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Week8_LMM1.html
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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="viewport" content="width=device-width, initial-scale=1" />
<meta name="author" content="Joshua F. Wiley / Michelle L. Byrne / Pei Hwa Goh" />
<meta name="date" content="2023-04-14" />
<title>Linear Mixed Models (LMMs) - Part 1</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) {
var hs = document.querySelectorAll("div.section[class*='level'] > :first-child");
var i, h, a;
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h = hs[i];
if (!/^h[1-6]$/i.test(h.tagName)) continue; // it should be a header h1-h6
a = h.attributes;
while (a.length > 0) h.removeAttribute(a[0].name);
}
});
</script>
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font-family: "et-book";
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format("truetype");
font-weight: normal;
font-style: normal
}
@font-face {
font-family: "et-book";
src: 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dHch1eXaqO4aMOTuDix4NCgH8tjNxFBMzDgQI/KgSFxwCNx3KdXd3HR3IdXl3qjuHjDk7g4sDtpjT15ia0NWV/s8BNQEx+u4ZEgMGARFOpxsCBAgXBvrwGQHAmNPXmpjS15P+0QE1ATEBAAAAAAEAvP/ZBi0FTgBnAQsAsmUAACuxMgfpsgwCACuxGgXpshoMCiuzABoTCSu0OEplDA0rtDgHACgEK7BbMrQgLGUMDSuwKDOxIAbpAbBoL7AA1rEvEOmzCS8ACCuxHQ/psC8QsUMBK7BFMrE/C+mwPxCxFQErsRAO6bAQELE1ASu0YRIAQQQrsGEQsVABK7RYCgAUBCuyUFgKK7MAUFMJK7FpASuxHQkRErADObBDEbcHDAUmLDJGZSQXObA/ErIaO2Q5OTmwFRGwFzmwEBKxOEo5ObA1EbFcXTk5sGESsFs5sFARsE05ALE4MhESsy8AQmEkFzmwShGwWjmwLBKwKTmwIBGzBwMmUCQXObAaErMIUlVYJBc5MDETNDY3NjU0JyYnNCQzMh4BFRQGIyInLgEnJiMiBhUUFjMyNjIeARUUDgEuASMiBhUUFjMyJDU0JiMiBhUUFxYXFgcGJyYnJjc+ATMyFjMyNjU0Jic0MzIWFRQGByIXFhcWFRQGBCAuAby5kx8GuAEBF8lEmY0rHTUcAgcCGZ+NsE88BiMcHxMXJyUvCHGV48GkATdrYD9fDx8CAjAxGggDBkovfW8hhSA3RCMCOh0eoIslBAIEUsz+8f767q4Bf4HLJwgMBgJGnJbIIWRKHSlMBh0GYqyPUmoEBBMOFBUEAgaqgazNz6BUZCMUDA8fHDUJCjMSFT9OLycEHRUMKxIzJh1YbwoKAgRGYIvYYlLHAAEBQgLnAk8FTAAQACwAsgYCACu0DwcABwQrAbARL7AA1rQLEgBBBCuxEgErsQsAERKxAg85OQAwMQE3PgMyFg4BDwEGBwYjIgFCFgQMIUZmJRYrI3UQDQQIFwMX+z1Eez5CbnFC4R0CAgAAAAEAzf4XAzMFiAAOAA8AAbAPL7AA1rEQASsAMDE3EAE2FgcAAwITFgcGJwLNAkUXFBL+x3t9qgwUFA+s+AJMAkEVJRX+hf4l/h3+HSUICiIBeQAAAAH/rv4fAhQFjwATAB4AAbAUL7AI1rEMEumyDAgKK7NADA4JK7EVASsAMDEDJjc2NzYTEgMmNzYXEhEQAQYHBlIKGpNhdUN3pggREhKs/vKJph3+HxIjrLbnAQEBzwH7HQoKJP6F/rT+c/5yyaEdAAABAMUB+gPjBY8AcgCTALBwL7BMM7QDBwAYBCuwRjKwOi+0NAcAGAQrsBQysDQQtDwHABUEKwGwcy+wYdawIjKxXA7psCcys2hcYQgrsB4zsVQS6bArMrF0ASuxaGERErIIJF85OTmxXFQRErIlQF45OTkAsQNwERKyUWVsOTk5sDwRtQQcLC1TaSQXObA6ErANObA0EbQYICkqMCQXOTAxEzQ2NzY3Njc2JyYnJicuATU0PgEzMhceARcWFxY2NSYnJjU0NjIWFRQHBgcGFjc2NzY3NjMyFhUUBgcGIwYHDgEWFxYXFhceARUUBiMiJyYnJicmFRYXHgIXFhUUBiImNTQ3PgE3Njc0BwYHBgcGIyImxS83QjE5PSMeRDkZWjUvDCcfJSgEEQZKXBAKBhYbJ0opHRsCAhMQWEoQCyUmLSUvNXECN0IOBggMPzoxQjctKR4zJw4NSFobAhsCCgcCCCtKKwoCDwIbARhWTCEUGyUhKAMCMSUMDBEQJQ4RIxAIFw4nLQwfHy0EFQZYOQoIFHFFWCUhMzMhHWBcWhkBDDdWFAstMxctJw4fECEICAkIJRAQDQwlMRstLQ4TWjgOGYFLCBUOCSEaJzMzJyEaCCMJP4cfDjNfKQ4XLQAAAAABAI0AewTfBN0ACwBYALAAL7AHM7QBBwAjBCuwBTKyAAEKK7NAAAoJK7IBAAors0ABAwkrAbAML7AK1rACMrQJCgA0BCuwBDKyCQoKK7NACQcJK7IKCQors0AKAAkrsQ0BKwAwMRM1IREzESEVIREjEY0B7HcB7/4RdwJvdgH4/gh2/gwB9AAAAQBu/p4BqgC2ABQAMACwFC+0DwcACAQrAbAVL7AI1rESC+myCBIKK7MACAwJK7EWASsAsQ8UERKwAjkwMRImNz4ENTQnJjU0NjMyFhUUBXQMEQRQFjQSISE6Iy05/uP+liINAj0ZNTMdJTU9Fyk9Vj3dqAABAHsBeQJxAekAEgAqALARL7QJBwAlBCuwBjK0CAcAJQQrAbATL7AC1rQNCQAJBCuxFAErADAxEiY3NDc2NzYzITIeAQcGBwYnIX8IBAgICAgTAawKCQgEBAkIEv5WAXkKIwwdFwECAgwMJR8XBQAAAQCe/+MBWADFAAoANwCyCAAAK7QDBwATBCuyCAAAK7QDBwATBCsBsAsvsADWsQUP6bEFD+mxDAErsQUAERKwCDkAMDE3PgEyFhUUBiMiJp4EO04tOS0vK1YvQDgrNUpEAAAAAAH/8v99AvME8AATAAAHNgA3ND4DHwEeAQcAAwYvASYOhQGNbQwGDBMKMwwPCP5czSMWOC9O9gMr8gISBg8EAgcCGB38rv5GKwIEBgACAHv/3wNMA6IADwAbAEgAsg0AACu0EwcAKwQrsBkvtAQHACgEKwGwHC+wANaxEA7psBAQsRYBK7EHDumxHQErsRYQERKxDQQ5OQCxGRMRErEHADk5MDETNBIkMzIWFRQHBgcGIyImNxQWMzISNTQmIyICe5kBF1RMgXVxqkwsSn+cUzpopl5CYpkBSo0BCsHTgdGamEsh34ZvlgEtxXGZ/s8AAAEAk//+Ao0DrgAjAF4AsCIvsQID6bAcMgGwJC+wANa0HgkACQQrsSUBK7A2Gro+y/OfABUrCg6wBhCwB8CxFw75sBbAALMGBxYXLi4uLgGzBgcWFy4uLi6wQBoBsR4AERKyDhMiOTk5ADAxNzY3Njc2NxM2Jg8CJic0NyU2MzIWBwMGFRQWFzIWBiMkByKTBA9cMx8MewIGCAiOCAIQAQcQGwoUApEMOVoIAgoK/qqFDhIXBAQVDEQCcBAJBARAAhMbBZYMFQj9HzkRHRYGGRYEBAAAAQBF//4DRgOkADEASQCwMS+0IgcAIAQrsAwvtBUHACwEKwGwMi+wCdaxGA7psTMBK7EYCRESsicqLDk5OQCxIjERErECLDk5sAwRtAQRGCgrJBc5MDEyNjc2NzYkNzY3NCYjIg4BBwYmNzYzMhYVFA4BBwYHBhcWMyEyNzY3NhcWBwYHBiMkBUQCBlQ1OwEbPT0BTjc1aTktDh8ItrhiflhdVs+JChcIDAEtXB8lAgodEAQ9JQ4d/vb+3x8MXjw98EVIUjk8OjczDiAR34VWRn1BNH+DCgICN0IEGQsEDIdjFAQEAAAAAAH//v6HA14DngA0AFoAsDMvsQcH6bIHMworswAHAwkrsBgvtB8HAC4EKwGwNS+wCtaxLw7psgovCiuzAAoACSuwChCwFSDWEbEkD+mxNgErsRUKERKwLDkAsRgHERKyGyQsOTk5MDEDNDYzMhcWMzISNTQmIyIHBic0NyQ1NCYjIgcGJjc2NzIeAhUUBgcOARYzFhcWBxQCBCMiAh0aGVI9NXvkUEQ1Ph8DFAFcQzF/rAomDdPESF4hCqRiBgQGBEQ1RAHd/tWDi/7bHS8pIQERvFhxGwwYHQicqjNCrgoaEOcBLUYnEliWLQIKBhAyRFOk/t2eAAAAAgCD/ocDcQOPACQALgCCALAjL7ASM7QnBwAiBCuwDDIBsC8vsTABK7A2Gro+tfMxABUrCg6wHRCwKsCxFhX5sArAsxUWChMrsB0Qsx4dKhMrsh4dKiCKIIojBg4REjmyFRYKERI5ALUKFRYdHiouLi4uLi4BtQoVFh0eKi4uLi4uLrBAGgEAsScjERKwADkwMTc0NwA/ATYWBwIDBhczMhYHBgcjIgcDDgEnIyImNxM2LgEjISI3BhczMjcSNzMGgwwBpuIeDg8CUDkCCosMEQYIF30jDFICGwxIEhcEUAIICgT+oBd9CBT8HQJiGwLFWj8PAgjdAgIQDv5x/usUAx4bNQIZ/nUQEQQMEwGPBgsCiwwGDgGBbL4AAAABABf+oAMZA8UAQABiALA+L7QHBwAkBCuyBz4KK7MABwMJK7AuL7ArM7QfBwAdBCsBsEEvsArWsTkL6bIKOQorswAKAAkrsUIBK7E5ChESsiEpKjk5OQCxLgcRErITKjk5OTmwHxGyFSEpOTk5MDETNDYzMhcWMzI2NTQuAicuATc+ATc+BjoBOwEENzY3PgEVBgcGJyImIyIHBgcGFhcWFxYVFAcOASMiJhcxHhdQPSF/ulZ4VBUfBggSOggCBwYEDAQVBhwHAgECEggNBCUnDQgYI9E3EAUXCgINDqZkYJlQ3XEvav7sHUcjG+qaUn4+HQICFhNE8yMMEg0KBgICCBAGJwgCDIUvGQEID1g7BAoCG1xUmraqVokhAAIAsP/uA/oFXAAfAC0AaACyHQAAK7QjBwArBCuyBwIAK7EMA+m0FykdBw0rtBcHACIEKwGwLi+wANaxIA7psCAQsSYBK7EaDumxLwErsSYgERKyFx0QOTk5sBoRsA05ALEpIxESswAUGhAkFzmxDBcRErANOTAxExABPgM3MhcWBgcGAAMGNzY3PgIzMhYVFAAjIgI3FBYzMhI1NCYjIgcOAbABSkyRjUY5FQIEDgvN/rlSBAgOEy1qdRk7ef7RknmTpGpKWIVHLTt1SCUBsAFzAT9IZDQQCg4KFQI5/rr++gwCBBQ5Z0Kze+H+ZQEWgYmuAQ6yb6CHVmsAAAEAZv6mA1wDjQAmAEMAsAYvsAkztBkHAB4EK7AWMrIGGQors0AGJAkrAbAnL7AR1rQNEgD7BCuxKAErsQ0RERKwDjkAsRkGERKxCB45OTAxEj4BNwE2JwYkBw4BDwEGJy4BNxM+ATc2BDMyNzYdAQYHAQ4BKwEiYggJBgJYBi0x/vovJRcOKQQXDAICRggQIUoBMxIlSjUMJf3NIRkSLRD+uh0XCAPxFAECCggEHSt5DAQECAsBGB8MAggMBgQSEiNC+/Y7HQAAAwB1/+cDmgTpABoAJAAwAHMAshcAACuxHgbpsC4vsQsH6QGwMS+wANaxGwvpsBsQsQYBK7ElC+mwJRCxIQErsRQK6bMrFCEIK7EOC+mxMgErsSUGERKyBAIXOTk5sCERtxADEh4RIycuJBc5sBQSsAs5ALEuHhEStQAGDhQjJyQXOTAxEzQlNicmNTQ3PgEzMhYVFAUGFxYVFAAjIicmNxQWMzI2NTQnBhMUFz4CNTQmIyIGdQE7FA55niOVLliB/usMDJr+zXlaWEyFizk1ucfsw5g5REaELSt/ASm2wQwOg2F1chlLl0KNqAgMj6Cs/vt5aJhW3aB9ppmYAfJkjSc1ZDFCd2kAAgBM/k4DhQOkACAALgBSALAfL7ECA+mwDS+0JAcAJQQrsCwvtBUHACkEKwGwLy+wENaxIQ7psCEQsSkBK7EYD+mxMAErsSkhERKyDRUGOTk5ALEsJBESswoQGAgkFzkwMRM0NzYANzYnJgcOAiMiJjU0PgIzMhIVFAIHBgcGBwYTFBYzMj4CNTQmIyIGTA7sAQxUCgICCB1Ik0JQaGKMlTh7nZmIfZ9Mkhv5QzYbV2VFbkRaif5mDAtUAQjZJQICCiNMXpyBhfqiYv7lsp7+pIV5RyMnBgM5bZ8xXKZkiar3AAAAAgDn/+MCKQNmAAoAFABLALIJAAArtAMHABIEK7ATL7QNBwASBCsBsBUvsADWsQYQ6bMLBgAIK7EQEOmxFgErsQsAERKxAwk5ObAGEbEIEzk5sBASsBI5ADAxNz4BMzIWFRQGIiYTNhcyFhUUBiIm5wQ+KSctOVsvhxJZJS87VjBYMT44LTVKSALNbwE5LTVIRgAAAAIAav6TAiEDZgAQABwAPgCwGi+0FAcAEgQrAbAdL7AE1rENC+myBA0KK7MABAgJK7AEELARINYRsRcQ6bEeASuxFw0RErEUGjk5ADAxEyY3NjU0JyY0NjMyFhUUBQYTNDYzMhYVFAYjIiZqDCGkHyE2Ji08/t8S6zwvJTE+LSUx/pgXGmpvITk5VjxWQvCsCgRlL0k9LTVEPgAAAAEAjwCcBN8EvAAGAAATNQEVCQEVjwRQ/FIDrgJ5aAHbg/5z/nODAAACAI8BgQTfA90AAwAHACAAsAAvtAEHACIEK7AEL7QFBwAiBCsBsAgvsQkBKwAwMRM1IRUBNSEVjwRQ+7AEUAGBeXkB43l5AAABAI8AnATfBLwABgAANzUJATUBFY8DsPxQBFCcgwGLAY2F/iNoAAAAAgDB/+MDKwVMAAkALQCBALIIAAArtAMHABIEK7IfAgArtBYHABoEK7IWHworswAWGQkrAbAuL7AA1rEFD+mzKgUACCuxChLpsAovsSoS6bAFELETASu0IgoAFAQrsS8BK7EKABESsQIIOTmwKhGyAwscOTk5sRMFERK0ERkfJickFzkAsRYDERKxIiw5OTAxNz4BMhYVFAYjIhM2Nz4DNzY1NCYjIgYjIiY1NDYzMhYVFAcGBwYHBgcOASbBBDlOLzwtUnkQVxAzKUYOfWZOH3IbGSBuUoOkbSF4XiUlFQIYFVYxQDgtN0gBd/hzFCsZKQhOakZeIS8jMUC3k8toH0ExSEZWCAwIAAAAAAIAzf5MB74FsgBMAF0AggCwSi+xQAbpsAkvsBUzsTEH6bRQBwAfBCuwWS+xHQTpsDovsQMF6QGwXi+wANaxPQrpsD0QsRgBK7FND+mwTRCxNwErtAYSADsEK7FfASuxN00RErcDCRIdOkBKViQXOQCxWVAREkAPBg0AEhgfISQpNz1DDkdFJBc5sB0RsCc5MDETEAAhIAAREAAjIjc0NzYHBgcGBwYnIiY1NBI3NjMyFx4BPgE3Nj8BFgcOBRYzMjY3NhI1EAAhIAAREAAhIAATNjcWFwIAISAAJRQWMzI3Njc2NTQmIyIHBgLNAi0BmQFIAZL+tuqgAQgECgYNPz59cFJrkHKkkG8uBgkGCAIQJ1QjCAIlLTMjERslN4w1Ul7+lf7g/pH+CAG5AV4BGQGjcxARCRle/iH+x/59/ggCP0Ivd5NCJy1GNVZQYJABzQGqAjv+h/7D/tH+UJMnOxcCAg5SOHEBjWiDATZ5qGEMBAgOAi8NEAQ1BG+LsqSNVlRBZAEXjwEUAVH92f5m/pj+SQETARAQAQIZ/t3+wwH27ztUxlh3kFhCUWBx/rsAAAL/qf/8BWkFVgA9AFAAhQCyHAAAK7A3M7ESBOmyAiMyMjIysgoCACu0K0AcCg0rtCsHACwEKwGwUS+wPNa0MAkADAQrsDAQsUMBK7AmMrEPD+myD0MKK7NADxYJK7FSASuxMDwRErEDOTk5sEMRtB4hNThQJBc5sA8SsAY5ALErEhESsgMPMDk5ObEKQBESsEg5MDEnNjM+ATcBNjc2MzIXFhUTFBYXOwEWFRQHBiMiIyYgByImNjMyNjUDNCYjISIHAQYVFBczMhYGIyYiByI1NAEWMyUWNRE0JyYnIgcGBwEGFQZWAhtSYlADVAQSExgTFBkMMy06DhUBAhUDAnv+36YKCAoOh18CFQj+bQ4P/wAndTUMCA4McvaEDwLnCBYBIycGBAUBBAgH/rwEARQbEEZpBFQKBAYEBh37dTsuBgMVBQYWBQUYG0ZiAU4GEA7+rDMjTAQaHQQEEAQCkgoCAR0BqBIGBAEBAwj+RwUFBQAAAAMAIv/6BRQFKwAwAEEAUQDkALIvAAArsQYE6bA0MrIZAgArsRUD6bBOMrRFPC8ZDSuxRQXpAbBSL7A41rEmEemwJhCwHSDWEbFKEOmwSi+xHRDpsVMBK7A2Gro+lvKeABUrCg6wCxCwDsCxQBb5sFHAsAsQswwLDhMrsw0LDhMrsEAQsz9AURMrs0JAURMrsgwLDiCKIIojBg4REjmwDTmyP0BRERI5sEI5ALcLDD9AQlENDi4uLi4uLi4uAbcLDD9AQlENDi4uLi4uLi4usEAaAbEmShESsCQ5ALE8BhESsSQmOTmwRRGxIyA5ObAVErAdOTAxNyY1NDc2MzI3PgE3Ez4CLgEjJgYjIjc2MyEyFhUUBgcGFhceARUUBwYhIiMmIAciJRQWMzI3NjU0JisBIgYVAwYTBhY7ATI3NjU0JyYrASIHJQMFCBArFUI9Fq0KBAIXNSsKHwYSAgQSAkLF3J+JCAEHeYuWlP8ABQWt/r+TEAGeUH2oWpHHrmwIFVgKewISDGG4WoNqQolgGQwKBwYICA4CCFRtAyktIUcfGwICGhmWh22fGwIOAiuwcblsagIC1VRAPmbDi6IMB/5hNwJFDBE0TJGLLRsXAAAAAQA7/9sF1AVOAC0AQACyKwAAK7EaBumyJAAAK7IEAgArsRQG6QGwLi+wANaxFxHpsS8BKwCxGisRErEiJzk5sBQRtAgADh4hJBc5MDETNAAkITIXFhUUBwYHDgEmNzY1ECEgABEUEjMgEz4BFgcGBwYiJyYjIgcGIyAAOwEAAb0BCvDPEwMETAQbEgIE/p7+yf5F9tsBSNkEHBMEPS4CGgshHCFcomz+7P6GAjfbAWvRWgsaCg0O/A4EEAobGAEh/lb+y/L+5gE3CAIODJymCAgKEiEBSAAAAgAB//oGPQUrACQAPgBdALIjAAArsQYF6bArMrIYAgArsRQE6bA2MgGwPy+wMNaxHAnpsUABK7A2Gro+nPK9ABUrCg6wChCwC8CxJQ/5sD7AALMKCyU+Li4uLgGzCgslPi4uLi6wQBoBADAxNyYnNDc2PwE+ATcTPgEuAyMiIyI3NjMhIAAREgcGISIjISIlBhUUFxYXMjc2ADU0LgEnJiMiByIOAwcEAgEGCRNDSjUbsAoCDhg0MSsKBhsKCBcCYAFKAY8B+PX+mwME/TYRAagJFyWDunrNAQZtwHZhbhkZAhsIEwoECgYFCgoQAgcCQ3kDPys8JxYLAh4d/rz+9v7J19XtKx4wEhwBJ0IBZNuN1HQbFgEDAgQMCgABAAT//AVdBSsAZQDfALJdAAArsU4G6bAAMrIQAgArsSUF6bALMrIlEAors0AlHAkrtCs9XRANK7ErBukBsGYvsDnWsTUS6bA1ELEhASuxFQrpvAAZABIAAAEmAAQrsWcBK7A2Gro+pPLgABUrCg6wBhCwB8CxQBf5sCfAsyhAJxMrsihAJyCKIIojBg4REjkAtAYHJyhALi4uLi4BtAYHJyhALi4uLi6wQBoBsTU5ERKwXTmwIRG0LzJTV1kkFzmwGRKwHDkAsT1OERKzNThVWSQXObArEbA0ObAlErIZMDM5OTmwEBGwFTkwMTc2FjM+ATcTNjc0KwEmNzYzITIXFhUUBwYHFgYjIi4BNjU0JiMhIgcDBhYzITI2NzYXFgcGBwYHBjU0JiMhIgcDDgEeBjIzMjsBMjc+ATc+ARYVDgIHBiMkIAciJyY1NCMMLwhKPBS0DAGINRcFBiEEFh0KBwEXHgIMCwwKAgRtff6oLQZoAhQXAVBcXicEGxIGJScCEhtagf7nKQZYBAIKCBkQIxUpFBcGAo+6dTc0KQYWDwwpIQYSQP7R/ennCQgGOwICBkRiA1s5H1oCGhsJBhEHCH15BgYKChcGZlsd/g4ODDlSDgYCDpbdDAIEM1A5Hf5nFCIYFQ4KBgQDVCcyNQoECAgdg2gJEgQECggIJgAAAAEAEP/8BOIFKwBdAQcAslwAACuxBgTpsFQyshQCACuxEATpsC0yshAUCiuzQBAkCSu0NktcFA0rsTYG6QGwXi+wR9axQxLpsEMQsT0BK7FBEumwQRCxKAErsSIS6bIiKAors0AiHwkrsV8BK7A2Gro+nPK8ABUrCg6wChCwC8CxTg/5sDHAszJOMRMrszNOMRMrszROMRMrs01OMRMrsk1OMSCKIIojBg4REjmwMjmwNDmwMzkAtwoLMzRNTjEyLi4uLi4uLi4BtwoLMzRNTjEyLi4uLi4uLi6wQBoBsT1DERKwQjmxIigRErAZOQCxBlwRErBYObBLEbJCRVU5OTmxEDYRErIwP0E5OTmwFBGwHzkwMTcmJzQ3NhczMjY3EzY1NCsBIjc2MzIzFiA3MhcWFxYVFA8BFAciLgE0NjU0JisBIgcmBg8BBjc6AjM+ATc+ARYHBgcOASY1NCYjISIHAwYVBhcWMzYWBwYHJiAHIhIBAQYIDRdUSRe2DIUjFAYGGgIBywHC9hAMDQoHATUZCAoCAlhz+iUKBDsbGggkEmmLFU5UKwIcFwY5FQIXFkJa/uoZBlAJAQwWaxcnAgQZhP7qkw0KBAUKCg4CSGwDWzkbWhwfAgICAQoHCwQG/AgEBgwNEAJvVB0C9nt7JQECO1AGDAwZyaMMCQkIaEgd/oUuISUUJgYOFhsCAgIAAAEAff/bBiYFTAA/AJIAsjwAACuxEwXpsgMCACuxDgXptCskPAMNK7ErBOmwHTIBsEAvsADWsRER6bARELEZASuxMwjpsjMZCiuzQDMmCSuwMxCxCwErsQgS6bFBASuxGRERErQDDh8hPCQXObAzEbAiObALErYMIzAxNzg5JBc5sAgRsAc5ALErExESsRw4OTmxDiQRErIAChE5OTkwMRMQACEyBRYfARYGJy4BIyAAERAhMjY3PgE1NCYvAS4BNjMWMjcWFRQHBgcjDgQHBhUUFxYXFgYHBCEiJAJ9Ae0Bf9kBBRAGCAQvBCnvvf7X/o4CBl6oIx0oMUoSDgIQCInyawsBBA0aLTcjCxIEDgMJQQoBEf7b/uK8/sLPAkYBSAG+XgQn+BIHDKKu/lj+xf3uLSIbpjUzHwgCAhsZBAQCEAQGGgIGFDQaYhElHg4NKQICJwRMiQEfAAAAAAH/4f/8Br0FKwB9APkAsnoAACuwTjOxAgTpskhWazIyMrIQAgArsDQzsQwD6bIdLj0yMjK0JGJ6EA0rsSQH6QGwfi+xfwErsDYauj6d8r4AFSsKDrAGELAHwLFlD/mwIMC6PqPy3gAVKwqwXBCwKcCxQg/5sEHAsGUQsyFlIBMrsFwQsyhcKRMrs11cKRMrsGUQs2RlIBMrsmRlICCKIIojBg4REjmwITmyXVwpERI5sCg5AEAMBgcgISgpQUJcXWRlLi4uLi4uLi4uLi4uAUAMBgcgISgpQUJcXWRlLi4uLi4uLi4uLi4usEAaAQCxAnoRErB8ObBiEbABObEMJBESsCs5MDEnNhczMjY3EzY1NCsBJjc0MxYgNzIWBw4DKgEjIgYHAwYWMyEyNjcTNjQnJiMiJyY1NDMWIDcyFRQHBgcjDgEHAwYVFBcWFzI2FhUUByYgByImNzY3NjIzPgE3EzY1NCMhIgcDBhUUFxYzMjMyNh4CBwYjIiMmIAciNTQfBBEpXFQasQ5/RBIEGYwBIpUQDwICBAYLCBIGYlEWSAYQDQKNDBcCSgsfIEUnAgIYpQEOahEBBhA1SEQYsA0KFlsCMRUhjP7njBANAgQbDi4KRj8USgId/X0fBVAJDBZiBQUCGg0QCAIFFAMC2P7dSxsXHQFUeQNEPxtYBhAfBgYOCwgMBgJGbv6lDBYUCgFhOkoYGAwGCBkHBxIFBhAGBlR3/L4oIR0XMQYCChAUCQYGDAwZBAIITGABYQoIHRv+iS0hJhYoAgIEDgobAwMVAwAAAQAs//wDbAUrADQAagCyMQAAK7ECBOmwKDKyFQIAK7EPBOmwHjIBsDUvsTYBK7A2Gro+mvKyABUrCg6wCBCwCcCxIg/5sCHAALMICSEiLi4uLgGzCAkhIi4uLi6wQBoBALECMRESsDM5sA8RsCQ5sBUSsBo5MDE3NhcyMzI3NjcTNjU0JyYnKgEmNzYzFiA3MhUUBwYnDgEHAwYVFBcWMzIzMgcGByYgByI1NC8IGQUFXCMlFrcPChZmDBkOBgYbgQELig4EChpkRhe2CRQgagUGGQUIEb7+61gRGxkBJSdoA10vIhwTKgYQEBcGBg0HCx8JBkBu/KMrIC8XJR0SBAUFEAYAAAAAAf6W/bQDUgUrADMAPQCyHgIAK7EXA+mwKDKwMi+0CgcAJAQrsgoyCiuzAAoECSsBsDQvsTUBKwCxFwoRErEnLjk5sB4RsCM5MDEBNDc2MzIeARcWMzIzMjc2NxM2NTQnJicqASciNzYzFiA3MhUUBw4BJyMOAQcDDgEHBiMi/pYeFzEOISUKRSoCAo08Fw/0CgYSTgwtDRQCBBd8ARSYEwIGFxwbRjsT1R1XXMPZkf3uJygfChAFFoU3VAUNOSMaDSsEAhYdBwcSBQgQDAIISGD7n5apTKIAAQAR//oGfAUpAGYAlQCyTgAAK7BgM7FGBOmxBFsyMrIRAgArsC4zsQ0D6bIYKDkyMjIBsGcvsWgBK7A2Gro+lvKgABUrCg6wBxCwCMCxVQ/5sBzAsx1VHBMrs1RVHBMrslRVHCCKIIojBg4REjmwHTkAtQcIHB1UVS4uLi4uLgG1BwgcHVRVLi4uLi4usEAaAQCxDUYRErQOHztRVyQXOTAxNz4BFjM+ATcTNjc0KwEGNzYzFiA3MgcGKwEOAQcDBhY3NgA3NjU0JiMiLgE3NjMWMjcWFxYVFAcGBwYPAQYHBgcGFwEeATsBMhYGIyYiByInAQcGBwMGFRQXFjM2FgcGByYgByY1NBIGEzECTEIWuAwBfQ8OBAIZkAEEdhkLCBAXYE4WTAQOFUQBoXk7JTEKCAYEBBJQ76ARAgEFBgcMBFSc2/afFxEBrDt3UA4KAg4KRplSGxD+DDsQBUgQDBl3EBcCBBWQ/uqFGBQSCwIISmQDXTUlWgIYHQUFHxQCRm/+lg4LDS8BMVIpIRsWAgoMGwQEAQoDAggJDAICAhEdpbZ7EBf96Uw3HRoEBBYCcSUMFf6oLyQfFS8CDA8UBgQEBQ8DAAAAAQAf//wE/QUrAEoARwCyQQAAK7EyB+myQQAAK7EGBOmyGwIAK7AeM7ETA+mwJjIBsEsvsUwBKwCxMgYRErEKPjk5sBMRsg83PTk5ObAbErAcOTAxNyY1NDc2NzoBNz4BNxM2NTQnJiMiBiImNjU2MxYgNzIHDgMiKwEiBgcDBhUWFxYXMzY3Njc2FxYHFAcOAQcGIyIlJiMiBwYjIiECBwsMChUITEoWrg4fIEcEGQYRBQgKjgEcjRcGAgcEDgQKCWBQFrIMAQgUUdO0a1xYCxQQAQEQPAwOJxf9/N2BrAgKBw8EBwYLCg4BAgRYcQNAQCMlFBYCBg4MFwgIHwYIBgJGbvy4JB8bGDQCAjszbQ4FBA0EBCOyISkDAQICAAAAAf/z//YHpwUsAG0AwACyagAAK7JAVGczMzOxAgPpsjdHYzIyMrIkAgArsBIzsS0D6bANMgGwbi+wbNa0YAkADQQrsW8BK7A2GrrAn/cdABUrCg6wWRCwWMCxGhj5sBvAuj6e8sQAFSsKDrBMELBNwLExF/mwMMAAtxobMDFMTVhZLi4uLi4uLi4BtxobMDFMTVhZLi4uLi4uLi6wQBoBsWBsERKyAxBpOTk5ALECahESsz1SaGwkFzmwLRGyHR5POTk5sCQSsR8oOTkwMSc2FzY3NjcTNjU2JyYnIicmNhcWMzI3NjMyFRMeATcBNjMWMjcyFxYVFAcGJyMiBgcDBhUGFxYzMjMyHgEHDgEnJiAHBjc2FzI3PgE3EzYmBgcBBiMiIyYnAyYHBgcDBhUUFhcyBwYnJiIHIjU0DAYQajgpOc0UAQoWaCsSDA4SVEtwXAYFHI8EDwoCrAodZJ45GQIBBAUNDmBSF7YPAQoWZQIEDgsOCAIRCEj+9cMUBQYPNxs7OxO8BAQOCP1DFhsEBCADlwQNBAL0DEhODggCD4TcWA0XFwEORDHDAr4xJxsYOAIEBi0EAgQBE/wEEA8MBBEQAwMKAwMJDBACSG78oyskHBc0AgwPCg4CBAQCHxkBBApOWgNlEA4KDPuuDAIMBEYlFwYG/LwpLT9ABhkZAQUFEQUAAQAX/+AG6AUrAE0AowCyNgAAK7JKAAArsQID6bBCMrIyAAArshACACuwIzOxDAPpsR8uMjIBsE4vsU8BK7A2Gro+uvNLABUrCg6wBRCwBsCxPAf5sDvAuj6c8roAFSsKBbAyLg6wMcCxGAb5sBnAALYFBhgZMTs8Li4uLi4uLgG3BQYYGTEyOzwuLi4uLi4uLrBAGgEAsQJKERKwTDmwDBGyFhc5OTk5sBASsBU5MDE3Nhc+ATcTLgQnJjc2MxYyNzIXARY3EzY1NCcmJyI1NjMWMjcyMzIVFAcGIw4BBwMGByIjIicBJgcDBhUUFxYXMhYHBiMmIgcGNTQZBhBmWRi7DiArGDwKEgQCFC14SzcLAp8bDKYKFCN9CgQQhORhAgEMBwgKYGMW5AIaAgIWCf1BFweYCBAcbhQKAgQOjOhdEhkXAw5hewObEhkMBwYCBBgXAgIQ+/UnJwMPMCQzHTEIGBcDAwkHDRAOZWz7yggBCQRMHSX89C4lMiE5DwoSGwUFAhIGAAACALT/2wZCBUwACwAfAEQAsgkAACuxDwXpsgMCACuxGwXpAbAgL7AA1rEMEOmwDBCxFQErsQYQ6bEhASuxFQwRErEJAzk5ALEbDxESsQYAOTkwMRMQACEgABEQACEgADcUEhcyMyA3NhEmJyYjIiMiBwYCtAHbAUgBDAFf/ib+sf70/qfB3ccCAwEBsLIBcnG+AwPskWp9AkwBOQHH/pn++P7B/j0BZNru/vIC3N4BSN+Jh5tx/rwAAf/Y//wEtgUtAEUAcACyQgAAK7ECA+mwOTKyEgIAK7EOBOmwMDK0HiVCEg0rsR4D6QGwRi+wK9axGRDpsUcBK7A2Gro+nvLDABUrCg6wBRCwBsCxMw/5sDLAALMFBjIzLi4uLgGzBQYyMy4uLi6wQBoBALEOJRESsBk5MDEnNjM+ATcTNjc2JzQnJiMmNzYzFiEyFhcWFRQGBwYjIicmNhcWMzI3Njc2NTQmJyYjIgcDBhUUFxYzMhcWBwYjJiAHIjU0JwYNXlAarggGAQEgJVYXBQQcPQGImKNGjcqedVs3LhIJER0dVk5pPlBSRj+/IQjRCBAcaCkCAgYIDZ7+8nEPFBsEUnsDNzMqBQYjFxsEGB0CJTFltJPsJBsKCCcCBCAqXHeLXocXFCD8HCgfKhkqDAYPFAcHEAQAAAIAf/5iBkgFTAAlADMAXACyAwIAK7EvBemwHC+0EQcAJwQrAbA0L7AA1rEmCemwJhCxLAErsQYR6bE1ASuxLCYRErUJAw4gJAokFzmwBhGxERQ5OQCxERwRErAYObAvEbQGABQgKSQXOTAxExAAISAAERAABQYXFhcEFxYzMjc2FhcWFRQHBgciLgInJicmADcUEjMgABE0AiMiBwYCfwHdAU4BIQFu/qz+5h0QFx8BHUswKj0yChUDAQJviU7HidklLxLX/uXL+tUBDAFK6snjoG+AAkwBNwHJ/p3+9P7s/lg4Bg4OFccUDBgIDgsFBAUDXgFSWpoZJwEtAV+i6f7pAbgBTOEBFJ9x/rwAAAAAAv///+cFTAUtAEoAXwDCALJHAAArsQID6bA/MrIrAAArsSUE6bIVAgArsVwE6bANMrQ2TisVDSuxNgXpAbBgL7BW1rEYEOmyGFYKK7NAGCcJK7FhASuwNhq6PpbyoAAVKwoOsAYQsAfAsTkZ+bBfwLM4OV8TK7NLOV8TK7I4OV8giiCKIwYOERI5sEs5ALUGBzg5S18uLi4uLi4BtQYHODlLXy4uLi4uLrBAGgEAsQJHERKwSTmwNhGzHiAyMyQXObBOErEdGzk5sFwRsBg5MDE3NhczMjY3EzY1NCcmIyIuATc2MxYhHgEVFAYHBhcWFxYXFhcWMzIVFAcGByImJy4CJyYnBiMiBwMGFRYXFjMyFgcGIyYgBwY1NAEGFjMyNzY3Njc2NTQ1JicmJyIGBwIIDxBoUhm4CAwWYRAQEQIEHy8B7rTdza4UChcYNSs/aVBiDQorHaC+ThIhJQgtI0w7GQhACQEOGmwdEAkEGqr+4nQNAg8CFQyFNzNRTjItBUpMxRQdAhsZA0ZwA10oHiYYLAIODB0CArKUj80lBBAhMXlWfVI/DhQFEAFQeR9KYBZqRgYe/sorICkYKgwZDgYGAQ4HAnsGDhAMMi1cVFoICmQ8PQEZDAAAAAABAB7/2wQUBTkAPACWALI6AAArsQ4F6bIaAgArsCEzsS4F6QGwPS+wAtaxCwrpsAsQsQQS6bAEL7ALELEXASuxMQ7psDEQsREBK7E3DumwNxCwKSDWEbEsEumwLC+xKRLpsiksCiuzQCknCSuxPgErsTEXERKwOjmwERG1DhQaLjQ5JBc5sDcSsB05ALEuDhEStQEGFygpNyQXObAaEbAdOTAxNyY0NxM+ARYHFAYVFBYzMjY1NC4DNTQ2MzIWMzI3NhcWFxYVFBUGBxQiNRAhIgYVFB4BFxYVFAQgJyYfAQFBAhkUAgK0rZancZ+iceiyL6gpJRwGGQoGBBkWMf7se4uV+Cd3/vn+SuEGdAoMAwEEDAkKDQ4bBpyrhW5QjXN5qGKRySkdDgQCAwIDAQGD2QwMAS1xXFikrid3j6rTgQQAAAABAJH//AXfBXEARgCeALIvAAArsTME6bAmMrIJAgArsTwG6bAdMrI8CQors0A8FgkrsgQCACuwDzMBsEcvsEXWsUES6bBBELEXASuxFBLpsUgBK7A2Gro+oPLOABUrCg6wOBCwOcCxIRn5sCDAALMgITg5Li4uLgGzICE4OS4uLi6wQBoBsUFFERKwADmwFxGzAQYpMCQXOQCxPDMRErEAQjk5sAkRsAE5MDETNjc2NzIXHgEzITI2NzY3FhcWFQMGIic0JyYnJiMhBgcDBhQXFhcWMzIHBiMmIAciNzYXMjc+ATcTNisBIgcOAQcGJyY1NJM7DwQVEgIdNT4DMW9PKQYTCAcFRwQsAgIICh1u/vcbB9EKChRQFz0SBAQUlP7RmxcMCBMtFVA9FtUIIsOaOyUrIgYXEwQO4XUKAQsjFhQnCgEBBAQC/qIODj8bMxU7BBz8IDBCEiQGAhofBAQfGwECBEZmA9MrLx1JTBIEBgsDAAABAHj/2wZvBS8ATwCsALI3AAArsRYF6bICAgArsCUzsUoD6bIKIC8yMjIBsFAvsD7WsRMP6bI+Ewors0A+TgkrsVEBK7A2Gro+mfKtABUrCg6wQBCwQcCxERn5sBDAuj7p9D0AFSsKsBkQsBrAsTMa+bAywAC3EBEZGjIzQEEuLi4uLi4uLgG3EBEZGjIzQEEuLi4uLi4uLrBAGgGxEz4RErIDRkk5OTkAsUoWERKwPjmwAhGwTjkwMRM2FxYgNzIWBxQnIiMiBwYHAwYVFBYzMjY3EzY1NCcmIyI3PgEXFjMyNzIzMhUGJw4BBwMGBwIhIiYnJicmNTQ3EzY3NDU2JyYrASInJjU0eQgVgAEQkAwPAiULC1YgJBl0Gc227OkraAkZJ30OBAQKB5Noi0ABAREGF2BSGWgdP57+j7LhRjkEARdxCgIBHiBGIwgGBQUXGwUGBhALIQUdIXb933VWkaz55gIrLCI6Hi8cDA8CAwUfHQUMUob9z5pq/vxka1hkDQ1WUwIQNyoDAyYYGgoICAIAAAEAbv/TBfQFLQBAAGAAsjQAACuyBgIAK7AjM7E/BOmyDR8uMjIyAbBBL7A31rETD+myEzcKK7NAEyoJK7I3Ewors0A3AgkrsUIBK7ETNxESswcyOjskFzkAsT80ERKyFR0xOTk5sAYRsAI5MDETJjU0NzYzFiA3MgcGJyImBwYHAwYWNwE2NTQuAScmJyInNjMWMjcWFxYXFAcGIw4BBwEGIyImNRM2NSYnJisBBm8BDQQEqQEKYBAIBhMGRA5eCjQCDRQCyVIhHSAbChIBBBNpzWUHBAEBBAYNP2VJ/D8IKw4VNwEBFhxZCggFAAcHEwoCBAQdGwECBBCg/KMbBxYDSF4xHR8EAgQCGhkDAwEMBAQICQ0UVVb7pAwUDwROEA9EJCsCAAAAAQBd/90IIwUtAGQAiACyUwAAK7BJM7JZAAArsgcCACuxIDozM7EQBOmzHCc1XyQXMgGwZS+wMda0PwkADwQrsWYBK7A2Gro/qPlkABUrCrBZLg6wWsCxFBf5sBPAALITFFouLi4BsxMUWVouLi4usEAaAbE/MRESsTtGOTkAsRBTERKzFi1GTyQXObAHEbFCQzk5MDETNjMyMxYyNzIzMhcWBw4BIw4BBwMGFjcBNTQmJyImNjMWIDcyFgYjDgEHAwYWNwE2NTQnJiMiJjc2MxYyNzIVFAcGJw4BBwEGIyInJjUTNAcBBgcGIyInJjcTNjU0JiciJyI1NF4EEwEBcvSDAgEJBAYDAg8GZjoMVAQKFQKFN2MKBAoIewEAhQoBDwZxLwg7AgwQAjw8NB07CA0DBhKOyTsMBAQPM1w+/OYSGSUEGUIV/R8UCxANCQcXAV4CJyUrGhQFFxYEBAcJDQgSDEJ1/NcbDBcDO0xIKQQaHQQEGxwMMGz8vBkKFwMrVDIuEQgSChsDAwoGCRsBDE5W+7AZAgoJA6IlFfxOFAEEAgoLBGIOGUYtAgYUBQAAAf/m//wGTgUrAGoAPACyYQAAK7BBM7FdA+myAj1LMjIyshACACuwKTOxDAPpshYlMzIyMgGway+xbAErALEMXRESsR1TOTkwMSc2Mz4BNwE2JwMuASciNTYzFiA3MgYjDgEVFBcTFjY3ATY1NCYnBjc2MxYyNzIeARQVBiMOAQcBBhcBHgEXFhQGIyYgByIjIjc+ARc+AyYnAyYHAQYHBhUUFxYXHgEGIyYjIgcGJyYnNBkEDXs/WAHdDAP8I2BtCgYQgwEbmBcJDFg+HZ4KBhABGzU/VhQHBg2M9mkICQQEEWKTUP60EAoBGDdTYggMBIf+/nsCAh0GAgoGKS0wDgYR3xkS/pREBwEgJlMGAQsG5X5UKA4EAwESGxAhWAHdFBUBzz8sBB0UAwMxAhcjFDX+xgwCDAElNSMhHQICHBcEBAIGAggbDExS/qoMFf36ZjwOAhUUBAQdBg4CAgQOGSshAaQlFf6RRSgGBiAOEgUCGRQEAgIGBAYDAAABANL//AYZBSsATQBtALI6AAArsTMF6bBBMrICAgArsB0zsUoD6bIJGCgyMjIBsE4vsU8BK7A2Gro+tPMtABUrCg6wRRCwRsCxLQ/5sCzAALMsLUVGLi4uLgGzLC1FRi4uLi6wQBoBALFKMxESsQgSOTmwAhGwBjkwMRM2MxYyNxYHBicGBwYVFBcTHgE3ATY1NCcmNDc2MzIzFjI3MhcWFRQHDgEHAQMGFRQXFjMyMzIXFgYjJiAHJjQ2MzY3NjcTAS4BJyI1NNMEEmHcehcJBAhGFhYe0QYEFgF5UH8IBwYJAQJotE4ICAUNREU7/fc/CQ0YYAYFMQkOEQiS/sykCA4KgSMvGUH+/iVBOhUFFBcFBQQVGQEGCAkfHkT+IxAEFAG2XCE7BwQWDAsFBQQDBhENGy9H/ar+zC0gKBQjAgI5BAQEGR4GFyFyATQCS1Y6BBAFAAAAAAH////8BdUFKwA4AEsAsjUAACuxJAbpshMCACuxBgbpAbA5L7Aq1rEuEumxOgErsS4qERKwLzkAsSQ1ERKxADA5ObAGEbQBCw8rLyQXObATErERHjk5MDE3NgE2JiMhIgYHBgciNz4CNzYzFiAlMjMyFxYVFAcAAQ4BFhchMjY3Njc2FxYHBgMGIyQgBSY1NASYBBQQCBT+c564PAIZGQEELR8EBiOkAe8BTAQDFwYDBP6c/LYKAgoOAhtmfTdOWBIPEAYURggn/t/9rf7OByuTBA8UBoWdBgUNEKB5IhkDAwsGCQoN/qr8tgoIBAIoMEaTDgQGEzv++icEBAQPFwABAHn+LQN5BXMADgBbALIEAgArtAEDALUEK7AOL7AAM7QMAwCNBCsBsA8vsRABK7A2Gro+x/OMABUrCrAALg6wBxCwABCxCAv5BbAHELEBC/kDALEHCC4uAbMAAQcILi4uLrBAGgAwMRMBIQcjIgYHAQYHFDsBB3kBcwGNCr8pIQr+vwYBZ5MI/i0HRi0fLfmuGQ4pKwAAAAEAmP/fAdkFTAADAD8AsgMAACuwAjOyAAIAK7ABMwGwBC+wANaxAQjpsAEQsQMBK7ECCOmxBQErsDYausCL968AFSsKAwGwQBoAMDETMxMjmIu2iwVM+pMAAAAAAf+s/i0CrgVzAA4AXgCyCwIAK7QMAwCNBCuwDTKwAC+wDjO0AQMAtQQrAbAPL7EQASuwNhq6PsbziAAVKwqwDi4OsAYQsA4QsQUc+QWwBhCxDRz5AwCxBQYuLgGzBQYNDi4uLi6wQBoAMDEDNzMyNjcBNjU0KwE3IQFUCMEpJQgBQQRokQgBj/6L/i0tIS0GUB0MJyv4ugABAG8CrAQCBZoABgAAEwEzASMJAW8BvCEBtmj+n/6eAqwC7v0SAlj9qAAAAAH/7v45BCX+jwAQACEAsA4vsQQH6bEEB+kBsBEvsRIBKwCxBA4RErECCzk5MDEDPwE0MyA3FhcWBhUGJyEGJhICBCkD3QwZBAYIDBH8BgwS/lQKCiUCBgwMEw4ZAgIPAAEBXQP0AoEFQgAPACwAsgUCACu0CgcADQQrAbAQL7AP1rQJCQAPBCuxEQErsQkPERKxBgw5OQAwMQA2OwEyFxUWFRMWBiMiJwMBWAoLlxQFAmICBggQCfwFNQ0HAgIC/skEBggBKwAAAgBM/+cDMQNtACkAPAC3ALIFAQArtDgHACMEK7InAAArsBwztC0HACMEKwGwPS+wANaxKgjpsT4BK7A2Gro+tfMyABUrCg6wIhCwMMCxCwv5sAfAswgLBxMrswoLBxMrsCIQsy8iMBMrsi8iMCCKIIojBg4REjmyCgsHERI5sAg5ALYHCCIvMAoLLi4uLi4uLgG2BwgiLzAKCy4uLi4uLi6wQBoBsSoAERKwJzkAsS0nERKwHjmwOBG2AA0WEyQlMiQXOTAxNzQSNzY3MhcDBw4CFjc2NzY3NhcWFRQHBgcGIyI1NDU2NzYmBwIjIiY3FBYzMiUTNjU0JyYHIiMGBw4BTNmmkbsKAnkEBAgECAobOQwPEAgCBlIWVic+AhMEDwz2RTNMiScYHQEAUAUBAgoCAn1gWGvHngFPYFQFE/2cExIlJxYCBEEODxAWBwcLCloXUmQGBzlQEgMP/wCIgz9V8gGLCAcEAgkBDkI78gACAIH/5wMVBhIALwBDANYAsh4BACu0OwcAIQQrsioAACuxNATpAbBEL7Au1rAAMrEyC+mwMDKwMhCxOAErsSQI6bFFASuwNhq6PonyYgAVKwoEsAAuDrADwASxMBz5DrASwLAAELMBAAMTK7MCAAMTK7AwELMTMBITK7NDMBITK7IBAAMgiiCKIwYOERI5sAI5skMwEhESObATOQC3AAMSEzBDAQIuLi4uLi4uLgG1AxITQwECLi4uLi4usEAaAbEyLhESsQcIOTmwOBG0BgwQGEEkFzkAsTs0ERKzFRgkLiQXOTAxEzYSNzYGBwYmPwE2MzIXFhUUBwMGFjc+BjMWFxYXFhUUBw4CIwYnJjU0NwYVFDMyPgE1NCYjIgcGBwYHFAeLCqAzBiA+HQUQsisUBwQMBLAEDAoENiM/LzctERodMwYBHyV7sFyLJxeTDmBUjkEnHCljHVEMAwIBJTcDPt0XASMMKQhpGgIGGQ0T/JUUBgoEPCZEKy8XATNXdhIRY15uwnUBXDdHLzRJNInI6FBgd2sfYA4KBgkAAQBI/+cChwNvACgAQgCyBAEAK7QOBwApBCuyDgQKK7MADgoJK7ImAAArtBwHACkEKwGwKS+wANaxFwjpsSoBKwCxDhwRErIAHyM5OTkwMTc0EjYzMhYVFAYjIicmIyIHDgEHBgcGFRQXHgEzMjc2FhcWBw4BIyImSHDggTE9IRolQCEWRjsOGxQTBgQBAzk0YmoCFwQUBkytRlJkyX0BM/YrJx8pJRCRI1hERDwoJhIUOEJ/BgQGDhNYZ30AAAAAAgBk/+cDrQYHADoARwDOALIHAQArsUMG6bI4AAArsCoztD0HACUEKwGwSC+wANaxRwjpsUkBK7A2Gro+0PO7ABUrCg6wLRCwDcCxHx35sB7AsC0QswwtDRMrsy4tDRMrsy8tDRMrs0AtDRMrs0EtDRMrsi4tDSCKIIojBg4REjmwLzmwQDmwQTmwDDkAQAkMDR4fL0BBLS4uLi4uLi4uLi4BQAkMDR4fL0BBLS4uLi4uLi4uLi6wQBoBsUcAERKwODkAsT04ERKwLDmwQxGyACQ1OTk5sAcSsAo5MDE3NBI3Njc2NzIXFjY3EzYmBw4BBwYnJj8BNjMyFRQHAwYzMjc2FxYHDgEjIjU0Njc2BwYHBhUOASMiJjYWMzI2NxMmIyIHBhVkrJA+PgkJNTMIEARlBhEWEkQTEgYEEtsiExoD/AoQH1gGDhIJO5otLyICBBACBAJktS83RIwkHSOgXjstVE5WeOmkAUJoLwgBASwKGhQCBR8FDggrCAwaHwZ5EyILD/rRL3wKChIQXIRELZQYIxkEBgICf5qSM1akhQEze5PP0gAAAAIATv/nAssDcwAiADoAVgCyAwEAK7E1BemyIAAAK7QVBwAtBCsBsDsvsADWsREN6bARELEvASuxBgrpsTwBK7EvERESswMKICMkFzmwBhGxGRw5OQCxNRURErQGABEaJyQXOTAxEzQAMzIWFRQHBgcOAQcGFQYVFBcWNzIzNjc2FxYHDgEjIiYTFBcWMzI3Njc2NzY1JicmByIjBgcGBwZOAR+yUFy0N2cdUA4XCi0rQgQEWo8SCQwOWMFHWHu0BwMECAtxT3MIAQEWGCoDA203LwIpAQ7pAXxQRpZbHx8IFwQKDjE8XDYzAQJwEBYXFExQqgFQCAMBBBsnO28GBiccHgEEYlgGXAAAAAAB/pL9zwONBhAAVgDqALBRL7ERB+myEVEKK7MAEQIJK7BHL7AcM7FBB+mxIgPpsDovsS0H6bI6LQorswA6NQkrAbBXL7FYASuwNhq6Pj7xGwAVKwoOsBYQsBjAsUwe+bBKwLo/BfTYABUrCrEWGAiwGBAOsCfAsUxKCLFKC/kOsD7AsBgQsxoYJxMrsEoQsz9KPhMrs0lKPhMrsEwQs0tMShMrsktMSiCKIIojBg4REjmyGhgnERI5sklKPhESObA/OQBAChYYGic+P0lKS0wuLi4uLi4uLi4uAUAKFhgaJz4/SUpLTC4uLi4uLi4uLi6wQBoBADAxATYzMhcWFx4JMzI2NzY3Njc2EzYHIwYmNzYXNjc+ATc2NzY3NjMyMzIXFhUUIyInLgEjIgcGDwEUFzMyBwYrAQYHAw4DBwYjIicmNTT+kwk8BwgUIgIOAg4FDgYOCw4GLVobFxgXGhJpBhBtBgQCBA43EQglCiMjOUx4nQEBPS8tRgkJHVcuQjAxLSMOgQ4IDg59CAlcFCFGbkxkZ0IxKv4/OwECHQIOBA8CDAIIAgJDMytzYpBeAm0bAQIOCR0BCAUCDAK4aaxalSIgKj8BBFJLSvzFDgInKQIM/et/j+GkN0okHyIFAAAD/1b9zQM9A3EANABDAFEAqACyEgEAK7FOBumwFyDWEbQcBwAlBCuwMi+0OAMAjQQrAbBSL7AA1rE1C+mwNRCxDQErsUQN6bBEELApINYRsQYK6bAGL7EpCumwRBCxSwErsSIO6bA7INYRsS8L6bFTASuxRA0RErUECzI4P0AkFzmxKQYRErEICTk5sDsRtCcsPkdOJBc5sC8SsS0SOTkAsRw4ERK3AA0gL0BER0skFzmwThGwHjkwMQM0NzY3JjU0NzYnLgE1NDY3NjMyMx4BMzIXFAYvASYGFxYHFAYHBgcGFRQWFx4BFRQEIyImNxQWMzI2NTQnJicmBw4BARQWMzI3NjU0JiMiDgGqe1yeFE0ODkhSgmZqbwcHJ7ITFAQKDFYICAIlAUtAZpBLPVKNb/7+w6zfgZZ2kbVEi2oKDYl5ASNMMz9AXEQ1Qmwz/oFIUj9UIB89NggJK5laXthUWAIRPRsdBQoCCAZiUVaoN1hCIx8YOzdecy9cdWRlRFpEMyMvZl4GBk5sArJWeVyFxWJ3qsIAAAABAGX/5wOGBgoARwEzALIYAQArtDgHACkEK7IqAAArsEMzAbBIL7BG1rFBC+mwQDKwQRCxNgErsRoI6bI2Ggors0A2MAkrsDEysUkBK7A2Gro+x/OOABUrCgSwQC4OsBLAsQAL+bABwLo+BfAzABUrCgSwMS4OsDTAsR0L+bAcwLo+vvNeABUrC7BAELMTQBITK7AxELMyMTQTK7MzMTQTK7BAELM7QBITK7M9QBITK7M/QBITK7I/QBIgiiCKIwYOERI5sD05sDs5sBM5sjIxNBESObAzOQBADgABEhMcHTM0Oz0xMj9ALi4uLi4uLi4uLi4uLi4BQAwAARITHB0zNDs9Mj8uLi4uLi4uLi4uLi6wQBoBsUFGERKwBzmwNhG0BQsQFiokFzmwGhKxGB85OQCxOCoRErIVFiI5OTkwMTcBNiIHBicmPwE2MzIzMh4BBhUDBhY3ADMyBxQHAwYzMjc2FhcWFAcOASMiJyY1NDU+ATcTNjU0IyICBwIHDgQrAQY1NGoBCwgdXA4GCAzPJxQBAQwPAgLHBAYMARCKVAEUeBAWHYQIEQIBAUqhLSEODQIKB2wUHif4VDcCAgQECxIOThIdBUMlMwwWGwZ3FgoIGwL8HRcGEwF/dDlW/ikzlAYODAYIA2KGGxgiBQUpNxgBqkgoMP7Lef7yCAYhDxQIARMKAAAAAgBt/+kB7AUnACoAOAC9ALIGAQArshgAACu0DwcAIQQrAbA5L7A31rArMrEwDumwMjKxOgErsDYauj628zoAFSsKBLArLg6wHMAEsTIb+Q6wC8CwCxCzCgsyEyuwHBCzHRwrEyuzHxwrEyuzIBwrEyuyHRwrIIogiiMGDhESObAfObAgObIKCzIREjkAtwoLHB0rMh8gLi4uLi4uLi4BtQoLHB0fIC4uLi4uLrBAGgGxMDcRErMGCBEUJBc5ALEGDxESsioSIzk5OTAxEyY1NDc2MzIVFAcDBhcWFzI3NhcWBw4BIyY1NDcTND4CJiciIyIHBgcGEz4BMxYVFAcOASMiNTRxBAasVCwJeQgGBAwZZAwPDgovojU8CG0GAgICBgECESozAgrdCjYeMgMINSM2AoEJBwkIzTwbJv2uLwQEAXcUGB0KPY4BVh8qAggCExIVDAItNwIOAk8xQAJIEhc3SEEbAAAAAv7X/dMCGwUtAC4APgC5ALIxAgArtDsHABEEK7ApL7EIBemwFC+0IAcAHQQrAbA/L7A91rE3DumwNTKxQAErsDYauj4Q8F8AFSsKDrAMELAQwLElHvmwJMCwDBCzDQwQEyuzDgwQEyuzDwwQEyuyDQwQIIogiiMGDhESObAOObAPOQC2DA8QJCUNDi4uLi4uLi4BtgwPECQlDQ4uLi4uLi4usEAaAbE3PRESsSAiOTkAsRQIERK1BgISGBotJBc5sCARsCI5MDEBPgEXFh8BFjMyNzY3PgE3EzYnJiMiBw4BBwYuATc+ATMyFRQHAwYHBiMiJyY1NAE2NzIzMhcWFRQHBiMmNTT+1wQjHyEaJx0ZIBktIAoVBL0KEwECDSkMIwIKFQQGTIcpMA+mOW15jzsjHwKoFEoCAi8IAwkUSjr+PR8hBAQjLRUiO3wlZxADHyMGASYMJQIIDBQGYGtEJjr9TPaTqiMfIQMGf3MCLhEQGxV1AkoWAAIAbf/sA58GEwBHAF8AtQCyGwEAK7RaBwAoBCuyNwAAK7BDM7QtBwAiBCu0UyQ3Gw0rtFMDAGUEKwGwYC+wV9axIArpsWEBK7A2Gro+wfNuABUrCg6wAxCwBMCxQAv5sBXAsxZAFRMrsz9AFRMrsj9AFSCKIIojBg4REjmwFjkAtQMEFRY/QC4uLi4uLgG1AwQVFj9ALi4uLi4usEAaAbEgVxESsh0xNDk5OQCxJC0RErIoMjs5OTmxWlMRErEYGTk5MDEWNDY1ATYmBw4BBwYnJj8BNjMWMxYHAwYWNwAzMhYXFhUWBwYjIicWHwEWFxYzMjc2NzYeAQcGByInJicmJyYHAw4BIyInIiYTHgEVMjcyMzIXMjMyNzY1NCYjIgYHBhRtBAESBgwbDC0KDAsOFM8cFQQEGAu7BgIZATtnMUoEAQFkYswWF1AbLyktJx4FBBk9ChINBFhSMSFiXVQzEgdFBg8UORsGCOECCBkwEA4bEggIR0KkMSMp5XkBAggOAwVYGwMQBhsGDBobBnkVAQQz/HkbBBUBJWtGDAt7REMBVCdGOyUgARdECg0aBnFBGEKVgzUSKP6XHwkCBgHkAwYCAQEQJ6QnOa59AQIAAQCC/+UCIQYPACQAMgCyIQAAK7QYBwAqBCsBsCUvsCPWtBUJAAoEK7EmASuxFSMRErAPOQCxGCERErAjOTAxNxM2IyIHBicmPwE+ATcyMzIXFhUUBwEGMzI3PgEXFgcGByI1NIv0CBQKZx0GCBXGGyEUAwMQBgME/vEMFyVuAhMGDAqiXEmYBMgnOQgUGwR1EA4DDggMDhT6sjV9BAIGCBm+AWMiAAAAAQBe/+cFKANtAG0BVwCyDgEAK7EDHzMztE8HACYEK7BAMrJdAAArsTdIMzMBsG4vsDnWsSYO6bImOQors0AmMgkrsW8BK7A2Gro+vvNfABUrCg6wXxCwYMCxWBv5sAfAuj7w9GMAFSsKsEwQsE3AsUYb+bASwLBYELMIWAcTK7BGELMTRhITK7MURhITK7MVRhITK7MWRhITK7NFRhITK7BYELNUWAcTK7NVWAcTK7NWWAcTK7NXWAcTK7JXWAcgiiCKIwYOERI5sFU5sFY5sFQ5sAg5skVGEhESObAWObAUObAVObATOQBAEgcIFkVGTE1UV19gEhMUFVVWWC4uLi4uLi4uLi4uLi4uLi4uLgFAEgcIFkVGTE1UV19gEhMUFVVWWC4uLi4uLi4uLi4uLi4uLi4uLrBAGgGxJjkRErI3PkA5OTkAsU9dERJACQAMGiMoMjk8aSQXObAOEbERITk5MDETPgEzMhUUBwMGMzI3ADcyFhUUDgIHBjc+BTMyFRQHAwYVFDMyNzY3Njc2FxYVFAcOASMiNTQ3EhM2JiMiAgcGDwEGKwEiJjcTNiMiAgcGBw4BBw4BIyIGIyI3EzYjIgYHBgcOAScmNTRgP7UnJgM+BAYCBAEUkB0hCAsSBAoQBD0wUUpaKTwJcgIJChQdDCEcEw4FB0iaKDYGPTwICBInzzcpEysKFlAXCAaJDhg310IfIAQTBgQOFQovCikIgwoOCkYOEgUGFQYEAm1injIOEv7MEggBjwE0KyNLMVgXNxgGYUNpQzFbJDH9zwkFDREXEiUlFhIJCQsKZIJFFx8BLQE8IxT+4V5GU9grGRACtzf+52oznhJvHRQOAykClilIFBkEBgIGBAcFAAABAF7/5wOiA28AWADrALIWAQArsAUztDsHACUEK7JKAAArsDIzAbBZL7A01rEdDemyHTQKK7NAHSsJK7AdELE5ASuxGAjpsVoBK7A2Gro+qPLzABUrCg6wThCwT8CxRhv5sAvAuj3x7+UAFSsKsDYQsDfAsRsI+bAawLBGELMNRgsTK7NFRgsTK7JFRgsgiiCKIwYOERI5sA05AEAKCw0aGzY3RUZOTy4uLi4uLi4uLi4BQAoLDRobNjdFRk5PLi4uLi4uLi4uLrBAGgGxHTQRErEyOzk5sDkRsCE5sBgSsBY5ALE7ShESQAkCEhgOHyYtNFckFzkwMRMmNDcSMzIzFhUUBwYPATY3PgQzMhUUBwMGFxQXMjMyNzY3NhceARwBDgIHDgEjIjU0NxM2NTQjIg4HBwMOASsBIjU0NxM0ByIHDgEHBiZkBga+RgEBJAUlGgICCgpnS21iKVYQew0BCAEBE0kzGxMKBAYGAgsCSpcxQguFCR4OJzEvPC03ISsEPwQRGDokA4QHBAQKSg4EEQJGDBUIAQABOBQcw3gVAg0Mi1x3QH87Qv4nLBURAlA7IRQKBggLBAoEDgJkdlAhLwIVIxYpGS0zSDtMLTsG/sgbDBgHCgKSGwECBl4UBAIAAAAAAgBO/+cC/gNvABAAHABHALIFAQArtBoHAC0EK7IPAAArsRQH6QGwHS+wAdaxEQ3psBEQsRcBK7EICOmxHgErsRcRERKwDzkAsRoUERKyAAEIOTk5MDE2EDY3NjcyFhUUBw4BBwYjIhMUFjMyEjU0JiMiAk6ThYNSSHtxL5VKSCtGGVI3ZqNdQWCUugEH+VpaAcN7w5M9dx8hAU5mkgEgum2Q/uAAAAAAAv94/c8DUANvAE4AXwEHALIcAQArsCwztFsHACQEK7I1AAArsVME6bBIL7FCA+mwADIBsGAvsA7WsA0ysR4O6bAeELFYASuxLwjpsWEBK7A2Gro+s/MrABUrCgSwDS4OsAfAsSAI+bA8wLAHELMJBw0TK7MLBw0TK7MMBw0TK7A8ELM6PCATK7NPPCATK7NfPCATK7IJBw0giiCKIwYOERI5sAs5sAw5sjo8IBESObBPObBfOQBACgcJIDo8T18LDA0uLi4uLi4uLi4uAUAJBwkgOjxPXwsMLi4uLi4uLi4usEAaAbEeDhEStxwnNThCQ0hTJBc5sFgRsigsWzk5OQCxW1MRErMRFygvJBc5sBwRsB45MDEDNjc+Azc2Ezc+AjwBJiMiBw4BBwYmNz4BMzIVFAcGMzY3Njc+BDMyFhUUDgEHBiMiJyYGFQYHBhUUFxYXMgcGIyIjJiIHJjU0ARQXFjMyMzISNTQmIyIHBgeBBCspMxsKCCOqAgICBAIEGzkSMwIIIQ5MtC0nGwgGAgsCAgJNJUxEI0ZJXphsPz8uLgYGOREHER15DgYFEQICcOV2CQGtDCoeAQF/yy0jIVxISP32BgYGFTEjKbIDLQgIDRQQDwhCFEACDCEUcZxAO4otAhEEAgJzK1QjyW9m6LgtGg4CDwb8UScbKw8YBBsUBQUCCw4CfB8IHAE/y1p1eV5xAAIAav3OA0QDbwAvAD4A0ACyBAEAK7Q6BwAiBCuyLQAAK7QyBwAjBCuwHS+xIQPpsBMyAbA/L7AA1rEwDemwMBCxOAErsQYO6bFAASuwNhq6Pq/zFwAVKwoOsCQQsDbAsQkL+bAIwLAkELMmJDYTK7M1JDYTK7ImJDYgiiCKIwYOERI5sDU5ALUICSQmNTYuLi4uLi4BtQgJJCY1Ni4uLi4uLrBAGgGxMAARErIeHy05OTmwOBG0ERsdISskFzmwBhKyExUaOTk5ALEhHRESsB85sToyERKyACgrOTk5MDE3NDcSJRYVFAcDBhcUHgM6ATM2FgcGIyInJiIHJjQ2Fz4BNzYTNiciBw4BIyImNxQzMjY3EzY1NCMGBw4BaqrdASopAuoXAQgUESIRKQYKCAIDEQQEeuVqDBIKaDwOG14OCgIEP9U4M0yORR19g0oBD5FZUmLZxcYBCgEBIgcI+5B3DhIZEQgEAg4NGQEDAwIbFgIKKUiFAb4zAwROu5R/nnGPAX0FBRMISELtAAEASf/nAroDbQA3ALsAshgBACuwBjO0IAcAFwQrshgBACu0MwcAGwQrsi4AACsBsDgvsADWtBwJAAcEK7E5ASuwNhq6Ptzz9wAVKwoOsDAQsDHAsSsf+bAMwLMOKwwTK7MpKwwTK7MqKwwTK7IpKwwgiiCKIwYOERI5sCo5sA45ALYMDiswMSkqLi4uLi4uLgG2DA4rMDEpKi4uLi4uLi6wQBoBsRwAERKzCBIYCiQXOQCxIC4RErQCNxYTNiQXObAzEbAjOTAxEyY1NDc2NzIXFBUUBwYHBgcGFRQ3MjcSMzIXFgcUBwYjIi8BBgcGBw4CBwYrASI3EzYjIgYHBlAHCbw6JwQJDBQKCwwCBA6kjkUGAQESDxkMDiRSThRREhcaBgglOCEJbAgWDEwMFwJeCQkKCekBPAMEGD1WYjskMAwEASsBw0QKCTEaFQQNDJop0S1WfRslMAKDN1gTFwABABz/5wKBA28AOABtALIbAQArsSUG6bIlGworswAlIQkrsjMAACuxDAfpsgwzCiuzAAwECSsBsDkvsBfWsSgK6bAoELEPASu0MAoAFAQrsToBK7EoFxESsRQzOTmwDxGyDCUtOTk5sDASsCM5ALElDBESsRcwOTkwMTc2NzYzMhceBDMyNjU0LgMnJjU0NzY3MhYVFAYjIicmIyIGFRQeAxcWFRQGIyInJjU0HQYwCAgmHwYrFSQhES8/FC0dQgROW2ZmNWUjGiMXOy0rUhInHzEGWraXTi4pTD4GARoEGwwRCD4tGzlBJUoGXVBUX2YBXzEdKitkXi0UMDUlNwloYHuUGxgnBgABAHn/5wJTBH0AOACJALI2AAArtC4HACsEK7AlL7AIM7EcB+myHCUKK7NAHBMJKwGwOS+wANaxLAjpsToBK7A2Gro+ivJpABUrCg6wAhCwBMCxKhv5sCnAALMCBCkqLi4uLgGzAgQpKi4uLi6wQBoBsSwAERKzCAsMNiQXOQCxLjYRErAAObAlEbAxObAcErEMHzk5MDE3NDc2EzQ3NisBIiY3PgE3Njc2MzIXFhUGBwYWNzMyFRQHDgEnIwYVMAcDBhUUMzI3NhcWBwYjIiZ5KxJUAgoYThIGDm2LSQUKBgYDAwhcBgIOC4MLAwQNCocSBI4GEy+TDg8KCsNuIyk9SLJOAVICBicdBjeWdwgFAwEDD98jCAgCEwoOEhkCBgIK/ZMWDxqbEBoUC9MtAAAAAQCA/+cDoQNxAEsAjwCyBwEAK7AYM7IyAAArsD0ztCMHABsEKwGwTC+wNNaxIQ7psiE0CiuzQCEtCSuxTQErsDYauj7H84sAFSsKDrBBELBCwLEMG/mwC8AAswsMQUIuLi4uAbMLDEFCLi4uLrBAGgGxITQRErMWMjc6JBc5ALEjMhESsg80Pzk5ObAHEbcWHCovNjc7SiQXOTAxEyY1NDc+ATMyFRQHAw4BFjY3NhI3Njc2MxY3MhUUBwMGFRQzMjc2NzY3NhcWFRQHDgEjIjU0NzYHBgcOASMiNTQ3EzYjIg4CBwYmgQEDKaotLgtkBgUIJyNK0x0SGwYnGyQhAoEDCQcLDhU3FQoPBwFOpiErQgYICA196UI9EFwICAwjGiMEChUCZgQDBwU9tEIgL/4IISglCh9EATdcN6YhAgIiCAr9bQ8JEQgKFzsbEBQLCgQEYpZAhfgXAwIUwfpuOFYBzyUfIjAEDAQAAAEATv/nA1YDbwAvAN0AsgYBACuwHDO0KwcAHgQrsiMAACu0EQcAJwQrAbAwL7Al1rEOC+myCwwNMjIysyoOJQgrsCgzsQgN6bAKMrIqCAors0AqAgkrsA4QsRUBK7EfDumyFR8KK7MAFRkJK7ExASuwNhq6Py31xQAVKwoEsCgusA0usCgQsQog+Q6wDRCxJyD5BLANELMLDQoTK7MMDQoTKwK1CgsnKAwNLi4uLi4uAbAnLrBAGgGxKiURErEjKzk5sA4RsA85sAgSsQYROTkAsSsRERKzAhUlLiQXObAGEbIXGR85OTkwMRMmNTQ3NjMyFRQHAxQGFAYWMzI2EjU0JyY1NDYzMhYVFAIAIyI1NDcTNjQjIgcGJlACBLBWLw5QBgIKCELCihkbSiEpNfL+zVQ5ED4GBhloCBUCYgUDBwb2SilW/hICHhkdEPoBK0cbDg4ZIUJKOWr+iP7dfUNnAXssLIkKCAAAAAABAD//5QUKA28AWgFpALIVAQArsQQrMzOyFQEAK7JIAAArsDcztA0HACcEK7AgMgGwWy+wStawTjKxCwjpsAkysgtKCiuzQAsGCSuwCxCxOwErsR0L6bIaGxwyMjKwHRCxJAErsS4N6bFcASuwNhq6P2D3FQAVKwoEsE4uDrBQwASxCQv5DrAIwLo/RPZXABUrCgSwHC4OsBnAsT0d+bARwLMQPRETKwSwHBCzGhwZEyuzGxwZEyu6Pzn2EQAVKwuwPRCzPj0REyuzPz0REyuzQD0REyuzQT0REyuyPj0RIIogiiMGDhESObA/ObBAObBBObAQOQBADwgJEBEZGj1BTlAbHD4/QC4uLi4uLi4uLi4uLi4uLgFACggQERk9QVA+P0AuLi4uLi4uLi4usEAaAbELShESsEg5sDsRsgQNRjk5ObAdErEeRTk5sCQRsxcgJygkFzmwLhKwKzkAsQ1IERKwOzmwFRG3Bh4kLkZKUlYkFzkwMRM+AjMyFRQHAwYXFDMyEjcTNhc2NzIVFAcDFAYUBhYzMjYSNTQnJjc0NjMyFhUUAAcGBwYHBgcmJyY1NDc+Ajc2IyIHDgEjIjU0NzY3Ejc2JgcGBwYnJjc0SB9NeyUrCkoEAREx/jwzBCcXGiYBZAYCCgg1tpIXGQE7KScz/sWNGx8eKBAPFA8aEQQIBAIEAgQWRvRURAEECDETBAsQH1IMFAoBAm8tYnFVKDz+DSMYNAE9ZwFOJQECAR4FBv10Ah4ZHRDdASlcHRYSFSk2RjON/j1xFBMSDgYBAQwUOUxYFC4jEBclcfBsDxE7NwE9mhcGDhlqDhEJCAkAAAAAAQAz/+cECgNvAFQAYwCyHQEAK7AqM7QUBwAkBCuwNjKySAAAK7BRM7Q/BwAgBCuyP0gKK7NAPwIJKwGwVS+wNNa0MBIApAQrsVYBKwCxP0gRErBTObAUEUALCBggIiUyQkVLTU8kFzmwHRKwLjkwMTc2MxYXFhceAT4DPwE2LwEuASMiBgcGJjc+ATMyFh8BFjY3Njc2NzYXMhcWFRQHDgEmJyYjIg8BBh8BHgEzNjc2FxYVDgEjIiYvASYPAQYjIjU0XBIPCgQKBwwpNS03Fw5YBgRkFxwVGzY6DiUMVGMzLTklRAYQCpY9JzIRDh8YJBIGDwoEEEZMXGYOB04dJRQ1QgwRDEJiNysnKUwIEErPaEDjLwIcPxEdDhgfORsQbxAN/DcpQGAbHRePa0ZesgoKDs89Jw4FARIaQiFBFwgQD1SBkBAR0Ew4AowdEQghk2E2ZL4SFFr8Tj4AAf/V/csDhwNvAFEAbACyGgEAK7AvM7QPBwAjBCuwSi+xQQPpsAIyAbBSL7AL1rEeCumwHhCxJgErsTIN6bImMgorswAmLAkrsVMBK7EeCxESskFFSjk5ObAmEbE2Nzk5ALEPQREStBUeIio2JBc5sBoRsSwyOTkwMQM2Mz4BNzY3Njc2NTQnJiMiBw4BBwYnJjc2NzITFhUUBwYWNjcANTQnJicmNTQ2MzIWFRQHBgcGBwYCBwYVFBcWMzoBHgEHBiMwIyYjIgciNTQqAxdcLRhxLz0FBRIaOCNDBhkGDBAMCZZQWiEXBQIGCwoBAQECDwwzIycxSCGRcyQjfSEYAwtWCAoPBAIIFAFxdV9hDP3mGAQSMuOBqjdFR4aJ0l4IIwkQFxIQ3QH+77uUQzsXCQwQAbGABwYIHxkLJTY+MUiFOdWmUE7+z0oxFwgFEwQMCRoGBBEDAAABACP/5wPpA2oAWACiALIcAQArsCsztBMHACgEK7JHAAArsFcztD8HACUEK7RQN1ccDSu0UAMAZQQrsjdQCiuzQDc7CSuxJRwQIMAvtAoDADwEK7IKJQors0AKDQkrAbBZL7AA1rRVCgAUBCuwVRCxKQErtC0SADoEK7FaASuxKVURErMEGTJDJBc5ALE3UBESsD05sAoRQAkFCwQWFzI5QUIkFzmxEyURErAROTAxNzQ3NiU2NzY3NiYHBiMiJy4CIyIGBwYuATc2MzIXHgU3Mjc2NTYzMhUUBAcOAQcGBwYXFjc2MzIXFhcyNzYWBw4BIyIuBCcmIyIGFRQHBiMiI0OBAYh3Nz0bFAwTZlo8NxlZTCUpNTEEGwwIi4dScwYpECUXIBFkEwYKGyL/AG4fpi2HRg4EBA9OSVRvbTJaRgwbCDuQOxAjGykQLQWDWD8nBAopIw41W6rPPSUnGhQHDDEWCi8dKz8IBBAMuEMEFwgSBgcBUxsCECde6zoQUBhIQA4EAggnPz8BaxAdDFhpCQgWCxwCTiklLQobAAAAAAEAgf4MAs0FmAAxAGIAshACACuxDAPpsCcvsSMD6QGwMi+wKtawCTKxIQ7psBMysiohCiuzQCoACSuwIRCwHiDWEbEtDumwLS+wBjOxHg7psBYysh4tCiuzQB4OCSuxMwErALEQIxESsQkqOTkwMRM1NDc+ATU0JjU0Njc2FxQHDgEVFBYVFAcGBwYXFhUUBhUUFx4BBiMuATU0NjU0JicmgQ5gczHbrBQBFXF4KW07SCEl7CnnDgkKC6zZL2hiFwHJFgwDF3JHN9I3nucVAhUbBhR/XjfaNYdtOx8ODHXXN9g3ujwEGBUX55w1zzVMbxgGAAABAdf/2QJOBsMAAwAiALIAAAArAbAEL7AA1rQDCgA0BCu0AwoANAQrsQUBKwAwMQURMxEB13cnBur5FgABAGf+DALLBZoAMgBKALIXAgArsRsD6bAxL7ECA+kBsDMvsBHWsAgysSEO6bAqMrAFINYRsBUzsS4O6bAeMrE0ASuxBRERErATOQCxFwIRErEeLjk5MDESNjM+ATU0JjU0NzY3PgEnJic0NzYnNCcuATYzHgEVFAYVFBYXHgEHDgEVIxQWFRQGBwZgDxJxeChsNTgdBRbnARUXAecQCQ8IrNkvd2wMCRNqeQIx26wQ/iMcFIBcOdo3hWw1HQwPDHvPH391L7o/CBcTGeWcNdE1UnMUBigGEnVMNdE3nukVAgAAAAABALwB6QSYA0IAGQBTALAQL7QIBwAdBCuwFC+0AwcAHgQrAbAaL7AA1rEXEumwFxCxCgErtA0SAEkEK7EbASuxChcRErEDEDk5ALEIEBESsRIXOTmxAxQRErEGCjk5MDETPgEzMhYXFjI2NzYWFw4BIyInJiMiBgcOAbwCnm87c2iLkFwIBjACBJZtZsWPPUZeBggqAfaHuik7UFpUEgIQibZqUGRSDAEAAAAAAgB7/g4CIwNmAA0AGAA7ALAXL7QRBwASBCsBsBkvsADWsQ4BK7EUEOmzARQOCCuxBhLpsRoBK7EGARESsBc5sBQRsREWOTkAMDEbATY7ARYHAw4BKwEiJhM+ATMyFhUUBiIme/wIDgsSAnkGHSkrLxr5BDwnJS88Wiv+XAOQFAkU/HktISEExTFBOS01SEYAAgBW/h8CjQUlADQAQwDlALAVL7QQBwAbBCsBsEQvsADWsTUI6bFFASuwNhq6Pvb0hgAVKwoOsC8QsAbAsSkS+bALwLAvELMFLwYTK7ApELMMKQsTK7MZKQsTK7MaKQsTK7MoKQsTK7AvELMwLwYTK7M6LwYTK7M7LwYTK7IwLwYgiiCKIwYOERI5sDo5sDs5sAU5sigpCxESObAaObAZObAMOQBADAUGCwwZGigpLzA6Oy4uLi4uLi4uLi4uLgFADAUGCwwZGigpLzA6Oy4uLi4uLi4uLi4uLrBAGgGxNQARErAzOQCxEBURErIDGD45OTkwMTc0Ejc2NxM2HwEWBwMGNzYzMgcUBiMiJyYHAwYWNzY3Nh8BFgcGBwYHAwYvASImNxM2Jy4BNxQXFjY3EzYnJgcGBwYCVsWDDgZMAhILEgJKBh0MF3EBHhslPyMGdwQOEFJYCgkQDApzdBkCSQYVCggJAkoEFkhUjSUKEQJuBQIIDRQPMUrDtAGFSggjAaEUAQQED/5tGwYCVB8oJRIh/X0SDAQMag4HDQoKiykIFf5mHQUCCA4BkBkDCnd1TikIDA0CYBMGCgoSHlD+2AAAAAABAGL+DgY5BZoAUgCAALJBAAArsiACACuxEQfpsiARCiuzACAXCSuwRy+wUDO0NgcALAQrsE0vsTEF6bEIQRAgwC+wKjOxCQXpsCgyAbBTL7A51rFECumyOUQKK7MAOT4JK7FUASuxRDkRErAgOQCxTTYRErE0Szk5sDERsgMvOTk5ObBBErE7RDk5MDETNDY3Njc2NyE3ITcSExI3NjMyFhUUBiMiLgQnJiMiBwYDAgcGByEHIQYHBgc2MzIWFxYzMjY1NC8BJjU0NjMyFhUUBiMiJyYnJisBBgciJmKOXEZBKRD+6gwBIQ6DiY2IiahOaCsgDBcNFAYVAiE1XlBCfoFULyMBVgz+lUZDGzk/QmiHd4tdQlkOHwonGykzyYV/fxRZjY8hnEkXIf5EN3kaXI5aKT0lAVgBFQEbmZxINR8rCAYVCB0CLXlm/tT+0bRmPj1/aSlHDitFVFY9HSA+GRQdLU4+ic1IDDZY4wEfAAIAywC4BKAEoAAgACoAewCwHC+0JAcAIwQrsCkvtAwHACMEKwGwKy+wBNaxIgrpsCIQsScBK7QUCgA1BCuxLAErsSIEERKzAQYIICQXObAnEbMOGQkfJBc5sBQSsw8RFhgkFzkAsSQcERKzFwAZHyQXObApEbMGERYBJBc5sAwSswcJDhAkFzkwMRM3LgE0NjcnNxc+ATIWFzcXBx4BFAYHFwcnDgEjIiYnBxIQFjMyNhAmIyLLgzslJjqDUoNMbLxvTn9QfzslJzl/UH9Sb1xeakyDRcWNj8nGjI8BCoVYc7BvUoFUgz0lJT2DVIFUc7xvTINSgz0nJz2DAoX+3s3LASLNAAAAAAIAJ//4BRcFhQCgAK8BBwCyiwAAK7CJM7GQBemxhJQyMrI0AgArsiJFUjMzM7EvBOmxS04yMrQDnYsvDSuwejOxAwfpsWtwMjK0HA6LLw0rsWGsMzOxHAfpsjs9WjIyMgGwsC+xsQErsDYauj1x7hQAFSsKDrCZELCawLF/FvmwfsC6wiLvnwAVKwoOsB8QsArAsTkh+bCiwLAfELMLHwoTK7A5ELOhOaITK7KhOaIgiiCKIwYOERI5sgsfChESOQBACgoLHzl+f5maoaIuLi4uLi4uLi4uAUAKCgsfOX5/mZqhoi4uLi4uLi4uLi6wQBoBALEDnRESs294pKUkFzmwDhGwaDmwHBKxEzw5ObA0EbBWOTAxEzc2MzoCMzI2LwEmJysBBiY/ATQ2NTY3NjczNzI2Jy4BJyImIiciNTc0PgEzFjcyFQcGIyIGFRQXFhcWNzI3Njc2NCYnIiY/ATYzNhY3NhYPAQYHBgcGBwY7AjIPAQYnJiMiBwYHBhcWMzIWMxY3Mh4CDgIVBiMmBSIHAwYXFBYXMg8BBiMmBSI1NzYzMj4BMzI3PgE3EyYHIS4CARceATc2NzY3NiYrASIGJw4GGw5tqicjDAYtBh8P2woKAgIEBgIEDyWbGwIOIS8rBAkIBAQEAgQV8q0XCAQPSD0bDCWcdB0MLxEpL0QKBgIGBBs72VAMDwQVXC0UITkXCiQNkQ4MCggVErAfDlApEhQIFBBbGVoUCA0GAgICBggXJf70NRVpIwE1WhICDAgbvv7XDggCGAobDwYODi0jI3cKH/51Dg0GAjEzAggHBBA9RgoMH5kZDgLRMQ4LFqobBAIOCAQECQQQCAoDAhQpZkwPBAQMGQIKBAYGDB8MKS8zSC8CCAgUSBs/MRkEBAgdDAIICAIOCh8OLhQxUh8UISMSBAIbdzUZCgICBAQECAgPCA4CGQYEM/6YcyspHQYKJQ4KChAfDgICBhc7fwGQHQMCAgsBDMcKCgIEF052FAsMAAIB1//ZAk4GwwADAAcAKACyAAAAKwGwCC+wANawBDK0AwoANAQrsAYytAMKADQEK7EJASsAMDEFETMRAxEzEQHXd3d3JwL0/QwD9gL0/QwAAv+w/g4EWgWaAC8AQgCWALIhAgArtBYHACwEK7IhFgorswAhHAkrsC0vtAkHAC0EK7IJLQorswAJBAkrAbBDL7AR1rEwCumwMBCxDAErtDUKABQEK7M/NQwIK7QkCgAUBCuwNRCxOQErsSkK6bFEASuxDDARErEPMjk5sDURsjM3QTk5ObEkPxESsDw5sDkRsSY7OTkAsSEJERKzECk3QSQXOTAxAzQ3NjMyFx4BMzI2NTQmJyY3NBI3NjcyFhUUBiMiJy4BIyIGFRQTHgEVFAIEIyImARQfARYVFAc2ETQnJicmNTQ3BlAVGxohO0o1JVyBLUh3AaWKtMRQdy0fJTc5QitKYnFOK8v+nKZUcQGgVEFKK+NmOxEvF83+dxkkJykxF7mFVJGW+KOaAUJukQE6KylBKyscj2+k/va2nmCs/r/iOgSPrKyHmJFca8MBBpbpiS9/hz1X9AAAAgDhA98DDAS4AAsAFQA/ALAJL7AUM7QDBwATBCuwDzK0AwcAEwQrAbAWL7AA1rEGCemwBhCxDQErsRIJ6bEXASsAsQMJERKxDRE5OTAxEzQ2MzIWFRQGIyImIDQ2MzIWFAYjIuE+LSs9PyktPgFWQC0rPT0rLQRKLT8/LStAQFo/P1pAAAAAAAMAx//ZBn8FoAAHAA8AOAC4ALIHAAArsQsH6bIPAgArsQMH6bQ2LQcDDSuxNgfpsyEHAwgrtBMnBwMNK7ETBemwGjIBsDkvsAHWtAkKABQEK7AJELEQASuxKg/psCoQsSQBK7QeEgBCBCuwHhCxDQErtAUKABQEK7E6ASuxJCoREkAMAgYHAwoODwsaEy02JBc5sB4Rsx0gLzAkFzmwDRKxHzM5OQCxIS0RErYFAAwJECowJBc5sCcRswQIDQEkFzmwExKwFzkwMRIQACAAEAAgABAAIAAQACADNAAzMhcWMzI2NzMyHwEWByMiLgEnJiMiBhUUFjMyNzYfARYHBiMiAMcBrAJeAa7+Uv2i/qEBfQIhAX/+gf3fzAEp3Ux0GQoOEwwdFwETCBkYCAsEAlDTlrm6oL5xEBMMFAyY8c3+7AGLAmMBsv5O/Z3+TgP2/dv+fwGBAiUBgf1m0QEVJwgSHRPxLQENFgTN1bbH2ZgUCAgPEM0BDQACAM0DMQKqBUwAIAAvAKUAsgUCACuwBjOwHi+wFzOxJAbpAbAwL7AA1rQhCgAUBCuwIRCxGgErsQkK6bExASuwNhq6Po7yeQAVKwqwBi4OsAfAsSsi+bAcwLAcELMqHCsTK7IqHCsgiiCKIwYOERI5ALMHHCorLi4uLgG0BgccKisuLi4uLrBAGgGxIQARErAeObAaEbAnObAJErAXOQCxJB4RErAaObAFEbMACw8VJBc5MDETNDY3NjsBAwYVFDI3PgE3FQYPAQYVBiMiJjU0NwYjIiY3FBYzMjc+AT8CBgcOAc2Na2BgJVIKECcGFwQCBgIEWicSGRKsMSEzXBYRDCkGUCEMNWAzOUgDtl7JOjX+hzkLDCMGGQQpBAQCBANeIxslSaxSTCUxIQZHGwr4CCMlkwAAAAACAMMASAOgA14ABQALAAATATMBEyMTATMDEyPDAZMz/tN/N38BRTjiOjUB0wGL/nP+dwGLAVz+ov6qAAABAI0BdQTfA+UABQA4ALIAAQArtAEHACIEK7IAAQors0AABAkrAbAGL7AE1rQDCgA1BCuyBAMKK7NABAAJK7EHASsAMDETNSERIxGNBFJ1A214/ZAB+AAAAQB7AXkCcQHpABIAABImNzQ3Njc2MyEyHgEHBgcGJyF/CAQICAgIEwGsCgkIBAQJCBL+VgF5CiMMHRcBAgIMDCUfFwUAAAAABACg/9cGaAWsAAcAEQBOAFkA+wCyBwAAK7ELB+myEAIAK7EDB+m0TBUHAw0rsS5FMzOxTAPpsTlKMjK0P1EHAw0rsT8F6bQjVwcDDSuwHDOxIwXpAbBaL7AB1rQICgAUBCuwCBCxGAErsUMP6bBPMrJDGAors0BDSAkrshhDCiuzQBgSCSuwQxCxVAErsSYP6bAmELENASu0BQoAFAQrsVsBK7EYCBEStAcCHiFMJBc5sEMRswoQIkskFzmwVBK0KCM+KUokFzmwJhG2BgMPJAs7PCQXObANErIuMDo5OTkAsRVMERKwSzmwPxGxBQA5ObBRErMNKCkIJBc5sFcRsgQBJjk5ObAjErAbOTAxEhAAIAAQACABEAAgABEQACAAEzU0Mz4BNRE0JiciPQE0FxY3NhYVFAcGFxMeARcyFhwBBhUUBiMiIyYHBicBIyIXHQEUFzIXFRQnJgcGJgEUMzI2NTQmIyIHoAGyAmIBtP5M/Z7+ngGBAiUBg/59/dv+f/cVOR0ZNRAYtseLsckXEcAjLyMEBgIGCgICPV0XDv7ZKRkBcAgBFcGfBBEBERZ7hXBYJSkBiwJrAbb+Sv2V/kwC6v7s/noBhgEUARcBhP57/TEZDAIvVgIjVi0CDhMXBQQEAoVspkIGGP7rMSUCBggLCgIKBAQEBA4BnCnFTDcCDhkQBAgIAggB9BdgVlJtDgAAAAEAwQQxAzsEvgAQADIAsA4vtAkHAB0EK7AFMrQIBwAdBCsBsBEvsADWtAsJAAcEK7ESASuxCwARErAGOQAwMRM3Njc+ATMyMyEyDwEGJyEiwRYCAgIGDwYEAhswDBIMGf3fKwRUTgYICgQtRSEGAAACAQwCywODBU4ACQARAFEAsgMCACu0EQcALAQrsAgvtA0HACsEKwGwEi+wAda0CwoAFAQrsAsQsQ8BK7QGCgAUBCuxEwErsQ8LERKxCAM5OQCxEQ0RErMABQYBJBc5MDEAEDYzMhYQBiMiAhQWMjY0JiIBDLuBg7i4g4FfhLiBgbgDhwEKvb3+9rwBn7yDg7yGAAAAAgCN/9ME3wWHAAMADwBqALIAAAArtAEHACIEK7AEL7ALM7QFBwAjBCuwCTKyBAUKK7NABA4JK7IFBAors0AFBwkrAbAQL7AO1rAGMrQNCgA0BCuwCDKyDQ4KK7NADQMJK7AKMrIODQors0AOAAkrsAQysREBKwAwMRc1IRUBNSERMxEhFSERIxGNBFL7rgHsdwHv/hF3LXl5A0Z2Afj+CHb+CAH4AAAAAQCqAoMC9gVKAC8AVACyFgIAK7ENBumyDRYKK7NADREJK7AuL7QfBwAuBCuyHy4KK7NAHyQJKwGwMC+wC9axGQvpsTEBK7EZCxESsCc5ALEfLhESsAE5sA0RsQQZOTkwMRI0Nz4FNz4BJiMiBwYjIjc+ATMyFhUUBwYHBjsBMjc2NzIeAQ8BBiciJiIHqhcGdC1pNz4QGQo1PG05DB8ZCxuBWl550wKmOTGwPwsCGg4JCAYXBD0UoJIxAoEhEgZjKV47Sh0tVD9uGR9SWlxIdZ4Cgy8tFAECDw5qGwYCAgABALoCdwLZBUwAMQBnALIiAgArsRkF6bAxL7QDBwApBCsBsDIvsArWsSwL6bIKLAorswAKAAkrsCwQsCUg1hGxFgvpsBYvsSUL6bEzASuxFgoRErAoObAsEbEnKjk5ALEDMRESsAY5sBkRswodJSwkFzkwMRM0NjMyFjMyNzY1NCYjIgcGJzY3PgE1NCYjIgcOAScmNzYzMhYVFAcGFhcWFRQGBwYmuiMXDlQfTjs5MScUPBsKBBl7WCkhNTkQCRIUFExwSF51DAIKVqqBI7ICrBQbJ1JKUC01HQwZFxI9TicdJDkOBAgQF1pCM041BhEEHV5isCcQBAAAAAABAZgD9wKyBUQADgAyALIEAgArtA0HAA0EKwGwDy+wANa0CQkADwQrsRABK7EJABESsAY5ALEEDRESsA45MDEBNjc2NzYXNhYHBgcOASYBmE4ICB5aLBAQCju/BhAKBAb4MRQBBAQEERBS1wYCCAAAAf/u/g4DtgUrACMAWwCyAwIAK7EVBemwCDKyFQMKK7NAFRoJKwGwJC+wHNa0GAoAFAQrsBgQtAAJAAgEK7AAL7AYELERASu0DAoAFAQrsgwRCiuzQAwGCSuxJQErALEDFRESsAY5MDEDNDYzITIVFCcjBhURFCcuAScRNCsBIgcRBgciNRE0JiMkJyYS9dkB6hAUVh0lGxACI24fBAIrJw4X/s9iLwOgutEbKQUEG/lWGQQCCRAGmikh+VYSARcDxBsQBsFaAAABAQ4B7AHlAscACQAoALAIL7QDBwATBCu0AwcAEwQrAbAKL7AB1rEGCemxBgnpsQsBKwAwMQA0NjMyFhQGIyIBDkArLT8/LSsCLVpAQFpBAAEAUP5qAaj/+AAXADgAsgwAACuwFC+0BAMAtQQrAbAYL7AH1rERCumxGQErsREHERKwDTkAsQQUERKwADmwDBGwETkwMRM0NxYzMjY1NCcmPwEzBx4BFRQGIyInJlAOGRJYXlYSBkQrFzU+mIMQHRf+hQ4FAj87RAgCFYUtCE85Ym8DDAAAAAABAScCfQKeBUwAJABqALIVAgArsCEvsRwD6bAFMgGwJS+wAta0GAkACwQrsSYBK7A2Gro+ZvHHABUrCgSwGC4OsBnAsQgj+bAHwACzBwgYGS4uLi4BsgcIGS4uLrBAGgGxGAIRErIPFB45OTkAsRUcERKwDjkwMQAmNz4BMzI3EzYmBwYHBiY/ATY3NhczMgcDBhYXMhYHBiMmBwYBLQwGBg4lMw1iAhIJTEcOCwUImmYXCSMZCIUIHicMDwIIFahgEgJ/Cg0SBDkBrhcICC0ZBAYLIjdtFwIl/cAjFgIKDBkEAgIAAAAAAgDlAzECpAVMAA4AGgBFALIEAgArsRgD6bAML7ESA+kBsBsvsADWsQ8K6bAPELEVASu0BwoAFAQrsRwBK7EVDxESsQwEOTkAsRgSERKxBwA5OTAxEzQ3NjMyFhUUBgcGByImNxQWMzI2NTQmIyIG5blOOTVKg3UrHzFMYTUlP2k8KztgA/yscTNxTmquMRIBe0w9VapvP1mvAAAAAgC+AEgDngNeAAUACwAANxMDMxMBFwEDMxMBvuY+NqH+ud8BL3014v5sdwFeAVb+qP6kLwGNAYn+df51AAAAAAQBJ/+6Bn8FdgAkAC8AUQBbAOwAskcAACuyFQIAK7IrAgArtE5URxUNK7A7M7FOB+mwPzKyVE4KK7NAVDYJK7QhHEcVDSuwBTOxIQPpAbBcL7FdASuwNhq6PmbxxwAVKwoOsAcQsAjAsRkj+bAYwLo+QfEpABUrCrBKELBYwLFDJPmwOcCzQkM5EyuwShCzS0pYEyuzV0pYEyuyS0pYIIogiiMGDhESObBXObJCQzkREjkAQAsHCBgZOUJDSktXWC4uLi4uLi4uLi4uAUALBwgYGTlCQ0pLV1guLi4uLi4uLi4uLrBAGgEAsSFUERKwWjmwHBGwODmwFRKwDjkwMQAmNz4BMzI3EzYmBwYHBiY/ATY3NhczMgcDBhYXMhYHBiMmBwYTAT4BFxYHAQYnJgEmNwE2NzMyBwMGFzMyFQcjBg8BBgcGIyciPwE2JyMiJyY3BhczMj8BNiYHAS0MBgYOJTMNYgISCUxHDgsFCJpmFwkjGQiFCB4nDA8CCBWoYBIKBNUSGRYkEvsRGRYhAz0KIQGkEhkUFwpSBhJGEAxcGQYhBg4EB0cdCCUGEuIjAwKDDhKVFwYnBAwPAn8KDRIEOQGuFwgILRkEBgsiN20XAiX9wCMWAgoMGQQCAv1xBWgbCgoJKfp7CBEKARIUHwGcEAUw/qgbBxk1EBeUIQECAiCaGwgIBFoXAR6wEgkMAAMBJ/+6BqwFdgAkAC8AXwC+ALJeAAArtFAHACwEK7JQXgors0BQVgkrshUCACuyKwIAK7QjBV4VDSuwHDO0IwMAtQQrsDwysCMQsUYG6bIjRgors0AjQQkrAbBgL7A61rBTMrFJC+m0WRIAdAQrsWEBK7A2Gro+ZvHHABUrCg6wBxCwCMCxGSP5sBjAALMHCBgZLi4uLgGzBwgYGS4uLi6wQBoBsVk6ERKwVTmwSRGxKyo5OQCxUF4RErEwMTk5sCMRsEk5sRVGERKwDjkwMQAmNz4BMzI3EzYmBwYHBiY/ATY3NhczMgcDBhYXMhYHBiMmBwYTAT4BFxYHAQYnJiU1PgU3PgEmIyIHDgEjIjc+ATMyFhUUBw4BBwYXMzI3NjMyHgEPAQYnJgUGAS0MBgYOJTMNYgISCUxHDgsFCJpmFwkjGQiFCB4nDA8CCBWoYBIKBNUSGRYkEvsRGRYhAzUMaTtpQUIQGQo1PGo5CA8UGQobf1pgd9EhdhctKbBCCAIaDgkIBhQEQGL+7SMCfwoNEgQ5Aa4XCAgtGQQGCyI3bRcCJf3AIxYCCgwZBAIC/XEFaBsKCgkp+nsIEQo9EwpYM15ETh8tVD1tEAgdUlpaSGqgGWITKwQrFwIPEGkZAwYGAgAEALr/ugZ/BXYAMQA8AF4AaAD+ALJUAAArsiICACuxGQXpsjgCACu0W2FUIg0rsEgzsVsH6bBMMrJhWwors0BhQwkrtAMxVCINK7QDBwApBCsBsGkvsArWsSwL6bIKLAorswAKAAkrsCwQsCUg1hGxFgvpsBYvsSUL6bFqASuwNhq6PkHxKQAVKwoOsFcQsGXAsVAk+bBGwLNPUEYTK7BXELNYV2UTK7NkV2UTK7JYV2UgiiCKIwYOERI5sGQ5sk9QRhESOQC2Rk9QV1hkZS4uLi4uLi4BtkZPUFdYZGUuLi4uLi4usEAaAbEWChESsCg5sCwRsScqOTkAsQNUERKxBmc5ObAZEbMKHSUsJBc5MDETNDYzMhYzMjc2NTQmIyIHBic2Nz4BNTQmIyIHDgEnJjc2MzIWFRQHBhYXFhUUBgcGJhMBPgEXFgcBBicmASY3ATY3MzIHAwYXMzIVByMGDwEGBwYjJyI/ATYnIyInJjcGFzMyPwE2Jge6IxcOVB9OOzkxJxQ8GwoEGXtYKSE1ORAJEhQUTHBIXnUMAgpWqoEjsogE1RIZFiQS+xEZFiEDPQohAaQSGRQXClIGEkYQDFwZBiEGDgQHRx0IJQYS4iMDAoMOEpUXBicEDA8CrBQbJ1JKUC01HQwZFxI9TicdJDkOBAgQF1pCM041BhEEHV5isCcQBP11BWgbCgoJKfp7CBEKARIUHwGcEAUw/qgbBxk1EBeUIQECAiCaGwgIBFoXAR6wEgkMAAAAAAIAav4OAtcDZgAkADAAXACwIi+0GAcAGgQrshgiCiuzABgcCSuwLi+0KAcAEgQrAbAxL7AA1rQVCgAUBCuwFRCxCQErsQ4S6bAfMrEyASuxCRURErUEEhwiMCYkFzkAsS4YERKxAAs5OTAxFzQ3Njc+ATc2NzY3MzIHBgcGBw4BFRQWMzI3NjMyFhUUBiMiJgE+ATMyFhUUBiMiJmptL0xOPRkhEAYMFQwCGUUdcGJTZ041ShsSGx5vUIOmAbEEOyknLTstLyeozWYtJSczLTlPFAIh8FsnQDdlP0ZeGQgvIzFAuQQtMUE5LTVISgAAAAP/qv/8BWgHAgAzAD4ATgBaALIWAAArshgwMjMzM7EQBOmyAhwrMjIysCQvtDYHACwEKwGwTy+wOdawHzKxDQ/psVABK7ENORESswYXREYkFzkAsRAWERKyExcxOTk5sCQRsgMNKTk5OTAxJzYzPgE3ATY3NhcWFRMUFhc7ARYHBicmBSImNjMyNjUDNCYjISIHAQYVFBczMhYGIyYFIgAWMyUWNRE0JgcBADY7ATIXMBUXExYGIyInA1YCG1JiUANUBBInKxkMMy06DhoGAhrP/o0KCAoOh18CFQj+bQ4P/wAndTUMCA4M5f75EgLjDxYBIycbCP68AQ0MDJgUBAJjAggJEAb8FBsQRmkEVAoEDAwEHft1Oy4GBB8XAQoKGBtGYgFOBhAO/qwzI0wEGh0ICAKwFAIBHQGoGwQO/kcEPQ8GAgT+yAQGCAErAAAAAAP/qv/8BWgHBAAzAD4ATwB5ALIWAAArshgwMjMzM7EQBOmyAhwrMjIysCQvtDYHACwEKwGwUC+wOdawHzKxDQ/ps0wNOQgrtD8SAHgEK7A/L7RMEgB4BCuxUQErsT85ERKwBjmxDUwRErMXQEFLJBc5ALEQFhESshMXMTk5ObAkEbIDDSk5OTkwMSc2Mz4BNwE2NzYXFhUTFBYXOwEWBwYnJgUiJjYzMjY1AzQmIyEiBwEGFRQXMzIWBiMmBSIAFjMlFjURNCYHCQE2NzYzNhc2FgcOAgcOASZWAhtSYlADVAQSJysZDDMtOg4aBgIaz/6NCggKDodfAhUI/m0OD/8AJ3U1DAgODOX++RIC4w8WASMnGwj+vAG3TggIH1orDhIKG1d9CwYQChQbEEZpBFQKBAwMBB37dTsuBgQfFwEKChgbRmIBTgYQDv6sMyNMBBodCAgCsBQCAR0BqBsEDv5HAxH6LxQEBAIPECVqjQ0GAggAAAP/qv/8BW0G4QAzAD4AUQBXALIWAAArshgwMjMzM7EQBOmyAhwrMjIysCQvtDYHACwEKwGwUi+wOdawHzKxDQ/psVMBK7ENORESsQYXOTkAsRAWERKyExcxOTk5sCQRsgMNKTk5OTAxJzYzPgE3ATY3NhcWFRMUFhc7ARYHBicmBSImNjMyNjUDNCYjISIHAQYVFBczMhYGIyYFIgAWMyUWNRE0JgcBEyY3ATYzNhYzFhcTFgcjJyYHBVYCG1JiUANUBBInKxkMMy06DhoGAhrP/o0KCAoOh18CFQj+bQ4P/wAndTUMCA4M5f75EgLjDxYBIycbCP68vwwMASsQHQxIBh8GRgQPDKIKEP7OFBsQRmkEVAoEDAwEHft1Oy4GBB8XAQoKGBtGYgFOBhAO/qwzI0wEGh0ICAKwFAIBHQGoGwQO/kcC3QINAS0SAgQCHP7nFAHDDArFAAAAAAP/qv/8BcUG1wAzAD4AVgC5ALIWAAArshgwMjMzM7EQBOmyAhwrMjIysCQvtDYHACwEK7BNL7BVM7REBwAfBCuwUC+0QQcAHwQrsEgyAbBXL7A/1rwAUwASAAABJgAEK7BTELE5ASuwHzKxDQ/psA0QsUYBK7wASgASAAABJgAEK7FYASuxUz8RErBVObA5EbBQObANErIGF0E5OTmwRhGzExZETSQXOQCxJBARErIDDSk5OTmxTTYRErMGDAk8JBc5sEQRsFM5MDEnNjM+ATcBNjc2FxYVExQWFzsBFgcGJyYFIiY2MzI2NQM0JiMhIgcBBhUUFzMyFgYjJgUiABYzJRY1ETQmBwETNjMyFjMyNzYzMhUUBiMiJiMiBgcGIyJWAhtSYlADVAQSJysZDDMtOg4aBgIaz/6NCggKDodfAhUI/m0OD/8AJ3U1DAgODOX++RIC4w8WASMnGwj+vKgXqkbfI0YUAhQTbVJM2yEnJg8CFhIUGxBGaQRUCgQMDAQd+3U7LgYEHxcBCgoYG0ZiAU4GEA7+rDMjTAQaHQgIArAUAgEdAagbBA7+RwMp+I95FBtqj481SBAAAAT/qv/8BagGeQAzAD4ASgBUALAAshYAACuyGDAyMzMzsRAE6bICHCsyMjKwJC+0NgcALAQrsEgvsFMztEIHABMEK7BOMgGwVS+wOdawHzKxDQ/ps0UNOQgrsT8J6bA/L7FFCemwDRCxTAErsVEJ6bFWASuxOT8RErFCSDk5sEURsAY5sA0SsBc5sVFMERKyEBYTOTk5ALEQFhESshMXMTk5ObAkEbIDDSk5OTmxSDYRErMGDAk8JBc5sEIRsUxQOTkwMSc2Mz4BNwE2NzYXFhUTFBYXOwEWBwYnJgUiJjYzMjY1AzQmIyEiBwEGFRQXMzIWBiMmBSIAFjMlFjURNCYHARM0NjMyFhUUBiMiJiA0NjMyFhQGIyJWAhtSYlADVAQSJysZDDMtOg4aBgIaz/6NCggKDodfAhUI/m0OD/8AJ3U1DAgODOX++RIC4w8WASMnGwj+vOw9LSs+QCkrPwFWPystPj4tKxQbEEZpBFQKBAwMBB37dTsuBgQfFwEKChgbRmIBTgYQDv6sMyNMBBodCAgCsBQCAR0BqBsEDv5HA1QtQEAtK0FBWkBAWkEAAAT/qv/8BWgHHQAzAD4ASABRAK0AshYAACuyGDAyMzMzsRAE6bICHCsyMjKwJC+0NgcALAQrsEcvsUwH6bBQL7FCB+kBsFIvsDnWsB8ysQ0P6bNJDTkIK7RAEgA3BCuwQC+0SRIANwQrsA0QsU4BK7RFEgA5BCuxUwErsQ1JERK1BhdCR0tQJBc5sE4RsUxPOTmwRRKwEDkAsSQQERKyAw0pOTk5sUc2ERKzBgwJPCQXObFQTBESsz9ERUAkFzkwMSc2Mz4BNwE2NzYXFhUTFBYXOwEWBwYnJgUiJjYzMjY1AzQmIyEiBwEGFRQXMzIWBiMmBSIAFjMlFjURNCYHAQA0NjMyFhQGIyInFBYyNjQmIgZWAhtSYlADVAQSJysZDDMtOg4aBgIaz/6NCggKDodfAhUI/m0OD/8AJ3U1DAgODOX++RIC4w8WASMnGwj+vAEydFBScXFSUClGZkhIZkYUGxBGaQRUCgQMDAQd+3U7LgYEHxcBCgoYG0ZiAU4GEA7+rDMjTAQaHQgIArAUAgEdAagbBA7+RwNMpHd1qHPHM0hIZkpIAAAC/8v//AfHBS8AdQCAARoAsnQAACuyVVdyMzMzsQID6bJJW2oyMjKyAnQKK7NAAk8JK7IUAgArsBYzsSQF6bAPMrRjeXQUDSuxYwXptCpBdBQNK7EqBemyKkEKK7NAKjAJKwGwgS+wL9a0NBIApAQrsDQQsR8BK7EbEumxggErsDYauj7Q870AFSsKDrBeELB9wLFEJfmwJsCzJ0QmEyuzQ0QmEyuwXhCzX159EyuzfF59EyuyX159IIogiiMGDhESObB8ObJDRCYREjmwJzkAtyYnQ0ReX3x9Li4uLi4uLi4BtyYnQ0ReX3x9Li4uLi4uLi6wQBoBsR80ERKxIE85ObAbEbBROQCxYwIRErMINjc9JBc5sSpBERKwNTmwJBGyGx40OTk5MDEnNjc2NzY3PgE3ATY3NCYnLgE3NjcEJTIWFQYHBiMGLwEuASMhBgcDBhYzITI3PgEyOwEWBwYHBicjLgE/ATQmIyEGBwMGFRQWOwEyNz4BNzMyDwEGIyQFIjc2Mz4BNxM2JiMhIgcDBhQWFxYPAQ4DIyQHJgAeATMhMjcTNAcBNQYMWkQ5MwhMHwKJFAEzUBAFBgoVAfwCGRsSECEQBQ4LAgpacf6UFwZiAhIPAXiNNAQIBAkIEAQpGQQWDAgFAgJUev7CFAtUBFBth66JMTgkHQ4KVAoj/c/+JRsGBhlYTBUzBAoT/o0dFshCM1QQBAICBgYMBv7PbQgCkwIIBQFUFAx5EP4eFBIFCDwvQQxfJwM7GwwQEQYCDAwZAggEDRR7hwgCChtxWgQd/goODX8ICwQXg8kbAQIKCglWPQIZ/l8ZDjcsXSE5Nx/vHQgIGxQETmoBCw4KGP7+Vk4dBAoKBQQGCAQICAYCWhAEIAJjGw/9kQAAAAABADv+WAXRBU4AQgCQALJAAAArsCkzsRgF6bIiAAArsgQCACuxEgbpsDAvtDgDAI0EKwGwQy+wANaxFRHpsBUQsTsBK7EtCumwLRCxDgErsQoS6bFEASuxOxURErQqMDM+QCQXObAtEbEpGDk5sA4StAQSGh0nJBc5ALE4MBESsDQ5sEARsC05sBgSsSAlOTmwEhGzAAwcHyQXOTAxEzQAJCEyFxYHBgcOASY3NjUQISAAERQSMyATPgEWBwYHBiInJiMiBwYjBx4BFRQGIyInJjc0NxYzMjY1NCcmPwEkADsBAAG9AQryzRsLBEwEGxICBP6e/sn+RfbbAUjZBBwTBD0uAhoLIRwhXJ5sETU+l4QQHRcHDhkSWF9WEgU+/vj+oQI32wFr0VwMLg78DgQQChsYASH+Vv7L8v7mATcIAg4MnKYICAoSISMIUDdibwIMDQ4EAkA7RAgCFH0KAUYAAgAE//wFXAcCAGEAcADaALJdAAArsF8zsUsG6bACMrISAgArsSQF6bANMrIkEgors0AkGwkrtCo+XRINK7EqBukBsHEvsDjWsTQS6bA0ELEgASu8ABgAEgAAASYABCuxcgErsDYauj6k8uAAFSsKDrAIELAJwLFAD/mwJsCzJ0AmEyuyJ0AmIIogiiMGDhESOQC0CAkmJ0AuLi4uLgG0CAkmJ0AuLi4uLrBAGgGxNDgRErBdObAgEbQuMVNXWSQXObAYErAbOQCxS10RErBeObA+EbM0N1VZJBc5sSQqERKyGC8zOTk5MDE3Nhc2FjM+ATcTNjc0KwEmNzYzITIWBwYHFgYjIi4BNjU0JiMhIgcDBhYzITI2NzYXFgcGAxQHBicmNTQmIyEiBwMGFgYeBDIzMjsBMjc+ATc+ARYVDgIHBiMkBSImADY7ATIXFBcTFgYjIicDBAgXDC8ISjwUtAwBiDUXBQYhBBYdFAQXHgIMCwwKAgRtff6oLQZoAhQXAVBcXicEGxIGGTUQFAcCWoH+5ysGVgoMAh0KKRIwFhkGAo+6dTc0KQYWDwwpIQYSQP2i/i8IDwLVCguXFAUCYgIICA4J/BshAQICBkRiA1s5H1oCGhsSHX15BgYKChcGZlsd/g4ODDlSDgYCDmL+7woEBBwKDVA5Hf5nFyMcEw4IBgNUJzI1CgQICB2DaAkSCAgUBuUNBgIE/sgEBggBKwAAAAACAAT//AVcBwQAYQByAPMAsl0AACuwXzOxSwbpsAIyshICACuxJAXpsA0ysiQSCiuzQCQbCSu0Kj5dEg0rsSoG6QGwcy+wYta0bxIAeAQrsG8QsTgBK7E0EumwNBCxIAErvAAYABIAAAEmAAQrsXQBK7A2Gro+pPLgABUrCg6wCBCwCcCxQA/5sCbAsydAJhMrsidAJiCKIIojBg4REjkAtAgJJidALi4uLi4BtAgJJidALi4uLi6wQBoBsThvERKyY2RuOTk5sDQRsF05sCAStS4xU1dZaiQXObAYEbAbOQCxS10RErBeObA+EbM0N1VZJBc5sSQqERKyGC8zOTk5MDE3Nhc2FjM+ATcTNjc0KwEmNzYzITIWBwYHFgYjIi4BNjU0JiMhIgcDBhYzITI2NzYXFgcGAxQHBicmNTQmIyEiBwMGFgYeBDIzMjsBMjc+ATc+ARYVDgIHBiMkBSImATY3NjM2FzYWBw4CBw4BJgQIFwwvCEo8FLQMAYg1FwUGIQQWHRQEFx4CDAsMCgIEbX3+qC0GaAIUFwFQXF4nBBsSBhk1EBQHAlqB/ucrBlYKDAIdCikSMBYZBgKPunU3NCkGFg8MKSEGEkD9ov4vCA8DZk4ICB9aKw4TChtYfQoGEAsbIQECAgZEYgNbOR9aAhobEh19eQYGCgoXBmZbHf4ODgw5Ug4GAg5i/u8KBAQcCg1QOR3+ZxcjHBMOCAYDVCcyNQoECAgdg2gJEggIFAW3+i8UBAQCDxAlao0NBgIIAAAAAgAE//wFXAbhAGEAdADeALJdAAArsF8zsUsG6bACMrISAgArsSQF6bANMrIkEgors0AkGwkrtCo+XRINK7EqBukBsHUvsDjWsTQS6bA0ELEgASu8ABgAEgAAASYABCuxdgErsDYauj6k8uAAFSsKDrAIELAJwLFAD/mwJsCzJ0AmEyuyJ0AmIIogiiMGDhESOQC0CAkmJ0AuLi4uLgG0CAkmJ0AuLi4uLrBAGgGxNDgRErFdcDk5sCARti4xU1dZbm8kFzmwGBKwGzkAsUtdERKwXjmwPhGzNDdVWSQXObEkKhESshgvMzk5OTAxNzYXNhYzPgE3EzY3NCsBJjc2MyEyFgcGBxYGIyIuATY1NCYjISIHAwYWMyEyNjc2FxYHBgMUBwYnJjU0JiMhIgcDBhYGHgQyMzI7ATI3PgE3PgEWFQ4CBwYjJAUiJgEmNwE2MzYWMxYXExYHIycmBwUECBcMLwhKPBS0DAGINRcFBiEEFh0UBBceAgwLDAoCBG19/qgtBmgCFBcBUFxeJwQbEgYZNRAUBwJagf7nKwZWCgwCHQopEjAWGQYCj7p1NzQpBhYPDCkhBhJA/aL+LwgPAkgMDAErEB0MSAYfBkUEDgyiChH+zxshAQICBkRiA1s5H1oCGhsSHX15BgYKChcGZlsd/g4ODDlSDgYCDmL+7woEBBwKDVA5Hf5nFyMcEw4IBgNUJzI1CgQICB2DaAkSCAgUBYMCDQEtEgIEAhz+5xQBwwwKxQAAAAMABP/8BVwGeQBhAG0AdwD/ALJdAAArsF8zsUsG6bACMrISAgArsSQF6bANMrIkEgors0AkGwkrtCo+XRINK7EqBumway+wdjO0ZQcAEwQrsHEyAbB4L7Bi1rFoCemwaBCxbwErsXQJ6bM4dG8IK7E0EumwdBCxIAErvAAYABIAAAEmAAQrsXkBK7A2Gro+pPLgABUrCg6wCBCwCcCxQA/5sCbAsydAJhMrsidAJiCKIIojBg4REjkAtAgJJidALi4uLi4BtAgJJidALi4uLi6wQBoBsXRvERKyLjFdOTk5sTQ4ERKxcXY5ObAgEbJTV1k5OTkAsT5LERKzNDdVWSQXObEkKhESshgvMzk5OTAxNzYXNhYzPgE3EzY3NCsBJjc2MyEyFgcGBxYGIyIuATY1NCYjISIHAwYWMyEyNjc2FxYHBgMUBwYnJjU0JiMhIgcDBhYGHgQyMzI7ATI3PgE3PgEWFQ4CBwYjJAUiJgE0NjMyFhUUBiMiJiA0NjMyFhQGIyIECBcMLwhKPBS0DAGINRcFBiEEFh0UBBceAgwLDAoCBG19/qgtBmgCFBcBUFxeJwQbEgYZNRAUBwJagf7nKwZWCgwCHQopEjAWGQYCj7p1NzQpBhYPDCkhBhJA/aL+LwgPAoc+LSs9PykrQAFWQC0rPT0rLRshAQICBkRiA1s5H1oCGhsSHX15BgYKChcGZlsd/g4ODDlSDgYCDmL+7woEBBwKDVA5Hf5nFyMcEw4IBgNUJzI1CgQICB2DaAkSCAgUBfotQEAtK0FBWkBAWkEAAgAv//wDaAcCACIAMgBwALIhAAArsB8zsQIE6bAbMrIOAgArsBAzsQoD6bAUMgGwMy+xNAErsDYauj6a8rIAFSsKDrAFELAGwLEYD/mwF8AAswUGFxguLi4uAbMFBhcYLi4uLrBAGgEAsQIhERKwIDmwChGwEzmwDhKwDzkwMTc2FxY2NxM2JicGJjc2MwQlMgcGJw4BBwMGFjcyBwYHJAciADY7ATIXMBcUMxMUIyInAy8IGWRKFrcbLGYZHAgGGwECARQWDAoaZEYXthdEcxsJBBP+hbAXAXYKCpgXAQICYw8QBv4bGQECTmgDXVZUBgIKFhkMDCEdCQZAbvyjak4CHRIECgoG+Q0GAgT+yAoIASsAAgAv//wDaAcEACIAMwB6ALIhAAArsB8zsQIE6bAbMrIOAgArsBAzsQoD6bAUMgGwNC+wI9a0MBIAeAQrsTUBK7A2Gro+mvKyABUrCg6wBRCwBsCxGA/5sBfAALMFBhcYLi4uLgGzBQYXGC4uLi6wQBoBALECIRESsCA5sAoRsBM5sA4SsA85MDE3NhcWNjcTNiYnBiY3NjMEJTIHBicOAQcDBhY3MgcGByQHIgE+Ajc2MzYXNhYHBgcOASYvCBlkSha3GyxmGRwIBhsBAgEUFgwKGmRGF7YXRHMbCQQT/oWwFwIJBishBAgfVi8OEQozxwYRCBsZAQJOaANdVlQGAgoWGQwMIR0JBkBu/KNqTgIdEgQKCgXLF4pxFxQGBgIPEErfBgIIAAACAC///ANvBuMAIgA1AHAAsiEAACuwHzOxAgTpsBsysg4CACuwEDOxCgPpsBQyAbA2L7E3ASuwNhq6PprysgAVKwoOsAUQsAbAsRgP+bAXwACzBQYXGC4uLi4BswUGFxguLi4usEAaAQCxAiERErAgObAKEbATObAOErAPOTAxNzYXFjY3EzYmJwYmNzYzBCUyBwYnDgEHAwYWNzIHBgckByIBJjcBNjM2FjMWFxMWKwEnJgcFLwgZZEoWtxssZhkcCAYbAQIBFBYMChpkRhe2F0RzGwkEE/6FsBcBLAwMASsQHQxIBh8GRgQPDKIKEP7OGxkBAk5oA11WVAYCChYZDAwhHQkGQG78o2pOAh0SBAoKBZoCDAEtEgIEAhz+5xTCDArEAAAAAAMAL//8A6IGeQAiAC0ANwC4ALIhAAArsB8zsQIE6bAbMrIOAgArsBAzsQoD6bAUMrAsL7A2M7QmBwATBCuwMDIBsDgvsCPWsSkJ6bApELEvASuxMwnpsTkBK7A2Gro+mvKyABUrCg6wBRCwBsCxGA/5sBfAALMFBhcYLi4uLgGzBQYXGC4uLi6wQBoBsSkjERKwDzmwLxGyGxwfOTk5sDMSshAUETk5OQCxAiERErAgObAKEbATObAOErAPObEmLBESsS8zOTkwMTc2FxY2NxM2JicGJjc2MwQlMgcGJw4BBwMGFjcyBwYHJAciATQ2MzIWFRQGIiYgNDYyFhUUBiMiLwgZZEoWtxssZhkcCAYbAQIBFBYMChpkRhe2F0RzGwkEE/6FsBcBUzstKz4+Vj0BVj1aPD4rLRsZAQJOaANdVlQGAgoWGQwMIR0JBkBu/KNqTgIdEgQKCgYOLz5ALStBQVpAPi8tQQAAAAACAD//+gYrBSsAKwBLANoAsikAACuxAwTpsC8ysiICACuxOATpsBoytBILKSINK7BFM7QSBwAjBCuwPTIBsEwvsDLWsSUR6bFNASuwNhq6Pjjw/wAVKwoOsAcQsAjAsUoV+bBJwLo+vPNYABUrCrEHCAiwBxAOsBbAsUpJCLFKJvkOsDrAsAcQsxUHFhMrsEoQsztKOhMrshUHFiCKIIojBg4REjmyO0o6ERI5ALcHCBUWOjtJSi4uLi4uLi4uAbcHCBUWOjtJSi4uLi4uLi4usEAaAQCxEgsRErAOObA4EbIYJTI5OTkwMT8BNjsBMjY3EzQrAQYmNzYnNjczNjcTNjU0KwEiNTc2MzYFBAAREAAtASImJRQWMyAAETQuAisBIgcDBjM2FzYWDwEGKwEiBgcDBj8HBg4GYkQZOyWVEBUCDgIGL6YQC0YMfykSBgYOagH0ATMBaf4//rH9QQ4RAYRegQExAZVgrteDPScPWggl3ykMDQUKDBf+EiMCQQYMGw5GhQExKQQSEy0UFAEGEgFbRBZeDBcMBAQC/sD+9P7H/lQCAgiqRDMBeQE3jdB0OC3+Oy0GBgIQFTUfFhP+shkAAAIAGf/gBuEGmAA7AFMA+QCyOgAAK7A4M7ECA+mwMzKyKQAAK7IQAgArsR8hMzOxDAPpsRslMjKwSi+wUjO0QQcAHwQrsE0vtD4HAB4EK7BFMgGwVC+wPNa8AFAAEgAAASYABCuwUBCxQwErvABHABIAAAEmAAQrsVUBK7A2Gro+uvNLABUrCg6wBRCwBsCxMAf5sC/Auj6c8roAFSsKBbApLg6wKMCxFwb5sBjAALYFBhcYKC8wLi4uLi4uLgG3BQYXGCgpLzAuLi4uLi4uLrBAGgGxUDwRErBSObBDEbYbHR8VLD5KJBc5ALEMAhESshUWLTk5ObAQEbEUIDk5sUFKERKwUDkwMTc2Fz4BNxMuBCcmNzYzFjcyFwEWNxM2JiciNTYzFiU2BwYjDgEHAw4BJwEmBwMGFhcyFgcGIyQHBgE2MzIWMzI3NjcyFRQGIyImIyIGBwYjIhkGEGZZGLsOICsYPAoSBAIUWpY3CwKfGwymGUZ9CgISuQEQGREICmBjFuQCMwr9QRcHmBQ3bxQKAgQO/um6FwLJF6pG3yJGFAIVEmxSTNshJycOAhYSGRcDDmF7A5sSGQwHBgIEFhkEBBD79ScnAw9zYggWGQgIAh8QDmVs+8oIAgoETB0l/PRvcA8KEhsKCgIFpviQeRQBG2qQjzVIEAAAAAADALT/2wZCBwIACwAZACkASQCyCQAAK7EPBemyAwIAK7EVBekBsCovsADWsQwQ6bAMELESASuxBhDpsSsBK7ESDBESswkDGiQkFzkAsRUPERKyBgASOTk5MDETEAAhIAAREAAhIAA3FBIXBAARNAIHIgcGAgA2OwEyFxQzFxMWBiMiJwO0AdsBSAEMAV/+Jv6x/vT+p8HdxwEEAWTlw+yRan0B/AoKmhIEAgJjAggJEAb+AkwBOQHH/pn++P7B/j0BZNru/vICAgG8AUjfARICm3H+vAQ5DQYCBP7IBAYIASsAAAADALT/2wZCBwQACwAZACoAYACyCQAAK7EPBemyAwIAK7EVBekBsCsvsADWsQwQ6bAMELEaASu0JxIAeAQrsCcQsRIBK7EGEOmxLAErsRoMERKwCTmwJxGwFTmwEhKxHCQ5OQCxFQ8RErIGABI5OTkwMRMQACEgABEQACEgADcUEhcEABE0AgciBwYCAT4CNzYzNhc2FgcGBw4BJrQB2wFIAQwBX/4m/rH+9P6nwd3HAQQBZOXD7JFqfQJSBishBAgfWC0OEgo1xwYQCAJMATkBx/6Z/vj+wf49AWTa7v7yAgIBvAFI3wESAptx/rwDCxeKcRcUBgYCDxBI4QYCCAAAAwC0/9sGQgblAAsAGQAsAEkAsgkAACuxDwXpsgMCACuxFQXpAbAtL7AA1rEMEOmwDBCxEgErsQYQ6bEuASuxEgwRErMJAxsmJBc5ALEVDxESsgYAEjk5OTAxExAAISAAERAAISAANxQSFwQAETQCByIHBgIBJjcBNjM2FjMWFxMWKwEnJgcFtAHbAUgBDAFf/ib+sf70/qfB3ccBBAFk5cPskWp9AYsMDAErEB0MSAYfBkYEDwyiChD+zwJMATkBx/6Z/vj+wf49AWTa7v7yAgIBvAFI3wESAptx/rwC3AIMAS0SAgQCHP7nFMIMCsQAAwC0/9sGQgbXAAsAGQAxAJgAsgkAACuxDwXpsgMCACuxFQXpsCgvsDAztB8HAB8EK7ArL7QcBwAfBCuwIzIBsDIvsADWsQwQ6bAMELEaASu8AC4AEgAAASYABCuwLhCxIQErvAAlABIAAAEmAAQrsCUQsRIBK7EGEOmxMwErsS4aERKwMDmwIRG0CQMcFSgkFzkAsRUPERKyBgASOTk5sR8oERKwLjkwMRMQACEgABEQACEgADcUEhcEABE0AgciBwYCATYzMhYzMjc2MzIVFAYjIiYjIgYHBiMitAHbAUgBDAFf/ib+sf70/qfB3ccBBAFk5cPskWp9AUcXqkbfI0YUAhQTbVJM2yAnJw8CFhICTAE5Acf+mf74/sH+PQFk2u7+8gICAbwBSN8BEgKbcf68AyP4j3kUG2qPjzVIEAAEALT/2wZCBnkACwAZACQALgB4ALIJAAArsQ8F6bIDAgArsRUF6bAjL7AtM7QdBwATBCuwJzIBsC8vsADWsQwQ6bAMELEaASuxIAnpsCAQsSYBK7EqCemwKhCxEgErsQYQ6bEwASuxIBoRErIJFQM5OTkAsRUPERKyBgASOTk5sR0jERKxJio5OTAxExAAISAAERAAISAANxQSFwQAETQCByIHBgIBNDYzMhYVFAYiJiA0NjIWFRQGIyK0AdsBSAEMAV/+Jv6x/vT+p8HdxwEEAWTlw+yRan0BmzwtKz09Vj4BVj5aOz0rLQJMATkBx/6Z/vj+wf49AWTa7v7yAgIBvAFI3wESAptx/rwDTi8+QC0rQUFaQD4vLUEAAAEAvgCqBLIEsAALAAA3CQE3CQEXCQEHCQG+Aab+WlIBqAGoUv5YAaRS/l7+WP4BrAGwVv5OAbJW/lD+VFQBrP5UAAAAAwDh/40GfwV5ACAALgA6AHQAshMAACuxMwXpsgMCACuxKgXpsgsCACsBsDsvsADWsSEQ6bAhELE2ASuxEBDpsTwBK7EhABESsxgbHR8kFzmwNhFACgcMAw4TFx4NJzAkFzmwEBKyCAsKOTk5ALEqMxESQAwFBwwQFQYXHR8kFjkkFzkwMRMQACEyFxY/ATYWDwEGFxYREAAhIicmDwEGLgE/ATYnJjcUFxY3ATYnJiMiBwYCEwYXFjcgABE0JyYH4QHZAUDLnQoPdwgtBnUOCtf+Kf6wz6AUEJgMGxAGlRkOusBFDBcDGQwWdaDplmh7hRIWebYBBAFjUBcSAkwBNQHLZwYThwYdDIkQC7L+3/6+/j5xDhSwDAcbBq4fDrzUsn8ZGQObFBVgn23+uv34EhV5AQG+AUa2fSMVAAIAef/bBm0HAgA6AEoAmwCyLAAAK7ESBemyAgIAK7EEHjMzsTgD6bIJGSQyMjIBsEsvsDHWsQ8P6bFMASuwNhq6PpnyrQAVKwoOsDIQsDPAsQ0Z+bAMwLo+6fQ9ABUrCrAVELAWwLEoGvmwJ8AAtwwNFRYnKDIzLi4uLi4uLi4BtwwNFRYnKDIzLi4uLi4uLi6wQBoBsQ8xERKxNTc5OQCxAjgRErADOTAxEzYXBCUyFgcUJyYGBwMGFRQWMzI2NxM2JiMiNz4BFwQ3NgcGJw4BBwMGBwIhIiYnLgE3Ez4BJisBIiYANjsBMhcwFRcTFgYjIicDeQYXAQABIAoRAiVoSBl0Gc227OkraBdOfQ4EBAoHAVZwFwYEF2BSGWgdP57+j7LhRjkIGnEKBD9GIwgMAmoLCpcUBQJiAggIDgn8BRcXAQwMEAshBQRCdv3fdVaRrPnmAit3XhwMDwIGCAIhHQUMUob9z5pq/vxka1jHYAIQN1UzFAHpDQYCBP7IBAYIASsAAAAAAgB5/9sGbQcEADoASwC0ALIsAAArsRIF6bICAgArsQQeMzOxOAPpsgkZJDIyMgGwTC+wMdaxDw/psA8QsTsBK7RIEgB4BCuxTQErsDYauj6Z8q0AFSsKDrAyELAzwLENGfmwDMC6Pun0PQAVKwqwFRCwFsCxKBr5sCfAALcMDRUWJygyMy4uLi4uLi4uAbcMDRUWJygyMy4uLi4uLi4usEAaAbEPMRESsTU3OTmwOxGzAwYSLCQXOQCxAjgRErADOTAxEzYXBCUyFgcUJyYGBwMGFRQWMzI2NxM2JiMiNz4BFwQ3NgcGJw4BBwMGBwIhIiYnLgE3Ez4BJisBIiYlNjc2MzYXNhYHDgIHDgEmeQYXAQABIAoRAiVoSBl0Gc227OkraBdOfQ4EBAoHAVZwFwYEF2BSGWgdP57+j7LhRjkIGnEKBD9GIwgMA0pOCAgeWiwOEgobWH0KBhALBRcXAQwMEAshBQRCdv3fdVaRrPnmAit3XhwMDwIGCAIhHQUMUob9z5pq/vxka1jHYAIQN1UzFLv6LxQEBAIPECVqjQ0GAggAAgB5/9sGbQbpADoATACbALIsAAArsRIF6bICAgArsQQeMzOxOAPpsgkZJDIyMgGwTS+wMdaxDw/psU4BK7A2Gro+mfKtABUrCg6wMhCwM8CxDRn5sAzAuj7p9D0AFSsKsBUQsBbAsSga+bAnwAC3DA0VFicoMjMuLi4uLi4uLgG3DA0VFicoMjMuLi4uLi4uLrBAGgGxDzERErE1Nzk5ALECOBESsAM5MDETNhcEJTIWBxQnJgYHAwYVFBYzMjY3EzYmIyI3PgEXBDc2BwYnDgEHAwYHAiEiJicuATcTPgEmKwEiJiUmNwE2MzYXMhcTFisBJyYHBXkGFwEAASAKEQIlaEgZdBnNtuzpK2gXTn0OBAQKBwFWcBcGBBdgUhloHT+e/o+y4UY5CBpxCgQ/RiMIDAI5DAwBKRAfF0MdCEYEEA2gDA7+zwUXFwEMDBALIQUEQnb933VWkaz55gIrd14cDA8CBggCIR0FDFKG/c+aav78ZGtYx2ACEDdVMxSSAgwBLRAEBhz+5xTCDArEAAMAef/bBm0GeQA6AEYAUADsALIsAAArsRIF6bICAgArsQQeMzOxOAPpsgkZJDIyMrBEL7BPM7Q+BwATBCuwSjIBsFEvsDHWsQ8P6bAPELE7ASuxQQnpsEEQsUgBK7FNCemxUgErsDYauj6Z8q0AFSsKDrAyELAzwLENGfmwDMC6Pun0PQAVKwqwFRCwFsCxKBr5sCfAALcMDRUWJygyMy4uLi4uLi4uAbcMDRUWJygyMy4uLi4uLi4usEAaAbEPMRESsTU3OTmwOxGzAwQJLCQXObBBErIHEgY5OTmxTUgRErIZHho5OTkAsQI4ERKwAzmxPkQRErFITDk5MDETNhcEJTIWBxQnJgYHAwYVFBYzMjY3EzYmIyI3PgEXBDc2BwYnDgEHAwYHAiEiJicuATcTPgEmKwEiJiU0NjMyFhUUBiMiJiA0NjMyFhQGIyJ5BhcBAAEgChECJWhIGXQZzbbs6StoF059DgQECgcBVnAXBgQXYFIZaB0/nv6PsuFGOQgacQoEP0YjCAwCQT4tKz0/KStAAVZAKy09PS0rBRcXAQwMEAshBQRCdv3fdVaRrPnmAit3XhwMDwIGCAIhHQUMUob9z5pq/vxka1jHYAIQN1UzFP4tQEAtK0FBWkBAWkEAAAACANP//AYZBwQAPQBOAJAAsi8AACuwLTOxMwTpsCgysgICACuyBBkbMzMzsTwD6bIIFSAyMjIBsE8vsD7WtEsSAHgEK7FQASuwNhq6PrTzLQAVKwoOsDcQsDjAsSUP+bAkwACzJCU3OC4uLi4BsyQlNzguLi4usEAaAbFLPhESsCg5ALEzLxESsC45sDwRsQcPOTmwAhKyAxcaOTk5MDETNjMWNxYHBicOAhcTHgE3ATY1NCcmNDYXFjcyFgcGBw4BBwEDBhY3MhcWBiMkBSY0NjM2NzY3EwEuASciJTY3NjM2FzYWBw4CBw4BJtMEEsP0FAYECEYrAh/RBgQWAXlQfwgOC82dCA8CBAlERTv99z8UMWoxCQ4RCP7d/rkIDgqBIy8ZQf7+JUE8GQKcTggIH1orDhMKG1h9CgYQCwUUFwoKBhMZAQYRO0b+IxAEFAG2XCE7BwQWGQIKCggIEgkbL0f9qv7MZEoCAgI5CAgEGR4GFyFyATQCS1Y6BM36LxQEBAIPECVqjQ0GAggAAAAAAQBg//gEzQUxAFQAgACyUwAAK7BRM7EEBemwRzKyEgIAK7EOA+mwGzK0MThTEg0rsTED6bQiQVMSDSuxIgXpAbBVL7A81rEpD+mxVgErsDYauj7G84kAFSsKDrAJELAKwLFEGPmwQ8AAswkKQ0QuLi4uAbMJCkNELi4uLrBAGgEAsUE4ERKxKTY5OTAxNz4CFjY3PgE3EzY1NCMiNzYXMhYyNzYWBwYHDgEHBh4BMzIzMhYXFhUUDgIjIgYuAjc+ARYzMjc2JzQmJyYjIgcDBhYzMhYHFA4EIyQHImACAgkGFAw9PBemDH8dBAYjGZ6wXBANBwIQTlAUBhQbJQwGj5pCh16ev2gCLRUgCwIEDScO3WtKAUtCPaoxD5USMGcZCAQFAgQIDgr+47QZGwwIBgICAgpVagNERBZeHxsFAgIEFg0OBgZMUhkWAiMxabJzrWkzAgIGEA0SBgimcY9eiRcXH/0YYFAMDgIRBAgCAggIAAAAAf57/g4DzQWYAFAAoACyJgAAK7EwBemyMCYKK7MAMCwJK7JJAAArskICACuxFAPpsE4vsQcH6bIHTgorswAHAwkrAbBRL7Az1rEiDumyMyIKK7MAMykJK7M/IjMIK7EXCOmxUgErsDYauj6680sAFSsKDrAMELANwLFII/mwR8AAswwNR0guLi4uAbMMDUdILi4uLrBAGgGxPzMRErAUOQCxQjARErEXIjk5MDEBNDYzMhcWMzI2NzY3ExI3Njc+ATMyFhUUBgcGBw4BFhcWFRQHBiMiJjU0NjMyFxY3MjY1NCcmJyY3Njc2NzY3NCYjIgYHBgsBAgcGBwYHIib+eycaJz4/KydOGS8gbTMtKUg7rFJkimdWNS0KCgYKtqxxdjNCIxYlNhcUTGpeHykXAgIXWjmFAVA+O3chOzdQOVs1TmB1TG7+gRsiLzVCNW3AAm8BK3x3Xk5hlW1Yni0dDAINCgRe2eyydS0nGyM6FwH2srheHxcQEBIDEi1quVBkXEd//rz+M/62um1RYAFCAAMATP/nAy8FQgAlADMAQwC0ALIFAQArsiMAACuwGjO0KQcAIwQrsjYCACsBsEQvsADWsSYI6bFFASuwNhq6PrXzMgAVKwoOsB4QsCzAsQsL+bAHwLMICwcTK7MKCwcTK7AeELMrHiwTK7IrHiwgiiCKIwYOERI5sgoLBxESObAIOQC2BwgeKywKCy4uLi4uLi4BtgcIHissCgsuLi4uLi4usEAaAbEmABESsCM5ALEFKREStQANEyAhLiQXObA2EbBAOTAxNzQSNzY3MhcDBw4CFjc2NzY3NhcWBwYHBiMiNzY3NiYHAiMiJjcUFjMyJRM2JgcGBw4BEjY7ATIXMhQXExYGIyInA0zZppG7CgJ5BAQIBAgKGzkMDxAIBgpSFlYnQgQCEwQPDPZFM0yJJxgdAQBQBgQOfWBYa80MDJgUAgIDYgIICBAH/MeeAU9gVAUT/ZwTEiUnFgIEQQ4PEBYTEFoXUnE5UBIDD/8AiIM/VfIBiwoVAg5CO/IDuA8HBAL+yQQGCAErAAAAAAMATP/nAy8FRAAlADMARACpALIFAQArsiMAACuwGjO0KQcAIwQrAbBFL7AA1rEmCOmxRgErsDYauj618zIAFSsKDrAeELAswLELC/mwB8CzCAsHEyuzCgsHEyuwHhCzKx4sEyuyKx4sIIogiiMGDhESObIKCwcREjmwCDkAtgcIHissCgsuLi4uLi4uAbYHCB4rLAoLLi4uLi4uLrBAGgGxJgARErAjOQCxBSkRErUADRMgIS4kFzkwMTc0Ejc2NzIXAwcOAhY3Njc2NzYXFgcGBwYjIjc2NzYmBwIjIiY3FBYzMiUTNiYHBgcOAQE2NzY3Nhc2FgcOAgcOASZM2aaRuwoCeQQECAQIChs5DA8QCAYKUhZWJ0IEAhMEDwz2RTNMiScYHQEAUAYEDn1gWGsBEE4ICB9YLQ4TChtYfwgGEAvHngFPYFQFE/2cExIlJxYCBEEODxAWExBaF1JxOVASAw//AIiDP1XyAYsKFQIOQjvyAov6LxQBBgYCDxAlaJQIBgIIAAAAAwBM/+cDkQUhACUAMwBGAKkAsgUBACuyIwAAK7AaM7QpBwAjBCsBsEcvsADWsSYI6bFIASuwNhq6PrXzMgAVKwoOsB4QsCzAsQsL+bAHwLMICwcTK7MKCwcTK7AeELMrHiwTK7IrHiwgiiCKIwYOERI5sgoLBxESObAIOQC2BwgeKywKCy4uLi4uLi4BtgcIHissCgsuLi4uLi4usEAaAbEmABESsCM5ALEFKREStQANEyAhLiQXOTAxNzQSNzY3MhcDBw4CFjc2NzY3NhcWBwYHBiMiNzY3NiYHAiMiJjcUFjMyJRM2JgcGBw4BEyY3ATY3NhYzFhcTFisBJyYHBUzZppG7CgJ5BAQIBAgKGzkMDxAIBgpSFlYnQgQCEwQPDPZFM0yJJxgdAQBQBgQOfWBYa6AMDAErEB0MSAYfBkUEDgyiChH+z8eeAU9gVAUT/ZwTEiUnFgIEQQ4PEBYTEFoXUnE5UBIDD/8AiIM/VfIBiwoVAg5CO/ICWAIMAS0SAQIEAh3+5xTDDArFAAAAAAMATP/nA6wFAgAlADMASwETALIFAQArsiMAACuwGjO0KQcAIwQrsEIvsEoztDkHAB8EK7BFL7Q2BwAfBCuwPTIBsEwvsADWsSYI6bAmELE0ASu8AEgAEgAAASYABCuwSBCxOwErvAA/ABIAAAEmAAQrsU0BK7A2Gro+tfMyABUrCg6wHhCwLMCxCwv5sAfAswgLBxMrswoLBxMrsB4QsyseLBMrsiseLCCKIIojBg4REjmyCgsHERI5sAg5ALYHCB4rLAoLLi4uLi4uLgG2BwgeKywKCy4uLi4uLi6wQBoBsSYAERKwIzmwNBGwKTmwSBKwSjmwOxG0FRshNkIkFzkAsQUpERK1AA0TICEuJBc5sTkjERKwSDmxNkURErE7Pzk5MDE3NBI3NjcyFwMHDgIWNzY3Njc2FxYHBgcGIyI3Njc2JgcCIyImNxQWMzIlEzYmBwYHDgETNjMyFjMyNzYzMhUUBiMiJiMiBgcGIyJM2aaRuwoCeQQECAQIChs5DA8QCAYKUhZWJ0IEAhMEDwz2RTNMiScYHQEAUAYEDn1gWGtMF6lG3yNGFAIVEm1RTNshJycOAhcSx54BT2BUBRP9nBMSJScWAgRBDg8QFhMQWhdScTlQEgMP/wCIgz9V8gGLChUCDkI78gKP+I95FBtqj481SBAAAAQATP/nA1oEuAAvAD8ASQBSARcAsi0AACuwHDO0MwcAJQQrsDsvtAUHACUEK7BIL7BRM7RDBwATBCuwTDIBsFMvsADWsTAL6bAwELFBASuxRgnpsEYQsUsBK7A5MrFPCemzCk9LCCuxHg3psB4vsQoN6bFUASuwNhq6Pqry+wAVKwoEsDkuDrAgwLEHC/mwCMCwIBCzISA5EyuzIiA5EyuzIyA5EyuzNyA5EyuyISA5IIogiiMGDhESObAiObAjObA3OQC3BwggNzkhIiMuLi4uLi4uLgG2BwggNyEiIy4uLi4uLi6wQBoBsUEwERKwMzmxSwARErEcJDk5sU8KERKzExhMUiQXOQCxMy0RErAYObA7EbUAFxEnKSokFzmxQ0gRErFLTzk5MDE3NBI3NjcyFwMGBxQ3Mjc2NzYXFgcOBiMiNzQ3PgI3JzY1IxcjBwIHIiY3FBYzMjc2NzYTJiMGBw4BEjQ2MzIWFAYjIiQ0NjIWFRQGIkzXpo28CgN5EgERGTsQCAoNEhIEJRspIichDEQEDAIHBAIGBAkDAwL8TTNKhScaEnxSPRRCAgiBZFprXj4tKz8/Ky0BFkBaPT1ax54BTWBSBBL9nlgVGwFDEA0UFhkIBCkdLR8cEXEMUAofFQYCAgICAv7uAYiDQlhvSj1cAUgGDEQ98AKiWj8/WkBCWj8/LS9AAAAABABM/+cDLwVCACUAMwA9AEYBAwCyBQEAK7IjAAArsBoztCkHACMEK7I3AgArsUUH6bQ8QQU3DSuxPAfpAbBHL7AA1rEmCOmwJhCxNQErtD4KABQEK7A+ELFDASu0OhIAOQQrsUgBK7A2Gro+tfMyABUrCg6wHhCwLMCxCwv5sAfAswgLBxMrswoLBxMrsB4QsyseLBMrsiseLCCKIIojBg4REjmyCgsHERI5sAg5ALYHCB4rLAoLLi4uLi4uLgG2BwgeKywKCy4uLi4uLi6wQBoBsSYAERKwIzmwNRGwKTmxQz4RErUaDBshNzwkFzmwOhGxEBE5OQCxBSkRErUADRMgIS4kFzmxRUERErM0OTo1JBc5MDE3NBI3NjcyFwMHDgIWNzY3Njc2FxYHBgcGIyI3Njc2JgcCIyImNxQWMzIlEzYmBwYHDgESNDYzMhYUBiMiJxQWMjY0JiIGTNmmkbsKAnkEBAgECAobOQwPEAgGClIWVidCBAITBA8M9kUzTIknGB0BAFAGBA59YFhrz3VPUnFxUlAoRWdHR2dFx54BT2BUBRP9nBMSJScWAgRBDg8QFhMQWhdScTlQEgMP/wCIgz9V8gGLChUCDkI78gKspHd1qHPHM0hIZkpIAAAAAwBM/+MExwNmAC4APABKAI8AsiIAACuxGgfpsisAACu0MgcAJQQrsEkvsQMD6bALMgGwSy+wANaxLwjpsC8QsSUBK7A0MrEXDemwFxCxRwErsQ4L6bFMASuxJS8RErErMjk5sBcRsDY5sEcStQMLExwiPiQXObAOEbIeHyA5OTkAsUkyERJADQYACQ4XHCAlBygmNz8kFzmwAxGwBTkwMTc0ACEyDwEGNjc2MzIWFRQGBwYHBgcGFRQWMzI3MhcWBwYjIiY1NAcGBwYjIicmNxQWMzI3EzYmBwYHDgElBhY3Njc2Nz4BNCYjIkwBugEVHQsOAgoIdXVMYm1giYESBQxUP0ygDggGBN+FUnEYaDSHKxsaVokrHz/oVAQGE3dUansCGQQSDCUhYkIpMzMpqtH+AZUgQhACCGpTQkZ7Kz0jAhY/NFZtaQgMDZyWaBkXYitxGUTGUmDpAaAQDwISMj/oQBIJBAwNIy8dXlo3AAABACj+ewKJA28APABuALIWAQArtCAHACkEK7IgFgorswAgHAkrsjAAACu0JwcAKQQrsg0AACuwPC+0BAMAPAQrAbA9L7AH1rQ5CgAUBCuxPgErsTkHERKyJy83OTk5ALEwBBESsQc5OTmwJxGwEDmwIBKyEiotOTk5MDESJjc0NxY2NTQnJj8BNiYnLgE1NBI2MzIWFRQGIyInJiMiBw4CFjMyNzYXFgcGByMGDwEGFjMeARUUBicpAgQMZm9YCgYpBgQIP0pw4IExPSMaIUInEEQ5FyojMUZgaAwZEAaWlRAECAYGDgojO5eW/n0GCggBBEdAQgkKDVQKFQIQd1Z7ATP0LSUhKyUUkTueyYd/Fx0SD64OAgsKCg8GRTJQeAQAAAAAAwBO/+cCywVCAB8ALwA+AEMAsgMBACuxKgXpsh0AACu0FAcALQQrsjICACsBsD8vsADWsREN6bFAASsAsSoUERK0BgARFyIkFzmxMgMRErA7OTAxEzQAMzIWFRQHBgcOAQcGBwYVFBY3Njc2FxYHDgEjIiYTBhY3Njc2NzYmBwYHBgcGEjY7ATIXFBcTFgYjIicDTgEfslBctDdnH1QKFAEKWkhajxIJDBBYv0dYe7QCEhFxT3MIBDMvbTcvAhcoCgqXFAUEYAIGCBAG/gEO6QF8UEaWWx8fChcCCBAxPFxrAwJwEBYZEkxQqgFUDAYGGyc7by8/AgRiWAYzAvsNBwIE/skEBggBKwAAAAMATv/nAssFRAAfAC8AQAA2ALIDAQArsSoF6bIdAAArtBQHAC0EKwGwQS+wANaxEQ3psUIBKwCxKhQRErQGABEXIiQXOTAxEzQAMzIWFRQHBgcOAQcGBwYVFBY3Njc2FxYHDgEjIiYTBhY3Njc2NzYmBwYHBgcGEz4CNzY3Nhc2FgcGBw4BJk4BH7JQXLQ3Zx9UChQBClpIWo8SCQwQWL9HWHu0AhIRcU9zCAQzL203LwIXkAgpIwQIHVotDhAKO74GEQoBDukBfFBGllsfHwoXAggQMTxcawMCcBAWGRJMUKoBVAwGBhsnO28vPwIEYlgGMwHMGYdzFhQBBAQCDxBS1wYCCAAAAAMATv/nAx0FIQAfADIAQgA2ALIDAQArsT0F6bIdAAArtBQHAC0EKwGwQy+wANaxEQ3psUQBKwCxPRQRErQGABEXNSQXOTAxEzQAMzIWFRQHBgcOAQcGBwYVFBY3Njc2FxYHDgEjIiYTJjcBNjc2FjMWFxMWKwEnJgcFAwYWNzY3Njc2JgcGBwYHBk4BH7JQXLQ3Zx9UChQBClpIWo8SCQwQWL9HWHuyDAwBKxAdDEgGHwZGBA8MogoQ/s8XAhIRcU9zCAQzL203LwIXAQ7pAXxQRpZbHx8KFwIIEDE8XGsDAnAQFhkSTFCqA0ICDAEtEgECBAId/ucUwwwKxf4SDAYGGyc7by8/AgRiWAYzAAAABABO/+cDCgSyAB8AKQA5AEMAiACyAwEAK7E0BemyHQAAK7QUBwAtBCuwKC+wQjO0IwcAFAQrsD0yAbBEL7AA1rERDemwERCxIAErsSUR6bAlELE7ASuxQBHpsUUBK7EgERESsA05sCURsR0rOTmwOxKwAzmwQBG0FhkwMgYkFzkAsTQUERK0BgARFywkFzmxIygRErE7Pzk5MDETNAAzMhYVFAcGBw4BBwYHBhUUFjc2NzYXFgcOASMiJhM0NjIWFRQGIiYTBhY3Njc2NzYmBwYHBgcGADQ2MzIWFAYjIk4BH7JQXLQ3Zx9UChQBClpIWo8SCQwQWL9HWHuuO1I8PFI7BgISEXFPcwgEMy9tNy8CFwEuOyspOTkpKwEO6QF8UEaWWx8fChcCCBAxPFxrAwJwEBYZEkxQqgO5Kzs7Kyk+Pv3EDAYGGyc7by8/AgRiWAYzAedWOztWPgAAAgBr/+MBygVCACEAMQCwALITAAArtAgHACMEK7IkAgArtAQcEyQNK7QEBwAeBCsBsDIvsALWtA4JAAwEK7EzASuwNhq6PsPzeAAVKwoOsBUQsBnAsQYL+bAFwLAVELMWFRkTK7MYFRkTK7IWFRkgiiCKIwYOERI5sBg5ALUFBhUWGBkuLi4uLi4BtQUGFRYYGS4uLi4uLrBAGgGxDgIRErUMExofIiwkFzkAsRwIERKxDCE5ObEkBBESsC45MDESJjc2FgcDBhcyNjc2HgEHBgcGIyI3EzQ+AiYjIg4BBwYCNjsBMh8BFBUTFgYjIicDbQMFuocddgwUEFoZBhcKBjlIWC1UIGkGBAIEBg4pMAwKCAoKmBQEAmMCBgkQCPwCexYHzwF9/bE/AWIhCAgSCkpCUqACEwISEhcMKTkICALIDQcCAgL+yQQGCAErAAAAAgBr/+MCVAVEACEAMACeALITAAArtAgHACMEK7AcL7QEBwAeBCsBsDEvsALWtCsJAAkEK7EyASuwNhq6PsPzeAAVKwoOsBUQsBnAsQYL+bAFwLAVELMWFRkTK7MYFRkTK7IWFRkgiiCKIwYOERI5sBg5ALUFBhUWGBkuLi4uLi4BtQUGFRYYGS4uLi4uLrBAGgGxKwIRErQOGh8wKCQXOQCxHAgRErEMITk5MDESJjc2FgcDBhcyNjc2HgEHBgcGIyI3EzQ+AiYjIg4BBwYTNjc2NzYXNhYHBgcOASZtAwW6hx12DBQQWhkGFwoGOUhYLVQgaQYEAgQGDikwDAq8TggIH1orEBEKO78GEAsCexYHzwF9/bE/AWIhCAgSCkpCUqACEwISEhcMKTkICAGZ+DEUAQQEBBEQUtcGAggAAAACAFD/4wJtBSEAEgA0AKAAsiYAACu0GwcAIwQrsC8vtBcHAB4EKwGwNS+wANawAjK0CwkACAQrsTYBK7A2Gro+w/N4ABUrCg6wKBCwLMCxGQv5sBjAsCgQsykoLBMrsysoLBMrsikoLCCKIIojBg4REjmwKzkAtRgZKCkrLC4uLi4uLgG1GBkoKSssLi4uLi4usEAaAbELABESsw4UIS0kFzkAsS8bERKxHzQ5OTAxEyY3ATY3NhYzFhcTFisBJyYHBRImNzYWBwMGFzI2NzYeAQcGBwYjIjcTND4CJiMiDgEHBlAMDAErEB0MSAYfBkYEDwyiChD+zgUDBbqHHXYMFBBaGQYXCgY5SFgtVCBpBgQCBAYOKTAMCgPTAgwBLRIBAgQCHf7nFMMMCsX+qBYHzwF9/bE/AWIhCAgSCkpCUqACEwISEhcMKTkICAAAAAADAGv/4wKaBLgAIQAtADcAzwCyEwAAK7QIBwAjBCuwHC+0BAcAHgQrsCsvsDYztCUHABMEK7AxMgGwOC+wItawADKxKAnpsCgQsS8BK7E0CemxOQErsDYauj7D83gAFSsKDrAVELAZwLEGC/mwBcCwFRCzFhUZEyuzGBUZEyuyFhUZIIogiiMGDhESObAYOQC1BQYVFhgZLi4uLi4uAbUFBhUWGBkuLi4uLi6wQBoBsSgiERKyExofOTk5sC8RsQsMOTmwNBKwDjkAsRwIERKxDCE5ObElKxESsS8zOTkwMRImNzYWBwMGFzI2NzYeAQcGBwYjIjcTND4CJiMiDgEHBgM0NjMyFhUUBiMiJiA0NjMyFhQGIyJtAwW6hx12DBQQWhkGFwoGOUhYLVQgaQYEAgQGDikwDAoOPS0rPkApLT0BVj8tKz4+Ky0CexYHzwF9/bE/AWIhCAgSCkpCUqACEwISEhcMKTkICAHdLT8/LStAQFo/P1pAAAAAAAIAXv/lA2IFSAAzAD8AxACyMQAAK7E3B+mwPS+xBAfpAbBAL7AA1rE0DemwNBCxOgErsAkysS4O6bFBASuwNhq6E8PDIAAVKwoOsBYQsCbAsQ8n+bApwLMODykTK7AWELMXFiYTK7MlFiYTK7IXFiYgiiCKIwYOERI5sCU5sg4PKRESOQC2Dg8WFyUmKS4uLi4uLi4Btg4PFhclJikuLi4uLi4usEAaAbE6NBEStgYEFBgdHjEkFzmwLhGyByMrOTk5ALE9NxESsAA5sAQRsAc5MDETECU2MzIXFjY1JicuAQ8BBiYvAjQ/ATYnLgEnJj8BNhcWFxY/ATYfAQcGFxYSCgEjIiY3FBYzMhI1NCYjIgJeARt/WBkWBgoKIwQWBr8ICgICBQ2yGQ0ZLD4QBAgMGXFWDB2DFAQGixkPSgxl96RSc5BPPGigXD5gmQExASO+VgwCFQhxUQYLAj4CBgIEDwoINQwZKy0tCBUOEAcvbxQGKwgTGC8GGYH+e/6X/v7DkXGPASHBZpH+4AAAAAACAGT/5wPPBOMASQBtAQMAshEBACuwBDO0LgcAJQQrsj0AACuwKTOwXi+0UAcAJAQrsl5QCiuzQF5sCSuwYi+0TAcAJQQrskxiCiuzQExVCSsBsG4vsErWsWgS6bFvASuwNhq6Pqjy8wAVKwoOsD8QsEDAsTob+bAGwLo98e/lABUrCrArELAswLEWCPmwFcCwOhCzCDoGEyuzODoGEyuzOToGEyuyOToGIIogiiMGDhESObA4ObAIOQBACwYIFRYrLDg5P0A6Li4uLi4uLi4uLi4BQAsGCBUWKyw4OT9AOi4uLi4uLi4uLi4usEAaAQCxUD0RErYKGR0kSGBkJBc5sGIRsFw5sEwSsk5ZWzk5OTAxEyY3EhcWBwYHBhY3PgQzMhUUBwMGFxY3Njc2Fx4BHAEOAgcOASMiNxM2IyIOBwcDDgErASI3EzQHIgcOAQcGJhMSMzIXFjMyNjc2MzIXFhUGFQ4BIyInJiMiBxQPAgYHBgciZAwMwUUzFCUaBAgSCGlGaGAnWBB7FxMQTjMbEwoEBgYCCwJImTFeJ4UZLg4nMS88LTchKwQ/BBEYOi8OhAcEBApKDgQRnkLAUGZGLSUzHwIWDAMCAheJWlRgTCc7NAICAgQCChMQAkYZEAEEBAJnw3gOARcKjVdyPH87Qv4nUAQGVjshFAoGCAsECgQOAmR2oAIVYhktM0g7TC07Bv7IGwwpApIbAQIGXhQEAgGNAQpUOz1UCAYGCgQGb31SP3AEAgkICAYKBAAAAAADAE7/5wL+BUIAEAAcACwAYACyBQEAK7QaBwAtBCuyDwAAK7EUB+myHwIAKwGwLS+wAdaxEQ3psBEQsRcBK7EICOmxLgErsRcRERKyDx0lOTk5sAgRsScpOTkAsRoUERKyAAEIOTk5sR8FERKwKTkwMTYQNjc2NzIWFRQHDgEHBiMiExQWMzISNTQmIyICEjY7ATIfARYVExYGIyInA06ThYNSSHtxL5VKSCtGGVI3ZqNdQWCUkAwMmBIEAgJjAggJEAb8ugEH+VpaAcN7w5M9dx8hAU5mkgEgum2Q/uADPw8HAgIC/skEBggBKwAAAAADAE7/5wL+BUQAEAAcACsAUQCyBQEAK7QaBwAtBCuyDwAAK7EUB+kBsCwvsAHWsREN6bARELEXASuxCAjpsS0BK7EXERESsg8rIDk5ObAIEbAlOQCxGhQRErIAAQg5OTkwMTYQNjc2NzIWFRQHDgEHBiMiExQWMzISNTQmIyICEzY3Njc2FzYWBwYHDgEmTpOFg1JIe3EvlUpIK0YZUjdmo11BYJT8TggIH1YvDhMKMcsEEQq6AQf5WloBw3vDkz13HyEBTmaSASC6bZD+4AIS+i8UAQQEAg8QRuMGAggAAAMATv/nAzsFIQAQABwALwBTALIFAQArtBoHAC0EK7IPAAArsRQH6QGwMC+wAdaxEQ3psBEQsRcBK7EICOmxMQErsRcRERKyDx4vOTk5sAgRsSUmOTkAsRoUERKyAAEIOTk5MDE2EDY3NjcyFhUUBw4BBwYjIhMUFjMyEjU0JiMiAhMmNwE2NzYWMxYXExYrAScmBwVOk4WDUkh7cS+VSkgrRhlSN2ajXUFglEAMDAErEB0MSAYfBkUEDgyiChH+z7oBB/laWgHDe8OTPXcfIQFOZpIBILptkP7gAd8CDAEtEgECBAId/ucUwwwKxQAAAAMATv/nA3sFAgAQABwANACkALIFAQArtBoHAC0EK7IPAAArsRQH6bArL7AzM7QiBwAfBCuwLi+0HwcAHwQrsCYyAbA1L7AB1rERDemwERCxHQErvAAxABIAAAEmAAQrsDEQsRcBK7EICOmwCBCxJAErvAAoABIAAAEmAAQrsTYBK7ExHRESsQ8zOTmwFxGzFBofLiQXObAIErEiKzk5ALEaFBESsgABCDk5ObEiKxESsDE5MDE2EDY3NjcyFhUUBw4BBwYjIhMUFjMyEjU0JiMiAhM2MzIWMzI3NjMyFRQGIyImIyIGBwYjIk6ThYNSSHtxL5VKSCtGGVI3ZqNdQWCUERepRt8jRhQCFBNtUkzaIScnDgIXEroBB/laWgHDe8OTPXcfIQFOZpIBILptkP7gAhb4j3kUG2qPjzVIEAAABABO/+cDUAS4ABAAHAAmADAAfQCyBQEAK7QaBwAtBCuyDwAAK7EUB+mwJS+wLzO0IAcAEwQrsCoyAbAxL7AB1rERDemwERCxHQErsSIJ6bAiELEXASuwJzKxCAjpsS0J6bEyASuxHRERErAPObEIFxESsSovOTkAsRoUERKyAAEIOTk5sSAlERKxKCw5OTAxNhA2NzY3MhYVFAcOAQcGIyITFBYzMhI1NCYjIgITNDYyFhUUBiImIDQ2MzIWFAYjIk6ThYNSSHtxL5VKSCtGGVI3ZqNdQWCURj1WQEBWPQFWPystPj4tK7oBB/laWgHDe8OTPXcfIQFOZpIBILptkP7gAlYtPz8tK0BAWj8/WkAAAAAAAwCPALYE4QSmAAMADAAWAD8AsAwvtAcHABsEK7AAL7QBBwAkBCuwFC+0EAcAGwQrAbAXL7AN1rAEMrESDumwCTKxGAErsRINERKwFDkAMDETNSEVADQ2MzIWFAYiAzQ2MhYUBiMiJo8EUv2FLSMhKytBMDI9LS0fIy8CcXR0/nJCLS1CLQOoHykrQi8xAAAAAwA9/+MDLQNmACgANgBCAH8AsiAAACuxOQfpsiUAACuwNC+0CgcALgQrAbBDL7AF1rEpDemwKRCxPAErsRkI6bFEASuxKQURErMBAiIkJBc5sDwRsyAKMUIkFzmwGRK0DhUMFxYkFzkAsTkgERKzKAAiJCQXObA0EbYBFRgFLSM/JBc5sAoSsg0PFDk5OTAxPwE2JyY1NDc+ATMyFxY/ATYfARYPAQYXFgcUBw4BBwYjIicmDwEGJyYTFBceATY3ATYnJiMiAhMWFzISNTQnJgcBBj08DgofokjCQDlACBYxCgsGCgw1FAofAW4vlkpIKD8yDhEzEAgQvAICCAgKAUoQCi1OXpUcK0JmoAQGG/66Eg5IEB1UXM+oTm5LDBY7CgoIDg8/FBdEYsORPXcfIUoQEjsQDhIBNyEOEggGDAGDFRJi/uT+rGQBAR+4IxcfIf6BFAAAAAACAIH/5wOgBUIAPABMAHwAsgUBACuwFDOyMQAAK7AmM7QLBwAdBCuyPwIAKwGwTS+xTgErsDYauj7H84sAFSsKDrAzELA0wLEIG/mwB8AAswcIMzQuLi4uAbMHCDM0Li4uLrBAGgEAsQsxERKxGig5ObAFEUAKEhgZHyAjKiwvPCQXObA/ErBJOTAxEiY3PgEzMgcDDgEWNjc2Ejc2NzYzFjcyBwMGNzY3Njc2FxYHDgEjIjU0NzYjIgcOASMiNxM2IyIOAgcGEjY7ATIXMhQXExYGIyInA4MEBCmqLUQhZAYFCCcjStMdEhsGJxskKQqBDCQOFTcVCg8KBE6mIStCBgYIEXvpQlwvXAgIDCMaIwQK/AoKlxcCAgJgAgYIEAb+AloXCD20kf4IISglCh9EATdcN6YhAgI0/W07GgoXOxsQFA8OYpZAhfgUFsH6/AHPJR8iMAQMAt8NBwQC/skEBggBKwAAAAACAIH/5wOgBUQAPABNAHEAsgUBACuwFDOyMQAAK7AmM7QLBwAdBCsBsE4vsU8BK7A2Gro+x/OLABUrCg6wMxCwNMCxCBv5sAfAALMHCDM0Li4uLgGzBwgzNC4uLi6wQBoBALELMRESsRooOTmwBRFAChIYGR8gIyosLzwkFzkwMRImNz4BMzIHAw4BFjY3NhI3Njc2MxY3MgcDBjc2NzY3NhcWBw4BIyI1NDc2IyIHDgEjIjcTNiMiDgIHBgE+Ajc2NzYXNhYHBgcOASaDBAQpqi1EIWQGBQgnI0rTHRIbBicbJCkKgQwkDhU3FQoPCgROpiErQgYGCBF76UJcL1wICAwjGiMECgGNCCkjBAgdWi0OEAo7vgYRCgJaFwg9tJH+CCEoJQofRAE3XDemIQICNP1tOxoKFzsbEBQPDmKWQIX4FBbB+vwBzyUfIjAEDAGwGYdzFhQBBAQCDxBS1wYCCAAAAAIAgf/nA6AFIQA8AE8AcQCyBQEAK7AUM7IxAAArsCYztAsHAB0EKwGwUC+xUQErsDYauj7H84sAFSsKDrAzELA0wLEIG/mwB8AAswcIMzQuLi4uAbMHCDM0Li4uLrBAGgEAsQsxERKxGig5ObAFEUAKEhgZHyAjKiwvPCQXOTAxEiY3PgEzMgcDDgEWNjc2Ejc2NzYzFjcyBwMGNzY3Njc2FxYHDgEjIjU0NzYjIgcOASMiNxM2IyIOAgcGEyY3ATY3NhYzFhcTFisBJyYHBYMEBCmqLUQhZAYFCCcjStMdEhsGJxskKQqBDCQOFTcVCg8KBE6mIStCBgYIEXvpQlwvXAgIDCMaIwQKvAwMASsQHQxIBh8GRgQPDKIKEP7PAloXCD20kf4IISglCh9EATdcN6YhAgI0/W07GgoXOxsQFA8OYpZAhfgUFsH6/AHPJR8iMAQMAX0CDAEtEgECBAId/ucUwwwKxQAAAAADAIH/5wOgBLgAPABHAFAAvACyBQEAK7AUM7IxAAArsCYztAsHAB0EK7BGL7BPM7RABwATBCuwSjIBsFEvsD3WsUMJ6bBDELFJASuxTQnpsVIBK7A2Gro+x/OLABUrCg6wMxCwNMCxCBv5sAfAALMHCDM0Li4uLgGzBwgzNC4uLi6wQBoBsUM9ERKxBS85ObBJEbMmKy4oJBc5sE0SshIgGjk5OQCxCzERErEaKDk5sAURQAoSGBkfICMqLC88JBc5sUBGERKxSU05OTAxEiY3PgEzMgcDDgEWNjc2Ejc2NzYzFjcyBwMGNzY3Njc2FxYHDgEjIjU0NzYjIgcOASMiNxM2IyIOAgcGEzQ2MzIWFRQGIiYgNDYyFhUUBiKDBAQpqi1EIWQGBQgnI0rTHRIbBicbJCkKgQwkDhU3FQoPCgROpiErQgYGCBF76UJcL1wICAwjGiMECtk7LSs+PlY9AVQ/Wjw8WgJaFwg9tJH+CCEoJQofRAE3XDemIQICNP1tOxoKFzsbEBQPDmKWQIX4FBbB+vwBzyUfIjAEDAH0Lz0/LStAQFo/PS8tQAAAAAAC/9b9ywOHBUQAPwBQAHcAshcBACuwJzO0DAcAIwQrsD0vsD8zsTYD6bACMgGwUS+wCdaxGgrpsBoQsSQBK7EqD+mxUgErsRoJERKzCjY6PSQXObAkEbQZLi9QQyQXObAqErEfSDk5ALE2PRESsD45sAwRtBIaHCIuJBc5sBcSsSQqOTkwMQI2Mz4BNzY3Njc2AiMiBw4BBwYnJjc2NzISBwYWNjcAJyYnJjU0NjMyFhUUBwYHBgcGAgcGFjM6AR4BBwYnJgcBNjc2NzYXNhYHDgIHDgEmLQYXXC0YcS89BQ41OCNDBhkGDBAMCZZQWkIPAgYLCgEODgIPDDMjJzFIIZFzJCN9ISEXVggKDwQCCBXL2wIlTggIH1orDhMKG1h/CAYRCv3NMQQSMuOBqjfJAaReCCMJEBcSEN0B/d+9FwkMEAHHdwgfGQslNj4xSIU51aZQTv7PSkImBAwJGwEKCAY5+i8UAQQEAg8QJWiUCAYCCAAC/3X+CgNxBZoAPgBMAN8AsigAACuxQwXpsDwvsDozsQIE6bA1MrBJL7QhBwAkBCsBsE0vsEbWsSUI6bFOASuwNhq6PsnzmAAVKwoOsAUQsAfAsTAL+bAZwLMaMBkTK7MsMBkTK7MtMBkTK7MuMBkTK7MvMBkTK7M/MBkTK7NMMBkTK7IvMBkgiiCKIwYOERI5sC45sC05sCw5sD85sEw5sBo5AEALBQcZGiwtP0wuLzAuLi4uLi4uLi4uLgFACwUHGRosLT9MLi8wLi4uLi4uLi4uLi6wQBoBALECPBESsDs5sUlDERKxHyU5OTAxAzY3PgE3NgE2JyIOAw8BBicmNz4BMzIHAwY3Mjc+ATMyHgEVFAAjIicmDwEOAhQeAhcyBw4BJyYHBiYBBhcWNzISNTQmIyIGB4sKI05NEQIBJQwQCBsbGhMICBcQEhpQoiU5IX0GEAQHRMI9L0Yb/srAKScfCCUEDgQQITUnGwcEEBT8vQoOAboKGC04f8gxJSOpXf4pFwIERVgOBb09AQ8UGxQLCBkREiFihr/9jx8BCFa6g4Ut4f6VCQopwRBKFDENFggDGBINAggIAhECbjkRHwEBPctYcbWHAAAAA//W/csDhwSyAD8ASQBTALAAshcBACuwJzO0DAcAIwQrsD0vsD8zsTYD6bACMrBIL7BSM7RDBwAUBCuwTTIBsFQvsAnWsRoK6bMcCUAOK7FFEemwGhCxJAErsSoP6bAqELBQINYRsUsR6bBLL7FQEemxVQErsRoJERK1CjY6PUJIJBc5sEsRtBkuL0NHJBc5sFASsR8nOTkAsTY9ERKwPjmwDBG0EhocIi4kFzmwFxKxJCo5ObFDSBESsUtPOTkwMQI2Mz4BNzY3Njc2AiMiBw4BBwYnJjc2NzISBwYWNjcAJyYnJjU0NjMyFhUUBwYHBgcGAgcGFjM6AR4BBwYnJgcBNDYyFhUUBiImIDQ2MzIWFAYjIi0GF1wtGHEvPQUONTgjQwYZBgwQDAmWUFpCDwIGCwoBDg4CDwwzIycxSCGRcyQjfSEhF1YICg8EAggVy9sBfTxSOztSPAFGOykrOjorKf3NMQQSMuOBqjfJAaReCCMJEBcSEN0B/d+9FwkMEAHHdwgfGQslNj4xSIU51aZQTv7PSkImBAwJGwEKCAZ9Kzs7Kyk+PlY7O1Y+AAAAAgC+//QIbQU1AFsAbADtALJVAAArsFkzsT8F6bBfMrI/VQors0A/SQkrsgUCACuxaQTpsBYytBwxWQUNK7EcBekBsG0vsADWsVwQ6bBcELEiASuxJBLpsCQQsRIBK7QPEgDPBCuxbgErsDYauj638z0AFSsKDrBkELBlwLE1KPmwGcCzGjUZEyuzNDUZEyuyNDUZIIogiiMGDhESObAaOQC1GRo0NWRlLi4uLi4uAbUZGjQ1ZGUuLi4uLi6wQBoBsSJcERK2BRsrLUFXWSQXObESJBESsUdLOTkAsT9VERKwPTmwMRGyAClcOTk5sWkcERKzDhAjJCQXOTAxEzQANzYzMh8BITYHDgIHBiInNTQmIyEiBwMGFzoCMzY3NhcOAgcGJic2NTQmIyEOAQcDBhYUHgQyMzIzMj4BNzY3NjcyFgcGBw4DJiMhIgcGIyAANxQSMzI3PgE3EzY1NCMgBwa+AS7rlsQ9H64DHRkEBBUdAgYbBmR5/tMtEmkCJxmZgSmcKxAdBhsjBgQpAgJSe/7bCBYCUggIGA0kFSsbFgwXXF6KPVYzBBcGDAIMVAYMDwYSBfzLDHNvIv7p/rC97c9qTTE1GYsK+v7purwCSPYBjz8pAgYBFylncA0GBhlvXB/9/BABBIgMDC+KnxsKAgoGDFg+AhcI/mcXIxwVDggHAgYpKzlRBAYGBinNDhUGAgIEBAFF6un+9SkbbHsCuC8jlt3dAAAAAwBE/+EEvANkACwANwBCAIUAsioAACuwIjO0LwcALgQrsBoysEAvsQoD6bAEMrAKELE1B+kBsEMvsADWsS0I6bAtELEyASuxGArpsBgQsT0BK7ENCumxRAErsTItERKxJCo5ObE9GBEStQYSChoiOCQXObANEbEcHzk5ALE1LxESQA4GAAgNBxIcHSQlJxM5PSQXOTAxExAlNhcyFxY3NjMyFhUUBwYHBiIOAQcGBxQzMjc2FxYHBiMiJyYHBgcGIyImNxAzMhI1NCYjIgIEFjc+ATU0JiMiA0QBGm1SdTMGFnmwUmC0jZwIBAoEAgQBnmSQDAgICsOZfzkOFTc+cUdMbouZWJJMN2ScAgQKE6ayPC22UAEZAT3FSgGsGR2oU0aBWkYpAggRDh810W8MEhcKmJwlGTkpSLu6/uUBLLpqif76TREELZBWLzv+pAAAAwDT//wGGQZ5AD0ASQBTAMYAsi8AACuwLTOxMwTpsCgysgICACuyBBkbMzMzsTwD6bIIFSAyMjKwRy+wUjO0QQcAEwQrsE0yAbBUL7A+1rFECemwRBCxSwErsVAJ6bFVASuwNhq6PrTzLQAVKwoOsDcQsDjAsSUP+bAkwACzJCU3OC4uLi4BsyQlNzguLi4usEAaAbFEPhESsAU5sEsRsigtKzk5ObBQErIVGRY5OTkAsTMvERKwLjmwPBGxBw85ObACErIDFxo5OTmxQUcRErFLTzk5MDETNjMWNxYHBicOAhcTHgE3ATY1NCcmNDYXFjcyFgcGBw4BBwEDBhY3MhcWBiMkBSY0NjM2NzY3EwEuASciATQ2MzIWFRQGIyImIDQ2MzIWFAYjItMEEsP0FAYECEYrAh/RBgQWAXlQfwgOC82dCA8CBAlERTv99z8UMWoxCQ4RCP7d/rkIDgqBIy8ZQf7+JUE8GQHmPi0rPT8pK0ABVkAtKz09Ky0FFBcKCgYTGQEGETtG/iMQBBQBtlwhOwcEFhkCCgoICBIJGy9H/ar+zGRKAgICOQgIBBkeBhchcgE0AktWOgQBEC1AQC0rQUFaQEBaQQAAAAEAyQPTAuUFIQASADYAsAAvsA0ztAUHAA0EKwGwEy+wANawAjK0CwkACAQrsRQBK7ELABESsA45ALEFABESsBA5MDETJjcBNjc2FjMWFxMWKwEnJgcFyQwMASsQHQxIBh8GRQQODKIKEf7PA9MCDAEtEgECBAId/ucUwwwKxQAAAQCwA+wDOwUCABcAagCwDi+wFjO0BQcAHwQrsBEvtAIHAB8EK7AJMgGwGC+wANa8ABQAEgAAASYABCuwFBCxBwErvAALABIAAAEmAAQrsRkBK7EUABESsBY5sAcRsQIOOTkAsQUOERKwFDmxAhERErEHCzk5MDETNjMyFjMyNzYzMhUUBiMiJiMiBgcGIyKwF6pG3yJGFAIVEmxSTNshJycOAhYSBAr4j3kUG2qPjzVIEAAAAQB7AXkCcQHpABIAABImNzQ3Njc2MyEyHgEHBgcGJyF/CAQICAgIEwGsCgkIBAQJCBL+VgF5CiMMHRcBAgIMDCUfFwUAAAAAAQB7AXkCcQHpABIAABImNzQ3Njc2MyEyHgEHBgcGJyF/CAQICAgIEwGsCgkIBAQJCBL+VgF5CiMMHRcBAgIMDCUfFwUAAAAAAQB7AXkCcQHpABIAABImNzQ3Njc2MyEyHgEHBgcGJyF/CAQICAgIEwGsCgkIBAQJCBL+VgF5CiMMHRcBAgIMDCUfFwUAAAAAAQB5AX0EfwHsAAwAHQCwCy+0AwcAJQQrtAMHACUEKwGwDS+xDgErADAxEzc0NyEyFhUHBiMhInkGGQPKDBEGAh/8NRkBmD0SBRMIQhIAAAABALQBdwX8AecAEAAnALAOL7QFBwAlBCu0BQcAJQQrAbARL7ESASsAsQUOERKxAws5OTAxEzQ2NTQXIRYXFgYVBichBia0BiME/hsECAwMEfr8DBcBkQwbCScBCAoEOwkZAwIOAAAAAAEBiwMlAtcFQgATADIAsgMCACu0EQcACAQrAbAUL7AA1rEKCOmyCgAKK7MACg4JK7EVASsAsQMRERKwBzkwMQE0Njc2FxYHDgEVFBcWFRQGIyImAYuejRkIBhRiUxsfLyUvQAO4c89IBhcSBkJmOisrLyspOVQAAAEBAQMKAk4FJwATADAAsBIvtAwHAAgEKwGwFC+wBdaxDwjpsgUPCiuzAAUJCSuxFQErALEMEhESsAI5MDEANjc+ATU0JyY1NDYzMhYVFAYHBgEAAgpkUxsfLyUvQqCLDgMSGwhCZjorKC8uKTdPQnHTSAgAAQCL/pMB1QDFABMAMACwES+0DAcACAQrAbAUL7AF1rEPCOmyBQ8KK7MABQkJK7EVASsAsQwRERKwAjkwMRI2Nz4BNTQnJjU0NjMyFhUUBQYniQQGZFMdITEnMz7+1QYX/qAcBURoOykvMystOlZE6a8EDwACAaoDJQSKBUIAEwAwAFgAsgMCACuwFzO0EQcACAQrsC4yAbAxL7AA1rEKCOmyCgAKK7MACg4JK7AKELEUASuxJwvpsicUCiuzACcrCSuxMgErsRQKERKxAwY5OQCxAxERErAcOTAxATQ2NzYXFgcOARUUFxYVFAYjIiYlNDY3NhcWBgcOCRUUFxYVFAYjIiYBqp6LDwoMEWJSGx8wJDE+AZybjBAKBAIGBCkMJQ4dDBMIBhwfMSMxPQO4c89IAwoXC0JmOisrMycpOVQ/c9FGChcIEgIEHwgdDh0QHRccDycvMycpOVQAAgFLAyUEJwVCABIAJQBYALIMAgArsB8ztBIHAAgEK7AlMgGwJi+wBdaxDwvpsgUPCiuzAAUJCSuwDxCxGAErsSIL6bIYIgorswAYHAkrsScBK7EYDxESsBQ5ALEMEhESsQIVOTkwMQAmNz4BNTQnJjU0NjMyFhUUBgcEJjc+ATU0JyY1NDYzMhYVFAYHAVQSEGJSGh8vJTE7nYoBhRYZYlIbHzAkLzyaiwMdJwpCZjsnKzMpKzhUQnPPRQotBkJmOyspMSkrOFRCcc5IAAAAAAIAU/6TA0IAxQAUACkAWACwES+wJzO0CwcACAQrsCEyAbAqL7AF1rEOCOmyBQ4KK7MABQkJK7AOELEaASuxJAjpshokCiuzABoeCSuxKwErsRoOERKxFRY5OQCxCxERErEUFTk5MDESNjc+ATU0JyY0NjMyFhUUBgcGJjcFJjc+ATU0JyY1NDYzMhYVFAYHBiZSAgZkUhwhMScxPp6PBhMCAaQKEGRSHB8xJTFAoJAEFP6qFANEaDspLzFaOlZEd9VMAgsKBhQNRGg7KS8zKy06WEJ31UwCCwAAAAABAOkBjwLwA54ACgAuALAIL7QDBwAIBCu0AwcACAQrAbALL7AA1rQFCQAIBCu0BQkACAQrsQwBKwAwMRM0NjIWFRQGIyIm6ZjVmphsapkCmG2ZmW1vmpoAAwEA/+MHJwDFAAkAFAAgAFAAshIAACuxCB4zM7QNBwATBCuxAhgyMrISAAArtAMHABMEKwGwIS+wCtaxDxDpsA8QsRUBK7EbEOmxIgErsQ8KERKwEjmxGxURErAeOQAwMT4CMhYVFAYjIiU+ATMyFRQGIyImJT4BMzIWFRQGIyIm+gw5Ti07LS8CkQY6KVY8LTUlArYEPiknLzsuLy0lYj44KzdIczE+bzU+SisxPDgrNUpIAAAAAAH+nP3NBcEGBgCrAdYAsm8AACu0ZwcAJwQrshIAACuwqS+whTOxCwfpsJEysKAvsRl3MzOxOQfpsFkysR4E6bAwL7BQM7QnBwAuBCuwSDIBsKwvsa0BK7A2Gro++fSTABUrCg6wERCwIMCxoyr5sDXAuj8Q9RYAFSsKsJYQsEHAsYAq+bBVwLo/HfViABUrCrBxELB1wLFiCPmwYcAFsBEQsxIRIBMruj8Q9RkAFSsLsxMRIBMrsxURIBMrsKMQszajNRMrsIAQs1aAVRMrsHEQs3JxdRMrs3NxdRMrs3RxdRMrsIAQs32AVRMrs36AVRMrs3+AVRMrsJYQs5iWQRMrs5qWQRMrsKMQs6KjNRMrshMRICCKIIojBg4REjmwFTmyoqM1ERI5sDY5spiWQRESObCaObJ+gFUREjmwfzmwfTmwVjmycnF1ERI5sHM5sHQ5AEAZExUgNTZBVVZhYnF1fX6WmJqioxFyc3R/gC4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4BQBoTFSA1NkFVVmFicXV9fpaYmqKjERJyc3R/gC4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4usEAaAQCxbwsRErEDiTk5saBnERKxam05ObEwORESsSxMOTkwMQE+AhcyHgIXFjMyNjc2Nz4BNzYTNiYHJwYmNTY3Njc2NzY3PgEzMhcWBwYnLgEjIgYHBg8BBhYzOgIzMjc2NzY3Njc+ATMyFgcGJy4BByIGBwYPAQYWFxY3Mjc2NzYVAxQGFRQzMjc2HgEHBiMiNz4CNzYjJgciBwYHAw4DBwYjIiY3NhcyHgIXFjMyNjc2NzY3NhM2JiMmKwEGBwMCBwYHBiMiJv6cBB4bGQoWDRYEKyUrWBkbFggfCBleAgwRVgYIBBBgHTMRO0w3qkpvIx0sGygfYCsfShIxKR0CIxIUc4MHGgofCBAjN003nkk9awIGXh1WLR1HFTMpGwQTDlJUTCkdMTF9AhIrYwgWDwKYc2YaDCoeDwwvlkEUDwIMWhkbR2tLZGc/ZQgMSgoXDhkEJyUtWBgbHxsKEmAEGhdCOY9GCFY3N0h5ZGdCYv5CHRwEAg4NGAQnQTE3ZyWmJ38CLRAbAgYCCgwZCggT8CymX0JPUkImFwQCcSUfUPOmEBcECjN5Y6RgRk1ML2AUCGcCJx9S8ZwSIQIEBAYCDggQ/RkEEQQUfQoGGw7DmE7dtlpCBAIKAhn+Dot77aA3SkooRAgODRYEJ0ExNY6NQFwCNxctBAgv/hr+x4O0WEpKAAAC/pr9zQX4Bg4AmgCqAeAAslcAACu0TwcAIgQrshAAACuwmC+wbDOxCgfpsHoysI0vsRdfMzO0NgcALQQrsJ4ysRsE6bAtL7QkBwAtBCsBsKsvsawBK7A2Gro+NfD1ABUrCg6wDhCwEcCxkx75sJHAuj759JMAFSsKsQ4RCLAREA6wHcCxkhv5sDLAuj568h4AFSsKsIMQsD3AsWQL+bCqwLo/EfUeABUrCrBbELClwLFNK/mwTMCwDhCzDw4REysFsxAOERMruj8V9TAAFSsLsBEQsxMRHRMrsJIQszOSMhMrsFsQs1xbpRMrsJIQs4+SMhMrs5CSMhMrsZORCLORkjITK7GSMgiwkxCzkpOREyu6PvD0YwAVKwuwZBCzm2SqEyuwWxCzpFulEyuyDw4RIIogiiMGDhESObITER0REjmykJIyERI5sI85sDM5sptkqhESObJcW6UREjmwpDkAQBcOERMdMjM9TE1bXGSDj5CbpKWqD5GSky4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uAUAYDhETHTIzPUxNW1xkg4+Qm6Slqg8QkZKTLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4usEAaAQCxVwoRErEDcjk5sY1PERKzFlJmhSQXObA2EbAVObEtGxESsCk5MDEBPgIXMhYfARYzMj4BNz4BNzYTNiYHJwY1Jjc2NzY3Njc+ATMyFxYHBicuASMiBgcGDwEGFjM6AjsBMjc2NzY3PgIXFjc2NzYyFwMGMzI3Nh4BBwYjIicmNxM2JicmBiMGBwMOAwcGIyImNz4CFzIeAhcWMzI2NzY3Njc2EzYnJisBIgYqASMGBwMOBAcGIyImAQYWMzoCMzI3Ey4BBwYH/poGHhsZDBkSEicnK1gxFwgfCBleAgwPVg4CFl4fJx07TDeqSm8lHSwbKh9iKR9IFDEpHQIjEhRGTghETAobIDlMLYiZRBcQDCUMGQTwCBkrXAgfDAaackgGBBBgBgoSTLoJIQZUFCFDb0pkZkJkCAQhGhkKFw4ZBCclK1gYGRYZFhleBhghAhkXR0o9DDgIVhQRNzVhPWRnQmQFJQQKCxRxYiMtBlQ3skQxKf5CHRwEAhATEidBX24lpid/Ai0QGwIGBBIdDAgRy1OqWURPUkIoGQYCcSUfUPOmEBUtiWKsWTdSFikKCAQZDhD6kTVzCgobDMVOLVgCCgwwAgIECCX+En2R36Q3SkorHRwEAgwNGAQnPzEvb3l5fQIvIwYCAgQt/hpzU9VzjS1KSgVsDiUpAbxiJVxQ8wAAAAABAA7/2wRCBOcARADZALI6AAArsj8AACuxMQPpsEMvsC0zsQMH6bAnMrAHL7AkM7EMB+mwHjKwGy+xEATpshsQCiuzQBsXCSsBsEUvsELWsAQysS4R6bAlMrIuQgors0AuKgkrskIuCiuzQEIACSuzQEIJCSuwLhCwHiDWEbENEOmwDS+xHhDpsh4NCiuzQB4hCSuwLhCxNAErtDgSAHQEK7A4ELEZASu0FRIAdAQrsUYBK7EeDRESsC85sDQRtA8bMTo/JBc5sDgSshA1OTk5OQCxQzoRErE1PDk5sRsMERKwEzkwMRM0NjsBNDcjIjU0NjsBNgAgFxYHBgcGByI1ECMiBgchMhUUBiMhBgchMhUUBiMhFhIzMjY3NhcyBwYHJiMiBiMiJgMjIg4ZEHcOYh0ZEGkzAUABdIEUCRAgAhoZ1YnHKQGcHRkQ/mIKAgGHHRkQ/oUCanForjQIFh0GGSISNBS9TqbPDIUdAeESKEJVFxInvgEnVA4pRKkMASMBK+vDFhIoSk0XEie6/v+IhRkBHFzBCCnwAQAAAgASAi0H4QV/AD4AmQE1ALI6AgArsBMzsQYH6bIIUFsyMjKySAIAK7BjM7I6Bgors0A6PQkrsQ+AMjKyVAIAK7JZAgArsCkvsnGFlDMzM7EvBOm0HkFqeo8kFzIBsJovsAHWsT0S6bA9ELEzASuxGxDpshszCiuzQBsjCSuyMxsKK7NAMywJK7AbELEQASuxDRLpsA0QsUQBK7SMCgAUBCuyjEQKK7NAjJIJK7JEjAors0BEPwkrsEsysIwQsX0BK7FnEOmyZ30KK7NAZ2AJK7BuMrJ9Zwors0B9dQkrsZsBK7EzPRESsQYpOTmwGxGxByg5ObAQErEIJzk5sA0RsQkLOTmwRBKxUJc5ObCMEbFRljk5sH0Ss1JZcpUkFzkAsS8pERKyP3WDOTk5sDoRtjFVVliCiYokFzmxBkgRErAHOTAxEiY/AT4BMwQlNhYfARYGKwEuASMqAg4CFREUFhc7ARYXFRQjBiMmByImPQE0NzM+ATURNC4CBiMiBgcjATQ3PgE1ETQmJy4BNTQ1NDYzFjc2FxMWNjcTNjsBMh4BFRQGBw4BFREUFhcWFxYVFAYjIQYmNTQ+ATIzPgE1ETQnIgcBBisBIicBJgcRFBY7ATIVFCsBJgcGJhUFBBECDhkBOwFnHxICEAQEFhsOUGAGGwgRBgQfNw4EBAEDBByBxR0KCA03GwcQCh8GXE4QHwNFGTsfHDwSCQkOpGYQCfgIGgfpDBnnEAsMCBY1HRo6GQECDBL+oR0OBgUUBDkdCAQE/u8KDhUICv7wDgMfNx8SGhWPbRsIBJ4KIZcUCwgIAg4dkxITVD0ECBMM/d9MLQYCGhEGBAQECBUQCAIIKksCJw4TBgICPVT9rhQEAi1OAeJULQICCBAGAhAHBgQCEv35DgoNAf4SAgwPFAYCAjBP/h5QKQYCBgISEAsCChUMCgQGMEcBrhIBCv2nEhUCSQ4i/mxUKxodBgYCCAAAAAEAAAAAA3EDcQADADUAsgEBACu0AAcABwQrsgEBACu0AAcABwQrAbAEL7AA1rQDCQAHBCu0AwkABwQrsQUBKwAwMTERIREDcQNx/I8AAAAAAf7P/c0D5wYAAHAA6gCyWQAAK7RRBwArBCuwbi+xDgfpsGEvsBozsT8H6bEgA+mwNy+xKQfpAbBxL7FyASuwNhq6Pvr0mgAVKwoOsBUQsCLAsWcL+bA8wLo/EPUVABUrCrBbELBdwLFPC/mwTsCwFRCzFxUiEyuwZxCzPWc8EyuzZmc8EyuyFxUiIIogiiMGDhESObJmZzwREjmwPTkAQAsVFyI8PU5PW11mZy4uLi4uLi4uLi4uAUALFRciPD1OT1tdZmcuLi4uLi4uLi4uLrBAGgEAsVkOERKwAzmxYVERErJUV2U5OTmxNz8RErIuNEw5OTkwMQE+AhYXHgczMjY3Njc2NzYTNiYrAQYmNzY3Njc2NzY3PgEzMhcWBwYnLgQnJgciBgcGDwEGMxY3MjYyNz4BNzI+AhYVAwYzMjc2HgEHBiMiNzYTNiMmByIOAgcDDgMHBiMiJv7PBh0aLR8CEAcOCg8OEAgtWxgSHQQtGWICCgZoCAUCBA9iHx0mO003rEpvIhsrGSkKExQKFwIvKR9LFS8tIwQUYl0XNR4NDjERBBAKCwaBBhYtZwgUDgSWdGAZH0kGEo+GBgoCBgJbFCFFbUxkZ0Jh/j0dGwQEHwIQBw4GCAQEQzElexLefQJNBhECEgsSBggTrnCqW0JPUD8nFwQCCRAKGwIzAiUfSvvBFAQEAgICDAIEAgIEBP0XNYMIBBkMwZS4AaonBAQEBBEC/fp/j+GiN0pHAAAC/qL9zQP6Bg8AUQBfASsAsjwAACu0NAcAKgQrsE8vsQ8H6bBEL7AdM7FVB+mxIgPpAbBgL7FhASuwNhq6Pub0LwAVKwoOsBUQsCTAsUoc+bBfwLo/D/URABUrCrBAELBawLEyC/mwMcCwFRCzFhUkEyuzFxUkEyuzGRUkEyuwQBCzQUBaEyuwShCzR0pfEyuzSEpfEyuzSUpfEyuzUkpfEyuwQBCzWUBaEyuyFhUkIIogiiMGDhESObAXObAZObJJSl8REjmwSDmwRzmwUjmyQUBaERI5sFk5AEARFxkkMTJAQUdIUllaXxUWSUouLi4uLi4uLi4uLi4uLi4uLgFAERcZJDEyQEFHSFJZWl8VFklKLi4uLi4uLi4uLi4uLi4uLi6wQBoBALE8DxESsAM5sURPERKwNzkwMQE+AhcWFx4HMzI2NzY3PgE3NhM2LgErASI3Njc2NzY3Njc+Ahc2NzYWFwMGMzI3Nh4BBwYjIicmNxM0IyEiBhUDDgMHBiMiJgEGFjMWNzI3Ey4BBwYH/qIGHRwXFB8CEAcOCg4PEAgtWxgXGggfCBtgAgQMCGkSBAQVOU4nHDdQMZCkQxI2DBMC9gYZJ2wGGQwGmHJECAQSaRX+1woSWxkcRW1MZGdCYQMUAgoPiaAUBlo5uEQxLf49HRsEAgIfAhAHDgYIBARDMSt1I6IriQI/Ag0KFhcCBhnLU6ZfO1IQMwYjDgIM+nUxhQYKFwrDTCVeAjEbDg/9/oeB6aA3SkcFVggUBAQUAdVmKF9K+wAAAAAB/pz9zQXBBgYAqwHWALJvAAArtGcHACcEK7ISAAArsKkvsIUzsQsH6bCRMrCgL7EZdzMzsTkH6bBZMrEeBOmwMC+wUDO0JwcALgQrsEgyAbCsL7GtASuwNhq6Pvn0kwAVKwoOsBEQsCDAsaMq+bA1wLo/EPUWABUrCrCWELBBwLGAKvmwVcC6Px31YgAVKwqwcRCwdcCxYgj5sGHABbARELMSESATK7o/EPUZABUrC7MTESATK7MVESATK7CjELM2ozUTK7CAELNWgFUTK7BxELNycXUTK7NzcXUTK7N0cXUTK7CAELN9gFUTK7N+gFUTK7N/gFUTK7CWELOYlkETK7OalkETK7CjELOiozUTK7ITESAgiiCKIwYOERI5sBU5sqKjNRESObA2ObKYlkEREjmwmjmyfoBVERI5sH85sH05sFY5snJxdRESObBzObB0OQBAGRMVIDU2QVVWYWJxdX1+lpiaoqMRcnN0f4AuLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uAUAaExUgNTZBVVZhYnF1fX6WmJqioxEScnN0f4AuLi4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLrBAGgEAsW8LERKxA4k5ObGgZxESsWptOTmxMDkRErEsTDk5MDEBPgIXMh4CFxYzMjY3Njc+ATc2EzYmBycGJjU2NzY3Njc2Nz4BMzIXFgcGJy4BIyIGBwYPAQYWMzoCMzI3Njc2NzY3PgEzMhYHBicuAQciBgcGDwEGFhcWNzI3Njc2FQMUBhUUMzI3Nh4BBwYjIjc+Ajc2IyYHIgcGBwMOAwcGIyImNzYXMh4CFxYzMjY3Njc2NzYTNiYjJisBBgcDAgcGBwYjIib+nAQeGxkKFg0WBCslK1gZGxYIHwgZXgIMEVYGCAQQYB0zETtMN6pKbyMdLBsoH2ArH0oSMSkdAiMSFHODBxoKHwgQIzdNN55JPWsCBl4dVi0dRxUzKRsEEw5SVEwpHTExfQISK2MIFg8CmHNmGgwqHg8ML5ZBFA8CDFoZG0drS2RnP2UIDEoKFw4ZBCclLVgYGx8bChJgBBoXQjmPRghWNzdIeWRnQmL+Qh0cBAIODRgEJ0ExN2clpid/Ai0QGwIGAgoMGQoIE/Aspl9CT1JCJhcEAnElH1DzphAXBAozeWOkYEZNTC9gFAhnAicfUvGcEiECBAQGAg4IEP0ZBBEEFH0KBhsOw5hO3bZaQgQCCgIZ/g6Le+2gN0pKKEQIDg0WBCdBMTWOjUBcAjcXLQQIL/4a/seDtFhKSgAAAv6a/c0F+AYOAJoAqgHgALJXAAArtE8HACIEK7IQAAArsJgvsGwzsQoH6bB6MrCNL7EXXzMztDYHAC0EK7CeMrEbBOmwLS+0JAcALQQrAbCrL7GsASuwNhq6PjXw9QAVKwoOsA4QsBHAsZMe+bCRwLo++fSTABUrCrEOEQiwERAOsB3AsZIb+bAywLo+evIeABUrCrCDELA9wLFkC/mwqsC6PxH1HgAVKwqwWxCwpcCxTSv5sEzAsA4Qsw8OERMrBbMQDhETK7o/FfUwABUrC7ARELMTER0TK7CSELMzkjITK7BbELNcW6UTK7CSELOPkjITK7OQkjITK7GTkQizkZIyEyuxkjIIsJMQs5KTkRMruj7w9GMAFSsLsGQQs5tkqhMrsFsQs6RbpRMrsg8OESCKIIojBg4REjmyExEdERI5spCSMhESObCPObAzObKbZKoREjmyXFulERI5sKQ5AEAXDhETHTIzPUxNW1xkg4+Qm6Slqg+RkpMuLi4uLi4uLi4uLi4uLi4uLi4uLi4uLgFAGA4REx0yMz1MTVtcZIOPkJukpaoPEJGSky4uLi4uLi4uLi4uLi4uLi4uLi4uLi4uLrBAGgEAsVcKERKxA3I5ObGNTxESsxZSZoUkFzmwNhGwFTmxLRsRErApOTAxAT4CFzIWHwEWMzI+ATc+ATc2EzYmBycGNSY3Njc2NzY3PgEzMhcWBwYnLgEjIgYHBg8BBhYzOgI7ATI3Njc2Nz4CFxY3Njc2MhcDBjMyNzYeAQcGIyInJjcTNiYnJgYjBgcDDgMHBiMiJjc+AhcyHgIXFjMyNjc2NzY3NhM2JyYrASIGKgEjBgcDDgQHBiMiJgEGFjM6AjMyNxMuAQcGB/6aBh4bGQwZEhInJytYMRcIHwgZXgIMD1YOAhZeHycdO0w3qkpvJR0sGyofYikfSBQxKR0CIxIURk4IREwKGyA5TC2ImUQXEAwlDBkE8AgZK1wIHwwGmnJIBgQQYAYKEky6CSEGVBQhQ29KZGZCZAgEIRoZChcOGQQnJStYGBkWGRYZXgYYIQIZF0dKPQw4CFYUETc1YT1kZ0JkBSUECgsUcWIjLQZUN7JEMSn+Qh0cBAIQExInQV9uJaYnfwItEBsCBgQSHQwIEctTqllET1JCKBkGAnElH1DzphAVLYlirFk3UhYpCggEGQ4Q+pE1cwoKGwzFTi1YAgoMMAICBAgl/hJ9kd+kN0pKKx0cBAIMDRgEJz8xL295eX0CLyMGAgIELf4ac1PVc40tSkoFbA4lKQG8YiVcUPMAAAAAAQAAAAEAQaZp3ZRfDzz1AB8IAAAAAADPRCyfAAAAAM9ELJ/+e/20CG0HHQACAAgAAgAAAAAAAAABAAAHHf2MAAAIZP57/rYIbQABAAAAAAAAAAAAAAAAAAAA6QLsAEQIAAAAAqkAAAIIAAACYACyA2QBWAVwAFoDxgCNBdkA4QXCALwByAFCAnIAzQJJ/64EdADFBW4AjQIOAG4CpwB7AfMAngLK//IDdAB7AwoAkwNPAEUDav/+A5UAgwN0ABcDtACwA0UAZgO0AHUD8wBMAmAA5wJgAGoFbgCPBW4AjwVuAI8DOQDBB3YAzQWL/6kFKwAiBbIAOwZYAAEFSwAEBGQAEAX5AH0GL//hAtkALAK0/pYFrgARBNIAHwcQ//MGTwAXBo0AtASD/9gGYgB/BP3//wQiAB4FCgCRBesAeAUcAG4HIgBdBaH/5gUcANIFfv//AnQAeQHIAJgCdP+sA3gAbwQS/+4CtgFdA1MATANRAIECZgBIA5kAZALpAE4CQ/6SAy//VgOnAGUCCgBtAfX+1wOsAG0CDACCBWQAXgPAAF4DLwBOA4//eANoAGoClQBJAo8AHAJBAHkD5QCAAz8ATgThAD8ECAAzA37/1QPnACMDOQCBBCYB1wM5AGcEaAC8AggAAAJgAHsCNQBWBe8AYgVuAMsEEgAnBCYB1wPl/7ACtgDhBi8AxwIeAM0DkQDDBW4AjQKnAHsGLwCgArYAwQM5AQwFbgCNAosAqgKLALoCtgGYA6X/7gJgAQ4CtgBQAosBJwIeAOUDkQC+BrIBJwayAScGsgC6AzkAagWL/6oFi/+qBYv/qgWL/6oFi/+qBYv/qge4/8sFsgA7BUsABAVLAAQFSwAEBUsABALZAC8C2QAvAtkALwLZAC8GLwA/Bk8AGQaNALQGjQC0Bo0AtAaNALQGjQC0BXAAvgZyAOEF6wB5BesAeQXrAHkF6wB5BRwA0wSVAGADkf57A1MATANTAEwDUwBMA1MATANTAEwDUwBMBKkATAJmACgC6QBOAukATgLpAE4C6QBOAgoAawIKAGsCCgBQAgoAawNkAF4DwABkAy8ATgMvAE4DLwBOAy8ATgMvAE4FcACPAzkAPQPlAIED5QCBA+UAgQPlAIEDfv/WA5H/dQN+/9YIZAC+BKUARAUcANMCtgDJArYAsAOOAAAHHQAAA44AAAcdAAACXwAAAccAAAEvAAABLwAAAOMAAAFsAAAAZQAAAqcAewKnAHsCpwB7BO8AeQaTALQCYAGLAi8BAQJgAIsEEgGqBBIBSwQSAFMC4QDpCCIBAAFsAAAF1/6cBeX+mgHHAAADtAAOB/cAEgNwAAAECP7PA+X+ogXX/pwF5f6aAAAALAAsACwALACCAMwBuAPMBEwFYAWWBcAF+AboBywHZgeeB9AH9ghICLIJJgmiCjAKvgs8C6AMJAyWDOANLg1CDWYNeg4ADtgPkhB6EOYRdBJ0E3wUKhVUFdgWRBcoF7gYuhl+GdoaeBsAG+4ckB1KHhQeqB+AID4g6iFqIbYh5CIwIkYidiKqI2IkMCSQJWQl6ibaJ6YoqileKhorAitWLJ4tkC3kLu4vtDBkMOgxgDI2Muw0JjTUNYA2UDbKNug3WjewN7A3+DjaOZI6FjuQO7g8ZjyqPWY+Aj4gPkw+cD96P7I//EBQQMBBPkF2QdpCAkJGQrpDCEMoRDBFIkZARrhHYEgaSMhJpkp+S1JMok1STmRPhlCiUcxSVlLqU35UNFUWVhRWhlcGV35YHlisWM5ZbFowWwJbyly8XYRePl8GX8xgkGFYYlRjWmRKZQJllGYaZp5nJmfUaHxpHGnEaoJrSmxqbOJtUm3Kbmpu9G88b+hwnHFOcgRy3HOWdHx1VHZodxB39ng2eJB4kHiQeJB4kHiQeJB4kHiQeJB4kHiQeLR42Hj8eSR5WHmUec56CHp8euR7Unt+e9p72n28f6J/ooBwgeCCCIMghEaGKIgOAAEAAADpALAABQAAAAAAAgABAAIAFgAAAQACbwAAAAAAAAAJAHIAAwABBAkAAAC6AAAAAwABBAkAAQAOALoAAwABBAkAAgAaAMgAAwABBAkAAwBkAOIAAwABBAkABAAqAUYAAwABBAkABQAgAXAAAwABBAkABgAqAZAAAwABBAkAyAAWAboAAwABBAkAyQAwAdAARQBUAEIAZQBtAGIAbwAgAEkAdABhAGwAaQBjACAAZABlAHMAaQBnAG4AZQBkACAAZgBvAHIAIABFAHcAYQByAGQAIABUAHUAZgB0AGUAIAAvACAARwByAGEAcABoAGkAYwBzACAAUAByAGUAcwBzACAAKABjACkAIAAyADAAMAA0ACAARABtAGkAdAByAHkAIABLAHIAYQBzAG4AeQAgAC8AIABEAGUAawBhACAARABlAHMAaQBnAG4ARQBUAEIAZQBtAGIAbwBEAGkAcwBwAGwAYQB5AEkAdABhAGwAaQBjAEYAbwBuAHQARgBvAHIAZwBlACAAMgAuADAAIAA6ACAARQBUAEIAZQBtAGIAbwAgAEQAaQBzAHAAbABhAHkAIABJAHQAYQBsAGkAYwAgADoAIAAxADAALQAzAC0AMgAwADEANABFAFQAQgBlAG0AYgBvACAARABpAHMAcABsAGEAeQBJAHQAYQBsAGkAYwBWAGUAcgBzAGkAbwBuACAAMAAwADEALgAwADAAMQAgAEUAVABCAGUAbQBiAG8ALQBEAGkAcwBwAGwAYQB5AEkAdABhAGwAaQBjAFcAZQBiAGYAbwBuAHQAIAAxAC4AMABNAG8AbgAgAE0AYQByACAAMQAwACAAMgAyADoANQA5ADoANAA0ACAAMgAwADEANAAAAAIAAAAAAAD+6gBmAAAAAAAAAAAAAAAAAAAAAAAAAAAA6QAAAQIBAwADAAQABQAGAAcACAAJAAoACwAMAA0ADgAPABAAEQASABMAFAAVABYAFwAYABkAGgAbABwAHQAeAB8AIAAhACIAIwAkACUAJgAnACgAKQAqACsALAAtAC4ALwAwADEAMgAzADQANQA2ADcAOAA5ADoAOwA8AD0APgA/AEAAQQBCAEMARABFAEYARwBIAEkASgBLAEwATQBOAE8AUABRAFIAUwBUAFUAVgBXAFgAWQBaAFsAXABdAF4AXwBgAGEBBACjAIQAhQC9AJYA6ACGAI4AiwCdAKkApAEFAIoA2gCDAJMBBgEHAI0AiADDAN4BCACeAKoA9QD0APYAogCtAMkAxwCuAGIAYwCQAGQAywBlAMgAygDPAMwAzQDOAOkAZgDTANAA0QCvAGcA8ACRANYA1ADVAGgA6wDtAIkAagBpAGsAbQBsAG4AoABvAHEAcAByAHMAdQB0AHYAdwDqAHgAegB5AHsAfQB8ALgAoQB/AH4AgACBAOwA7gC6ALAAsQC7ANgA2QEJAQoBCwEMAQ0BDgEPARABEQESARMBFAEVARYAsgCzALYAtwDEALQAtQDFAIcAqwEXAL4AvwEYARkAjAEaARsBHAEdAR4GZ2x5cGgxB3VuaTAwMEQHdW5pMDBBMAd1bmkwMEFEB3VuaTAwQjIHdW5pMDBCMwd1bmkwMEI5B3VuaTIwMDAHdW5pMjAwMQd1bmkyMDAyB3VuaTIwMDMHdW5pMjAwNAd1bmkyMDA1B3VuaTIwMDYHdW5pMjAwNwd1bmkyMDA4B3VuaTIwMDkHdW5pMjAwQQd1bmkyMDEwB3VuaTIwMTEKZmlndXJlZGFzaAd1bmkyMDJGB3VuaTIwNUYERXVybwd1bmkyNUZDB3VuaUZCMDEHdW5pRkIwMgd1bmlGQjAzB3VuaUZCMDQAuAH/hbABjQBLsAhQWLEBAY5ZsUYGK1ghsBBZS7AUUlghsIBZHbAGK1xYALADIEWwAytEsAQgRboAAwEqAAIrsAMrRLAFIEWyBGICK7ADK0SwBiBFsgU7AiuwAytEsAcgRbIGNQIrsAMrRAGwCCBFsAMrRLAJIEWyCBQCK7EDRnYrRLAKIEWyCRwCK7EDRnYrRLALIEWyCh8CK7EDRnYrRLAMIEWyCx4CK7EDRnYrRLANIEWyDB0CK7EDRnYrRLAOIEWyDRwCK7EDRnYrRLAPIEWyDiMCK7EDRnYrRLAQIEWyDyACK7EDRnYrRLARIEWyEB8CK7EDRnYrRLASIEWyERQCK7EDRnYrRFmwFCsAAAAAAVMefCAAAA==) format("truetype");
font-weight: normal;
font-style: italic
}
@font-face {
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) format("truetype");
font-weight: bold;
font-style: normal
}
@font-face {
font-family: "et-book-roman-old-style";
src: 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gRbIF3gIrsAMrRLAHIEWyBoYCK7ADK0SwCCBFsgdIAiuwAytEsAkgRbIIKgIrsAMrRLAKIEWyCSgCK7ADK0QBsAsgRbADK0SwDSBFsgskAiuxA0Z2K0SwDCBFsg0QAiuxA0Z2K0SwDiBFugALf/8AAiuxA0Z2K0SwDyBFsg44AiuxA0Z2K0RZsBQrAAAAAVMeclAAAA==) format("truetype");
font-weight: normal;
font-style: normal;
}
body { font-family: et-book, Palatino, "Palatino Linotype", "Palatino LT STD", "Book Antiqua", Georgia, serif; }
.numeral, .sidenote-number { font-family: et-book-roman-old-style; }
</style>
<style type="text/css">body {
background-color: #fffff8;
}
</style>
<style type="text/css">h1, h2, h3.subtitle { font-style: italic; }
</style>
<style type="text/css">
@charset "UTF-8";
html { font-size: 15px; }
body { width: 87.5%;
margin-left: auto;
margin-right: auto;
padding-left: 12.5%;
color: #111;
max-width: 1400px;
counter-reset: sidenote-counter; }
h1.title { font-weight: 400;
font-style: normal;
margin-top: 4rem;
margin-bottom: 1.5rem;
font-size: 3.2rem;
line-height: 1; }
h1 {
font-weight: 400;
margin-top: 2.1rem;
margin-bottom: 0;
font-size: 2.2rem;
line-height: 1; }
h2 {
font-weight: 400;
font-size: 1.7rem;
margin-top: 2rem;
margin-bottom: 0;
line-height: 1; }
h3.subtitle {
font-weight: 400;
margin-top: 1rem;
margin-bottom: 1rem;
font-size: 1.8rem;
display: block;
line-height: 1; }
h4.author, h4.date {
font-size: 1.4rem;
font-weight: 400;
margin: 1rem auto;
line-height: 1;
}
.danger { color: red; }
article { position: relative;
padding: 5rem 0rem; }
section { padding-top: 1rem;
padding-bottom: 1rem; }
p, ol, ul { font-size: 1.4rem; }
p { line-height: 2rem;
margin-top: 1.4rem;
margin-bottom: 1.4rem;
padding-right: 0;
vertical-align: baseline; }
blockquote { font-size: 1.4rem; }
blockquote p { width: 50%; }
blockquote footer { width: 50%;
font-size: 1.1rem;
text-align: right; }
ol, ul { width: 45%;
-webkit-padding-start: 5%;
-webkit-padding-end: 5%; }
li { padding: 0.5rem 0; }
table {
border-top: 2px solid #111;
border-bottom: 2px solid #111;
font-size: 1.1rem;
}
th {
border-bottom: 1px solid #111;
}
div.figure {
padding: 0;
border: 0;
font-size: 100%;
font: inherit;
vertical-align: baseline;
max-width: 55%;
-webkit-margin-start: 0;
-webkit-margin-end: 0;
margin: 0 0 3em 0;
}
a:link, a:visited { color: inherit; }
a:link { text-decoration: none;
background: -webkit-linear-gradient(#fffff8, #fffff8), -webkit-linear-gradient(#fffff8, #fffff8), -webkit-linear-gradient(#333, #333);
background: linear-gradient(#fffff8, #fffff8), linear-gradient(#fffff8, #fffff8), linear-gradient(#333, #333);
-webkit-background-size: 0.05em 1px, 0.05em 1px, 1px 1px;
-moz-background-size: 0.05em 1px, 0.05em 1px, 1px 1px;
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<h1 class="title toc-ignore">Linear Mixed Models (LMMs) - Part 1</h1>
<h4 class="author">Joshua F. Wiley / Michelle L. Byrne / Pei Hwa
Goh</h4>
<h4 class="date">2023-04-14</h4>
<div id="TOC">
<ul>
<li><a href="#descriptive-statsitics-on-multilevel-data" id="toc-descriptive-statsitics-on-multilevel-data"><span class="toc-section-number">1</span> Descriptive Statsitics on Multilevel
Data</a>
<ul>
<li><a href="#continuous-variables" id="toc-continuous-variables"><span class="toc-section-number">1.1</span> Continuous Variables</a>
<ul>
<li><a href="#summary" id="toc-summary"><span class="toc-section-number">1.1.1</span> Summary</a></li>
</ul></li>
<li><a href="#categorical-variables" id="toc-categorical-variables"><span class="toc-section-number">1.2</span> Categorical Variables</a></li>
<li><a href="#putting-it-all-together" id="toc-putting-it-all-together"><span class="toc-section-number">1.3</span> Putting it All Together</a></li>
</ul></li>
<li><a href="#linear-mixed-models" id="toc-linear-mixed-models"><span class="toc-section-number">2</span> Linear Mixed Models</a>
<ul>
<li><a href="#ml-and-reml" id="toc-ml-and-reml"><span class="toc-section-number">2.1</span> ML and REML</a></li>
<li><a href="#random-intercept-model" id="toc-random-intercept-model"><span class="toc-section-number">2.2</span> Random Intercept Model</a>
<ul>
<li><a href="#diagnostics" id="toc-diagnostics"><span class="toc-section-number">2.2.1</span> Diagnostics</a></li>
<li><a href="#sample-write-up" id="toc-sample-write-up"><span class="toc-section-number">2.2.2</span> Sample Write Up</a></li>
</ul></li>
<li><a href="#random-intercept-and-fixed-effects-models" id="toc-random-intercept-and-fixed-effects-models"><span class="toc-section-number">2.3</span> Random Intercept and Fixed Effects
Models</a>
<ul>
<li><a href="#diagnostics-and-checks" id="toc-diagnostics-and-checks"><span class="toc-section-number">2.3.1</span> Diagnostics and Checks</a></li>
<li><a href="#sample-write-up-1" id="toc-sample-write-up-1"><span class="toc-section-number">2.3.2</span> Sample Write Up</a></li>
</ul></li>
<li><a href="#between-and-within-effects" id="toc-between-and-within-effects"><span class="toc-section-number">2.4</span> Between and Within Effects</a>
<ul>
<li><a href="#diagnostics-and-checks-1" id="toc-diagnostics-and-checks-1"><span class="toc-section-number">2.4.1</span> Diagnostics and Checks</a></li>
<li><a href="#sample-write-up-2" id="toc-sample-write-up-2"><span class="toc-section-number">2.4.2</span> Sample Write Up</a></li>
</ul></li>
<li><a href="#statistical-inference" id="toc-statistical-inference"><span class="toc-section-number">2.5</span> Statistical Inference</a></li>
</ul></li>
<li><a href="#summary-1" id="toc-summary-1"><span class="toc-section-number">3</span> Summary</a>
<ul>
<li><a href="#conceptual" id="toc-conceptual"><span class="toc-section-number">3.1</span> Conceptual</a></li>
<li><a href="#code" id="toc-code"><span class="toc-section-number">3.2</span> Code</a></li>
</ul></li>
</ul>
</div>
<p>These are the <code>R</code> packages we will use.</p>
<pre class="r"><code>options(digits = 4)
## new packages are lme4, lmerTest, and multilevelTools
library(data.table)
library(JWileymisc)
library(lme4)</code></pre>
<pre><code>## Loading required package: Matrix</code></pre>
<pre class="r"><code>library(lmerTest)</code></pre>
<pre><code>##
## Attaching package: 'lmerTest'</code></pre>
<pre><code>## The following object is masked from 'package:lme4':
##
## lmer</code></pre>
<pre><code>## The following object is masked from 'package:stats':
##
## step</code></pre>
<pre class="r"><code>library(multilevelTools)</code></pre>
<pre><code>## Warning: package 'multilevelTools' was built under R version 4.2.3</code></pre>
<pre class="r"><code>library(visreg)
library(ggplot2)
library(ggpubr)
library(haven)
## Set your working directory to the folder that has the datafiles.
## "Merged" is a a merged long dataset of both baseline and daily diary
dm <- as.data.table(read_sav("[2021] PSY4210 merged.sav"))</code></pre>
<div id="descriptive-statsitics-on-multilevel-data" class="section level1" number="1">
<h1><span class="header-section-number">1</span> Descriptive Statsitics
on Multilevel Data</h1>
<p>With multilevel data, basic descriptive statistics can be calculated
in different ways. We will use the merged dataset from the daily
collection exercise. This dataset merges the baseline and daily datasets
in a single, long format file.</p>
<p>To start with, suppose we had such a merged file (generally, a
convenient way to store and analyze multilevel data) and we wanted to
calculate descriptive statistics on some between person variables, such
as loneliness and sex. We might start off as we have before using
<code>egltable()</code> for some summary descriptive statistics.</p>
<pre class="r"><code>egltable(c("loneliness", "sex"), data = dm)</code></pre>
<pre><code>## M (SD)
## 1: loneliness 2.14 (0.59)
## 2: sex 1.85 (0.36)</code></pre>
<p>Note that as <code>sex</code> is coded 1/2 and not a factor, by
default we are given a mean and standard deviation. This is not so
helpful. We could convert to a factor or set <code>strict=FALSE</code>
in which case <code>egltable()</code> does not <strong>strict</strong>ly
follow the class of each variable and instead if a variable only has a
few unique values, assumes its categorical/discrete, regardless of its
official class in <code>R</code>.</p>
<pre class="r"><code>egltable(c("loneliness", "sex"), data = dm, strict=FALSE)</code></pre>
<pre><code>## M (SD)/N (%)
## 1: loneliness 2.14 (0.59)
## 2: sex
## 3: 1 43 (15.2%)
## 4: 2 240 (84.8%)</code></pre>
<p>To make things even clearer, let’s remind R what 1 and 2
represents.</p>
<pre class="r"><code>dm[, sex := factor(
sex,
levels = c(1,2),
labels = c("male", "female"))]
## While we are at it, let's also tell R that relationship
## status is a factor too
dm[, relsta := factor(
relsta, levels = c(1,2,3),
labels = c("single", "in a committed exclusive relationship", "in a committed nonexclusive relationship"))]
## now let's redo the egltable
egltable(c("loneliness", "sex"), data = dm, strict=FALSE)</code></pre>
<pre><code>## M (SD)/N (%)
## 1: loneliness 2.14 (0.59)
## 2: sex
## 3: male 43 (15.2%)
## 4: female 240 (84.8%)</code></pre>
<pre class="r"><code>## now that R knows sex is a factor, we can remove the strict argument
egltable(c("loneliness", "sex"), data = dm)</code></pre>
<pre><code>## M (SD)/N (%)
## 1: loneliness 2.14 (0.59)
## 2: sex
## 3: male 43 (15.2%)
## 4: female 240 (84.8%)</code></pre>
<p>Now we can see the mean and standard deviation for loneliness and the
frequencies and percentages of female and male participants in the
study. However, this reveals a problem/error. There were not 43 male and
240 female participants in the study. What this actually shows is the
average loneliness, weighted by the number of days of data available for
each participant, and the total number of daily surveys completed by
male and female participants. That happens because the between person
variables are repeated in long format.</p>
<p>Let’s look at the data just for the first two participants in the
following table. We can see that on all days, loneliness and sex scores
are identical for IDs 10 and 12.</p>
<pre class="r"><code>knitr::kable(dm[ID %in% c(10, 12), .(ID, SurveyDay, loneliness, sex)])</code></pre>
<table>
<thead>
<tr class="header">
<th align="right">ID</th>
<th align="right">SurveyDay</th>
<th align="right">loneliness</th>
<th align="left">sex</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="right">10</td>
<td align="right">1</td>
<td align="right">2.250</td>
<td align="left">female</td>
</tr>
<tr class="even">
<td align="right">10</td>
<td align="right">2</td>
<td align="right">2.250</td>
<td align="left">female</td>
</tr>
<tr class="odd">
<td align="right">10</td>
<td align="right">4</td>
<td align="right">2.250</td>
<td align="left">female</td>
</tr>
<tr class="even">
<td align="right">12</td>
<td align="right">1</td>
<td align="right">1.625</td>
<td align="left">female</td>
</tr>
<tr class="odd">
<td align="right">12</td>
<td align="right">2</td>
<td align="right">1.625</td>
<td align="left">female</td>
</tr>
</tbody>
</table>
<p>This is how between person variables are typically stored when in a
dataset combined with repeated measures data in long format. However, it
renders descriptive statistics on them probably not what we really
wanted. The means are essentially weighted means, participants who
complete more days of data get a higher weighting because their
loneliness values are repeated more times. For categorical/discrete
variables, what we get is the number of assessments / observations for
each level of the categorical variable, in this case number of
observations belonging to male and female participants. In this case,
when using data tables, the solution is easy: drop duplicated rows and
only keep one row of data per ID and then remake the table. The
following code shows how to do this. The difference is in using
<code>data = dm[!duplicated(ID)]</code> instead of
<code>data = dm</code>.</p>
<pre class="r"><code>egltable(c("loneliness", "sex"), data = dm[!duplicated(ID)])</code></pre>
<pre><code>## M (SD)/N (%)
## 1: loneliness 2.07 (0.58)
## 2: sex
## 3: male 12 (13.6%)
## 4: female 76 (86.4%)</code></pre>
<p>Yielding this nice descriptive statistics table:</p>
<pre class="r"><code>knitr::kable(egltable(c("loneliness", "sex"), data = dm[!duplicated(ID)]))</code></pre>
<table>
<thead>
<tr class="header">
<th align="left"></th>
<th align="left">M (SD)/N (%)</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">loneliness</td>
<td align="left">2.07 (0.58)</td>
</tr>
<tr class="even">
<td align="left">sex</td>
<td align="left"></td>
</tr>
<tr class="odd">
<td align="left">male</td>
<td align="left">12 (13.6%)</td>
</tr>
<tr class="even">
<td align="left">female</td>
<td align="left">76 (86.4%)</td>
</tr>
</tbody>
</table>
<p>When working with multilevel data and a mix of between variables
(especially sociodemographics that are often asked once) and repeated
measures variables, watch out for which are which type and select only
one row per ID when calculating descriptives or graphs for between
person variables. The same applies when making exploratory plots or
figures.</p>
<pre class="r"><code>plot(testDistribution(dm$loneliness), varlab = "this is wrong")</code></pre>
<div class="figure">
<p class="caption marginnote shownote">
This is wrong, has many duplicates for each loneliness score
</p>
<img 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" alt="This is wrong, has many duplicates for each loneliness score" width="672" />
</div>
<pre class="r"><code>plot(testDistribution(dm[!duplicated(ID)]$loneliness), varlab = "this is right")</code></pre>
<div class="figure">
<p class="caption marginnote shownote">
This is right, only has one loneliness score per person.
</p>
<img 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" alt="This is right, only has one loneliness score per person." width="672" />
</div>
<p>For repeated measures variables or any variable that can vary within
a unit, we have several options for how to calculate descriptive
statistics. The choices depend on whether the variable is continuous or
categorical/discrete.</p>
<div id="continuous-variables" class="section level2" number="1.1">
<h2><span class="header-section-number">1.1</span> Continuous
Variables</h2>
<p>With multilevel data in long format, if we calculate the mean and
variance of a variable, that would average across units and observations
within units for the mean. The variance will incorporate both
differences between units and variance within units (how much the data
points vary around each unit’s own mean). That is, it is essentially the
total variance.</p>
<p>Conversely, if we first average observations within a unit (e.g.,
person), then the mean will be the average of the individual averages,
and the variance will only be the variability between individual units’
means. That is, we could first create a between person variable by
averaging scores for each unit and then calculate descriptives as usual
for that variable.</p>
<pre class="r"><code>dm[, c("Bstress", "Wstress") := meanDeviations(dStress), by = ID]
egltable(c("Bstress"), data = dm[!duplicated(ID)])</code></pre>
<pre><code>## M (SD)
## 1: Bstress 4.08 (1.11)</code></pre>
<p>We can interpret the descriptive statistics for <code>Bstress</code>
as, “The mean and standard deviation of the average level of stress
across days was 4.08 (SD = 1.11).”</p>
<p>For continuous variables, we also could calculate descriptives on all
data points directly rather than on the average by person. Using all
data points <em>can</em> unequally weight different participants (e.g.,
imagine one participant contributed 100 data points and 100 other
participants each contributed 1 data point, the average will be 50% the
100 participants with 1 data point and 50% from the 1 participant with
100 data points). The issue of weighting tends to be less important to
the extent that clusters are all about the same size, and makes no
difference if all clusters are identical (e.g., everyone has exactly 10
observations). If there are no systematic differences such that, for
example, participants with the highest or lowest levels of stress tend
to have more/fewer data points, then the mean is likely to be quite
similar regardless of the approach.</p>
<p>The standard deviation from all data points is more like the total
variance, combining variance from between and within participants. Thus,
the standard deviation we expect to be at least the same and most likely
larger than the standard deviation of the individual means, since those
individual means “smooth” or remove variation within person.</p>
<pre class="r"><code>egltable(c("dStress"), data = dm)</code></pre>
<pre><code>## M (SD)
## 1: dStress 4.13 (1.41)</code></pre>
<p>In this example we can see that while the mean changes by .05, the
standard deviation changes by quite a bit more, reflecting the added
within person variance.</p>
<p>A final approach that can be taken for continuous variables is to
only pick a single observation from each unit to use in calculations.
This tends to work best with longitudinal data where, for example, you
could pick either the first day or the last day and calculate
descriptives just for that one day as an example. To do this, we use the
overall variable, but we subset the dataset to only include one day.</p>
<pre class="r"><code>egltable(c("dStress"), data = dm[SurveyDay == 1])</code></pre>
<pre><code>## M (SD)
## 1: dStress 4.03 (1.29)</code></pre>
<p>This we can interpret as any other “usual” descriptive statistics. It
is the average level of stress and standard deviation across
participants, on the first day. If there are few time points (e.g., in a
longitudinal study with just baseline, post, and follow-up), it might
make sense to simply report the means and standard deviations of
continuous variables at each time point. With a long dataset, this can
easily be done by specifying the time point as the
<strong>g</strong>rouping variable. <strong>Note:</strong>
<code>egltable()</code> does not calculate correct tests, effect sizes,
or p-values when the grouping variable is a repeated measures and not
independent groups, so if you do it this way, ignore the tests and
p-values, which assume independence.</p>
<pre class="r"><code>egltable(c("dStress"), g = "SurveyDay", data = dm)</code></pre>
<pre><code>## 1 M (SD) 2 M (SD) 3 M (SD) 4 M (SD) 5 M (SD)
## 1: dStress 4.03 (1.29) 4.30 (1.40) 4.35 (1.47) 4.11 (1.43) 3.81 (1.54)
## Test
## 1: F(4, 278) = 1.13, p = .345, Eta-squared = 0.02</code></pre>
<p>If the data are already in wide format, one would simply calculate
descriptive statistics on each of the separate variables representing
each time point.</p>
<div id="summary" class="section level3" number="1.1.1">
<h3><span class="header-section-number">1.1.1</span> Summary</h3>
<p>With multilevel, continuous variables, three approaches we discussed
for calculating descriptive statistics are:</p>
<ol style="list-style-type: decimal">
<li>average by person and report descriptives on the individual
averages;</li>
<li>report descriptives on the overall variable which captures the total
variance but possibly unequally weights participants;</li>
<li>report descriptives on individual timepoints/assessments.</li>
</ol>
</div>
</div>
<div id="categorical-variables" class="section level2" number="1.2">
<h2><span class="header-section-number">1.2</span> Categorical
Variables</h2>
<p>Compared to continuous variables, there are fewer options for
presenting descriptive statistics with multilevel categorical data. For
example, suppose people reported each day whether they: walked, rode a
bike, or went to the gym for exercise. It does not make sense to average
these data per person, although it could be possible to average, for
example, the proportion of days each participant engaged in any one of
those activities. However, categorical / discrete data are typically
presented as frequencies and percentages. Averages of frequencies,
especially with skewed data are not all that easy to interpret. For
example, suppose that people either ride a bike or walk each day, using
averages would appear to show that on average people walk half the days
and ride a bike half the days.</p>
<p>The general choices, then for multilevel categorical data
descriptives would either be to report descriptives for a variable
overall or to report descriptives for a specific time point (e.g., day
1, 2, etc.) of longitudinal data.</p>
<pre class="r"><code>## overall
egltable("Int_Fri", data = dm, strict = FALSE)</code></pre>
<pre><code>## N (%)
## 1: Int_Fri
## 2: 0 102 (36.0%)
## 3: 1 181 (64.0%)</code></pre>
<pre class="r"><code>## one day
egltable("Int_Fri", data = dm[SurveyDay==1], strict = FALSE)</code></pre>
<pre><code>## N (%)
## 1: Int_Fri
## 2: 0 23 (26.7%)
## 3: 1 63 (73.3%)</code></pre>
<p>These results show the total frequency and percentage of interactions
with a friend (1 = interacted with at least one friend that day) in
overall (first table) and the frequency and percentage of people that
reported interacting with a friend on day 1 (second table).</p>
</div>
<div id="putting-it-all-together" class="section level2" number="1.3">
<h2><span class="header-section-number">1.3</span> Putting it All
Together</h2>
<p>Calculating and reporting descriptives statsitics from multilevel
data stored in long format can require putting everything we talked
about together. In this example, we want a descriptive statistics table
for the following variables:</p>
<ul>
<li>sex (measured baseline only; categorical)</li>
<li>loneliness (measured baseline; continuous)</li>
<li>selfesteem (measured baseline; continuous)</li>
<li>dStress (measured daily; continuous, wanted average levels)</li>
<li>Int_Fri (measured daily; categorical)</li>
</ul>
<p>First for any continuous variables that we want to report on average
levels only, <code>dStress</code>, we create a between person version.
Then we subset the dataset to one row per person and calculate
descriptives and store these in <code>desc1</code>. Then we calculate
any descriptives we want on the daily data, here for
<code>Int_Fri</code>. Then we name the columns the same using
<code>setnames()</code> and finally we combine the two tables by binding
them rowise, using <code>rbind()</code> and make a nice table with
<code>kable()</code> from the <code>knitr</code> package.</p>
<pre class="r"><code>dm[, c("Bstress", "Wstress") := meanDeviations(dStress), by = ID]
desc1 <- egltable(c("sex", "loneliness", "selfesteem", "Bstress"),
data = dm[!duplicated(ID)], strict = FALSE)
desc2 <- egltable(c("Int_Fri"), data = dm, strict = FALSE)
setnames(desc1, c("", "M (SD)/N (%)"))
setnames(desc2, c("", "M (SD)/N (%)"))
knitr::kable(rbind(desc1, desc2))</code></pre>
<table>
<thead>
<tr class="header">
<th align="left">V1</th>
<th align="left">M (SD)/N (%)</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">sex</td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">male</td>
<td align="left">12 (13.6%)</td>
</tr>
<tr class="odd">
<td align="left">female</td>
<td align="left">76 (86.4%)</td>
</tr>
<tr class="even">
<td align="left">loneliness</td>
<td align="left">2.07 (0.58)</td>
</tr>
<tr class="odd">
<td align="left">selfesteem</td>
<td align="left">3.43 (0.79)</td>
</tr>
<tr class="even">
<td align="left">Bstress</td>
<td align="left">4.08 (1.11)</td>
</tr>
<tr class="odd">
<td align="left">Int_Fri</td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">0</td>
<td align="left">102 (36.0%)</td>
</tr>
<tr class="odd">
<td align="left">1</td>
<td align="left">181 (64.0%)</td>
</tr>
</tbody>
</table>
<p>From these results we can see that 86.4% of the participants were
female,the average loneliness was 2.07 (possible scores 1-4), the
average self-esteem was 3.43 (possible scores 1-5), the average of the
mean stress across days was 4.08 (possible scores 1-7), and 64% of the
days completed featured an interaction with a friend.</p>
</div>
</div>
<div id="linear-mixed-models" class="section level1" number="2">
<h1><span class="header-section-number">2</span> Linear Mixed
Models</h1>
<div id="ml-and-reml" class="section level2" number="2.1">
<h2><span class="header-section-number">2.1</span> ML and REML</h2>
<p>Two common estimators used with linear mixed mdoels are
<strong>M</strong>aximum <strong>L</strong>ikelihood (ML) and
<strong>Re</strong>stricted <strong>M</strong>aximum
<strong>L</strong>ikelihood (REML). You can think of this somewhat the
same as the formula for calculating a population’s variance versus
estimating the population variance from a sample<label for="tufte-sn-1" class="margin-toggle sidenote-number">1</label><input type="checkbox" id="tufte-sn-1" class="margin-toggle"><span class="sidenote"><span class="sidenote-number">1</span> Also see: <a href="https://stats.stackexchange.com/questions/16008/what-does-unbiasedness-mean/16009#16009" class="uri">https://stats.stackexchange.com/questions/16008/what-does-unbiasedness-mean/16009#16009</a></span>:</p>
<p><span class="math display">\[
\sigma^2_{pop} = \frac{\sum_{i=1}^{n} (X_i - \bar{X})^{2}}{n}
\]</span></p>
<p><span class="math display">\[
\sigma^2_{sample} = \frac{\sum_{i=1}^{n} (X_i - \bar{X})^{2}}{n - 1}
\]</span></p>
<p>Generally speaking, REML, is less biased so we prefer it as an
estimator and it is the usual default in LMMs. However, for some
comparisons between models to be valid and some statistical tests to be
valid, we need true maximum likelihood (ML) estimates so you will
sometimes see the default REML option “turned off” to get pure ML
estimates or a model be refit using ML instaed of REML. This is done in
<code>R</code> using <code>REML = FALSE</code> to get ML.</p>
</div>
<div id="random-intercept-model" class="section level2" number="2.2">
<h2><span class="header-section-number">2.2</span> Random Intercept
Model</h2>
<p>There are two main uses of intercept only models:</p>
<ul>
<li>To calculate the intraclass correlation coefficient (ICC)</li>
<li>As a comparison to see how much better a more complex model
fits.</li>
</ul>
<p>To calculate the ICC, we use this equation:</p>
<p><span class="math display">\[ICC =
\frac{\sigma^{2}_{intercept}}{\sigma^{2}_{intercept} +
\sigma^{2}_{residual}}\]</span></p>
<p>Following is an example of an intercept only model, where there is
both a fixed effects intercept and a random intercept. The outcome
variable is <code>stress</code>. All predictors come after the tilde,
<code>~</code>. In this case, the only “predictors” are the fixed and
random intercept, represented by <code>1</code>. The random intercept is
random by <code>ID</code>. The function to fit linear mixed models is
<code>lmer()</code> and comes from the <code>lme4</code> package. It
also requires a dataset be specified, here <code>dm</code>. We can get a
summary using <code>summary()</code>.</p>
<pre class="r"><code>ri.m <- lmer(dStress ~ 1 + (1 | ID),
data = dm,
REML = TRUE)
summary(ri.m)</code></pre>
<pre><code>## Linear mixed model fit by REML. t-tests use Satterthwaite's method [
## lmerModLmerTest]
## Formula: dStress ~ 1 + (1 | ID)
## Data: dm
##
## REML criterion at convergence: 946.6
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.1329 -0.6595 -0.0215 0.6846 2.2419
##
## Random effects:
## Groups Name Variance Std.Dev.
## ID (Intercept) 0.784 0.886
## Residual 1.182 1.087
## Number of obs: 283, groups: ID, 88
##
## Fixed effects:
## Estimate Std. Error df t value Pr(>|t|)
## (Intercept) 4.101 0.119 85.379 34.5 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1</code></pre>
<pre class="r"><code>iccMixed("dStress", id = "ID", data = dm)</code></pre>
<pre><code>## Var Sigma ICC
## 1: ID 0.7845 0.3989
## 2: Residual 1.1823 0.6011</code></pre>
<p>There are four main “blocks” of output from the summary.</p>
<ol style="list-style-type: decimal">
<li>A repetition of the model options, formula we used, and dataset
used. This is for records so you know exactly what the model was. In
<em>this</em> model, it shows use that we fit a LMM using restricted
maximum likelihood (REML) and that the degrees of freedom were
approximated using Satterthwaite’s method. The outcome variable is
stress (<code>dStress</code>) and there are only intercept predictors,
<code>1</code>. The REML criterion at convergence is kind of like the
log likelihood (LL), but unfortunately cannot be readily used to compare
across models as easily as the actual LL (e.g., in AIC or BIC, which
we’ll talk about more later).</li>
<li>Scaled Pearson residuals. These are raw residuals divided by the
estimated standard deviation, so that they can be roughly interpretted
as z-scores. The minimum and maximum are useful for identifying whether
there are outliers present in the model residuals. In <em>this</em>
model, we can see that the lowest residual is -3.1329 and the maximum
residual is 2.2419 which are not too large. Large residuals imply that
they are extremely unlikely by chance alone and likely represent
outliers.</li>
<li>Random effects. These show a summary of the random effects in the
model. Random effects are basically always also fixed effects, so the
random effects only shows the standard deviation and variance of random
effects, plus, if applicable, their correlations. The means are shown in
the fixed effects section. In the case of a random intercept only model
like this one, there are only two random effects: (1) the random
intercept and (2) the random residual. We have both the standard
deviation and variance of both. We will use the variances to calculate
ICCs. In <em>this</em> model, the standard deviation of the random
intercept, tells us that the average or typical difference between an
individual’s average stress, and the population average stress is
0.8857. The standard deviation of the residuals tells us that the
average or typical difference between an individual stress score and the
predicted stress score is 1.0873. The random effects section also tells
us how many observations and unique people/groups went into the
analysis. In <em>this</em> model we can see that we had 88 people
providing 283 unique observations.</li>
<li>Fixed effects. This section shows the fixed effects. It is a table,
where each row is for a different effect / predictor and each column
gives a different piece of information. The “Estimate” is the actual
parameter estimate (i.e., THE fixed effect, the regression coefficient,
etc.). The “Std. Error” is the standard error of the estimate, which
captures uncertainty in the coefficient due to sampling variation. The
“df” is the Satterthwaite estimated degrees of freedom. As an estimate,
it may have decimals. The “t value” is the ratio of the coefficient to
its standard error, that is: <span class="math inline">\(t =
\frac{Estimate}{StdError}\)</span>. The “Pr(>|t|)” is the p-value,
the probability that by chance alone one would obtain as or a larger
absolute t-value. The vertical bars indicate absolute values and the
“Pr” stands for probability value. Note that <code>R</code> uses <a href="https://en.wikipedia.org/wiki/Scientific_notation">scientific E
notation</a>. The number following the “e” indicates how many places to
the right (if positive) or left (if negative) the decimal point should
be moved. For example, 0.001 could be written 1e-3. 0.00052 could be
written 5.2e-4. These often are used for p-values which may be numbers
very close to zero. In <em>this</em> model, we can see that the fixed
effect for the intercept is 4.1009 which is like the the mean of the
random intercept and tells us the average level of stress, in this
instance since there are no other predictors in the model.</li>
</ol>
<p>Profile likelihood confidence intervals can be obtained using the
<code>confint()</code> function. These confidence intervals capture the
uncertainty in parameter estimates for both the fixed and random effects
due to sampling variation. They do not capture individual differences
directly. Note that you only get confidence intervals for random effects
when using the profile method, not when <code>method = "Wald"</code>
although the Wald method is much faster. Profile likelihood confidence
intervals are the default and are generally more accurate than Wald
based confidence intervals, but also can be slower to calculate. Here
both ways are shown.</p>
<pre class="r"><code>## Profile Confidence Intervals
ri.ci <- confint(ri.m, method = "profile", oldNames = FALSE)</code></pre>
<pre><code>## Computing profile confidence intervals ...</code></pre>
<pre class="r"><code>ri.ci</code></pre>
<pre><code>## 2.5 % 97.5 %
## sd_(Intercept)|ID 0.6902 1.099
## sigma 0.9892 1.202
## (Intercept) 3.8665 4.334</code></pre>
<pre class="r"><code>## Wald Confidence Intervals
confint(ri.m, method = "Wald", oldNames = FALSE)</code></pre>
<pre><code>## 2.5 % 97.5 %
## sd_(Intercept)|ID NA NA
## sigma NA NA
## (Intercept) 3.868 4.334</code></pre>
<div id="diagnostics" class="section level3" number="2.2.1">
<h3><span class="header-section-number">2.2.1</span> Diagnostics</h3>
<p>Typical diagnostics and checks include checking for outliers,
assessing whether the distributional assumptions are met, checking for
homogeneity of variance and checking whether there is a linear
association between predictors and outcome. With only an intercept,
there is no need for checking whether a linear association is
appropriate.</p>
<p>As for linear regressions, we can use <code>modelDiagnostics()</code>
to calculate diagnostics and <code>plot()</code> to get a plot of the
diagnostics.</p>
<p>The top left plot of the residuals helps check for outliers on the
residuals. These plots show one relatively extreme value on the
residuals. In this case, using the scaled pearson residuals, which are
roughly like z scores, the size of the residual outliers are unlikely to
be an issue (-3.13 is not that large in z scores). The bottom left plot
shows the distribution of the random intercept. No outliers are
observed.</p>
<p>The density plots (and QQ deviates plot for residuals) indicate mild
non-normality, but it is not too extreme and close enough for
inference.</p>
<p>Finally, on the top right, we check the homogeneity of variance.
There is no clear trend in the residuals indicating that the homogeneity
of variance assumption is reasonably met. The residuals show a
characteristic banding when dealing with “continuous” variable that have
a handful of possible values. This is not a problem per se, although if
too extreme may indicate that treating the data as continuous is not a
great idea.</p>
<pre class="r"><code>## When I initially tried to run the model diagnostics,
## an error about haven_labelled class appeared, so let's
## get rid of the haven_labelled class type for stress
## before running the model and model diagnostics
dm[, dStress := as.numeric(dStress)]
## Now we re-run the model
ri.m <- lmer(dStress ~ 1 + (1 | ID),
data = dm,
REML = TRUE)
## And re-run the model diagnostics
plot(modelDiagnostics(ri.m), ncol = 2, nrow = 2, ask = FALSE)</code></pre>
<pre><code>## Warning in .local(x, ...): singularity problem</code></pre>
<pre><code>## Warning in rq.fit.sfn(x, y, tau = tau, rhs = rhs, control = control, ...): tiny diagonals replaced with Inf when calling blkfct</code></pre>
<pre><code>## Warning in .local(x, ...): singularity problem</code></pre>
<pre><code>## Warning in rq.fit.sfn(x, y, tau = tau, rhs = rhs, control = control, ...): tiny diagonals replaced with Inf when calling blkfct</code></pre>
<p><img 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" width="672" /></p>
<p>With diagnostics reasonably met, we proceed with a write up.</p>
</div>
<div id="sample-write-up" class="section level3" number="2.2.2">
<h3><span class="header-section-number">2.2.2</span> Sample Write
Up</h3>
<p>An intercept only linear mixed model was fit to 283 stress scores
from 88 people. The intraclass correlation coefficient was 0.3989
indicating that about 40% of the total variance in stress was between
people and the other 60% is within person due to fluctuations across
days. The fixed effect intercept revealed that the average [95% CI]
stress was 4.1009 [3.87, 4.33]. However, there were individual
differences, with the standard deviation for the random intercept being
0.8857 indicating that there are individual differences in the mean
stress. Assuming the random intercepts follow a normal distribution, we
expect most people to fall within one standard deviation of the mean,
which in these data would be somewhere between: 3.2152, 4.9866.</p>
</div>
</div>
<div id="random-intercept-and-fixed-effects-models" class="section level2" number="2.3">
<h2><span class="header-section-number">2.3</span> Random Intercept and
Fixed Effects Models</h2>
<p>Following is an example of a LMM with fixed effects and a random
intercept (no random slopes). Although we did not explicitly add a fixed
effects intercept by adding <code>1</code> to the equation, it is there
by default. We still have a random intercept.</p>
<pre class="r"><code>fp.m <- lmer(dStress ~ dEnergy + (1 | ID),
data = dm,
REML = TRUE)
summary(fp.m)</code></pre>
<pre><code>## Linear mixed model fit by REML. t-tests use Satterthwaite's method [
## lmerModLmerTest]
## Formula: dStress ~ dEnergy + (1 | ID)