTkbGAQn6gEAADgCIeE3+tyaPgchGiHGmj6H7/cZRsjZDushbib447qE34iemQSefS06IEMTtTHv5DKTkOeSY868WHyO7egAAABwBM99GMJ4pPoXUr0P0WU897fYjug/3Ezw6YwiyHx82BUXrz9FtNJ0bsXeqCNl7bf1JjC+M8+F7egAAABwBiYIWGrLXGDL+lIQ8FWDyqoNKBQHamWN73Txtv8q4x9dRflty4y+6efWrPH450HbHcFZ5nS2owMAAMAduDSKkL+Gy9rhsnZsx/IIDt4mx9gKWqRNDXN3IdZdd7eZXXD9XLVQqHRFy5c3u+dv2z0BTWM7RAAAaMD23TMNCRWxHcWLRBD0LdshVIGDR/AYT0nb2lkzQs4IPtylHckUOZcc78ZXzaJwUeHdV225FrYDBACAhstGM3PP6dmO4kWD8RDW4A6YG1xAtceQxbjTNXErpu01m29jIYGXCHwKtHeXiXC9c6vrqsGL2Q4QAAAAqHNcPILnu/NVU3FJmMhbhsZMYChekvc0kbWYsTl59lqKcIztAAEAAIA6x8EjeIQQ32emLW83QnkZA3KbiEx+eZvNTioyqfFlrUf3oWwHBwAADYyNZq7kWRkGIYRIhmEYdCH7YW8mhqF2KiHBrYNB053SB6Nu+60Olb7K5fuquJngzffogu+HO43b2+Sdnxgrzy3ykk2Er5H/EDsuVeckUPR3ZztAAABoQDQmemNiGUkjhBCDGIpBP94os68SECjUla8UvfAZPtVGZpNkZ5GT6U5pyoAbyhGq+yNvMz+HtunqwXZodYWDCV5rtJRd2sPgAiexQEwbcb6Vtsn+FrYnXG6oYoXF+1whwQMAQEVeEmJzX1f7so1mWmws2NbPld2QHI6Hoc+K9Z8ml/m88a/PouD0Qa6rW2PTx941bOXLOnPzOJ6DCf7L0wmLm35EBjnhpZibkxlhjFCo7Wj+q0fZCVtvheJVGI4eAABeOv483iadKHvQjYLPA8hBrlPU2qU9vUN3uaaNuBW4pTknc/wLf9alsnHtWlGEJy32vXP+W01ia4bB/jAPS9j+MY4Yo38sLiHYDhAAAEB9o0pI0+uJqs+D5ncXvFekXeqq6CxyknZQBG4OT30z0fLAxHaAjsfBBL/5pulb7UqBLe3Pdvhvt2Zb8lWeW0JCWh81Ek4ZksigsJMAACAASURBVHlsRwcAAA0ajmFNlRw8uUtICVknF+P+AsbMCDCkpxmEEKIZ7Z58SWs530vIdoCOx8G/4pruCoT6mJOixvA+7v7mmQGJYW7u6arwK6tdZ5NSpiPb4QEAQENGYOjgEDe2o6gDOKb7IeTK+FurZ+S67mwxXl+M0UzER+mWB6bgA5H4i38VYWUcfEl2vJCfZVTxSM2WnBbeHm8cY4R+NkLXwYmDv9EAAAA81V2bbUpxcYufmrt7OjHvJP0kVuRO+rcgtSz4QCRXu245eARvxxOoBO7vfEB9q7e1F9Aapya/zhOHExg3/4oAAACq54zj692VLQR8Zn2z9HeTSttc7hAiFuxrwdXsjjh8BI8QEgQsQTjPQ3jOWuJFlahMf11lOyIAAADsUBFECwEfIYTxsIBN4apPG4fvjwx1dmI7rjrE5QSPcKc0yRcMwy/IbErpSn4p2HGj5DLbMQEAAGAZxsPc3vXBxZw9drfjdIJHaM6d2DvaRXzMxPd0ExdZ1dZCtiMCAAAA6gPHE7zewuRYvYSCUkoha/+PpJuk+4+Z39wsucZ2XAAAAEDd4niC9xBhKg8PgbDUwCC+l/u1nLNXiv/ZlLmGZGxshwYAAADUIQ5eRX8+y2KwMvZlC4Xuk/JQseG3DJPzsNH79PO8xe46Un2k4JdYr7fZjRMAbmMY5ueffz548CCO4++//36fPn3s5Xl5eRMmTDh8+DC74YFnZ02dyFjzq1iBC4VNtiFMULNqDTT9TqFmnZtrI97DvvCjRtMpk3mVkoOjxrKCgwn+5AOzzkLblwuM9BGN+HVV2Zlcc2mxGlO4jWgy7Krun2NFB7sq+zjz4WMEQF1ZvHjxmjVrPvjgA61WO3z48M2bNw8ZMgQhZDQajxw5wnZ04HlgfIQRPNWUimWU+hfGkl3j7I4QkuH4SJlkdKF6i4fSj8c7ZjQt15VsdOfaJDcsqu8EbzAYdu/effv27YKCApIkVSpVy5Ythw0bJpfLHdXEwk7O5cuddhT6uygEjO2dcOsv2YuinDtEyNoEi5te0V3YlrN+asAcRzUKAHjMhg0bfvnlly5duiCEhgwZMmDAgObNm4eGhrIYEmNOoctuV7kKl3fA+JydNrSW+I0+M9/sgAt9MadgewlD6qwp7wvD9tey5jckYoTQmELNWJnkJ0PZRnfXJnx+bcMF/1OvCf7ChQt9+vQJDg7u0KFDWFgYQkir1W7cuPGTTz45ceJEdHS0w1vEMcxKM3SpNPl+HCZCfS/52RpZxYRksGrEr7nbHhiTA8UhDm8UAIAQMhgMISEPv1/dunWbOHHi5MmTT548+Sz7lpWVvf/++1ar9bHy3NxckiRrHBJZfMyWvZxQ9HiklKEo7RFh072EonuNa+Y2jO/OU021ZnwmDN1tL7FlLyNc++Pi8NpX/oZEfNtqW6Yr+d6h2d1Cmw2k3k3g6agKX0T1muCnTZu2aNGiadOmPVa+ffv2KVOmXL7s+JvUMYyxUYgxS0vJSwPCYguvxm9qeeHzJt/EKF8/UfjbT1mrFod+hyHM4e0CANq2bbtw4cJ169bx+XyE0IIFC9q0afPxxx9PmDDhqfuKRKI33njDZnv8Ythr167V5j8Kvud7ZP5Gvud4XP7frBRkwSZE6iC7V4+v+sBUuJ3SnSYUMbTpPqXZ79Qy3iE1HzOazpjMk5xlX2r1Wzx4fjzHZKU9uVtuG64vbvotvxadCC86jGGYemtMoVAkJib6+/s/Vm4wGPz9/bVabQ3qPHz48NChQ81mc5Vrh/+mcRfjH4o6bxcFFQhEjNlkE+BCQogQIhnKSltmBS0KlTavQbsAOJZYLNZoNCKRiO1AHCY1NbVLly56vX716tXjxo1DCKWkpPTt21ej0Wi12pr9z1P99/1ZUJoDttxVTs3/RBiBEGJInTmxnTBsv0MORrmNKj5uy/zCKeJvy723CEUPntf7ta/zmNG0VFdiPzP/a5nxe73B3h9fy2qzTOnfpM33FzUOkYT18xxa+zgdrn6+7/V6m1yXLl1mz55dUFBQsVCj0cycObNTp0510eJ3PV0mtZZaDR6isggxTyK08p1xuYiQiAiJjCdXCtydCO78fwpAgxIUFJSamnr06NHXXnvNXhIcHHz79u2NGzfOnz+fragI5SBEyMmiHfanDjzVzHmES29M4Gu5P4axZPE8x9W+QgNNr9CVbHJX2s/MvyERT5BLl+hKal/znryfY73eGt1o0smiQxprUe0rfEHV6yn6DRs2jB071sfHJzAwUKlUYhim1WrT0tJiYmJ27dpVFy0qRbhShGcVKFvJ3bp3+rLw643CLq2cwsOFOJfHHwaggRAIBOXZvbxk0KBBgwYNYiskhJDAf6nl7huEayxjK3DgqeaXAT9gifnmq8LQOIQ5oLNchuNnvB/pIx8ulQyXSmpZ7VX9P3pbcSfX7jhGdHHrfSB/53i/GZU3YxCyUYyA4HIXbb0meA8Pj6NHj2ZkZCQlJeXl5TEM4+np2bJlSz8/v6fuW1paOnTo0MrX16jV6mouuskrpeJzrG0YOd9WjBBSjh/2t+1CVt7WkT4OOLkEAHgR4ZIWhEsfMudr2vQv32cmxlOyHdELAxeFiiKvY8JGbAfyRDbGujd362jfiThGIIT6ebwx996U5LJ/QyRhj215JsN8JMW8KkbBRpj1pL5vk7t+/fqlS5c6duzYt2/fo0ePbtmyxWazDRs27K233qp+R4lEMnfu3Mp9b/Hx8Xfu3HnSXg/05IH7pta4gk/rEUKEQtbE3Fyrq0lnPwCAM/iN5poT22F8d4ecan6pNOTsjhA6XngwQBQULou0PxXgwkFeI3bnbPysydePXU9tpZCNqr9L0FhRrwl+x44dY8aMadas2cyZM+fNm/fDDz+8//77DMPMmDFDp9NNnDixmn0xDHv11Vcrl5tMJgyr+hwLpT8TyVxf0pQWJd/1RsVk7jcIIXeE+mFCRBsRLnbIiwIAvHAwvrug8WqMr3LIqWbQQOhs2t8L9w/wHHZFd6G8kI/xNbai+OKzHVy6shgbK+o1wS9cuHDz5s2jRo06evRov379Lly40KFDB4RQx44dJ02aVH2CrwFr2gzMkq3EpbTCKkKkNXsNQoghzRhuo5xCnVx6PLUGAABXEa4D2A4BOJiBKomQt0k3paSbUiqWN5W2oBiKrahYVK8JPicnp2PHjggh+78tW7a0l0dEROTk5Di8OUHAV5Z7I44LfuuQf99g2hQy7CRCSP9bE6s3dYuydXN4ewAAANjTyClgov/H1WwQd8e4/kapfdlIMiYr02XXwznEm7jwN/Th2uDl9ZrgW7duvXLlytmzZ3/33XcYhsXFxb377rsIobi4uIiICMe3x1AMz7192VBF6ACiONuWu5oxP+B7qsv4vZQ4BwfhBwAAUI0hTUUdfYX25XNZljPp5i9fezi0uVzIwcvp6zXPrV279vXXX//++++DgoIuXboUGxu7ZcsWmqZv3rx57NgxhzdHGS4wGO6Ma5EpRUwaEamnNPsYm8wZnVPJ1ji8OQAAAA0ZH8cayR/OXKcU4WL+f085qV4TfGRkZEZGRlZWlr+/P47j165dO3LkiNVq3bVrV+Xh7WqP7/MJWbTvYlnH9vgN2owxPGeGtjBUBGNqkm7T+/OU9vsoAAAAAO6p7zPVPB4vMDDQvuzl5TV+/Pi6awvjKQifj/i6XxGy4hKrLXsZ37U/Zbjm1Ozg9znLBngOC5PWQb8AAACABg9D6Ak3YHFHvQ5VW/+EXuPCXUp5ykEYxtBISJvuCwIWYU6y7m795Dwuj28AAACgIgNN51P/XUv/WiPhu20khRSXr67neIJHGOEcspQyXKRpfrG8O8ZzJVz7I4TaOL/i4/T04fMAAADUD93houxZ9xkHDT5DMrYSUlex5J6NfLNAnWJ7OPKpGWfmWXXnzRaHNNcwcT3BI7Q5rQ0Sh9MlEmfDn/yAJQihom82UVr9jRLHz04LAOAYy7+xxosuVT2UjDWP7ei4Q3eoMGv6XeN1Q8b7dxyS43/J27Ys5VOS+W8g8yihYI5CPq5Ic99m01D02CJ1H7FoiITLI55x/26x7UllA/rMl2nb5eGdncXNEUJ0mdGakbPLaaNK6Osp9GY7QABAw8XzGM2Q2lu+iw4U7CmjDItCv5Xx5Lbc1bThCiZQsR0dR+gOFWZOuxe8v6VTmDT1zcT0sUkBm8MxXs17yPMs2ReLz/k4+Z9WH+3lPrC8vI9YhBAaV6SVYGiARDxZLqtN2Iwlmy69WuUqXNqmIYzpy/0j+FUxCjeX4NLUZplkjL2E5+1pyy0cqhot5cnZjQ0AFlHVYju6hoJQDmIIWVrml2MaTXrFpcv+/B2MrZDM+07g/yXboXFEeXYXt5bjIjxob0uy2JY+Lokha34cH5ezuZ/H0DG+k44W7tOTxRVXRQuFfMRoaKaHqLZzilKGfywpE0jNQVL7W8WHJeV9quR8LSt3CO4n+GZufIpmTEUBtMloL+F7e9pyC9oqOkoIKbuxAcAiXrXYjq4BiZd27W65FyL0Heg5PLHkavGDj3nuIzGnYLbj4oKS09qsGfeCf4sUt5YX/1KQMflfjIfZc3zWjLs1qzOx5KraWtjNra+HUNXRpevB/N3lq+xn5t+QSha6OI8v0t632WoTPM/tDVzcnKccKAz5ufzBUw7CnRrz3N6sTc2Owv2v8ZSTxZEegsGMayNSby8RBPqak5IZxJzTnOii7M1ueACwJTs7+0mr1Gp1fUbSkBXbNAcNN6Nc+9lyVoj8Fw1XtKOyFhBRT5zBsv7QdOlfVyz/pmJCgbh9pFOzF/IHBy7BGRrRpZR2T37OvBRRM8mD0bf91jWlDSThXJP0RDHUntyf3/J5l8AIhNBAr+Gf3p2cbkwJEAdrKHp0kbqPWGQ/M08hNL5I+7O7Mohf4zyICwKWWpLfFbn0RrgIIYRoizXzS0Hg1whrELm1QQRRp+4Xk15SnI+5qtDD/7OcwoKcwoJohtqbu7WdopOI4PJFFgA8iY+PT/nyjRs3NBqNfbmsrGzMmDFaLcyqjBBCe3O3xCj7ypQx5psdaI/REcW//S5u3chwu62iI5thMUzB0vUMSUlfjaJNJvV3O2S9XnMeEMNmSDUiba9ovKtF6huJGB9rcryNMEiUNuJWUmS8S6yHz6KQGlR4Sn3EQ6hqIWttf+qEiwZ6Dt+du2l28JIcinxTIhklk9hX9ROL+AilkWQtEjzCZe0Q3txwajqlHeDUIpRQHMLFzQnnhjJtHfcTvIViMvS0tE9ICZVe8YIKHCMmBnwsxIWsRQZAw/DFF18sW7ZMJBLxeDwXF5fU1NQ5c+awHVSDkFz2793S2296jzHiQsxrovnuIEQoA/yXxeX+3FLeVoAL2AqsLD6BsVi9vpxuH6tF8mpU7odLpJ2iCUWtrhpjhS3PgvExxCBbkZXvIyQLLTxnwpZnYaw0Jny+TuQSUn+4YO9grxF3DInlhUqBe4El96run7aKjhGCR/5kvcSiWgZfcuRM6Z8qxeB9dFkn7dZNigE7RVHnalmnA3E/wVMU0ltoTRJPUJSeveWe74rQ8lXlv/IAeJn99NNPR48e9fDwWLBgwa+//rp27Vqr1cp2UA1CQsllkrF9fm86QohA9Aek8Qjun5H1HUIo3ZTcRBLOVmCWlAxx24jykdgIhVwQ5Gd9kCVq1YytkGpGf0ydPSu5yck2tnzrg1G3+V4C6asuvouD00beypj8b8DG53uHtTZ1gDj4esmlx8p9RQH6R++JdwiySKs/eMr76y9pgzvP8y9ROFb6dzNcyTiFObypGuJmgp9zVn/igdm+XGKhRQUW7QG97xRD5oac6/m2Aduba7cdEIYEEO2a/qk+3sdjELvRAsAunU4XERHh5uaWnJyMEBo/fnxERMRHH33Edlzse1M1+k3V6IolTdkK5VG4WESXGSuW0GVGXFLb49H6x/cUMCRjzTTLeygDtzUvi9d5fRJIam3WLLOilfvz1hYgCvqo8TPd3UBqbNmz7nvPaywIqPmbZklOdwoPJhRyQj7DdCMaIRoXLbD8m+oUFlTjOh2Lm1fRz39N/ufb7vZHG5r5anUazyKnPEvd5jdudLQwY9rd215u1tRMHOGHCvbQDNwRBF5qYWFhcXFxOI7bbLbMzMzCwsKioiK2gwLVEUc1N5yJt+U9/DOV/XOdKikVBPqyG1UNiFvLg/ZEpI9P0v+ulnVy8ZoVSGqsya9fl3dXqj5tXEeNkhpbcr/rpNZ2v+91ywNTjevBBHzGakMIIVwsCFonaLyOtuCYgO+wQGuNm0fwh5NNCYU2hJC40Dp1/n2rE7Z+acv5csN30Yr+0/2p1Rm5OlnT8HwBLpwTvBTmlAMvuSVLlgwaNKhXr17jxo2LiooiCGLgwIFP3w3UWqmVkQpqMpyLIMDXZcSA/Hkr+d4etMnCWG0eM8dj/AaUWp6dpJ1z0N6WqW8m+v/QTBItT+6XIO+u9FlUVzcFUDoyJTZBHqP0WRSs3pKb/Pr1kKOthYE1OY4XhgZq1u+2pGYKg/wI565koabsn5Ven01xeMw1xs0E7yvjkTRCCAWNSDTiaPHnwWJXhk+RAa7ktvGKNoS1/Ve5+lzMYxbyEwWyHSwALOvVq5darebz+R9++GGzZs2Ki4vffLNB3MXLeVP+KJ4eJW3lWZOL9aSd24mjW1ozcnCBgO/vgxEv8OnYhzl+2E1CwXMZ5OH9RV2d4qZ0ZHL/67Iurj4LgxFCbmO8EUI1zvGETOo28e3CpeuFQX6Ix7P8m6IYMYDfqAGNb8jNBN/eR9DeR4AQuuPKJ7PMAi21nu9M6aQX/HJlAp8+uUiHY4ScQQgV2zSn1b+/oXqH7ZABYM2mTZseK9m2bdu7777LSjAvFSvFWGvRQ4iLnJyaNpTu3lqStHMO2htRdq3EY2JdjfBKG6n7va8593Xz/vy/N81tjDeimOTXr4eebcv3eO5fWqI2zX3WzDPfTUMkqXzvTULRsEZH5WaCt6NKzgcfTr63MHX1zZOS9r40jb2q393xpITRlfksHu0xuRtCSIALz2lP3i9Lmh44Dwa2Ay+nX3/91b7AMEx+fn5iYuKAAQMgwYN6Jol2lkQ7V7MBQ5VSmn0IVTGELSb0f/rd5ziGCXG6lEIMQhU6RqgyCuNhGFHDoe9xiVjcpnnN9q1rnE7w6n2U/nT20I6h1/UlZ9JkbZmhd2/SiJRMvbEwYMRXCCGEJIQ0TBqRXHrnt/zdb/u8x3LEALDh2LFjFZ/+9NNPGzZsYCsYAJ6INlrT5xDOnTD+I6fBKf1pwrnzUxM87oSHHG6VMjAhc8Zdv9VN7Tm+8NvMoh+zmvzehqd8Ia9gqB43E/ztIltmCSWgZ7a1HdlfNv7fbt5fvJPcwmlF6cVoNDZ5v/NoqVMjxDAMSWWQGclld+aGLF+U/EknZU9fJ3+2YweAZSNHjpw4cSLbUXBW7D51ZsnD8/KlNnrCsWJ77zmG0MJOzn2DajsDCqfhuCiMNt4nnCskeKqUsRZhTs807B0h5wX/9l+OL/wus/CHrCa/txH4c/Nt52aCv5JnvV5gRUiqF7z7pnz5h6a1275vuvS0PG9wQYDqUqT/P/downTrfsmJv3YPSmuneO2z+1P7uA+Oy9n0UdACtmMHgE0Mw+zevVupVLIdCGftGqC00Q9PMr93TPtBK2kbr4ddv1LBC3yhXH3A+IzlAcOQGE+KOT3sRycLfsYIGbI96+wJhJwXfLBV8oCE+72u2fItoSej+D6cHc/0mRJ8cnLy3r17586dW9fROMrYCMlYJEEIIWZmRnz7vur45QMG3z/l4tfkdIHP3A4Stw4I2dxcrghu22herjmLoqk8S46e1N0ouRIpb8t2+ADUK5nsv/FNKYoym80rV65kMR5uE/Ox8h5gHo5J+Ljzcw7I+tLCeM5830/Jgs2U/i+nRvMRRlAl5xlrEcIQz2fms9dDOPNCDrW6M/t+8qdB4dzN7qj6gW4ePHiwfPny1q1bN2nS5EXtk8MEJyyzximW/GUsTe1fKiSsH2E979lsCCHGQ3a6TU57+WuFlrwVzX5KKfu3k7JnXM4mkqnVBIIAvHBuVHDr1i21Wj1jxgy2gwKgCjzPsQjDEW0hi3YihrKlz0F8Z36juRivuqvzKiOcedkfNz5jrfmU8y+EKo7gMzMzf/nll717916+fBkh9OGHH37//fft2rWr99gc4x7Tuym2/XrW2nH0X5lkyByF4r0i7U/urkma/Y2LnP9yPjHc/11nnstgrxEniw57OzU6VXSkNwxeC14C//d//1fN2lWrVtVbJC8tDCsfTh48G4zgByyxpky0ZS1iSC1iKAzn89xHsh1WA/VIgl+7du2ePXvi4+MbN248ZMiQFStWdO7c+ZtvvmErOIdo7kF87/TxJs0b5vxIwpXsJRbRCC0u1svUR62BZkSjTZlraIa2MVYa0TnmzHRTKiR48DJwcnp4YVFxcfGGDRu6dOnSokWLjIyMEydOzJs3j93YGqDv0pdHytt2dO3mwDrndZAHKbh5IZSjqE00wyB38X8nmwl5J1zamrHk2rIWYXx3YeBGBKORPsEjn63p06cHBgb+8ccfMTExCCGLxcJSVI40trl0LOpMOq/TnGHE7b5CCPURi/qIRVqXdV/e/3Bq4ByV0NdIla3PWDHUe/T6jG8+D/ma7ZABqA9Lly61LwwePHjdunWTJ0+2P92yZcuhQ4fYi6s+0GUUY2OIZ06uiSVX000pKWV3Wzm3ExMSR4URxsVbsxwr7o6RZtC0qEcGKRH4LzTfisHlr2I8F1ze8dlru6O2nc96mNfuack0HfljQqn9aSM5j3u3MDzSB//FF18IBILevXv37dt3+/bter2erbAcyEYz318v5bkP93jnNb60hP5f+dGCXyLlbVVCX4SQmJB82Hh+I6fAJuJmp9RHWYwWgPp35syZwYMHlz/t27fvmTNnWIynrlE68n7va3c7XbblPNMxDMmQe3I3j/KdGOnc9nDB3roOD1REM4ipNLINJgzgeY6mDZcEfs80d1y5Mhujtz58GEnGRqPyp2oTB2cde+QH7Pz58+fPn5+QkBAXF/fZZ5+99957CKEtW7bExsYqFAqWIqwtM4l+Siyb1FpKpjvJCb2BsjoTApqhE0uuWmjzdV18eScYgxgMYTmWTBi5FrxUGjVqdOTIEfv3HSF05MgRPz+/2le7a9eu8+fPP2ntDz/8UP3uJSUlFPX4/7mlpaW1jIrSk8kDE6QdXQS+wns9rz7LPdCnig57CX1ayFoHiILn3pvyqmuMj5MD3h9goOnRRZpvla7evIfn2I8bTSdN5pVKl6fuy/f5mHCOwYTP94doqxK0VT28KfFYmvloiumTdrLqd3mhVXGGqlWrVq1atVq2bFl8fHxcXNzs2bPff//9Xr16vaBn7WQCbENvF4SQJc3KayQXUcWI8MQx/OtmGxFCWe/N9f5mDiGXppbd25e/45OghWzHC0B9W7p06ZAhQ37//ffQ0NB79+79/vvv+/btq321rVq1OnTo0J49e0aOHOnm5vZc+5aWljZt2tRsNj9WbrPZbLaa3+dC6cnkAQnSVxS+yx6Oi3K/77Xqc3wJqT9WdGBO8DKEkIwnf91jSFzu5pmN59c4hoaPQWjrrbIxLRzWE/EkMhx/Syp5p0i9xd2tEY84YTQt0ZVsdHe1UoyJfHjUbiYZhDF6y8NzryIeJrCPKYuLnuvk/MvpkQQfEhISHx9v/ypiGNahQ4cOHTqsWrXq7Nmzu3fvZilCB7D/ZCNc+FiZC48sQgLP8lV8lYctI4doEeor8pfxGtY8AQDUj379+iUmJu7cuTMnJyciImL58uVNmjSpfbVhYWE7duw4e/bs7Nmzw8PDn2tfqVSam5tbufzw4cNDhw6tWTyVs7vHFD+EYdXn+H152zu6dPMSetufdnfrd05z8pbhegtZ65qF0fCRNLMs3lAPCR4hNFQiRgiNKVKPk0p/NJRudHdtwucvuFBy8P7DadotJMNgKO7Ow6eDQ0XzOsB/1M/qkQSfkpJS+ZwYQRAxMTH2y+5eUD8klL4bIeG58s0ZzjpLgav4v4kBBAHe1owcpxahQtxpov/HLAYJAIuaNm26cKHjT1/xeLypU6c6Oz/fPcqOpd2dL+2gEPg75S19gOGoPLvbeUxuVHqhOOezlMBtVcwXkmlKu1lybUnT78pLCIwY7j12Z85Pi0LX8TC4AN4BhkrESVbbEr3+BzdlEz4fIfR5R/nnHR9m8bVXSxnETI9y/Il0fznR2qsmE/U+C5KxGakyOY/lru2X4gO6M8kYGyJSuPBM1+WZZXkdK/Tv8P28Lfce2JdJhiy2adwrHN8DwGF8Pv+7776bMGECn1/Ftdy1ORNeEbsjYOZ/nV60PhsTYE1+b62aHZjc/3rOvBSfRcHlG6g35xhvGEKOVn04/pf2lJ4snnz77cqrksvuhEkj6irul8kJo+mMyTxRLvuyWGc/V18/7TZz4zdzq6u7GPbl7UgsubIgdC27vwIfb3vMmDHld8c+5sCBA3UfT50Q8zAjybi58Gm1grIVVFwlah7KmK325Wxzxtas779o8mLf9w/AM0pJSbGPOZ+SksJ2LHWiYE2mZkde0/Nt9cfV9/teDznaOmhnuv74Yt0Bgai5FCFkeWCijWVBu1wQSdCG93FZ+8dqGOkzYaTPBDZir28WijmTYWEYhBCiGIZm0O+pDy+AwDEUEyDk43UyIs8Jo2mxrsR+Zt6TIMb8rz++LtqqN/mWnH+K//Rx8jutPtrLfSCLkTye4AMDAyWS+uh6qU8iPmayMTxXPl0kx8hH5iTgebnJ+z2cZLCRU0Co9Pl6CgF4cfn7+z+2gBCiKArHceyFHV+NQeiw0dRPLCpak6n+OafJsdYWxFwZ4tIWoeTXrwfvl4ojrxVtnUIWuhAKnv53tWpOMbKDFgAAIABJREFUY0Khs2Z+Jmj0Uo/tozPTx1LN9hvSaMQwDDqW9rDbW0hg7bwFLk6O/0gYaHr5/7I7QmioREwyzGKdfr2ba/k2fALRzAv2aYzL3dzXY0grefSilFntXTo5855+U0AdeTzBf/HFF56eXDtHLeFjRpLBhHjxhOaE7cqTNiMwYrj3uPoMDICG4P79+5988snu3bsvXLgwevRoiqIOHjzYvv3jh7MNX24p5SUlfi0t06/MaLOvuMmx1mU55n8HJJCvyZU7WzEkkzI4I2hne9X/iVNHRlIlZJNjbQT+Tta0qXyvD8pnJ3s5eUqItT0edhjbaKbFg4J1Peo8Lclw/Iz3I+nmLankLekjR5jjIl6wA84kw418S+6UgNk8jN/RpevB/N2jfSexFcxLMYvR3A7yFu58hJDTGZ7IVPDYWrJATelK7MtW2nK/7E59xwcAq8aPH8/j8fh8/oIFC2bOnDljxoyPPvqI7aBqot8vajPJbHBXKs7o7rSTlOVbkobeuLTMPwwRD0bflnVxpY20rWAOpVsbcqxR0/PRAn8nuuwmVfwHz+dDtmMHVRMSmJB4YY7gaYaKy938tvd4HsZHCA30Gp5YcjXdyFoX2CMJvnv37gJBXV1VyKJwN76IhyGEsKsCqfnxaYNLz102HH84HIeOLN6QARNlgpfL1atX16xZQ1HUtWvX3n///fHjx9+4cYPtoGqCYhiaRk4Y1u1AG+fLhrs9r15a4jd1VGDQ9haUgbz76mW/VSd4iu4MqbHeC7cmexgvuphvdWZsBaYrAZT2hRznAzQop9RHnfkuEfI29qdOuGig5/BduRsrD8ZXPx5J8Dt27LBarQVPwEp8DnHygfmO2oYQwvnuEqR5bK3Az9uakW1f9hB49faIre/4AGCVUqm0zzHTokULiUSSm5v7ol+IQ6aZxFpS78n3uViKIWTLt1pSTcJAkeFMNMZTCMMPYXx3YehOvv8SXNxUGLoT4ylx+WtsR91QEBhWPtwbeHalZMnhgr2R8ug7hsTyh5vAo9CSd0V3gZWQHumD9/LyqmZThnlRp879J8cS7MJv5sb3X9qezNIhxCD03zkfQaCvdct/43Z1d+vHRowAsGby5Mm9e/emafrrr7++e/dubGxsjQeTYd34Y9pveylujrmV+Y77kA9DLvS9cmB8YuiFUq+ZAa5veeXOn8yQBsu/IzBcYLk/DiEK47tb7r+LGAut/5NQDn56A8+p7JLecL7Y66MAh9dcd3AMbe/v+vTt6h1jTjXf7oGqOhrGnbsKQzbXf0gVqW1F/uKgGyWXb6DLFct9RQF6spiVkB5J8NHR0YmJiTExMUOGDOnZs6dIJHJ4ewaDYffu3bdv3y4oKCBJUqVStWzZctiwYXJ5HQ5ONC5Caj9Fb7pgFvoKGVKPVRh/gOehpI1m2lCGyyQIISttuaK74NhJIQFoyGbPnt2uXTuLxdK7d++0tLS5c+eOGTOG7aCeic5Md9heaKH++x//Sp61452CJtO8PpyXnRvt/trvbf8YlnB1kufosd7p45MY8k2MdwphmDA0zpo2AxM1IVx627KXIcQQLq87PLzSi7q04bd47nyyyOq73AGDA77kMKfGmCiU59qPcB9RoZiyJPXhKdk/8xogCvqo8fNNflPXHjlFf+nSpeTk5F69em3durV58+aTJ08+c+aMk5OTUqm03y9bSxcuXPDx8Vm/fj1N02FhYS1atMBxfOPGjf7+/pcvX376/jXlJyfs0wmbU4xmo8JsLXxkNYa5jIpF/Ie/dSiG2pW7kWTIuosHgIbGZDKtX7++f//+CCGJREIQL8aNyAon/M57XqkfqOwPqQBzlxBtvAXbxgZGH4i0Tr9L3zA0P9r60psu6eOTKD0Z8FMXnvcUTKCyZnwqbBon8F9iy1qAIUrgvxThQsfGVnZRnzbspv/6sNDTUWWX9Nmz7rPUD8slmCBguS13LcJwjKewPyjNbxjfi3AdwHZsDRLzBAUFBT/++GPPnj3lcnlsbOz27duftOWza9269Zo1ayqXb9u2rW3btjWr89ChQ0KhsPptEgqsp9PNDMMUbsh6cPDVZPW58lW01ar/7VTBsh8LV24ui0+wFybqr9IMXbN4AKgZkUhkNBpZaXrbtm0qlWrBggVeXl4ZGRmenp6rV69mJZKnqub7nllCNt2Q135rweeFuiH5hXqKKo3XJQT+NSku+c+RCcmDEmgzxTAMQ1uMCW2MCW1I9X5r5mLzzS7mO7EOj7M0Xpfod053rMj+lNTb7na+nPXJPfh/pfYsqdOs6Z/Zl2lbsfFqE6rsFrsh1UD9fN8x5mk96//888+ECROSkpKeuuVTKRSKxMTEiqNq2BkMBn9/f61WW4M67ZNPVJ51qqJdd4z/qm0LOzkX7y/Qlk4w9RzZ3GsoQoihqPzP1/CUCslrUYzZoj90WtQyzGUkmwMPgZeWWCzWaDR10S/2VK+88sqyZcs6d+6sUqny8vLOnz8/atSoBw8e1H8kT1X5+24imel/6MwUU2JhbhVZBQTW0oNf6EvqZUxwNk9SWjLpvQyXzq6Nd7TABA9PWFLaI7aMTxmGRLQFIUzY7DAuDnNgkMZrJSlDEgM2hctj/uvJpvRkcv8EWWcXn4XB1ewLnor5f/bOO7ypqg3g586splldabonLWWPMhSQDYIUkCEiIKCAbHGAIsiS8aEsQSxYloK4QEaR5UBAQFah0NK9Z0abNOvO74+U0pEumjYU83v6POace8Ybyb3vPee8gyw23evFCY+FecFExjLAErh/6ws/2jL3e61+8PHx8Z9++mlERMTYsWP79u178eLFpk/Wr1+/pUuXVjPIV6lUS5Ys6dOnT9PHrw0eClmSD6JSjFFJCSLfUq+/chvmcVzfnc7v2g4A4PHpwrI/r1FKDQvYI3nfNJ88Dhw8UyQkJISHh1cUw8LCVKrqzibPLFwUmtFBMKujYGQQFwDARaDJbflr3MWRfPxBMNG1r2v7Wz0Dvm33pVGfSpafuyHSESw3uAB2Zbn+iMs422p3AABVQkEwwNyqGKLDPBhzw8k8s23n+g8CYa6o5wIy6xPGmESrfsK8P7K3RM8u1RX83bt3ly9fHhoaOnToUI1G89VXX+Xm5u7cubN/fxsYnUVHR2u1WoVCERwc3KNHj549e4aGhnp4eGRlZcXENKMBJB+DDCQLAEBlOKsUM+byNwwiPZvXMQwAAFhWufsIgCFOsB+RkQMB6HbpNWW1o3oHDp5TIiMjt2/fXpFd5uDBg126dLGvSA0HAiDSE+/txYlwxQAAHATqJscD5GgKQvbgcs4bTQZPHMJhPwydXqyy6Hgjy64SLnEmsyFzNub1oc1Fch4g9d4SmjzyjuF2eQQtlmDS3rgP4bDv7vC6+zpoCJjHLMaYYn40CfN8F0JtYB/2vFLFij4wMDAnJ2fgwIFLly7t0aMHDMMAgOTkZMvV0NDQJk7m5uZ2+vTpzMzMBw8e5Ofnsyzr7u7eoUMHHx+fevuSJPnll18SBFGtPiEhgWGYuvvyUchIsaw5C3EuQCmCb85i9HcBAKhLMWPIYozeMC8Y9/Uk0nNojRYROwMA3gtYJcVcnvaLOnDQmti5c+egQYNiYmI0Gs0LL7yQnJx87tw5ewvVIBJU5MmU8u36tBIKAKCn2M33y/7yMPQguNtDJFtKtW8Wqfa5yUbyeSgA04tVO12km0u0XvxwocebMDcIap6EnuJRbgCAlDFxQb904EU4pb1xH0Jg/wMRENaAoGy0nshaAVgrjzWIo8AUrTLIoI2BcNxvPZm1GvWYaW9RnmmqKPi0tDQAQGxsbGxsbM2mTT+DBwBcvnw5Ly9v/PjxDMPs2rVr586dfD5/8uTJY8bU44HKMIxara6ZwrKsrKxewbrKcRkPNicOZWm986u4xKAk0hYDADA5SalyTPc28rtl4AE+utg/GZMZ9/MCALhzPJvwLR04aDWYzebc3NzExMQzZ86kp6fL5fJhw4bZN4N7w8FgSISXq0zLez5BM396GLobOb1YDgBgsciZYLULlZoDbrJhfB7Jsq8XKftyuaulYlj6iYZU6YxpPryA5pBNPMoNsCB1XBw3zAlxRhuq3QEAMIfRXoYF7WHn3pWrqaJDMKCbQ9TWCCIehIgH2VuKZ50qCp6imtc3bPv27e+9997q1asBAB9//PH+/ftfe+01sVg8e/ZspVL59tt1pWXkcDhr1qypWX/y5MlTp07VPS8PhcJdMAq8T+XvzPvxXaexayXt/rBcMlwfa7yt1xzexJTqAAR5rHsXepypcFfGpuk+87mwHYyeHDhoMXAcnzp16o0bN6Ki7O9J3FgwGGz5t4wBLHgc/YRiQOkVcF5vvgDMbgKkvy/nQ7FzGkkBAEws+4ve2AnH4ggilaSCMXRf9pd5puzP2uzEbe0jZ0Ec5QYgoD2v8t7SpqHaHQAAoZjfRiL9XTzgywrnPdaUTmatxUIPN4ecDp5Xqij45nZ+3bBhw9GjR0ePHg0A2Lt378WLF9u3bw8A6NOnz6xZs+pW8E3BQLGH7utndXqVKoxx1v0jo8sP1xndDQh7JJ15jSrWsxTNGIxYpdRGZsaUaUhzJJB18HwDQVB0dPSyZcuWLVvm4+NT8RBoFa7wviL0yCgpSQMAwM5b+su5JjGOfNbDWcKDAQy6euCM/o45YYwcAAMABpb9AgAeBJEsa8phk537qSBhoCD0TNGxUR4Ta5uC1l5iTWlWLkAcVDamXu958Sg3y3Z9o0BE/WBeCFkYjcnnW2qIzI9QzwUQZp9Un1TRIZayYncJQRzU420AtYKfyn+T6uliKYo6fPjw2bNnLU4y/v7+gwcPnjx5sk3udgRBwsLCAAAsy5Ik6efnZ6lv06ZNUVEzWrTpzMzBeMOsTk643wbZK2MQ1gQYE4BxImMp7rsawpwwT6eaveb7L0Og6v9/HDh4/pgwYYLBYKhm6GqTI7nmJrWEupFXbpdTZKABACTDxCsJJxyW8ODuHjjgt4dwBeox+yO2tzMML5OIYAC4rJm6128DOnSOe5tArs/KpMUvSAfIcFerU1AFe1ljIiysslvOkvl06d+IeBDUDEt/lio1xUUCxkhrzlO5nwMAsSwFGAOj/Ycp/ZMT9ktTBk8jKT3LtsOxipoEgkQhKBir61lHK39kGT3iXMXXidHHMeYM1OOtpsjjoFmp8o+q1WpfeOGFwsLC8ePHd+nSBYKg9PT0Dz/88Isvvvj777+bHk12woQJM2bMiI6Obtu27aRJk/73v/+tWbOGpun169c3q5ucmwD5crAYAAALOmCegwjDGZosYEsvARhDZKNr62XJ9+fAwXNPYmKivUV4SkwUqzaz13LNNAsKDDQAwEiDsxkEjgAOAh4qyRkdnDz91hOp80sV/V8SSBCUBwAgcz9X4j4P8E5hTqECCBogG/5T/sFZvkusToH7fGqKH4x5L4OwJwtxc/KbmGIR1Dx2uBAqgp06wfwIQJWydBnmu9r8cASqeJ8uPgSLX2ri4GUs806xeouLtBsHBwDEEcTcYvVWl3oiz2O+68yJr6KeiyD0sXEGS5vu98F91wLHKugZpsq/zeLFi0Ui0fXr1yt732/atGnIkCFLlizZs2dPEyfbuHHj4sWLe/ToIRKJXFxc4uLi9uzZQ5JkaGjo8ePHmzh4HUAAdHIv90nV/TOb2+4nbcnf3Nz1nNDDlbPOmB4kA5blRjwJGb01fc1oj0m+vMDmk82BA7vj7m6fjd+mk6Ojc3UUDAEIAJK2nMSzEGBQCHbhIW2kmBMGIdwXYUH71abDE6g3aABexnTmvF1LpLtnOAsFEAQAGOY2ZvmjeUn6ByECK+dxEDcAcZ1IZq/HA7ZYahjddabsJidwV/N9L9z3M1P8IE7Eb+YHI0A2DuGeECZjzFkc96aeY7bH8W0u0oVK9WaZhAtDc4vV66Tirpx6csfBgnaIZBiVuxnzLTeEogpjINQFkQxvojwOmpUqCv7ChQsHDhyoFluHy+WuXbt2ypQpTZ8MQZDt27dv2LDhn3/+KSwsLCkpkUqlISEhnTt3bvrgdbPtpm5eFyECAXOqwOTvJ8v8AHEZBws6VW5DFSpND5IrK/gQQXi+Kdeh4B04eDYJkaDDA8qfV6sva400DVhoTAjf2xl1F8BdPMr1Fu67xvn+gP3hE6eVaANLP/6bHxXGhd4SK8qvwvhY+RuHc79ZEbwZhqzE/sK8PjTFdWf0U2BBJwAYImMp7rMGNKf5LcT1R91ep/K2Y97LiPT3uO3+JFLeslXA/C4cfJuLdG6xigFgk0zSj8dtSC/M+2PTvV6I2xSYF8xSJWTuZk7YsaYL46BZqaLgs7KyQkKspDwKDQ3NyMiw1ZR8Pn/AgAG2Gq2B7L9vmNZOIOLAqCtWWNCe78qRei+v1gYP8i399ULlmuFuY1tQRgcOHDQOFIG05nJ/cct/IAD0BKM1M1Alo3WI44u6T/XMX/eFZIog569j0k/fggtiiyofZrPFRMEVze8vSgfWnAVChJjXh0TGMm7bM1TRQQBzEFmzB7RGFe+b4rqhblO4bc8wpZcgzB2RDLHV4AgEGAABwHKhhtr2Q5gr6rmQzFzOaXOUzPkMkY2C+Y6gPeUU6ml3wbNoaVj9+MSqMV2rsKetGz4KEbo7tEnH8VXxyohSPFhseAjAQwAABHNgYU8AAO7lQatLGb0RFjx5Ny+jtFyEjzrOmRw4ePZQGui4YvKhkqRZUEawAAAGYmPTzVyU4CJQgoqcFM73ECAAAMzz3bK4bs6af+LcFquRXnfYlA50fuWhXpINrSO2Feo2hSo8QBV9R+ZsrHa01wwwtPoMYElEPIxImY16LiJzNmCKD2jVcQhzg517NXH0uwQxt1i9SSYWwrBlr74Ht0EbA5jH28bCA2T+l7TqOLfDtSaK8dygMTFjflFdeaPRvhItQHW9deDAgZoxLsrKylpKnuaCj0Gc7AUEMOAeCqkmF9IbqLxSAABLFrJEPq9zIoA5AIZxPwWRncdt82RP/nTRz2JMOsTVkYHGwfPG4sWL67i6ZcuWFpPkqbmcQ9wsIErNDMsC6rHZv8bEwBBw5cMCFIIfr1AzWc5+4bszjT+M9JvTlqSnF/O7i14YyW/4NjuM+641PXwFdXuj2tFeU/gj09zZAxNxqpwLsLSBSJ0D8cMgXM5QKiJrOYS50vqbTNF+CHfnhtcT9qNuEghyXrF6o0zyApcDAPjCRfKuUrPTVdoBr+cYHgBL/Lh15sQJuN9GCK3HLu+/A8UA+ll1Oami4CMiIg4dOmS1XURERIvI01zwMUgl+1iu+RTiHcj75ijn3TOysGMAAHPiq6jb1IqTLZd5byDSKu833cS9MwypdpDYgYNmhsstP3zVaDTR0dH9+vVr165dZmbm2bNnly+vfoD1bBIoRtq7lHu7XM4h1CaaA0M95DgXhfzF6KxOT9xf12pKh3tOUghmAgACMDTaVfqOUt0NM7G0Xs71ashcsHNv3Hct4jLOhvLviStbiAkjPasoVwhxQhXvMbp/OMH7Gd01c9I0bsQFCMKMcd1xn0+bOCMKQdtcpF0eW9V153B2uUrxBm/UI+LBeNBuVOY4u2wdVFHw9+/ft5cczc26PiIv2TDGsA/hHAZ5LhyyEABAa35jzdmo+/SKZqh79T26AH5IAN+KXYIDB62d9evXWz6MGTNmx44dc+fOtRT3799/4sQJ+8nVCIYH8oYHlq/C34rVXMmjnTnwihecax6I7nGtkpIkBMMuyN23pa/NNWWva7MDgxqwfgUAlc9prIR0GU3mm7nB/Eb1wuSzjUWH6JKLiHgAr/N9AGFk9hpE1Ad26tpYAapR09+9fUPW7pVAXSY0UQYHLcZ/5Wg5whUjs9cBWMiUfOa3eQhizCTSFlCqE4iwO5H5Me67FtR+h5eSGiNj9HBEp3fwnPL777/v3Lmzojh8+PBFixbZUZ6ng4sCHLG+EqXVpcoDcYzaLJnga3GTUcbk5uZlFryad/3+7DOSk694NMuSlNZRKaPuGh+UBf7QQdhX0oieEI77riEzP0JElwGEseZMqvAAt/3l5hDSwVMQX0yO/kXJVNqYD9xdbtLhhENX33AXNDwycXPyX1Hwx5OMvcyPnBEVJIxkEjJQBcuSapjjBWAeo7sOKsW0UX19RDxhBCIWVtSkGpL+Up1dHLDCHoI7cNDseHt7nzp16q23ykOSnTp1qiEJHp81nDmwhAsPC+A5Vz3SNt55mPdxrO52BwiBDHf/dB5wFfAGFO7I1qCFEwyTjvt7nC3a1lvap7ZIdk+NRbvz2jop1galvX7ff19bYT8pAOBeEakjyi3/S81MfDFJPVYUbV0wMbdceEQylCrcSxV+g3rMJjI/QeXvQLiHbSV08NREuGLJs+SWz8UGZuRPxdemPIvBJP4rCv5Kjjk6792f27zKCTtJZr9sZsVc3VVu+EnTo0mcwK8q28TSJVpzYiq/R8eKmghhxzJaaw+pHThoCdavXz927NjY2NjQ0NBHjx7Fxsb+/PPP9haq0bzmcmAe/o0Yh8F9YKxUTxZoWXR+8InuiARLHsGlivIJZXLxj4b78IMh8we/fr8w5OUhxwq+m+ljy02LCu3us70NgEDA4XZpk8p1/P77eqWxXMHnldEnU0x/ZZc/f2Z2EPTxfmLQjvl+Zn74MoR5MPp7nKBoG4rn4D/Cf0XBT44QHCu9CgnCibTZRG441/kKwNuaM5cDRMjo42BhZEW+BE6wnzkpvbKCx2FOH6kjL6GD55YRI0bExcV99913ubm57du337hxo9V4GM844T49zY+2ckJPQciTA+/SM3+iTsvlH78i6C4CALhMV+R/ZnZ6WX2Cc/L9wDUeJz3Del7vvKPjrilfJOsTggVhdYxvoNjfUk1jQus3vK+m3QEATj3FFTr+iwFP7M8nnVAt7FrdyK4CmBeCyMaaU2ZygmMA3KBwNM8fFzJMAICBfv/Rr99ErIRtqgZN060i7UTdKITIIOeTgNaxpgynSHkZLCIRCau7DiMisiD6capJAADgBPubkzKqdTfQ+ivq31tUYgcOWpC0tLT79+8XFxdPnTr19u3b9hbnaYCF3RDxIFp1DOL4Wf7K/nGm8g8Zb78oiAwAAKi+y1cdzBN/xM2/JBF8O2fD38JF/+rWveWbekLj9fms2WcLF5zXFOhrTbiep6O/vtsgh2H19wVEjslrY3Blb3mnnmLZax65KxrnkoN5LcUUHyDSVxrV63nioZJ6oCTtLUVd6ElGY3pGVaR1BZ+UlBQVFWU0Gi9cuODj4yOXy69da91hDe4VEVsKPmTNeaj3p2Thw3jNKJrWoPJ5LF2K+66pnC8BD/Ihi5TVurOAPZL3zb7sHfd0N1tWcAcOmp1Dhw7NnDmzS5cuN2/eRFF00aJF27Zts7dQjYcxoB4zqIK9jO4Ka85YWxiXkbsP984j8xTGuPgsitpEldFmRpP7T6mHrrPS6Oua5OuaxCEZLmVyl5vE0hsh8lQpt/41T724TFcI+0pSRt9lKr0uqA7mqX8s9NtTJfqbnmTNdF26AULFmNcHTRfJQfMhwGBnzjNhUlcT61v0M2fOdHNzwzBs9erVS5YsIQjivffeu3y5ldlwPlSS75zTWD6XEqzWFBqresmkvN/TCLzhOMSUAaFiCJUh0hGVe8E8rtfOVdWGEiBOUe6vHc775lbpP19GHG6hL+DAQYuwa9euI0eO9O3bd9euXT4+Pj/++OOUKVMWLlxob7kaB5m7mczfBWC+KWEChLnOYGinoALaJBJPiMk+VzKLs9S1E4W0ecAc7Oj8kj7rkwRXGGAF2CdfmUsmF5tnqV4BTh2c2drs8BsFhEC+u8MzZz9MGXM36JeOsABRHczLW5MWfKoTN1RQuWVBGV1Y+56Bg9aCLX41zYJ1BX/z5s3k5GSapm/dunXmzBmj0bh27doWlqzphLlg342UWQxUDz/U77mrj+y6SpL2gjrhA4+gD0vxcCxvm9XkypC11Minin5uJ+yUVPbg+9yYiYrpNRs4cNBKSUhICA9/srIMCwtTqVQ2GVmn0x05ciQ+Pr6wsJCiKLlc3qFDhwkTJjQ993RNEFkUWfAN7rOSyP4M9ZhhLHuUV3b/hnOfCQU/pJ0aI+lJemmK4Vx/QU8xGs/poR+IOKNJ028dihSuWvUip5YntNbMXM4pzzdfoKfLCDY21WQpCnHoRe9aI7yW6/i3H6a9dk80wrXwi8yQ3zpzAqt7wwdKUB/n/4ohVMM5n266U1S+LX8rn2AhYKZ1lmJnd+zZOY+nVcfIvO08Buz2IU33q6QXx+TzEBf7hwOy/tuSyWSZmZm3bt1q166dQCBITU0VCARWWz7LQAAohOWmc3InBADgJXWnzIskZadSLrznNSwGkY2G+VYSRNbkTPFxPaUVos5jPN/4IW/fCPdXnVDbP6EcOLALkZGR27dvX7Gi3BH04MGDXbp0afqwV65cGTZsWFBQUK9evcLCwgAAarV67969H3zwwdmzZ7t37970KSpDq8/QjFGftZaDu1NZn3qwjAcEh5nvAR7bc+3M3mYE4gOwGdKee0P2+pzkUXdgLuwyw+sEH6++X1eJbB19Jq3cJL+MYMtIpqLIQaBeCg5S+44+hEC+0eGZbz8s2JwRcsaKdndQGxwUEuHlr1wcBAIQW1HE4GdisfxQSc49p1FgntsViWsLdqTpxS6q8p+CG1ay3GMeJGhnXwktWFfwc+fOHTp0KMMwmzdvTkxMjIqKGjfOlgEaWx4BBltOulCPt+DMGAHiw6E1mPdSq41Zgsx79zPFjhUAggAAFEMdz/9uuPuYDEOqnKMQYZKvMje/H7i6BcV34KAZ2blz56BBg2JiYjQazQsvvJCcnHzu3LmmD7tgwYK1a9cuWLCgWv2hQ4fmzZt348aNOvoSBLFjxw6KoqrVJyQkUBS1ceNGS9Hf33/8+PEAAKPBnC3bAAAgAElEQVTRGP0jPS5SYEbQX9IHTpUVC3jgDD8qRH+RgPArxz/qfk7rPugMJyITk4dg4iS31cG/H7uYZfq7KxO6ZfOjgErj7Ny5k6bpivF3PK5f+9W397kvet3+tdq81dpXq4eCAeKHJNzKGx9YXv+/XTEEU66l8iQDigyCbC1tMpkOHTrEpXQIYBo1/nNf3zVgOAvYKW0QS/01AK49A3L68qkX839hGCYO6hqFfjPP+PWOUQoAgMlkKv5nzN3siL//OFb3OKBFsK7gly5dGhkZaTabhw4dmpaW9vHHH0+bNq1lBLIhD5Rk1M9Wgg2NZhev7j+fBRhUS0ZnCMdYhiHzizBPdwDA19lf4DBntMfrJsaIQ/g7fh+sS/4wRZ8YJGjTIt/DgYPmJSgoKDEx8cyZM+np6XK5fNiwYTYZNjU1ddQoK1maoqKi6j3gZ1m2rKzMaDRWq7ckvtJoym1r5HJ5RXt1ifnyvXadI5KHKE6VEEIemTZEuwewgCK4QYPnmEezAtYAGDb/uFTIZgtn9UhMSDdrzJ7gWgkApkrj6HQ6s9lcc3y9Xk9jtGVqeY32XJQIlme44bmUEgAAWMLs4/wvSZIAAKVWZjK5VbT/DetZBpev5s2UYOXlQiHOASxUyunXTv+3wpBqdfya8jjq7VgPARbS5lNm8x+lIe8MPBqui/d29gEAGOhkiSR+54VxRsL676TaOM0NVJsLXGxsbHR0NE3T27Ztu3HjxsSJE1tGoMZy8uTJcePGmUymupsVG5kh3xffftMdAECXUlmL13ss+JUTegTmBVtvv+0ALyLEaUDPYqJwacKcd/ze7yLqWXF1Q8pHGlK5McwResKBzeDz+SqVisdreH4zm+Hv7z9v3rwlS5ZU1PB4vJrKtbFERUXxeLytW7e6uz8J8qVSqZYtW1ZUVHT8+PGnGLO++50x3R+ooox/oe0GG2NxlszN6E++P7Hkev8i1btBRFKQoG321LEwToX8PhhCG7fZm6Kh5p7TnJ1gPeAdVbifSF8MwVwawJW37SHGYOS24Xe4ajXz+shf0jluX4/xD5qkmNkoYf47bL9ZxgJ2YVdh/U3thCZnf0rKwW79LgIAmRPGINKRqPub9fZqmfvd+gnSc+I2UwmKYcnH7iiICPXeuiwPUbBEdm3tuW0CTImpAICvMjYBiD2S9817CTPfS5j5TvxrCx5MyTfnFhNFN0r+biHpHThoTrKysg4ePDhlypR6X5QbRXR0tFarVSgUwcHBPXr06NmzZ2hoqIeHR1ZWVkxMjA0nqgSM+61HKWV/43mcMSMMLUkWuYzL6HDju0HG3z2oLDN3tlPbSywrzP04ubFDC3EoSFKrQRzqPg3CZIhowP7QxCm+d6mu2fzuudy2J1gArxCvNFlbR1EsVUwUjHB79UbJ5VxTVmPl+Y/Q0R3r4Na4dDhPCa1nqRIrf3Q9wQ9o2WQUkLTqGK3+lSXyUbc3WkLahmH99/p8uM1URmtmDdSTeyzrnYS7i109TVk8kfX23PZtzCmZAIBh7mNTyxIr6ovM+SW0JoQfDgAI5Du26B08D8AwfPXq1cmTJ/ft2/fYsWOenrbJq+Tm5nb69OnMzMwHDx7k5+ezLOvu7t6hQ4dmCnRPKX+iNadvmwkPgLoggAY8iDEIX/qZZXqxxmS2CDYrOxN7vnfqM6rkT8Kpt7ix47sLkJ2D60oYgwXsJpImvOOdTwCPacWqGFcZnTg1mdPtA6+BYtjKUuq34uMcODDMqa0CH3skd+97DrMea/Sp3VXBthjv9WbJIgiuMh3LkoBl+N0yK+crqYaMhxb5riWy5gOA4IHbK0dVsTvWRWk+txl7gcKVg0oBItPIlLkbTFm17Y9gcleXuZMBAN1EvbqJerWAhA4c2BGBQPDLL7988skn3bt3/+UXK76jT42vr6+vr68NB6wNCOEbNBd+Fn26WNIHzV2FIs453PYcXZoMvQQLFRDO82y/mewgSR0Tp9gQLH7FzeYCoJKBJD+CSJnybvtrAGj3pHw5myzw6viHF2rlMaulSs4Vn/Dib+SiUDfZ8Euq83e1/3Z07mZzqRw0EMxzPq36lRNeJVEykToHwj3r0O4AAAiAcP++5uSugKUQ5xebWczGYV3BN5PbjB0RcWBxpRhVuDeXMXoQprinGIpiKSNtEDrc5Bw8X0AQtHbt2oiIiKFDh1ZYA7UiEMnwMkHXJU6UXDGLwrgQ1z+I305/KwwwfKqYhiWfgBJZ6pg7ig3B0vHladnI7LVM2S1rg0F44A4IVzRWBk7wt6a7HSnlD768oS9pNpx1fn0gLrPa8oe8A/2kg0eGeVj8vl5TzDyYvStC2BGtU5c4aD5Qt2lU4T5afRKRjrTUMPq7dMkf3I7/NqQ7J3BXc0r3lFhX8M3kNmNfzBRrIFk+BgEA/PdFnC3KY0pj62jP0gyj1SGS6pv4SfqHJwq+Xxr0WTPK6sBBC1I5d9zEiRODgoK++eYbO8rz1CgCNpgfjmTdX0XdpgIAVN+e4/ogkICPugSkvO4JQXe8Pg+VjK60dkdFqtJctzabKhvAMdqrlPIHCLWumOsG5nqjsrH6tCVc/mkOjGQpVk0vVsW4yqpt0WcYUx+U3f0sdGeFV3e4U3s51+uC8vRQ16inmLe5oZRHWSK/Zj0EO6Ee0xuS06SBmBjjwZzdU73mcFo+uQ6EYH7ridT5PPEgAHMBYImMpZjPpxBSj32fnmQXXtDsHSatu5ldsK7ga7rNiES1HFY/w2SWUp/f0FkO3s00MNHs3HMaJxwCAIT9pfbwE+CdcuroTmTkqPcclW94v1p9iCDck9v6smU7cFAbr7xSJZdJ165du3btai9hmgLMC0Wko8icjbjfpuLdWYhgVenFufx2vwsHbwo4rKC1tGhIFbWNecwqTYqRMhRXOrC8iqXJzOW475qnzt52ymNTf/WJl8pO4EHR74rEBKudWaw65ObCq/QS8UPePi7M25+zs3JHPV12svCHvtLBPOSZC4lDFe4HgEaEvStXMob7jPER6j4VQDZT8KcKf7xTet0Fdxvj8bqtxmw4iPOLsKAdmf8VplhMFR8FjBl1HV9vLwPJxhdbSYdDszTyOEmpvbCu4Cve352dnfV6/U8//QQAmDFjRsvJZQtkPGRoQPkhu45g/8w0dZVz/EUIAMDpNkzGCbntiwFL1WYTgfsqyNxCRm+EBVVO6lEIneI1u7mFd+CgucEwbOfOnW+//TaGWdkWtvhwtzow749NcZHqy8PL/r0seo1lE8eqfhyhPsb47xdBWA1HNQjflv/BFvHHQNLXcs5KFe2HUGnFJu1TwEE4lM96bslx1GUcAGCp2Pn7Mj3JspUVfJTHa6VkSc2+CITaYeXaAHC/9ebEiWibnystZxnT/YG4z+q6z6cbRTFReEl94cPAtV+kr+4jHeiCu9ffx9bgvmtM9weispFk9mpOcMxTb06cLz55q/Tah0FrIWDP0HvWdZtFowMAWJYtKCiIi4t75ZVXWp2Cd8Kh4YHld4vSyHx6GWrnivbx5ryn0gwOwJxvgjJY4kQU5CPyuUp1jJtMUnUbDUIRPMjXnJjK6xJRc/C72hsdnW0ca9OBg5YkJSVFJpNZPthbFpsBoWIiaybmOsNthpbI93DqMtn5JT2gQdkfAHXBAYyh8jkQ4gQAgPnhMD/iku4lgP9MFcagHrNYqoTM2WQ1PwUAgGFBWglVh6echZf5PMB/E8ifeEJPdKoe5ztE0KAI2c8OsKAjIu5P5W3BvMsNs6iigwDGEZktDxS+z4sZ6hrlxw8a5DLih7wD7/jZIY0exPFD3d4wPRiGiPrDwh6WShawqfpHDY9spqVKTxX96IQ43yi5HCm2p9md9R/rmTNnKhf37NkTHd3qg7pAgDWQLABgnki4Qlg6p8DM4foVG9PeNOKTnQQSa34s3LZBpocpVhX8D3kHRKjEn289To4DB88+W7durePqli1bWkwSG6I+WpC/OtLv668YPf+A4fN3XrxLFawHDMYyEGuiAcKSmZ/QDItAJj3ke0lwWo7n/k3M6J4595qyvZ95v7ewD4QIWHMmxPEBVddeGaXUvPOa38ZbD3Tz3IP5fGqK64W6vg5xA1m6jMzZyAk9DGy3PE0ou5djzJjj+x4AYKhb1MeJ8xPL4ts4WXn2NjeoYglddgPz+bSi5prmr71Z25YHb6p44GeUUp/fKM9/Y6aAlmDmny+ProjBUJvAo70l/buIen6V+b+Ozt3suCvToP2HyZMn37lzp7lFaW4EGGzJ/uSHosvu0vjdsmKt/EBx/GQnwRtC66l0BL26WKLV1mSa91wRVpdTrAMHzzjcxxiNxm3btsXFxTEMk56evnv3bhcXF3tL95RwAviUms1asp5yEpg9GNzvAwh1NSZ3Snv9EEO7csNPUx2yD1AnWBY6SawKKl1wNHh0W8NShqF66sZ6kz+zZddND1423unEmtKqjcywoJawn/8JIMwNlb9DZK0CAFA5GxHxEFjQyVaDMyxzJPebCZ7TLU4EGISPk085kreXYRlbTdFwIMSJG34awsujyZoZ08/53/aTDTmct5cF5b8AVz4yLIBn+evvy+UgUEWxq1fpw7LrI93HBwpCgwVhZ4qOtfxXqKB+l3yWZY8cOWLZymu9iDnwgq5CAQYBAIr35Jg2ZkEAwr/jdn8tvW9wrYnyME83zNO6v2yIINxqvQMHrYX169dbPowZM2bHjh1z5861FPfv33/ixIna+z27lBFserKBQWBzoTQxc/YoxacPCzpxoI3ykBmuC76misIhfltnBJ4pnAMhnadHvMKUeebcmeQW+TcHZkx3u2CKT1D5HDJnA2NMhriB9v42zxyY5zxjXC+qMIYqPsLtcNWGI/+hOiNERZ1FkRU13cS9/1CduaQ+3082xIYTPQWxRb+EOrWd7DVrbfIH1zR/9ZT0AwAIsCfnv8UGZuvNJ8UNKdFjXF+zWEqO95y2MmnxC9IBLrjt4y40BOsKXih84hhA07TJZPriiy9aSqRmAYVBoAS5mGnq+Jcm84Nk8lUX/eUSivYO+efKCarganvuUrGz1WhTdXCj5LIEkwULwppJZgcOWobff/99584nFt3Dhw9ftGiRHeV5av7KNp1PNY1lGI8v1wSJEgHKUGmdECPC8mHn3r8Dmme86Y/5bWaMadzO9wAAsFPXG2U9RxRsh3yWc9tfgjAPlsijCvZy2/1hGZAFQGsuX0TqCIZhQenjIgZD/JpWe88X/6j/uFd2Z5bPu+VlCMd9VpqTpmC+qyHMZhqLBeyJwqM4zFmdtKRyvY7W/lrwvX0VvJpU/qH6bWXw5xCAJilm7srY1FnUo44t9+slf5sY4wuSAZaiBJMNcBn+U/7B2b7vtZTIVbCu4O/evVu5KJFIpNJn0cmvUSSpKfjHQumOTNOrLrNXuLyBe+v1xMI7v7iPSWCPBIiGWA9dyej05rQsXgcrWpxhmXPFJxwK3kFrx9vb+9SpU2+99ZaleOrUqWaKJtvcvBzIe/kTP21PoWrfUN1UInfVW6GfrNM/PIFK3ueHXUdkfSFURGavRF0mwo+D2GwrfH+4axTrNgniBgAAiMxPUI+ZEMfbcvVaLjH3XPnZKs0CI8m8dLjYUnTCoT9ec6sjH3xrhwHMgdzdBEP0lvSPEHa0VCLSkbj/ZtuGW4cAtDToMzNjJbYSB26hOLW18X1uzCCXETLcFQAQyA8NdYqILfpltMckq40Jhvgp/+Akz5lGxlBR2Vc6eFXykiT9A7tYVlZR8IsXL66jaSs1uqlgaJEpb0uGbIo8ZpX7BARBl6ehw1yAV4HBF391YqomVyHlW3ndoTSl6j0/KL5cWfNSpOTFUKdWZg3rwEFN1q9fP3bs2NjY2NDQ0EePHsXGxlYOfdPqcB4oA2CWOTs2abQyhHkJly3CfXJRyXBKE4u4TAQMiQc9SZ3VUaFAPOYQWas5IfsZ3b+M7joncEfF1Z4K3JKCEtSXTe7545us7TAEdxB12Zu1ZWvbAxX1qLvt3ankHC+bj9loGAPLEJUrUg1J+YYHMxRPvu84+ZSVSYtflA6svOUu4cLzuwgBABnGZBNtjMneAWpwV3vT/gqeyy3fedBoNNHR0f369WvXrl1mZubZs2eXL1/e8sLZFmcZno8Ac4Zxu1gCodA1hPN9PMu8BLuzJZTASVLLqzjuLWdMZqpIhbpVt0KAACTBWrdpggMHZrNZKBTGxcV99913ubm57du337hxY0hIiL3lehrMNFukZwAAoLv4n9SVL7d9O2fbZt/lC/V+21jdcQRCaeUR3H9z5efejkESwMwz3utFl/5OZq/DfVYB+NmKM0NrKcS5pfOXlFDq6yWXZnjN7yTuuSB+8smiH0a61R/ypVVjjOtVLdmMlDa8B1jy9m/XA/exj8OleHK8fsw/MMf3SQA0FAavt+UDAEIEbXdEfNvCYtdNld/N82d0U5nSIP6jL9qEvvco+eU7Xqc6XlPAfioSpLpB4tw2x9+AOLXstUEQt12I8f4j4QArKWfKKO229HUfBW+wbzQDBw6eGhzHp06deuPGjTVr1thblqYSm2radrPceUnLae9c0pcX9fvyvLPyoqxlHrc9gjbQRUesLEBhDu6zgkh6E+KHIS5jWlroOik9o0x/477XphCX6Y0OjN8Utqetc+d49pS+BAAY7jb2ZMGPQ1yicLhF0rbaCUz+Dq0+zQn/1VKkWPKXvP2dVEfNiFO6KaOimZzr5Yw2OhWh3WCtIRKJ8vLyKoqFhYUikchqS7tz4sQJDofTkJZxhcSon4q1f6puS34/8dK1NQlFNwP/zv3fiA3/7L5uMtXRUffHtaIt+2q7uinlExVR3FixHTioBo/HMxgMdpn67Nmz06dPT05ONpvN1GPsIkm9NPx+v5hhWnQmyXAziDY8Msa9QKmO193enDKHLrtbR4OMEnL4Dy16p5fEFsf5XVL/XHA/7HLxNzktNu9Dbdz0uKgsY3pFzYL7b+zIWN9iAtgHhjLG9aLUsRUVdNldw81Qhiptjtla5n63vvPz3BjdVEaIQzqCFfaVXtgb+NKMVEXkPQBDV/qGv+qqmqLUnJK7WY11AwAQ9OyEyWs9eHvfkcXZQStnwoQJBoMhJiamciXb+p2+y1gZ4jLOFNcLwBiR+SnI/LTyVUQ6HPddV1HE68sG5itCD79Sq60xY0ym8q2PADv3QF0mNEJuAAAA2nOqrLkJgT90EHRzFnQVJQ2/zdKs61stcVa9O+uLDsJu3ly/ipoZ3gu2ZawrdM9157boRkKLAiGY72dE+mKeqD+AOQCwRMYyzOcTCGnFiUOtK/jnzOjGgpAD6wgGADB1lIIjdMp+NxGwoLd3hIv+6i/errVpdwAAxME5oQF1jFxCqoWoyO55BRw4eDoSExOr1SiVSrtIYnNw74+owv2Y/B3UbXJFJcuQ5oRRiKhvY0cT1XaQBwCEOFHKHzD57AoLfAtk9nqY32jrKu05VebshwFHOwi6OQMAcB9uSGznpOG3AQDNreP/UP2mo0oelT2Y/6CKqTwL2OisLZ+EbG7W2e0LIuoL89qQBbsxz4WU8mfA6FHX1+wtVJOwruBHjBjxfBjdVEbEgcoIFgDghiBgkFR4LfJewN8e/EBC9Z070iTdfLLwB1eOx7OZ59GBg3pxd3e/e/euSqWyFPV6/bRp09RqtX2laiIcBHAQCMBOnOB9ZNYnmNeHFWlR6PxdMC8UEQ+24XQQLscUixjDQ473JxWVtPo0hEpQ92mNGoouoVIn3gs41M6i3S3gPtzAw+0SX/xX+KKE26bW2Fz1kk5RZQzbDn+SISaRJBEABWPluqCDsJvJw2i1r59T0FPP21rAfdeZ4gehslFk9mpO0NdNzISr3Jcr7Cfl+PPqb9o81Gqc2aZNm+fA6KYyGAwdH/skACcsQCAEOqpxGWlKr7cvXaLTnv5D8vorVq8OdBmRpH9oM0EdOGhZVq5cuWHDBh6Ph6KoRCJJTU1dtmyZvYVqKr29ON3kOAAAkQyhCvdSBXtR+RwAAEtpyLytnPByq+FL2eY+3hwAwGWTOZKDY5Vyvv1pNPXlcRtuPYvJ5xvjejDaK7BzbwAAYAkiayXut7G2fJW1ATvpQ05PhCDCcK36pYDvIrghlxo1WjW0DPNOsXqbi7QrBwcA3COId4rVW1yeHD1Icdkw99FNmaJVA3H9UbfXTfFDYNGLsLBnU4bKW52qPlxQsCkjOLazvXR8ldcTDMMsSWUwa9hkPp1OFx0dvWDBggkTJowdO3bevHl79uzRarU2GbxeQqRV7jRMwUnJFbB0GUuX1d0R4mC63y6xZsLqVTnXq6/MlqsBBw5akj179pw+ffrSpUv9+vVLTk7eunWrRPI85FnAkXLtjPl+RuZ9wVIqAACZvQZxGQfzyjODzf5NY6ZZAMAxvWGxSkM+tjzYWKL9UquzGgmd1pRSxWorgelhLu7zKZG5DLA0AIDM3wXz2yDiAY2SuZRh7tI81GUEkTs7fXYs5ltg6KZKC83P+fQimd9d0HUagJvksNMBx7e7SBcp1dfN5gcE+Y5SvUYq7sZ5ns3jGwuqeA/i+uE+q5oySP7atJJfi0P/6ubxoX/y8NvmdOubIs1NFQWfkpIyadIky4eaNH2yK1euKBSK3bt3MwwTFhbWrl07GIb37t3r6+t748aNpo9fLztvlxUZntyzuDfXJ5/WYV6sObPujjCPiwf6mOKTamtgZkxX1L/bTFAHDlqQkpKS9u3bR0REJCcnAwBmzpy5e/duewtlS2BeMCJ7lcz+jDEm0upTmMJK3NCNUjEAYJ5SQ7DsF6Xa62bzXldZtaM7Iisv74NNeR9sKlixNXfBatPDKk9FltbCon4A5pOFXzPGZCr/S0yxhKVKLPq+gZQyzHyV+rr7co7vj26z4IRhtxf9m1s64b6o/zVOgBZ1n/oUX78aXTj4NhfpwmLNdKVyjUT8Eu9ZzEBvRyBEyG17FsKf3pwwf22a5lhRcGxnzB13meZpRx1fZUXr6+tb7QMAgKZpGIYhyAZ+3gsWLFi7du2CBQuq1R86dGjevHktoOOv5Ji7y3E3fvnrKi9M4GIGxaivuykN1GcIw+sYbrjz0GrqWAtH8/ZFCDs5Usw5aHWEhYV9//33CxYsIEkyKyuLYZji4mJ7C2VjMK8PTXGRjO4a5rUMQq3cpCgEbZVJFqk0IwqKBTC0z1VWLTkFayaKNkWLxw51eqkHAMAYl1C8ZZ/nxvcRqRgAwGivmB6OgFAxYGlSd4OEV0EANieMYWkD6joJD2hoGFAfFN3rKnurWLXXZZp8wNe/5S95d0iy6wxX58HfYH6bG7vbXxtcCAIQYBnAb9p+wH+NzSVaCQLPEDoBACg1qTNQC3D9cokotNIOd/7atJKTxSFnO6Mu5YrGZZonoNjk4bdDfuuC+7bo65R1C4KkpKSoqCij0XjhwgUfHx+5XH7tWo3joMaTmpo6atSomvVRUVE22SGol8/6ijq6P/mXUKwLdh7jnoP5MA04hud3jSCSM2q7yoG5iwNW8NGnN35x4MBefPbZZ0uXLn306NH06dO7du3as2dPq/dpqwZCxZjXUgAhqNuURBUZX1z+x7LggbL8c6qG9kMRDUNLIJhfY0ljTkpHXaUW7Q4A4HUI43eJMNx6YCnCzj1hQUfcfwuvWxbqNhVCxNwuSdxO9yBM2thldxsM2+Mqm4O9odZeD5lTEHq2i8e752F+W0T0UtP/PwAAHhDkLKVqvVT8latsiVJz3WwlCLwDq7wpdDqmN3yl1ZGFRELffx/0vtEtmw6pen6tu6Rx6ilGZVVOPZz6iBkDbUo1gJYFsurt2qdPHzc3t++//75///5RUVEEQZw6dery5ctNnCwqKorH423dutXd/UmSdZVKtWzZsqKiouPHjz/FmCdPnhw3bpzJZHqKvro/1ZmH8869/8c8JAUP2FZve5akIKylY0Y6+I/A5/NVKhWPZx9jHIPBgGEYgiC//fabRqMZP368rcxubEtT7ncAAGCJYiP69m9qhgUAgAjOVdqULncqP6svkzJ8MTTNWXDSYPrXadRmV08cgoiUt2ndvwAAxmRmzQQiKs+0CcEcc8oClhaLxw+31DC66+aUmbwON1iWZM05MD+cyFwOaH3Dl+8VKGlmUnFxZ+2pJcb9LmE/mu69wI04a5MMtokkObNI9ZlM3IfLBQBcM5mXqDRfuUrb445j+Aahopm5iQXzJ6QhRSQCQRwOHHKuS2W/BlpLpYy6I+gu8toQYglwako2JI+4rVgZKJ0kr2jWMve7dXV18+bN5ORkmqZv3bp15swZo9G4du3apk8WHR395ptvKhQKf39/mUwGQZBarU5LSxswYMDhw4ebPn69nE038VDIYjQLAID5CJJkvA/7MsbYhnSvV7ufKz4hwWTdxL2bKqgDB81PHcmlbt682dqTSwEACJqtsLMrB8Jd+eDYmHJvGiL1bFbuXwrFIAQC9wiikGb6IhystGhs6R8J/P7vqjQ7XKSwU1fGmMIJiSHzClW7j7h/Mg/CUEr5E605a7xb4PxKu4qxYWEk7NSVzP8SU7wP8cNZUxpd/P1T5E1X0sy0YuVYvqCv7I2M+O+Q64OdvN6wVX56BEDbXKRdHlvV9eBydrpKsfoibbOUCtA6Kxdgvg3zxrYKRGpq6cR0YyF5br1icVu31DFxSYNvVdbxiDMa9GunlFF3shYl+mxtY0qxot1bDOsaSyaTZWZm3rp1q127dgKBIDU1VSCwweazm5vb6dOnMzMzHzx4kJ+fz7Ksu7t7hw4dGhgmLysri6KoapWFhYUND7mVoqbMNFuh4DlBfASD1XgQo0lu4AhkXqH21B9kTgEikzi/3I8T5Fv5qi8v8LfiYw4F76BV8Hwnl7qSYz7y0PDl4LpsYjDv5fz8M7B8Ec73TS7Tv8znOcEwkfIW5rlglXvod2V6BgDUfddsS88AACAASURBVDpVdIAxJOD+wzDflKJNp5xH9ATs18Y7EwGK8btWMcrBfdea7vVFXV6DOF5ExlJMsbix+k9FM5OLlOOc+DOEToBhE3+aBzquvLdtYOdvGZhrg9y0wVVXKcXRObyjBYE/dgB15gM3xQ8GVAmoFtONMbC0lt81A9g7qWuLQRUTCf1vmguJ+I2+N4Y7fctH3vilQ0pVHb9SUzKKz+9wvFPKqDuZsx+W/KG+8L7HO6952EdiqwFs169fLxQKBQLBV199lZCQ4O/vP3fu3OaIlKvX6728vBrSUqvVtm3bNqAG7u7uCII0cLqD9/UrLpVUq8ynKMO//gyprLc7kVuQPm6e+vAJ44Nk7bnLWW99ZLgV38CpHTioGzvGoh89evSXX35ZUdy3b9/o0aPtIkm9NCoW/cxYVb3NPv91heHRtIoirb1huNWWpfWV21AlfxrudGJpE8swugtXS34YXfJL/9ITFxmCrDkgkbXWnPwWVfK74U5nlq4ryYVVcknq1zIDy7Isw2YuTHg08OZDpeHatLjkV27TRrqxo9VN0dfZ98MvZy1MTOh1nVQRdbQkC/cb4wezLFO50pwym8habVuRnnGSZsTfEF+MOZDGsKySol/OL9xVqtX9rb4t+f3RkJuWNleMpp45+ddNJqqUfDjy1sdfP9pcYiWavT1j0S9dujQyMtJsNg8dOjQtLe3jjz+eNm1a018m0tPTDx48WLmGIIicnJxVq1YBAFautJJzvQKhUBgfH1+z3nIm10ABRByoxFxluf9owE2/vW1ZXhBrTIaE9eR+LTkai/soMLkbNzyIGx6EKdxVe44qOlc3v9eQKkcaWQetiN9//33nzp0VxeHDhy9atMiO8rQkJ7UzZ+tHPI5OwxCZyzCfT6tljK0cwVTwgtx0/x63/WUIt74m+1X89pCkl1Dt33jANgBzaACitboJTgJp7cGwK+OJIq+gPMCCrMWJpgf6oOMdYQHC7m2XOeth2sR7Ad+3t8k6HgCgjMkt3JoZfLozx5+XtyYt+eXbwac7o1Lrhheo2xtU4QFadRyRlcfAYfR36ZI/uB3/tYkwrYV7LpA3Dve/aoQmszIEjnGVvVmseuFaGYRCmFv5qUcvLmezTLJIqVkjFW2P9u7D4ywR2S2afa2/FaPRuHv37pEjRwIABAIB0rRgrhYQBPn222/Xr19/9+7d+Pj4+Pj4hw8fAgAsn5s+fr2IubCerBK7AnFCrjwoycWCGWP1cNw1ITJzBb27GG7EWYrcsECqSMWSZLVm65I/LDDn2UpmBw6aG0tyqYri85FcqoH8Mdmb8zg6DVV8BEAw6jK2ZjPcdx2Vt4MlC4nMT1D53Nq0OwDAGRVuFL2vF3RHxINpAD5Sa/41E06NcjNmQebcBFOiwaLdAQAQAvnuDkdEaNqke6zZavSdxqGMyS3YnBF8ujPuwyULzJ6fBIiGuSSPuEOpqz/NHgPjfhuIzE8AY3HmtiRi+RRChE0XphUxZl2Y63CXkhPFme8kAIZ1Q5BvDhvoz7N5bQW+X4VXNOvF5ayUihcqNcE4akftDmo7gz906NCHH344Z86cXbt2oSi6aNGiwsLChQsXNnEyHx+fu3fvLly4MCEh4eDBg4GBgXq93snJ6ccff2ziyA2kl4LjJ6rylXFfHplpehAW4G2oX8EjEhHm6V567BxrJiAOTpeWwVwOVMPYeIx8st6qQYoDB88kz01yqWNJxop88EYK6Am63+EiS9FfhO572fo5MyIbTRZ+QxXsJvN3ckIOAWsWZ5YIpuZHk1lSyQnaU4cMg3lcoJgQpR7yFUF+V6bPo+hoVxneGAVP66jSk8Vem0Ms2r1cABRyneWVEnWXyDFxAvl1dK+X0tPKvFWpbS51xxScjBkPtOdVwSc7ea4IpEuotAn3Qs53sdoLFnaHhd3JvB2Y1weU8gfAmFDX8U0RozUCIZDf3rYZMx9ofi0CKIR7cYu2Z/Ha8INPda78j6VmmF2lusF83lWj+YbZ3J1jPxsFqxv3PXr0+PPPP1mW9fDwYFn20qVLfn5+NjwY+Omnn3x8fKKjo3U6XW0yNJCGn8lZJX9T+r8fPfos45jpwch6G+v+uJa7ZL0y+gilKaX1hsINX6sP/PLUUztwUBk7nsGzLJuQkLB8+fI333xzxYoVjx49spcY9VL3/W6imKxSyvJ39KHh9RPKiqLSUNcBNl0Wp78mM6fMqaMNQ2kNN0Mo1cmGyHnGYOyQlTe+oNjIMPW3roEhTnsv4JLm16KKmrJrJXE+f5WcsUFCenO2MT7iSsGOzPQZ8cmj7mh+Lbrnf6nkTHF8+6uFOzLr6MiYcwz/BtKGJMPtCFr7T9MlaaUwFJM25f5dzz/vyv98NOgmXfWnpaLpV/KLLOfuFefxNQex5xl8QkJCePiTDYewsLCKTFM2YezYsT169Jg6deoPP/xgw2HrhWLAysul6/qIKmpwXy4/XncDDmYMD+rt7tQvki7RlR47a4xLZErLBH27i18babVlEVGQZ8ru6NzNZqI7cNBsmEym69evi8VisVgMADh58iQAYMmSJfaWq9FwEMjbuXwhlayBeeiTYt3AgvZ4wHZEPLCONhAi5HWKA3D9kchoAP40mvxwNIeiUkmqLd6IiAKZFPWX0TylvTDoWMeU0XcBAKlDRJprJW5TEn2/DhcNdal3hHrBvbhBpzolRF7HPThtrkXCXJgxMWkT78neVLjNq+toBsIVqPt084OhiHgALOzRdElaKRAC+cW0zZj5gC4iAn7qCPOqnHS/r9IM5HHni4QAgF5czv9kkneVmvOe7jxbRINtLNYVfGRk5Pbt21esWGEpHjx4sEsX6/s2T41CoTh//vyOHTs8PFrUf+B4krGyguf48JBscwakYCGEJQshzL2OvgAAUdRA55H9aaUakYpqbs5XwLDM/uydn4d/40gS7+DZZ8qUKRcuXBg0aBBu02gnhw8f/vvvv2u7+tVXX9lwrqaDuk6qv1HDtPvH6pJimv7ezeWSyTyrWPW1q6zhOl4Kw8cNhiKafq+9c+DPHRNH34mdJBn+ncbvm7bOA21jusvSbP7qNH5HZyLHVLwrW/q6vGBjunSCR+mvRfrX5YKudZ0ZY4pFjO4a5vOpTSRpvUAI5L/PetjyrTKJsJJBZW8u54zczS7aHdSm4Hfu3Dlo0KCYmBiNRvPCCy8kJyefO3fO5nNDEFQzLn2zgsLgtwmulWs4wXzUBVOgiJnbhmN4gIjqUfAAAAiBGTMBSnSoa62uox4cz/n+yxza3UGrIDY29urVq+3bt7ftsJ06dTpx4sTRo0cnT57s4mKDpWejgACA6ovfUpnLJnMPDo5WehD/ZTT1aUy6WAv/K9EW0/ROFykXggbzuKxENEepPubuKkMaZP0uhOEDrrIZxaqNJdqBYdz/fe3z/ru5wXttpt0BAOojBdoLqoiHvSk1mTz8dtGXWW4Lfd0X+uR/lpb59sPw23UuzWF+RaZdB1YR1nCXqFnTYlgPVQsAMJvNZ86cSU9Pl8vlw4YNE4lEVpvZnaaGrgSANTPzdCWLSzb4Cnww+byGdNGe/pPIynWZ8/pTT+rAQTXsGKrW3d394cOHMpntfTspivLy8rp48WLbtvUkc2ogDb/fDSSbpaXayBq6dH5XpSFYdqtMgkIQS7JnX79jVJMjTnQF6v8xxkfWesC430YIq/7ikkpSXijCqfSikExS/iiCNmYNp2OYiUXKPIr+ykXag2tjEy2WYNLeuA8hsP+BCLLQrP9XKxntVnalJG3yff+DEcIXHemyWoKWud+rpkti2cOHD8+dO3fdunXp6elRUVGRkZE6ne7rr7/u2LFjs8rRYnxxQ1eor5K98dGAm23z6AJOCGt42MBB+D06Gm7cY6l6skD+kv/tvyVXnlJQBw5ailWrVr311lspKSkmk8n8GJuMjKLo/Pnzn2J5oNPpvLy8pDWYNGkSWcMx1Sp8DGq4dgcAbJKKAQBzlRozwZyfdEdD0BEBThlj41iCYI3JqHRU5T8IdWH0cRBqZTc7EEM5VXV5MIY2SrsDAJJIqoRm5Ajyl8n2mWAgHA441I6lmfSp8Zg7RzLareyqQ7vXg4qoNb8irS4p++u67uJVMv/Zy8FY2eLOEp8yIiJi0KBBnp6elsgz4eHhL7300pw5ddmX2pHGWtG/9qvynxxz5ZqkEbfV55Wk7pbxXt+Gj5P38eeG2w/qbpNU9jA684uGj+ngv4wdrejFYjFcYxfRLpJUprS0VF2Dw4cPN8Vrpm5IhplXoIwZ/+/R4dfVBpJl2MwFCcnD/zbcDKtiNM6QxrielPqMTSa9oblMMFWeSDdN5t45+f8YTVqaHldQtEFjJQ5a02HMdMr4u6mv3dP+qY7zu6T9S90cszwfxJXenBk3Js+UXfNS2d//Zk1fWrz9oHLXd1kzlpUcP9/AMe1gRb9v375Dhw5NnjwZAHD06NGJEyceO3YsKiqqpV42WgIJF9ZUjRTh1FuMohDKDyOMjwBLNTDjsqBnZ8P1OF6n8DraBAvCggVhTRLXgYPmp2ayZqVS2RwTDRgw4OLFiw1s7OxsZX3s5ORkU4mqgDBg+OKsYh19PjowiosACPhsbZO1KFH1/RSXyUu5HX63bHlShXshzA2RDG36jMn6hN2Zm0d7TBrhXh6OM5WkFijVX7hIIjkcAMAeV9mbxaoYXdl0oY2/OITDAQfbpb1+P3V8XNCxjk69xLYd/7mBYqnv82LaO3f9PjdmccCKypfoEq16/88eaxZhnu4AALG2LP/DTbz2bXB/LzsJW50qr+15eXn9+vWzfO7Tpw8A4OWXX255mZoVKRdWGasoePkHfpyuoslKPYR7NiQxvAXhwF7CoX0a0jLNkMSChqbDceCg5ZHJZNnZ2Xcfc+XKlZ49ezbHRFevNjq1Wkty4uMEOsM07OfOHC48X6khWBZAwGdLqCl1iDmLopQ/AgBYSkPmbsF81zd9Ohaw3+fFjJNPOac8WbEDLEeRA24ukY9Do4hg+ICrrB+3fuv9pwDiwAGH24Xf7NF82p3R6akCJWBsEH3PXlxUnnbjyOf6fqAmlfe0NytfMj9K54QGWrQ7AABxdhL07GS8b9Viwz5UP4OvSAJtcZh5NnNCNwUXPlxadQVfelaVOzchjaQoXhjbAG94CxAHx/0UDWn5Y/6BmyXP9HPNwX+clStXRkZGjh07dsKECbNnz46KipozZ469hWppPi/Vnvk/e/cdH0XRPgD8ma3XSy69dwiQhA4iAoKiolJFsSMqdsTeFRHsvi+gP/FFxEqzIQIqKKIgiEiH0FJIr3eXXL/bNr8/LoQWIAUSIPP93MfP3t7uzFxIfHZnZ565zhBfLdMrbP+1mBkEj9tqMYDzd7t3h5sJf1MsnoZll1gyk7aMoTRnoWfuL/taGtFXhY8eYrlqWeXC4E4NQqnHL/imp6jkMy1U3WKIo7i4c3L1INvrql77oHTK9MoZH5Tc/5Ln7x3nopZzzSk5fqr+bkL0XRSib46+e1H5JxI+ZggIxidO1KAoUM6j27l2G77fXiZl6W7relyiRzb0/YgHLvutJIOuXRXIvcu72dzwEovOwqKZN0ffY2TJ0BXi/PXxxx+vWrVq/fr1Q4YMyc3NnTVrltl8Tn5jz7e578eKpum3B0Sn/9Sj7KU815KqWRZzL55zrLUXTd6XsjRL228gbRgsFEyR7SvY2GdaX51f8S2rXHRz9N0I0HXhNxz05OR69re+2PMFxtX/WcB3So7/5I3YD6ZFPPeA/dNvhYKS9m5Wsy2rXDjAfHkkHwMAXfTZkXz0WutPDZ/y6YmBA/lSdX0WOMXj8/y9Q9UtrX3a2pgTLwzff/99vV4PAB6PBwDeeuutho+eeeYs/Fq3Oz2HTsg1TZsp2Yo8TBgLCq+469dvxpIiVGAQTl9a9RsfhU65k9KebqpDvDqp1a0miHOorq4uKysrNDQ0NzcXAO65556srKwnn3zyrFd0VhalPEdu1mkBANK1aSt65F6/IwZgXDhXdG9O8pIsbV8jALDxr/h29eHipiHmLFz9/Fj1daa+Z5ImDQA4ih8Tecvisvkvpb/brLn75y2pxi7bHabx1wBCAMAlxRpGDPFs2sYlx7V305qh2Hd4p+PfmZ0/aNhzS/Q9M/Ke6W8eZGTMAECHmMy3jKx4/l1Nvx6IZbybd+iGXsKnJrRfk0903B38wIED//zzz5UrV65cuXLdunUDBw5ceYz2auLZVeaS/7PluJVg2KixgDGjwNrwVwBxbPJsNnk2AA0AjOUMC9EijvVsPnPXk4Sl+cWzFHyGaXUE0S4yMjKWLFlCUZQoisXFxdXV1TU159+En7aiStemLetRPPVA/k27khZmBqM7ACAuStVtHRNxV+urqBYq/7KvHRt5NJHGJeYhLMX9XftH6ws/H8i1DtpshGMmB9IhJtnuaMcmtcDi8vlZhl6F3rx9rl3Bl1WoTlAn/1C5uOEY3dBLImc8zsVFMqGm8GfvN904Ylpt3U7h6J2hXVEestp9p8g3c64ddwd/mrySFw2fhNcWBR7ve3SVQ0qb6dl+mbbXXzbZD5SKUqfJnl2KWEqbhlG6MyST1w7q61yxVj9swOkPYxDjlBx7XTuyDL3PwncgiLPq9ddfHzNmzFVXXTVp0qTevXvTND1q1Kj2blT7wVDzcakqVYM0dM1Hpdo+RsTUBypKfXZ6X78u/8zEhPxqXXHsTg2t/bbiy97GSznqbCYMbhdsfLRYWiHXOWlT/VQI/859F9btu4gFnlLbxJqfar4/4SMJS8e+ZSPD2KuPJki9Qq1+uMb+QVhId46zK8pd1bZhalV7pao9ZSa7C0VzM9lhgEq3HKU7mkS29ruq0qf/Tv58sogYdcglTMRE4fAULHnVPXadZtXn+tJkufTeF6LefIoJP0MWMBnLFKIujv434lxox0x2AOD1elmWpWn6l19+qa2tvfHGG8/PAbatz1x5rEDu3Yrj9xN2Kj4ZS6DKWkvrUwpu24M4Kumzbg0x/qzYVPtHnWg/eT+N6GGhIxh0Pv7km8vx/Rr3hn9NY6+i9FrvPzv9+/Oj33oa8Rf8tUtTbPQHnrLVzggxzXa4LlPxT5oamfDZNn/v52pw5nkLARwX3ZdVlz6Vi5gw+/IbQ8YsEqtqQJmLRScTPfWM0R0AEE3rRwwWy6rOGOBpRGPANqHGwoWd/kiCaGPffffduHHjgtsjRowAgG+++Wb8+DM8n7oIMCHXid69fNefgo/kAEPZS3kUu8w8fgtjSQVAyV9lFty+5/DEvWc3xg8wDzlbRZ23jGOHs3FRng3/Kl4fn54U9caTHSS6A8ClKv7lENMUq/1qjbrR6N5mOlyAB4AX1zueu8SgZVHtsurSJw7pB28LGfsTxhhhGvF7ZRcGxGD3v4H9Y5iIiXTIGfoqTTdc08R6XZJjeu4Tr3f+UEufw2QdBNF027dvF0Vx8uTJsbFHU3M4HI5JkyZ1hABPW8aIVZ/I9hVM+EQAqHy70L3ZnfDeMj75y+BQ3GA2mLzRO8ueyzXOTPtyr+fBnuSPt6k0fTI1fTLbuxXtwK4ocx2u4Rr1Jn/g34DQp/2ubDpigP+3QihzyeF/2UufPMSEMWJKKh2+q+ajx/RX9FIn/w8A6uomsckDtIfvZ+NfPmNpTWdgTGMjbwsofhLgifPE/fffX1NT43A4JkyYcOz+hx56qL2a1Ma4hDcCB26gQ8YgxqgbZFLqFir+Synd0dWxfTlu3wFP+JT4Ko+8PNdHAvzFSsi7H4tVjXxA6/m0T6DJz02Cz90HqfknjIZN/sCjVvvs0JD2ivEdMcBb1JTdp+j3eyWnaLzWkvdE9+15YwdG7/n1yg8Hb9lkMO7/cfOga9P/NoaOp7Q9mlIglhUht5DvnHzGIwdbhre6+QRx1mzZsgUAhgwZ8scff7R3W9oHpc2kzSPEsne4hBnaHnUU/F740H/j3rXrLw8BAO8uV/74XQnvdzZeE1pTK52xNOIChihALBP14LH7ZOvXOFDW9OgOAE/baq9Qqx4x6gFggIp/x2J+zGr/NTqiXcbZdbhENwBgUVM2vyxW+Llwzv2Xw1kZWBoyVXXl3zrbvr2zn6/d3auLYYPRupiNe6GJBWJRrHrjI9nlbsrB1ULl90eyVhHE+aAhuhcWFhYUFLRrW9oBG/eCbF2q+HKFohfZ+EcS/m9w4d05rnV27y5X/tid8bM7G68j42Yufmz8NMW9neLjaOOQ4IvSdpfr1rKJrzernP9YzMHoHnSpiv8pKry9RtF3xAAfqqadARz5ZCJQiI3m0sftv8JrWaa6t/u/z5Yjo/NA14wBK9UxjyI2ookFUipe0yfT88eWphxsYsx/1/5hFapb8Q0I4uyYNWtWw0rtr732WlJSUkpKyuDBg8/RYjPnJ8SGstFThUO3KZ4cNvIBbX9j0leZhyfl5I3eaXi709exmv/tcP9vh/vr/d5avxLc/t8O98Ic74U9AYk4HmLDmaiHhOJXG/aIpW/QISMpTddmlWM4aWHGk/e0mY4Y4B/ro+sWxtLRqrSfewpFfiaKu/y2vK639+M1dV1D/iq8M1oLNWzkfc0qUz98oHP1emjCnEOO4qenzw7lwlvafII4Oz788MM5c+Y8//zzAJCXlzdjxoxPPvmksrJSr9dPmzatvVvXppjIewEoLvF1oHgA0A0wpSzNSlrQVRoWUhtQHAJ2CNglYgVDcNsh4BqvfD4lHSday7ezp1gyXbavaEhVLlXOk6rme/+NhWPzz19QOuIzeANPvbje/sZgY5dYVdrPPXOv2S4k8NXA6efdaZz+mRaxGCGMBQR808vk05Motcq/P0/V5cypMNS0RsKiXbCG81Gt+B4E0SpLliyZN2/eFVdcAQCLFy/u3r37pEmTAGDatGnjx4//4IMPzlTARQRxquy/j90RTGCnB3i6X313a16ttL1SaHhLXGSY8DsU91Ym9CaxZKYq66/AwQm0abjiyw0+m2/v1rVQR7yD32cVqzxy8OKbi1UpP2bV5HsNVslZ3rdKk2qlI3exPcprNza32PCn7uUSm7oMsFWofiP/eZ/sxYAPeZq6hB1BnEU7d+7MysoKbv/2229jx44NbkdGRlZVNTacmCAuXmzUg4r3AFAaxEYEcifhQCllGCjbl5+VtYXaS0cM8F4J1/lxw6Kxtkj2/75JLlrZTVMllES9/1H47P3qftjZ7Ky9TLiF0jQ1LVEkH3ND5O0SljbZ172V92Ke50BzqyOIVjKZTLt27QIAh8Px999/Dxs2LLj/8OHDKSkp7do0gmhziOPiXxWLXmATXpNrf2ITXxeLX2ZjnkJMSHu3rOU6UID3itgRUBwBJdXMSAr+tyIQfGsT5FHxxokZFjZGlV2l7a0N0xkHq1x/nev2XBoylKXY7ysXXmIesqh8PgbyQI9oUyNHjnzzzTc3bdo0ZcqU1NTUnj17AoDH45k2bdrQoUPbu3XnnRAV1S+6o+Ri65jokGsRH6u4/lF33wayDwdKmYiJ7d2oVukoAR4DjPzWevmimssX1QxdVIMB5u30Bd++vsyVUscCgDpDG50feMxouCnyMq1QiCVb86vBpQ9PUzzeJh7+bcUXMpY21/2JMd5oPzEnNkGcUzNmzNDpdIMHD968efOHH35IUdQvv/wSGxvrdDrfeOON9m7deSdETU2/zNjerSDOLTZhplj2DiBeKH6FTZjZyqfvQokfi+1559ZRBtkhgN9uPjqZNeWjigd7ah86PimV5bZoNoqzyYqJZih9X8W5iQ65vpnVIFVGqmvNX8YxZ05oUyNUban7KyD7u+q6u2THd5Vf9TJeoqY1zauRIFrKZDItX75cEASOq78xzcjI+P777wcNGkTT9OnPJYhzQcHKWtuqK0Kva691uSh1JzpklD/nKkrTjTYNa01Rrg21+TfsMgwNSfoiE7FkHvw59sVeT8McVgDYWBpoeFvslAFAPywEy/BWnWON10cZLpOb/xgeAAzXD3X+vB5LZ176fWn5gkR1Spah99TklwBDlCp2VfW3LaiRIFqjIboDQEJCwuWXX06iO9Fe1tvXLClbsMH+Wzu2gY17DlEqLuG1kz/61uPdGji61jsG+NDpKpYaSXHo/rvu8B17k7/KBICCCbvwkSFfbayjBHgFYPZW9+xt9S8A2FYlNrzdUBIAALHUX3j33mSWyRFE2jhIcbQkwHPx0VxshGfT9tMftt+9u8iXX+grGB91BwBkG/tUBco32H+tCpS3oFKCIIgLnUd2L69cenf8lGUVi3xyUx90nnWICVFl/4NUjaQeT2CYR632LYEAAGCA12odG3yB0JMuiN1/1xXcsifps26GKy1JX2Qijiq4ZXe7xPiOEuApgA23hf99e/0LAEYkq4LbW+6IuLWrBgC4JLVYJXQNUDmiSGmzsFiDxZbkmzPdOopSq05zgIKVRWXzEVDJmrT97j1/Wtf8aVvNAKuiNN9UfN6yL0gQBHFB+7FyaU9jvwHmy7MNvVdUfd3ezWlEH56bExryuLX2b39gRq1jvyB+HGbRHJ+GtiG66webAQCxqB1jfEcJ8ACgYZCRp4IvGoGOq3+r4+r/eRCNYl9P66rhcwQRA0UZLmnZTTyfEn/6RRIVUKJVcU7JoWeMhb68In9+J123WFVCnVRrIRnuCILoeCr8pZvr/hwTeQsAjI26bWPt75WBsvZuVCN68dys0JAHrfZ//IGPwyw66sSH60WT94U/EBeM7kGIRQnzuni2OGuXtXWG8g4U4I/F0KhXZCMzXvSDzZrSgIFCRZJEGwbJzvXnonYa0Tahpqexf5a+Vxdddhdddk9D//7mQUnqNI/kOhc1EgRBnM+WlC+4LmK8jjEAgIExXhM+dmn5p+3dqEZggJ+9vliaqVWUvYJw8gFJX2TWfFTi+Onoag44oBROytEPMZtvaOr6JmdLRxlFfwIDR4WqG7m4be6yrAAAIABJREFUcf5h9/zteKrAfeAJOX7YELF8FgCGFo3ndK76g++UxKcmnPyRhMVwPkrG0lbHpmP3VwRKeOp0ffsEQRAXn13OrVaxeqhlRMOeK0KvW2/7dY9re6a+Zzs27AQYYEatY58gLo4IPSiKj1rt71rM/VXHJTXX9NCnfNc9f9zO+A8yjCNCcUApuG0PpaISP+2GmLYeS99BA/zMwcZ1xYGBsSdmm+eiVaU/5DITwjQP5bk/6cqGqhXPHkqb1YIqKJ269qvlkdOmnPwRi7jJ8Y+dvL/EV5jvJSntCILoQDDgpeWfamjtV2X/O3a/mtYsLf80s9N5FOA/crr2CWKwZ74Xz/0n1PyYtXZhRGgic1wk1fTQJy/Oyp+wO35OZ+snZbSJSfykK6LbYaZcBw3wMTpqd/WJCwSJVULpC3mAIWlAyIGRlsK7c5K+GMTUrW5ZgNcO7OP45hf/vtymLD8TFKdOjFMntqAugiCICxQCNDLixoASOGF/ojpVRTc1+XfbuFajnqjXNSzu3pfnF0WERjQ2rVTbz5iyJCtv9E7DVZb2iu7QYQN8Zwu7YMRxGYbFKiF3xHbLzZE1/ytxPX4oNUsf9Xlm5Vt7ol/4mo15qgVVIJoy3jiidtGKqBmPN+vEP21rRCxeEXptCyolCIK44PQ3D27vJjRJPHNixEw4aU8DbT9jl+39mXCuvaI7dNhBdgCg547+0LGED121zTw+QgkoWMSRzyX6u2iKpudFPjVe8RT6dh1qWRW6y3ozFpPi8zfrrG76Hptq17WsRoIgCOI8wUbx7RjdoSMH+MfW1lV66vPNIQbpLjHavih3rKiOfCrRf8i3/tXYogx10QOHvHsHULqfW1gHQmGPTTr9nPiTWbiwl9PebWGNBEEQBAEAHbaLHgCsXiWvVorU1j8+YSN42S2zEbxpbLi2JJCt4nJMKNal+HKGGoctBHi0jZvnlBz/1K6/MqyZyfAJgiCINqG4t8n2lY1+RIdcS+l6t3F7TtZx7+Bj9HS5u/4OHkvYtrAi+rkkdbaucGKOe1Nt3Bsl8StqE5d0q1uZoviqFF8Le+mDar9ajgONzJg8DZ7i/7CtPuDe05p6CaIdYYwXLFgwcuTI0aNH//zz0W6wioqK668nV67nLwXDQ2tq27sV9Q7ZpYP2RpK9nw+wVCdW/B/QWmCMR1+0Tqz4EEv29m4dQEcO8FE6qtx1tIs+/eeeVbOLtb0NUjJfNLOgbmnVT2/F5t+dEz+ry96Qa38tXdSauqRqm2NF81aD5SnVi2lvp2m7tKZegmhHM2fOfOaZZ7Kzs2NiYiZMmPDdd98F93u93pUrG7/vIc4HMsZrC08c095efinw/1Lga+9WNI42DaONQxClZqOnNrwQraUNl9CmMy8o2gbauove5XItXrx47969VVVVkiRFRUVlZ2ffdNNNBoOhjVuSaGR2Vh2dKcenatJW9si9bkfUi0m2isBOE0yYUlz2fMJfI7QFdVfPqH0GYFqL6zLfNqrimXd0l/dnLKamnxVcOna3c1uKtpOW1p3xeII4r8ybN++bb74ZMmQIAIwbN27kyJHdunXr1KlTe7eLIM4aLvFN/97hdOh4xIYDAJZqxbL/8hk/tHe76rXpHfzGjRtjYmI++ugjRVEyMjIyMzMpipo/f35CQsKWLVvasiUAMDJN/fwA/bF7+FRN6ooe5a8VpPQ09tjg/e6pkIju9w0uGDnD9RYllPt3XxrYOzz48h+4oVl1MeEW/TWDaj/7rgXtzPce/LzkwxacSBDty+VypaXVJ4EYOnToAw888NBDDylK+6ybSRDnAlIl02ETxJI3gm/Fkhm0ZSylyWjfVjVo0zv4KVOmzJgxY8qUE5O7ffnllw8//HAbx3gEwJ60ToAqTaNbnn1w9I6obL13eFha9S6G0li5LI6OMMtu4KIAQHFvRbjZMx+MY660frgIFAWo5l1UjYqYUBYobm51BNHu+vTp89prr73//vssywLA9OnTe/Xq9dRTT02ePPmM5yqKsmLFCuGkXN/btm0jlwjngs2nzN7qkjEAgIKxjOGF9Y7gRzyNHu2tM/JtdzdY4pSLnfXP3YMbG0vrHxkkmZhoXSOJZdoRG/uMf1dfxXMnUGrZvkKVvbm9W3QUwhi3WWUmk2nXrl0JCSemZ3e5XAkJCXZ7S0YlrFixYvz48X5/8+aaB4381vrDuNCTojzMcbgiR+dseCh8WM+fh9W8cmvsxrlGJeTQDeoeu5VAuX9ndy51LhN6YwtqbDFBCZQHShPVKW1ZKdGWNBqNzWZTq8+v1F2tkZ+fP2TIEIfDMWvWrEmTJgFAXl7eiBEjbDab3W4//f95PB7P5MmTRfHEdJPl5eWbN2+WpPN01NWFyyviH/N8gAEAZIxf/cs1/bL6x6YIwag0taoN86jP2+n+q7T+2q7EKWPA8Yb6e9FLY7j7epx3zyul6s8k67cIMXTI9UzE3U05pW3+3ts0wI8ePVqtVs+aNSsi4uiiOjab7bnnnquurv7hh5Y8t2hNgB+yqHrlDWE67sRf3DkOl+uNwzoF33bTBJVYhRGFKC1SPIjisRIAwJQqRZXdpv0NdtE6/dATjydPi1cntWW9RJu5+AI8AAiC8M8//0RGRjb01QuCsGrVqt27d7/yyistKLA1f+9EE4kKzpxfdWByZHs3BABgzlY3Bvxob/2ZD21HWPbvGQIgqzLXA2pSv3jb/L236TP4efPmOZ3OmJiYtLS0/v37X3LJJZ06dYqMjCwuLl6wYEFbtiTotwnhJ0f3Ykna5A/cdXVspy0eVrQpiKOw7AEV0EasSIBlQDQWKltcqW3eErG82asCh7ChjyW/bGSaMUaPINodx3GXXXZZQ3QfNmwYx3FjxoxpWXQniPMUorm0BVzap02M7m2mTVsTHh6+atWqoqKinJyciooKjHFERER2dnZ8fPwZz3W73X369Dn5mZzH4zm5H6+JmMYub+IZZklE6Le0O2Zf4F/9vb3d80GTbZDrVNmbvf/G0Lpesmc3E/dcy2oEADYuyvrBl1EzHmvuw/gEdQoAVAbKDIxJQ2tb3ACCaC+bNm0680EEcQGi1E1dVKwttWmAxxh/+umnP/zwA0VR99133zXXXBPcX1FRMXny5BUrVpzmXJ1Ot2bNmpNj+e+///7QQw+1rD3fH/RVe+X7T3qi843H+5HomZWp62Z9xKNebJXEZLE0cGAcAiT78xEbykbe27IaAcBw9SDvpu3On9cbrh3SgtN3Ov/d6fj32dSZLW4AQRDEaTAUeqDn+XILYVFTSts9Rr7YtGmAnzlz5uzZs++//3673T5hwoQFCxaMGzcOmpz4Ii4u7uSdOTk5CLVw9IeaRTtPWjS2WJLmOV2fhYUywzy+PcKeMTP7lU7N0wxKda6jTcPkut/Z9DmKe7vsavxehAm5HqlOOxQOIctDt1U+/566Z1c2Kqy5bb4qbFQ4F9XcswjifDB37tz2bgJxZgjg/HnmfWtXTXs34QLWpgH+fEt8kWxiDtedOBw3nmF+jYoAAPxMEmDoBOOLqj5IE/bS0Q9L1V8gNgz78xXJJpW9x0Tcc+yJWPFKlR/T+kvPEOAB2Miw0Kl3IbolAyAQoJ7GfgCQ69mfqu2MoD2XKiKIZpk4cWJ7N4EgOpA2HWR3viW+SDTSJU5ZPkX9iEaHrtwa7cL/F/aOIjkU2yok+7mUD6WKD+mQMYhPoHQ92fhXGl6IMdOhYyl9n6ZUrc7qxIRbWtP4ZZULV1Z905oSCIIgiItYmwb4YOKLhufo06dPLy8vf+qpp9prVitPoy6hrEs85RUGE865frOnG7oV6K9WhCImYiJtGkYZBkrVn7OJbwhFL4FSP10HC+VS5Xwurnljg7Esy/a6ljX+kcTnsw3tv1oRQRAEcX5q0wA/d+7cVatWWSyW4KQ4tVr9448/rlixYsCAAW3ZjGN9O8ZiOnWGJvO4iECRb7havTT0Zdp4BRv3MgCwsU9LFf9Ha3tS2kyxov6ZolD0EhN5L+IbGSVwGlKltfzptyVrSxZuUtOaeHWyoAT+rdvY6AEuyemR3S0omSAIgrgItOkz+JSUlPz8/GDii+Ce1NTUvXv3BhNftGVLmijkxkjZKUVyzIzwFAhfGtxJqTvTxiFi+Wwu4TX/niuYsJtxoFhx/cOnvN/c8tmYCMN1l9f8Z0Hk9KmIaUn+RQz4x6qlIhYHmIec8NH/Fb7J0dzjSdNaUCxBEARxoWvr5WJPSHwR3NOOiS9W5Pmmb3Se5oDDt+1x/VmrALiPmavBRD8qVf5P8R6iQ64SCqYIBY+wEZMU3yHFsxOU5q1saBx1BW022D/5umXt5ynV86lvdjec+OB/q2NTsb8gz31gt3Nby0omCIIgLmgddz34oHgDU+mWD9lPOQjAcFWofUnFzoDwsPVoqnzZvgIrXiH/ftm9V3asU4Qyyb5CKJjq3zNUrlvbvBYgFPrIHWJFjW/ngcDBAsXf7GWY1bRGQ2srA2XLq5ZgwAAgYuGr0nla2qCi1J+VfSjhFiYCIgiCIC5cHT3AZ4ezIWrqmwPeUx1gHhdet6ImQ6H3i6LtyIB7JvI+RJsBMXzSW6ouK9WZf6gy17HRUyhtJh0yorltEAvLpGpb3eIf7V/8UPbwq56/d7Tgi5hZy0H33j3O7QDwU/X3ghK4M/aB22Lv98ue32rOnGOAIAiCuMicX4lz28Uhm6RiTzmbnI3kNVn6wK/2yweqfvL6btdrAQAxJjb2aanqs0D+I+qsDUCpQPELxa/yKXObe82keH01/11guf8WdY8uABA4XFo980MuMba5OXB4SvV0ygwAqBVtv1T/kKLp1E3fAwDiapKWVy29JGSIkTE3q0CCIAjigtbR7+AB4FCt6BZONxffPD6i9pvK0Rr1cu/RG30m4i5AgLhQoWQGAIjlsyhdb8rQ7OkAgUOFbFxUMLrLda7qNz5SZ2f4duQ0/3vU+7h4loADo6NuDr69M/ZBDPjb8i9bXCBBEARxIeqgd/CFDqnMJQe3RRlKXPLG0vqH3/EGJs5w3IB20+jwshfyesuMTVZyRSmNZQAAEM0mvi7kPyz7CmT9JVLlfFXmuha0RPF4KW19LkbapDffNso+fymla+Eagvneg7mefbGqxFJvoSDXf6N0XZfNtX9cGXY9WWqWIAii4+igAf6bA96/y+qHnokKdvjxe1vqp4wPTuAf7XXc8jOMmY3/oDOFYLRW853H+6zJENxPGwZR2ixE6wN5k5nIe5o7CT6IT0mwf/59Q5jXXtqzbuFy76YdxjHD6SMVNV2+54CCMQblT/saGWRREVWUSgZZASjwHiIBniAIouPooAGepZCM66e9IQAFoOGtqrGnFoYrLLXfVI27NeKmqponjHrKvkyyrwAAUAS57jvAWK5ZHPAXAUJs5INNzFYbxESG6odeUvH8e/qrByGGcf/xD985mUuK9+06oBvct7nfy8yGZugzg9sCFqr8eVHqWANtMuhNJpY8gycIguhAOmiAn9pHP7VP/XJJl3xR7RXx8nGhpzke0aj0hdwuV4e+YTHTCGHEKHVr2LiXANGIViPGJDs2glQtu7dxsc1eKt404To+I9W3dQ8WJcOIIdoBPaCl6+P1MV3ax3Rpw1u35GIoRkW1sMOfIAiCuHB10AD/zQFvw0KxHkFBFHphvSP4tnckNyb9xIhIaWnz2Aj7kspBj8YDgOjZgxW/UPoOoht60WXF+Q+Aonj30er05rZHnd1Znd355P1ieRXiecZiam6BQTpGDwBuyTnr8Iy746dE8bEtK4cgCIK44HTQAJ9kYhoWkVtT4EcIOoUwHIUAINHY+M8kZkaq4pUBYI7DdYVlYlLlfABQZf6GGAsAKJ7d/v3XgezFyimn1LeAcLis9stl4c8/wMVHt7gQHWO4IvTaYt9hEuAJgiA6jg46Ta53JDehiyb46mxhjTzlDODg2x4RbKOn0AbG+mm542drOE196FUz0Y8AYxRL3gx+KhQ9i5CWTXxXLJkpWVuYd/Zk2kt7mm8fXTX9ff+B/NaU0988uJ/pMgD407bGK3vOUusIgiCI81cHvYM/Vo8ItjbAGE+9plwDTXd9xcyC0Rv6fOBwlYbeF1n9pWT7lomYiH0HwV9EaTqxERNpwyWB/aMR0HTouFY2TCx9W/HtZ8LBcr/Lt+Mm7EuhdMEJdYhLfBOx4S0oszJQNq/4v1OTXmxl2wiCIIjzHAnwAACRWur2bpozHma8OrR8Wr6w1n5HX92HbuHNhFeFw0+Lhc8o/kJQvFzCGwBAqTvxGcsC+8eyYjUT9UDr2oWxdz8b+ywTAkyIi1LxiOdk12a5djWijS0r8abou4IbdaJdx+gZ1Hh3BUEQBHGh66Bd9McaEMP3j+ZKXLJLwGc4FIFpdHjZS3m367SbA4F8/TWUJkPxFwDF0WE3U5qM4FGUurOq62qp5ivh8OOAhRY3jI1+FCs+xIbTltFc8u1M9I10yPVK3QYm/AWg+BYXG/SHbfXLB6f6m7n2HUEQBHGhIAEe+sdwvSK5L/Z4vj71kjNBjp+s1R8U+/d73P8rnajXfeR0swmvgeIH2c3GPH3skYiP47v+gsVqf84I7D/cwpZRKi7+FaHoOcD1Sfekqk+xoK6ctsO360ALyzxidOTN9yU8zlMqAAiuQUcQBHF+wzhQhAOFjbwk+5nP7nhIgK/XPYL7t+J0d9vONbaiyTmAQeKp4mdzxxXhrQEhl+2khN250PxkLtaecDyi9Xz6l0zoeH/OcKlmUctaRVvGAq2TahYCAJbqxLJ3+G6zwx6baJu70P7Z91hs1TqwCeoUBCjfe/Dp/ZMLvIdaUxRBEMS5hv0Fvh09/DnX+veNOe61+zIh/8H2bt35iAT4en2juH/LBeUUt7LONbbCSXsBodQfuitzUkUeHbpux3+rOBbQ3aqH9hhviGEYqUbw7nQdfx5iIu/jM36QKucFDtyA/XktaBiX8IZYMhPLTrH0DTpkJKXpquqSFv3ec3KtwzrnixYUeIIUTafJ8fW38gRBEOctpEqhLWOY8DvUPXYcfWVvAsbERk9tbmk+CZccWZHkYkUG2dUL01AmFZVfK6WFnPgzcfxsLbwnB1Eo5btsbV/jns503lsx4x4vlUft/s/iFEO6eptfsFb4PdfvEisCiZ92M15lOfZ0StNV1e03oeg5/57Lka43bb4KHR9N6ZDrg5PpTyDXrcVCCQAgdVJg3/XYX8DEPStVfwaAmNDxYY/dheXTLYLXdGna+tEDb+W/kKbtMjby1tMcnOPa2UWfjaCFufYIgiBajEt4zb97EBN2S8PaH2LZe7T+Ukrfv7lFrS8JrMrzzbnyYs7hTQL8UU/01dv9yiO/1r5//D959Zxixa+kr+qh7WsEgHsMulljIwu+rkvd6Er71v7x42EfI51n9C7z+AjjVaH543bGv59hvPb4xLeIwf7DGIvYvU1xbgDagGgDAAIQcaCC5+Jo07CT2yPk3oNlBwAFgAEUAEosfAVAAcCIT6CNQxBd3wFT+8UyNiFaN6hvi3PcBj2Q8PQe5zY48lT+5Ch+wLX3PwXTxkXdMSJ8bGsqIgiCaAHERTOR9wglr/Kp8wEAB0qlqs9UmX+0oCgFw6m6bC8apIv+qBEpqiqvvLnsxCfxdAhL65nquaVYrv91uJvSsG5FQVClQVlOCIzaYx4XEfVskqaHPuW77sWP7Hessp5QCGUYAljkYh5j46dT6jSQ6ihtd8SGAUVT2qxG2xPcz8a/wiXP4eJe5pJmccmzERsCwND649ah0Q7s5fp5fcXz7wUOFLTmJ2BgjJeGDAWAva4dT+27N89z3FA+DPjjkv8yFLe8aolPPpsJ+wiCIJqIjZ6quLYozk0AIBS9wEQ9gEiOzlMgAf44P+X5Tp4sl/hxF1UnjXtTXeGkHCxjl0tad/228HJh01iTkMDdeUv++uH6nEejZJcUKPCdKsYz5uGINolVCyhNBhv7HJMwE4s1insn4mKwt/Eh8XynrwAhybqECb+ViXmMibgduFAs2rmYJ4A6btY+lxwf9caThhGDa2Z96li2pvU/h0x9zylJz5tZCwBYhWoFywCwpuZHh1T3Svp7NNCfl37Y+loIgiCajVJxca8IRc8pzk2KZzsb1YzhdTIGR0AJvrwiFhXc8PYsPfA8v5Au+uPstYond9pQGjp1Wfe8MTvdG+uK7ttXcMgVUibsvkx3+dyuVbfmGEuFTRMtfxTZIyaXKnm+1O+7a/sbjdeHVb1ffGxHvVg5D7CIA+Vi4QuIiwAA7N0DiMH+QqHgYaB4OvRGJnQ84hOOVkzr2ahHxPI5St3vlGkoYFnMvQfROibumUaajpD2sj6a/j1aObS+Qbw6ObixrHJhoTf/xfS3l1Uuusw8LJqPmxA96YuyueX+kmhV3FmpiyAIouno0LFi1fzAwZu5lDnQnNUyF+/z/mdL/VBoUQFRVi5fVBN82zWU/fL6kLPf1naFML6wn0KsWLFi/Pjxfr+/xSVsLA38b2d9evZcu1jjVQbE1qeRMfGoYQiG4pFzR+4QSvyCgjdfpr1sbtcsFQ8y/rvzX4KiQBRf0EU16sa40rtzTKPDXX/Wpv/ck406mo4Gi9X+XQMoPk72F2h6HZDrfhPy7qHM1wEAn/aJ4t4qWb+WbcsRF0GbR9DmEUf67RXflgSgaHXvArHkdbHsP3znpbTpyqZ8r5rZnyser2HEEHV251Y+m68T7d9WfLHV8ff4qDsGhgzjKdUzB+7jkWp6p9mtKZY4lkajsdlsavVFtbZvTk7Oli1bunbt2rdv382bNy9atMjr9Y4dO3bEiBEtK7D1f+/ExUHx7JEq53IpLe9K/LnAvyrP98Hw9hlk1zZ/76SLHgIyrvMrwZeCAQM0vPWKR69+KC2d9mMPPlnjG24ePLdblooHAKBRz9W9dDWSMT+w+/nY2b1o3fVhNZ+Wm19Oaoju+wXx7Ton9h+mDP2x4gfFGzh4cyD/QaBDlNrVlLYrluyUrjeX+La6134u8R1QfIHcSb4dWcLhJ2T7Kjbpv1hyCMWviuWzkaZTE6M7AIQ+eKu2f/far5aXPTrD/ec/rfkRCVjYXLdhTOTNhzz7VtcsB4D745+qCJRsdWxqTbHExW3hwoXZ2dkzZswYPnz4zJkzR48eXVZWptFobrnllk8//bS9W0dc2ChtZmuiewdBuugBIdBy9Te4rB8QAAbQcQgAVMxxF0CUlk7/peexi73LTqnw7pyQGyIcK633jMvbN8Lo3eSY927M7Y8eoC1sxGDLfkG8vcYayzBy4GfFtQUrAcRGyo71gChgTIiNE0tep83XISbYNURR+n6Uvh8b/6riO6jU/SZVf6m4NgPFS+VzABCf8lEzvhfL6IZeoht6iX9/vlBY2pof0dzCd3iK4yl1F102APxpW7PfvZtB3Gel/9fT0J9C5DKRaMT06dPnzJnz4IMPVlRUpKWlPfroozNnzgSA6667burUqXfddVd7N5AgLnIkwEPXUO72rvXbP+R6Kz0BFQ23d9XCkTB/GravKsQqIf2XXv6p3oNXbO2yAqf/0nOMQfl7u8f60qHYX3s+YK3lEXrfEsKgJ6SaJVzsE1LVQmD0lK6/4s2h9AMp/QBEpZ5cMqXuRKk7MVEPARZl+6pA7iTEhQf2jwYmhNb1oXS9KV13StMNmpCgRpWRospICW779x6yzVuqHdhLO6gPGxkGgMWiV7DsOvksxIawcS8Ft+1iTUAJLCr7+NgDFCwLGPkV72FvXrQqLjgijyAalJSUjB49GgCioqI6d+48dOjQ4P7evXuXlJS0a9MIAlgKaOoiz+dBAjyEa6gRKfVhcneN8EeRkF8n94vmLOoz35iG3Rfr3erMn7A7eXFWdumgQKGv9rvq7ZJv8DrPtM/iy2tsRopaEh4WR9O+vYiNfUayfo34GNoyUq5by0TeJ1XMwcxv+/quD707OvbN9MbrQCxtGa3iYyltNiBG8R1SXFsU93ap5ivFd5BSJVPabErTDWm6UtrMIz0Bp6Tqlh429U73n1sqX/wvbdSHPnSr4vsHMSG0+apjD5PtPx2bd+/tjHkSlk4ujQJKTWsOefYtLPt4ZucPSPYb4lidOnX6+uuvp06dCgBr167VauvTOf/+++9du3Y97akEcc5dnqDqF93aVbvOc2SQ3XE+3e159x/3+AyVlqWe6qdvyilYxkX37pNqxeTFWTigHLjsX6Ei8PqypAOJnAQ4lqa/DQ9zPp1b83FZ7NsphksnMqHjhJIZlDYb0XrZc9mhq7KYUFasFMLui4196xQx/pR1C4p3n+LZrXj3Kt4c7N0HiKc0GUjdKdgBgNTpiA09xbk4kFvIRoUDlRc4cBNWPgOkVXVLp1Q8lhz+XX35zkspbfcz1C+KAIDY+jVn/Yrv2f0PDLFcNTry5uZ9EeJiHGT3+++/jxs3Ljw8/I8//oiKigKAurq6O+64Y+3atUuWLLn++utPc67b7b7xxhvFk6aEWK3WPXv2SFIjl5sEcQFpm793cgd/nGQzHa2nJnfXPfuHo4mnIBolzOtyeOLew7fvMQwLwYJM3xlpM1A6u5gWpdkbEBc+vPvSn5wIoHJmET3zMU3mC1zsc0CphOL5uSPv49M0ndb1sS+qKHn8IJZw3HudmtFcxFHa7seGYSyUK74D2HtA8eySrEuwLxcAI1UqpU5DqjRKnYz4ZEqVDLQWEOLTkwAAIJs2DZOqP3f92sU6+3MuIUY7ZCufPOL00V0srayZ/ZlYXAEI2ISYsCl3sjERKko9vdNsu2gFgBJ/4Trrz5eHXhOnSmzGNyIuIkOHDs3Pz9+8ebNef/RauXfv3tOnT+/e/QzXjlqt9tlnnxWEE7NOFRYWvvbaa2e/rQRxMSJ38Mep9SvrSwKj0pp9VYUlfHjiXu9WZ+xPPa7knSan/M61BbvGhfjrxM6r6zzx/LDPs/PG7JRrpcRN7OT6AAAgAElEQVR5H6gze4hl35a9fKvkvLTTuj6UigIA64KykscPht4d07wYf8aGiVbsz1N8udifr/jzsb9A8Rcg2oBUyZQqEfGJsmszAklx/UuZhgJoZEcVyJvpkGsoLppNfNPx/Wo6xMQlx7ExkQ2ZcRWfv/SBl4GiDFcPAoydv2xAWImZO51SHx0QEFD8622/hvGR3Q19inz5lYHyHoZ+HMWdxa92kbn47uBPNmzYsLVr17amhH379o0fPz4nJ+dsNYkg2gW5g28HZhXVEN331IhpZkbFNOm5MmJQ0ufdFK8c0NFxVZ45aWERf4ex12wL5PnsUex3C5JHpGjSf+196MqtZS+Oj3//Ee+2bpLtks4b+yC+PmqGTopRvErp84fo7rro22OOLdylKHqqhSPVERuK2NATVmLAQjn2H1YChdh/WHH+CYAAY7n2FwAWsAyIlWtXy6DQllG0wePbVer4fo1kq9X0zgx77C4AcK/dhAUhbv4blEYNAIbrhpbc+7x73WbDiCENVfCU6sqw+j5YGctb6v4yMMYMXVaJrxCD0pBFh+hQNm0i8yoJou2QAH9Ki3K88Ub6gR66Jh6PaETrGQ3A95FhAOCr8gm5PlWqOiJBNeXa3KoH/IYpcem/9t42UC5//WHF3TVQGhBKA3yK+hGr/XKVaoxa7VhjRRR6xhIY6/GO0dYno13q8X7kdK2LijiLXw1x0YiLpuBSACxV/B9W/IgxYNkVHCSHEGBFQIgRiqfTllJt/2rdZSGIiQaoEIpyKS5Oqs5hwq2VLz3LmJPoiCh19ww2MixwoACOCfDHStakP5L4XHD7sC/3t5pVDyY+HclHH/bmGhiThQs7i1+NIAiCCCIB/pQe7aPbb23FWB4KAIHskTrNzpBdkn1J5S0l1bc/X57gkOr+GrD2n8yRE/L2D/jnsxXp66PhUZ0uf9wu94balG+ycTZ+rdaBAcZqNd94vG/WOnrw565nGzExT4hl79KGy+nQ8YFDt/GdvxarPsGOdUzsC2z0FAAALGOxGgdKsFCGhQpFKGHjD9EhxVwsjaUaULQghmj6SbQ5KXCo0LlyN2LCkTqG1sbxXfuoszOD1WBZCfbwDwq5clBIfa6enc5/U8pmqkFCgCQsUkBRiD7y06P59MWnWoaHuEDNnTu3vZtAEB0IeQZ/Dlk/LSt7OZ/SUJ3W9OYSVHW7nLlXbQe/UpuuemZh/GPLvInzq9g6ybiuJ/fCYdef9pSvsw1XWvwYT6qx7RfEqzXq1V5fN479OMzCnynXbPn0fN0lJsOVzZ+Mrvi9O7JBsqqyN2N/MeJi/HsuBSZM02MXUI3PIZGqbWVTXlNldzLdcDUoNufqH6WKfZZ7hiLepbhLFU8xFqqxUoNoJ2KNiAkFHOLbWamIWiybEWXh07I1fQcjNhyLWv/uEYAOIX5oKVR4wJOhy8YAbte/aqFc02s3YmMabcBFqSM8g2898gyeuDiQZ/Dnhbf/caloNKW3bvwy6/Vp6ju6aZt+buhdMQBQ/nLeoau2xb3XqfiBfRyNIhdm5gxSh1W5ygs8Zg2KqVD8/bf6KQibHMcnqwFAhdCCMMuoqurlHm8iQzcluhfeu692SUUljVKXZhmuOsW8uFOhVHzS24G8+wIH71Rnb/Lv6oMQxyXPOlV0BwAm3GK5/xb7/KVVB+YCAMhyyL1Pcyl9Tz4Si1Ys1mCxiomtxu5yxVOq+CsQvVYo+A6LVizYAEQArPh/jcYIIVoWywCQRvEDgP2TZwLetJVdKtNNfYb0nwQAcp3T/ecWSqNGHIs4lk+KYyJDAQAURaqxAwDSqBBFUWoVtHTIAkEQxEWDBPgzuDdbe8MyW6iGyq+Td1YJjQb4aq8Srmk8ooTeFYNlXPFqfsGtuyktnfRpN8Nwy0SATf7AVy9GKBiu8zCT7in09dHbfBL3u13vlg8O3SpEclm3mqihugFLqzfEuHtGa5hQjjYytJHhEtTU8Rl4ih/aX/t1ZeJXmY6VNfk37k5amGm6rnlPtemQUZTmA8W9PVAwVfHlU/q+tPnq05+iG9JX3atL4MBhAOA7J9H6xkcqBIf4AWQAADR24RHInypbv0CIZiPuxYoHy27FtQWEUoxoTe9ctbL1FsUO6Dvf9ncV2lAk2DmLMdwRpbg5B1BGqYuO74sYs1jhs8//RfHzsksABRuuHWK6cQQABHILq2Z8iFgG8RwA6IcPNI66AgCEw6W1Xy6rbyHHaQb01A3qAwBiWZVz5e8NbVP36qbpnQkAUo3dtXoDAABFURoV3yk5mBlQrnW4//wXAFNaDQDwKfFcchwAyC63d/OuhnL49DA2kgMAxesPHCpQdUtHDBOsG3HRZ/rHIQiCaCHSRX9mxU55wnKb3adcGsd+cs2JfeBVXnnoopqceyJPPjEgYwDgaVQzv7T02dyURVmG4RYAmFxj2xwQloaHWhXlAavtBq0mk+O+dHnKZbkrx6pEJf+wN9bEvRtm/uKjAn+1MMCDouuw7JBkh2S5LUrbz3joqm20jol4MsGzuc7xs41PUjMWltIzvv0euSoQ/kh8yK1RlW8epvTMD5epfCnqW76qAwBKS2MWLfd4u3Bsn6sj+QRVzYIyADAOt7DRBXLlCKAErPDe3V8p3jQA0A00sdF87ddVJ2wfSzfAxMWp7EsrAUA3yMxF8/YllSceM9DExaqC+4/dBgCEBG3foYjyYzSSi/+w9rscXe/hgIAxz6xdVX+RgagAYuuAcUC2kzY7YFutSFUfDt0WYqQjazQKbZfoGp4NUKwbABBlQqxJsmuwqGcsoUhl8O+nFEELog6QGWMjyHp1ZiQO+B2/AJY5dTdakx3uXCcBBiyIQnE5YAAAdTdK0zPKvZkBDJrurFi0z7URQMFYlJjIMDYqLHiMkLvT/Q+DAyKfIugGpvgOhgAG2eUJ7KvPA8inCMZrpyOqDBQWEABWgKEBABAGJcB3/oY2XRE8knTRNwXpoicuDqSL/nwRb6DnXGmasNzW6KclDtkvNX6R9OAvdQwN/7vaHHZPbMhNkbSeAYAX7HX/BAIvI1MGxwLAbItlis2WzrI/RIbVKcoeQXzcZmcS+VyERkuOH1/s/ECN/UdJet5sjKLpcJo20RSPUE/XMNkplT6V61hjj30nXdffhCWsuCUAqHinsOr/SrT9jKaxEYpLGtBZPYV2mdKpGzRaySN/anf5dNR1BjXiEWIpxswCBqAQYrsKZdewsT8JJdcJ5YkAIgAoHhlkkB0Sxlh2y6yEg9vHfkfZIysBRaoTAUB2SIqFbeQYp6T45PpjjtkGAADkzXlMmzkTwQ+K52lV6mMYEOBwzN0u1ZUfOYYCCAEI0aeY+TC19UA5AHQZ9DQforauKBexWOor1NL6cD7SoVSsSVnYp2tWak64SFlrqaKoKCMSHYitpTTFwLgpxo1YF2AvpXGbRjoBEEJ6LBo1XXgs6hVZq0rTKqIWZDUXF0brLZRaxLIaULhmQJhQ7cGSDss8lvT17afM+quHBarKAUA3yMwnqV2bg23muE5dgk3XDTJT7ItYURRZi1g6mPMAAECswwAARwYVEgRBnG3kDv50bvjBVuKUg9tWr8IxWM/SgAABjO+kfrKfHgC2Vgg3Lbfl3x918umXfVXNUGjdLcd1mO8TRB2Fhn5i3XBrWJSOBoBdghBO01F0/f/rF7k9N2g1HEJ+jFUI+TF+1lZHI6iS5SpZrpYVLUIhNFVSpXw+6hCjobdsyBRZSk8hLUIqhIwHvNzlu/hbI7t+2AUAvBhv9wcesNmvUKtzRbFKln+Oight7BE1Fq2BQ7fxnRYjpq0XSPbv7IMDxYgNV4RyQEiVsZIy9D/zaY0RFAEAOIqrFip/q1nZWZfZ09hvt3PrR0Xv3RR912DL8BJf4Xbn5t7GATGqeEl2e4VKPQIsu7DkANmFZRfIbiy7QXZh2XFk24NlJ5ZdoHhA9mLZCbQWUVqgNIgxAqVBtAZoPaK0QKkRrQNahygV0FpE6YHipZqv5NrVFJ9IW0ZiikWUDsseqew9QEjd82BDLmFyB98U5A6euDiQO/j2l2CkqSMXQHavrKERR2FHAKeZmWhdC4dxdeFYAMAYu4/cxGZzx82Cu0VX/5hfhVDwv7NCj4u4dkWxyco162pc33Y3XL+j6+V7Nv/atYpDHqyo93lHjDpYka3+7pXwBQAAcEe1tUSSGUC/eH0AQANcW1EdRlMrI8MB4NZqa41cfwXDIaQK/RJskomyzQ+zAMD9VrtVlgGABqQ9suySkaL+azEDwJO2WruinPDtzBT1nsUMAE/baq0nfRpCUe9azADwjL22Rj76aUzYf58pHU0JpQhxlOGSV+XOTlvtCedqEZoRYgKAV2rrnMqJV6UahGaGmABgpsPrVDCAB4AH1bh/JfjSVqtBqe91+YRGzCu1dTUSb5UyVjiw3lNbK9qKfPkpqvj5UT12O7dOcytmPtPAGv20zyO5DRoTi1g1gldMahWlOrZeTvFw2Mdhr1lxPqhjsOz92lkpSx5W8XOyR6XYGeznZJ8Gu7JYDLIXA1IChbXV32BEMZ1/MBQ+DABMzBOnXCmAIAii1do6wLtcrsWLF+/du7eqqkqSpKioqOzs7JtuuslgMLRxS5qiTyQXoam/sd5VLRlU1DXJ6nKXrIDy8gbnSxucDUemfFQR3OBo2HR7pFl1DtdVC6GoEIrCDsDhXMa2/vt7bb7iqv0Zm/sF8jwHRh3SZhv6/tbr2iPx+NuIMAVgVGVNmSiJCF+pVk8zG5kjw/I/CA1xHwlaAsZ+jAFAc+Tc500Gl4IBQALsPXJYQ6SfpNc5Tgrh6iOf3qHXuU796W06nfu4T/u4HEMMznUAmEudd62itssnnms60utwvUZjPXJR0sB45NMRGnXtSecaKUpN8wAwQoNrZR60piMNigFDTPDcVG3GDXI+x2h0tKoiYNvn292J7xarSij17H4057274h4Zoen7r3NfjntHb+OAGG1CVaCi1G9L0WdQuiiHVMuhap6JYhCLAQPGMqJ8ABxF8SoeAIrLP44pfoaj1DsyNl4m7ZVdWxCt46KfAIIgiHOmTQP8xo0br7nmmtTU1AEDBmRkZACA3W6fP3/+008/vXr16r59G5ln1b4mZGgatj/f7U020U/30wPAxrLAP+WSI6DIMmZoJMjYoqaDQdMpyAM+rwqmhBMVDIAy5tUPKOsRybw15Oi9eKVbVgUvHhDE6umWXRFw0XzGP/329flnf9/NYllA28OQvqYnHLPIcTC6V8rSmpiIEkG6w2pFAMGbbAAwU5T51D0R8czpfj2CXRGn0u20n2ae9ClO/59/e1c64m7Ehp/+96D3adP+9ONPt/7jaT7V0NpbzEfy6mhSwZx6ZLvfPWFfBzezQjoVqdlYVYyOURcjtNVf3o1OBoB8z8Hcmh+vixjfTd/jD9svX5XNeyjhmR7Gfhvsv00r/unG6Ildou92lr+jFgq6Ob5USt9BAFzK3NNMRCQIgmi9Nn0G36tXrzvvvHPKlCkn7P/yyy/ff//9LVu2tKDMNkt00/Xjqv6x7CfXHLfgepVH/mSX55Pdnod66R7voy92yvf8ZPdIWMUgDFDilChAsQYaAAQFVzjlhgXTMYZjJ7e/Odh4Q2cNnJZbwLf+aBOO3J0esouxelrDUgBgsgpPTs/VZ+rSVx8X3QHgfqt9h19YHR0evAPeEhAm1VifNxkbHgScPxRfLqVKBHS6K4MLi6AIFYGSSD6Gp1R2+xr+0ASEaMAypU5TZf9zwsHkGXxTkGfwxMXhInwGn5+fP2rUqJP3jx49+tFHHz39uX6/f8aMGSevA52Xlyef1GF7LsQaqKywE+8dI7T08CTVJ7s9j/fRA4BZRd3WTZNsYgbG8rurxfHLrDLGxQ5Jz1F3Z2t5Gkoc8u/FgW5h7JrD/pGp6gM2EQAQgrVFAQ1LjUhR5ddJC3Z7Lo/nr0hUHa6T5u/2NNTVN4qv8MiCrARkYCgAAJtPrvbIgAA46oOPutzWXZ9OoUKH9Mkuz5AEfliCqtAh6Q/RQyT+nQIXT6NBcfyQeP5zbejqHN8fUYEh8XyRQ1p6wHdMFVzDzmO32+qASAB/3yilXdtwNg+ocFFLD4T3jUJD4sFFD7Wh/jH4bwCKS//ijL9vBEEQrdSmAX7IkCHPPvvsrFmzIiKOLp1is9mee+65QYMGnf5chmEiIiK8Xu8J+2NiYszmthj1fWtXTe/IRjqHj70R13OoIRNOVjgbrqUZCv12c5hbUNQM4mgkKTC6RozWUWsO+ydm6cpdUsNwsfQQBgAsaiorjI3W0QBgUlGZYSwcOSDFRG+5M8LmU3497O8axo7+zvrmEJNbONoBE66lAUDLUl1D2XANDQB6juplqr8hDsjYpKIAIJ5nwngmuK1hKTNPKUd6cY7dSQ446wf8xc0ZHRgAljGU+myuCEwQBNGoNu2ir66uvuuuu1avXp2UlGSxWBBCdru9oKBg2LBhixYtCgkJOXMRJ2n3Lrsar3LFkupdkxpJdNPoNLmglI8qfrkpPM3c8mnQKR9VfDrCPChedeZDifOG4tyItFmI1p/8Eemib4p2/3sniLPiIuyiDw8PX7VqVVFRUU5OTkVFBcY4IiIiOzs7Pv7/27vbmLaqBg7glxbYWyktUDvAhw6xY5EgLtY5JGYuaAaM6eJe3DICYYuMZVFHfBsbHwgypzEQFjaQqIiTYdSNgDASFtwM6wQlokwIqAOBCRRWkMlgs7f0PB/uY9dBeRmOe+5z+P8+9bbl9r9zz7l/6PoSIGaMe0uzVOa03TmOW+u/yH2qF8+5cG74uPSFR6aMoB0BABYKCu+D1+l0Op1O/McV33vrPae6aceqJf9R/qtPMVvmJgv0ZOf1aAAAcG/hg27oOLJONfOdpnV5j3bmOwEAwEKFp4kBAAAYhIIHAABgEAoeAACAQSh4AAAABqHgAQAAGPR//yp6uVze0dFhMBgm32Q2m/v6+lyn/cYUkRFCrFarm5uE3t5GCOF53t19um9wEZ/FYpFaJJ7nQ0JC5PJ/9ebGaVgsFpkMv3DPQOLrned5uVxO9zhSXzs2m81ms+FAWK3W0NDQqW4VZ72L+kl284EQ0tTU5PTj6EtLS41G44svvih+qqm0tLRUVFQcPHiQdpDbTCZTVlbWe++9RzvIbTzP7927t7CwkHaQO+zfv//MmTPz97nIS5Yseeihh+Zp58yQ+HrPysqKjIx85JFHaAWwWCz79u376KOPaAXgOO7ixYutra1JSUkUM2RnZ69fv3716tW0AvA8n5yc/O233051B5HWO2FXYWFhYmIi7RR3qKmpiYyMpJ3iDr/88svKlStpp7jDzZs3Fy9eTDvFRBqNZmBggHYKmJIU1vvGjRsrKyspBhgdHV26dCnFAISQoqKihIQEuhliY2MrKiooBhgbG1uyZAnFAAI8JQgAAMAgFDwAAACDUPAAAAAMQsEDAAAwCAUPAADAIJYL3tXVdf7etTw30owkqY8K4DhOJpNJ6qMCBBIcKHAkhcUll8vpThIprB0cCE4aB4Jj4H3w0/j7779v3Ljh7e1NO8htNpttYGBg+fLltIPcobe318/Pj3aKOyAS3C0prPf+/n4fHx+69UZ9oloslr/++svHx4diBhwIAcsFDwAAsGCx/BQ9AADAgoWCBwAAYBAKHgAAgEEoeAAAAAah4AEAABiEggcAAGAQCh4AAIBBKHgAAAAGMVvwAwMDzz//vFqtfvTRRy9dukQrxu7du10clJeX083W2tpaUlJi33SaROR4EyLRHbGOjo6oqCi1Wh0QEJCZmSlcKYVRgunROhyznzDzrbu7+/fff6cSYHx8/PXXXw8ICPD398/NzaWS4aefflq3bp1CoVi1atWpU6dEziDB86qA2YJPTEx0d3f/8ccf4+Pjo6OjR0ZGqMRob28/duxY2z8iIyMpZhsfH8/IyLh48aL9GqdJxIw3ORLFEbNYLOvWrdPpdD///PMnn3ySk5NTWFg41aNLZIKBgMrhuKsJM69GR0cjIyNPnjwpbIocICUl5dKlS9XV1bm5ua+++qrRaBQ5g9VqjY2NDQkJaWpqOnToUEJCQmNjo2gZJHhevY2wqLOzUy6Xm0wmYXP16tUFBQVUkvj5+V2+fNnxGlrZjhw5InwGfnJy8jRJxIw3ORKhOmK1tbUeHh4Wi0XYTEtL27RpE/VRghnROhyznzDznWTPnj2LFi1KT08noo/G6OioQqFobm4WNo8ePfr555+LnKGjo4PjuO7ubmEzNDQ0Ly9PnAwSPK86YvMv+JaWlsDAQK1WK2w+8cQTzc3N4scYGxvr7e1NTU1VKpV6vb6goIBitvj4+Jqamri4OPs1TpOIGW9yJLojtnz58pycHPt3QA0NDclkMuqjBDOidThmP2HmNUZpaWlra2t0dLSwKXKAuro6T0/PkJAQQgjHcQcPHty+fbvIGXQ6XVBQUF5e3vDwcFVV1ZUrVyIiIsTJIMHzqiM2C76vr8/xS6V8fHz6+/vFj9He3i6TyTZs2NDW1nbkyJGUlJSqqipa2e6///6QkBDHr3hymkTMeJMj0R0xvV6/e/du4fKFCxeKi4uTkpKojxLMiNbhmP2Emb8MPT09KSkpJ0+etH87qsgBhO9t279/v5eXl0ajSU1NtdlsImeQyWSfffbZu+++q1arN27cmJaW9vDDD4uTQYLnVUdsFjwhxMXFxfEaq9UqfozQ0FCLxfLSSy/5+flt3749MTHx008/lUg2bopRohtPCiN28+bNN954Y9OmTYWFhTExMRIcJZiA7uGYzYSZp4cmhCQkJKSlpQUFBTleKeZoDA8PNzU1qdXqzs7OmpqaoqKivLw8kTOYTKbNmzd/8MEHIyMjRqMxPz//7NmztGaFpM4YbBa8VqsdGhqybw4NDfn6+lJJ4viFxKtWrerr65NONqdJqMejO2Lt7e0Gg6GxsfGHH37YsmULJ9VRAkcUD8csJ8w8PXpubq6Li8vOnTtHR0etVqvFYhkbGxN5NLy8vLRabWZmpqenZ1hY2M6dOysrK0XOUFlZ+cADD+zZs0ehUEREROzdu7eoqIjWrJDUGYPNgg8LC+vo6BgcHBQ2v/vuu7CwMPFjlJSU7Nq1y77Z3t4eFBQkkWzcFKNENx7dEeN5Pjo6Oioq6ty5c8HBwcKVEhwlmIDW4Zj9hJmnAA0NDTU1NR4eHgqFoqys7O233w4ODhZ5NFauXMnz/Pj4uLCpUqmWLl0qcgaLxWKz2eybhBCe52nNCmmdMUR4IR8VGzZsSEpKGhkZKS4uVqlUw8PD4mdoaWmRy+VHjx7t6ekpLy9XKpUNDQ10sx04cMDxJetOk4gczzES3RErLS318vJqa2u78o/e3t6pHl0KEwzsqByOu5ow823r1q3Cq+jFDxAeHv7yyy+bTKZvvvlGo9GcPn1a5AydnZ0KheL48eNms/n8+fP33XdfSUmJmBkkeF4VMFvwg4ODzz77rEqlMhgM9fX1tGKcP3/+8ccfVygUYWFhX331FfVsEyai0yQix5sQieKIpaenT/j1NzY2dqpHl8gEAwGVw3FXE2a+ORa8yAFMJlNsbKynp6der3///fepZKitrV27du2yZcv0ev2JEydEziDB86rAhRAixhMFAAAAICI2/w8eAABggUPBAwAAMAgFDwAAwCAUPAAAAINQ8AAAAAxCwQMAADAIBQ8AAMAgFDwAAACDUPAAAAAMQsEDAAAwCAUPAADAIBQ8AAAAg1DwAAAADELBAwAAMAgFDwAAwCAUPAAAAINQ8AAAAAxCwQMAADAIBQ8AAMAgFDwAAACDUPAAAAAMQsEvXM8884zLJHq9vqury83NjXY6AJitxx57zL6EPTw8nn766dbW1jnsJzU1NSUl5d6eAYR93qu9wV1BwS9cX3zxhclkMplM+/bti4qKEi7X1dV5e3ufOHGCdjoAuAsZGRnCEjYajbdu3dq2bducdzXjGWDNmjWNjY1z3j+IxpV2AKBGrVYLF5YtW7Z48WKtVmu/KSkpiVIoAJgLpVIpLGGtVnv48OGYmJi+vj5fX1/hVkIIz/Pu7u6z2ZVCoZj+DHDt2jWe5/99Zphv+AseJrI/QTc4OKhSqQ4dOuTp6enn55efn19QULBixQq1Wv3OO+8Id25vb4+KilKpVBEREcXFxVSDA8BtPM/39/er1epz584FBgbW1dU5Xa2VlZWhoaFqtXrr1q1//vkn53AG4Diuvr5+7dq1SqUyPDy8oaGB47innnrq6tWrMTExZ86c4aY4A0zeJ9BBYMF77bXXNm/ebN/s7Ox0dXUlhJjNZo7j4uLienp6srOzOY7bsWPH9evX8/LyZDLZjRs3bt26FRgYmJaWNjAwcOHCBV9f36qqKnr/DoAFymAwZGZmms1ms9nc0tLy5JNP6vV6m81mMpnc3d0TExNNJpPT1drW1ubu7l5QUNDT03P8+HEXF5cDBw7YzwD9/f1KpfLDDz/s7e196623NBoNz/OEkBUrVtTX1xNCZr9PygO0UKHgYYaCv3r1KiFE+DW8qamJECI8O/fHH3+UlZX5+flZLBbhBzMyMp577jka/wKABc1gMNj/ZnNzcwsPD798+TIhxGQycRz366+/EkKcrta0tDTHtb9+/XrHgs/JyYmMjBRuGh8fz8/PN5vNxKHgZ79PEQYBJsP/wcMMNBoNx3HCU3b+/v4cx7m6/m/adHR0DA4OBgQE2O/seKIBANHk5OS88sorTm/S6XTcFKu1p6cnODjYfk1oaKjjD3Z1den1euGyTCZLTk6esOc57BPEhIKHufP19TUYDEajUdjs7u62Wq10IwHABHK5nJtitRYVFTU3N9vv2dXVFRgYaN/09/f/+uuvhcuEkPT09Pj4+KCgIPsd5rBPEBNeZAdzFxUV9dtvv2VnZ5vNZqPRuGbNmu+//552KABwwulq3bVr19mzZz/++Aq/PpAAAAEYSURBVONr164VFRVVV1c7/si2bdtqa2tPnTplNpuzsrKOHTvm7e0t3HT9+vW57RPEhIKHuVOpVNXV1eXl5YGBgXFxcW+++eaOHTtohwIAJ5yu1uDg4NOnT2dnZz/44INlZWWHDx92/JGAgICKiors7GydTldSUlJeXq5SqTiOe+GFF7Zs2fLll1/OYZ8gJhdCCO0MAAAAcI/hL3gAAAAGoeABAAAYhIIHAABgEAoeAACAQSh4AAAABqHgAQAAGISCBwAAYBAKHgAAgEEoeAAAAAah4AEAABiEggcAAGAQCh4AAIBBKHgAAAAGoeABAAAYhIIHAABgEAoeAACAQSh4AAAABqHgAQAAGISCBwAAYBAKHgAAgEH/BYRL5DjzQ6H2AAAAAElFTkSuQmCC" /><!-- --></p>
<p>While this is visually much more satisfactory, such an average
procedure could introduce a bias, as not all results from the individual
fits enter the population curve with the same weight. This is where
nonlinear mixed-effects models can help out by treating all datasets
with equally by fitting a parameter distribution model together with the
degradation model and the error model (see below).</p>
<p>The remaining trend of the residuals to be higher for higher
predicted residues is reduced by using the two-component error
model:</p>
<pre class="r"><code>plot(mixed(f_parent_mkin_tc["DFOP", ]), test_log_parms = TRUE)</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>However, note that in the case of using this error model, the fits to
the Flaach and BBA 2.3 datasets appear to be ill-defined, indicated by
the fact that they did not converge:</p>
<pre class="r"><code>print(f_parent_mkin_tc["DFOP", ])</code></pre>
<pre><code><mmkin> object
Status of individual fits:
dataset
model Calke Borstel Flaach BBA 2.2 BBA 2.3 Elliot
DFOP OK OK OK OK C OK
C: Optimisation did not converge:
iteration limit reached without convergence (10)
OK: No warnings</code></pre>
</div>
<div id="nonlinear-mixed-effects-models" class="section level2">
<h2>Nonlinear mixed-effects models</h2>
<p>Instead of taking a model selection decision for each of the
individual fits, we fit nonlinear mixed-effects models (using different
fitting algorithms as implemented in different packages) and do model
selection using all available data at the same time. In order to make
sure that these decisions are not unduly influenced by the type of
algorithm used, by implementation details or by the use of wrong control
parameters, we compare the model selection results obtained with
different R packages, with different algorithms and checking control
parameters.</p>
<div id="nlme" class="section level3">
<h3>nlme</h3>
<p>The nlme package was the first R extension providing facilities to
fit nonlinear mixed-effects models. We would like to do model selection
from all four combinations of degradation models and error models based
on the AIC. However, fitting the DFOP model with constant variance and
using default control parameters results in an error, signalling that
the maximum number of 50 iterations was reached, potentially indicating
overparameterisation. Nevertheless, the algorithm converges when the
two-component error model is used in combination with the DFOP model.
This can be explained by the fact that the smaller residues observed at
later sampling times get more weight when using the two-component error
model which will counteract the tendency of the algorithm to try
parameter combinations unsuitable for fitting these data.</p>
<pre class="r"><code>library(nlme)
f_parent_nlme_sfo_const <- nlme(f_parent_mkin_const["SFO", ])
# f_parent_nlme_dfop_const <- nlme(f_parent_mkin_const["DFOP", ])
f_parent_nlme_sfo_tc <- nlme(f_parent_mkin_tc["SFO", ])
f_parent_nlme_dfop_tc <- nlme(f_parent_mkin_tc["DFOP", ])</code></pre>
<p>Note that a certain degree of overparameterisation is also indicated
by a warning obtained when fitting DFOP with the two-component error
model (‘false convergence’ in the ‘LME step’ in iteration 3). However,
as this warning does not occur in later iterations, and specifically not
in the last of the 5 iterations, we can ignore this warning.</p>
<p>The model comparison function of the nlme package can directly be
applied to these fits showing a much lower AIC for the DFOP model fitted
with the two-component error model. Also, the likelihood ratio test
indicates that this difference is significant as the p-value is below
0.0001.</p>
<pre class="r"><code>anova(
f_parent_nlme_sfo_const, f_parent_nlme_sfo_tc, f_parent_nlme_dfop_tc
)</code></pre>
<pre><code> Model df AIC BIC logLik Test L.Ratio p-value
f_parent_nlme_sfo_const 1 5 796.60 811.82 -393.30
f_parent_nlme_sfo_tc 2 6 798.60 816.86 -393.30 1 vs 2 0.00 0.998
f_parent_nlme_dfop_tc 3 10 671.91 702.34 -325.95 2 vs 3 134.69 <.0001</code></pre>
<p>In addition to these fits, attempts were also made to include
correlations between random effects by using the log Cholesky
parameterisation of the matrix specifying them. The code used for these
attempts can be made visible below.</p>
<pre class="r"><code>f_parent_nlme_sfo_const_logchol <- nlme(f_parent_mkin_const["SFO", ],
random = nlme::pdLogChol(list(DMTA_0 ~ 1, log_k_DMTA ~ 1)))
anova(f_parent_nlme_sfo_const, f_parent_nlme_sfo_const_logchol)
f_parent_nlme_sfo_tc_logchol <- nlme(f_parent_mkin_tc["SFO", ],
random = nlme::pdLogChol(list(DMTA_0 ~ 1, log_k_DMTA ~ 1)))
anova(f_parent_nlme_sfo_tc, f_parent_nlme_sfo_tc_logchol)
f_parent_nlme_dfop_tc_logchol <- nlme(f_parent_mkin_const["DFOP", ],
random = nlme::pdLogChol(list(DMTA_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1)))
anova(f_parent_nlme_dfop_tc, f_parent_nlme_dfop_tc_logchol)</code></pre>
<p>While the SFO variants converge fast, the additional parameters
introduced by this lead to convergence warnings for the DFOP model. The
model comparison clearly show that adding correlations between random
effects does not improve the fits.</p>
<p>The selected model (DFOP with two-component error) fitted to the data
assuming no correlations between random effects is shown below.</p>
<pre class="r"><code>plot(f_parent_nlme_dfop_tc)</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
</div>
<div id="saemix" class="section level3">
<h3>saemix</h3>
<p>The saemix package provided the first Open Source implementation of
the Stochastic Approximation to the Expectation Maximisation (SAEM)
algorithm. SAEM fits of degradation models can be conveniently performed
using an interface to the saemix package available in current
development versions of the mkin package.</p>
<p>The corresponding SAEM fits of the four combinations of degradation
and error models are fitted below. As there is no convergence criterion
implemented in the saemix package, the convergence plots need to be
manually checked for every fit. We define control settings that work
well for all the parent data fits shown in this vignette.</p>
<pre class="r"><code>library(saemix)
saemix_control <- saemixControl(nbiter.saemix = c(800, 300), nb.chains = 15,
print = FALSE, save = FALSE, save.graphs = FALSE, displayProgress = FALSE)
saemix_control_moreiter <- saemixControl(nbiter.saemix = c(1600, 300), nb.chains = 15,
print = FALSE, save = FALSE, save.graphs = FALSE, displayProgress = FALSE)
saemix_control_10k <- saemixControl(nbiter.saemix = c(10000, 300), nb.chains = 15,
print = FALSE, save = FALSE, save.graphs = FALSE, displayProgress = FALSE)</code></pre>
<p>The convergence plot for the SFO model using constant variance is
shown below.</p>
<pre class="r"><code>f_parent_saemix_sfo_const <- mkin::saem(f_parent_mkin_const["SFO", ], quiet = TRUE,
control = saemix_control, transformations = "saemix")
plot(f_parent_saemix_sfo_const$so, plot.type = "convergence")</code></pre>
<p><img 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" /><!-- --></p>
<p>Obviously the selected number of iterations is sufficient to reach
convergence. This can also be said for the SFO fit using the
two-component error model.</p>
<pre class="r"><code>f_parent_saemix_sfo_tc <- mkin::saem(f_parent_mkin_tc["SFO", ], quiet = TRUE,
control = saemix_control, transformations = "saemix")
plot(f_parent_saemix_sfo_tc$so, plot.type = "convergence")</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqAAAAHgCAIAAAD17khjAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdd1xT9/4/8M8hzIQ9ZKO1RVGUqqgIWMWFWEH94tYWqeLiirXuUUfttb0OnLVaW8RVJ7biQqWKo7YqIIIDFK8yBNmbBEKS8/vj/G4euaBcIDkJSV7PP/pIDief8076Me98PuczKJqmCQAAAGgWHVUHAAAAAIqHBA8AAKCBkOABAAA0EBI8AACABkKCBwAA0EBI8AAAABoICR4AAEADIcEDAABoICR4AAAADYQEDwAAoIGQ4AEAADQQEjwAAIAGQoIHAADQQEjwAAAAGggJHgAAQAMhwQMAAGggJHgAAAANhAQPAACggZDgAQAANBASPAAAgAZCggcAANBASPBtkZqaSv2Hg4NDWFhYdXU1ISQ2NpY5+Pz5c9mnqamprq6u1H+LjY0lhDx58oSiKHt7e4lE0swVN27caGdn161bt/PnzyvnPYL6ioqKoiiqsLCwmXOUX4cBWk4kEoWFhVlYWDg5OW3fvl32T/j6bTldVQegxubNmzd06NCkpKRt27aZmppKayFFUffu3evatWtiYiJFUTRNE0L27NlTW1t77Nixc+fOHT58mMfj9evXjxBy6tQpiqIKCgru3LkzePDgd17o6tWr69evP3DgQEpKysSJE9++fWtpaam0twkaTGl1GKBVjh49GhUVtXv37ufPny9ZssTX19fLy0v2BHz9tggNrffo0SNCyC+//MI8nTx5MpfLFYvF586dI4R069Zt7ty5NE2PGDGie/fuhJBHjx4xZ65cuZIQUlFRIS3K1dV14sSJZmZm//jHP953uYiIiE6dOtE0/erVK0JITEwMi+8N1N8vv/xCCCkoKNi1a5e+vv7t27ebnqPkOgwaJjIysmPHjubm5pMmTSouLj506BAhZOzYsVwud8SIEdu3b+/QoYO3t/fTp08FAsGcOXMsLS09PDyioqKYl2/fvt3KymrUqFHu7u6hoaGVlZWBgYE8Hs/Kymr58uU0TX/zzTfe3t40TWdlZRFCDh48KL00vn5bDl30CuDp6cnn8/Py8pin3t7e9+7do2k6MTFxwIABzbzw4cOHmZmZU6ZMCQoKiomJeV83UWFhoZWVFSGE+W9xcbGi3wFooJs3by5dujQqKuqTTz75nyezXYdBk1y5cmXJkiWjRo2KjIy8du3aokWLmOPm5uYrVqyIj48/cuTItm3bnjx5sn///q1bt545c+a3336bNWvW7Nmz7969m5iYuGTJkuDgYB8fn6dPnxJCfvnll9u3b584cSI0NHTLli2vX79et27dX3/9RQiJi4sjhDRTCfH12wwkeAWgKEr2qbe395MnTx4+fMjn8/v06dPMC0+ePGlkZBQQEBAcHFxYWHjnzp13niateTo6OoQQmqYVFDhosrCwMEdHx2nTprXkZLbrMGiSK1eucLncnTt3zpw5c8yYMdeuXWOOr1u3Ljw8nBASGhr6+eefd+/ePTc399atW5WVlQEBAcuXL5dIJDdv3rx69aqOjs727dvXrFnToUMHQsjixYtjY2OvX79+4cIFQkhVVRVT4MGDB7/88stvvvmmW7du7wsGX7/NQIJXgIcPHxoZGTk6OjJPO3XqZGNjs3fv3t69exsaGr7vVTRNnz59WiAQ8Hi84OBgQsjp06ffeaaNjU1RUREhpKSkhBBiZ2en+PcAGmfgwIFZWVnR0dEtOZntOgyahKZpZqgaIYTD4UhToIGBAXOQqTPMY1NT08GDBwsEgrq6OpFItHr1aoFAoKOjw+FwKIrS19cnhOzZsycwMNDNzW3OnDnSqyxevDg8PPznn39et25dM8Hg67cZSPBtl5KScu7cubVr154+fXru3LnM7ztCCEVR3t7ex48f9/b2bubl9+7dy87OXrlyZUxMTExMzNChQ8+ePfvObqKRI0fm5ubu2LHjm2++MTQ0xDgmaIno6Gh/f/+1a9fW1ta+7xyl1WHQJP7+/rW1tUuWLDl69Ojvv//u7+/fzMnDhw+/f//+tWvXdu/ezeVyMzIyBg0a1NDQsHLlyq+//vrNmzeEkNTUVGNj486dO1+9epUQQtP0xYsXd+zYMWnSJDMzs9jY2KysrCdPnqxater169dMsfj6bRFV3fxXa8woD4a9vf2sWbOqqqpommZGefzxxx9bt24lhJw8eZIZ7vTOUR5ffvmlvr5+ZWUl86djx44RQhISEt55xXXr1tna2n7wwQdnzpxRxjsEdSYdZHf//n1CyPr165ueo/w6DJpk8+bNLi4uZmZmEyZMKCoqYgbZvXnzhmnm7t+/n6bpAQMGjBs3rr6+ft68eRYWFo6OjtKxcitWrLCwsPDz8+vatWtoaGhycnKvXr0cHR0XLlxICImMjGQeSO3fvz8mJoYQcvPmTXz9ttz/n0UAAACgBH///ffx48fnz5/P5XJ79uy5bNmy5jvhoc0wD759efr06dKlSxsdPH78uIWFhUriAQ2ASgXtiru7e0lJia+vr46OTmBg4OLFi1Ud0f+nef9S0IIHAADQQBhkBwAAoIGQ4AEAADQQEjwAAIAGQoIHAADQQEjwAAAAGggJHgAAQAMhwQMAAGggJHgAAAANhAQPAACggZDgAQAANBASPAAAgAZCggcAANBASPAAAAAaCAkeAABAAyHBAwAAaCAkeAAAAA2EBA8AAKCBkOABAAA0kK6qA3ivu3fvXrhwQdVRqBmqvp7QNDEwoClKJQG4uLiEh4er5NJKhvrZBqifSoP62QaaVz8pmqYVWJwCLV++/OnTp4MGDVJ1IOqEExlJiovFS5YQGxvlX72ysvLo0aO5ubnKv7TyoX62Aeqn0qB+toHm1c/224InhPj5+S1btkzVUaiTg9HRZcXFs2fPtuzaVflXf/PmzdGjR5V/XVVB/Wwt1E9lQv1sLc2rn7gHDwAAoIGQ4AEAADSQhif427dvh4SEpKSk1NTU3Lx588iRI8eOHXv27NmhQ4fu379/8uTJnTt3Su95iMVikUhUVla2bNmyvLw8QkhVVdXXX38tW2BlZSXzoKio6OXLl/X19SUlJcXFxSdOnJCec+vWrZSUFOZxfn5+RkYGIaShoaGkpOTp06fS0x4/flxQUCASiTZv3swcqaioqK6uFggEDx48qKury8zMTE9PLy4uZv6alJQUFxdXU1MTFhYmFovT09MbGhrY+NAA5BEZGXngwAFVRwH/payszNjYODo6WtWBgFK163vwbfb27dvnz59fvHjx7NmzeXl5x48f19fXFwgEzF91dHQkEglF/f8BhkuXLp00adKjR4/Mzc1fvnxZWloqkUh27tzZvXv3N2/elJeXHz58uFu3bs+fPy8rK6NpevDgwWlpaXl5eY6Ojnw+v6amxsDAoLq6eteuXR9//HFDQ0N0dLSZmZmvr29lZWVRUVFWVpa3t3dubm5WVhZN076+vv3793/69Gl8fLy+vj6Xy62oqEhMTDQ1Nb18+XJ9fX1DQ0NdXR2Px7OwsMjPz3dycvLx8Xn48GF6ejohpGPHjtnZ2YcPHxaJRD4+Pg4ODjo6Os7Ozi9evMjKyhrz6pU5IZs2bers5aWnp1dfX8/n8xt9OHw+v76+XvaIUCisra1t20c9bdq0wYMHt+21oJGys7MtLCxUHQX8F0tLy6+++oppt4D2UJsEX1ZWNmrUqNWrV48dO7aZ0968ebNgwYKbN2/W1tZyOByxWDxnzhxCCJfLNTAwqK2tTUtLe/z4cXBw8NWrV4OCgkpKSq5du/bmzRt3d3ddXd2PP/64S5cugwcPPnr0aNeuXW/fvt2xY8fU1NSXL18GBASYm5uXlpaWlJSMGjXK3Nz84MGDEyZMePHihZGRUVFRkaur64ULF3r16nX48OH09PRLly6NGzdOLBYnJyf/+eefISEhhw4dioiIiIqKSktLE4lEgYGBT548GTRo0LBhw37//fe///571qxZurq66enpdnZ2f//9d/fu3T09Pd+8efP27VsfH59FixZ16dIlJiamR48eSUlJ/fr1i4uLS01N5fP5RUVFY8aM6du3L52eTghxcHB48uQJIURfX9/IyEj64ejq6jIHZb9/dXV1ORwOl8tt5lPlcDg6Ojo0TYtEIuYx03lAUVSnTp3k+d8KUm/fvu3QoQOHw5E9WF5ersxk2fzlSktLTUxM9PX13/lXsVh89erVUaNGMf+yWIsR2sjIyKjNv+NBTalNgre0tPTw8MjMzHzfCQ0NDadPn75z505sbKy5ubmHh8eaNWvc3Ny6d+8ue1ptba1AILC2tq6rqzM0NCSECIXCpt9Zffr0IYTMmzePeVpfX29gYNDonG+//bbpQanvv/++6flWVlZMhzxz9ZqaGi6Xq6Oj8/nnnzf/9qX8/Pykj+fOnUsIkUgkhYWF9vb2hJA98fH1b9588cUXKhkFCq2VlJR07NixnTt3EkKmTZvm7++/f//+xMTEDh06ZGZmHjp06Pjx43fu3HFycpK+pLCwMCws7NixY2ZmZkKh8J///OfgwYN79+5dU1PD4/GsrKyav6JYLF69enVxcfHBgwcb/SkhISEwMLC8vJz555CVldXo19u8efMCAwNnzJjR6IUXL1708PDIyckZN25cfn7+ixcvmvYbgcoZGRmVlJSoOgpQKrVJ8IQQc3PzZv66YMGC6OhoiqJcXV0XL14szc2N8Hg8Ho9HCGGyOyHkfS0SWe9M5M1k93eS/fJlrm5sbNyqEt5JR0eHye6EEB6PV9/82dCePHnyJC0tLTs728rKKjU19ebNm4SQtLS0/v373759+/z586WlpVVVVbIvycnJuXjx4o0bN2xtbbds2RIbG3v9+vWpU6ceOXIkMzPz6dOnfD5/586dq1atcnR0zMzMrKmp6d27NyFkwoQJn332Wb9+/bZs2WJtbc2UlpSU9OOPP65fv75jx44//PADn88vLCx0dnZOSkoaNmzY1atXvby8Dhw4QFFUUFBQXl5eZWVlcXGxgYGBiYnJjRs3TExM3NzcoqKiKIrq379/Q0PDypUrCSFCoZApf9++ffPmzaNUtGwIyDIyMpLepgQtoU4JXnrX/J2Ki4uZfuMff/xx+PDhSowL1I9YLJZ2hqekpDx79qxv375dld7tUVlZmZKS0rVrVw8Pj/LycuZgWlpaYGBgfX29sbFxbW1tfHx89+7ds7OzN27c6OnpGRcXRwjZt2/f7du3mbEUlZWVfD7/+fPnVVVV8fHxlpaWe/fuZW7f/PDDDyUlJb179+bz+Q8fPqQoys7OjhBSW1t76tSp8+fP6+vrHzp0yNvbmxDy4MEDQsjkyZNPnTr14MGDqqqqWbNmjR079vvvvx8xYsRXX31lZma2fv36lStXfvzxx0FBQb///ntSUtKnn35aWFiYnJz86NEjQsjNmzf19PTOnz+/e/fuurq6VatWhYSE8Hi85cuXp6WlBYtESv6EQcrIyAg9K9pGnRJ886qrqymK+uuvvwYMGKDqWKC9s7OzY6Yn7NixY9u2bUOHDl2zZs3GjRtDQkKUGYZAIKioqCCEJCYmMmM/CSFr165lMndNTQ0h5Pz586mpqcz4Z2m/enx8PPNg1apVP/zww5UrV5iGfmho6OzZswkhr169YuaMVFZWnjhxgqZpiqJev35taWnJXHfKlCnSMDZs2JCfn888/vvvv3fv3v3q1StCyLNnz7KysgghN27cEIvF0vRw7969e/fuMY8vX77MPHj9+jUh5N///rePj89ff/315Zdf6urqSiSS2bNnT5069eeff66oqBhpZ0cISUhICO7SRdqsLyws/Pe//21raysSiSoqKvh8fllZGY/HY4aM0DQtFosbGhp0dXX19PRqa2sLCwuZt1NbW8v0xlVXV9fV1YlEIn19fR2d/5oZNG7cOOX/bmufuFwuWvDaRkMSfEZGBtOG8PDwUHUsoE4iIyOTkpLs7e2Li4t9fX2VnOClrXZCiK2tbUlJSZcuXWTnUhoZGd24caPRq4YMGZKQkGBvb19QUDB//vzvv/8+ISFB+teTJ08yfV1r1qxhfj0wmN6vAwcO6Ojo6OjoiP7TmGbmZTCPe/funZKSsm3bNmn25fP57u7uL1++FIvFjcJwc3ObPn362rVrmacff/zx3Llzw8PDTU1NmSPMJU6cOBEXF8dEUlBQYENIeHj4t/v3e3t7X7x4sb6+XiwWd+nS5c2bN8zMEWNjYzMzs+rqaubnjr6+vq6urlgsZmaxmpmZdejQQSKR0DTN5XJpmhYIBCYmJsbGxhwOp6qqqlEnn+wnoOW4XC4G2WkbdUrwzXTR//Of/5RIJMju0FrW1tbMCAZra+tGI9jZc/To0XHjxv35558//fTThx9+WFlZKRQKe/ToQVHUuXPnHBwcKisrTU1NR48e7evr+49//IMQYmZmJhAITE1Ny8rKJk+ebGNjExERsX37dicnp/Hjx589e3bKlClnz57V09Orrq6OiIi4detWWloaIaRHjx65ubl8Pl8kEjH/fDZv3pyTk7Nv376PPvooIyNj+fLlW7duZVrqERERERERtbW1NE07ODh88MEHd+/e/fXXX8eMGZOTkzNkyJBp06ZVVFQkJydXVla6uLj079+feUdz5swJCAgICAg4duyYu7t7Wlqaq6vrrVu3mL8yWdbExIRUVxNC5s2b5+7nl5GRcfnyZXt7eysrK9ykVwLcg9dC6pTgm1FUVNSrVy9VRwFqQ09Pz93d3cXFpaqq6vDhwyEhIWFhYQMHDlTO1devX//NN9/8+9//JoTcuHHj/v37EyZMEIlEzE+NGTNm2NvbT58+3djYmGniT5s2LTg42MTEpEePHkOHDh07diwzgYIJ+NSpU/Hx8cOGDXN2ds7MzDx37pyfn98nn3wyadKkpUuXrl271tDQMCoqqqKiYvXq1bq6ukuWLFm/fv3y5cu/+OILPz+/6dOne3p6zpgxg8PhhIaGisXi2bNnf/DBBw8ePLC0tORyuaampoaGhh9//PG1a9eYbnNCyKtXr+rr611cXLZu3bpp06affvqJOX737t0bN248f/78s88+u3Xr1meffVZcXJycnDx69Ojw8PBYX18iEn322WeuPj7K+ahBCl30WkhDEnxZWdn+/ftVHQWojfz8fIFAkJ2dnZWVZWdnR9N0586dFy9ezPZ1S0tLf/3118rKyrKyMkJIREREnz59mDmZUitWrDAwMGBulhsbG48fP/7IkSPS3oW0tLRG8z44HE5AQAAhZMuWLRkZGb6+vgEBAenp6RwOZ/LkyUyH+fz588+ePWtjYzN48GCKoiIiIgghNjY2r1+/1tPT8/LyevToETOzIzAwkBASFBTEjLRfu3atg4ODp6enpaWlNLsTQjp37sw8WLp0KXPXX2ro0KE+Pj5VVVV379718fG5fft2XFwcM2v0cefO5S9e/M+5fMAGLpeLQXbaRkMSfF5enq2traqjALUhFouNjIzc3Nzc3NxSUlJOnDgxYcIE2UWBWqusrMzZ2Xnnzp2Nsl0j9+7dW7NmjfR7dvTo0U3PkU56JITo6urGxMTI/rX5WZ3MOyKEeHp6bt++XbZbq1OnTo6OjmfOnCGE2PxnN0w9PT3mgXTWqK2t7Xfffffhhx8yT9esWUMICQ4Oli7S3JSZmVmjI4aGhoaGhh06dCCEDBo0SLppKbriVQgJXgtpwlr0QqGQ+XpVdSCgNpjZYoSQHTt2BAYGXrlyZeTIkUeOHGlzgZaWluHh4c1kQULIqVOnfv3115qaGg6H06VLF3t7e1bXAVy4cKFsm9vT01N6U7wZFEWtWrVq0qRJsgcnTJgwa9YsxYcISoQEr4XUqQX/vkF2M2fObH4NHID3UeAo+ubXaSCE/P3338ymRAMGDPjxxx/FYrGSZ3BJx7eDFsIoei2kTgn+fa5evYrmO7SNMkfRM/PaCSE+Pj49evRg9VoAjaAFr4XUqYv+nS0ksVhcVlaGG/DQKswo+lGjRjGj6GmaVsIoeumis01vWgOwTV9fn6Zp7DGtVdS+BZ+TkyORSDw9PVUdCKgTNkbRN99Ff/fuXWY5Gnt7eyzYACrB4/H4fD5+X2oPtU/w2dnZnp6e69atU3UgoGYMDAwEAgFN07m5uRKJZNWqVY1WOVWsuLi4kpISfX39L7744p2D5wHabPz48cxeAFJv377t37//smXLZA8yvfRI8NpD7RN8ZWWlo6NjS3aEA5BKSEiYP3++vb29o6MjISQ/Pz83NzcqKko6oauR7du3P3/+XPbIjRs3+vXr1/IrvnjxghDy22+/9e3bV47AAd7hp59+arTr4P/93/9xudxGp2GcnbZhMcFLJJLU1NSCggKRSOTo6NirVy85W0jv7ALNzc3F2GBorYULF166dEk625sQkpubO2HChPv377/zfFdX10Z7+167dq2goED2SPNd9NXV1YSQ3r17Y7wIKJy1tbV0C2CGoaFh0+9bHo+HBK9V2ErwrW0htVl8fDyG0ENricVi2fVkCCG2trbNpOegoKBGR6Kiopq2kN4nPT09JyfHw8PDwcGhtaECKApzD17VUYDysJXgW9tCarP6+nqlLSEOGmPBggWenp5jx451cnKiKCo/P//8+fMLFixg6XJbt2599uzZuXPnWCofoCXQgtc2bCX41raQ2kwoFKLPE1orPDw8KCgoLi6O2QfdxcXl8uXLcnYFNdNFLxQKdXV1Bw8eLE/5AHIyNjaWLsYA2oCtBK+0FpJQKMQIO2gDZ2fnOXPmyB4Ri8UsrXVTX19vZmaG9RZBtTDITtuwleBb20L69NNP7927J3ukpqbG29tbdppH0xZSXV1dRkaGdMMMgDYrLCxkJsSzUbhQKMTcd1A5Y2NjJHitwuIo+g4dOnTr1s3S0tLIyMjZ2bn5/s+YmJj6+nrZI8OHD280brmpN2/elJaWmpiYKCBc0G42NjaNRsUrUH19/fLly1kqHKCFeDweuui1ClsJPj4+ftasWV27dr137x4zQa6srOz06dPdunV75/lcLrfRmGRdXd1Gm0s2bcG/ePFixIgR7ysToBlNp3HKOZijmXvwtbW1PB5PnsIB5IcWvLZhK8FHRERcv37d1dU1JydnypQpd+7cSUtLmzNnzp07d9pcJk3TjVJ+dXW1paWl3MGC1lHaNE5GRUUFbsCDyvF4vLKyMlVHAcrDVoKvr69nvjrt7Ozevn1LCHF3d2cetFnTFlJtba2hoaE8ZYJ2YmMaZzMt+KqqKqwPCirH4/Fyc3NVHQUoD1sJPjg4eMyYMWPHjr127drgwYNpmh45cmRAQIBir5KcnIwED22gtGmcjMrKSqy3CCpnYmKCe/Baha0Ev23btuPHjycmJo4ePXrWrFmEkO+++65///7ylNm0hVRQUDBixAi5AgWtxMY0zve14PPy8qqrq3EPHlpF4Ut9E0JMTEyYJZNBS7CV4CmKmj59+vTp06VH5Mzu71RdXd25c2eFFwsaj42Fbt7nzJkzhBBM5oSWY2mMCEbRaxv13k0Og5OhzZoudMOSH374AWsxQauwtNQ3VrLTNixugK0ESPDQ/pWXlyPBQ6uwNEYEXfTaRr1b8HV1dUZGRqqOAoCQ99+Dr6mpwQg7aBWWlvrGIDtto04JvukXqEAgQIKH9kwkEgmFQowUgVZhaYwIWvDaRp0SfCO5ubklJSWYJgftxDtb8Mz225988okqIgI15ujo2K9fP+koema0nZyQ4LWNGif4R48e8fn8RgvcArQrr1+/7tixIzNTFKCFWBpFb2BgQNN0fX29gYGBgiKFdk2dEnyjFlJdXR0hBF300J7V1NQ4OjpiuwRoFZZG0ZP/NOKR4LWEGo+iZ36HsrSBN4BCCIVCfJlCa7G30iJ66bWKerfgx4wZo8J4AGS98x48ukOhDVgaRU8IMTMzq6qqkr8cUAvqlOAbqa+v79Chg6qjAGiOUCjEJHhordaOoo+MjHzx4oXskaysrHdWPBMTEyR47aGuCV4ikURHR/v5+ak6EFBXCl/r+50t+Bs3bmAcKLRBq0bRd+3a1cTERPbItWvX3rk6sqmpKRK89lDXBF9ZWZmcnDxq1ChVBwJqSWn7wb98+VJ2qBRAS7S2fgYGBjY6EhUV9c5flkjwWkXNEry0hVRZWUkIQecntA17o5QbEQgEn376qWLLBI3HXv00NzevqKiQsxBQF+o6ir68vJwQ4ubmpupAQC0pbT94gUCAdWqhtdirn2jBaxV1asHL3uNkfoSytL8naDyWRik3/Qquq6vDYovQWhhFDwqhTglellAoHDRo0IABA1QdCKglpe0Hj8UWoQ3Yq59mZmZ5eXnylwNqQV0TfENDA3o+oc3EYrF0P/iUlJRnz54xi8bL452j6LEfErSNqanp7NmzKYpKTk5OT09X1C5wZmZmzAAm0Abqeg8+IyNDV1ddf52AytnZ2TEPduzYERgYeOXKlZEjRx45ckThF0KChzY4cOCAl5eXSCT67rvvJk6cGB8fHxAQ8PPPP8tfMhK8VmExRyp8nrGsrKysd87yBGiVyMjIpKQke3v74uJiX1/fkJCQNhdFUZREIml0ECvZQRts2rTp8ePHenp6+/btS01NtbS0LC4u9vHxmT17tpwlW1hYMCOUQRuwleDZmGcs+wVaUVGBBA/ys7a2ZoYrW1tbK3xfg4KCAj6fj4oKrWVjYyMUCgkh5ubmTLtIUZUT0+S0ClsJnu15xlVVVRYWFgopCrSQnp6eu7u7i4tLVVXV4cOHQ0JCwsLCBg4cqNir5OXliUQirNYArbVp0yYfH58xY8Z06dLFz8/P39//0qVLERER8peMBK9V2ErwbMzjlB3ElJaWtmzZMnlKA22Wn58vEAiys7OzsrLs7Oxomu7cufPixYsVexWhUKijo4MND6G1Ro4c+eDBg9jYWHNzczc3Nxsbm7Nnzypk2Q900WsVthI8G/M4aZqmKIp5XFxcHBoaqoBAQVsZGBgIBAKapnNzcyUSyapVq/1MrRkAACAASURBVJoZI3Lnzp2CggLZI2VlZY1W/246il4oFKJ/HtrG3Nx8xowZCi+Wx+OJRCLsgaQl2ErwrZ3HuX379ufPn8seabobkvQLlKmgmF4MbdbaMSLx8fEZGRmyR8rKyv7nZoYNDQ1I8NDemJubl5WVSSeSgAZjcRS9paXl9OnTeTxefn7+nTt3ysrKmknwrq6uxsbGskfetxsSISQ3N9fU1FTamgdordaOEdm4cWOjI15eXo1GgbyzBe/h4aGgkAEUw9LSsry8HAleG7CV4I8ePRoREaGrq7thw4YdO3Z4e3svX7582bJl7+ulDwoKanSk6W5I0i/QmzdvWltbsxQ5aAPlrEXf0NBgY2Oj2DIB5GRpaVlWVqbqKEAZ2ErwGzZsyMjIMDQ0dHZ2vnLliq+vb0lJSf/+/RWynDKfz/fx8ZG/HNBa7K31LQt3OqEdsrCwQILXEmwleIlEYmlpqaury+PxmNa2sbGxojrVa2tr0TACebCx1jcG2YFasLKyQoLXEmwl+EmTJnl5eenr648YMSI0NHT69OlxcXEBAQHylCn9Aq2vr8cOXSAn6Vr0UmKxWLFT2hoaGtCCh/bGysqqtLRU1VGAMrCV4Ddv3jx69GgOh+Pr63v9+vW4uLhx48bNnDlTnjKl0+REIhEWogfFKiwsZCbEK7BMjKKHdggJXnuwmCalM46GDRs2bNgw+QuUnSaHhhEolo2NTaOZ7q3VtIu+pqYGCR7aGysrq9zcXFVHAcqglu1gsViMFjzIqelmSLa2toq9xN27d11cXBRbJoCcrK2tS0pKVB0FKINapkl00YOc2NgMqamGhgbsFQvtDRK89lDLNIkED3JiYzOkpl30YrEYe8WCEqSmphYXF8seqaysNDMze+fJNjY2jU4GTaVOaVL2HjwSPMhDOQvdiEQiHo+n2DIBmjp48OCzZ89kjxQUFLxvv01ra2skeC2hlmkSCR7kxMZCN01b8CKRCEvVghLs2rWr0REvLy8rK6t3nmxtbV1eXq7wSaHQDqlTmkQLHhSFjYVumsJ0D2iHOByOubl5aWnp/9wtCdSdWqZJJHiQX9OFbhQOjSRon+zs7IqKipDgNd57N8Buz5DgQS2gokL7ZGtrW1hYqOoogHVqmeCxQBi0Q++8B48ED+0QEryWUMsEj+9NUAv4JQrtk52dnZzrNoJaUKcEj0F20J41asHTNC0QCFBRoR2ys7N7+/atqqMA1qlTgpdCgof27/r16y9evEBFhXbI3t4eCV4bqFOCl7aQHjx4gO9NaOdqamoIIeiih3bIwcGBmSAKmk2dEjxDJBKVlJRgiW9obxp10Tc0NBBC8EsU2iEkeC2hfgm+traWEIIVQKGdq6+vJ2jBQ7vk6OiYl5en6iiAdeqU4JkWkkAgIIQYGxurOhxQY2KxWPo4JSXl119/ff78uZxlNmrBC4VCHo9nbm4uZ7EACmdiYsLhcCoqKlQdCLBLnRI8o66uztnZ2dXVVdWBgBqzs7NjHuzYsSMwMPDKlSsjR448cuSIAi8hFArt7e1xLwnaRiKRpKSkxMXFXbhw4eHDhxKJRLHlOzk55ebmKrZMaG/U7wZhbW0tl8ulKErVgYAmiIyMTEpKsre3Ly4u9vX1DQkJUVTJdXV1it1dHrRHQkLC/Pnz7e3tHR0dCSH5+fm5ublRUVEKrFEuLi45OTk9e/ZUVIHQDrGY4CUSSWpqakFBgUgkcnR07NWrl46OAjoMHj9+jD22QVGsra2ZfWOtra3lXDdetoteLBbv2rVrypQpCggRtM/ChQsvXbr04YcfSo/k5uZOmDDh/v37irpEx44dc3JyFFUatE9sJXg2foEyX6AikYjL5SouUtBGenp67u7uLi4uVVVVhw8fDgkJCQsLGzhwoKLKr62tzcrKMjQ0VFSBoFXEYjHzu1PK1ta20ULIcnJxccnOzlZggdAOsZXg2fsFKhaLu3TpImchoOXy8/MFAkF2dnZWVpadnR1N0507d168eLGiymfmeiDBQ9ssWLDA09Nz7NixTk5OFEXl5+efP39+wYIFCrxEp06dzp07p8ACoR1iK8Gz9wtUJBJh6hHIz8jIyM3Nzc3NjRBy4MCBNWvWyFmgbBc9n88nmMwJbRUeHh4UFBQXF8fMVndxcbl8+bKzs7MCL9G5c+fXr18rsEBoh9hK8Oz9AsUe2yC/y5cvFxcXS59u3LiRGdgxY8YMhZRfV1dHkOBBDo6Ojv369ZOOYWLudSpQ586dX716pdgyob1hK8G39hfoq1evysvLZY/U1tZaWFg0PRMJHuT39OnTr7/+esqUKZaWloSQurq6R48eEcUleKFQSLBaA7SVEkbR29jYNDQ0lJeXv/NrFjQDWwn+X//614wZM+bMmdPC87/77jvmG1YqKyurUQNIOsgOy3+CnJYtW+bj47Nq1aqQkJBhw4b98ccfO3bskLNM2S56Zhk7a2treQMFraSEUfSEEFdX18zMzP79+yuwTGhX2MqUGzduvHz58pQpU2bPnt2SW+a//PJLoyNeXl42NjZNzxQKhQqZbgdaztfX9+LFixERERcvXmTysQIJhUJ3d3dvb2/FFgtaQgmj6AkhXbp0efHiBRK8BmMrwfN4vBs3buzZs2fAgAHTp08PDAyUf+g700JKS0tDwwgUwtTU9PDhwydPnszIyJC/NNkWvEAgcHR0xCh6aBsljKInhLi5uSmk5kO7xWJTWFdX96uvvrp58yZN0zNmzHB1dY2IiJC/2KKiIn19ffnLAS0nXQqUx+Nt2rSp+aVAS0pKXv23urq6Ri+haVq6wGJNTY2JiQmL0YNGCw8Pv3btWufOnUtKSoqLi5kxTHPnzn3f+UOGDKH+24MHD/7nju/dunVLT09XdOzQjrB+M9vExGTJkiVLliwpKCi4cOGC/AXW1dUNGTJE/nJAm7V2ENO8efNSUlJkj7x9+7bR6CTZFvyhQ4fQzwTyaNUo+oSEhEZH3neLU5a7u/uTJ0/kDRTaMbYSfNM1Q+zs7GbPni1/yXV1dWgbgZxaO4gpJiam0ZHly5c3+gKVTfAVFRVeXl4KDRm0iBJG0RNCXF1d37x5IxAIsCWSpmIrwa9atUrhZTJfoHl5eViLHuTExiAm2S76hoYGzJGDNlPOKHo9Pb2uXbs+fvwY4+w0lfrNNysuLrayslJ1FKDe2BjEJNuCx44JIA/ljKInhPTu3TslJQUJXlOpX4JvaGhwcnJSdRSg3thYClSa4C9duvTixQvZ5hdAqyhnFD0hpG/fvklJSc0M3wO1pk4JnqKohoYGiUSClexAfs7Ozo0WYlLUIokPHjyorq62tbWVvyjQTkpYi57h5eW1b98+hRcL7YQ6JXhCSGpqKpaxAzYUFhYy28rJXxSzbA4qKsijqKjI1tZ28uTJZmZmzJGLFy8GBgYq9io9e/bMysqqrKyUXgU0iZotCScUCrGVHLDBxsamoKBAnhIoimImgiLBg5y+//774ODg06dP9+rVSzo/UyGzkBrR09Pr37//3bt3FV4ytAdq9h2EvWJBUSQSSWpqqnSeca9eveTvVC8sLCSE1NXV2dvbYw8PaLO9e/empqZaWVk9fvx4/PjxycnJ7M0N9vPzu3HjxqeffspS+aBC6pTgKYqqqKjAHDmQHxvzjPX09IRC4fPnz4VC4T//+U/M9YA2MzExYbba6tmz5/z58xctWhQVFcXStUaMGMFG3wC0B+qU4AkhL1++HD58uKqjALXHxjxjfX19kUh06dIlbHgIcpo6daqvr+/cuXPnzJmzaNGi4ODgKVOm8Pl8Nq7Vt2/fgoKC7Ozsjh07slE+qJD6fQ1hIXqQHxvzjJmbR0KhsKGhATeSQB7r1q3z9fUtLS0lhFAUFRMTc/r0aZZu+nA4nKCgoHPnzn355ZdslA8qpH4JHm0jkB8b84yZn55I8KAQw4YNkz7mcDhTp06dOnUqS9eaOHHiN998gwSvedRpFD2zDihWAAX5tXa3rpZgEnxDQwMSPKiX4cOHZ2dnY2c5zaN+reHp06erOgTQBE0XupGTubk5ISQjI+P27dsYtQRqRFdXd9asWT/++OOePXtUHQsokjq14BmGhoaqDgHgHdzc3Lhc7tmzZ8vLy3EjCdRLeHj4iRMnioqKVB0IKJL6JXh0fkL7ZG9v36NHD2akHjPHCUBd2Nvbf/bZZ99++62qAwFFUqcEz9yDR4KHdmvGjBnMA0tLS9VGAtBaa9euPXPmTGJioqoDAYVRpwTPQOcntFvSX59Yxg7UjpWV1Z49e6ZPn15eXq7qWEAx1CnBMy14a2trVQcC8G7Mr09jY2MsYwfqaOLEiWPHjg0KCqqqqlJ1LKAA6pTgmbubDg4Oqg4E4N04HA6Xy501axaWYwI1tWXLFk9PT29v77S0NFXHAvJSp+7uzp07UxSFe/DQbnE4nIEDB+7cuVPVgYDaa7oZko6OMtpjFEXt2rXr6NGjI0aMGDt27Jdffunu7q6E6wIbWEzwCq+gNjY2+vr6TEc9QDukq6uLH6AgPzY2Q2qVzz//fPTo0bt37w4ICDAxMRk2bFifPn3c3Nw6duxoa2vL4XCUEwbIia0Ez0YFNTIyYm/PRAD56evrY7dDkF9rN0Nas2ZNZmam7JGXL1/KmYYtLS03bNiwfv365OTk27dvJyQk/PTTTzk5OUVFRSYmJubm5kZGRlwul8PhmJqaynMhhTAyMhIIBC05U0dHRyKRvPNPA3NzeYTMnDmzlstVaHTvRlHU4sWLAwIC2LsEWwmejd263N3db968qYDgANjh7+/v4eGh6ihA7bV2M6RPP/00Pz9f9khVVVXPnj3lj4SiqL59+/bt21f2YHl5eUVFhUAgEAgEYrG4PYzI4/P53JZlZbFY/L6fPhkzZ9bx+WFhYYbOzgqN7r3Y/rpgK8GzsVsXh8PB3SBoz3g8nuyPWoC2ae1mSL6+vo2OJCYm2tjYsBSehYWFRk4EzeFy6wjx8fGx7NpV1bEoBlsJno3dugAAtEF4eHhQUFBcXBzTLmc2Q3JWVrMSNAZbCb61FXT8+PGPHj2SPZKfn9+1a9dXr14xTyUSSWZmZgs7YZpXW1urkJVEaZoWCATtKiQ+n08ISUxMNCwokLOo+vr6jz76qFUvKZD7ouqlrKwM9bNVUD9bTv7NkFA/W0vz6iclZ7d5MyorK01NTSmKSk5OTk9P9/T07Nat2/tOLi0trayslD1y7NixQ4cOScfMV1dXl5SUKGQZO5FIxOFw5B+NL5FIJBJJuwqph1hsSNNPdXVbNNrkf4Xk5OTU2jHhbm5uly5dkvviamDfvn3btm2TPkX9bAnUT6VB/WwDDayfNDt++umnrl27CoXCTZs2ffDBByEhIS4uLgcOHGhzgXFxcQEBAQqJrW/fvomJifKX8/vvv48bN07+cmia7tGjx+PHj+Uv5/jx41OnTpW/HJqmP/zww5cvXyqkKG2A+tkSqJ+qgvrZEppXP9nqot+0adPjx4/19PT27duXmppqaWlZXFzs4+ODfbIBAACUgK2lkWxsbIRCISHE3NycWd8GayMAAAAoDYsteB8fnzFjxnTp0sXPz8/f3//SpUsREREsXQ4AAABksZXgR44c+eDBg9jYWHNzczc3Nxsbm7Nnz7q5ubF0OQAAAJDF4lr05ubmM2bMUFRpurq6iurk53A4Chm6iZBAqh1+8ggJpNrhJ4+QlIDFaXKKJRaLi4uL7ezs5C8qPz/f3t5e/jkVIpGotLTU1tZW/pDy8vIcHBzkD0koFFZUVHTo0EEhITH7CEBLoH62BOqnqqB+toTm1U+1SfAAAADQcsrYYBgAAACUDAkeAABAAyHBAwAAaCAkeAAAAA2EBA8AAKCBkOABAAA0kHok+B9//LF79+4eHh4JCQmteuG3337bvXt3Z2fn77///n1Ftbnwtrl69Wq/fv06dux44MABlYdUW1u7f/9+6dOWRKLkj0stoH6yBPVTIVA/WaIG9VPV29n9bzk5OW5ubrW1tZmZmV27dhWLxS184R9//NGnTx+BQFBcXOzi4pKcnNy0qDYX3jbl5eWurq7FxcWVlZVdu3atrKxUYUhpaWkzZ86cMmUK87QlkSj541ILqJ8sBYP6qRConywFoxb1Uw1a8HFxcWPHjuVyuR999JGdnV1qamoLX1haWjp37lxDQ0Nra+uBAwfm5uY2LarNhbdNbGzsmDFjrK2tTU1NHz9+bGJiosKQTpw4UVFRIX3akkiU/HGpBdRPloJB/VQI1E+WglGL+qkGCf7t27dOTk7MYycnp4KCgha+cNKkSXPmzCGEPH78+K+//vLz82taVJsLb5vc3NysrKyePXu6uLhs27aNoigVhvTdd9+Fh4dLn7YkEiV/XGoB9ZOlYFA/FQL1k6Vg1KJ+qn41/P9JIpHILjIsEola/lqapnfu3Llv377ffvvNzMysaVHyFN4GAoEgMzPz9u3bNE337dvX399f5SFJtSQSVcXWnqF+shqSFOpn26B+shqSVPusn2qQ4B0cHHJycpjH+fn5Dg4OLXyhWCyeOHGiubl5UlKSqanpO4tqc+FtY2NjM3LkSAsLC0LIJ598kpGRofKQpFoSiapia89QP1kNSQr1s21QP1kNSaqd1k+2b/LLLzs7u0ePHvX19bm5uR999FHLByYcP3588uTJzRfV5sLbJj093d3dvbS0tKioyMXF5dmzZ6oN6Y8//pAOEmlJJEr+uNQC6id78aB+yg/1k7142n/9VIMWvIuLyz/+8Y+BAwcSQn755RcdnZaOG7hz505cXJy9vT3z9Oeffw4MDGxUVJsLbxs3N7c5c+Z4eXnRNL169epu3boRQlQbklTT67bkiHJia89QP1kNSQr1s21QP1kNSap91k9sFwsAAKCB8AsXAABAAyHBAwAAaCAkeAAAAA2EBA8AAKCBkOABAAA0EBI8AACABkKCBwAA0EBI8AAAABoICR4AAEADIcEDAABoICR4AAAADYQEDwAAoIGQ4AEAADQQEjwAAIAGQoIHAADQQEjwAAAAGggJHgAAQAMhwcvLxMSktra2qqrq559/bu1rpa+KjY2NiIhgITrQdqif0J6hfrIKCV4xqqurjxw50vw5DQ0N73vVyJEjv/32W7aCA62H+gntGeonS5DgFWP58uVPnjzZtGkTIWTDhg0fffRRr169Dh06RAi5evXqvHnzRowYceHChbCwMFdX144dO27dulX2VdevX1+7di1N00uXLu3evbu7u/vx48cJIdevXw8ODvb19e3evfvq1atV+hZBjaF+QnuG+skWGuRjbGxcU1Pz5s2bgQMH0jR96dKlYcOG1dbWlpWVdenSJSUl5cqVKw4ODkVFRRkZGaGhoRKJpKKiwt7enqZp6asuXry4YMGC3377zc/PTyQSFRUV2dvbv3379o8//jA2Ni4rKxMKhR07diwqKlLxuwV1g/oJ7RnqJ6t0Vf0DQ9PcuXOnoKBg8uTJhBCBQJCSkuLg4PDJJ5/Y2NjY2NisXr364MGDKSkp5eXl73xtcHAwh8OxsbHx8vJKTEzkcrlDhgyxsLAghLi6ulZVVdnY2Cj7LYEGQf2E9gz1U7HQRa9gRkZGS5YsuXDhwoULF549e/bZZ58RQkxMTAghN27cmDBhAkVR8+bNs7W1bfpamqYpimIeczgciURCCLGyslJi+KDhUD+hPUP9VCwkeIURi8WEkCFDhkRHRwuFwsrKyh49ehQUFEhPSEpKmjx58syZM6urq4uKipj6x7yKMXDgwN9//10ikZSWlt69e7dfv37KfxegqVA/oT1D/WQDErxiWFtb19TUrFu37pNPPhkxYoSHh0efPn3WrFnj7OwsPWf69OkJCQleXl4HDx4cMmTI119/LX0Vc0JwcPDHH3/s4eHh5+cXGRnp4OCgoncDmgb1E9oz1E+WUDRNqzoGAAAAUDC04AEAADQQEjwAAIAGQoIHAADQQEjwAAAAGggJHgAAQAMhwQMAAGggJHgAAAANhAQPAACggZDgAQAANBASPAAAgAZCggcAANBASPAAAAAaCAkeAABAAyHBAwAAaCAkeAAAAA2EBA8AAKCBkOABAAA0EBI8AACABkKCBwAA0EBI8AAAABoICR4AAEADIcEDAABoICR4AAAADYQEDwAAoIGQ4AEAADQQEjwAAIAGQoIHAADQQEjwAAAAGggJHgAAQAMhwQMAAGggJHgAAAANhAQPAACggZDgAQAANBASPAAAgAZCggcAANBASPAAAAAaCAkeAABAAyHBs0UkEoWFhVlYWDg5OW3fvl32T1FRURRFFRYWNvPy1NRU6j8cHBzCwsKqq6sJIbGxsczB58+fyz5NTU11dXWl/ltsbCwh5MmTJxRF2dvbSyQSNt8xaKCioqLvvvtO1VGAlvqfX5Won81DgmfL0aNHo6KiNm7cOG7cuCVLlty/f78NhcybN+/06dOff/55dHT0+vXrpccpirp37x4hJDExkaIo5uCePXtiYmLGjRtHCDl8+HBMTEy/fv0IIadOnaIoqqCg4M6dOwp4Y6AdqqurY2NjJ0yYIFvxANoJ1M+W0N4Ev3379k6dOllYWEyePLmkpOTw4cMURY0bN47H4/n7++/YscPW1tbHx+fZs2d1dXVz5861srL6+OOPDx48yLx8x44d1tbWn376aY8ePb744ouqqqqgoCBjY2Nra+sVK1YQQnJzc729vSMiIpYtW0YIefbsWdMYdu/ebWBg0Eze7du378SJEzdv3jxx4sSffvpJ2gR3c3P7+++/CSEPHjzo1q0bczAgIGD8+PFubm6EkLFjx44fP97BwYEQcurUqQkTJpiZmZ05c0aBHyBogKb1Vio5OXnlypXp6emqig2AsWbNGgsLi0GDBmVnZ0sPon62hJYm+CtXrixZsmTUqFGRkZHXrl1btGgRc9zc3HzFihXx8fFHjhzZtm3bkydP9u/fv3Xr1jNnzvz222+zZs2aPXv23bt3ExMTlyxZEhwc7OPj8/TpU0LIL7/8cvv27RMnToSGhm7ZsuX169fr1q3766+/CCFxcXGEkAEDBjSK4ebNm0uXLo2Kivrkk0/+Z8Cenp58Pj8vL4956u3tfe/ePZqmExMTm5Ys6+HDh5mZmVOmTAkKCoqJiUEvPchqWm+lf/Lz80tPT1+wYIEKwwMghGRmZm7evDkjI2PevHnSg6ifLaGr6gBU48qVK1wud+fOnQYGBrdu3YqLixsxYgQhZN26daampuvXrw8NDf3888/37t2bm5v77NmzysrKgIAAmqYlEsnNmzdpmtbR0dm+fTuPx9uzZw8hZPHixX369Dl37hyTzquqqpgLHTx48Msvv/zmm2+k7WypsLAwR0fHadOmtSRgaT88w9vb+/Dhww8fPuTz+X369JH2KzR18uRJIyOjgIAAiqKOHTt2586dwYMHt+ajAk32vnoL0H7861//8vb2fvbs2b59+8RiMYfDUXVEakNLW/A0TTPD0AghHA5H2q41MDBgDhoaGpL/pFVTU9PBgwcLBIK6ujqRSLR69WqBQKCjo8PhcCiK0tfXJ4Ts2bMnMDDQzc1tzpw50qssXrw4PDz8559/XrduXdMYBg4cmJWVFR0d3ZKAHz58aGRk5OjoyDzt1KmTjY3N3r17e/fuzYT6vrd5+vRpgUDA4/GCg4MJIadPn27RBwTa4Z31FqBdoWmaEIK83gZamuD9/f1ra2uXLFly9OjR33//3d/fv5mThw8ffv/+/WvXru3evZvL5WZkZAwaNKihoWHlypVff/31mzdvCCGpqanGxsadO3e+evUqIYSm6YsXL+7YsWPSpElmZmaxsbFZWVlPnjxZtWqVtBc0Ojra399/7dq1tbW177t0SkrKuXPn1q5de/r06blz5+ro/P//XxRFeXt7Hz9+3Nvbu5nI7927l52dvXLlypiYmJiYmKFDh549exa99CDVtN42qqUAKvf1118fPHjw119/HT58eHp6Oupny2lpgh89evTmzZvPnz8fERExfPjwXbt2NXNyWFhYSEjIlClTtmzZsn///m7duo0cOXLFihVHjx69e/du165dCSHh4eH29vYzZ85kuuJv3LgRHx9PCDl69Oi4cePGjRt39erV58+f/+tf/8rJyWGKpSjq22+/ffv27datW9936b179/7f//1fVFRUaGjoxo0bZf/k4+NTX1/f/A34U6dO6evrr1q1avz48ePHj585c2ZhYeHt27db/DmBhmtabxvVUgCVMzAwWLRoUZcuXfbt24f62SoU0/sBrfL3338fP358/vz5XC63Z8+ey5Yte2cnPAAAgKpo6SA7Obm7u5eUlPj6+uro6AQGBi5evFie0p4+fbp06dJGB48fP25hYSFPsQAAoM3QggcAANBAWnoPHgAAQLMhwQMAAGggJHgAAAANhAQPAACggZDgAQAANBASPAAAgAZCggcAANBASPAAAAAaCAkeAABAAyHBAwAAaCAkeAAAAA2EBA8AAKCBkOABAAA0EBI8AACABkKCBwAA0EBI8AAAABpIl72iJRJJampqQUGBSCRydHTs1auXjg5+TwAAACgDWwk+ISFh/vz59vb2jo6OhJD8/Pzc3NyoqKhBgwaxdEUAAACQomiaZqPcnj17njt37sMPP5Qeyc3NnTBhwv3791tYwt27dy9cuMBGbBqMqq8nNE0MDGiKUkkALi4u4eHhKrm0kqF+tgHqp9KgfraB5tVPthJ89+7dk5KSuFyu9IhQKBw4cOCDBw9aWMLy5cufPn2KFn+rcCIjSXGxeMkSYmOj/KtXVlYePXo0NzdX+ZdWPtTPNkD9VBrUzzbQvPrJVhf9ggULPD09x44d6+TkRFFUfn7++fPnFyxY0KpC/Pz8li1bxlKEGulgdHRZcfHs2bMtu3ZV/tXfvHlz9OhR5V9XVVA/Wwv1U5lQP1tL8+onWwk+PDw8KCgoLi4uPz+fKkQz9AAAIABJREFUEOLi4nL58mVnZ2eWLgcAAACyWBxF7+zsPGfOHNkjYrGYw+Gwd0UAAABgKG/eWmFhoa7ue39PDBkyhPpvW7duPXfunPSEsrIyY2PjQ4cOKSNWAPhvkZGRkZGRqo4C3q2F35/R0dEqDBKUT3kJ3sbGpqCg4H1/TUhIoP9b//79LSwspCdYWlouXLjw7du3SgkWoD3Kzc3dtWvXwoULX716VVJS0q1btydPnvD5/I0bN5aUlEhPKysrkw6eraioSEhIIITs2bPnyJEjhJDMzMzS0tJr167dvn1b+pK6ujpCSEJCQmRk5NOnT2UvWlxcvGPHjocPH966dYum6cOHD3///fdNY4uOjhYKhZmZmQ8fPqytrWXKXLRo0Y0bN54+fbp582ZCSENDg8I/EyAt+/786quv8vLyVBgkKB+LXfSN6Ojo2NraylOCvr6+UChUVDwA7Vx6evquXbv09fV37txZW1tL0/SZM2dWr15dX18fGxtbVlZWU1PTs2fPwYMH37p1q2PHjiEhIV9++WVSUlJhYWGvXr0MDAwqKioeP35cWFh48uTJJUuWODo69unTZ8uWLbW1tampqQKBYNmyZTExMXw+v7Cw0M7O7uHDh4SQmJiY5cuXFxcXX7x40dbWlsvlHjhwwMTEpLi4+Ntvv12/fv1HH33k4eHx7bffLliwYOTIkfv3709OTj5//vzBgwe7dOkSHR3t6+trbGzcsWPHn376qaamxtzcPDIy8tixYxMLC7mEXLp0yTEvz9nZOT8/39bW1tbWViwWV1VV1dTUNDQ0VFVVSSQSc3PzqqoqU1NT2Q9EX1+fx+M1+pQoiuLxeBwOp+k6Wjo6OmZmZqz+P1IjRkZGzA8v0B7KS/Dy09PTEwgEqo4CQMEKCgrS09Pv3r07atQoT09PQkhiYqKVlVViYmJ8fPyrV6/u3buXlJREURTTOCOE5OTkEEIMDQ319PRu3bpFCAkNDY2Jibl8+bJEIiGEvHr1SvYSX3/99bBhw65du9a7d28dHR2hUOjq6pqfn//VV19Jz2HGw1IUde/evc8++4zP58uWMGzYsJycnA0bNhBCXr58OW7cOJFIdP/+fSYqQsgHH3zw559//vnnnyYmJn/++af0hdHR0TRNd+rU6cmTJ58SwiVk586dxh98kJeX5+jomJubW1FRQVGUubm5mZmZjo6OiYkJRVFVVVUmJiZ8Pl9HR0fa7q+vr2ei0tXVZd6mRCKRSCQCgYD5ZEQiUaPPdufOnSEhIYr4v6T2jIyMZLt5QBuwleD379/PfO80cuLEiTaXqa+vX1lZKUdQAO3LH3/88euvv44cOXLWrFn19fVr164dO3ashYXFiRMn6uvrORwOM2wlMTGREELTNEVRY8aMMTAwaGhocHBwmDZtmpWV1bx58woLCzMyMi5duuTv719QUJCfn19eXi4SiSZOnDh69Oi9e/cmJiaGhYUJhcIbN244Ojoyvfp//PFHVFTUxIkT3759++eff3bv3n3jxo16enqXLl2KiooyMDCor6/v27dvamrq+PHj9+zZw+VyzczMNmzY8OjRo8ePHy9evHjhwoUuLi6vXr2yt7efMmUKTdN79uzZsGHD7t27hw8fHhsba2trW1FRYWJiEhoaevLkSZ20NCKRxMXFdXB3V/Vnr3WMjIzQQNI2bCX4zz///P79+1VVVQpcl0dfX7++vl5RpQGo3I8//njhwoXExERpczk2NpZ5YGlpWVZWJhaLu3Xrlp+fX1NTY2BgMGPGjB9//LFRIdeuXXv48KGPj4+bm9uVK1ceP378/Plzd3f3AQMG7Nmzx9bW1sXF5YcffvD399fT0ysqKjp58qSrq6u+vv7o0aMPHjw4YMCAxYsXnzx5cvz48Xp6eoSQMWPGREREnDt3ztbWdvTo0Tdv3pwyZQrTAf7NN98sWrTo4MGDnTp1Cg0N5fF406dPf/PmzcuXLy0tLT08PFasWGFubr548WLm3R04cGDEiBEURXXu3Dk0NDSqa1dSWdnMYFtgj5GRUaNeGdB4bP1L4/F4X3311cmTJ4cNG6aoMvX19TFIBxRCdsZmSkrKs2fP+vbt21VZq1tUVFTcunXL2Ng4ISFBJBI9ffrUzc3Nw8MjJiZGV1e3oaHh2rVr7u7uISEh/v7+Hh4eGRkZDx48+Ne//uXk5NS0NH19/R49ekRFRX3xxReEkJ49e/bs2ZMQUlRUZGBgQAgZMmTIkCFDCCHGxsZOTk7u/2k9m5iYvHr1ytramhAyZcoU2TJ79OjRo0cP5vG0adOkx1evXk0ICQ8Pl0gkurq606dPJ4Q4OTlJAzM3N5cNTHZtK1tbWzs7uzJ0wqkIl8tFC17bsPhT2sPDw8PDQ4EFYpAdKIqdnV1xcTEhZMeOHdu2bRs6dOiaNWs2btzI3v3apUuXzpkzp0uXLs+fP1+5cmVSUpKjo6OhoeGCBQsePXoUFBS0fPnymJiY+Pj4kJAQX19fQkh8fDzz2hEjRojFYqZ5/U7GxsZMdpfFZHdZnTp16tSpU6MjbXgvOjo62BlS7XC5XAyy0zbq1FeGBA8KFxkZmZSUZG9vX1xc7Ovry16C//PPP0eMGGFjY/PVV1/FxcVRFJWXl/fs2TM3NzfpORMmTJgwYULT1yKhgvxwD14LIcGDVrO2tra3t2cesLrMIp/PX7FiRUFBQWFhISFER0dn4MCBH330EXtXBJCFLnotpE7NAmZYr6qjAE2gp6fn7u4+atSoqqqqw4cP0zQdFhY2cOBA9q7I5/NTU1MLCwsHDhzI4XA2btx4/vx5DDcDpUEXvRZSp+8XtOBBUfLz8wUCQXZ2dlZWlp2dHU3TnTt3ZsZ+s+HcuXPMLpAGBgYjR47cvXt3hw4dGq3iAsAqtOC1EBI8aCkjIyM3NzfpLfA1a9aIxWKWrnX//n2hUGhvb//o0SNzc3N9fX2WLgTwPlwuF9PktA0SPAAhhDBrtUqXcG/kwIEDjdaGu3LlSp8+fVpY+Nu3b4cOHbpq1aoOHTrIGyhAm6CLXgupWYLHPXhgSfObIRkbG8tu3UEIKS8vz8rKamHhJ06c+OWXX4YPHy5PhADyQAteC6lTgjcwMEALHhQlOTn5zZs3fn5+zH4kOjo6iYmJgYGB7zxZdrEXxm+//WZsbNySC/H5fKFQKLsCDIDy6evr0zTd0NDQzIIKoGHUaRQ9uuhBUb7//vvg4ODTp0/36tUrJSWFOTh79mw2rrVixQojIyNWh+iD5qmtrWV61PPz80+dOpWamip/mTweD414rdJeWvCpqanMymJSlZWVjbZ6xDQ5UJS9e/empqZaWVk9fvx4/PjxycnJJiYmLF3rr7/+MjExadTDD9CMo0ePRkRE6OrqbtiwYceOHd7e3suXL1+2bJns0r9twPTSYwtd7dFeEnx0dPTTp09ljxQUFDT6TsQ9eFAUExMTZmfxnj17zp8/f9GiRVFRUSxdKy8v7+eff2apcNBIGzZsyMjIMDQ0dHZ2vnLliq+vb0lJSf/+/eVP8Bhnp1XaS4LfuXNnoyNeXl5WVlayR3APHhRl6tSpvr6+c+fOnTNnzqJFi4KDg6dMmcJS72VFRYW/vz8bJYOmkkgklpaWurq6PB6P2Q3I2NiYoig5i+XxeEjwWqW9JPiWQBc9KMq6det8fX1LS0sJIRRFxcTEnD59mo1edLFYLBKJDA0NFV4yaLBJkyZ5eXnp6+uPGDEiNDR0+vTpcXFxAQEBchaLe/DaRp0SPAbZgQLJbmTM4XCmTp06depUhV+Fz+cbGRkpvFjQbJs3bx49ejSHw/H19b1+/XpcXNy4ceNmzpwpZ7E8Hq+mpkYhEYJaUKcEjxY8qJ2ysjIMr4M2GDRoEPNg2LBhzI/RZlZaLC0trayslD1SX1/fdNUmY2NjdNFrFXVK8MxmX2KxmNVdvwAUKCcnx9nZWdVRgNprfqXFOXPmPHr0SPZIXl5e062MMMhO26hTgif/GUjP5XJVHQhAi/z++++WlpaqjgLUXvMrLZ49e7bRES8vLxsbm0YH0YLXNmqW4A0NDZHgQY2UlJSMGjVK1VGA+pFIJKmpqQUFBSKRyNHRsVevXra2tnKWiXvw2kbNEjzG2YF6qa6udnBwUHUUoGYSEhLmz59vb2/v6OhICMnPz8/NzY2KipLemG8btOC1jZoleIyzA/UiEAgwih5aa+HChZcuXfrwww+lR3JzcydMmHD//n15iuXxeGVlZXJHB2qDxbXo2VhLGYvZgXqpr6/H7u/QWmKx2N7eXvaIra3t+0bYtRwWutE2bLXgWVpLGYvZgXoRCoUGBgaqjgLUzIIFCzw9PceOHevk5PT/2rv3uCjq/X/gsxcue+O+LrtyEURBRJTCNhENUjNNrUwDTmUdK0zCvllZv8w652GPtNPlUJqX46XUh0c71tE0hZOpFGkFooAoahYgsMt9uS677PX3x/y+/DiguOzOsDO7r+dfy7jz3jf0bt/zmfnMZzgcjlqtPnbsmINfngRBSCQSXIN3K3Q1eJrWUvb29tbr9VQlCUC33t5eNHgYrqysrIULF+bl5anVaoIgwsLCcnNzHb/fUiKRdHV1UZEgsANdDZ6mtZRxih7YxWAw4BQ92CE0NDQzM5PamJhF727oavA0raVM3iZHSYYAI8BoNHp4eDg7CwCCIAixWIwG71boavA0raWMWfTALmjwwBw4Re9uaLxNblhrKdsI1+CBXdDggTkwyc7djNx98EOvpfzBBx/88ccf/bdUV1cP/mbENXhgFzR4YA6M4N3NyDX4oddSjouL8/Pz67/l5MmTg2cn4Ro8sAsaPDAHGry7obHBD2st5fnz5w/Ysnv37sFrzuMaPLCLwWBAgweG8PLyslqtuHXTfdDV4GlaS9nLywvX4IEtrFarVqsViUTOTgTg/yEH8WjwboKuBk/TWso4RQ8sotPpPD09Bz+WG8BZyAZPrk0CLo+urx6a1lLGKXqgyuBLSFwuxY9m6O7uFovF1MYEcISvr29nZ6ezs4ARQleDp2ktZTR4oARNl5AG6Onpwfl5YBSJRIIG7z7oavA0raXs7e2NWaDgOJouIQ3Q09MzeKIogBP5+PigwbsPGq8O0rGWMkbwQAmaLiENgOnKwDRo8G6FZdN/sJIdUIKmS0gD4EkzwDR+fn7t7e3OzgJGCBo8uCOaLiENgFVuYGRcunSpqamp/5aOjo4BS4eRMIJ3Kyxr8AKBQKfTOTsLcAWDLyGZzWYej0fhR6DBw8jYuXPntWvX+m+pr6+/ZYPHLHq3wrIGj2vwQJOhn5Uwf/78X3/9tf+Wrq6uyZMnDx0TDR5GxubNmwdsUSqVt7zZ3dfXV6VSjUhS4Hwsa/A4RQ80GfpZCV9//fWAI8vZs2cPsfQyCdfggWl8fX07OjqcnQWMEIpX9qAblqoFqly4cOHo0aN9X3ZcLvf8+fO3e7NQKPT/b3w+n8PhDP0RGMED02CSnVthWYMXCARo8OC4jRs3Ll68+NChQ1OmTCkpKSE3Pv/889R+Cho8MA0avFvBKXpwR1u2bCkrKwsMDCwvL3/ssccuXLggkUgo/xQ0eGAaNHi3wrIRPBo8UEIikZCLyE6aNGnlypUvv/wyHZ+CBg9MgwbvVpjS4OfPnx/w3y5evDh40hMaPFAiIyNj+vTpO3bsIAji5Zdf1mg06enpPT091H4KGjwwjb+/f1tbm7OzgBHClFP0Ns5Sxn3wQIl33nln+vTpra2tBEFwOJyvv/760KFD/v7+1H4KGjwwjUgkMplMuL/DTTClwQuFwgGP5bjlLGWM4IEqs2bN6nvN4/EyMjIyMjKo/Yienh6BQEBtTAAH+fv7azSa4OBgZycCtGPKKXobYQQPLNLW1kb5WQEAB+EsvftgWYPn8/kEQZhMJmcnAnBnVVVV4eHhzs4C4L8EBARoNBpnZwEjgWUNnsAgHtijp6eHjrvvAByBBu8+2NfgcRke2AKT7ICB0ODdB/saPEbwwBYmk4m8qATAHIGBgeT9I+Dy0OAB6IIRPDAQGrz7YF+Dxyl6YAuM4IES5IpMVAkMDGxpaaEwIDAW+759MIIHtsAIHuyTm5vb3Nzc9+P69eu9vLwIgnj66acdDx4UFIQRvJugcQTf0dFhtVoJgrhw4cL+/fuvXr1KSVg0eGALjODBPleuXMnMzDxz5kxpaWlpaalerydfUBI8KCgII3g3QVeD37Fjh1KpNJlMGzZsWLp06ffff//ggw/u3LnT8chCoZDyNcMB6IARPNhnzZo1Z86cqaqqWrBgQU5Ojlwuz8nJycnJoSS4VCptamqiJBQwHF3Di/fee6+8vNzDw2Pbtm1lZWUBAQHNzc1JSUmOP3IbI3hgCzR4sNv06dOPHz++atWq48ePD3hOh4OkUmn/8//gwugawUulUoPBQBCEn58fl8slCILH41ESWSAQYAQPrGA0GnGKHuzm4+Ozd+9epVI5duxYCsMGBgZ2dHSYzWYKYwIz0TiCT0pKWrRo0fjx41NSUh544IETJ06sWrXK8chCoRAjeGAFk8mEETw4KD09PT09nSAIs9l8u2HSiRMnVCpV/y1NTU0ikeiWb+bxeH5+fq2traNGjaI8W2AUuhr83Llzi4qKjh496ufnFxMTI5VK//3vf8fExDgeGSN4YAucogeqNDY2BgcHk9OWB6uoqPj999/7b+np6TEajbeLJpPJmpqa0OBdHo3nD/38/Abc1DHEEWhlZeWABxxptdpbPokLI3hgC8yiB6pIpdKGhobb/euaNWsGbCktLfX19b3d+2UyWWNjY1xcHGX5ASON3LfP0EegGzZsGHATSHV19S1PMWGSHbCFwWDw9PR0dhbAShaLpaysrKGhwWQyjR49esqUKTKZjKrgMplsiMMFcBkj1+CHPgLdtWvXgC1KpVIqlQ5+p0AgwMOMgRXQ4ME++fn5K1eulMvlo0ePJghCrVbX1tbu3r175syZlMQPDg5ubGykJBQwGY0NnqYjUJyiB7ZAgwf7vPTSSydOnOg/eb62tnbJkiWFhYWUxA8ODq6vr6ckFDAZXQ2eviNQLHQDjus/HaSkpKSioiIxMTE6OprCj+ju7sYkO7CP2WyWy+X9t8hksttd37SDQqEoKyujKhowFl0Nnr4jUJFIpNVqHQwCbi44OJhc6yMnJ+ejjz66//7733rrrfXr1y9btoyqj6isrPTw8OBwOFQFBPeRnZ199913P/zwwyEhIRwOR61WHzt2LDs7m6r4crlcrVZTFQ0Yi64GT98RKG6TAwp9/PHHxcXFcrm8ubl5+vTpFDZ4vV4fGhpKVTRwK1lZWQsXLszLyyPbcFhYWG5uLoXlpFAo0ODdAV0Nnr4jUJFIhAYPVAkKCiKPRIOCgqhabJGk1+vJ61MAdggNDc3MzKQpeEhISF1dHU3BgTnoWqo2Kyvr5MmTkZGRLS0tzc3N5BHoihUrHI+MU/TgOA8Pj4kTJ86bN6+zs3Pv3r1Wq/W5555LTk6m8CP0ej35iE8AphGLxR4eHrgdyeXROIuepiNQTLIDx6nVap1Od/PmzerqanJ5hsjIyFdeeYXCj+jt7UWDB8YiB/G3XEwMXAb7ltlCgwdKCASCmJiYvuWT33rrrSEev/Hrr7/W1tb236LRaIZYKYwgCKPRiHvkgLFCQ0NramomTZrk7ESARuxr8DhFD3QYeqXFo0eP/vHHH/23aDSaoKCgIQLiJnhgsvDw8Js3bzo7C6AX+xq8UChEgwfKDb3S4saNGwdsUSqVgYGBQwQ0GAy4CR4YKzw8vKamxtlZAL3ommRHH3IlOwrXfAAgCILL5VK41jeBU/TAbGPGjKmqqnJ2FkAv9jV4Lpfr7e2Ny/DAcFjGDpgsIiKisrLS2VkAvdh3ip7431vhb/msOQBbbN++/ccffxy8/eDBg1R9hF6v9/b2pioaALUiIyPR4F0eKxu8WCzu6uq65bPmAGzx1FNPFRYWdnZ2ZmVl0fQRaPDAZFKp1Gw2azSagIAAZ+cCdGFlg8diduAgkUi0evXqL7/8ctasWTR9BO6DB4aLioq6ceOGUql0diJAF6Y0+O3bt1dXV/ffUltbe7vvR5FI1N3dPRJpgeuKj4+Pj4+nL35vb69EIqEvPoCDoqOjf/vtNzR4F8aUSXZ+fn7+/43H43G5t05PLBajwQPDff311zhFD0wWExNz/fp1Z2cBNGLKCD49PX3AlsOHD4vF4lu+WSwW41Z4YDKtVltbWysQCJydCMBtTZgw4cCBA87OAmjElAY/LDhFDwxXV1en1+vR4GFkbNu2bcCydENc4uwzceLEK1eu0JkXOBkrG7xEIkGDByYzGo2+vr6JiYnOTgTcQmBgYGdnZ/8tfD7/jo8/HjduXF1dXU9Pj1AopDM7cBpWNnhcgweGMxgMkZGREydOdHYi4BYef/zxAVsOHz58x5VC+Hx+TExMeXk55tm5KqZMshsW8j54Z2cBcFtYpxZYISEhoaSkxNlZAF3Y2uAxggcmwzq1wAqJiYnFxcXOzgLowsoGL5FI8vLynJ0FwH+xWCxbt24lXxuNRj6flde/wK0olcrCwkJnZwF0YWWD9/Pzq6io6O3tdXYiAP9fR0fHK6+8Qr7GxCVghUmTJtXU1LS3tzs7EaAFKxv8hAkTeDzegFmjAM5lNBp7e3uNRiNBEN3d3VjGDpiPz+ffc889586dc3YiQIsRavA7duygMFp8fHxYWBjm2QGj9LV2giC++eYbHx8fZ2cEcGcpKSmnT592dhZAC7ouE+bm5jY3N/f9uH79enLVhaeffpqS+D4+PoWFhZGRkZREA3CcwWAgCKKrq8vHx+fIkSNvvvmmszMCuLM5c+Y8++yzzs4CaEHXCP7KlSuZmZlnzpwpLS0tLS3V6/XkC6ri+/v7f/rpp8eOHaMqIICDyBF8XV1dZ2dnb2/v/PnznZ0RwJ0lJiY2NTUNeNYXuAa6GvyaNWvOnDlTVVW1YMGCnJwcuVyek5OTk5NDVfz777+/sLDw/fff37RpE1UxARxx48YNgiAqKyvJKUuBgYHOzgjgzrhc7qJFi7755htnJwLUo/Ea/PTp048fP75v377Vq1dTPuN9zJgxBEH88ssvf//736mNDGAfjUZDEER5eXlnZ+f48ePJEgVgvqVLl3755ZfOzgKoR+8kOx8fn7179yqVyrFjx1Ib2dfXl3zR0tJCbWQA+3R1dYlEovr6+pKSkjFjxtzuYccATDNr1qy6urqKigpnJwIUG4nvoPT0dHJdGrPZTFXMoKAg8oVWqzWZTFSFBbCb0WiUyWRqtfr48eNY3BtYhMfjPfvss1u2bHF2IkCxkVtsq7GxMTg42Gq13vJfly5devHixf5b1Gr15MmTbxdt4sSJa9as+f7770tLS9vb24uKipqbm2fPnj169GiK8wawjdls9vPz++GHH8xm85w5c5ydDsAwrFy5Mi4u7p133pHJZM7OBSgzcg1eKpU2NDTc7l+3bt064L729957b4irmL6+vh988MEPP/zwzDPPnDx5cuXKlVFRUZmZmZ2dnXd8CjIAQRAWi6WsrKyhocFkMo0ePXrKlCkOnlQ3m83+/v7kaSqscgMOorw+hxYcHLxs2bL169djHO9KaGzwgwt0iGNDqVQqlUr7bwkMDPT29h76I1JSUiIiIpYtW2Y2m8kTAL/99hu5+OKuXbsSExOTk5MDAgIo+XXAleTn569cuVIul5OnfNRqdW1t7e7du2fOnGl3THIET74WCATUJApuiY76vKN169bFxcUtW7YMF5hcBl0NfsQKNDEx8YcffoiIiKiuruZwOOfPn1coFJs2bfrXv/61Z8+eTZs2PfLII9R+4tAKCgqG+zuqVKq+Kwt6vf6OhzXguJdeeunEiRP9537W1tYuWbLEkQdvmM3mvqkhaPDgCDrq844CAgI+++yzJ554oqioCOMi10BXgx+xAn3++ec3bdqUnZ0dFxeXl5e3YsWKt99+W61Wk/969uzZffv2vf/+++Hh4eSpe7PZvG7dup9//lksFj/yyCP+/v5dXV0CgWDJkiUEQZBPALNYLLNnz/7www/Hjh3bNyYjbd26NSIiYt68eRaL5fnnn1+wYMHmzZvT0tLEYnFSUpKnp2dKSkpra2trayuHw5HJZEKhkMvl9vT0fPLJJ2vXriUI4urVq7/88ktYWNjs2bMJgvj111/nzJlz+fJlg8FQUFCwfv36L7/80tPT89ChQ62trbt27aqqqvrss88+/vjj8vLysrKycePGkcfXN2/e9Pb2Jk+KnDt3Tq/X5+XlRer11P55XZXZbJbL5f23yGSy200QsT2mTCaLjY2trKxMSkpyLEFwa3TUpy0WL15cVFT00EMP5eXlDfjqAzaiq8GPWIGOHz++oKBAJpONGTPG19f3q6++UqlUAQEBAQEBCoXi008/NZlMR44ckUgkr732WnNzc0FBwaVLl8h9c3NzORyO1WrlcDivvvrqmDFjFi5c+MUXX/j5+RUVFU2bNi00NHT06NFSqXTevHk3btwQCAT79++vra3l8/lKpTI/P3/Pnj0Wi+XChQseHh5CoXDmzJlWq/XFF1+8du0aQRAtLS0zZ85MSkrKycmpqqrav39/XFxcRUXFlStXyHxaWlr27dvX3d09c+bM+Pj44uLihoaGpKSk8PDwmpqapKSkPXv2ZGVl6XS6J598Mj09vaamJiEh4c9//nNvb++qVatSU1OXLFmSn59/9uxZHo+nUqn+D5cbSBD5+fnRRmNra+uUKVP67ickCKK7u1ssFlP+n4CNsrOz77777ocffjgkJITD4ajV6mPHjmVnZzsS02w283g8f3//devWYSF6cAQd9WmjjRs3rlmz5t577z148GBCQsIIfCLQh0PTUeHWrVs3b948uEBXrFhhY4TXX39dKpWuWbNmWJ+bn5+fk5Ozd+9eoVBIdrj+S+KTQkJCVCpVamqq0WhgjZMMAAAPCElEQVT86aefbhnH29tbf5vRMI/HIydSRUZG1tTUDOsmPaFQaDQayTVN+yPPHJhMJi6Xa7FYbAnl6elJLn7et0tsbOyCigopQXyfkPB7R8eoUaMqKir8/f17eno6OzuNRqNAIDAajVarlcfjWSwWg8EgFotNJhP5m3K5XC6XazKZ+Hz+EHPEdDqdQCDo7e318vLq7OzctWvXM888Q/5TXV3dtGnTamtrbf+DOFFtbW1eXh55skcul8+fPz80NNT23ZVKpVQqPX78eN+WdevWCQSC8vLy++67b+XKldRnzH6fx8Rorl9ffu1aQHT0yH+6m9fnsBw8eHD16tXz58/Pzs4OCAhwk1WbXK8+6RrBZ2VlLVy4sK9Aw8LCcnNzh1Wg9klNTU1NTSVfKxSKy5cvP/roowkJCWfPns3IyNi2bVtycvIrr7xSUFDw4osvWiyWU6dOqVQqT09PlUollUpbWlr+8pe/8Pn8jRs3Hjt2rLW11dPTs7i4mCCIN954QyaTbd269aGHHoqOjtbpdNOmTbt06dKOHTsuXry4aNGisWPHpqWl7dq169y5c6tXr87MzPT19RWJRI2NjRaLhTyQ6unpmTp16muvvVZQULBly5bx48f7+fmpVCqxWBwUFFRaWvr666/PmTOnsLDwn//8J5fLvXjx4n333Uc+6+ntt9/esGGDj4+PQCBQq9WffPJJTk5ORkbGCy+88Kc//el//ud/7rvvvt3R0URz88GDB8kC7e3t1Wg0PB4vICCA7N9ms9lqtZI9nsvldnd3e3l5eXh49P8bGo1GvV7P5XLJA4g+fD7fZDJ5e3sbjUbytVAoJA9N2Cg0NDQzM7P/FnIIbndAcvctW7bgAjw4jvL6HJaMjIx58+Zt2bLlscceq6+vDwgICA8P9/T0bG5u5nK5EyZMsFqt165dE4lECQkJfD7f19dXp9PJ5fIxY8aEhoaWl5dbrVa5XB4ZGSmRSEpKSj799NO77rorPj5eIpFwuVyBQJCXl5eYmDht2rTw8PCTJ09GR0dXVVVVVVXdfffdXC735s2bvr6+TU1NkydPvnr1qkqlWrhwYUhIiEaj+e23386ePbto0aKuri69Xh8UFCQWi4uLi1NSUq5fvx4UFFRfX69SqebOnXvx4sXGxsaGhgapVOrj4zNz5sz9+/enpaXV1NRMnjy5q6vrq6++8vDwqK+vv//+++vr68lFpl0JXSN4x9k3gh9MpVJ5eXn1zX4amk6n27Nnz4QJE+655x4PD4+2traurq7du3c/+uijU6dOValU//jHP9avX99/l+vXr9fX18fGxo4aNYogCKPRSP5POHPmzLS0tAcffDAsLOzy5ctFRUU6nS4/P/9vf/tbbGysxWI5dOjQQw89JBQKGxsbv//++8cee8xqtQ4eOlssFo1Gc/Xq1RkzZly+fLmtrW3UqFG9vb1xcXEmk8nT07P/m13vCHTEDL1Ow5tvvvnHH3/033L69Ono6Oiff/6Z/LGjoyMpKWn58uWvvvoq7bmyFurTbg7Wp4MqKysrKiq4XK5UKtXr9ZWVlTwer62tLSEh4eLFi1qt1mg0ms3mnp6eqqqqysrKUaNGKRSKpqamqqqqjo4OhUKxcOFCPp9/+fLluro6sVjc09MTFRW1Z88eq9UaERHx+++/KxSKlpYWcuQgFos1Go2Xl1f/Nc65XG5AQEBbW5vZbJZIJIMfFz558uQrV67c8pSqQCDQ6XSBgYGtra1hYWEtLS1ms7kvOHm+ViQSvajVSglii0hUrdVyOJxbzkLof4JTq9V6enp2d3eTl3oHv7nvdO8tcTicTZs2PfHEE+SPdNSn6zd4Z6murg4MDBzh+6HxBWo3i8XS3Nx8uzs5CwsLa2pq+m/ZvXt3fHz8Bx980Ld7bm7uvffea+OhpHtCfdrNwfpkpqKiora2Ni6X6+XlZTKZLBZLSEhIS0uLVqvl8/kGgyEgIKCrq8tqtXp4eHh7e3d2dpKnHiMiIqqqqiwWi5eXl9FoNBgMIpGI3IvsaGKxmBzfe3t7c7nc0aNH19XV6XQ6mUzW3t5Ozrsijxh0Ol1wcHB9fX1CQsIXEyboa2uXnj8fnphosVg6Ojr6UiWPPAiCMJvNZEe3WCwCgcBkMolEIjLg4F+QvOI5xF9AIpH0vYFNp+jBTa5auQwulzvEOg1KpXLAzcHnz5/vv3IDl8tdsGABjfmBmxnWOiJ3rE9muueee+zed7hfsDExMUP8K3nDl1Ao1P/vKlVcLtff3/+Wb2bRQTwaPAAAszhloRtwPYxu8BqNprKyknxtsVhu3LghFAodD6vVakUikeNxrFarTqdjVEo9PT0EQZw/f9779qsC26i3tzcqKmpYuwyxFDHTbN++/ccffxy8/eDBg7YHQX0OF+rTRpSsI4L6HC7Xq0/mNviIiIiPPvro0KFD5I9dXV3kFAzHI5tMJh6Pd8tLJsNisVgsFgujUoozm705nHeXL9dRkVJISMiACfZ3FB8f7/Anj4SnnnqqsLCws7MzKyvLvgioTzugPm3k+DoiqE87uGB9WlkiLy/vwQcfpCRUYmLi+fPnHY9z5MiRRx55xPE4Vqs1Li6OvLHEQQcOHMjIyHA8jtVqHTt27O+//05JKGYqKyt78803qYqG+rQF6tNGW7ZsiYmJeeONNzZv3vzZZ5+tXbs2Li5u+/btdgdEfdrC9eqTuSN4AFrFx8ezZTwH7sZZ64iAi0GDBwBgnMEL3QAMF40PGAYAAABnQYMHAABwQaxp8Hw+n6p1mHk8HiVTN5ES9GHgXx4pQR8G/uWR0ghg7lK1A5jN5ubm5uDgYMdDqdVquVzu+D0VJpOptbV1iOWlbKdSqRQKheMpGQyG9vZ2clV8x1MiF9kAW6A+bYH6dBbUpy1crz5Z0+ABAADAdqw5RQ8AAAC2Q4MHAABwQWjwAAAALggNHgAAwAWhwQMAALggNHgAAAAXxI4Gv3Xr1tjY2Pj4+Pz8/GHt+O6778bGxoaGhm7cuPF2oewObp/vvvtu6tSp4eHhO3bscHpKWq12+/btfT/akskI/7lYAfVJE9QnJVCfNGFBfTr7cXZ3VlNTExMTo9Vqb9y4ER0dbTabbdzx1KlTd911l06na25uDgsLu3DhwuBQdge3T1tb27hx45qbmzs6OqKjozs6OpyY0qVLl5YvX56enk7+aEsmI/znYgXUJ03JoD4pgfqkKRlW1CcLRvB5eXkPP/ywUCiMiooKDg4uKyuzccfW1tYVK1Z4e3sHBQUlJyfX1tYODmV3cPscPXp00aJFQUFBPj4+5eXlEonEiSkdPHiwvb2970dbMhnhPxcroD5pSgb1SQnUJ03JsKI+WdDg6+vrQ0JCyNchISENDQ027vj444+Tz1ssLy//+eefU1JSBoeyO7h9amtrq6urJ02aFBYW9tFHH3E4HCemtGHDhqysrL4fbclkhP9crID6pCkZ1CclUJ80JcOK+nT+avh3ZLFY+i8ybDKZbN/XarV+8skn27ZtO3z4sK+v7+BQjgS3g06nu3HjRkFBgdVqTUxMfOCBB5yeUh9bMnFWbkyG+qQ1pT6oT/ugPmlNqQ8z65MFDV6hUNTU1JCv1Wq1QqGwcUez2bx06VI/P7/i4mIfH59bhrI7uH2kUuncuXP9/f0JgpgxY8a1a9ecnlIfWzJxVm5MhvqkNaU+qE/7oD5pTakPQ+uT7ov8jrt582ZcXFxvb29tbW1UVJTtExMOHDiQlpY2dCi7g9vn6tWrEydObG1tbWpqCgsLq6iocG5Kp06d6pskYksmI/znYgXUJ335oD4dh/qkLx/m1ycLRvBhYWEvvvhicnIyQRC7du3icm2dN/DTTz/l5eXJ5XLyx507dy5YsGBAKLuD2ycmJiYzM1OpVFqt1rVr106YMIEgCOem1Gfw59qyZWRyYzLUJ60p9UF92gf1SWtKfZhZn3hcLAAAgAvCES4AAIALQoMHAABwQWjwAAAALggNHgAAwAWhwQMAALggNHgAAAAXhAYPAADggtDgAQAAXBAaPAAAgAtCgwcAAHBBaPAAAAAuCA0eAADABaHBAwAAuCA0eAAAABeEBg8AAOCC0OABAABcEBo8AACAC0KDd5REItFqtZ2dnTt37hzuvn17HT16dNWqVTRkB+4O9QlMhvqkFRo8Nbq6uvbt2zf0e4xG4+32mjt37rvvvktXcuD2UJ/AZKhPmqDBU+P111+/fPnye++9RxDEX//616ioqClTpuzZs4cgiO++++6FF16YM2fOt99++9xzz40bNy48PPzDDz/sv9fp06fffvttq9X62muvxcbGTpw48cCBAwRBnD59evHixdOnT4+NjV27dq1Tf0VgMdQnMBnqky5WcIxYLO7u7q6rq0tOTrZarSdOnJg1a5ZWq9VoNOPHjy8pKfnPf/6jUCiampquXbv2zDPPWCyW9vZ2uVxutVr79jp+/Hh2dvbhw4dTUlJMJlNTU5NcLq+vrz916pRYLNZoNAaDITw8vKmpycm/LbAN6hOYDPVJK76zDzBczU8//dTQ0JCWlkYQhE6nKykpUSgUM2bMkEqlUql07dq1n3/+eUlJSVtb2y33Xbx4MY/Hk0qlSqXy/PnzQqEwNTXV39+fIIhx48Z1dnZKpdKR/pXAhaA+gclQn9TCKXqKCQSCV1999dtvv/32228rKiqefPJJgiAkEglBEGfOnFmyZAmHw3nhhRdkMtngfa1WK4fDIV/zeDyLxUIQRGBg4AimDy4O9QlMhvqkFho8ZcxmM0EQqampX3zxhcFg6OjoiIuLa2ho6HtDcXFxWlra8uXLu7q6mpqayPoj9yIlJycfOXLEYrG0traeO3du6tSpI/9bgKtCfQKToT7pgAZPjaCgoO7u7nfeeWfGjBlz5syJj4+/66673nrrrdDQ0L73PPHEE/n5+Uql8vPPP09NTV23bl3fXuQbFi9ePHny5Pj4+JSUlI8//lihUDjptwFXg/oEJkN90oRjtVqdnQMAAABQDCN4AAAAF4QGDwAA4ILQ4AEAAFwQGjwAAIALQoMHAABwQWjwAAAALggNHgAAwAWhwQMAALggNHgAAAAXhAYPAADggtDgAQAAXBAaPAAAgAtCgwcAAHBBaPAAAAAuCA0eAADABf1f2Kt4cX/peisAAAAASUVORK5CYII=" /><!-- --></p>
<p>When fitting the DFOP model with constant variance (see below),
parameter convergence is not as unambiguous.</p>
<pre class="r"><code>f_parent_saemix_dfop_const <- mkin::saem(f_parent_mkin_const["DFOP", ], quiet = TRUE,
control = saemix_control, transformations = "saemix")
plot(f_parent_saemix_dfop_const$so, plot.type = "convergence")</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<pre class="r"><code>print(f_parent_saemix_dfop_const)</code></pre>
<pre><code>Kinetic nonlinear mixed-effects model fit by SAEM
Structural model:
d_DMTA/dt = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 *
time)) / (g * exp(-k1 * time) + (1 - g) * exp(-k2 * time)))
* DMTA
Data:
155 observations of 1 variable(s) grouped in 6 datasets
Likelihood computed by importance sampling
AIC BIC logLik
706 704 -344
Fitted parameters:
estimate lower upper
DMTA_0 97.99583 96.50079 99.4909
k1 0.06377 0.03432 0.0932
k2 0.00848 0.00444 0.0125
g 0.95701 0.91313 1.0009
a.1 1.82141 1.60516 2.0377
SD.DMTA_0 1.64787 0.45729 2.8384
SD.k1 0.57439 0.24731 0.9015
SD.k2 0.03296 -2.50524 2.5712
SD.g 1.10266 0.32354 1.8818</code></pre>
<p>While the other parameters converge to credible values, the variance
of k2 (<code>omega2.k2</code>) converges to a very small value. The
printout of the <code>saem.mmkin</code> model shows that the estimated
standard deviation of k2 across the population of soils
(<code>SD.k2</code>) is ill-defined, indicating overparameterisation of
this model.</p>
<p>When the DFOP model is fitted with the two-component error model, we
also observe that the estimated variance of k2 becomes very small, while
being ill-defined, as illustrated by the excessive confidence interval
of <code>SD.k2</code>.</p>
<pre class="r"><code>f_parent_saemix_dfop_tc <- mkin::saem(f_parent_mkin_tc["DFOP", ], quiet = TRUE,
control = saemix_control, transformations = "saemix")
f_parent_saemix_dfop_tc_moreiter <- mkin::saem(f_parent_mkin_tc["DFOP", ], quiet = TRUE,
control = saemix_control_moreiter, transformations = "saemix")
plot(f_parent_saemix_dfop_tc$so, plot.type = "convergence")</code></pre>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<pre class="r"><code>print(f_parent_saemix_dfop_tc)</code></pre>
<pre><code>Kinetic nonlinear mixed-effects model fit by SAEM
Structural model:
d_DMTA/dt = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 *
time)) / (g * exp(-k1 * time) + (1 - g) * exp(-k2 * time)))
* DMTA
Data:
155 observations of 1 variable(s) grouped in 6 datasets
Likelihood computed by importance sampling
AIC BIC logLik
666 664 -323
Fitted parameters:
estimate lower upper
DMTA_0 98.24165 96.29190 100.1914
k1 0.06421 0.03352 0.0949
k2 0.00866 0.00617 0.0111
g 0.95340 0.91218 0.9946
a.1 1.06463 0.87979 1.2495
b.1 0.02964 0.02266 0.0366
SD.DMTA_0 2.03611 0.40361 3.6686
SD.k1 0.59534 0.25692 0.9338
SD.k2 0.00042 -73.00540 73.0062
SD.g 1.04234 0.37189 1.7128</code></pre>
<p>Doubling the number of iterations in the first phase of the algorithm
leads to a slightly lower likelihood, and therefore to slightly higher
AIC and BIC values. With even more iterations, the algorithm stops with
an error message. This is related to the variance of k2 approximating
zero and has been submitted as a <a href="https://github.com/saemixdevelopment/saemixextension/issues/29">bug
to the saemix package</a>, as the algorithm does not converge in this
case.</p>
<p>An alternative way to fit DFOP in combination with the two-component
error model is to use the model formulation with transformed parameters
as used per default in mkin. When using this option, convergence is
slower, but eventually the algorithm stops as well with the same error
message.</p>
<p>The four combinations (SFO/const, SFO/tc, DFOP/const and DFOP/tc) and
the version with increased iterations can be compared using the model
comparison function of the saemix package:</p>
<pre class="r"><code>AIC_parent_saemix <- saemix::compare.saemix(
f_parent_saemix_sfo_const$so,
f_parent_saemix_sfo_tc$so,
f_parent_saemix_dfop_const$so,
f_parent_saemix_dfop_tc$so,
f_parent_saemix_dfop_tc_moreiter$so)</code></pre>
<pre><code>Likelihoods calculated by importance sampling</code></pre>
<pre class="r"><code>rownames(AIC_parent_saemix) <- c(
"SFO const", "SFO tc", "DFOP const", "DFOP tc", "DFOP tc more iterations")
print(AIC_parent_saemix)</code></pre>
<pre><code> AIC BIC
SFO const 796.38 795.34
SFO tc 798.38 797.13
DFOP const 705.75 703.88
DFOP tc 665.67 663.59
DFOP tc more iterations 665.85 663.76</code></pre>
<p>In order to check the influence of the likelihood calculation
algorithms implemented in saemix, the likelihood from Gaussian
quadrature is added to the best fit, and the AIC values obtained from
the three methods are compared.</p>
<pre class="r"><code>f_parent_saemix_dfop_tc$so <-
saemix::llgq.saemix(f_parent_saemix_dfop_tc$so)
AIC_parent_saemix_methods <- c(
is = AIC(f_parent_saemix_dfop_tc$so, method = "is"),
gq = AIC(f_parent_saemix_dfop_tc$so, method = "gq"),
lin = AIC(f_parent_saemix_dfop_tc$so, method = "lin")
)
print(AIC_parent_saemix_methods)</code></pre>
<pre><code> is gq lin
665.67 665.74 665.13 </code></pre>
<p>The AIC values based on importance sampling and Gaussian quadrature
are very similar. Using linearisation is known to be less accurate, but
still gives a similar value.</p>
<p>In order to illustrate that the comparison of the three method
depends on the degree of convergence obtained in the fit, the same
comparison is shown below for the fit using the defaults for the number
of iterations and the number of MCMC chains.</p>
<p>When using OpenBlas for linear algebra, there is a large difference
in the values obtained with Gaussian quadrature, so the larger number of
iterations makes a lot of difference. When using the LAPACK version
coming with Debian Bullseye, the AIC based on Gaussian quadrature is
almost the same as the one obtained with the other methods, also when
using defaults for the fit.</p>
<pre class="r"><code>f_parent_saemix_dfop_tc_defaults <- mkin::saem(f_parent_mkin_tc["DFOP", ])
f_parent_saemix_dfop_tc_defaults$so <-
saemix::llgq.saemix(f_parent_saemix_dfop_tc_defaults$so)
AIC_parent_saemix_methods_defaults <- c(
is = AIC(f_parent_saemix_dfop_tc_defaults$so, method = "is"),
gq = AIC(f_parent_saemix_dfop_tc_defaults$so, method = "gq"),
lin = AIC(f_parent_saemix_dfop_tc_defaults$so, method = "lin")
)
print(AIC_parent_saemix_methods_defaults)</code></pre>
<pre><code> is gq lin
670.09 669.37 671.29 </code></pre>
</div>
</div>
<div id="comparison" class="section level2">
<h2>Comparison</h2>
<p>The following table gives the AIC values obtained with both backend
packages using the same control parameters (800 iterations burn-in, 300
iterations second phase, 15 chains).</p>
<pre class="r"><code>AIC_all <- data.frame(
check.names = FALSE,
"Degradation model" = c("SFO", "SFO", "DFOP", "DFOP"),
"Error model" = c("const", "tc", "const", "tc"),
nlme = c(AIC(f_parent_nlme_sfo_const), AIC(f_parent_nlme_sfo_tc), NA, AIC(f_parent_nlme_dfop_tc)),
saemix_lin = sapply(list(f_parent_saemix_sfo_const$so, f_parent_saemix_sfo_tc$so,
f_parent_saemix_dfop_const$so, f_parent_saemix_dfop_tc$so), AIC, method = "lin"),
saemix_is = sapply(list(f_parent_saemix_sfo_const$so, f_parent_saemix_sfo_tc$so,
f_parent_saemix_dfop_const$so, f_parent_saemix_dfop_tc$so), AIC, method = "is")
)
kable(AIC_all)</code></pre>
<table>
<thead>
<tr class="header">
<th align="left">Degradation model</th>
<th align="left">Error model</th>
<th align="right">nlme</th>
<th align="right">saemix_lin</th>
<th align="right">saemix_is</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">SFO</td>
<td align="left">const</td>
<td align="right">796.60</td>
<td align="right">796.60</td>
<td align="right">796.38</td>
</tr>
<tr class="even">
<td align="left">SFO</td>
<td align="left">tc</td>
<td align="right">798.60</td>
<td align="right">798.60</td>
<td align="right">798.38</td>
</tr>
<tr class="odd">
<td align="left">DFOP</td>
<td align="left">const</td>
<td align="right">NA</td>
<td align="right">704.95</td>
<td align="right">705.75</td>
</tr>
<tr class="even">
<td align="left">DFOP</td>
<td align="left">tc</td>
<td align="right">671.91</td>
<td align="right">665.13</td>
<td align="right">665.67</td>
</tr>
</tbody>
</table>
</div>
</div>
<div id="conclusion" class="section level1">
<h1>Conclusion</h1>
<p>A more detailed analysis of the dimethenamid dataset confirmed that
the DFOP model provides the most appropriate description of the decline
of the parent compound in these data. On the other hand, closer
inspection of the results revealed that the variability of the k2
parameter across the population of soils is ill-defined. This coincides
with the observation that this parameter cannot robustly be quantified
for some of the soils.</p>
<p>Regarding the regulatory use of these data, it is claimed that an
improved characterisation of the mean parameter values across the
population is obtained using the nonlinear mixed-effects models
presented here. However, attempts to quantify the variability of the
slower rate constant of the biphasic decline of dimethenamid indicate
that the data are not sufficient to characterise this variability to a
satisfactory precision.</p>
</div>
<div id="session-info" class="section level1">
<h1>Session Info</h1>
<pre class="r"><code>sessionInfo()</code></pre>
<pre><code>R version 4.4.2 (2024-10-31)
Platform: x86_64-pc-linux-gnu
Running under: Debian GNU/Linux 12 (bookworm)
Matrix products: default
BLAS: /usr/lib/x86_64-linux-gnu/blas/libblas.so.3.11.0
LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.11.0
locale:
[1] LC_CTYPE=de_DE.UTF-8 LC_NUMERIC=C
[3] LC_TIME=C LC_COLLATE=de_DE.UTF-8
[5] LC_MONETARY=de_DE.UTF-8 LC_MESSAGES=de_DE.UTF-8
[7] LC_PAPER=de_DE.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=de_DE.UTF-8 LC_IDENTIFICATION=C
time zone: Europe/Berlin
tzcode source: system (glibc)
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] saemix_3.3 npde_3.5 nlme_3.1-166 mkin_1.2.9
[5] knitr_1.49 rmarkdown_2.29 nvimcom_0.9-167
loaded via a namespace (and not attached):
[1] gtable_0.3.6 jsonlite_1.8.9 dplyr_1.1.4 compiler_4.4.2
[5] tidyselect_1.2.1 colorout_1.3-2 parallel_4.4.2 gridExtra_2.3
[9] jquerylib_0.1.4 scales_1.3.0 yaml_2.3.10 fastmap_1.2.0
[13] lattice_0.22-6 ggplot2_3.5.1 R6_2.5.1 generics_0.1.3
[17] lmtest_0.9-40 MASS_7.3-61 tibble_3.2.1 munsell_0.5.1
[21] bslib_0.8.0 pillar_1.9.0 rlang_1.1.4 utf8_1.2.4
[25] cachem_1.1.0 xfun_0.49 sass_0.4.9 cli_3.6.3
[29] magrittr_2.0.3 digest_0.6.37 grid_4.4.2 mclust_6.1.1
[33] lifecycle_1.0.4 vctrs_0.6.5 evaluate_1.0.1 glue_1.8.0
[37] codetools_0.2-20 zoo_1.8-12 fansi_1.0.6 colorspace_2.1-1
[41] tools_4.4.2 pkgconfig_2.0.3 htmltools_0.5.8.1</code></pre>
</div>
<div id="references" class="section level1">
<h1>References</h1>
<!-- vim: set foldmethod=syntax: -->
<div id="refs" class="references csl-bib-body hanging-indent">
<div id="ref-efsa_2018_dimethenamid" class="csl-entry">
EFSA. 2018. <span>“Peer Review of the Pesticide Risk Assessment of the
Active Substance Dimethenamid-p.”</span> <em>EFSA Journal</em> 16: 5211.
</div>
<div id="ref-ranke2021" class="csl-entry">
Ranke, Johannes, Janina Wöltjen, Jana Schmidt, and Emmanuelle Comets.
2021. <span>“Taking Kinetic Evaluations of Degradation Data to the Next
Level with Nonlinear Mixed-Effects Models.”</span> <em>Environments</em>
8 (8). <a href="https://doi.org/10.3390/environments8080071">https://doi.org/10.3390/environments8080071</a>.
</div>
<div id="ref-dimethenamid_rar_2018_b8" class="csl-entry">
Rapporteur Member State Germany, Co-Rapporteur Member State Bulgaria.
2018. <span>“<span class="nocase">Renewal Assessment Report
Dimethenamid-P Volume 3 - B.8 Environmental fate and behaviour, Rev. 2 -
November 2017</span>.”</span> <a href="https://open.efsa.europa.eu/study-inventory/EFSA-Q-2014-00716">https://open.efsa.europa.eu/study-inventory/EFSA-Q-2014-00716</a>.
</div>
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