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MissingData.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" />
<meta name="date" content="2020-04-22" />
<title>Missing Data</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;
for (i = 0; i < hs.length; i++) {
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>
<style type="text/css">@font-face {
font-family: "et-book";
src: 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) format("truetype");
font-weight: normal;
font-style: normal
}
@font-face {
font-family: "et-book";
src: 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NwIzMhMSJyLhHct0eXUdHch1eXaqO4aMOTuDix4NCgH8tjNxFBMzDgQI/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 {
font-family: "et-book";
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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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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">Missing Data</h1>
<h4 class="author">Joshua F. Wiley</h4>
<h4 class="date">2020-04-22</h4>
<div id="TOC">
<ul>
<li><a href="#missing-data-multiple-imputation"><span class="toc-section-number">1</span> Missing Data: Multiple Imputation</a>
<ul>
<li><a href="#multiple-imputation-mi-theory"><span class="toc-section-number">1.1</span> Multiple Imputation (MI) Theory</a></li>
<li><a href="#multiple-imputation-steps"><span class="toc-section-number">1.2</span> Multiple Imputation Steps</a></li>
<li><a href="#mi-in-r"><span class="toc-section-number">1.3</span> MI in <code>R</code></a></li>
<li><a href="#multiple-imputation-comparison"><span class="toc-section-number">1.4</span> Multiple Imputation Comparison</a></li>
</ul></li>
<li><a href="#summary-table"><span class="toc-section-number">2</span> Summary Table</a></li>
</ul>
</div>
<p>Download the raw <code>R</code> markdown code here <a href="https://jwiley.github.io/MonashHonoursStatistics/MissingData.rmd">https://jwiley.github.io/MonashHonoursStatistics/MissingData.rmd</a>.</p>
<pre class="r"><code>options(digits = 2)
## There are two new packages: (1) mice (2) VIM
## both are used for missing data.
## some people have reported also needing the zip pkg
# install.packages("zip") before the other packages install correctly
library(data.table)</code></pre>
<pre><code>## data.table 1.12.8 using 24 threads (see ?getDTthreads). Latest news: r-datatable.com</code></pre>
<pre class="r"><code>library(JWileymisc)
library(mice)</code></pre>
<pre><code>##
## Attaching package: 'mice'</code></pre>
<pre><code>## The following objects are masked from 'package:base':
##
## cbind, rbind</code></pre>
<pre class="r"><code>library(VIM)</code></pre>
<pre><code>## Loading required package: colorspace</code></pre>
<pre><code>## Loading required package: grid</code></pre>
<pre><code>## Registered S3 methods overwritten by 'car':
## method from
## influence.merMod lme4
## cooks.distance.influence.merMod lme4
## dfbeta.influence.merMod lme4
## dfbetas.influence.merMod lme4</code></pre>
<pre><code>## VIM is ready to use.
## Since version 4.0.0 the GUI is in its own package VIMGUI.
##
## Please use the package to use the new (and old) GUI.</code></pre>
<pre><code>## Suggestions and bug-reports can be submitted at: https://github.com/alexkowa/VIM/issues</code></pre>
<pre><code>##
## Attaching package: 'VIM'</code></pre>
<pre><code>## The following object is masked from 'package:datasets':
##
## sleep</code></pre>
<pre class="r"><code>library(ggplot2)</code></pre>
<div id="missing-data-multiple-imputation" class="section level1" number="1">
<h1 number="1"><span class="header-section-number">1</span> Missing Data: Multiple Imputation</h1>
<p>Missing data are very common, but also problematic</p>
<ul>
<li>Results from the non-missing data may be biased</li>
<li>Missing data cause a loss of efficiency</li>
</ul>
<p>The easiest approach to “address” missing data is to only analyse complete cases (i.e., list-wise deletion). This often leads to inefficiency (e.g., discarding data on X and Z because observation on variable Y are missing). Also, list wise deletion may bias results unless the data are missing completely at random (MCAR).</p>
<p>Missing data often are classified:</p>
<ul>
<li>Missing completely at random (MCAR) when the missingness mechanism is completely independent of the estimate of our parameter(s) of interest.</li>
<li>Missing at random (MAR) when the missingness mechanism is <em>conditionally</em> independent of the estimate of our parameter(s) of interest</li>
<li>Missing not at random (MNAR) when the missingness mechanism is associated with the estimate of our parameter(s) of interest</li>
</ul>
<p><strong>When data are missing completely at random (MCAR)</strong>, listwise deletion will yield unbiased estimates of the true parameter(s) if the data had not been missing.</p>
<p><strong>When data are missing at random (MAR)</strong>, it is possible to recover unbiased estimates if the right other variables are present. Our lecture example is an example of MAR. When people had high stress, we set their positive affect values to missing. So the missing data mechanism was stress. Now, because stress and positive affect were correlated, low positive affect values were more likely to be missing. Thus, the complete cases only provide a biased sample. However, we DID have stress measured, and this was actually the cause of the missingness. So, if we condition on stress, we can obtain unbiased results for positive affect. This is MAR. The data are biased if using complete cases, but there exists some other or combination of other variables that, if conditioned correctly on, can recover unbiased estimates from the data despite missingness.</p>
<p><strong>When data are missing not at random (MNAR)</strong>, you cannot recover unbiased estimates. A simple example of this would be if less happy people were more likely to be missing. So rather than stress driving missingness, its actually the positive affect scores driving missingness on positive affect. The data we would need to recover unbiased estimates (positive affect) is then itself missing and so we have no ability to adjust for it. We often talk about this based on whether the parameter(s) we are interested in estimating are also causes (or not) of the missingness. If mean positive affect is a cause of missingness, then mean positive affect will be MNAR. If mean stress is a cause of missingness on mean positive affect and we have stress, then mean positive affect will be MAR. If age is a cause of missingness on positive affect BUT mean age is unrelated to mean positive affect, mean positive affect is MCAR because even though data are systematically missing, for the parameter we care about (mean positive affect) it is completely random relative to the missingness.</p>
<p>Our parameters may be anything, such as a mean, a standard deviation, a regression coefficient, etc. We will explore <strong>multiple imputation (MI)</strong> as one robust way to address missing data.</p>
<div id="multiple-imputation-mi-theory" class="section level2" number="1.1">
<h2 number="1.1"><span class="header-section-number">1.1</span> Multiple Imputation (MI) Theory</h2>
<p>Multiple imputation is one robust way to address missing data. It involves generate multiple, different datasets where in each one, different, plausible values are imputed for the missing data, resulting in each imputed dataset have “complete” data since missing data are filled in by predictions.</p>
<p>As the problem with missing data is very generic and impacts every statistic, even the most basic decriptive statistics, we need a general language for talking about it.</p>
<ul>
<li>Let <span class="math inline">\(Q\)</span> be some population value (e.g., a mean, a regression coefficient).</li>
<li>Let <span class="math inline">\(\hat{Q}\)</span> be an estimate of <span class="math inline">\(Q\)</span> with some estimate of uncertainty due to sampling variation, calculated typically in each imputed dataset.</li>
<li>Let <span class="math inline">\(\bar{Q}\)</span> be the average of a set of estimates, <span class="math inline">\(\hat{Q}\)</span> across different imputed datasets, with some estimate of uncertainty both due to sampling variation impacting <span class="math inline">\(\hat{Q}\)</span> and missing data uncertainty (causing variation in <span class="math inline">\(\hat{Q}\)</span> from one imputed dataset to the next.</li>
</ul>
<p>We will not discuss how to estimate <span class="math inline">\(\hat{Q}\)</span> as this is specific to the analysis being performed (e.g., mean, regression coefficient, mean difference from t-test, etc.). It does not really matter for the purpose of MI. All we need is an estimate and (valid) standard error.</p>
<p>The general steps in MI are as follows:</p>
<ol style="list-style-type: decimal">
<li>Start with the incomplete data (the raw dataset with missing data).</li>
<li>Generate <span class="math inline">\(m\)</span> datasets with no missingness, by filling in <em>different</em> plausible values for any missing data. We will discuss this more later.</li>
<li>Perform the analysis of interest on <strong>each</strong> imputed dataset. That is, the analysis of interest is repeated <span class="math inline">\(m\)</span> times. This generates <span class="math inline">\(m\)</span> different <span class="math inline">\(\hat{Q}\)</span> estimates and associated standard errors.</li>
<li>Pool the results from the analyses run on each imputed dataset to generate an overall estimate, <span class="math inline">\(\bar{Q}\)</span>.</li>
</ol>
<p>Previously in statistics, we have grown accustomed to reporting <span class="math inline">\(\hat{Q}\)</span>, whether that be a mean, correlation, regression coefficient, or any other statistic of interest. With missing data addressed using MI, we instead report <span class="math inline">\(\bar{Q}\)</span>, which is defined as:</p>
<p><span class="math display">\[ \bar{Q} = \frac{1}{m}\sum_{i = 1}^{m}\hat{Q}_{i} \]</span></p>
<p>This is simply the average of the <span class="math inline">\(\hat{Q}\)</span> estimates from each individual imputed dataset. What is more unique and forms an important difference between multiple imputation and other simpler methods (e.g., single mean imputation) is the variance estimate.</p>
<p>Let <span class="math inline">\(\hat{V}_{i}\)</span> be the variance estimate (e.g., squared standard error) for the <span class="math inline">\(ith\)</span> imputed dataset for <span class="math inline">\(\hat{Q}_{i}\)</span>. Then:</p>
<p><span class="math display">\[ \bar{V} = \frac{1}{m}\sum_{i = 1}^{m}\hat{V}_{i} \]</span></p>
<p><span class="math inline">\(\bar{V}\)</span> is the average uncertainty estimate of <span class="math inline">\(\hat{Q}\)</span> across the multiply imputed datasets.</p>
<p>However, there is another source of uncertainty in our estimate of <span class="math inline">\(\bar{Q}\)</span>. The between imputed dataset variation, which is:</p>
<p><span class="math display">\[ B = \frac{1}{m - 1}\sum_{i = 1}^{m}(\hat{Q}_{i} - \bar{Q})^2 \]</span></p>
<p><span class="math inline">\(B\)</span> captures the variance in the estimates, <span class="math inline">\(\hat{Q}\)</span>. Because the observed, non-missing data never change from one imputed dataset to another, the only reason that <span class="math inline">\(\hat{Q}\)</span> will change is when the plausible values imputed for the missing data change. Thus <span class="math inline">\(B\)</span> is an estimate of the uncertainty in <span class="math inline">\(\bar{Q}\)</span> due to missing data.</p>
<p>Finally, for practical reasons we do not generate an infinite number of imputed datasets. We could simply continue multiply imputing more datasets, but this takes additional time. Because of this we do not have the <em>population</em> of imputed datasets, instead we have a (random) sample of all possible multiply imputed datasets. This results in some simulation error which is added to the uncertainty in our <span class="math inline">\(\bar{Q}\)</span> estimate. Specifically, this uncertainty is:</p>
<p><span class="math display">\[\frac{B}{m}\]</span></p>
<p>Now we finally have all the pieces to determine what the total uncertainty in our average estimate, <span class="math inline">\(\bar{Q}\)</span> is:</p>
<p><span class="math display">\[T = \bar{V} + B + \frac{B}{m}\]</span></p>
<p>Practically, this can be thought of as: the uncertainty in the estimate of our statistic of interest from multiply imputed data, <span class="math inline">\(\bar{Q}\)</span> is due to: (1) sampling variation <span class="math inline">\(\bar{V}\)</span>, (2) uncertainty in how we imputed the missing data <span class="math inline">\(B\)</span>, and (3) uncertainty because we did not generate an infinite number of imputed datasets, <span class="math inline">\(\frac{B}{m}\)</span>. One implication is that we can reduce the uncertainty somewhat, simply by generating more imputed datasets. However, this yields diminishing returns and slows analysis (remember, the analysis of interest must be run separately <strong>on each imputed dataset</strong>. 100 imputed datasets would mean running an analysis 100 times, which takes more than running it for, say, 20 imputed datasets. In most cases, with modern computers, people recommend 25 - 100 imputed datasets now.</p>
</div>
<div id="multiple-imputation-steps" class="section level2" number="1.2">
<h2 number="1.2"><span class="header-section-number">1.2</span> Multiple Imputation Steps</h2>
<p>The general process to generate multiply imputed using a robust approach: fully conditional specification (FCS) or multiple imputation through chained equations (mice) is:</p>
<ol style="list-style-type: decimal">
<li>Start with a raw dataset with missing data</li>
<li>Fill in the missing data values with <strong>initial</strong> estimates. <em>The first “fill in” estimates are generally fast and easy to generate. For example, fill in missing using the median for each variable or even random numbers within the observed data range.</em></li>
<li>For each variable that has missing data, build a prediction model from other variables. <em>Typically, all other variables in the dataset being imputed are used in the prediction model, but it is possible to use a subset. The most common case is to use Generalized Linear Models (GLMs) as the prediction model, so linear regression for continuous outcomes, logistic regression for binary outcomes, etc. However, any prediction model can be used, including more complex methods such as machine learning.</em></li>
<li>Use the model to predict the missing data. <em>At this step, the average / best prediction from the model is used without capturing uncertainty. That is because this is the dataset used to build the “final” model for actually imputing the missing data. While we want uncertainty in our imputations, we do not want the uncertainty in the data used to build the imputation model.</em></li>
<li>Repeat steps 2 and 3 until the predicted complete dataset does not vary within some tolerance from one iteration to the next, indicating convergence.</li>
</ol>
<p>These steps may be easier to understand with a concrete example. Here we setup a small dataset with age and inflammation.</p>
<pre class="r"><code>set.seed(12345)
x <- data.frame(Age = sort(round(runif(10, 30, 65))))
x$Inflammation <- rnorm(10, x$Age/10, sd = .2)
x$Missing <- as.logical(rep(FALSE:TRUE, c(9, 1)))
scatterp <- ggplot(x, aes(Age, Inflammation)) +
stat_smooth(method = "lm", formula = y ~ x, se=FALSE) +
geom_point(aes(colour = Missing, size = Missing)) +
theme_classic() + theme(legend.position = c(.8, .2))
print(scatterp)</code></pre>
<pre><code>## Warning: Using size for a discrete variable is not advised.</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>## create a missing dataset
y <- x
y$Inflammation[y$Missing] <- NA</code></pre>
<p>Here is a for loop that iterates through filling in missing values, first using the median and then based on linear regression. The graphs following show the scatter plots with the filled in missing value at the first iteration and then later iterations. Watch how the imputed missing value changes from one iteration to the next and how with later iterations, the amount of change gets smaller and smaller.</p>
<p>The goal behind iterating is to build a prediction model to impute the missing data. However, building that model in the first place is difficult when the data on which the model would be built are (partially) missing. To deal with this, we iterate between predicting the missing data and (re)building a model on the new dataset, now that missingness has been imputed. Multiple iterations are required because every time we generate new predictions to fill in the missing data, the dataset on which the prediction model was built changes, so we must rebuild the prediction model using the latest iteration of the dataset. This process is repeated until the change from one iteration to the next is very small. At that point, we say the results have <strong>converged</strong>.</p>
<pre class="r"><code>## create an imputed dataset
yimp <- y
p <- vector("list", length = 10)
imps <- vector("numeric", length = 10)
for (i in 1:10) {
if (i == 1) {
imps[i] <- median(y$Inflammation, na.rm = TRUE)
} else if (i > 1) {
m <- lm(Inflammation ~ Age, data = yimp)
imps[i] <- fitted(m)[yimp$Missing]
}
yimp$Inflammation[yimp$Missing == TRUE] <- imps[i]
p[[i]] <- scatterp %+% yimp + ggtitle(sprintf("Iteration = %d", i))
if (i > 4) {
p[[i]] <- p[[i]] + coord_cartesian(xlim = c(55, 66), ylim = c(5.4, 7), expand=FALSE)
}
print(p[[i]])
}</code></pre>
<p><img 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" width="672" /></p>
<p>We can print out the imputed values too and see how those change. This highlights how over iterations, there are big changes at first, and with more iterations the changes are smaller and smaller. This is what is meant by convergence where you converge to a final, stable value. We could keep going by at some point we are close enough, we can stop. We might decide,say, that once it does not change beyond the 2nd decimal place, we stop.</p>
<pre class="r"><code>print(imps, digits = 5)</code></pre>
<pre><code>## [1] 5.3161 6.2708 6.5526 6.6358 6.6603 6.6676 6.6697 6.6703 6.6705 6.6706</code></pre>
<p>This gets us through Steps 2 to 5. The final step is to use those final models to impute missing data, generating the desired number of imputed datasets (e.g., 100).</p>
<p>This can be a rather complex step. Generating the average prediction from, say, a linear regression is straight forward. However, that average prediction does not take into account that the linear regression model is uncertain in its prediction. To take uncertainty into account, from parametric models like linear regression, we draw random values from the predicted distribution. In the case of linear regression that is: a normal distribution with mean equal to the average prediction and standard deviation equal to the residual standard deviation. This both takes the model into account but also by using the residual standard deviation and drawing random numbers, we ensure that when generating multiple imputed datasets, we don’t pretend we can fill in missing data values perfectly. We fill them in with some error / uncertainty, which is important for the MI to generate accurate standard errors, confidence intervals and p-values. For non-parametric models, such as random forest machine learning models, we do not have an assumed distribution so we cannot draw random values from a distribution with some mean and standard deviation estimate. Instead, uncertainty in predictions must be captured in other ways, such as via bootstrapping. However, the details of this are beyond the scope of this lecture. Finally, when doing Bayesian modeling, the predicted values for missing data are very easily drawn from the posterior distribution. A fact that means its fairly common for MI to be implemented within a Bayesian framework, even if behind the scenes.</p>
<p>Often, the prediction models are generalized linear models (GLMs), such as linear regression. GLMs are familiar and fast, but there are drawbacks.</p>
<ul>
<li>GLMs assume linear relationships on the scale of the link function. This can be problematic for MI as if you are imputing, say, 50 variables it is very time consuming to manually check whether the assumption is met.</li>
<li>GLMs only include interactions between variables when specified by the analyst. Often, analysts do not know which variables should interact. If there are, say, 50 variables, the possible number of interactions is overwhelming.</li>
<li>In small datasets (e.g., 100 people) it is easily possible there may be more variables then people. GLMs require that the sample size be larger then the number of predictors, making them a poor choice for MI in these cases.</li>
</ul>
<p>We do not discuss it here, but many of these limitations can be addressed using alternate prediction models, especially in machine learning.</p>
<p>Once multiple imputed datasets are generated, the previously discussed steps are performed. The analysis of interest is run on each dataset to generate estimates for the parameters of interest, <span class="math inline">\(\hat{Q}\)</span> and standard errors and these are combined (pooled) to generate an overall estimate and an uncertainty estimate that accounts for sampling variation, missing data uncertainty, and simulation error from finite number of imputed datasets. These are then reported as usual (estimate, standard error, confidence interval, p-value, etc.).</p>
</div>
<div id="mi-in-r" class="section level2" number="1.3">
<h2 number="1.3"><span class="header-section-number">1.3</span> MI in <code>R</code></h2>
<p>Before we can try MI in <code>R</code> we need to make a dataset with missing values. It is possible to do multilevel imputation, but it is more complicated and outside the scope of this lecture. To begin with, we will make a single level dataset. For the sake of example, we will take only complete data and then add missing data ourselves. This allows us to compare different approaches with the “truth” from the non-missing data.</p>
<p>The code below is not important to understand. It just creates three datasets:</p>
<ol style="list-style-type: decimal">
<li>The raw daily diary dataset we’ve worked with</li>
<li>A complete case, between person dataset with no missing values.</li>
<li>A between person dataset with missing values</li>
</ol>
<pre class="r"><code>## read in the dataset
data(aces_daily)
d <- as.data.table(aces_daily)
## between person data, no missing
davg <- na.omit(d[, .(
Female = factor(na.omit(Female)[1], levels = 0:1),
Age = na.omit(Age)[1],
STRESS = mean(STRESS, na.rm = TRUE),
PosAff = mean(PosAff, na.rm = TRUE),
NegAff = mean(NegAff, na.rm = TRUE)),
by = UserID])
## create missing data
davgmiss <- copy(davg)
davgmiss[STRESS < 1, NegAff := NA]
davgmiss[STRESS > 4, PosAff := NA]
## random missingness on age and Female
set.seed(1234)
davgmiss[rbinom(.N, size = 1, prob = .1) == 1, Age := NA_real_]
davgmiss[rbinom(.N, size = 1, prob = .05) == 1, Female := NA]
## drop unneeded variables to make analysis easier
davgmiss[, UserID := NULL]</code></pre>
<p>Before doing any imputation, it is a good idea to examine data. The <code>VIM</code> package in <code>R</code> has helpful functions for exploring missing data. We start by looking at the amount missing on each variable and the patterns of missing data using the <code>aggr()</code> function. This shows us that just over half of cases have complete data on all variables.</p>
<p>The left hand side of this missing data plot shows the proportion of missing data on each individual variable. Variables where the bars have no height are variables with no (or very nearly no) missing data. Variables with higher bars have a greater proportion of missing observations on that variable. The right hand side shows different patterns of missing data. Blue indicates present data. Red indicates missing data. About 52% of people have all variables present. The next most common pattern is to have all variables present but be missing just negative affect, with about 17% of people. The next most common pattern is having all variable but to be missing positive affect, with about 13% of people. Identifying the patterns of missing data can be useful for identifying whether there is enough overlap of relevant variables to predict missingness and to identify if there are any unexpected patterns that might indicate problems with the data.</p>
<pre class="r"><code>aggr(davgmiss, prop = TRUE,
numbers = TRUE)</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<p>A margin plot is an augmented scatter plot that in the margins shows the values on one variable when missing on the other along with a boxplot. This shows us that when negative affect is missing, stress scores are all low between 0 and 1. There are no missing stress scores so there is only one boxplot for negative affect.</p>
<p>The margin plot starts with a scatter plot. Blue dots are observed data. Red dots are imputed data. The values of these can help to see if imputations fall outside the range of observed data, fit with the rest of the trend from the observed data or identify any other potential issues. Outside the scatter plot are up to two boxplots on each axis. Examining the x axis, here STRESS, the blue boxplot shows the distribution of stress when negative affect (the y axis) is not missing. The red boxplot shows the distribution of stress when negative affect (the y axis) <strong>is</strong> missing. These boxplots make it clear that the distribution of stress is very different when negative affect is missing or not. On the y axis, there is only a blue boxplot, because no stress values are missing. Thus there can only be the observed distribution of negative affect when stress is present.</p>
<pre class="r"><code>marginplot(davgmiss[,.(STRESS, NegAff)])</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<p>We can test whether levels of one variable differ by missing on another variable. This is often done with simple analyses, like t-tests or chi-square tests.</p>
<p>These tests tell us whether values on one variable differ systematically when another variable is missing or present. For example, do mean stress levels differ between people who are missing negative affect versus people who are not missing negative affect? These results can help to identify factors that may be relevant to <em>why</em> people have missing data. Any variable that is related is worth considering as a candidate variable to be included in any missing data model (e.g., multiple imputation) even if you do not care about it for your research question. These tests do not necessarily indicate whether the data are MCAR, MAR, or MNAR.</p>
<pre class="r"><code>## does stress differ by missing on negative affect?
t.test(STRESS ~ is.na(NegAff), data = davgmiss)</code></pre>
<pre><code>##
## Welch Two Sample t-test
##
## data: STRESS by is.na(NegAff)
## t = 20, df = 178, p-value <2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## 2.0 2.5
## sample estimates:
## mean in group FALSE mean in group TRUE
## 2.83 0.58</code></pre>
<pre class="r"><code>## does stress differ by missing on positive affect?
t.test(STRESS ~ is.na(PosAff), data = davgmiss)</code></pre>
<pre><code>##
## Welch Two Sample t-test
##
## data: STRESS by is.na(PosAff)
## t = -18, df = 47, p-value <2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -3.4 -2.7
## sample estimates:
## mean in group FALSE mean in group TRUE
## 1.9 4.9</code></pre>
<pre class="r"><code>## does age differ by missing on negative affect?
t.test(Age ~ is.na(NegAff), data = davgmiss)</code></pre>
<pre><code>##
## Welch Two Sample t-test
##
## data: Age by is.na(NegAff)
## t = -2, df = 60, p-value = 0.02
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -1.82 -0.17
## sample estimates:
## mean in group FALSE mean in group TRUE
## 21 22</code></pre>
<pre class="r"><code>## does age differ by missing on positive affect?
t.test(Age ~ is.na(PosAff), data = davgmiss)</code></pre>
<pre><code>##
## Welch Two Sample t-test
##
## data: Age by is.na(PosAff)
## t = 2, df = 36, p-value = 0.08
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -0.1 1.7
## sample estimates:
## mean in group FALSE mean in group TRUE
## 22 21</code></pre>
<pre class="r"><code>chisq.test(davgmiss$Female, is.na(davgmiss$PosAff))</code></pre>
<pre><code>##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: davgmiss$Female and is.na(davgmiss$PosAff)
## X-squared = 8e-31, df = 1, p-value = 1</code></pre>
<pre class="r"><code>chisq.test(davgmiss$Female, is.na(davgmiss$NegAff))</code></pre>
<pre><code>##
## Pearson's Chi-squared test with Yates' continuity correction
##
## data: davgmiss$Female and is.na(davgmiss$NegAff)
## X-squared = 0.5, df = 1, p-value = 0.5</code></pre>
<p>Actually conducting MI in <code>R</code> is relatively straight forward. A very flexible, robust approach is available using the <code>mice</code> package and the <code>mice()</code> function. You can control almost every aspect of the MI in <code>mice()</code> but you also can use defaults.</p>
<p><code>mice()</code> takes a dataset, the number of imputed datasets to generate, the number of iterations, the random seed (make it reproducible) and default imputation methods. The defaults are fine, but you can change default imputation methods. Below we ask for all GLMs:</p>
<ol style="list-style-type: decimal">
<li>“norm” which is linear regression for numeric data</li>
<li>“logreg” which is logistic regression for factor data with 2 levels</li>
<li>“polyreg” which is polytomous or multinomial regression for unordered factor data with 3+ levels</li>
<li>“polr” ordered logistic regression for factor data with 3+ ordered levels</li>
</ol>
<p><code>R</code> will do the steps discussed to then generate imputed datasets. We plot them to see if there is evidence of convergence. From 3 iterations, it may be too few to see evidence of convergence.</p>
<pre class="r"><code>mi.1 <- mice(
davgmiss,
m = 5, maxit = 3,
defaultMethod = c("norm", "logreg", "polyreg", "polr"),
seed = 1234, printFlag = FALSE)
## plot convergence diagnostics
plot(mi.1, PosAff + NegAff + Female ~ .it | .ms)</code></pre>
<p><img 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" width="672" /></p>
<p>If we are not convinced the model converged, re-run with more iterations. Convergence is when there is no clear systematic change with additional iterations.</p>
<p>The convergence diagnostics show estimated values of descriptive statistics on some of the variables that have missing data (note, if no missing data are present on a variable, results will be same for each iteration so the plot is not needed and will fail). What we are looking for is no systematic change (e.g., increasing, decreasing) with additional iterations. Also, we would hope that the random process leads to more or less the same estimates across the different imputed datasets. If that is the case, all imputations should converge around the same average value. If there is a “split” (e.g., if some imputations have high estimates and others, low estimates) that would indicate non-convergence. These plots look pretty good with the 3 + 20 = 23 iterations.</p>
<pre class="r"><code>## run an additional iterations
mi.1 <- mice.mids(
mi.1, maxit = 20,
printFlag = FALSE)
## plot convergence diagnostics
plot(mi.1, PosAff + NegAff + Female ~ .it | .ms)</code></pre>
<p><img 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IBiDWUcEHSApwB0vLYBUCHoThWYTzDteNl5yJqdGyboBROLE1SVMXVCBaDTSAAqGqE8QB8vOogpAA1lipgQVMFzTYIGxdBSLgJQ7g/RbsQ14XGf58Mlm/CWnJsl6LiP+LbJFTEkqEanAHS0BKCiEQrN58Oue8kT80bvaFMTwRhtHaDHVQEKnVAB6ETaCEBHEfSsNDY9V6DpucKYz8PLU/rMl+4N+sbzl98v1UYwQtsHKPxnIYEidgQ15FwRoGEZCECrRIg3HqC7Y+jy1jv9Kh3OfN55Hsyjv/Ot+gia5bO3TYJaRCwK0K6DhWEQam1vPYIKQCMqnZ47KUB7T9H2aBbW8hOZD8sAtO+f/PjeC4PufS+5iCMeQaP2AtBFCdrhalcEdZYnAB2rOQBaVCtTA7TfmSdaWk4TaoZVOtvajQnkbosEHb19cJMO9L15IejcAI0sHgVCJXBmjpXeKBegOsqpU1CrUyEZZgCo/r0Php6WXwgyxyKdTQEUZm6DAIVT6BcjqKInKQwA0JlssAag/nEVgA7SE3Tz1UIZ18684ModQPS0/DS8w20DaPC4ocxtj6DjN2+r14Gt9dOJjMZPLXbxPZItAPisCkB7Pz0iWzEzArSHr7VN6rTCLJJZ5pjnzSeYWd8Rtd46XBO5bYBOsHVGtS74VAVMCmMAaGd/znHfbMXq7Dt26v8LQHswPyJTM4zb2HpL/squ2y5BTyvMIjHP0A4BGgkSAJRkbWsEXQGgg/vJAHQwO1vys5ggu/geacg+bCaqHwLQvofje8mqmRug3YYBelpjEHQtgN68/s2xK5HYMOGayG0DlNJhAYKq5nsEoHGCTvDYmMX3iRDHI2kjNhL01gEUVEfaCQ2rqbXiYvxcYXlTWYP0NHcXPif3CJVzpcScF+kDbQPotgga+Muz7MqEzMnzkwOoPUVNcIq+Lx1zomo1P+l9SYWWPBy3GaBpgs4LUE2ybQL0hF4yM6YG6lAP0KInfDWAhmsig4xtDKD5I6MFTctMXjJlB8vCBUJT6o0mGTywAOXr9nKDC0D5w/DA1QM0idBZAWqrbmmCFnTp4SJZEKDcz6Q4Iw+0NkDBE7dpgHK0nJqgaP6gnfyZBSixwcsjM/qpsfXF1q0iNJt1AWgfZDpO0JkBGo9yzr6nPECxjS9G0IYZkkMrKx9qmWlMYSBmUXmYr+0QlPXmJ7bEE5xa7FocIUCByYUu6FDnkwE0rDczbhTJOQbo6VRQfbcNoCEPIgTlpx413TO8zOXpfKa5Ox7n3BH8cuN0eaLSGIx8swA97gKg4FFksrUlgLqfoMantMSTnVmsoqf8LAWonVQ0Li3s/nkm+uR8JURQAag9xEFiOoBy/OxiJ4+1AK0LHQGoSwUuiuUAiklSwpUh3xsGKFhUbn9xudoKQTEXTtzhkXJPmfrH93i7knNHoMVRgJruz8kASglqI45mHHQbFfHzGgDKE3RGgMJKwy7osX47xirexmZv2G55ys9+IYIeqgFays8wtzev36MaPY0pAdB+LEAXeYFFADoZQeEjdvkF6jsNUEJQa6cjAQprqx6g3tm4QoBGaMAQdD6A4pcePGthWAvQ4uARgNpxTVIMSwI09ScnPc+5IOogt8NXjYnGf9KDBmIWRfKZymZ1kQ1dMD/7yV1Q5KJcfoNc1wAUzGoflRxUW/CPLD/19CaTzKLmw3UAlHFCZwNo0Giwf3oSVpjt8dhVOKGR6W8GoLQMFgNo/fC0ynAbQPsn97vuixN7oDTUvgB6jAJ0EoKSh+sAXTdfbrYkcH4hQMH0pXEEJQCF7UH9bwqgvfM2irpfrgSgIUHZKmqptzQ/PUAhBsvN9gLQCoLyADUDmww/h//N/wCHm4DmsHIcA9Dhq0hJnzMbQTYUtygykqdMVhfZEovwcwqAgrqh/EQmBcrNlATJLiAoiHNCgIK/XKxJgGqCFjqgVwNQ+qrna2g8QMNpRJqgmIGVAC0eSjI3Dxg+/Be4OvYL5rM/wH5A1pZOxjaPdqeHgsg587kQ9LPFqZsCoMd4ltJZ1RN/Zq4AMjenn4Kg3lsM+oUO8FAAUJpZD1C8rrIpVcE98d95B9QT9DoBmjRFVNMzAZSZhqkASn3IUrMd+NnpHxWrcpiO85CfUwE0W2ZmPQrauiNpnDavzQDtH9+98/2Ca+MRpENxq8pbAdpnrHYCUQd0SoDSlp1ubVQAVIUYDp5nBGiHI80BVLkbhRMorgig/fwAZaexXwjKrEMui/wSzkRZQlB+/jDb/wn29hgNUK7Q0JI+wM4ygJqIS27Pm89b5S5oPUDDqrgciOYolVU482c2hQ4oumETQe1yIZ6f/gaw2BIAvRwlZjSGoEGNmseyHKC9ADR3OlJBDfUGLuGXAZ2ZLsxCqx2GkCoI6kAdjDxe7JzmzG+ONO75jQHUPkKGny6NWYLafI4BaP8o+y2kTASJYNyq8nh+Ejn1UydnJCgdQUL/0vOl0gANh2b9SBHcLgScDHPqAEpv0KywRjFAkxk2J68ToDk7BPU9GUCz/OSHgMqsVoWysWYtHUzShx3nZ81PkjOwt8eox5dfuqwfrQGcw4668EwWoMdJAFquaoC6agAJTAA0ntVlNhVkHNDRLqjrVY80a9wNCgBq2vCkskcAlKvQ4ViRA2pODvwsS8FVARSY7DwAZc4PTAvWc7KVyKyoRwDNDMZrejIA7VXBLA9Q3WwP8KGTFqXKkeNTQqsC1KewAKBBdtDcyaJENIjlJ75fPUHNSzlIdLBekwKUy6ftBA3u0CgeoF0hQPVZBdBp7O9WAdQRNFY4YwAa52cRQJmmsA4EH93ECoqjau9Tgto5bUHWJgIov3R5oKf+7E0IlowL6nO4UYBCfroUHg6Jh1JnNahfWOzzNeJ5gI5zQWP8xAA90bKNA3TwZsNbNIqtULC7eSa7w2m1mKpsV70rA2ifAWh9xbkLuAb80U5oLCBouA1iRwEabcZr77OLATSYJUJ2lxvx9KYASu5jxbig/mEE+ds4QM/Q974ANP5Y8gDFAAobw0WpygoniwdoNUF192dYP6ROg7KNGNqFbQFA2wkaqc9KgA5ZKSLoLgBa+IAXBQvm7GJ5HhbdMs3Pg5vQmAco0xS2QXIEtV2fdsITuMg7oDUA5S2My6GJNGDDJaiKlPMzeYDqNBxrHdDFAOrH8szfw0OPAJomaFC/pNCDVQ6TEPQYcUBHuaDaAWVqKNh2vgygetolcxMafVHqIvUJVwQmr7+cVg4on4bS24EA+ThY3TwaVBCwxIDLCFoI0JAmQPZE6ccaU+H9Q1BAULNcCKjjAMrOoUHMDAHKed0pgEZ6CioBqs2QM/qQoCdD0GO1A7oaQJEXNuSlBKAgS9RYI/OBRirmgI5yQWMAJUkuBehZPR35NnxhkcQBSt6AEQGAjrgdCFAYEdKvX7NT/+68+PbYFPQxNNIn2obKLZ7jXp5W5kTx5259+ODU4WA35S4AqGkKozmlLEApQQHtEEDBwCMDUGQflKD8lnsds1OeixKVp/nod9QMOYCqekF3vURZUgULAxQOcWGApglKuzrCHkR0QG9TMFpxfo4AqOVnDqCDHdADbHRnbhiJBeiI3T2KAdofa/g5C0A/fgXthfPsP4xLwSC26AnkHD+zy4/DMWknfaLjaJEJT3VQD4Ht/woDoIp0+yCCMX0CRnChv/QY8BO6oOcmgA7XMwRVRUJyoaI8krhPDqCxilCngxFbMiyxbYDqVqclqAFo9NG0Q7q+mBiDhofmB2g7QR1Ao+OS7g6Blx3m6WzqOduG149TNnVRfgavwJhWB+iwn9iLb6iZzB89+snFF03v7DAOoF0YJvum4vq/nVR9qmiLEqZiYvhpE2H+zbmgNkFwTD8GUE837CkSgLqBR2bqFt1eDneIHdFNYOwkJUOExl1FzpUOlgEoSISfT47WihVVwLIAhSNIHqAmJ0mAusuUOHtG31q53G08QVP8bAYo6BWKdqvH7shkyTxARQAtIWgSoF1JToeUrArQh93TPwN/Pnm5+/KoFChF5j9AdJkgBW+qcFmO1/Dc6khLGvE5ftpfGRfUG4sflGLQCC49UnyG48R23LEAoJCgNk4SvS0TeN35CGQPqgmg+MaBiAvqBpAgQbcG0B4+fmbYw7RlbE5SBHXXDeJnLWGAhjNoa3UsB2gFQb0DmgVoR33eMIhtwWXb8NYfySWPr07fUCwCaEXRTw/Qm/vdt9GBD7tPj9+PkbE44xN1JETBmyr9tWMXYwFB7fuT6ACntSiEJl1QtBGi7VRNAbQn0MKh8FIen9cigIJImf4BOp4F3FUb1jqgsTFXH41f92figE7oUA8ldrwoQGHJqoRqFzQL0DMYTuzj9gdMuJvABU3ys9UFhcOS8V4hpWEqG+52DcKcKwGaL5MUQPsSgJ5OiY0NSu8HAxRHZfTxy6TJHhyoTIFSDKCect4B7ccQFJIuT1DftQJ1wNMCB4ImXVBoK2fr1CYBGumkRPGaWzIADQrHsw5H6+9iI/dJIQS3jqjjZwqg2AVV4UxkjqCX1BcNGiwJ0KMrWTvvRrmgPpmxp9OHOQMHLpAHqGpcLQnQYoJWATQY9yeBnOeQbcODBl0yeUl+4nZdRMNY5rYA+vjuBABljI44RQigmYIO5+36SPFIeCZVuseUHDwE06oHgsYBit+1BqBh8zkjEMjNPiUvdnujJEBpGsEU0969UxgH+Hw2AD129iaFbXgD0N7+ZYZ4ywCyLED1Lw/BAKDs83kJD13QeLHoM8oB7VkXtGawJ8PPNoAifkLLjayYADcJAepbXlkXFCycS1pFHqC5+TUXA655c83ShMd9ng+naMKHBgCeaRDgkndtCqmCjhtxhwGaS1whP7UTGiUoaazoYUm+ezMhClDjHJcB1BI0fIzAIid3G43PMNm9fn9rjCQBCgmK+WkJCrmU0oIADfmpCQoSGgUoIGii+aNPaYCyLmhqun4YFkfN3I1EzSvISkmv0CBNRRvWZo1G5sKmAIqmLafsIgPQXgM0AdFLKlYGaP9h173kiXnzo470idamwIiWL3GKvAN6zBL0HH7fwsbU9QSgydSpESd86MDx0xCUHrSeIo303JGmRiVAVcRxgDIFcwD9kGEq8WiS/TtMd696QPVjN9ykHKD4xsNEqPO4edPlKo8ANOAhQFE6uQKEI/Wp1k/vvDQ75SEogmaA8sP+JOo8QYu71XtbsJMAFNlC0jDY2jQxucyQ3b2RNgDQi8vZdc98SX3O6xvPX36/NC4FRlGAasoBB9RUebyg9RPA9AkMEWEupAka9mxG+Nmzs6sMh+iUgOHIaICa3nmcSzBrkSTOApSNGj5FzgqZZLsRpIGfaYCq5DqAUi6cTtPtxzhZBEfTN4F7McnGZxzhcKmnpoDo6A6ue5+WwfEYqyIuuThe7l7V8RAHNNGtTlqGpIcNX9znAQpPJAgadUCDt0EEonVzmKJ3hAEqIrN653kwj/7Ot0amwAoXMLys69zSawDQeEHzQ6HBzv/oaCSikJ/RjrAIQcM5qd0EAD3HAcqWykH7gbGoTaFqG+SKyRyxi08OenuiIhdUAZScZff6icczRrUAJQyhO0eGZYj9fnYXDq/hzQF690ldTQvQeoJSBzTRKwQAegIXxQCaJCiNPE5QtjL5zggdnFJ0GwDt+yc/vvfCoHvfy+4MPgFAe7D3j54hqQ/HCjq0gx6Qkth3GqD47wQ/zbBy8EAwT1PXnWMzlOLCQS4EVf+S1XRpgEbbh10HGnjmVky6h+01dDIOpiJKXFCOnxffq5SgiwHUfN6PDqMPwDsnCeoAav3t5C4/Q9R+ykNoL6UELeDnhADlbAqP7k4J0DjiuHGGCDz9JQChxg2rGKqbCaAVmgKgxtMayhXZWBKgOEL/FqLmHU9gDT9jBGUc0K6nAC0oJApQ/W8lQFNRezNkejrs3U6On6ogygAaFlmnvo1b9HwvD9AeW87plAYowIDt1UgBdKgID1Cmg7UCoP42kaKsJCjjeMQBir06P0OLXuqDxwDKdTlFCEqfggw8wXV+JCW5NWHmjlyA8rjaVP4EwAKmV6lH1w7B+wJgC9pWDHxCgRcfAjSSwo6ETPNTd5gOCAXZsJ4ivl/I1VqAWgL7WZk2DTHbGziWifoEDrAM8A7o8P9CF5S58cBP7os7qcQ1qzAC43oH/Oz1lAESEgiNs5gsxQmqXhygd58ZoSp5vIc5ZWCD2VhBjgdo/J0MAXryF/mgoYmT5CQByloxmoli6Zl6XcFLu866YVcK0M46oAigTEEDuzr1tlXahaf9vdgkkhlPhww/HUEhF9h+GdCHCQ+mhUKcz3ZaOgVrFKCHYQVGMmb0tW/eAcXDJUUuKMfPzmy+sQeAHhiAhuPWLuzJHIw91AqyAKCwuky8mcf7rKT5OQ1AyYTlaoCiV2EFQONjnjGCmnuiTs8yfqqLNwrQYGZ9R5SPwvlTIA4UQJHCOKBoCIYraF+kJzNt0Q6M0PP8zVwu8Ew1x++YFEBPyLEK2uq93fFgKoDSEwmAZmIGKWf52butNRxAj8knVBGUd0BrzL4w4LgIjno5Qcj1Q4agBKDuKJ8/O6rmE1cB0DMQgg8zAkAAACAASURBVEe8FgoI6q2aHTooAWjPAZTpKWMBGnE22cNdF06+KrYk7YVZipTq9gC0HyZaaoBCLDEFDYpUPb60o4TtlgwPUX72Bc5BpybogOeIASiYCJ9KQCKFw6WuAU1c0FjvUZR1YCwArlQPAw7mpwANFuYUAZQePpR+0Asmr1k1AD0XAbSPPb5gblYCoB1y9XtYnPhfIMhOEGQCgAK/gAVo7J2MihVcEy+BSBs+ZrDcnBau07MBoDUEXQCgN69/c/RKJErQsAU/FGhnJ1bCAggLGhbpsPLQDjJz5+3tgkTifkDLzwxADYFgS44bb2fmh+ZKCZ4/I4AStkbs8XiMuUdoMNX14THpGZqeZzz/PU9Qnp8VVp8umJtHKdMriMAIAonwkxsX8oaAbe10SBNUne26E+uCuji5mVKwwQ6C5HpCigB6QG/0FoDiCEHSyBUMQONzig7IOY8NGFXxs1fmV7Jlk9NO+kCPvknKXWRmbx1NCx77dQFBiVHTQWZ+ZlFHD+DhgRJ+Kg9uiOfgABo8Dc4BJRyrA2jfA3iVAPRIAOrvjCej9G6hepAe+xVOPOqRB2g4ReVQY/Zswfyv17/508s/T4advZ99oyECKuuC2ZFaJzuyThJ8xC6gFppjyDXiVdaH9LAuqLeU2Ewpmt5w0lWgHEEPBze3hXdA+8ia2xxA2YesEM4uJjNYacXdsxagQ0O2YMsRp50AtM8CVFezxto5SVDcX+W77JP9zoSgeCZPGT8HfBrwHLzXgi/yDihJRgVAzWUeXvBaPOvbCY6Yn9HXe8zFAzgPLhdnJkFmHgSZppV+QIdHhjwg2uMaBVDFze7T7z6+q7uIktvRFtmfNYvw4z2xqUmMJdnn0/zJArS3AAWGbq4AhhKdKRUGOKf2LumLAGomt0S7A2YFaHJSu1034+fXBUHobVLR2amQA0CLsbcXgGKCsi14NVNPN6xJ1yJ+rJF7hXwkWxfc44tuqXF6tnPgyvlpP1OhPysCu6vAXbj237wAVXeE/ZtwnzGTeptPlY/QJ1cOaNh7mXFBwxWb+u8xAB2+iPDM81332fvdp99+9Ov73Z3v10UQyjmgFKBucnyQ4qAf+2QBGiWoPtNhL9cRFNoJ7eWLA7RnvhgMlQGourXmVBSgdfxMAjRswycBqgbMfV5zDij4SBkn8ILTJCnSLAC9+dXXX3jRtZwm2Q/U8CkKUNPOMCM7dGwGlZsr08E7oY1MhVD28QX35PiZ6Tc54bbvwa/og9dhfjKOYEwhP8lDaMQPz6AOEh3Ab+xs4/Lmd2IGp052Im4VQMPPzxzGA/Sh+iLCkwtGP6s6QN/qPlsXQUT67Rc6oJHZ8fRNbC90thhwzzmgILQGKB2gzAyToBHRDCKTp/13afzSNiYQc2WiVONNjMAFze3IdUSLhlIO6MEpGhlsIeR3vUvclAQoiQXLNJ2eNS/+aQCKXFC2BW8HSvsQoIigDg2d7uwglRZbvOAL1Pw6n2HMRfzsnQt6cHtKgAs7AtBygo4FKLjABLAbO9vkH3RjTnVQMgQ1DmgfPBp1AK3mZ1gu9osIj+8az/Px3Sm2U9QFQh/xJECPHD8RQdEFwAFlGvHIvqIzTZnT4wDqkhxOhHFhsg02JtIpAHo0e9Yk7mnG8QE7ozGiHhblixUhdAaADk2oL917xXU+TQRQ0M6MOqDOxUsR1JDBTrgMbSKCUFueaNMRz88UQOH0H3M1t4cx5Se0s1KAAn4yjRt2gNuGwxw4g55ON3ys7NAsEoL2ZRvwPQPQeMGo/esJQHEm8grKxZqbM7uJ7E+bDcfPBEH9X/mZPAiguLs/mJvIv2SZs/lezsR5XzVTA5SvYMbBjxuCfkghQVmAUscz6oNSgDIjx5E0ZwLk4yDSTaj+yX1D0OkAagnKAtT3U3UMQHHfk3u7oM4/r3OKoPbuepJFAT/h1HlHUL+vrrsUJMmn5HyAJ2PKAtT4vZzt+rTjvryzG2uH028OZkn3CS1yGhrwB55+cYKa738Ai45OcYlrKYDqJNUAFBkF03NK2If5SRvxxL7Ybp7wpIomU5hFALUpYFvwfHdmMtZImogLeogD1Pk43jLDe7Kt9ghBzY2L2pM4ybkApTFZuY/KDVspD1vZTQXQPgZQ4IA6OoYlYEvy7L5bHIztO52D+ZkmqSe/uFxNsajlpwPoBYyBC8oC1N6jEKDeMtESH/PGiADUX4LOnu1ufXioxyHU31UvpOXpFwWoXqgE19rEokiJa8Kr9/ZDu5H3JB815CfxIIAGqT4fUdHCy5h8pgDaBxsEsRNN6TkdTXLzpxRAYbfXIbY/IY/DZKGyzSBzGSmnWNKBg3PIiLs9IzxHYk2AAl7qzegnA6htcCcd0N4ODgUO+ME2Mf2ZBEDZBbGdncnZ29YBjIcV3RJDfza5G7ZmUgsfbFqRT4wTre0oVU6GyXT5Mx6finRSYjcJnTxbauAxOO+E+vYm/AIcvkF0l5Lj0VQm6GljY0iKG0Tq/s2jR3/bPXNXt4Qm+aw2Owbts8y5oOotDHtH4IUBQcPXJHFBcXoSc5aDBnyrC4rGDTRBJwJoNEUIoFHQ4vZhAp78bTiCYgd0KwDt3xqmkEwJ0KPpbkMa5hLSeXdnQyUUcCjTDk4Cj3Xs6J4TphEP1oODNTcV/DQOsMLoyRA0AVAFT43Q1GPQ4YV8Nk90jik3QoNskeyW3pl52Giupum5OPT+ZYL5ybigXPkcj7ZD2wOUjyCp0HwuLqjSt94a+uK/0XVJ8yuzP/cqQaEJQEm6h7+OEQsLG/FpgIZfmXBTU4O0hj2gbS4oqVFd5WygZoAGdoFc0EhbPzLIy9wzkm/OLSUALSfoHE14P+/uYstP/2w6gPYsQNXzbTLsi8yOoyGI0tdS1Lwj/v9w72A6SqIBz+zIpmcJ6AGooBeU4adNDwUkiJA7paMmBNUftqMARVfBc13X6w/4hpPADhahnb4MF1XogoYFdAwA6j8aNQ6g/c3f3lUfQvj4FT0b5Ge1EYRyDii2JveTAaj+A82+A6IuqPmbzGxwSYwDNEwrfiPGQjG3oSkkr8SLRxHLB71BukwdQMPRWghQns0xfJbzk3NBKT/XBCiad3ex4af/fjqAsqPm2gFVP0GR6SN4wxK1VQAoPTR64mQpyyBUhTudet+jiqKhYne0HNJo0sl8CxPF5e8BEQoyycPT54ji2PQegGM4BPY1NW3JXHf/xB/s9pZ0KD0AKFdCviYNQaN9AGnx5vOR+hDCMB/5i29kVsOX2J9vwIPQyDhCUnlI9IwZkEb8gevo9gBVw804AjPnJEwrNwTfQtCwSXEId+yKzJrIlKkfOQhWsOcAGsNnFUBDgm4KoI/vds86qx3mNKXbUJUADfeYBI1VWGRgcBsIoY8DqKamikhNMwufErWqsZCfzNHzGY6UU4KSzh2ULH11oJ4pw5DMvTYPQtBjAqCd8S6DBjxI0klvlksNEplu2JnQozehBmiiDyCpKvNpjSACUBAiAKj7eeQ3BLD5PR/PPq6gbeXiCJ/545FtwDMOKN/SZ26D0+d/k/d9GKoJoMb2MENhC4/G3CXwWQtQxjHqtwLQ/p0OIHNoR00HUNUyJ/XoPZy4b+X9UH7sB7TLwYtPzzOjPV2KKQf4gPBJjW2oDhxGu8Oui4Lh58n/6TvOsOMZFiHTOeC72QI/3acMJtkCFHXF43FjTdATtUfOBaXTcEBTwgC0i1ye1iIA1cITQNhn0KccdCbFPLyDoYffMSMBUM4FLXVAMyWaAyh431OKR6ZNlAAUmoSHqAPogbK5644pfob3TOX5QN5+1AFdF6D9k9f+2CPz5u/ujgYo8vcIQCMOaKwI3BgIHX/ue0hL44IeYUve3fcEh6tr+YncAfo5YRCZvinoBWD6ZI3KAOqeUj+MRtKu2us40oGfnF/lk8R+gTjngqKeQd2xAvKwYYC64LwT4wcxz/RUIL2QWy1Y4h1Q0JDo2G/Ec8XEOaB9PUEZB5QBaGTYL1OkZ/PqQAddax7D7IgVj7TGAe3J6yh0QMsJOgtAqZJf5iwE6MGXKO6xBF1sBKBsAZr+8MPhEAAUEsq5oODuvpzBt2mr+YnbU5igLD9tTF34TTqj2INHY/QpsItGiQPaU4Ca3YIZv8onk0tUAFBcTmRkhQC0hp8F5jPBht5KtsdW/RFkmvQ2gjzwsxDUOkR14uhGiJIAZVzQ+QDKdqhcMkLS0AjQs3p3hCcMQI+mbALxdXXm75mxomAEsN8wQMelQMk/qISgAKCkyPgicB3ieHWHaoeGb10bRLta7qfHY+ytWPxd8xPEi4/MEHs4aQnadTEntAmgXfBG13OWYJwH61eFWAAJ5ZLEuKCoxdZTgDY6oCsBlMk0ckGxAxoYieaBM+iYAwrePaELir+74GOmKXLBoxlLTBJAV+q+fz4Uir4IoJGThqDAPe99JXERx8ZRswC1iXePKsrbbQNo7xrYeAOlqAMae0P7/kcyPsTOxPGmPwDUDHZo19DehE1rMT8NoyhAAT9dbBppHK/CibHuJ0SyOzhkjuend0GVz0M/glaOtjNGCEqJ+QlSiSk2MUCn+CJCD4a8hv8zlYBcUOSA0tesa42aurQd6hmAkpt6gB5QAy1IkQ1eQVCWn6ovG5lfG0DPQ59voi9zSAyKGVgHEzM3qEoTxMneAvaRgdO3EKDGUroeErQdoLDH8xDM0Dg7gtoj2kd1fduk8xKrnJ+IoIifcA6U/h0jaMIBRXH6g2e1SIY4Xwig+oEFgxDnvo5sYScg7ehdCqATRQAByjndEKCIn7p6feaPR/yeHHDCz6Xoff9xANDhCjvI6ZQAaJULGnNAe0RQHrMFDmg5QPWaExh1pKXedRGQxmXuAVhy6wFqX7ZH8NLwPUzhlDGmDNEI9MEacAhQFxBNdQKDTKfQs3Cq4acJjQBK+WkI6rvf8PNbBFD89KmHGDdgdYbtiFDX9ahMlEFWkY04Yb6wjoEDGr8yr6UACvs2+F4LQNAg7ybTwVCIbtPYliofqQ5PCHq2g6HOGuBvVbV0xUk5QaMOKOywZYDe25vHb9Rr1zk2HKoud6OS4bTlkKAOoP5AGT/dKIP/G50uJOjOAGrtBI7nxADKEpRM4fEmGDzPpBEfeKinEztBvK/lp3dBAT/DKfhg5TklaKIF3ztDIK9X+1R6iJr8ahcUNeB7fbrEKIHODEFhgmYG6M2jQSMiIAIAjQzleYCG/ATDyfiig/rmkCIonxBr3wFAETBtZFq6UpsByg0G9L4S3dk2gA78LAKoscxghhTJFGidVQoNZlwLQM1UeDegk+BnBqBghF39nXFBw/bQKbLPUCU/DUE9QFl+oglNBKHVAIWPsWWoza4DKHXKawHKumE+PXGA1t2GNZ9fv2azdefFt1siCIRHvJJBzuGrYxA/DcfU5ADQcwygPp2AXbophiIcxgWBU3qi2+4kCpYAlLvI1aF3eSORZwB6PDLLAoD0d7Loix3Ejrt74ESVSh2Qj3A9AFXIOejWj4cYC9DgGAWoV8wFpXNu/Dm+2hoq0zizFukReyAE9Sdi06+1bKzgAC2YDnQ1qdc/w89asPWh86LAHfHom+/DmI9ZA2/1bGoWchNA02F4fsbkhuJj2bZROIACRjobNlnV/dq+kUZhU0TQiGPph03d2BeKwYUs4GcSoIMJws6lFEHVzLu+GaGHOD9vN0CH1R3aiKYDKOOCgnEkDqDsEpOWmjxogqb52VOEusNpgPZmwNf/eWTWsJhd9nrtgqpmattbHcUZEjTvgI4G6LB6+MU3Hg2Tjz969JOLLzrBbkyJBy0IVAdQo+ClFkZhGl+o5U56YuDolH0TAk0E0N44LziGQoAegxc61UHv8xhPdQDQ3myT1uC5+GRcB0Bd4NPJzM2M85Ntw1cAFLmgDECP4bL8Nn7auQRH/SseQ4fWJbmjaX5igJp2JDdrrrNdZ4dp+Mk/fUdyJHVViULzeai/iGA1yX6gyPePXhDkqaIMVSOePY5d0AFeyIjBUCAyaeNiFBI00hUY1qAhaCtArQHEAapMLz0pAzqnOl1d1+KGokV0VwZQY1ZZgJKjCX4mx5FYB5TZZqexM6a3fblJfhozsZcc/FGcBHoZ6HNy/XCkYNxYpgKofjWNB2jQgeYBmoh9JEDdFxGsJtiRHvNzFoB2EYIC27M3huHQ5yPpHCbirha5oIcSgLLTkW3YVIG6+o8CVDcruXi9Ol8SxgG13U9VDNW7Arn7hmktiWSvAO0tQO3fMwK0ZwFqWvboRDt17MZwyQiG3LsgLQD1DiAPUH39ITTiRrlHvQYtIwEaLDyaYD9a5J+VA7SmDLsjS1DY+jE3BqFUrycKS+9NGJp3QWND6yAvZvopjSGYUBTq6NqEMYDSuUV8osH4EgRoHUJ1QD8VPExsSSy7BWhviGP+ijR/4qAoAWgfe/7P7msNdLZmKvEpqRZztvJZguICZGKws0bgMDAuF/SXatdMwk/GBU0kk01ZVnmAPh69mQ1u3yYuaH+d6g7MkKAaoIig3tPr8Le/OICaaVcWeFmAxobWYVYio0B5gMKOXp6gJpk5gBqCwha8UzFDdSB+ToFObUEkOwMoLijYB8lbRuCCuj/Z0mFcUDs5Mlj16Nui7qJRrd5DSb3r/J9s1cODPhHhZUczZAsynQToyKxwMZP4JnNA2SY87vN8OMlH5ZQOlQAtj3mIlBvcQyOYlhr6t267Bytkg3uDwac8QQsc0ChadPAkQH2MMYCGd2PTPOTdOaDBI1CCUOxyM8m5KoBG7GIsQE34YD8duJGDq6uR0CmpdNDX09tKz/Ozt/yEx2DB4ELSAC1LdFb+FYQOzwjQ/sOue8kT8+ZHHekTzUYQ1YErcSiUraoy1CwMCErmfHVdb3fQDgeOeAfUtXdtYz5WvKhBqzUxQFH2WIC6g+h2rEVAgIa3zCOUDCZcIUAHrOUBGnO1YmuI6BEz4ROHP8MP1tqLxjptsfnZUDb/p4TYqMNZ3HGAFqG8WLwLOidAh89yds986d6gbzx/+f1SbQQR2RoqdEFrHVDTxEXZ5wAK8dkDS44B1Kc3GFTCST8VOqCxp8egnY29p+8HLhUHHqARgtpHk79nBqF0TjWXnCKC7gqgoadufxcCNNkF2scAOhxF/EE7ibne2OmgExUcQxvHT1gutPAmBWjPuqCzArR/53kwj/7Ot+oj4MX3mSCBfFU7oH0fdIMGk746M1+3C8NE+YkTHIfoUO1FDmjKBT1GC4f612ESQKpKAcq14H0ciSqAp2IvldsOUMCs6ENHKi3jgHJGbzuqEUDx5UM6FuEnLYHDITjEid++1pcLA9DW9DE6224QdIdU+Kro+ew/+fG9Fwbd+15yM+94BIxi0x6gGgEKJyLhSUooMrUfAcanD5QEKLjCraIPoEGIAyuCZiawp2Dz4z4M0KcBihKUb8OrzQNSAE0hFB8XgE4FUNYFNcdQbz2+vG762RiREsiMafhAjFxZBIU3cWbqAFrJz7pJHGMiOJQA1OesxQG1bhrTTho+gWD4SS9mAEpvji5S0bMMpdvHRONDPa9JgWB9GqA4MWUA7aIteBsLb8v06JUAlIbMtuCnAGjvAermUDKLmJbhJwPQEgeUPRwH6NQKCbpDgMJnrMAFZSwicR/co+kICmbtaoCyF+tQCQeUpNjFQyGKNydKOaAxjxN+bYsJgDJA4Y3/zgJU9QWnHVAdD1MTwSH+Ebn1AHVKPHSYoIFlBuJKm15UuMhrDtEiSK2LcUEiJ0xhzM7PEKATtuCXAih6vgtcUIaf4WbAXHywpasNTXueiTJTwXIARQR1P1Frfvi/500pQOHRwEHGwXDdIsOkPmC2E9QMIXV9rgYZgpa6OyUPugAUKwFQ31YSgNbJj5dq7RKghZfovPH8jDEUA9QR1Hij2vXMADTNzzhBewBRM4fd9rcm4+MV29Q0cl+UBhI244Lal3IeoCFCi7NzywDawk/0Qs+34PuwdE8nit3I5z6XEUPQ9AXxyVE6Wwvw0zQafcnuD6C4FBsAqgAWQyg65hvxalJTfDUsuiQHUL4R7wTb8ho3TQDtI5ua2pPknvD2NHAaoM6iLtnKVyBux5f3twlApwIoJGh858YltEuAEhc0acCbBCh9wHMEjTehOYQyo+oKnHhW6EiAZggKexhOwGnI3ZooWXtRgHJjODmAmjBRr57G1rLeRQDa4zZ8vgUfGAt6Gx+Vpa7pgDIATYdPnR+ytdDLADVCp3RAlwJo+TUcQOFDHj7yYb+hQhy10iRBs/xMNeJpqgbaNDmgXeqzBYzba//ljDRFUDC3uAygoB1fMd57uwDaxk/kgpYAlJ3xDS5c1wENSiG+P7rWZgB63jNAa65Rk4Jp8I78iYlKYjgy4+r9aIAyc5lQiugyjaIb0zukCJoAKBe8EKDl9aczVTNfRgDaTwZQ4IPuCaDJs+fzcnkBLuikLfjtATQc9uUa7QChkZmdoZHGC44u7OBDxRrxNjEgnWfcaRi7L4leXR9FaAyg0aWl0WshPysUX6s3QlcBUDLgnHmxcC/fzQCUFkOXJmgar9XfiRsh74JeAUBJYC60RyhzOhhXNxEXJS4aLNKI9yx351Vl+U7Dotu6aCLfbw2P2clTERuNTOrvmwHKTmkaq/0DNPfIeRe0yAGNzPj2d1mXn3UAzbTvF+Rn76cy3gKA5uZu46CRsMYN5U4f6bCQjbkkbfFQXCOe7U3Q7YWqTkP8FaPYxE0svYtHzEajLmjBvITltBuANjqg4wDKrcvYFECHvxKU3BBAvQt62wFKQ8aDxqeGcqvJxwM0bMST+4Od3nv3Jii6K8kGg1AeoIk9yHIA3QQ/9w/Q7BPn2/CFAOUnLIZzodZRDUBzQ/TLZsW4oNPyc+sAzY0Rx87zqzVKmJEKQxrx4cYkCKB9+ahLkI2AoFzNxvfWM7dnL9+UA3qNAM2OrbHDxc4gVgYoLgj1R+IDXQukp1jXCNDCOTahSrdbrAxDCBqmbjjiK6F01IXLJkFoDKCJWAWg06QgHSr/yDmClgLUVQ3biNgPQLfFz76/SoA2RJ5QHhqZEKjDkylt+6kMF1sBQCPdEHgwKQLQVLw8QLfFz90DtOCJawYoqSLckbqaQoCmP9C1IZ2ZOZIkxE4AOva136o8znIB/Ii7mrTJnMcHm/nZIye05bHhO0EFoLUpSIaqAGgxPyMLmjcIUPM7+YGuDenaANrcgI8rS9A8QM2UT9xYBwEq6yCZSYfQpseGc0FdRALQ0hQkA5UC1FdlMUCDGkIjUauJAWjkAzPLpKdG1wXQGfiZ5UaJw4jmbAbnk/uBcNElg9t2vAC0SY8eZb+oMA6gRfViXNAJAHreAEBxN5b+dy8AzTlQDYW7XYDOws8cOAqwAqcuMY34OoDmM6kevLanhgHo1vg5B0A/MtB88or6ptdfpj7KXZKCVKBygPY1AI24Ss2WMKkYgLJf6FoqPTW6IoDOxM9MERYC1P0REPTyd0XCizIZWZpUoJCgVwDQj19++h+Gfz+8a+YJP/uzcSlIhCmrFwTQst2QI23NJdc+RiUAhVoJoNnL5uJnugzrscICdKpZri7OxqcmACicYdUW5dSaDaCP73bPvvFu/9E7dzsN1OYUJMLUART8kRVvpRsDKCiW8BNdi6WnRsOnfRKnbw9A5+Nnkh0NWMFlrv4qnpo9YyaV4gDdCj/nA+hb3affNX93Xx6VgkSYwgcOQnMUQJdd/BjRngGaqbKpAXrz6NG4CFovmxctcXo0ATSc7146x2D2EWayFHB7DuhsAL25f+f75sCHFqWNKRjNT/xF4rJLIhW0AX6C4ogDdLP8TBZhS+lytvHktT8e3uG/Up3wX0z3IM0C0JnRUvi580Ix091Xm2NARVzQKwKo7Qnt0c+mFMQ1I0C3LA6gBJlXDVDTa/TQ9MHf+XZtBI33Bedmb9ry/GjDCrNeaL0xMiyymHp7/Nw1QMufN4/N6wDohvmZqrZpAPr4rpr6cfnn02/3N79+pXNtocIIWm/szyzZtC04nFO4XqhgD5Ql+Ena8NcE0P6tzr74xzfheVX0R95OgOKSw1+JXTI9lZoboKb3/a3us+rPm/vmR3EErTe2x5du26YPFojZKCfbxbsMPwlAucMraw6Adt0zf/H247vmxf9kgkEkTjXjOQ6bt4GfeYBump8JTk4C0I9fVoZn/ukHj3SWFzh/XWyDz6nFNuKbscKst0zkYjl8XiVAb16zE0DVYNJrU0xjYlQ1Hn67AGqLjJQc/Ezssump1NwAVfbmO45m6kJir1vSNQsZ0o6VcJ+HeEaW5GckS9vh50xLOR/95BvPd53uC810QTUacOV8IgvOqwDoxvkZBWXTFIeYB3pzf3mAroyWEVhhVilHsrJoHvuJ+ypm0Ixr4T/66aXl9PGfT7KUk6h6QrsB5+3gZwSgmc/EbkizAtR2fj60nfAPZ+qDpxcu1Xq3CigyBivMgvWVXWyjKwboVCkIVb8g6DYCNCi49GdityS++iYC6Idd99K7yvFUM0Af3+2S85gmAujS+Awb8eOoEj5TTH4WzyOfqw3xc5cAbVgOdLsAqsssLDj7ndjF01OrWQHa/6jr7rz400f//yt3Xvx/f/L1Lu2ATgTQFdBCCToSK+FTFeRojUxy2RKAVqWAqmk5pUbnNQB0B/yMsHIqgPb/0w5jKr2Y7kOaAqCrkIUSdDRAg0Ohjz3qDm0SgAad+B1RXXRty9EVOm8LP2MANR/aXj491ZoXoP3N3z1vjeuLb7dEUHXn5VvvVpAkM1AFZWutTE46WDa9dgfQxu08rgagu+BnZCv0loii5nPz6KLMAGYygsIr18Nnj1gyB1Z8xlbM5KSDZZNrAYDevP7N6UZBW7dDun0AZcst86HY7Wh+gM4fgXmNrYdP1IifBSt+zcYmXhKRA2tqZ32g7dvJXeB5a/ipCi0G0MXT0ibuWxIt8awL9YktaQAAIABJREFU0HXx2QOCzkOVbhMvidyBNbUvgI7YjlMAui0tB9CJ++BpPK1XT6R5AWraOuvmctLpWlNrVwAds53xdQB0RwrqcpcAbb12OhmezIWVDbwkBKDjUmA17nsaAtCNaTGATtoHvz2d+E/ITqX1+SkAHZkCo7HfIzreIn5uwaxHi1RnY+2u2Ae6ESmCbosq02rS9QJTazcAHf01olsF0MRmObuRAHQi3XaA4sxtLKfTA/Tm9XtUEzShxn/NTQC6NTHfg6xXrBzUNND8J+VuA0AHH3RbVJlY1wXQYUNlovHbiU3wNcxbxU8BqBVbDr9+zZrenRdnW4m0HV0TQLeW0xma8E/ud90Xp/VAt/A14W3pNgAUM3M6gH78Cnp9P5t6fd8KgG6OKlNr5gVXYzRHH+jN/cwm9HUp6DfyNeFN6TY89jMBdGgCvfjGo99cfn706CcXX3SWLyKIFtSVATT7Ha+6FIhurZgP6tYqNJ+H3dPwU/BzfZNLtJyuDaC9+6LcFCkQ3VrNAdDL2xtvoDzXV2FFy8lhc2v8nGsa01vlLqgY8BXLY3MygAYLj2b6JpJoQV0dQHvVBTVNCkS3V0sA9PFdAejedX0AnTAFolssx80pm/C4z3Ouj8qJFtTMK/7bJQAVranpAWo/Kmd086Nupo/KiRaUALQ9BaLbLAPO5olqjPk87LrumS+pGcjfGD7t8VJtBKLNSQDangLRbdYMAO3feR7Mo7/zrfoIRFuTJuf2+CkAFa0sjc5JAdr3T35874VB976XHcwU+9uF5t20r10CUNG6mgWgS0YgWkIC0OYUiG63FDsFoKKkBKDNKRDdbglARQW6wHOD/BSAilbXBZ7tu8UIQK9EAtDWFIhuuQSgorwEoK0pEN12jfnclQD0WrTNXaMFoKLVJQAV5SUAbUyB6NZLACrKSgDamALRrdeILw4IQK9Fm+SnAFS0bwlARWtKACratQSgojUlABXtWgJQ0ZoSgIp2LQGoaE0JQEW7lgBUtKYEoKJdSwAqWlMCUNGuJQAVrSkBqGjXEoCK1pQAVLRrCUBFa0oAKtq1BKCiNSUAFe1aAlDRmtoCQEWiERL7E62pnH2NtE8xYNG8EvsTramcfY20zwID/kAkatUEAF07C6IdSwAq2rUEoKI1JQAV7VoCUNGaEoCKdi0BqGhNCUBFu5YAVLSmBKCiXUsAKlpTAlDRriUAFa0pAaho1xKAitaUAFQ0rR503e/9V//ne133XM3ll/Cf+iU88P4PP991T/0h+gW0KED/5SskcaLNaWv2JwAVVeliwN1n/J+VBvz+q5fLv0YPqBj9LygBqAhpa/YnABVVaTBgYIKVBvzPnyM2+p5eL/cc/AUlABUhbc3+BKCiKikD9o2oSgN+0D31+e6pv0LRGWY9oI0rJQGoCGlr9icAFVXpAW7o1BnwQKifoyseOHfiAW5bGQlARUhbsz8BqKhKFzv7g895W6sz4CH0xYjBKIAAVFSlrdnfCgBVZvr+zz/fdZ/87gfD4NelPD7xZ/bs+z///csb5gvfdYb8ux8OB576wnf16Vcv2dfjZf/6b8pLTjSVLnb2HBgJ9QYcVNxv/3T4+28gld4cmk9vOku9nDIdT/4Xud0sANVJ/cRX/7tL6neG8ddfCkC3r63Z30oA/R+v2vT+9k866JSrXt5Bn/wbV2BGqhgGgP4XG4Z5Y4hm1mDAw4ClqS9nwNGK+yNvwJcwl5/vuYtXAqhLqr2bSeqn/kkAunltzf5WAui/M+l96j+9ao35a6gY7DvG81Nn7v1XwQHYGyxaRoMBq2rSby9rwEHFvQfqyRqwunaoQlNx6wDU3csanbOxfyUA3by2Zn/rAPTynvjri4/9FfvG+MXn9FthODW069//OTjwh0NL6x//RJeDAuhTf/bLD97/AZNd0ezSRvgA2OlQCWzFDTU7/G0N2FruA1BxK/SBPtDW98FvX9Up45Iq2qq2Zn8rAVRn6b0O/Bp++HUCl0BDZt+DbfuhyAaAmv6PB8GsV9H8cm9xbYTGgIOKc5NCBtfAnLr8/Iz513XjrwBQ1wem+tP5pIq2qq3Z30oA/RrMrP415OlN3yqnw2smhCs526MhWlbm9X0pfFVVppqCinsTGqapJntsqMOv+ehW8EA/BcYffYsuMhVQtCVtzf7WAah5AdBfcMDMvi6Ufvff/v3nOgtQW1QC0DVk2z8PXJvhuQ/CigNzRVw1+WPvoW6ppQGqesee+oP/YFLAJVW0WW3N/rYG0I72/b7/iz+1/cMC0A3IGrBpCjgDxhUHLNr9hN360OlbfB7omzYNah4Tl1TRZrU1+9sUQMFQmgUoPCQA3YBcD7xuRGkDDioO1I01YDR/As4gWhygauaxSwWTVNF2tTX72xpAiQHrV8snvvBv/+M/fUUAugU9gLb3qV++RyGkxXgAxMj9SOAaK5F+8R33HIkHuittzf42BVC8ysrkykyM/RcB6CbkDVg1olwTClcc0wcFJ4/4bvz1lnL+7j9/x7b2pA90P9qa/W0KoHB4zGbU4vI9acJvQsAOh0bU/+VmldCKI6OgfsYFOLgGQM3kpUHK6sKkijasrdnfpgCq5sf6lVjPAVwOk+4FoBsQmYVsepNoxXkLtbN+8VbgdhbKSvNATQ601QVJFW1YW7O/bQF0yO2wzOiD3/1AD5S9qZvwutt/OCAAXVnQgHUPtV0JgirOrgT5hV0J8ia4TnsInzHRrTGNya1u+4xJ6l+DpIo2rK3Z37YAiqYaPPcBM/VAALqyoAHr6nnO/YIDnGQtMlz9YU6rv9ecxmSHElxS/0gGkTavrdnfxgD6wXtkp5wfWHh+VfdqCEBXFjJgxSL9J604shsOXXdrl6OtMo3JTWj5pDaln+u0y25MO9DW7G9rAL201vFejb/4U/Wn3YVKALqysAEPdmgHRX9IN9nU+zGqlSFBL/9g+kPtrTMK/4/fGR43v3fkby9/y36gu9DW7E92pBfNK7Qmt1ryXXjROM1sfwJQ0Rzymzng3vtaCUBFLVrM/gSgojl0Mdunho+wDKOiZHFElQSgohYtZn8CUNEcggvnxmx7LQAVtWgx+xOAimbRz+moaJsEoKImLWV/CwBUJBohsT/RmsrZ10j7FAMWzSuxP9GaytlXg03e/OrrL7z4hv3r45ef/oekATfcQSTSmgCgk6RDdJ2aA6CP7yoyP/t9/acAVDSfBKCiNTUDQD9+ueu+dO+VC0K/bP4WgIrmUoP5VLbBRKK4ZgDow+7pn13+eXLfEFQAKppPAlDRmpoeoDf3u2/rHz/qum/1AlDRnJImvGhNTQ9QwMsLQb8tABXNKQGoaE3NCtD+re7O9wWgohklABWtqTma8He+7393T/9MACqaTwJQ0ZqaYRDpre6z7vfHr3RP/70AVDSbBKCiNTUDQB/f7Z59413zxzCnqROAiuaSAFS0puaYSP9OB5B58UEFoKLZJAAVralZlnI+ee2PPTJv/u6uAFQ0lwSgojW1yGYivxmVgivR+bx2CnapFQF6OIy8tWj/2sJuTHPfYR86C0FbtCpAhaBXLwHoViQAbZIAVLSmFgBoMA9U1iJzOgtBWyQAFa0pAehWJABt0roAFYJeuxYA6M3r33w3cVoAqiUAbdJ6AL3QUwB69ZI+0I1ooKcQtF4C0FunXZWqAHQj2j5AT6e1U8BpVYDu61nfi3bVMyIA3YgUPDdN0NMmCSoAvXUSgE6bguuQALRNqwFUPeV7etR3IwHotCm4DglA27QuQIWgM2hXsxsEoBuRZueWCSoARRKAzqUrB+jN6/eoZBpTVoacGwboSQCKJACdS1cOULUDKJbsxpSVJed2CSoAxTIP+Y6e9Z1oX9PDZmjCD98z/qJ4oHXaA0A3OZFpLYDaZ3xHz/pOtK/ZDXP0gQ5fQkr5nJUpuAoJQBslAL1tEoAOBP1sPlRpCq5CDpybJagAFEkAOpcEoMNnkfyXOUen4Cq0eYAO8BSAerlHfD/P+k4kAO3xlznHpuAaBLC5UYIKQJH8E76fZ30n2tcKhbnmgT5KfsajKgXbfHCn1R4AejxusR4EoLdMtdPDVn5e9jGRfotP7qTaB0C3SNDVASoEnVb1AF31gRGAbkLQCLZJUAEokgB0LtXOrxWACkB3ANBLDQhAgXYM0I0POjQAdM0HRgC6BSETEIDWaB2Aosd7ZwTd+Ed0BKBTp2DQBp/cKYVNYIsEHVrwvQDUSgA6myoBuvZG5ALQLUgA2qy9A3TxHQY2/hnH2vm1AtClALrNvTC0iAVsj6CqBd9vsQ2/AYCOIugKAN10L2gLQNd8YASgW5AAtFmrAJQ83CMBumyZCkAn1VUBdHNPv9UOAHrhpwDUascAHbIrAJ1OOwHoeIKqvTA29/hrBfW/OYJqgG6xE3QLAB1B0MVXyO4GoGWFuvpG5NcE0M0ORQlA2yUArZLO7YYJeilKY/0C0IlSoDTWyPT123v+lcLqbzWI41GBbmrpLlABqNW0AF3SLLcO0KEkzcTOGoCuR9BrA2hpNIvO7ZsWoDMgVACKFBhHs7Us/l7fAUDPAtBpU6A0DUDLo1n0u1ZTArSfA6GmBb/FUaRNALSZoLVmOVYms7sAaFGhrr6P7l4AOtLG3NWF0Sz7YUCm8hvtQfuJkyPUAnSDLmgDC+g3D6sj2D1At0vQw+Fi+eUA9Y+JADSjyQBaFM+iXwbk6r7NHiw3p0aoABRpcoAuRVCX120DtC9uwwtAxwA0ciWDDnBxkaku+1UBtu6bDMJnfVKC2i7QWwLQsRFwltFkLefTyTRXBaBGF4D2fbkLuv4+utMD9Ob1e1RTfNY4NLGY88CgA15cYKuH/QN0UoQ6B1QAOmgSgA49fRqgCxJ08wDVDuh1A/Tjl2kTKf2R46kByoEDAzRrq7WbYo/UPACdsB0vAEUaC9Cz01CaCwIUZHWjBNUOaBNAZyBoyeMzQxP+yf2u++LkHmhgYpE1vUc1EJ26NGurtTsSjpWueUq7Bnug+Z4KoR6g2yPoRgBavvLQqjeWaOp5iXLdDUBLO0Fr99GtfBxWAujwWfikz1mZAiNiYV1kTZpes528NGerC3/y21Q8hd0EAJ0KoQJQKN4sSrwlwE6lhQEKc7pZgOp/C13Qqm0gj9WTpNcC6EDQ4q8aNwJUN9/Da808nsSV2Ub80l/8nhKg4UUTINSPIQlA+2aAEngOggBdgKBXDVBDz5pnoSjsPKPwj+/e+X5p2FaAstce7YTv+JXcAajD3AClU0xtC54mu46gl2dz4Cdz0WiEAgf0OgGKg0TMou5hH2SKcjEXFGVjkwQ9zwVQ/wxUPAorArR/q9wFbQJoZEIwX0qhaaaMdfbPhdFJ+hCgx+B4kbRzM1zNXiQAHRkBCtMGUKZiMECLCDqmJnFGtw3Qsk5QWqaRJwY13XcC0P7Rb0pDFtckMLAuClD6o2cNM2GrsM7mAyiM2AO0jaCubagu5i8aRVAI0M3txyIALdX2Aer5WeaCFgGU9HyWF2BZyN1MpIcG5ucv4YvhPHLuuvQxrdkBqueYgphVtTvX+UhOZAR71mYCKOwC3Z4LujhAY0ZR96wPIgAtIeiI3hiSzw0C9DwWoEwph/1XxQV4PJY8/zsFKHvxkQUoa5bRcaTpPnYTk4rzQE3FL8L0IXMAJYO65tLJCYoc0OsEKAwUtYmkscQd0BqAVo6CINF8jiu4OaatNwI08cRw3f8C0OhoIl6HE1zGR4Z1aARouTm5Saaov5z3nVNWSqfECEDnjGAsQBMOKDiXLVpujl6ppgbo5AS9xNgC0CMUfh5Yf720/Mr4uQ+A4nHKLgJQsgzH/opYJX+4cadcdvSbl59kan4FAPXZiEcaTonxcUR6ggrTF0oAOi9Ay11Qbo5eQocD6G4PsrltgJYQNORnIO6ywgLcDkA/fplMq6/fDQcud8MX+D9Icdm/YkbJNuJbd8rleMYLjfEf9LU9qtQCgvJ3SwJ0BEExQLc2irTQPFAXKmER8VNJfpa7oNwcvYQOXlMDtMJjKI+ybwDokbhNOXr2peVXyM/9AZSGd39G+oqjNsmcCDcBLStEvQNXYFJc1vAY1aG3ZgCCgKqPrJJnrddcdbnp+RzsRtC1AxSPIQlA1wNo7UxGu6XDAbmiTmNKbh6ABkOrWYAGmCxJVlEBHgt3BF4AoDevj14LjwDKXx6uA+/dNbzCU0yRle2KbXZAILXHvBxoF+uBAWifBGjU11VXKVhODVCSum0RdA8AZSuMA2iaoNxAY0o+PSxExwG0ahipIMXEAXXRJ8p7mPlMI54SoAWhdtIHasplsK5YSwQUpTETfSAJUHKudZcdW2mUbVmADkmlLfi+TxE00VVgAMpdpY63ElQAioKlDCJ2Lu2ALgBQlXxK0RElp5tc5eELJl9RgBa4oAw/i5JVUn6l/NwVQC/mxbSK1RFYlKUADc417rIDqgzzrQv2i2K6CA6BAwpzg8wh2dOqL1kBoJGmzlLTDHcA0IwDis4n7JWfqVGWGp96T9BNAVTFVgdQlp9TuaDFn/TZHUD562GRHABB094SPtu+SQT+y/2tAJpZRq3SysxVCwmaGaiCAA2taDjeSFAKUFqmvKm1fCmjSQsDNGkOjQAtdEH5mRplqSFLqcYStBKgBdP/GwAaiXQaF7R4AuNOAGrb8ExYyoaD/ZxRCUDB6cg7pwCg9G/LuSFlHTFdJv5DarJarHuAv8LebEIXNOAnA9AwV02fGmLunQ+TvM+jghXFpQnV4dLmwJ7l6y0C0Hie+VnOZYkJGkIH5mi5bJ9/afj8/H8dFwfQaInHoDwJQMtX0OwMoPz1RwJQnf/LwdwTiAHKh6lf42xYpzMGScJFdR4IGh7Gc5IKZkkhgLIu6DwAVe+rcICX3+268s5tAP3IQPPJKwPG7/xlagSTjSAVbiqAoqxVA7SoLuMANTW2FEALpv+HDmjOBR1mzScSl09RUrcToB1vXF2HyuPg1poXfMXcB2hboReZUKx4ZzKWBqiavMEcPwKClkwyRS34KdvwBQAN8hXb7LryxkWjVcFt7Ky5D++aCQjP/qwugmS4eoDmHVAcJJLr2ESNosQwg5nc1NBCmeROCFDGAc0A9MjtfYuuy6UoJdan4TU9QOf5qJwCEk/QkJ/OBS0A6OkIr2NUsJqMO3yRyVhyBswwly1J0MI5+tgBDdM1IUBxqaqk4/R31vduuJ2/beFgfwygj+92z77xbv/RO3czn0coTuYQMOeZ8K9IRiMBWtcKZecjtxO0EqD59VPnaoAm+DmBC1o8gtTPAdCZPio3TG7kjevIAFT9UzLhxvKhcHofTWy8smBXaGIAV00GZmvMZKtwynIOoGwbvoRRIUCZjg8yvzBwvatVzM8oQN/qPv2u+bv7clUEqYAlAD3F4ehEcpcnaGSacyYpRlwWB5MryTqTGt8vn7+8L1k/xaMy0Qk6PBupR68wTTFVOKBzNOHn+aiccugitsWM06h/SvYH0y5o6p2DAYpSm4SbO9klWn96G+QIQeNx84Fh4kpc0AJKMfzkeo7R09q5X7nYozctn2saAejNffdNhA8tSgsjSAXcDEBruvFIDs2VF5MrAyhNjktsGUDz66cipIwDVPkW8wG0hp+z9IHO8lG5KEAv/AQxuNK+/HDN84SOmhCls1MCgMavuoTEBE0BNE7QUxFNAn7ipBlvI5iPNBqgNtU++aCEygGKQ9bwMwZQsH44WEqciSAVsBCg/BxPoBRAI1aeO8AlRQvl0K8SHwiaiYOti6UAGm3D6wwk7j6OoPyobkyzDCLN8FG5YYEia1rHJEBzJaFG6o/lQwNdHFJhiv35+LNnAcoR9KgnYp1Yhh5I0J6WJEjcwbTXcHEMkRZ0EhcB1P2IbZWVFryqCp9LAnQIme0cOxxwqRY5oHmApma6xRLifsIcwm02Sgg6GqD55VNRTzMCUNe3Fb3nWIDWtP3mGYWf/qNyGqChbanSZAe6B1POlcRRAzSzbgu+y3EruRSg0WfP8TNK0CHHDENJ6BRAzeIT6oKedMyJHOhQZQDt7dRCmIbyAW4fspKfiT7Qb5sDUzXhLyFpIzMMowDK7FSHlQYoUytjAEr4CS7ND5Yw71iQ1qrhmmh6cwDtqann+DkOoHX8nGsa09QflbM0YgCKogBlfaDbCDEyjeTisVU8vTFdT0NA4IJmHNCedVGPbiIBRSjeGYLhJ3iBq6maDED9/6Pi30HuIljcelgXp6EQTqBYK/HJArTrnvmLt907/MlUg0hBJXIvUMXPyQHK2nFuIMT+Ahk8kgGdLEGH+ic9YVMDFLzoI2fQCT87JXHTMQTdBkAn/qhcZ2lETYtMf0RlPYRNl4U+2wrQTC0hgPYFAOUJ6nMMGaqnrx98sD4G0IOdZ6RO+7s5MCczUQ7QnsyLUTcP6pbtjvCzRmvdT+4WN6/dBZM/hr8mmsYUVCI7QQK9l2ImEm8W8+cjAE2PhJgfPn++8W7/7TIEVT7IYAP+TjClVZyqByjXhofzo+MaAdDLzTYB0AlTYMMwAD0SgGJ+5srCVkZ+sMn38LUCNNLdBPnJNvJRhn1T3lDRXsACVN3dhqEu6GkKgOIEo1FdtBoryAHipHZbu66Jn7z5PPrJN57vOt0X2mV6k5oBqpc40DAlAA1zmQZoxIorAQpWpLsfGYJ6gFJwddi8o8oCFD4isXPQUziSc7yaCcqvrE5oHwBVYgGK4wgAmjQyO3yT7ys18XpXqS/iJ3q9svlEAOUISuFu8GOpaK4gHcE+he75IAD1pMrtFtAGUPvFJpKog0o5YagOM6ySqMdnynw++um7F4D++VRLOXuSXwXPgKC2alRWih3QICQOETPP5EiI/WXzhxxW/+CkCKo7wXRL7oj7Hjvn0yTF3ROrCqAcP/nnqh2gletNdgZQbFn+RcoCNFMavis964IyAM3Nb2cAymQUJ48xZiZpAD8Hu2a1Z8sRtPJJGx52DKRyUQNQ4J9ZuPjlWDq8rhOQiZNPdxs/2yebNkSAmhG6aqkZ2P6gKQEateESgJrskQ2RgOeRIKgZRdCJwV9t68pc0CxAU/wMAMp+q4HftiZPUDY5OZ8r1I4ACl1Q8tkTEwftAU37427+UMF8JzvG7O+VqyEMUG6EpacOKGdEbNIOsDP0EAUo7CW1PZS22xfeIZ6JSMEYqhN+emfGUQUvQz1ogB5cLOBV0IjPnPl89CjjfzYDFGQRhFAZtEVczs8wKAwTN87UWLL5obNHN5SDT06UoHYU1qYFPnL6Mwe5h4CFNlISoKQTlO2Kjez71eaCHqod0B0ClP1slI6EAjTpghrqHNoAmq0gzFl1fVjVFKChFXFJU4EAQQ88QO129+4iB9DTSID21v8Fhzo3UwtBEyD0oKf4oKtOQGwfRFa8+egxzP95N7+XyFiAYoJqgBrqlAH0gGLzYXwljQGo42fkyuF8hKAnCtAeMFSNBnSjAYoNNHratLOO4Zk4QFtc0HoHdFcAPR5pjzaJBNSBqfS4C6om4Ct+dnFQOBkAulvl6wcBFHQBkERw9wFiZxIggGqC8vzsQ4DqTi08MhXPRBKgAT/1IfpdE7sbiuFneB1ty3s1AvTmR8M2dt/qH+rB+DvfZi5LRhDRAawex+8I+1NVl3NBY6lHJX7wnxYkgWy5FHTjc0nVMnUeBEOjBzxB3TRAtC5AP37WlUjXELktk9g6gDJn0LBEJOay1PVN/NwJQL3PGXnc3eNr5QAaH8K0/CwBKJikU9Z77rtK7dXwqE8Edx+gwS+LeKm+JNw8eRSIPJcIoOQe0VwUA9Qt9z8Er5ZOI1R7+iYQPMv/VmoD6M19Dc7/8+Xu37zb//qVzDB8E0BRLv0fijnOBS1xQO03NsJS6xxDRwKU3w/eHHP1xiYz6DFXyQRu6EiAwstzAGX5GQdoC0HpbUp6lXYFUG4mKIiFAWjEBR2o1JnuH3X/IhfUAzRfOchVAeaMMsvsCUtMWX0Fih9p8gWh9sPDMdvuT9zFpNvwtATTAI0c71Fxgw2ngqLRLxz18Sf/VkMn2T9w6uMKzefDwfu8+dtLmpTreeHpRBPpEUBxOs2fqn1kTO4cK1eyHsJAlAGoDswu5HWKmC14Y0e+p4EnsLDDl2DOhjlm82kImgEovW+QjvNogMJRici15emjfm5Rt/w+AGpUDlDYwA3MRzHp2FuzKXZBTUqVS5VLKg9QQlBuU+0CgLpzLhr6APg/Qxc0NIuonURLhewf4HN1Zh4D0812PjufLJxjw/1VxM/QfC7AVOB8aFdwPr470VJO/xKlKTMGoZljOqXPsecPHPazdEkFdn7C8THJ0Mhseg/Q6HR75IKGBIWdBwFAbbyjARqmmA9B/SAE0AqCkscPnaOfJysb1rxFAOUc0LDodfNuOGaNttQFtQnN9533GKCoyQqfhehMCpQPTFB/2g+O9njEHT4NAUAZsxgLUMDPCEBVggaA2h4NvktjEoDavUMcNyfbTMQBNHyB6m5eU17qpX0+x8oV9b2An6Rno7PjP30wcxYqCdAEPwlAA4ICBzQE6FCluhGfqKN4x6vVaIA6lyZ1LRR1YOA54oAWTgvZFUATVokBiltJcLBeT7+A/KwHaF3LEkEFPQj8V13we6ArBGiH5nyCKMBMVJWqzAbJ5ESsUODyV8jPM/cg2KQ5gPrnm9Q9/nscQD9+eWKA+oFEJmEDQd2aR9upyRYsy09lJcQx72yftbkswlCuimxMkeY7vNBlHxMUj17RhVVq8EAZ1HIA5Y4nAcpVUwKgOgHgpVE2rW53AI0TNAdQS8+eNnqLCWoTUQdQ0ObWs3XSAIWunQ4JCcq42cejaybrEMgWCUBP3A4r8d66AoBifjK9aZ6fPjnA94dCB4r4GW/C9zdmO4apdmNyaeYTpgFqg+KZElCwdwldDmrOt0xRBdQCNMlP6oIGTR/UmrVptOnzg1/R4psWoNxhl/RSF5TOeQJLiD2cAAAgAElEQVQJAktS+pppybcHoHwLvncE7XzpkU7DaoDmEwoyZQHqZ+tkAeoeowCghwRA9QNIe9MQQbtTLUAj+fMAJfwMnwQ3wIUBemBrHh5qBGj/sHsaTv0Md2OiX5wpuU3vARp7gZ5BcSUIipZAgKvPvh3vO4uCyiojqO7NS+82EgCUNuFSAFVBNUNjxcfcnBxC5cgD1IY5hoXVZwEaWlBHPhaLAAoOVCzr2BdAU234iAPqLNXfR42U0qk0LFm4GwQLvNnAPogaYIXNr86BL/Ik+gauCekJSoeYerQM6RAMRvQYoCd/BRJfpol3il3yjTp7WW/BT7HSD6WJUh2dB6DDNKZnbaP95rUu2I2pHqBg1kG8BxwW11lbGFOuEX66+W5wSlowgFgOUDNdM5IfeCEHUPqe1XdFDqiKgDW4eLLIsXKA0h179VGf8vEAdT778P+aVXGzAfTm0aApUgAVByh8FZIgdKI54ad7vosAGu6QwQZGACW9V4aLsQ9bg8YiBWjY0Q8cUB0gtEMANtWnOilA7Z3B9HmUBjjRoYerASO7q8C+48i9Yxc4XaAJtqOfYjemk19BFe/1uxSXO3c+xgjqpnKRivK1BDuXiqoqGO3W/MzmjAIUT/BIART0scYYmpw7pTU7QKkNdR0NCpp2/s+qVcXzAPTXr9m3+50X3x6bAqgigAYhsLtD+VnogjqAlqS4gzQPGgSKY4kPs1roOJ+1c0PtJJ6eAJSTfzTNcslJAGrbf525B7+mBHj/JrFng9CI5zIFQC/N9v/H9npOtBvTye2CEu0BH4rEnlTbvB4OhyhAEw0FhNBqgKrSdZ1W0fzAC0MXlPITd7/A1t5gxDxCKwEa82PNzH0SQB2F2StzQeMAhQ5o3a4McwD041dQC8k1pxpTgBQlaBag9o+Qn2UuqG63DFVSA1B26FSBLAFQS3x3oXFBAyuzlp5OkZ/mfXJjaExEgRJrYMwpwE+SfPvDO6qW9mY1YOyRAV0CsZvz4VtVCNCTA2gkvGHMWQfqIwSN8ZMb4tbL5dj7YNn6tMv1IkN0ketCF5QHKF6U4aI4uyElLkl8QrVKAKqLkgCUOqClLqiZ3BAmyBV3X8vPOQA6fFPhxTfUdg4fPfoJ0wdVmQKkGEABI5nzsH0f8tP30SUI2g3zpCLbBHOBdYyKngEKzPT4FEAPzmkz8bHIMUnOpMfcZ0hKDUBTLxS9A2CEny6hvqQ7122hUgMecyrfJxDPEBe+WWURWIBGO3DMK8Vs5Ge9pgMLUNb79nMsO9ubzQ7SxAB6hN0jhRkD/ee9vzDkJwZohwB6PJs1fShXEdOBh0ta8PZdxAAUZa8IoDoQ54ICB7R2V7AZAJodBa1MAdJogDL8LHJB1XLuc/juY2XjO6m+wpAFF4JenIsEI3SCfU6UC8okXCc5l56zWSdjR76ZbMJC67LFobdQjfHTGiSa6eC6G2yvFlsRvcvMxgBqe31jPThugexQGKDdeQAvQVulfMbBJPVBByKYkvDueHcyNJSfEgVo7+YOhABlHVB1697uJOPTGbOcFoAixvkrcf5KCBoFKEh19a6K0wPUzcOzmuyriIPaAOrfmXyPd84FNfurgwZpWuZZsUMPjAvaJwFqhjkhQOlMDhtRMUC1D1Xignb2Wc8C1MQe5EMVMp7p4Mf/jfnHCDo5QKeZSH9y3YBpgLruYPNoQoB2pjOVhQWdmtM7BhOQxgDq/ip2QBFBzSxelp/DwQhAezBcNeTWT62L3s+oDqAwBFMLcYCeSRgSEnQPtPBzBoAG9jrZUjqlM7tJg2cDy0+3129k1oW7lKt4+3UKX4elALVXMABVbdloNHabUi4LNKKSElSvnSqAdimAqrQd3XPHoO5wIJwA4//W/N1gB9ZGAXrQrdgIQOEOLRCg5jp9H90RHJv3EwIUTtSEnmjuIS92QClAz6Zq0wAlvQpn+Ao/xSbK4SzpC4sASsd5etYBjWfX38UGCVxQ74A27Oq9AEAf350WoHwb3cUUnh06HF2jkq1az15a9YaeJoSdylICUDB3MArQSDy6FywAKJf006kMoM4dzhN0CKEf9rgDagF65vkZvqkYgJr5NsGl6lwpPwsyf/P6NydoASlfMtaDw26zeHSTsu19hp7g6LzJMG4HUNLGng+gZ+Myc+YRcUA1QeHmUYcEQMGZYn6yAA2ylydoFqAV0+cL7usC1MYYbB/2cMomfBagrANqljLE+Blpw9svo/kAhS6o5qefOxjgwAGUjcd2KaGsRLaGLgNor3dCKgeoetYTLXibg+iknnDGVeeW1fg3x0HNWCSXTg3QaSJQzdOwla3FblNrM6Z7T/VrKfUJ7cCxshFAMylxQUFzLCvnPurBr3OfBWgwrHX23aBDyi5ZTAwlNAA0WJ+h/JmpAOq7xpr4OQNA+w+77iVPzGF78OSW4LVPANeGB70+nAPa62KK85NxQSE9+3qAnoADyneC8nbQu+clACj7Xj+6ofWk9D4eKYC6gjOxJQCqolHTxosxp1MZALQ3S2ZwYO3aFsa8EEC15xcBaGSfb0RQY5xxUgSOlS+WOhe0wgEFLqgq8LN5uFKjjCFAz64bdAg0+KDB5e6SWoCCuSouDDuQF89w0DdCXFA3d6sBn7MAVH1K4Zkv3Rs0fJ67e2lcCojiANXgCuO3zcXEJ+YCgFLnynWTl6RZfaaix1WOZaeFMAT1mxPDvAxmy6R+eHSL+HnqzSCYCR13QX13VgKgXQfX3eSlHWUPUBhXgNAu/7UyFJjVxCvhhqI70yIyin0oAQDUrLvyK2AZxQEKD+ddUF/LJUSwLqiZwKqa4EzFu7yHK8jMTE3XbXWiuYTrZacBKFNnzQD1/EzNAo9qDoD27zwP5tHf+dbIFBAxAAWOYcQB1QBNT/McZAlKfSvf5ixJs+En7fcGcvPqEm0RaIf6CQzTrwYOSwDa95igUYCC2zOzuHVatKdSY28IoHD6gWrqUx+0aMdVF5Y5OP1KOJXpEy0jpeiHZlyubM/nIfm2I44VLBNgJRUALfKpDED9Ygv+ObEPHTMx1RDUr/xABKU7Dri4iwDq572h5hzfcOOjCHuXKUDN9Pkmfs4D0L5/8uN7Lwy6973fjE4BEdMJ6gEa5edQFQl+EoAyH/axdwrn5TGRKTOEgUh8Rz+vjhLU/4kB2o8AqCmVNEBNKAxQLmq9nqDK4EzUDEBN3VEXdBRA51gJp+cARwAaA5p3QdWL4qA6MhLPeRcDaBVBD373lkKCeoAOXT1cR9fZAzTMgFk34J6+oyOoZ6dDqO8iI2nm04YAejBXsmWYASg4jULq18Up/0mKiGYC6JQpoApdUFf8ugpx09u/+goAqgka9u2BTrvY/GZw1vIzDtCjnxaCH6kOAdTPXtVpCHIQf3iB3HM0LAXItOEhP4/s467WE7AbM6dSAG5J8KjyRuKq6BwIUzjLSjjzsSeGoIkqAC5odzCT6uMExWAInHKfkr4MoGpAJ09Q7YI6gPbsVwXsy+MQfL2w7926Ab/aTJku9jztTxagKQfUhzzYOS2VAA06R0ifspq+xFlziWncBoD64rdNVU7p3REJQHOJ7ChIofyW8zDR4GplYmB8CrYu/I0KAKqMP/uQ+AAKA0kXFAM0fNzVeizd3dUAUOOL9NgFDQk6CqAPZ1gJZz+WdyJuunaSojXgXVC12BG/ogJRG+GTqY0iXukH+O2rQoICfvbsio0SgB49QJXtdsR49J8IoH5gKpayHhaLNpXY/Ol0wUYAqnuQmPmL6RgrwlwJQAFBz2HAaEcl55CCT3b4BXYJgAKCIpM7uR2AfM8rSVoRQPFYlH1/8wCF/q8ZoIVZ18uxbAOxGKC2aWcAyrkfFKDFRhFUzSwr4dzXRhmAJmAGXFD2YixbKkdmZgKoiIwLChzQvoigAUBDgg6nzbQ8LvWGoLqH19gkM98AEVRH6UamYilz0Ztwh/gm+EkXlDTz3E8FUH7m1mYAGsys74hqI4wCVHUHcoPn+rLkrJs2gDI6uU7JI1QCoO7poPw0r9xDCqAdN3BG0uP/cPuhRNrwCKAwaYPOkJ9tADUb2oYdYCg1RVuuGgUhZ1kJ5z87TCCo3a3YZRigrv0fAYDuSyTr2kE63Uvbp4NNKuBnSUeoB6idwhR8ZLkEoL0D6PBMB0PxLguOiuAjTzxAmdb+QNDYy7UFoK4sWX6WNIR2CVBMUOiAkg8u4LiTBAUADUuzDqCklxFi1J/AZm172lE8vcmb7+IlBDUjqDmAgj/0CDpcakiSDn7Tadx2rV9HAuTlmnYWoNQFJQSNjLOyygN0ipVwMYAe0wD13b66PW3vyN4yzk6S0LQLajfysudLCGqcOgvQgKCm/zc2Q9/5r8dhpoV+pGME7WyLTKXrROb74WTx3aXRj4hkekG5kKYo+QHmomnOCwB0mqV0QDGADh7UmXHs4JU5gqq48wCNp/rk94zDrCMcJVbddeRrA717N3vragEoPmk6kSIEBQAFXZydLZmzjqELQmTkHFBfI2kXdBRA51gJB4ECOzJz/OQBytwyB090WdIFJQ6oDpkmqAWo46fvsdCy/mkaoINBKIDauzJY9AC1iUIr9kiyUPQ+g7EZMEmAojhQSZ4iAC1bJrLDPlDahicATUadcEJN2/LMdIgwSYyl+hQ4oO7OvXtOTGJJhF0JQFG0R7AAJCL68KhnQJcC00r0gSEeOz3ug/k5JUCDruSiyWI2cfTIDCvhYEJOYKyNexVi6TJSbzkQDt4T9PJkHlhbeAUAxScLCIoBSgjqANpHisvOUEBvAH7ZlSEo9pCT/CTWco6aRaImuyRAe+7FVbjMbv8AhfzEHcz8yzJWLhoSZ65HpByg8U2Luan0JMaOC4DMhbigRQDFf2snQmU0B1CUNLslAOwvaQCoU+BVTAfQGVbCoYR4FzTPz96MxPUUoJ0PoN+pwdgam9Q8QdUbLvyGTCaRDrqmktzWt4NcCz26xj4CUJ6gagQAJCjSxxABaHeOEjRekx1d26aDur4QBqDnwoHM2wVQlOtIV1OMoAYrtkQzSeTj9t5JWCXktqVj5xSgIGmmBZ+KLDhhJ0SxBI0B1BUa+XZ0GUA5fjKs8OfpypGkuGCTr4TDT6x55Pi+GCIHUAwxZ5vOTkoA2pcDlBxNE/SspiBBgCKCwiH6OEDR5famHOrUtMush0y6dNDvaoLmAUqvOJcOZO4ToJCgtjCNAwoBGruaN1R3OHBBKwDaO4CG0eM/MwTlTyMX9Oh2so3FFVqmBWh/PgezDUB3KnEvrTntBKBTr4Qjz6uadh3tiyFybzlu1BDzs2D6K3jwI3cezjEnkgQ9H0+En2a00ZzW/x5A3wWN4By7KYO64WakAcI4oRGA6rZ4pHGSAigzOyc1GFc8EWSXAIX0wQ4oiC4eL09Qf5C+k9iYuIN+hJbtU8F/tQLUx10C0OCQGwioAOj5fDajXASgRQRlAZogqF+iVRJ7i/m0R6C5qYdL9JH8EDd/C9xO6YoBCgjK3XpwQFlYJgh69h8+9JXkCWr5mQCom2gf3jQg3XAv0iV5CAka6+/pbFc837/KJo55Ow1HDvpdwxZL+TDmrQGobsD76JLToxiEwtY/6VYuBahfpsKOppKBzSaAIhfUAzQSmn/CbNopQaGfhOCoC2toDpO+wCKA2kTsHqBgpPx0ypQ8uoy/A3oX2hopSK3znaLvR3sYRxclqMLnkXbcHxxBHbJO8Z0TY+YcbiCtbkYmwxuSgRiOkfaKXwZcQ1CmdLsu5YCe1wTozev3qCaexgQBChxQ+5yXRBsQFBUZ6VcuBChY5seSZSqA2tgBP/nQ7CPj2vAqhqBZ4wEKkno255cFaJllLAJQOsvIz7XI8jMB0I7ws5qgPEA9P0sIqr1Pk0hYR8MtVAwWoH0DQAOC6pvhFrJbwOejiBkL2EeBI2gNQKfh5wwAHfZyIJrykx5aYHtC/e+JfG8hG+uZ8Ay2/k13EOqfyiYb7HXGg4VOrUs+e9GTPnoI0EgDirkeAxRMnUHDUQCgoKDoWEoNQHODai4ITVFGCwIUHHAsaQfoMBxdDVDVGW29J24qh9+J4Rw4CWFPo14LpCfYBe99Q1DHzyF4A0ARQU/aN9FdQjYu/wzbOGJTWLpgJ0SsuK8PY9HH4gDFMMhohib8k/td98V5PVAOoKjlV7C+CdoXdl4JQZOvNSdX+13HNuD7YDCxGaDGvnIAjUQBZ0PDNabQpQJsPCOTxfGXADTigJYAtMg0lu0DdTIsyfMz0hzpYRvHJaEEoGfQl8ID1IZkZn6gC8xSynMCoH0hQOMFAQlq76+MzhMUtCIjb1sWoIag6M5JXwcBNMPPNQE6rAVJ7yBWlwJOfntC/bdtwPcOoAVxgGFGMu7r6vHYk7h8iQcAdcdjT8y0ACWjE+EFBQDt/fxt1Kfn2XjGFktuUEDQWwvQ00iAHr1rWgfQcx8lqOdnD7ovcbLBT/2HDnQMV+MYgrqffWLr2XhBeIICPhqT09IbN5kV9KeOe4CcjaIcma3PwK3TjUVqy2ynRh0/5xlEuhD0s8WBJwMoiK8wTjfMGAxbQII614wKRuX/ivIT1l9k3gcXH5UlKHJAmQtiMcA2fO+dUNR/4VvwCX6OBGiEoLidlY1+LYAab6wEoLxB6MnzHU5BDqDaqzz3cYD6BjwfIVhBiUNecM4CFP5sAqgjKGyhu151DFCF0O6o19PDjTJ4gJrh+wxA2eLlp8v2jDOV0SwA7R/fvfP90rCtHoD6x9kR8luKNyhR7/MzYi+KXpt5iE5ONo7EembYZ9Cnn77RAI0OuhKAGicUZ90BlLzw6S3yAI3zswCgJVoLoIomRfxkAWobN7i5VAJQTVA4+xncCjXg2QhPun69edggjN26CmfvhmNNpPx00kNQ7mJyJzrKdAL8NNIdF+G3sgY4w1T5ojwwx8DlerpXmFY/YhrPD9I8AO3fKndB2wxYu6DAAYURlkd5Rl3tYYs45nAOgXl3NO6A1gA09WQaghKA0kuiMVCAGoSyAE014AWgp3aAWlrR5lIm977FxLqg7qMawSoinG5kzVMBNE1QfEt0K2aek/8rDVDt3LoPQPDrgDmAXk524SPdwM+5ANo/yq4AKU4BKwRQdnPN0oj4NmO0rc4FhkoxZUqAUn6SSxIRRAgKLrVkPCcd0LEAZQlay8/1AMoMasfiDzKPxo/KAQr77O2uLsj9OtlezTO9JJpuF4CrIVPltubje3fnAErumQKoWukZRMF51DrSOEB1vKh+7fUaoMxdgs68nOYCaLma+6B6CFAUYXOaQ4Am2uTsbdIbkmHHoBGglqDRYaw+0YDvOYDiCU0OoGQaDAPQ5OsCpekWAjRZyCh6BqD+NPuA8wLmc2b2rbMOKKq3ol4Bl1KiUoCeTun7nPCKpAxAuVcTA1Afim3D29VKpHzNprbsI8Z15uW0a4Cy/Jw6LdFpSRGAprLjXYjh/7MCNH45A1CVxyMgaAk/S1zQlAPKPXN4an+JVgVoafQk+3idcANAe/NpAETQgZ9m5lFxjBmA6koHjeFIlnMA7fGszRRA1amQoCFAQZDIMJImKM6W7rOLAjSMJCcBaCYtrsFcEjjDTwLQ5NyPTDJDfsJrkpezAAUTmgxA6TTs6QHKu6DpCAOtCNCipg4D0KJhxsxJBYEOTQQwn9EI19ilkpeZ9FAO0AKCgnvSJU9OtmwoQm3vL7gl7y+gTBy4/evVdxHPzJzW9Lskot0CtHetgun4ySXGPACMzTMJP2YASl6kiS6lglQG93dXZdqWAUH1b+eEKi4W8DMP0GQLPj4VtEYrArTkUlu04FCql6cYoCFBlQN6CKMYBdCh2uFoDG9Y6mi288XFkwCoLxtCUApQfDYG0MimIxeAXq6n+322NOBvCUDnTIw5UkbQ6LI9q6UAmrw8AlDghA7/npmLghtODVDmg34ZrQnQgmtd0bojhb3k2VNn3T51UIvwswKgERd0WYDCWIPBLthPHyTApxLfNbBc3YCnS1352ThZ7Rqg5t9ZE2OPMHYfBGba1UTTADSY/YIvy10dA6hzQgv5mR9FygCUedpvPUDT/KwAaK8+1OQIar4kzOzUmCIbPse7oAdwegxAnQ1hgMb4SQiKABo0saIu6DBNn9qu2XDljOYwwoK7CoC6KcOTAjRIjf87tHwalhnYCYSbIolRzWwqowDNDg5rg/LXg5i0E8oMhjcBNMdPprm5L4BmLwavJvtvOoMVAHUEtQDt0Yc4SqKk51gXFAKUtUw3+TR+HxOVv6kvBmBZQeEAU4YADS08AdDACXUjSPobFHbPvjZ+7hagw+yv3FD2FKkhcEmGJavTWdGWCB8qm6mOfsMTXJYvEeKCopjM9824K7h0Tg3Q6l7QfQE0x88EhcIz+stvmqCdHlRlLy+HcjI7eMwfqBSgxopUuAhAw6jtDYerovyE6UJ50H9ggh7s2iV18nzGniiNIad9AlSViG44LAfQgKAkbAk/ywCaz1NktdVwYUGBYIAG2UitSaH3GwfQoF9vbwDNXR0CNBNfLUCHgwM8T8YBHRlnKjtTANRtT8IBlCscRFA7+y+eBpdO8hsg1K8qtSdpb+jtB+jhYN3wqfmZBGjgQFDXrSQz4E06AqB9FKAls7uTAOUMOcLPDEB9SgoBitt2ZWowH7rQujqC8tvDHqC+JHM1AIUENQ5oZaQLA7RPAjTinVuEGoBG1n9lAAoI6hzQWGbrDGKPAHW7Y52z+7qPTQ7TzQkcNAJQJnwoBNBUp3wumeydypYXok7QkvKPAzTFhLwDygC0lqArA7Sg1aul93/J5y2GIe64GzRStX6O1VIFQFPZ0adC+3JHCglqJ3qAQz06EsRvB6nO57iBs214mBuD0APYfITP7K0HqH2XDACdnJ8ZgFqChjuF6upfEKDs4bLl2cgFLSj/6JM5GqB0bmM6MKeVm/DFAOW7RkLVANQRNAPQWKTM4Xh2zJnRADWhbFlk+dkbhCqAxu2bdUFRbjRBBaBgf+sVAKpEP5HTO+eiIDOuL2dQM0AjqgfoGAc0DdCCFjx+6IhrUqa1AZpv9RqV8bOCdb116OzUuCkAGs/OJAD1/bQUoMnSMQRN8JN3QUlmDn7shDudOBjX7gAKBtQKt8OpFDOKx4lAtJifPeqxzvXnzCTQhh/jgKY7QRsBWknQDQA057RplfGzHqC9nYeTqKbI5ZMAlMw0yuhgO2oJQHOlMzzrSX5yXAzyYraw74OQQFsB6M2ji0r2tKtLMPlC1cwAzaXtSDC6P4COckALAVq69GafAM23eqtUBVBP0HMDQPk4Y4m2xxNz2AtdUP3DVLMDaOa61MaSNB02qdGZKjQg1CYA+quv2w76Z/4yB9GqBKMJXbPwswqgw/lagOLFIpkpGXPJteHHOaCpNnyRAwofujN+sgq1PkCzTludqqZy2pmVen+7ylirAOoOjwQoaLODP0vqPPe4hy4olxUUCROgts7mAOjNfTTI+VLqm5x1KQ6/MT29agGa+pvVlgA60gGdBaB1BN0wQNtibgBo7za5rIp1EoDCP0sAeuYAOmp4LUxJanh0BwC98PPZt/v+1/fvfP+jX//fd7vM1z0qUkxWtc4Emsg0iEzQovBKmwFoXzSHJ/lcjgeofy52C9Asc6pUt5jI106ynrgIYnFmxqbHAvSMGu3lDmhedHQ964ByQTYA0Ifdp7XP+Zb6uPE7XfftUSmw4remml7RQbxk2MILemJmyVVp88kBtDRoRHGAglwIQGtU7isOKgUoE0UjQIl9or8KCDoAFBDUOKDZy0pEXVAmI7TRGgSprrPpAXpz336R8/Fd5Xs+TLugpUleip8jANryxCSmhcwp04Yf6YAWAbRw+wzw8NU8UFsA6CTzYazqAOrrZzKA5nKD7BMbaxFAewrQwvkJWRGAFjigmwToxy8rx9P/8gfaUqC1FD771DSIeNDC8KHWBWhhwLhiBC12QN1TJwDVqmhsDyoFaBBJPNLM2PQogKoQoN2uAZq7qlC4Dc86oOTANgFqPdApAbogP68HoBOEiwD0dF0AnWI+jFOFr9jPAtDM2MrUAJ2Mn8QFDXPBjDq39MHVXdHQhO++rH99qDtDP7R9oo0pGLQkP9PTyPigxRcE2j9AwycAz9grAyh69iqeqc0CtDneOoDaGspXKImlGaDQQKmtZgmqA3iCHg5TNeB7AtAifm4RoP3DrvvW8O/ju6rz81d3x/eBLsrPGoDiME3PTGJe3YwqLNBsMA6gdfw0D9W+ATrBcK5TAKE0lRoBmow0nZspAGrGjiblJ27DcwANr9giQIdpoM/cu/f1rrs03T9+Wf0zJgV9ub80kVLzyPigxeFDrQPQwiItAmj4JQb4ZwtAKwi6GYCO7k2zmgugzMYtMaUzMx6gPQRo5ooaQRc0yAP/YI31gGYAaP/xK3oG/bPfHzpAu0//bFwKlpcAtDhQCFDaUCoDKHnydgfQIJr2aCsBaippUoCmc+MrOLDVHEDdeTN4dAFo+oJKARc05OduAHpptn/jhRe++MbQ83nzvyZdyrmMotPIYkHD3+XaN0ApQcMFy2V7YO4eoOMbg1YVoz1KdpvLqpgzkbYDNB0vAuillhcFKHvF2Ad4HoBOmoIVFJ1HxodkfpdrwwAtCYMB2sRPBqDlBL19AK0Y7dEy21xWRZyLNJkbV8ehrZYC1LigU/fN0cVIzBkiAegcKgcoDNWYk8TKjjlVYLvFALW8Y5pJZQANnrv9AXSCGRlGswGU23ggomRmbC1ztpqOeG6ARh+f+L4ZIx9gASinJoC2ZmSzAC2ybghQzkoLdxG+bQAdE2vFcLlSA0DzkaZyMwVA1QzQ6QeHI49PYt+hkQ/wAgANJtJP+k2aWcTPw40Gpb/qdBsAqoDHWmkjQIsJmiz1kh1pp7O/8d05WrUAHSpqMwBNRg3PHYpTXSX++Uk8VQLQOcTOI4uFDH7VaasALfp9dCQAACAASURBVLNuB9DIfret37FoB+hHBppP1GSQO3+Z3k1x6wAt2eGofJsIZuOBmFK50TXNm2opQMuxXyU2UamHavsAvXn9m6NXIi2tJQGaWhs3p3LWW2jdJsFj+MmpGaD2ff3hXfN+fnaxaXQT2MKg+QFaEmmqbzAF0FTk+NQs2wPx+0OmHiqbu7Y6kz5QVuUA9eEmAehy/MwBstS47cPEJ7x9nnThlTGAPr7bPfvGu/1H79ydYCFHobrxtqAEOVPCuoqVesy62YhGADQa+wIAZddGJx8qAegcKu9ZEICq/0U+jrQaQN+yOzB8/LLdm6EwghGaHqBF/JwFoCl/2tR58h4FJxYDaPKCjQJUfVTu0RQpWEX1AG3PxyYBWmzblxSr5vu2AOp3pZ1kM5tSmchGxtkA0Kq4yyJNdUgMZho31Vj8IUBL0lGr6onVOnuNdTYPQH/9mh0guvPi22NTsIqWBGhqcfGcStpvBUB19ycLvDErncuujQAUjFxOsx9tmVYCaGXchZEmLHsagM4jkq78l9M2B1C7Ft524ie7oDYL0Nqgtwug5c6BGz3igHdtAB33MFqVz3dvi3wSgKYsNXKDlQCau2BrAB02YHrxDTUD76NHP7n4oot14q+jKQG6JD+nA6j+sSmA9m+5L3Et2YSvWYKRUMV8zYa4iyONW/aWAVo9q2VUnc0A0Ifd03DiyJMFO/FX0W0EaFPvFEO8UZuVFV3MALTrnvmLtx/fNZ2gC9tfxRqMuCqma7ZEPh6gsVlr/h6lB2cQHlMoeKLG1Nn0AL25T77CuagHsILGt9pWAmgCkxMBdNxmj20AvXnNTgBVg0mvLTiNyUZ3WwCa8M0yYGLvsRRA0fNU8kBtC6BBl9OifVAraIJur8T2NnMqisnG4dGAeGsAdNCjn3zj+a7TfaGdG46viGCEplhbNzNAi4M2A5S9ySoALQlfMeubuzYToDbGgJeP795ugE7Q7yUALYuPUbzcP/rppeHz8Z8vt5TTxjcZQBcjTlRR3yzr2jFpXx6ghY/TtgDqPypn9PCWN+EnBOiy/Ixysnl+HiXeqgAt1OT2dyUAzVwZpn3B3PjlxWXhR7z0ZhhE+rDrXvLEvPlRR/pEa1Owee0YoDE1RigAnSjCigVD86odLbVfJplSDqCF4Ue88+aYB/rwkp5nvnRv0NAV1b00LgWb1wRTV2prfCJNzE+KvEk/GBYRV+43v/r6Cy++Yf/aYx888529dbRPgGbWmgbaGED7d54H8+jvfGtkCjavCQZeVwLo5NoEQB/fdd80HCQAHaN2ttR+22lK6ZVSFQBtvtM8Szn7Jz++98Kge9/L7mi7SQP+3+2di7fcxn3fIUY3CalGu27Tpr7Rg4qSNCchHVFRK7nuadOSOnVoJ20SyrKkWozt5jQ1I7eiS9WuveQlF394gXkA8/jNEzN47H4/50jciwVmBsDgs/NGGlMaoTmnIlDdmcsItB8I+uadfjbc2+LvbQp0Ff6cJNDEV5MUhC/QMEdMlQRaMgXrp5RAt+/PNQhUTOS4uisMCoFOYcLlSV5ZvyCBgf7lgEALMF2gqY0260WR5hz+JAbSy4kcffdl33wEgS5F8srQ5ZjLnxBoCSDQkcUFqviSDwDZokBTZqyvFwi0hUBjKDB2GgLNxCfQ9kE/DQkCXYzkpfW3BwRaAgh0ZNTmUlX4ce5mV51/+SEEuhjqSZzC+RBAoCUoI9CT8OeozVn8SWSfB82rw+cXt5uXf7DBt8KmrPixZqqubLoKINASFHgKAyssbggpzqUEKl4nx+nHNJnLMUGg81FzZdNVAIGWAAJVWFqg7ReNosz+9QibrMIvnYIyQKAQaAQFzuF0BCrNuZhA26t7vzsq8/jxqa8Gtmqqrsy3AiDQlQCB5hGTfbyz4ZD/qrKahaUqAYGuhdlGrtWHqXMef65wNSagsZqFpeoAga4FCDQLCHTlHNazMEoNINC1cEICZfJcjUA3OQ70hIBAF07BmQCBZgGBrp7TmNjvAAJdCyfkz96eM/kzIvscP3z3tF8ps3Y6eZ6sPyFQUIM1CbR2ACDEacxLpYFAQQ0gUDAAgS6aArBBFhfo8XHPhABAOSDQJVMANshc/qSzz5f3hjdy3fw8JwBQlNP1JwQKtg2Rffrp7wo3fH3wyH9gEhAo2DT0S+Vu3n/cz998/viTrizqHcWE/AemAIGCTeN8qZzk6pZ4O2d0AABEA4GCTeN+qZzkafMKxoGCSkCgYNN434lEbwgEAEA8ECjYNGGBPsN6oKAaECjYNFQVXm/zfIQqPKgGBAo2jZ19njbNW6Mxj/zl8CkBABANBAo2DZF9HjVNc/3NOz3vvNZ9fis1AABigUDBpqGyzxevKePor72fHgAAkSwh0C28VhZsBDr7XH3/zus9d77tfR+SOwAAoliDQAGYAHIjWJJQ/pqYP5GBQV2Q/8CShPLXxPwZkYF/BUAuBQS69CmADQOBgk0DgYIlgUDBpoFAwZJAoGDTQKBgSSBQsGkgULAkECjYNBAoWBIIFGwaCBQsCQQKNg0ECpYEAgWF+MoYYPz1ieH98pvNr/1tcK9ZBfr/fr/5zZ9MOCVQkZXmPwgUxLHSDFwy/0GgK2al+Q8CBXGsNAOXzH8Q6IpZaf6DQEEcX03PsxoQKEhhpfkPAgVxrDQDl8x/EOiKWWn+g0BBHCvNwCXzHwS6Ylaa/xYQKMumv/zRP22a3/jz/kT+6mtN8+t/PJzXj/5Z0zS//edDRv7FX/UbXvrtPx9P+5d/1R380r/4myIXEsRBZ2D9dvlvLXEniTB0qgiUR/jrf/Q/5Iaff6tL1+/8BAJdMSvNfwsJ9H9+U7YE//wP+Kff4l/+36+JNuLfEHr84dBqzPJ2f9r/Ve7zJ/m3A6RCZmDjdnlvLXEn/5YIQ6eGQIcI5QmJlP3mP0Cg62Wl+W8hgf5bkeaX/uM35Vn9iXYyjTi78az59fvlN5UNL/2nQjcHhKEysHm7fLeWuJPsGOuWa1QQaJfIhk7ZP4FA18tK898yAu1s/9ddxen3pfd//DX+O9F/1Re+f/kjZcPv9DWtv/8D/sPBBPrSH//kV7/8y6ZwowjwQmRg8nZ5bq15J/sMa4WhU0GgP+RJ/NXPv8kTwlLQpbRPAAS6Wlaa/xYSKM+nXzXKp/7DV0MO7nbqy5dfqXX7/nx7gYofih9SJwxqoY/D+y2xSb9d/ltr3cn+HysMnQoC/a5s+xEp+KFMQV8WgUDXykrz30IC/RMjyd2n/my+O56C+YMj9ugF+vXhQiC7zweRga3b5bm1I+OdDNzynjol0N9UWru6dMgU/BACXS8rzX/LCFSckflJ7QXt9DiWL3/x3//d1xp52vKEIdBZsTOwfbvct1ai3UnfLRdUECg7kZf++b8X0SrpQ45aMSvNf2sTqArvLPvxH8pWXgh0SezfZ/t2eTOwfScdt1ylRi/8d0VkL7FxTMojhGFMK2al+W9VAlU6xOTZqJsg0CWxM7B9u3wZmLiT9C3XqCFQNjyQ83UtG0GgK2al+W9tAjXOgP9A/Ppv/6v/8A+/D4EuCpmB7dvlysDUnSRvuU6lmUg//tZgUJRAt8FK89+qBGq197IhJ3+j7guBLgVZhTJulycDU3eSvOU69aZy/uK/fIsVOdAGug1Wmv9WJdC+i12bXaTo8itU4ZfFzsDW7fLfWvtOUrfcoLxAlTnQLGlKCtALv2JWmv9WJdA+B//aOIXz68pp9yNjIdAlIQZ5mLcrKgMrd5K65QZ1xoGKaHjSBm2OowjB+lhp/luXQPss3E8z+tUv/pJP1PwuL3jzZv9+AwS6FI6ZINrt8txa6k6St1yn0jCmYU7Kb4m5KH/N56wgR62Wlea/dQlUG+z1deNvCHRRqGHG5u3y3FrqTpK3XKfmMCbRHTum4F+iE2m9rDT/rUygv/rKWCnnL+Up/xFvrIBAl4JcDce4Xb5bS9xJ+pZrVBnGNKwy8Rs8K/2IpwCrMa2Zlea/tQm0K2PrazX++A/Znz8Rk1kh0KVwrMeo3S7vrbXvpOOWq9Tphf/7b/UPzbgC5M+7v7Ee6LpZaf7DivRgzeC98GBJIFCwaSBQsCQQKNg0EChYEggUbBoIFCwJBAo2DQQKlmQNAgVgAsh/YElC+Wti/kQGBnVB/gNLEspfE/NnRAauHQM4YQoItEg6wHkCgYJNA4GCJYFAwaaBQMGSQKBg00CgYEkgULBpIFCwJBAo2DQQKFgSCBRsGggULAkECjYNBAqWBAIFmwYCBUsCgYJNA4GCJYFAwaaBQMGSQKBg0ywp0Aua/SGFHc3FxNNKx5GQXVIgrkvi2J4GHWXS1T4UuFAaEOhawHXIYhaB7vfUVpcsGJPk6dHFdKgTdslzt9vvoyXqvR7VDJrmz3iDslSHd4NA10J4XRdAMJNAiUep85wuFv6A7ke8YQ6K0h/pYIFrKtYCQv6i5p4bNCRRR6KVixFfnHU9CeQlcSnREUacQePuoC8eZYeI+CYBb3Ag0CzmqcITz1Lvz9EHQwGn37N70P1PoOas8ZHWLFTJoPoKbOF6OitM+/cKybM/cPRw0KFd8uIN6hZirkET5OmJRtkhLpx84A0OBJrFTG2g5hPFKtpSBmPtkO8mnnPHk2iKRDzRloVqFEKZPeUZRxlNtEY493YUl8dzF8eMf4SidAvUuiR9yly3zxWGtxqfJk9fNOMO8WHlAW9wINAs5upE0h8r5s/+H0Weyk7DY24WZ0iBHA60hcoblJc++/9ii4OdPqVB7fJqUJ7t4M/x2oQKvex+xBnU5890g6bL0xfLuENaeOnAG4yIta0BwTwC7e9O92zJRci7x7+5uGi6qi23p9g87NF9N7IP4GnydMvJhEy1ebDIYg6FkbLuQu4DH50jjw3V28fdWcziOyOQRIxL0ifKffeSQrZuRnQzNAS6EjwVF+BhFoEafuT+ZL3ogzx1w2oGDUnU86AaX/nCIQ/Wj2an6ij/OXzRnRILWiu1DfokdteTwiOShQPzqxyBjpfE688cfUZ2++tAoCsBAs1jznGg+6ES2j/H/QOsikjVA/HoddKlorrojvI0ymkPcS9iOrWkQQ0FjP6kkkELo6u+N4RB+10JCVvjvUZ/NjKZZPIVGtEkQo61kpG3MkEegXrvrHY2jhJ83JgnCHQlQKB5zDqQfi86Qrg/21YVqP4U2i7qdiWaaViHfZxBWUHWmVrbAv2BF9rhskWSSAXbjaqRS4EqzhG7UeVYq6dNbXdtIwwqrEXKS0bHovf7sxXm9sUzJHmCPiHQtaBkMpDCvDOR9nxQTt/rI7pVxi+0x9BSkVEWU3bbs14aZ5QiJNEQ4E4unQJZrmQRy3qwEcZY9rRKoYpApXPGfeymAC0F7Ft5xnFl0LE7jhzzrhhU+NNXAPX3y4rgHa0f8UPuIdB1AIFmknHREt9Lq8Get77bXPxtdDGPkAK1+grZXv4iKC/wseP6ODzJ1RMhEzAePvjOkrhr7BTzZ6sY9KDvYBrUbONUTlf+6+zxao1SH6EwrfvfOg9iT9+9ZeFPLH4GouA7RAaUDbTRA4FmMq9AeYfD6E/xpNItkMaRSuzGPhEG7Y9hkfiSq+rAkGKjyk4Nw6q2qxu4QAcv8vFWxmnpzcDqF/qvRdCgZstnY2lsHHcrfhXIcNQ9/Qadrk8IdC14R78BN7NW4Xd9tzvrrx23tI56qW4aRTOjVi4Gge59j2zfqX8xxOJN76gENXrR5zMkQTW43XOkbBoE2jj3VsPV/Wn8OI1/uCvN2rk1LoOyreJHhYb8qTCZXHsPxsB3iA8rD1ijlRcBlyKdOQW64+M+jdE4rnY9zTVaVVeaRRGVpwjKh0VdSD350yutYHS/m/3xQxJdw08veGDCaXJ6gGh71BkVOl4H4U/jPJREmoEciEFJ3Z+GzFhEY1sskXRlPyNSkz3d9pymTwh0JUCgucwoUO7PVhcAq9STu7sFKrpWlB3cRVDhoX5Ro7j0MoOqdmHjVrXCYzMWKOkwxN5MoDzMRu7tMKhoyRi3EE0jboMKaxHG1cuDfTTD3x6DhgUqfmfMs0nVJwS6EiDQXOYT6OBPtkLbsNXdKaL1tlixNheaQB0GJYZQBhPMBoUrIezEwCtlRBNPnqcMd8HLvAc5An4sw9IDjPoYAv5UO8X1i0b7U2wwDDr8pV9AIzlGGBZD7V0/m3R/1hbo8fGTySk4B1htBZcig7kEumP+7D+JoUf8AfR1Kl8YTaVGvH3PzgA9lKlRGw5lcOEE71XbjjXs0ZhN49cn33uowfPY5ReOMZp9UXz4SKdR2aokUYZnO1dsUSKU94B/5zoHXaB2UtSbpgSeoc9aAv1fH777WffP1e0u+TfuT0zBOcCbe3Ap0plJoKM/5dAj9gz2/7gX5PAKlM/2HP4kiqCN5s9BF+EE80WM2b7aWM2hHt/EzFO86K05tB8otncZdFwsxJVEwqBjHZ0ss7baPodx9VSRMPIsjAZn41uj82gIO8ufVQTKvNm88uTZJR8m8va0FJwBsrkc1yKZeQQ66nOw4p6ts7Gn3Dgg9yX9eaEN87Er8Y1V5Y016FBEblR9iljpKUcUrNDbsL3ZLP/xG1I1/RwDUX13hagFsherlAxFSvKAIcID+785Pok6EeNqGwHbdQYZdtbrPioI9MWtprn+WtO8erd55fPHX95trn1nUgrOAD5iAwLNYBaB7pR14/Wl6lrSjua+pEB55Mp6I+rCJMYYIPHMh8aPq0Hv3UTpkw0NuLgY+pO0WA8EcslkX+q0QNwJJPbncdgDPIlz8QmUbHI5iDFUNp5ToUIndwiHYfCoeflhVwztNPoqawB90Lw6KQVnQC9QNIJmMZNAbX8qa4u4DxwmPTq+8Bp03Ht46Jku4gTq8ZPW+uqEFYllXd+cREoK9BDy51SDUlOMqKGpzjhJf4ox/GsR6PFu80H/77NLUfJ8dvmKrycJ0mj7SRdtfxtxLZKZcxxoT7DAQ+xNLh5n7dtX4ulQlKc+wqDDcm9js4MZXNQ5M4HKPZlAAyNQ6R4bHeceVuXe3syQs9zHLfbkKGfQF3SPX5QpHZQX6ItbL/+d+u/4ITMFp09zgEBz8V6yx49/Ni0AC6ryGzSouwCq4RwMqg47DcxhHH3CVyulAowTKBvcr7bCBofwR4nIsYu+2WNQYjUUw6D21R4bTEmBTvEnBLoGhn5AXIxk7Cv2XEiT92Veey8wkK6+QCP9yQxKb1YjCxlU8afrFWquVUXNWA2BeqON9KcrELunx7U7sR6fblCnQGv4s04VnnW7P2p4Vb592qAK72dYwgsXIxnrisnf66diDEhz42FaAD7Co2aII1IESvtOi8w7C3z050Gd92gGGHHSyQKNFJG3t10JzmVQtkiJsbe+QpQj+AtaoNP8WacTqfm9x4+/11y/7DuT+t4k7zgmOGNYhAZ1+HRcAn122dy4/6R9/sVl460AJeW/iIHbxCHEmywdO5MGtVZ59w1CEl+NA37I4TkRRVA+PV/rf/Feq8iG1dYx3tPaNnT3mN+Rs5z8cxb6MC5of8b1FHmoINCuCMp4/0HTvHnnnaZgBj5J1KkQZ38xknEJ9IGs97wo+APuEFegCEq8CdixL9WPZPYbd5F5DDr4U1n7zTZovkBdx8X7kwqEOlYxqP6F65Ukw9dUnBfKcix6WiY+cRUE2h6/19Werr3fvrhdvAp1ioyrIEKg6TgEerw7jD4u14QUM/c64ijPKEyiCGo99WJiuycu1Z8tWY0Pv5uIFKjzYjXhAJWdzUAcoToMSl9teUU835L+DKQ1SA2BtrIh//jTb7z+xv2ijfinh2JNCDQdh0CVnstynZhO84VaQeNC6bGKoPZTz3pRHAYdF0xSk2QbNOg7PkvIGFzUuruAUgRqBeK6BXtyBVTHxb5wDRnj3zXESRfwZy2BlkzBaaNNgYdBk5lRoDHLp1Hf6cf5pwGZlXhq4LfboMqCc1qSLIMGhccFagx7bx3OSfSnGYj7DlAG7ZdHIXe+cAwZk9Nmq/gTAl0aLZdCoMm420A/EBuKVeFLCdQbiSVQOjZyMbd+04Hwp23QGIGag0KcC+I3qQJtYwUqDBonULHwPrmdknwRf0KgC6PnUgg0GUKgTXP9zz4fJsIVGwXiM5/HoKzTJy4UhmZQUkxiJCT1Mo6hy8hMkGHQkPGIGrzToL2IEgWqBeK9AZZBm8Z9sZlBqa3sQCONZfw5h0CtKlT6hNPV4+1F8HA4AYGGpjPXxbpgx3tyACjrTLpXahiTt+rtFqjR5RNex0OtxDsuo8Og3J+O9KQZ1CtQ/YLl+FMNJDhDVOv9Z5/cV9tRLOcBGcXeMk/aCQrU3ydaBfP92LEc+Nutlb+3J9DwghBVIS/Y40/eea1peFtoYDGwBIF6vvQLtFUFGoxIE6gzzD7Zui7UNxYR6dENmi9Qq/5Ndc8EUQXq33OvDUBlHzxX2zLosEEXaDHtzCDQ44fvzjoTKddmC0RpvclAf7HrBuhNSZ77ogJlPP+sy3Yv/rTQVM6A+ZwZgH8hj45cR+4gP7gDlZNr1BT6/GkY1N9sKd4XZF4bwqBcRBk3WwYSvvyqQfk/vp+rC7PFefCn3hBQ6jk7wTbQ+QXaRZgVp/0mmK0VQZk/6VOfyaCTr1ddgYrt4ujYhTj32r90qNKgMkT1jZl0atQh9WGBGpUjubk1KtSZ/hwCibj8fSbT9/b9XKnXWLk8qkBLVntPT6C5NpsS4y7L2oetC1Tokz71mSrxgev1PLgcU9wFD5kvIFBxfJQ/hyKo5wIOE8JHRfQCDaRGMai/4dIvUKX0yD9l3Wl+aNTVHwwq9/ZebfU3RfWnUowt+JBBoAUi3LVZLa/yXVrapg0JlDV0ui/3PAb1X6/AGNBwAJIiAo30p3jcfZdPWVHjQro56M9WqcZHCdS8NMYCH4OH8m60psQAe96CGSXQwaD6a09bK9lFOEmBzmtQEVlynOS7tLbTCMr7iXw/Hick0LD66GugvtAtsgLf019a/++PadC+BymQFob6BjdnBI4mULUI2kz2Jzs++uFnBh33dpzh0GBy0RL+5GdduNf65ASaWxycFmGb3vR6IAqgGxKo6Gf3Xu45DEqOAzWYPhOpkEAjYuIwgQaiGxJ+wcKO8qeW7fIF2jL3NebWRFIEyn5PQgIdtl6YP1ejQEuP+jlNgc5o0NGbyQJl/9gC3YJB5TAlf+l7jkr8LAKNUB95CdSN8eXPnj17UbwHtty84EIrfwYyYoRBHU2g6gHNdH8mFgb32jikwOU2XtusiL/041VeoMcP75jMOYxpfoFSH8M43ua6DYEOwzwDzRdLCJStRH/zU84nl9f+4tNPP5ua/2LcR12DmQR60MIOZcOgQGUBlLg0qomsbcmk2Uz7OQ79XulXm0p2IcoLtEoVKpqxQl0y1HB8/HN8pAeHQDdRhx+ycrD0Xd+gRPY5fq9p3pKLgRbqRAoTEmhhdsTC7JGRDoM/Jgg0sK0KqkHTrnbFJFaowl/dbZo3liqBzixQ3ZnxBnX6cwMCVWYZRQi09tNFZp+uEHrt/f7DsgKtmgmdBo0XqEMsaQKdzZ96VCmXu2YSa7SBHu8Gph+npSCJ3BbJ3Nh2xt+RB6rj8cxvVi5Qyp++vFv5+aKzT18IvflkVoES12ARgYYjDQiUb3S8oMs+YkaBtv4i6MkItDfoq+VSkELEI10SK5LIWNUZIdZXqxbo3lGPWiTz9riyDy+EkgKttBbDzAJt+5cDRSXDYixdOqvkdAF0eYEOkSVc7aoprNMLP6wlViIFKeR26UyObdgSE+vBI9B1G9Tlz2Xan3qc2YcVQn+wpEAr50C6CBoTaUmBzulPv0FPSaDtg/gi6HYFStkyUqDyE3HyKxaoscaS0f7rPqhiknzZh70Yfr4qvHUJaudAsggaK1CnQYcaPH1lzAPmFWibIdDF8p/YIS/cx8E5yNEpSCDukY7DMXxEDT809M8Z8vBxUwL1+dM6b2sWSCV82ef4cWgx0EAAaaxBoHFx+oqg6xboGF/01d6mQAumIGEOsU+gqePwIgRKJTBciT+UEGiRmmdaGMT7dd1/EvPo6uA/hyv/UorhAFLI7VGcEKGV+FSBuurksQKd258t1YVJ/akcUDU9mxBorEG9ZaLkgczkdmrFBn3aQyAL6xKeItDpT35KEPYSyZ4MfHFxoa2Es2QvaPUARvxl8vLUEOjoT8eV0Q+YXaDEIGTyT2X/qsk5YYHaZaIEgwYFOpY0L4x5Y948rPuTPHn7Ld4EJbo/UkII+tP8RWlnMigEmhPnOEhpcwJtaYEuNQxkGwKNNKhPoEmr4bSHCIHKcPliOGq0zlxs6JM+96giqFhXZsrdSVgNh3pDh1OggzlHhS4q0HLvhQ9Rsgk+MkIj9ekCpevkzhq8sf8C/nQYdKm5cKckUG+/nKk5P87VcMyXJkhJRBVBTX/mC5QfOM2g3MExe0b5U27RFkmvb9A1CTRyYFfJ+PTUp0zkoAUq/vIIVDtgIYFqCzG09h/aznUTsxGB5i3nYAo0aUVbbxFUlDLV9cB9CRFHWpXziQKdpFDp4OCO9AviXEO4rBedXYgw8lIZJHwCM76Ta26B9gZ1xe9HWbSGKlKuWqAyN8Vc7WWmEms7VE5ATYFqzXL8/3EGPQQEavnTFChxOwl/Os49ohF0ODDboE2sQKP92W+zGpqrG3RNbaAzz+NozSJoQpyuImiwCVTbfxl/DvFGXG4IVJK1pK0p0FiDhgXaGr1Serh2Uih9uk49RaC5A5qasQzr3c/1fmJ6DCzVUTcYNDWJcaxKoMplmUegehE0T6CEEb0CVfZfSqCtVQR1nHr9BJ62QMdtSe+V5dfd3Qhq+zNkUNKfboEGb0qj/ZHhAKUI69styZ+OnydxoSrlZVf6j497JgSQxXBdZvKnXgRNiZSuw6cJdDF/WpX4xQqg2xFoWH0+gY4Hxxj04Bco1CJFOwAAIABJREFUq6HbdVU93p1+EFmoLCPQHINqJVj3bs6KN3Wte1G6vHpRrRJPJv/Le3Ke+7Wbn+cEkMvsAlWLoElxqit3W0XK1Qu0VV4o07YLFkBPSKD0NRy6hsdgwgb1CbTtFwMnBpUaf6sGpYufrfvUg3V488BUhTZRAnUVPz3+dDzC7HLNJtAXt7W1Qm74+uALC3S4MtsUqPzg60NSdltQoO34SsMeCDSCgPkiBRpTBBXX3VEEJf1pBTsmJ9mfQYHaByYa1GgCoHdy+5O41uKKzG9QO/X9KxFu3meLMTx//ElXFvVPh68i0Nn8qRg0LU7t3TGGEf0F0MDzMRdqEXQ5f568QGV7ZXw4sgDquv47sqvEaVCnPosKNE2hZgsAtY9Hn25/eh7ibocqlXg79Y+alx8qf17dat5OC2AKmxGo1lC0RYG2ShEUAo3Caz5X9qEEGjCoV6AufxIC7WP2+LOsQBMMau5IHefzp32txysyu0GtxB/vNh9oG542r5zwSw0HgaZGSQhUrcEH2sbV3Reiz00QaHWBtrzHJzqcNiBQ55R6a3MXsU+fvjMPGNRxYKxC7RZUcw+vPq1LrV4S32PcGzQmfUlYibcmHs04E6kVF2BGfw4GzRCoadA0gS7sT8WgC/pzUwL1ms8nUH+Hj7lAeedPoSLiDhiv4Pambrfb08h4nSfjFyg/MLjcnv9wHo8jgf6ionGp49eichv0YL3JNXa1lLBAn11CoBR2EXRjAm1PX6DHiJF4MRnY7grqUS+QJ/v0lW59i/rE2w+tEGhD3YH+SJekLIE65XQhYnYmOSxQ9wvDfUfyo5Xe1wx9Ev70fGvgCPpwcBg0dDJ0FV5v83w0axWeXYBZBZrrbG20XH9fNH/6r4u6+4Ls955znyd9VQR6de93+9/8n7LhJG889O8cJ1B2Uy2B7pU93Ac7Z8eQ0R94Db5POiVQt90IgZJzOrtiGNt1okBdRwauZ6NV3A7BwoaNJVDftya0nSPLzhR22p8Ob4XvOX7UGG2iwQCm0V2Aef3Ji6CzC3QF/uxzk/tyb1egX/AXKTySY5m9+TcuA1MGVZ9FX/YhBNr6BCpCpQzKRoqnCdROGBPoRb5A2XHOPUIG1SvwhwyD6qdENf36oAzapTnboETS+4x3/c07Pe+81n1+KzWAScwv0NwotSuuKDEiS6xEoMygixZAawj02WVz7b0n/T+vfN4ev7zd+N/QGSlQZlD1ad2rNzHQ9ObeZsd+GAK1BMoLrs4n3Sogdy6zDcoaAvuQPCfehPqe3N8f/AbV/dmKSVIpEjH9mShQohp/YGWhTINSSf/iNaUV4Nr76QFMgvzVrEoZgQ63JeY3NdTOMxenKNAHvM1Jvpgz9JL4uAzcC7S7scabdqIESk4wlA++qwbPv9zvG/2gHd/FFZH2ZyfQlhnUrPL2EQTWx88XaMubE53HmgLlIwUSLBIogMYZVMvcQvl5hVA65Vffv/N6z51vB19uWEOghUOsFKV+uZMFmhFjBUQzKLF9nvjLC/TFLVbiFP+0fYm0RCM+N+j4vGr9hoECKD3zkI5dFWjbdydpAYldXBFpfzL72gYVXdF+gwYE6jWNz6C2P7m44i0S9GdEYUg36BB7lkEn++98BdqYRVD+IaIJdFUCzekILUcNgbJRI+NokjLj8HZ8WOW4xPlEgbaOjpyDduVVg16kCbQvgPIin5a9+boa/Tc+g3pMEiiA8rqww6CqP5UTTTGodi3pU4h4mvd05BkGXaNACwdYLUqzEVTdGhRoVowVWNaf9Uqgx7tlBSoMKp7Y4QLxf/01eOfiF6ECKBeo2GdcayiuEZQLVBp0p+4juvk9hVBPI2ioADoY1L6uyjb9POPLfhH+jHqchyyuNyCkF0LXJ9DtQF/rKIECQZU2UNbm+UiOHik1Dm/HesCN5XnVJQVoXAJt4wQ6qGgsyCYJlEWxU9/hyRPdb3YbdJJAxWI69oV1FEDbBHEZAg3v40Ia1OjDSjYoBJoPncsg0BQqCFSMw+sKnmwE6LPLUuPwxLT27gZrzZQxffAOg4Zq8NJ13X5qQ0BMHb7vg+efWCS74S0g7ShQt0LdAo3w59ANYJye259trLli/Blbo2QKtccAJCoUAs0HAp1OjXGgH/Xr2H72+H/fvnbz00++0fgLoEkCFQbdJwjUs0pQJ69AAXSobTcXUwSqGNQQqNOgUwVKGFSrwFsCjROX3po7TaDMoMQgqjSDQqD5kAKFP5OoMhPpHy/V6Xg3vf5MHkHDBKpsdI1jEIin3GVQYwstUNbjo4QQU4eXNfh2OMPduKwJaxlwJoId44qj8Y4RNVKoGrTxFkB5wKGQ4wqg8Z0ae/H7ZGxOMSgEmg+ZlyDQJKoItD1+PAxlfqPkKxW4QeUMRM4EgTbRAu3KqmkC5WUrGc9g0KEPTDlrshA6UaCKQWVEmj+pXtQmPB3IHE4Qs583lawaTzSkxCsUAs0HAp1OHYH2sLd6+QufcSlQYIW4/TADkdNPRnDiXaiyMQ1KlMzkoE317V3pApUGpQRKGtSlyUh/DoW4waB6Rw01yoM1DnhDj6vAm3t6E9kblMgA8QaFQPOBQKdTT6DFUqDCBXqh1fK8Q76CAtU04BZov2JDikHHJlAe0fD9jn+rn7Vto6kCHZPIk90EC6ByhKkn+NgCaLxAW98CTTFBQKBTgEAnszGBsjU2xYx0efN3PoP6lvrlI4nULQ6BMn+q9eGgQPsCqN6BI77eiUK0cdZ2IdQhylh/6gZtwhV4mUhP2S/en3EGFRE5Rj1HFkIznvT0NfNOFeLneKi5zJ+aTTKDQK2B9FMycL9GcTsYlB2+E+t3UgF6l/plO6omoNQiVv5gRw9hRwlUj0qMWmqlQa0DDSUVEKhqUK0C7yq0DwbdOVCT64/dFQIFWyKVJnyaEOgEINDJbE2gbP0q8WBxg+4iBWo3lQqBjruQbYO8xCvkkStQYVAxJnVHGSxKoEOOd66BOAaslOD0EUzOVo+xs2uqP5MEyhQ6o0ALB7BhnAI954uSxgwCPX74brkVwVmfu1wIhN1sW0djiObyd9Ru43NKF81Yk+sgD36QuxgohynpNfhWay+gBWq+aIQW6NBu4VqDRpugSezh8eco0FApN8ZsIWTqWKT5k5ch0AkQg4oh0DQ21gYqhs3zB5j9fhIVYlKg+71ZBJW7DQZ1CbS1BBoqghICbdlsJv5xRzbbpgh05xao36Ci38aRen52QYGW9KeIM9ugEOgEINDJbEugey7QnVxJiTXXtW6DqsOK9mYlXvWsaFUla9b7vVJhniLQxi9Q3Utkd7viT7oSr69DY3fD+CrwrTg7tmiLaw+ezukCPRgC5S2hGQFBoBOwBYom0ES2JtD+/6IIykfd+ASq+9MYcm+NxKQLoDkCFXO8DZRBp7lFULGNFT8dAjWaQY3v/QVQfnoRAvV9G4faPsv+yTUoBDoB/gipWyDQRDYlUPmAsSKoLLlo3+hh2ssvOwTKFUoJtAuC8q6/EZQWqJKcJlOgag8SJVAWqqcSH/Jnf3Y7z2ufiGTmYflTtAynKxQCnYJVBIVAE9mSQPejQHdyJSXRXhcQqPhaVaEZLSuEUqOLsgRq1+C1xZ+oF362Zh3eKVCRHMKg2irT/AA1kENQoG3Dp6x6DFq2Aq/chzyDQqBTgECnsi2Byk9MoOLTwWlQxZ/D8stmb9DIQbxrQ2NYPMlMrq8OzwqgQYG6XzMi93EMMdmFBeqoxIf92Yop/16B+o6Pw14noB3n6aYFBYFOwarDQ6CJlBfo8cM7JmWGMamPlpxVPrTXBQQ6fPAI9HDBRiypGKs3K8dlCVQe3P0zSaD8L6dAXZV48kqZhARa2J/qfRDN2WkKhUCnYAoU/kylvEBf3DIHyjdFXumxdwjUbdBxVLsSiD4iXoH1Iel64LVVo70yXIenBcr7vRoZRNCgtkB5oKM3LYMqPxTKQQftU9Cf/h+IwhV4/T7kGBQCnQIEOpUKVfiru03zRvESqPFYCYNygRJiUEZd7g2B7shYeR+8NvvlQkqaKIJ6BOougEqDCoHaBvU3gop5A1ECtQ16iCyAes+vtD9NgYqlVhIU6s0+jx8H32p83rJgJ29VUs77mqRRow30eNdf5kxMAccsBu7GCZYOgw5Lx5nLL++oWMUgJtWgQyG3nEBbTaCWQb11eBaoepBboFQzaGwFPiBQ7+FRaEHr9yHDoHb2eS6keXW7r/1cey+wpOJZywICnUqVTqTOoK+WSwHDLmDu5BIfdOeIIlAjHL6wkhnBMAp0UKhj4mWoEdTRBCrV04iVkbTRpdZefE9SoMoWMwCtqK0eOKY3ogXUY9Di/jRvhDyjeIVad1IuvfBUvhbhxsO0AM4Kow4PgaZSpxf+2SV7tXGZFPTszQJoqwqUNCjpTykuqgAqdxUGvRhbWZMaQfueKK9AGylQwqAegbLXp+tHGMcbRW3lyEN0Bb71nV/xCrx9H5IN6hLos8vmxv0n7fMvLgPVofOWhV4E1dYnADFUGsb0IL4IGilQ+5jd8KJ2coai7EGnBLqjBDruyRQ6FkDJfvhcgbZyuSieENdeLSVQ8wC/QLVKfHwB1K7XkanLxVsAVZsoIhXqEugD+S7DF7eat5MCOCsg0InUGgca0Xofm4LWPU5ef0+mvhcbKappZAhLdjUr6PM4x6XUZKOcFbtPoD5/Dl3xiUXQvgBqCVf/22qsGA8Wq8M5192MxHHKFAcX2l72zR9PKc6gDoEe7w51oKf+18KetyxIgZ73JUljGwPpXQJVl/I09uLD1oneaFJcxOGZAmVd+QGBjucUXwTlAjX29gnU+kGYVaBOf4YEqp7TBIEqi9Ba69EGAjgrINCJbEOgjkOUZ9paZ50JdNwyPr1coIaK6IVEWnKuvb8XKSzQcUdqWU/NtLpAiU4nbZMl0L0MUpbVo2rw4YEGQaLfCUcKNPKVno4QINAU9FsNgSazRYGOR7gNyoatj3XAg+hI4Qa1KsNEEypn7NOw4k8SKFF424uVpXbOPVWBMn/6BWqdwH4cVrCjFq1yBjZVoFP8mWpQdxvoB2IDqvAetFuNJtB0ti1Q93ryQqDyq3Ew+YEJtK0lUD6W1DonqvYrDerc0xKoO31WGpXE9PqUE82pJBOBObuRYpj8UvepAm2a63/2+TAQ5AqdSB4g0IlsUKD6AQ6D8kWRZGVbnc544Nu1p9QlUKVL2EqAW6AHW5dugXoM2jRq3YrWir/FkLd5tmL50Gh/TiqCJvjTde9TDGoFcbx3qcwg7v/CMCYP6q2GQNPZvEBHhR6UFeW5P/e8IGWMBjpYrY/BAijVCJoiULL7ZRDozrXvWARlL8qk4gsJdHyhk2MZfDKoCQJN0KdHoPEGJYN4/Mk7rzUNbwttAkOSz9wWEOg0tidQe3/CoGxNpD0vwxlPNGHQYAE0ugjKdksTqKkLSqBOfzoUPwS1H8ccJPgzvw6fUvz03PoEg7qzz/PPnnQC/VNM5fQCgU7jFAQ6DDoyBNr263EQD/TBbH0sLVDLoF6BmjVWtQ6vCNRxmehWBh4OvwpjO67XSrZA0w2a5k/PrS8h0LkC2DbKmBL4M4PNCZTeXRRCpUHl4vLkA91pab/nCxvxDdRE0LbVn+IEgR4OjSFMxwBKh0HtRlDmz1SBiksyrPpELv9EhCNjbtMFmqZP762PNqg/+zx/HCh/nr0uINBpnIhAhS5Gge65yohVkVo2PrTPLLKiGFEAjWwEFdZOF6gaEyHQnbMA6hSo7FtTVuP3Wsn4LqMOn1j8bAMCjTQoHQafCPePl+G1RM5dFxDoNLYmUPfeTKHCoGJR4y5HEPvzGUqHsWPbIVDPNB+XXjIF6iqCCoH6CqCO1+opA2TFF+T8ASuUgfQiaFF/xhdBiUCOH/XL2L3fPuKd8dc+IA6LTMXpI09/XC/h3K9IGqcjUGFQPvZR+pPYn21hAhUGjanBR9bhpUB1ZbqmQCpBOougTKDU8lHmoeZE1Ivha/4NPXOUTkCbLtB0fYbufKRB7UCOd7k4/82t5veetF/eDnTDn7kuINBpbEyg/p17b/QG7Svw8oG2juAbuGFZkSyqABpVh5f+zBGoEptRhz9Qq0dZ6TRmvitfs0q8Y9CpEYhCWh0+x59BgUYZ1A7kaV/6PH6vUygrenY+xUB6D0MdfriD535FkjgpgbZ8wYxW8ad1hPhbNJH2T2ltgbrX4AgalAl05y2A2uudGP7kzaCOQad6GCpJRdAcfQZvZpxB7YH0d7k4H8kZnM8uMZXTw1gEhUAz2JZAw/syg/I+IvoY+aeQnXgtsi1Q6+mNaASdINDWJ1D/ievT3I1Fk8SXriFT7q0JAs0qfkbczDyByrVDBm9iMREvlkDP/YKkcWoC5R3w6gPtEygv3+36au7Owgg4LFAZZNNq1owTaKvEzBb/0BISLVDKn9qyqKSVqI3Rdfjen9aLWCPuVHiXGIM6BfriFgQaAwQ6idoCfR5cWDnhfsXtaq7Dqx01/jFWaqP8GVGHHwugqjU9q2i6BKoalA1/D3e3iKDMNTvtBtLQmk4DsUVQWp/LCVRW4dujyHpYjcmL0oukbwAxVBZo4Nc/KgVZu7qOsgRqfXZSWaAqSh2e/RxECtRe85i0pbWNFlVkEdSxR/helXlQ7VAeNS+rQz/t1ZiSVX/SOHpZQRwQqPnZSUigQw0+WqBhg0YJVK60FOVPaqNHoEGDknMV2iUF2g9juiFz3fFeY63GBIGqQKCTKC/Qfj1Gg0JtULl3VjlODWK0V5Q/CYN6BDoo0PsejLBAWQd66MT5WE/ilRtxXUaOmnKUQN39R6FEF3pOiWA6aSrL0WM1Jj8Q6CQg0La4QNlfcwuUemWRc8zSLma3qDq8qwC6pEC7avt/lq2eWI0piGOgH4iiQhX+6nbT3PyU88nltb/49NPPijTi59/Y8UgtjEFfuQLV7KIXQCcKVB4WJ9CWC9TeHDVs3tlVE1EEdfszeL9qCnTWALYOBDqFGm2g/SyQt6KGkESlIHlH95F6EFUFKhTof5NlUKBsTWi5sr6bHVs42doaN3FzgkDp1Vq0w3O/jgUCnYpjnB+Iok4nUlcIvfZ+/6GgQKfcWHmsEYayzkYU3jp8jkCDdXgh0EC6Lkh/egW6i9grWIf3+jNwx0o9pxDoVCDQKVTqhe8LoTefnJNAxXelBCoOjBJoP3cg8MI5z3chgXoMOp6s5/CcLxMIh4OB9H4g0ClUG8bEC6HlBDrtvvKjrTCUhYpiCAtUUQozYMCfIYHy5s/Gm0A+/z9RoOOXvr0CAg3403/PINC1AIFOod44UFYI/cEGBBrtT21XUy6WQJkCSwi08QpUvLgjcnqR8u0uYjdvHf6wEYEeP3wXM5E8QKBTqCdQ3h0feKdsTAoS9gocbweirPQWg7sIatXgpwpUvpg5INALvlv06Hjl6114L28RNOhP310r9piiDXQqEOgUagq0PX4ceil3TAoS9vIfT4RRWaAhfwaKoHwSUtM49xree2SLMDiPfKpA6eX+qePTvkkEAp2MfgVwPZKoKtCuEOqvPkWlIHqnUAhUIONSmTGsTKBy8HyWQNkeob3cdfhwBX44PumLVFwBHR/3TAjgfIBAJ1BZoCVSEL1TKARaoAn+tBtBpVsIf1Jz070BmrC1oVs2V5veawh+v7dUGLGQUV+JjxIoadCYAuhiAv3ynpwEd+3m5zkBnBXaFcDlSGMbAi1xVx2rRmQLVDOoS6BJARowf4pkE7tdaP7MEGhLLtqn4xRonD+dd67cY0qE9OK2NpF4WFgkOoAzAwKdwAwCtYaRpK+GsyKBumBfzyhQ872bkdMzNSJemuGowzteeOo4PnpzBnZI/WIMN++zFxs/f/xJVxb1N8PDGBDoBDYh0CI31RFIkj/dAuVfmwKNCtH/FQ/Q2kuVM/8ybnqmRsRedBHU8cJT5/GxmzOwQwquB1orKVsFAp3ADAI91XF4duEstlim4haoNj9T301vXc0WaAxkETTan67dKgp0WJFeghXpA0CgE9hGG+gqoQSafjJegZqlTIHROzW8nGTYUs6fZBGU/bVWgVoVHsxECgCBTgACzccy6DwCNTv35VezCTS+Aj8GEN6WSVigzy4hUD/qJcDlSAMCzaeuQLsv7Hp6SwyOsgVa0J+OlooVC7Srwuttno9QhQ+gXAJcjUQg0HyKCNRpUP6WDnM3YmzpEEDUAiHJWEXQNH+Su9YUaPt0WI225/hRY7SJ1kvLVoFA84FA8zEFmtOH5BSoeM2mtcHu2rcEWtSflkAPaxdoV+Rsmutv3ul557Xu81upAZwbEGg+EOgE+qTPKVByatN4fB2Bmr8Tqf4kdi55y6mwvnhNGSTHV/ZOC+DMgEDzKS/Q44d3TE5zGBOhlpxz8QlUr8PTU0OV42PWB0lHL4Lyf9ct0La9+v6d13vufPtneQGcFRBoPuUFWu+tnKujokCHJk91Ezkwf16BJlfgxxDcf09hclgbzn+lgEDzqVCFv7rbNG+cYQk0rwbvMKglUL60iP9wps7S/tRO85BRAIVAV894DXA1EqnRBnq8G14FNCEFK0ZrBK0hUOXtyA6BaltjVqhLRymCZvnTPKDoHYdACwCBZlOlE6kz6KvlUrBiqglUGfXJ/y8Wng8cHbFAXQajQMW5QqAnxnANcDFSqdML/+zy2neKpWDFaHX4vCbQGIGOC88Hjq4j0OE08yrw1iEQ6NqAQLOpNIzpQXwRdMv3rL5AmTyHl8QHj45YoC4DWQTNLYBCoCsHAs2m1jjQx8HhI9EpWDNKHT63Bk+J0Zj5fuHc0dxUWaDKX1lB5B8fE/BCAZwAEGg2GEg/iVkE6tnRFmhWCkKIkjYEeqJAoNlAoJOoL9DA5rT1oHOZXgOHQNcMBJoNBDoJbYhk7plYEvSt0BS7a1mm+6/WSBkItATyIuBipAKBTmIUaH4BFAKdQlaPVuo7uU4ecRFwLZKBQKcx1OEnCNSyYLxAZ/JnCf1VKuRAoCWAQHOBQKdRQ6Ch98zF7VqW6a1k6xFo4QBOAQg0Fwh0Gucm0Al3q85DCoGWAALNBQKdxtAImt+HBIFOAQItAQSaCwQ6EVEEnVIANTTolWLCrmXhZzfpZrGDS99uCLQEEGguEOhESghUFyEEmhzoogGcAhBoLhDoRM5KoBPvVX84BLpKCvw+nicQ6ESKCzQgxXjXFqaA/SDQ1VKldnAOQKBT4QY9TDqRTIHO6c/+9ArIqvjdhkCLAIFmAoFORQp0ynkoJgxKMWXfkkCgpwwEmgkEOpUSAlVUuFqBtiXkN7NAH0esqrj1/FcGCDQTCHQqEOjMYZghmlueC2le3WavhX/P90ZDMoBzBALNBAKdTHcCE5tAFRVGODFl35KUuFHlb7YV4otb/I2GTy/FVPcbD2dO0haBQDOpItDjT7/x+s378i+Zo3NTsHZKjKHbgkDXiUugzy6bG/eftM+/uAy8Inbz+a8IEGgmNQT6jP/23xDvlTsPgU47DQg0F5dAHzSvPBF/N28nBXCelOgjPEcqCLTLsc2bd/oGqLfF3xBoECHDKCfKnSDQ1inQ493hvbBPpUojAzhPINA8Kgj0UfNy3+p0dVcYFAKNAALNxCFQJdOdev4rAwSaR3mBHu82H/APHzXN++0ZZOAS7UcZAoU/eyDQMkCgeZQXqJJfO4N+cAYZuJxAI52YtPOJ424D/UBsQBU+Bgg0j6oC7XLxte+ch0CnngUEmgkh0Ka5/mefP7sUjaBX6ESKAQLNo0YVfmi+76vzLz+EQGNgOoRAk7Eu/PGeHADKOpPuYRhTFBBoHhU6kR40rw6fX9xuXv7BqQu0SObrdRitxKSdTxvywj/+5J3Xmoa3hTbj73l8AOcHBJpHBYGKIcycvkLlLwKcwG2DQJfDfeGff9Zlwhd/iqmcceD1pFnUGEj/RaMosyuDQqARQKB5YDWmQkCgWVSZynl173dHZR4/vjx9gU4/ic6HCUpM2/uUgUALAYFmMctiIt41xU7hvpXIfPt9kkDhTw515c9rLYZCQKBZYDWmEkCgi0Fc+TNbi6EQEGgWEGgJCgm02t4njH3lz20thkJAoFnMIFArAzcGk2NYHAh0Mewrf25rMRTiJB7E+YFAS1DiHNKMCH8K7IH0Z7cWQxlwHbKYQaDHD9/FXGRQCeeK9O3ZrMUAFgRtoGDT+AR6JmsxgAWBQMGmIarw57YWA1gQCBRsGjv7BNdiOL02eLAYECjYNHb2Ca7FAIGCYkCgYNMQ2efs1mIAywGBgk1DZZ9zW4sBLEeFBZU/vGOCYUygFjHZ5+TXYgCLUeOVHmYbE6pQoBpYjQksSYUqfD+H7g2UQMEsQKBgSWq0gfaj73xlTjMFAEwglMGC40ABmEDIb9EmHOkM+mp4L2RgUIJQBoNAQU1Cfos2ocLwTtlEFqhOzR8lTnJeAmsxqODWnEqU68l/eQl5kFAEVSPDvT2RKNeTgVPArTmVKNeT/zIT8tg7dMQZGe7tiUS5ngycAm7NqUS5nvw3a0Jwb08lysUz8PFxT+JBuDWnEuXi+W8AAt1+jOdxkgpf3pMt/Ndufp5wHG7NqUQJgZ5ulDjJyvTT3xVupAypq5istUSJk5wVCHT7MZ7HSUr6qXA377NG+OePP+nKovGDknFrTiVKCPR0o8RJ1kW8VE5ydUu8nTMC3JpTiRICPd0ocZJVGV4qJ3navIJxoIvGeB4n6QAC3X6M53GSAmviUWAmkgpuzalECYGebpQ4yapYvnzmXw9UBbfmVKKEQE83SpxkVboqvN7m+QhV+IVjPI+TdACBbj/G8zhJydOmeWs05pG/HD4O3JpTiRICPd0ocZKVedQ0zfU32Uq077zWfX4r+kjcmlOJEgI93ShxkrX54jVlHP219+MPxK05lSjPVKAAFOHq+3de77nz7axFbQAoBQQKAACZQKAAAJAJBAoAAJlAoAD9hR9hAAAHgklEQVQAkAkECgAAmUCgAACQCQQKAACZQKAAAJAJBAoAAJlAoAAAkAkECgAAmUCgAACQCQQKAACZQKAAAJAJBAoAAJnMKNB+HdzrCcvfTuZ4Vyy6G/3SnGk8Hd/WM9e5DlHOcq5X9y7705IxzH5Dp4H8VzHKs81/8wn0Ab/Ar84WYfvi1qwZuItOZuC5znWMco5zfaRHMf8NnQTyX80ozzb/zSbQR/3LF47fa4x3Ktbk2eVMP/2MF7eHc5vrXJUoZzjX/m1uP2uP/3jJ8+wCN3QKyH9Vozzb/DeXQOVv1aMm+i3ek3k656/Ts652Ie7lXOeqRDnHuT4QUXQ59zvL3NAJIP9VjfJ8899cAn0qzrM77+i30E7l0Xw/Tv3bdW/cFvHNc65alDOc63A2/MMSN3QCyH9Vozzf/DeXQB/JX6gH8+WqB/0v1Tw8u7z2r493xanNc65alHOeK8+yS9zQCSD/VY3yfPPfXAJ9MJ7vXPWaF7de/sE3mubaezM0RD1792E75KZ5zlWLctZzvewz8AI3dArIf1WjPN/8N5NAx5+qR3MN6uBNND035mkkkec447kOUc15rqzVaYkbOgHkv6pRnnH+O2GBPu1+Ee+37ReXM8W4ZAae8Vy7Z+XtZW7oBJD/qkZ5xvnvhAUq++d4kb8+S2bg+c71xW12UqvJwHEg/1WN8ozz3wkLdGCmVpIlM/BA7XPtYmTdBavJwHEg/1WNcuTs8t85CHSmKFeRgStH2f3+8+7W1WTgOJD/qkY5cnb5b75eeDneYf5Os5kz8IznOncGvrrVyOEqS97QDJD/qkY5cHb575THgY5xz5uB5zvXmTPws8vm5YdDROsYhxcJ8l/VKAfOLv+d7kyk4ebad7lyhPOdq1Vrq3quXf4dR6msZSZIJMh/NaM84/x3wnPhZVRPm3lmSSijiuc6V6sXtOa5dqellC7WMhc5EuS/qlGeb/6bcTWmZubFU/ofrIfj6i3VUdu1ZzpXdSBz9XM1sur8N3QSyH81ozzf/DebQI/zL9/3VEyPeHWeXroxA892rmOU9c91WPFRLMGzwA2dAvJf1SjPNv+d8or0cgXrmWJT239mOlclyurnOszWG9YwW8WK4PEg/9WM8lzzH96JBAAAmUCgAACQCQQKAACZQKAAAJAJBAoAAJlAoAAAkAkECgAAmUCgAACQCQQKAACZQKAAAJAJBAoAAJlAoAAAkAkECgAAmUCgAACQCQQKAACZQKAAAJAJBAoAAJlAoAAAkAkECgAAmUCgAACQCQQKAACZQKAAAJAJBAoAAJlAoAAAkAkECgAAmUCgAACQCQQKAACZQKAAAJAJBAoAAJlAoAAAkAkECgAAmUCgAACQCQQK1sGLW80rT/jHq/s5AfCjjnebl/+uXKoA8AKBgnUwCPT4UfN2+uHyKAgUzAkECtbBINCnTY5A5VEQKJgTCBSsg0ICBWBOIFCwDiBQsEEgULAOIFCwQSBQsA6EQDsRMj7otx2/eL37+MZ90Tv/oNvjp691Gx52fzz/uP/u2hus7308amwDPf70G8rBbPvx4+7oazcfLnB64DSBQME6IAT67FL8cYMrrxPoF/2f177Tto8aiX7UINCr29rB/fb/dqkEDkABIFCwDmyBDv5shBMfNNfZpldVf7Kquy3QLjjt4G77SG9gAAoAgYJ1YLWB9gq8cb+vx18yZ/YC7cqbD+V3b/2s+/DlbV4EtYYxdftee+9Je/xYHMwEeu39J/2AUTSXglJAoGAdWAJ92sipSd1XrMz4YNjyVCiVFVOZMA2BdptFMVN86gUqGkcfDQcDMBEIFKwDS6APxpq22PSAKDp2h1ECVSTJj+oFKg7ulConjQIwDQgUrANToMrc+F55vQ4fmN0/z//Xh10NnRKosis/uNsufQyBgmJAoGAdEAJV6b9TyqT9IKVLtZNIF6iiS+FLCBTUAAIF68AUqNIHTwhU/ZYW6DAjngcMgYIaQKBgHRACNTU3CpQXT6+/8e5f/B+yDRQlUDAPEChYB0QV3lxWaRToo2FwvaMTSWkD5T32ECioAQQK1oEp0L7b3JgxNAhUsWG3d2wvPAQKigOBgnVgDWPqHPiymLX+SA5jsgR61dXlY8eBQqCgOBAoWAeqQNmHvp2znzrUPv+okQPppQMf8Co8m2fEN8qjqJlI/RcQKKgBBArWwSBQ3sH+wTjBvZFzLx+oFXdjZrs8yjMXHgIFxYFAwToY34l0Vxrz6aXmT3UY00dSnu+JplJ5lGc1JggUFAcCBetgnHl0vNdp7y32ia35ef29n/Fd1IH0bLHP610lXU6LF0fZ64Hy/SFQUAMIFAAAMoFAAQAgEwgUAAAygUABACATCBQAADKBQAEAIBMIFAAAMoFAAQAgEwgUAAAygUABACATCBQAADKBQAEAIBMIFAAAMoFAAQAgEwgUAAAygUABACATCBQAADKBQAEAIBMIFAAAMoFAAQAgEwgUAAAygUABACATCBQAADKBQAEAIBMIFAAAMoFAAQAgEwgUAAAygUABACATCBQAADKBQAEAIBMIFAAAMoFAAQAgk/8PL12IUbdHBXgAAAAASUVORK5CYII=" width="672" /></p>
<p>Once we are satisfied with convergence, we can plot the imputed data versus observed data. Imputed data are in red.</p>
<p>These diagnostic plots do not necessarily tell you whether the imputation is “right” or “wrong”. They show in blue the observed density plots and in blue the observed data scatter plots. The red lines and points represent the distributions from the imputed data. If observed and imputed distributions and values are similar, it may suggest that the overall distribution does not change much when imputed. This may be indicative of the data being MCAR or that the relevant variables are missing from the imputation model. Impossible imputed values may warrant changing the imputation model (e.g., if ages could only range from 0 to 6 years old, and imputed ages are 15 or -4 that may be a sign that the imputation model [e.g., linear] is a poor fit in this instance and a non-linear or other more complex model is needed to appropriately capture the data).</p>
<pre class="r"><code>densityplot(mi.1, ~ PosAff + NegAff + Age)</code></pre>
<p><img src="data:image/png;base64,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" width="672" /></p>
<pre class="r"><code>xyplot(mi.1, NegAff + PosAff ~ STRESS)</code></pre>
<p><img 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" width="672" /></p>
<p>Once you have created the imputed datasets, you can analyse them. Recall that analyses must be repeated on each individual dataset. For models that are fitted with a formula interface, you can use the special <code>with()</code> function which works with multiply imputed datasets. It means that the analysis is automatically run on each imputed dataset separately. If we view the results, we end up with a bunch of separate linear regressions. To pool the results from the individual regressions, we use the <code>pool()</code> function.</p>
<p>The pooled output has several pieces:</p>
<ul>
<li><strong>estimate</strong>: the pooled, average regression coefficients;</li>
<li><strong>ubar</strong>: the average variance (based on the squared standard errors) associated with sampling variation, we called it <span class="math inline">\(\bar{V}\)</span>;</li>
<li><strong>b</strong>: the between imputation variance;</li>
<li><strong>t</strong>: the total variance incorporating sampling variation, between imputation variance, and simulation error;</li>
<li><strong>dfcom</strong>: the degrees of freedom for the complete data analysis (i.e., if there had not been missing data);</li>
<li><strong>df</strong>: the estimated residual degrees of freedom for the model, taking into account missingness;</li>
<li><strong>riv</strong>: the relative increase variance due to missing data;</li>
<li><strong>lambda</strong> or <span class="math inline">\(\lambda\)</span>: the proportion of total variance due to missing data, that is: <span class="math inline">\(\lambda = \frac{B + B/m}{T}\)</span>;</li>
<li><strong>fmi</strong>: the fraction of missing information</li>
</ul>
<pre class="r"><code>mi.reg <- with(mi.1, lm(NegAff ~ PosAff + Age))
mi.reg</code></pre>
<pre><code>## call :
## with.mids(data = mi.1, expr = lm(NegAff ~ PosAff + Age))
##
## call1 :
## mice.mids(obj = mi.1, maxit = 20, printFlag = FALSE)
##
## nmis :
## Female Age STRESS PosAff NegAff
## 15 19 0 30 40
##
## analyses :
## [[1]]
##
## Call:
## lm(formula = NegAff ~ PosAff + Age)
##
## Coefficients:
## (Intercept) PosAff Age
## 3.0375 -0.2410 -0.0415
##
##
## [[2]]
##
## Call:
## lm(formula = NegAff ~ PosAff + Age)
##
## Coefficients:
## (Intercept) PosAff Age
## 2.8504 -0.2214 -0.0341
##
##
## [[3]]
##
## Call:
## lm(formula = NegAff ~ PosAff + Age)
##
## Coefficients:
## (Intercept) PosAff Age
## 3.1842 -0.2758 -0.0445
##
##
## [[4]]
##
## Call:
## lm(formula = NegAff ~ PosAff + Age)
##
## Coefficients:
## (Intercept) PosAff Age
## 2.5354 -0.2220 -0.0203
##
##
## [[5]]
##
## Call:
## lm(formula = NegAff ~ PosAff + Age)
##
## Coefficients:
## (Intercept) PosAff Age
## 2.7301 -0.2148 -0.0294</code></pre>
<pre class="r"><code>pool(mi.reg)</code></pre>
<pre><code>## Class: mipo m = 5
## term m estimate ubar b t dfcom df riv lambda fmi
## 1 (Intercept) 5 2.868 0.12467 6.5e-02 0.20227 187 22 0.62 0.38 0.43
## 2 PosAff 5 -0.235 0.00168 6.2e-04 0.00242 187 32 0.44 0.30 0.34
## 3 Age 5 -0.034 0.00024 9.4e-05 0.00035 187 30 0.46 0.32 0.36</code></pre>
<p>We can also summarise the pooled results with confidence intervals using the <code>summary()</code> function on the pooled results. Finally, we can get a pooled <span class="math inline">\(R^2\)</span> value using the <code>pool.r.squared()</code> function on the analyses.</p>
<p>The summary output includes standard regression output in this case.</p>
<ul>
<li><strong>estimate</strong>: the pooled, average regression coefficients;</li>
<li><strong>std.error</strong>: the standard error of the estimates incorporating all three sources of MI error, specifically: <span class="math inline">\(se = \sqrt{T}\)</span>;</li>
<li><strong>statistic</strong>: <span class="math inline">\(\frac{estimate}{std.error}\)</span>;</li>
<li><strong>df</strong>: the estimated degrees of freedom incorporating uncertainty due to missing data, combined with the statistic to calculate p-values;</li>
<li><strong>p.value</strong>: the p-value, the probability of obtaining the estimate or larger in the sample given that the true population value was zero.</li>
<li><strong>2.5%</strong>: the lower limit of the 95% confidence interval;</li>
<li><strong>97.5%</strong>: the upper limit of the 95% confidence interval.</li>
</ul>
<pre class="r"><code>m.mireg <- summary(pool(mi.reg), conf.int=TRUE)
print(m.mireg)</code></pre>
<pre><code>## term estimate std.error statistic df p.value 2.5 % 97.5 %
## 1 (Intercept) 2.868 0.450 6.4 22 2.1e-06 1.935 3.8004
## 2 PosAff -0.235 0.049 -4.8 32 3.8e-05 -0.335 -0.1347
## 3 Age -0.034 0.019 -1.8 30 8.1e-02 -0.072 0.0045</code></pre>
<pre class="r"><code>pool.r.squared(mi.reg)</code></pre>
<pre><code>## est lo 95 hi 95 fmi
## R^2 0.17 0.074 0.29 NaN</code></pre>
<p>In general, you can use any analysis you want with multiple imputation, replacing <code>lm()</code> with another function, including <code>glm()</code> and <code>lmer()</code>.</p>
<p>Here is an example looking at a logistic regression (albeit a rather silly one) predicting Female from negative affect and age. We can select the coefficients and confidence intervals and exponentiate them to get the odds ratios.</p>
<pre class="r"><code>mi.reg2 <- with(mi.1, glm(Female ~ NegAff + Age, family = binomial()))
m.mireg2 <- summary(pool(mi.reg2), conf.int=TRUE)
print(m.mireg2)</code></pre>
<pre><code>## term estimate std.error statistic df p.value 2.5 % 97.5 %
## 1 (Intercept) 0.4377 1.707 0.26 87 0.80 -2.96 3.83
## 2 NegAff 0.0990 0.321 0.31 64 0.76 -0.54 0.74
## 3 Age -0.0086 0.076 -0.11 51 0.91 -0.16 0.14</code></pre>
<pre class="r"><code>## odds ratios
exp(m.mireg2[, c("estimate", "2.5 %", "97.5 %")])</code></pre>
<pre><code>## estimate 2.5 % 97.5 %
## 1 1.55 0.052 46.1
## 2 1.10 0.581 2.1
## 3 0.99 0.851 1.2</code></pre>
</div>
<div id="multiple-imputation-comparison" class="section level2" number="1.4">
<h2 number="1.4"><span class="header-section-number">1.4</span> Multiple Imputation Comparison</h2>
<p>One thing that often is helpful is to compare results under different models or assumptions. The code that follows is a bit complicated (don’t worry, you don’t need to use it yourself), and is used to fit the same model in three ways:</p>
<ol style="list-style-type: decimal">
<li>pooled from the multiple imputations that was already done, labelled “MI Reg”.</li>
<li>based on the true, non-missing data, since we made the missing data ourselves and have the true data, labelled, “Truth”.</li>
<li>Complete case analysis using listwise deletion, labelled “CC”.</li>
</ol>
<p>The graph that follows shows that compared to the true data, the multiply imputed results have larger confidence intervals slightly. In this case, the multiply imputed results are closer to the truth in the absolute estimates (dots in the graph) than are the estimates from the complete case analysis.</p>
<p><strong>In general we do not have the true estimates</strong>. In this example, we have the true estimates because we created the missing data. In real world settings, all we could do is compare the complete case analysis (i.e., using listwise deletion, labelled “CC”) with the multiple imputation results (labelled “MI Reg”).</p>
<pre class="r"><code>m.true <- lm(NegAff ~ PosAff + Age, data = davg)
m.cc <- lm(NegAff ~ PosAff + Age, data = davgmiss)
res.true <- as.data.table(cbind(coef(m.true), confint(m.true)))
res.cc <- as.data.table(cbind(coef(m.cc), confint(m.cc)))
res.mireg <- as.data.table(m.mireg[, c("estimate", "2.5 %", "97.5 %")])
setnames(res.true, c("B", "LL", "UL"))
setnames(res.cc, c("B", "LL", "UL"))
setnames(res.mireg, c("B", "LL", "UL"))
res.compare <- rbind(
cbind(Type = "Truth", Param = names(coef(m.true)), res.true),
cbind(Type = "CC", Param = names(coef(m.true)), res.cc),
cbind(Type = "MI Reg", Param = names(coef(m.true)), res.mireg))
ggplot(res.compare, aes(factor(""),
y = B, ymin = LL, ymax = UL, colour = Type)) +
geom_pointrange(position = position_dodge(.4)) +
facet_wrap(~Param, scales = "free")</code></pre>
<p><img 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" width="672" /></p>
</div>
</div>
<div id="summary-table" class="section level1" number="2">
<h1 number="2"><span class="header-section-number">2</span> Summary Table</h1>
<p>Here is a little summary of some of the functions used in this topic.</p>
<table>
<colgroup>
<col width="25%"></col>
<col width="74%"></col>
</colgroup>
<thead>
<tr class="header">
<th>Function</th>
<th>What it does</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td><code>aggr()</code></td>
<td>Create a plot of missingness by variable and patterns of mising data for an entire dataset</td>
</tr>
<tr class="even">
<td><code>marginplot()</code></td>
<td>Create a scatter plot of the non missing data between two continuous variables with the margins showing where missing data are</td>
</tr>
<tr class="odd">
<td><code>mice()</code></td>
<td>Main worker function for multiple imputation through chained equations in <code>R</code>. Takes a dataset, the number of imputations and number of iterations as a minimum.</td>
</tr>
<tr class="even">
<td><code>mice.mids()</code></td>
<td>A way to add more iterations to an existing multiply imputed object from <code>mice()</code></td>
</tr>
<tr class="odd">
<td><code>with()</code></td>
<td>Function used to run models with a multiply imputed dataset.</td>
</tr>
<tr class="even">
<td><code>pool()</code></td>
<td>Pool / aggregate results run on multiply imputed data.</td>
</tr>
<tr class="odd">
<td><code>pool.r.squared()</code></td>
<td>Calculate pooled <span class="math inline">\(R^2\)</span> value (only for <code>lm()</code> models) in multiply imputed analyses.</td>
</tr>
</tbody>
</table>
</div>
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