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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<meta name="generator" content="pandoc" />
<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
<meta name="author" content="Isaac Shoebottom" />
<title>Assignment 4</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>
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) 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cDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg+FB1ubjlnRNvl3o6IEU2w7fdNPhm/hh+FLysUu6++DLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK/m4szFFR7ch0toUgBTdWHr7EpaWru6+6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d/jLST9v5YflasP6v/CO7+GNAPC2BMZWmsOjp2NNbfHwMCJD+LPVL+D/OYlWEEI/9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2+bBDWBud1Va4pcCn8CPqxlh/fgtG8IPaPH8C5wk6/nZDv69jurV5QhtwE0x2iqOsj9Mx8B9/0EaUdiPfOYYDCi/q9jhWRuupMDEU0+CtX0sDFxv07T/K5niBPqN9+tQjgEc31NGCXFeMcCEuQBIc/BK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF/R0/u5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y+RBgogrXPZ8E1yIHoHIFUM+AbJhE7lbMtt8ApL+xmZW7PwbjAO0fAVoXQOuiSP/ksIVdFZ0aulsamKUzwPZ/NYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7+pg+jUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd/J5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7+RHJHP+2hqfugo/MvI2H/mqr4b9tFnKSRY1Y5Ek80Nm/WIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw+nSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv+rWa/Wih0vlbX6Zb75T5C0qNKVFvH1QL/vazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f+XdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS/xTo+P5wGFak62ap1PVFFN4v/y+xuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f/6dhK6gQokFKhWX3urrjk/rnI0pgfpGMeuQIUaEM7+GF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x/GdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY+9yGFQtEo0GQPNv6vS2drj4+1jHbv3aJSMUWP+QTZrmbNTjU8wyG/iXNNpskybLcJ3CiTF5Ir+JYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d+/XeNRTZ9/1OPfG7+2hwzd5W3D+hmyjsRcUg/+Cavb++Vh2ls3L7zT/etOnHNxeerv313vzLVqPai4nJv+K1FC6040/4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk/U+D4gTXW+j0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7/R561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l+WKHmLTJwRv9E8GWJ6dYvf/FmEyEGr+gyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b+tMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1+Q2BIRvf6J6Kgatnrbiem+CFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ+CuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih/xELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD+uOe+kWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby/+SSbPY8/NH6vpl/Esq3Ae4ZU1HC44KFiI9o7CEgab/RqHbj7s5KAg06s39ZP/zxI/mVuF/TbTSy+3Fb8If9/cv7+wt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi/C8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0+Xxx/5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB/qM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J/UKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc/THK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd++U/3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg+e4As38MfGquNt7oUws6Ysarj1/efE+yst86YUVNvDdts3Pv5c8m/aP0C+f8/Qb+IMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT/v27wm09jRYVc/e++iyx2tyzJb/n3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy/t27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj/S5ki1jL/a0GC6+2L6Um+aoddlNFuj+bJ8mH/iaLh8I0/U51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz+1UmhTJyJGxZzw+wsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ/9pPA4RKTASWahmh+8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ/tHnODtENw/2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8+/Elg5j4Gxur3J8o2PJ4rg+2d08T/fwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r/aMMj8onCP/DuDZOuN+GPPr/+p7bx+7JlbYdppcNhzKU/1Px5aiaGDn/s1iGMaBcleKUo/v9rcxkZj7DBEKOfrayytXNLYiUdBY+pleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF/Qa9Pdf/QqOSqCiE/EE1/XIVKTc2tzWbHnimrEd+Vyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu/kzIdx+BxC0ay9zRSvoS0F2lIxI+X7klU63I40gLQ3w5ep5na+SFnba3z5D64zv+QtM4n4ffG3tq4aNHGRfxgrXPMim+5487abL7xhdseIRn1KDl+7aINixdv0OD+JSPwKf5+xoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz+9a/v2PH1Hfz9236w+ZrPXvWfAxlj4NLLHpq3c/PQ3uvmvbrjG7fe+o2y/cLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF/tkkOGPW2ibWaBTkeZ/dvPWazXfOnnvL6jkRXpi85sFzZt+55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG/yVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6/OU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR/rg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x+MJiOA3YwhDRQrWU0u/0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0+a0uoiFH/xcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL+j3D/uwhBRdyAyozeZwvQzs79soi+BKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo/ybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM+3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho/VDkzQfLE+IrYoJXkD19pdP7OwG/voIUtagiWiZ4PAFTHHlTVhRZ7dYmPar+NJ+8JhmR6DFK5DV1foHoLNO/pHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj+i5++WZfKeViJfW5HnUakVL4UCNVkA4+ETfIqx4B5xSaP2L1yn0zn2ltPn4+OqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL/NNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE+cPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP+Kps8J9/3mGQIteY/LGPC+L7872SPR2br5fy8MtKBMHedGuM28/MZmPJMrGgi3Gb1S+Si1/L/zrZwO9XH1ce/z7ZQ1WSoY/+pMb5FT4ua0Wm+Jf/298nFmChEQ+Ti71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa/1IFO1/jdWr/8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc+KJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3/tM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB/yox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt/qMDnvLpPNTXfNa60z5/yjXQOMq+lNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd+RiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb/pBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap/30lnVESgNnvjbUoT6w9N+Xoio0qcYOIM+heg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X+PE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa+dAdAbMYX6HVF8A+7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf/Nf+Ny65BhYxxxV+77XJ2wfQ389/IQPgajXbwMsuAz/0IaQcXJavKbRqR2IqyZruXjVC2+hdee/5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab/wXl2CNe7s/qCtTvWgG5kpBmCBlSzDS/r8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8/NCfiOUVirYcBbIeA2+iF68rQIo3B/S628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935+k1efkV51mzzrM0LL3/20avnwMeKuWyOUZg2TasSqZ+KcZQiOn1Iu2Vh497ALUVZiCKt/gh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1/uzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb+okJ5JRDyf54Axur1D+WS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt+t/qW2+93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz+tJo+wijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF+kuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj+Z4i+42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA/hRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz+x+Fkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3/RTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY+uSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN+fiK86LeXj+Sc5lPKy+k/vCUI/DaLFYCWHr6nbXuILTIsb5imNKY/rCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T/yOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH+L0eCPxmsa5ZpgRJSDZ11yDv+jmbd86vxZfc1WcZJ3UkMq1BOOOVtvu/+pB+en186d3GTwWAw2jheaJs09/+LNfZft37DALyrNj1wABMuUKbODyTVnT/KYbJ3Tpq8IrNh92dkxOj5P/YpZx4/ycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB+cV99/eTF6294dA8+TK6v74MHVpYNRt/I30e8QGTOOdfGWzzxcy+87a7bLjw37rHw1nPzp0KyyRSeZO+QQhInt3dYgvycjrPOv+T8s1rptaP84VeywdWX2T4ysr0/7TLIs6+x9zib56ye1dM9e/XsZmePY3NDs9zlnNVt4+WgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS+XPplV2ts4bvCwZu+KzgITtxepaPRzWdpv74muvv6RO0SorX6cu/dqKn/XWnrtp/Zragz13DUCl5myiFW2Ycvb0PtsXnU+tx8pvLFbUspLX68mdegwmOif/NPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3/jdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx+6arPqbkcNAHoFPzKUUQ+qL0k97pjbZv1I/egC9zTFbrrlFpNdmea+gIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV/ScS+zjlASyUTVv/AJ46gkJI4bHX4lTnloctxPZE1ckS3+jG2fKIjkQFyzuo8jvYQG1OrGvJPSTu/nSp9PHNTl4z5hK/8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt/wkSx/JCmP5/cBKQfl/5gd+rOS/+p91/+YCg5CXK2W4M9fu+/6xxX+vnelVuldIDCG0VQTpU9Dw4pRfei+6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15+5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl/5bqzYqT9hMmptEXDgTqP3Wiye+sD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC/v8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4+Ti7W9D/OZrLChdwxmPNiBRqVjnpK/aGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3+OfU5/ieLS/NuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD+N2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad/3t2KTtPobnX6D8C8pd0MDP+Kx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE+JGTS3JoEhTrz8/CB+5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk+htwN5A0V3RCPoD/yXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps/t+0iCT3AHVtZC7JDCXfR7OSb/Xja5H3zQbZL1B+ULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset+nQWdS/ZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5+LhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW/3Q5Nn8BZEuzqEI7HK3n0+zFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj/mQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2/BWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY/yCZu/Amd5Or9uS3DYaeqVOhH7gZN/8I/wi1fEuLXvyNivibjuKvN+1Nc01HF/3h+ef/sOhox8MPd5SFucPjorQwXT+ytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP/79nbvCXFOY+PUjrT7/otsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9+pbs6E/Vu7Nk642/PYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu/19/5QW9Rv1U1ridT22i+53pzumbs+XFFXYC++CGsTj5JUT/GCgRt3n78i2n71FHG4/u6X++9+raya7os3ZbDmgWfXun44e+u2NZKuGZ0HiF8M4TlMPR+EU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l+uXrbjPUyep+8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq+NzK/OKSbsfl79o9G20R+brBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery/7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1+SdazRrfddkBU98t1htvWrbjqSqjaCguxrffM/5zDCpBALUycmajhd+R6ww4SWafuZ5eU+tPid4lgd3gt+b/Y9rQoZNmiXYPXyRHbRs8zX/f4WIFjWZJtUdSD55AP3xtXH+ZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy/8F0GoqYPv75Yh9j3x4DuJ+uEzHRpAq2lMqb+qfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT+LUgx0Pg/p87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv/u9ZUWUx+PYFueUKwaNvbtu+Xps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L/BehXuHqfaBwBEU7hfVLcXvS4VQv+T/vaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq+k4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S/tkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP+EaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP/dsZ8+fP75D/9Uu5Gs3FY/2SxPld0DHOciXI9gqjcEidXjE+3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8+LTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7++wW4gRDRbaxw2nrOGm+xOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot/FpHvIUjJovFEoYvHYV9C5Y/xN9OfcalvII37UEhTbTg/AQIaPb4Vz6j5u8/aViycMod/fkDcpu8QZbZoeBi/vbzP3XPsZvOubMtaPHkD9jt6+U2O7vqU/9C9SMvgrXpQNG/E0oJxun+CiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp/VAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y+pGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr+P2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr+P30f3OkPQ72aO0xYo3/EsmO3QO5qEF8S0qQH0UsKXv0brnl9+8M7jF174+DsfvPOl1au/RL5/9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x+4ofw+3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ+pYl+Sf8YcurfmXP5F/kj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0/OM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw+1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g+Rn533qkocdvLs2HmhU75br/MmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3/3pYNi3bS+Rd+GjOfVpAPNd6y64Gsz1GaZleWIPoYL/v9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk/Iojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB/36kP+K38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL+x03nhh+oNo5e77psxg9Q5LzebIKD+fsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O/kdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P/F7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF/BRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm+RdmIJQST/ZfVdudUvh9S/qqNvqT98g9SQ3lHibZY0mRVHooyDN/FHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi+d0s4+ztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr+1VZFcEZ/PdJkn1hOs8SXS/NFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq+rbyg1Z+O8VsNC1UmcvORPRfxtPrfRwL2p/oA1eZp6Z/aGffoewaXcA/xBlKlQLfhQL/oPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp/bXh5e5YXW2Ngfvza0ZF6UgFL/E0fTq4LBlvTE2qb/KuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8/VWi33c3bBZnGY05+dm+3qc7fNmj4YGKLj2nfqFP+g7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j+SYEWHlZ0K/Hgsh/Ztsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D+YVyKd0jw3iumwi/BC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc/J5uGm6CViW5mulYMk+HqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br+fcLyoAyu8D9B7bgmzUqfFobF5nKnK4+t8MPJkI/xHUNWk117jugWF+xazTAALQn6+UE9lhoI5ApGA/iuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL/3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n+jspIsHFjJrTOdzSMuOa9DbDcj/nH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U/8JbJZPJJLBLolH1La/RbF9AbC8JJjv/mMnssKjLRBJyqj9QXxNko0Ux/X79epfiXkm6fmKwF/en1HLc6LxloXWKvGa5rVCVL83VuiPcDEX/K5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS/kTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv/36k2sbqCeCFNa+URpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR+D79H56NOz0EVWCTy2/fffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ+T/El3uZqL+FyzSZ8XxpTiI/G0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ+euOeG2SORmKZr/qKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya+vlKqv6aXK1qIj3imL+L6hL+yvUlFfE0VKZ7E8gBY3M/8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry/LgZIlCeP11Z4zs/AwvVwtGFEut5S1JY4lfyT0N/evOLo+rUEgjcqc9IkGpQbv3iW7Co5b+KgjvpzYdH85PLcc4X21ouwEGl/S4qnUAvoSlXUUhR1eKr2VWFTB+GMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH/qPepXQ0Db77CJOAImohB+RPWr31ev5g/kE+zTa4lbvZo8xdWPffQu9yJTPCNB66s+zXoJt/0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0+3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80+UxfUHPlBZIRVNQ+v0xRm8REKPoLmNr0+Uo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV/+mfr0C0r/NkeXbbpPlOTBBwT0mVz1zx9S/wJecBF9Wgv3p032iP2v4VSgfgW2G+HUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt/QRasn2kri+H6L80MJRsmVYJrAKyDItpJUy3/15WYIJqcJ9Q5N/LFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb+IP8gHed+6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha/fJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG/XbOFz+Tcq2MLrcmV28Nmi/OHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw+luPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs+31Wm5qpH+iJWSzqdPr2O7zc2TmtnrzCig6bBd/vgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I/MAp9q9S3Q/clADNm1wEeO+xbwg5OIYHZLY3ehG5lJk2xhco+6JWybpEVz2wrR6hZyD0QXZbeDVB+onmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P+1fAll+SyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y+cf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY/f+ucuMtCuP/e4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn/+7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7/6B23+f+sp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz/Q0hI0m3NKDRfkgsrnamo+p0CAq1FyvC3a3Nak/s5VX282x9Ufy3E39VAx6o7LpCvO2wK+ch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5+jP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00/Wavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR+gufwA8GegxUEo4A+gd0BASHiH6jYMLIsUdQJTs/C641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW+AMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA/xUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA/E+DXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX/k/7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh/TK18StOPhwG9Xo5mqXAxvw/79YQwwDR+nAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw+oTFqxtz8dxwtogBnF9MjIl/in+K8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O+GC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6/OC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx+v1UKPsfvzQU0Kc83i2VdILmd2/yX55zT9luN2+Cu4nKfwPcK/CvDVU+pHh8+LaldIf1fA5h3ndT6Fln9/W/9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW/uib/ud+VK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M+VG0KsUdgdvpgP/6NqqP0/gHZFUfGEijZLHpiIgvV5/Bltrj8Qd7XQd5p4P+7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z/vvacG/rjpsvnpzs0B1Id6fmX8119l88XnOxe/uGrzzHcdu7UtY3+2vmXN5zUyj3ZcPl8p1sZSs6/nGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q+lwg1RdRSpFDNzosb44YJXnAfoEOpZW//6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21/BWW5DnPQbn2X1WK43/aM2n18DfSoybbNHijFpamzXI31eRibGUOxSu/lT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO/VjC/EinToFyoNDz2p9XD6g78WgQdPG7Z3R0T/Z5dTM9lsL8Ktek7szl2L+gQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T/4VeamYPlLtffdQsk+2sUTY/zDXl/05W53/Bz9UK3p7LjapZ2ZxOm+UlZXrL3HHGqO8+wVroDaCTTnTxitMxmiAAYQzVJQH+nj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj/9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz+3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62/qN/tjQxnSnhnKPw+LNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh/LvQZnt0evgIhTFV0kE/PYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8/Cj1Y9NY6cnGVW0CjTLaz7E3epvaT/LtTV72Rs+0WVVmd0dz/MGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf/z+fdka+eKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ+bewnf18ap4Ib+mSMrtDU5zqlD8QANa5MBGh/OwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq+7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2+YuMbmE9dwGYB4KFTsvnDE6Ah47r/fE3AYI+oXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU/A/Jsw+vWDa/7emewLaoeibaF1B9qUNnuqWK3+UfXYVL1v/omD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk+gk8pL0mcCDOn08MDAQlf+/SlTZ1z12fnqntOhbOTL9/ZdevbAPN+yby1f/uUtC/ixm8ZBo59LTXEW060hGrTDplNprWd58fwB/b/E27BdS/s7U+rGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt+Kh6HN4ti6lxIhT/wahnZtWwzlY9QHQ2c79C+dxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah/PFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn+2MnYv36dbMDBTonl/T/ma5IKAyEGz+4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK/yp/gLEBVat5WnPDdKA574ubuFJ/IUfZ/Y2Nt6mN+ZNNTSTaeI56gKwkXerTe9DDHUw8/H35FY3nNN7GGuBKWhrV9ep+0k1WjNWVaHkW1yA+QHWNu8rtBw2a5YXuE40rs7/GA+j09V3hA98yRnFPOGr8ltGlsFdD/7tRce3LH6Trcneuiy7K7J3khKu+3qUaXPWaX7T6/Kfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM+0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz+XmcOs1H31U6cC6RTVLfCg7RNBF1UF2/wBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH+WC0E1qOGtP66s1MYv+VLu8/XFXvV/ZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86/1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp/lYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm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<div id="header">
<h1 class="title toc-ignore">Assignment 4</h1>
<h3 class="subtitle">STAT3373</h3>
<h4 class="author">Isaac Shoebottom</h4>
<h4 class="date">Oct 16th, 2025</h4>
</div>
<pre class="r"><code>library(tidyverse)
library(knitr)</code></pre>
<div id="question-1" class="section level1">
<h1>Question 1</h1>
<div id="a" class="section level2">
<h2>a)</h2>
<pre class="r"><code># Create the dataset
data &lt;- tibble(
Farm = factor(1:4),
Fert1 = c(48, 45, 52, 44),
Fert2 = c(55, 50, 58, 49),
Fert3 = c(52, 49, 55, 47)
)
# Convert to long format
long_data &lt;- data %&gt;%
pivot_longer(
cols = starts_with(&quot;Fert&quot;),
names_to = &quot;Fertilizer&quot;,
values_to = &quot;Yield&quot;
) %&gt;%
mutate(Fertilizer = factor(Fertilizer))
kable(long_data, caption = &quot;Yield Data (Bushels per Acre)&quot;)</code></pre>
<table>
<caption>Yield Data (Bushels per Acre)</caption>
<thead>
<tr class="header">
<th align="left">Farm</th>
<th align="left">Fertilizer</th>
<th align="right">Yield</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">1</td>
<td align="left">Fert1</td>
<td align="right">48</td>
</tr>
<tr class="even">
<td align="left">1</td>
<td align="left">Fert2</td>
<td align="right">55</td>
</tr>
<tr class="odd">
<td align="left">1</td>
<td align="left">Fert3</td>
<td align="right">52</td>
</tr>
<tr class="even">
<td align="left">2</td>
<td align="left">Fert1</td>
<td align="right">45</td>
</tr>
<tr class="odd">
<td align="left">2</td>
<td align="left">Fert2</td>
<td align="right">50</td>
</tr>
<tr class="even">
<td align="left">2</td>
<td align="left">Fert3</td>
<td align="right">49</td>
</tr>
<tr class="odd">
<td align="left">3</td>
<td align="left">Fert1</td>
<td align="right">52</td>
</tr>
<tr class="even">
<td align="left">3</td>
<td align="left">Fert2</td>
<td align="right">58</td>
</tr>
<tr class="odd">
<td align="left">3</td>
<td align="left">Fert3</td>
<td align="right">55</td>
</tr>
<tr class="even">
<td align="left">4</td>
<td align="left">Fert1</td>
<td align="right">44</td>
</tr>
<tr class="odd">
<td align="left">4</td>
<td align="left">Fert2</td>
<td align="right">49</td>
</tr>
<tr class="even">
<td align="left">4</td>
<td align="left">Fert3</td>
<td align="right">47</td>
</tr>
</tbody>
</table>
</div>
<div id="b" class="section level2">
<h2>b)</h2>
<p>Model: <span class="math display">\[Y_{ij} = \mu + \tau_i + \beta_j +
\varepsilon_{ij}\]</span></p>
<pre class="r"><code>anova_model &lt;- aov(Yield ~ Fertilizer + Farm, data = long_data)
anova_table &lt;- summary(anova_model)
anova_table</code></pre>
<pre><code>## Df Sum Sq Mean Sq F value Pr(&gt;F)
## Fertilizer 2 67.17 33.58 93.0 3.05e-05 ***
## Farm 3 127.33 42.44 117.5 1.02e-05 ***
## Residuals 6 2.17 0.36
## ---
## Signif. codes: 0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<p>Conclusions:</p>
<ul>
<li><p>Fertilizer effect is significant (p &lt; 0.05)</p></li>
<li><p>Farm (block) effect is also significant</p></li>
</ul>
</div>
<div id="c" class="section level2">
<h2>c)</h2>
<pre class="r"><code>tukey_results &lt;- TukeyHSD(anova_model, &quot;Fertilizer&quot;)
tukey_results</code></pre>
<pre><code>## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = Yield ~ Fertilizer + Farm, data = long_data)
##
## $Fertilizer
## diff lwr upr p adj
## Fert2-Fert1 5.75 4.446234 7.0537659 0.0000248
## Fert3-Fert1 3.50 2.196234 4.8037659 0.0004243
## Fert3-Fert2 -2.25 -3.553766 -0.9462341 0.0044225</code></pre>
<p>Results:</p>
<ul>
<li><p>Fertilizer 2 produces the highest yields</p></li>
<li><p>All fertilizer pairs differ significantly</p></li>
<li><p>Ordering of mean yields: Fert 2 &gt; Fert 3 &gt; Fert 1</p></li>
</ul>
<p>Final Conclusion (alpha = 0.05)</p>
<ul>
<li><p>There is strong statistical evidence that fertilizer type affects
yield.</p></li>
<li><p>Blocking by farm was appropriate and reduced error
variability.</p></li>
<li><p>Fertilizer 2 is the most effective option based on
yield.</p></li>
</ul>
</div>
</div>
<div id="question-2" class="section level1">
<h1>Question 2</h1>
<div id="a-1" class="section level2">
<h2>a)</h2>
<pre class="r"><code>drug_data &lt;- data.frame(
patient = factor(rep(1:5, each = 3)),
drug = factor(rep(c(&quot;A&quot;, &quot;B&quot;, &quot;C&quot;), times = 5)),
response_time = c(
12, 10, 15, # Patient 1
14, 11, 16, # Patient 2
10, 8, 13, # Patient 3
13, 10, 14, # Patient 4
11, 9, 14 # Patient 5
)
)
kable(drug_data, caption = &quot;Drug Trial Response Times (seconds)&quot;)</code></pre>
<table>
<caption>Drug Trial Response Times (seconds)</caption>
<thead>
<tr class="header">
<th align="left">patient</th>
<th align="left">drug</th>
<th align="right">response_time</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">1</td>
<td align="left">A</td>
<td align="right">12</td>
</tr>
<tr class="even">
<td align="left">1</td>
<td align="left">B</td>
<td align="right">10</td>
</tr>
<tr class="odd">
<td align="left">1</td>
<td align="left">C</td>
<td align="right">15</td>
</tr>
<tr class="even">
<td align="left">2</td>
<td align="left">A</td>
<td align="right">14</td>
</tr>
<tr class="odd">
<td align="left">2</td>
<td align="left">B</td>
<td align="right">11</td>
</tr>
<tr class="even">
<td align="left">2</td>
<td align="left">C</td>
<td align="right">16</td>
</tr>
<tr class="odd">
<td align="left">3</td>
<td align="left">A</td>
<td align="right">10</td>
</tr>
<tr class="even">
<td align="left">3</td>
<td align="left">B</td>
<td align="right">8</td>
</tr>
<tr class="odd">
<td align="left">3</td>
<td align="left">C</td>
<td align="right">13</td>
</tr>
<tr class="even">
<td align="left">4</td>
<td align="left">A</td>
<td align="right">13</td>
</tr>
<tr class="odd">
<td align="left">4</td>
<td align="left">B</td>
<td align="right">10</td>
</tr>
<tr class="even">
<td align="left">4</td>
<td align="left">C</td>
<td align="right">14</td>
</tr>
<tr class="odd">
<td align="left">5</td>
<td align="left">A</td>
<td align="right">11</td>
</tr>
<tr class="even">
<td align="left">5</td>
<td align="left">B</td>
<td align="right">9</td>
</tr>
<tr class="odd">
<td align="left">5</td>
<td align="left">C</td>
<td align="right">14</td>
</tr>
</tbody>
</table>
</div>
<div id="b-1" class="section level2">
<h2>b)</h2>
<p>Model: <span class="math display">\[Y_{ij} = \mu + \tau_i + \beta_j +
\varepsilon_{ij}\]</span></p>
<pre class="r"><code>anova_model &lt;- aov(response_time ~ drug + patient, data = drug_data)
summary(anova_model)</code></pre>
<pre><code>## Df Sum Sq Mean Sq F value Pr(&gt;F)
## drug 2 57.60 28.800 132.92 7.28e-07 ***
## patient 4 18.67 4.667 21.54 0.000243 ***
## Residuals 8 1.73 0.217
## ---
## Signif. codes: 0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<p>Decision (alpha = 0.05):</p>
<ul>
<li><p>Drug effect is significant</p></li>
<li><p>Patient (block) effect is significant</p></li>
</ul>
</div>
<div id="c-1" class="section level2">
<h2>c)</h2>
<p>Residual Diagnostics</p>
<pre class="r"><code>par(mfrow = c(1, 2))
plot(anova_model, which = 1) # Residuals vs Fitted
plot(anova_model, which = 2) # Normal Q-Q</code></pre>
<p><img role="img" aria-label 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" alt width="672" /></p>
<pre class="r"><code>par(mfrow = c(1, 1))</code></pre>
<p>Formal Tests</p>
<pre class="r"><code># Normality of residuals
shapiro.test(residuals(anova_model))</code></pre>
<pre><code>##
## Shapiro-Wilk normality test
##
## data: residuals(anova_model)
## W = 0.95664, p-value = 0.6342</code></pre>
<pre class="r"><code># Homogeneity of variance
bartlett.test(response_time ~ drug, data = drug_data)</code></pre>
<pre><code>##
## Bartlett test of homogeneity of variances
##
## data: response_time by drug
## Bartlett&#39;s K-squared = 0.54312, df = 2, p-value = 0.7622</code></pre>
<p>Results:</p>
<ul>
<li><p>Residuals are approximately normally distributed</p></li>
<li><p>Variances across drug groups are homogeneous</p></li>
</ul>
</div>
<div id="d" class="section level2">
<h2>d)</h2>
<p>Multiple Comparisons</p>
<pre class="r"><code>tukey_results &lt;- TukeyHSD(anova_model, &quot;drug&quot;)
tukey_results</code></pre>
<pre><code>## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = response_time ~ drug + patient, data = drug_data)
##
## $drug
## diff lwr upr p adj
## B-A -2.4 -3.241209 -1.558791 9.92e-05
## C-A 2.4 1.558791 3.241209 9.92e-05
## C-B 4.8 3.958791 5.641209 5.00e-07</code></pre>
<p>Results:</p>
<ul>
<li><p>All drug pairs differ significantly</p></li>
<li><p>Ordering of mean response times: Drug B &lt; Drug A &lt; Drug
C</p></li>
</ul>
</div>
<div id="e" class="section level2">
<h2>e)</h2>
<p>Mean Response Times by Drug</p>
<pre class="r"><code>drug_data %&gt;%
group_by(drug) %&gt;%
summarise(mean_time = mean(response_time)) %&gt;%
ggplot(aes(x = drug, y = mean_time)) +
geom_col(fill = &quot;steelblue&quot;) +
labs(
title = &quot;Mean Response Time by Drug&quot;,
x = &quot;Drug&quot;,
y = &quot;Mean Response Time (seconds)&quot;
) +
theme_minimal()</code></pre>
<p><img role="img" aria-label 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f6dpzkn2QjwuqNfJPeCt206PdiQLsAbD6zM25vvW/igNQE+fud75lHpNCWGro/KuJ+Ga3M7prTaJ8ADAACkxnxnT6KgcSx6SRD0lwNWHtelfU+5u37lzljFmNd6dc9kRGnTMPUBCzfcV4xTYPf434d1LY4pLRbq8PGwWsYMpMTtWbc9ZaZ0qfa7i1YFBAQErJ7e1/IEdVo7G/PrsixntgM2Vd8c1dE0nHQ6DhWrJA8DbtA/Zq77zMgR+34fbzHAj//2hx/nLNty+k6SItqU7DFl+/ENY5qk3Ytsl4yi15tnvpLv3g7NuOdSife2x+v1er0uxr9/AUsrtan1zphenpY64Tr7fT6mmyl6GK6vWrE/KfnlxL3+q28ZtykVeWX0sIoWpyQo0OKTD5obK8SVpBMrV18y5MS5yN6RWnHJ5TqNb+9BbU0nIA2nMuWKmmO2a6fBfTIOfO5QpnzxDOX3PMpBtGvw/hedC2V9Lcn3Nq7eFW9evmC7Xq2Nj+WUxP2r14WmmYNdvrV6+e54xbhQ235dCj9mSH1riQ5Oyf0+FF1SUsbJ4G2qDxzR0iVnt5m4Z/E/14xXtE21N99LbjSRhlS8/3t9vPjjBAAAkBH3SE+Z4Ff5H0uT4JXw9St3mPN7726Z53ch/tDuI8bbY9G+aZc2ptazlmjKNGtazJhAlIRzpy8kRxAb3wZdunfv3r1b+xoelj6ou7l29cGEjLfeadfs06JlRYtTMYk2tpkNvpWjFN21TT9/+8vGa7ocKhmbqrWrmPZcf25av36TNlx6kP7phSRpjCTLp0VbrWePCpnMTiUW7ty3randgxx2+OBVc3w2XDhw6J5xG5J7ux7NnTLZU8mnS3fzdFz6cwePPMiJc5G9I7Xikst1mlLlSll6PmJjY67x1pauUslSErexTZkI7fmWg03tXj1KS4+7lpQHRw6eNa9adG3Xq5WxNYGSsG/1+rBU3175ZsAK44yUguTesZ/Fxzw5SomPMz4sMF98yWMBpKLx9mua2ZckuwwX9x+8a7yCNSXbts1k5Y5N2jd93HSAAAAA+RHzwD9Fgl++NEJ/JcD/6IQGDW3S53e7ur26lcw8vxuuBwaZUpdoG7pt+teXM1tSuXsq0fyBOyF3DJbOj5J0//bVS5evXL0aHBx89XLQ6cO7dh2/HZdpzXsyTbGSpnjyTEie7T//5qVH03mnoujiIm8HHVi7Ys3xO7q44A0Te7YKW3lgTpeHjyKyXzKacoO+eG1m73lXdUrCpZWfdQr4ukj1Ji2aNfHza+zXuEHVYs5ZH6/kUr1WZjNTGytOa9WrrF2+XyfoL52/pBeMOUN/7XKwKX5pK9Wskvls7VKRatW8NDtvGJSk4Ms3DIJxUmvrzkW2jjTnLrlcIGq16WfLS/u+g6N5VrPHex7lIBWqUdNXevy1ZLh9/ZZBqGdctejWrmdL54DVD5S43as3hr8xMPkbIV8PWLEv0ZjfC3fu166g8KwpMdEPzAFecnXLONGFpkQZc9eCHJQUdPai+XtUvkqFzIrZoXzl0hrh5IvyRAkAAOBF8ULcratBwbZ9zAn+coD/0W8bJid45d7GldtjzPm9exb5XZCj7kWaMrYcdXDe+IOP354S/+CBXhAexkT93WP/zJn198pNe09fv697THW7BaK9w5MmnqcnulTrOvjNh081LPj6612jO3X+4VCMorsyf8zM9zp+WU1jdcmIHl1/27LCY9h7P229Hq8octztE5sWn9i0+CdjbaJbmfqtu/R5feigzpUfzYGVZqfdPQplEU0kT28PjSDoBCU+KirRtL2EyChzQwfJvXDyrACWP1rIo5Ak3DAI8v3I+7IgaKw+F9k5UqsvuTzieZSDVNh4xp/gWkqKioxRBNPQ9GKhDj1bOP27JkaJ3RmwKeL1V00N8OXgVSsOGtsLSF7d+rW21PMjZykPgq+YasMFyd3HJ2OjBrGAy6NxA3Nok9ERkXrj90i0c3NLmbYh44bdCplGDgUAAEAaBPgnVbBNn/auy5dEGK6s9j8ysWEjU3/ZiI3+pvxuWyfr/C4ISUnmluOiTYHChZyeoE7LzlmT0n/acHvd530G/ngg3JAS3EWtU+FipUqXKVOuQuUa9Zo11/3ZetiK5Iq0TORuc1SxULOvZ4xY2XTyBb2gC9yy7caYainlZU3JCHalu3+/ucP7h9csWfzPms3bDwTeTZCNxaDoIi/t/Wf6Xv9fJjZ6d+7iSd1LZLjSRTHrIpE0GmOhKYKi0xnzhqkN9MPPZvlRjSb52PSWRxXIzrl4+iO1qmDzkOdSDk94LYm2dg+bqYuFO/Zq7vTf2hjlwfaAzVH9X3ETBcPllSsOGfO7xqdnvxYWu+vnLH3giXPmnu/a8lUtVYdrNMlzG+YYy33tM5Ay6fkCAACQvxHgn1jBNr3buy4zJvgA/yMTGzWyEZTIjf7bHhjvyuv26l4qy9tNydXdVRSuCYKm0oebj46r8RTlrjv748uvTN1v3I7kUrHrsJGDerZtUqtMYftHG0xcvVB44dnW7tDaa+qFW7JgCL50zSAkB3grSiaFXZF6fT6s1+dDQUm4G3Rk7549e/bs2rZ5x8mQeFnR3903vV9P5537xtezT/sp+d6de1m0lJbD74TLKfWE5t649q6u9qKQoAhyRHiELBTI7IzLEeHmOl/R1T3TPtfZ8jRHmgMFmyc8j3IwXktZdGJ5eC1JTm5uj2r2RY8OPZs6rlsfq0RvDdga/UqfgoZLK1ccNbav0RTv9Ypfugv2WdCf27TluulphbZMowbJU+nlHOOzrwwvSgVdzU31laSoqPjMmjoo9yOjnr6hEQAAQJ5HJcdTJnhJEAxXV/sfThIe5Xebx+Z3QSpawtdU9SaH3Lj9VNV7CTt+nm5M74Lk1nrqvqMBk97u0ahc6vSuGpqivkVM9Z9yVGSUbH3JZCTae1Rs0mPI51P+Wnfs+o1Ds18tb2ysrMSfnPnr5rj0C8vRp45fznyD8SePmMcb0/iWTJ5RS1O8tHmMc33gibMpI9NnpNw9c/q2qdO1jW9J86DpOe4JjjQnC1bNnkc5yOEnT9zIPMHHnzh8xtQKQFu+SvlUDxBEr049mxh7Uyj3twRsfyAYLqz857ixdlpbps8rDZ9DX4aEwwuXBZq7o5fr0TPHn23I4SFhFirb7YsV9zR/jy6ey3S4wMSLgVfoAA8AAJCBCnPgi5DgA/yPJClRm/y3Rhvze52ej8vvgujWoLFpumU5YtfmI+bBsixQQtd9Pfj1AQMGDBy1MMgUNgxXjxy9Yxr5vFCPUcOqOFj8WGJsrBrudbU25oSg6OITDNaWjBK+dcq7I0aMGPH2+3MsfUxTqM7Q3yZ0N81RJd8PCsqY3fRnAgIuZJLolKgNyzaYnjJIbvUbVTLvt7ZCw3qmacbliM2rd2V4IpBMDlkbYOrFLGgrNa6fA6OIZ/NIs33J5THPpRx0x1atvppJglci1i3baJzGTtAUa9iweOpfCtG7cy9TgpcjNwXsuB/ov+KkMehry/fpWzeLESVyiOHi7NGzTQlatK39+uu1s7lFRW/qYmLhjft7d6afddPIplaTBqY2LforW7ZctFzWCQc27cq6TxAAAED+RIB/GgXb9jEn+ODV/xy6k5Lfa/fqXuqx9aya8t16VjdWBBou/zl2ZqDl+tv4/VM/mjD/74ULF60Jsfc2rVPRJZmHrBMdnJ0s15DJ1/2X7jaOW/2ie9ieVomLiVOsLBnRNmzvH7NnzZo187epy0/oMu16bP6Hk5NjhktdSTr264SAO5YKLu7gpPErzTPGeXXu1TTlsYm9X68upmbGhltLv//dcvSI2TNl2rZYY59526o9uufEDFzZPdLsXnJ5zfMoByXxwIyJ6yMsXUux+39Ivpa05fv2M08w+JDo3alHI3tjgr+30X/W3/+cNuX3Ki/3rfmsezwo93aMefXLnaaQLBXp/ckbT3upipJk/oQceuGipdbu+qA/fl5renCRXoE2L3cqbLxKdSf++HWHhZkW5VvLflp2Ky8+TgIAALAWAf6puLRJSfABf3y7ZMv95PxucQK1dDSV3/igs7H+Vrm/4/Oeby0Mik23QOKFeQP7zwgyVmZpygx8u7N5BimNT+kSpkGrDbc3rtyb8V435tyCIZ1G/pfcA9dgeNx0crlJMfUDNg19nTJ1lRUl41zfz5xy9Jf+HDfrXIYKcSVq/+TJ/5kChLZMw/qeFqrC5dtLh/f7/kBkmpChxJyeNaDv5NPGRyKibZU3R7ZzefhegbYjh1QzNVaP3jH65Q/X3U7X8CH23NxBA34OMj5ykdw6vP+mqebXatk90mwWbJ7zXMrBcP2vN/v/eCw67bUUfeKX/n2nnTVNQ1+w1XtD66Sv5ZaKdunZ0HhFyWHLx/98Sm/seFGz78tVnumjFF3Irumvteg26bBpbyWvnpMm97L0/ciaU5Eipr7sStzmGT8ejEn7phK+Y8zr4/c9ek6Xmuje7ePhVY1Hbbg6Z9jI5dfSPpWKOTH9jU/WPBpUgOngAQAAHsmvI1tZk+Ddli25Zwhe8Ns1xTh+Xa0ny+/Gyrb+06f673sjIExODJr/ep09C14b3Ldd3XJeDvFhV0/vWDLrz02XTTW32tJvzBiTUusrurd7uZ3bf6siZP3FX/q0iR/7xZCOdUq52yRG3gw8tNn/j5kLdlxLEG3tbHSJOkW+vzdgw81W3Yq9kFOBic4uzuZ7cX3wxat6oZStVSUjlX5laPuJB/+LlOV7Gz5oWHPdgMF9WtcpX9TVRmcsm42Lf1+063q8MUoX6vDR0FoZR6G3tbPVJ4Vv+6JF9fWvDXu9Y93Srkrk1WObFs/9e8c14+cE0a7KBzM/q5Oym0Y2tT6d9dG/Lb87kaDEnvi5W/U9Lw17s1ezqj7OhogrRzctnv3HxkumzCJ5dJo047WiOfN8LNtHmr2CzXueTznIYRs/9qv+38C3XmtXu2RB+d7lo+YzY5p6UHJtNeHnIRZ62kg+XXo2+HjHzgQlPi7eNHBC3b4vlbc6vxtuH1g+397UreLRawlR4aE3zx/ctG776TDzhIiC5FLv48Wz+vtk40q1bdC5vccff4fJSuKJHzq3CBszZliXBqVd5cjg45sXz/hh1tbrCaapHhQlY4q3rfO/P/63ocXXh2N1l//uX/fsmpEjejep4GkTc/345oW/zl53Mb5ww8buR/YF6dMM3A8AAADj3RXSifirizkB27WbEyqne/O+f79HUz6Ltg1+CNKnWyIh4FXz1Mm2ftMuG9K8JUcdmtKhiDbz+1HRtmSfuefi0nxId2FOF+9M53KSXOuMXHFodpeUCZVFUetYf8Lp5J1K2v9xWVMYsGs7KyT9oZgZLk/zM2VUm3rfBaY/lqzIoXPamctJU/bj/UmP/0D8mteTu4Rryn24Oz4HSubqon4lbbK8u5dc6n60MTTVWTBc/bGJ6XC1VT+cN7m9V2YFK9qVG7D4sqWjSrrmP6yaeVx6y5/UeLX+bn9khtK25lxk50itKNhs0Z+bmNxx27bxlEsZdiS1BP9XTAUoeQ/blPgURaQ7Praa6fmEbZMfr1rYgj7wu3qmXbCpO/Gc/pmXQ8q1pCnR452+FYx92TM5Na6NvtgRLme6lunNTI1sTHth33yGpSN7MroDn5R78uwv2pfoMMHyfiVtH2keudGuy18RmW5Of3lej6KZzzInFmjw4XutjT8RUqHB6xIz7Oz1lUMqWSw00bHqe+tP/dbG9OuirTz6iC67BQIAAJDn0IQ+W3XwycUm2tTq1aPMU9SWiQXrffTvkW0/D/XzcUg3l7gouZRr997v+48tG1IpbRWgttzQ5TuXfNi6hGO6T9h61h0wZcOJPT/3qfvy+0MqmEOAouh1SS9mQ3q7hq39zMHXcGnmsFH/hcrWlkzJ/gv2b5k2qKGPhRwgOhRt0H/Cv8d3TWnnZfEyF51qfrD64Jpx3co5S2k+Ljr4NB0xZ8/+ef1KWxrXy6Z4r5l7Di77olvFgunzoGjn3WDwtM1H1n7e0DVHaw2zf6TZKtg86JZwKVoAACAASURBVFmWg+hQceCCg4cWf965vEvaPCtqXSv1GLf66NYJzQtl+giueNce9ZIrmUV7v7690oxz9yyIkpNvg5fGLD12Zt0Xme/X42lKD1q0bdH7LXwzXpSi5F7vvUX/fNnQJdPVa317zt61/ZdBtQul+hqJkkuF3pO37Jzezine1AxGEB2d0/3wAQAA5GeipfaN+V3CySVTA4yjM2vLdP3gtdpO6d6OPbZw+prLxt7Pknujwe+0K5buftsQtHLyMmMXak3x9iMHZZLk5JgbR3fvPX015O79JBsXD9+KtRs3rO7jlNWtuz7y4oGde09eCY3W2bt5Fa/cuGXj8m4P20srMRc2L197JCTRwaNMvfZdmpQwRRH55uZf5+2LkAVtmS7vv1bH2cJqlagDf/2y8bpB0Pi0GfGm31Pczz8sCMm98eB32qYvBwuburv799nbzKOkS26NBo1s5yvlRMkI+qirxw8fOX3h1r3oWJ3WqWAhnwo16terUaJgxi4icvD05hVG7UkStNXGHj423ti5XIm9fnDrzlPBIfcS7AoVKVnFr2XD0i5P8lgmKfzc3l1HLt4MuxcnuXgUKVGlcfN6JQtk9skcORdPcaQ5UbBPQwnf8/usrcazq/Ft987gRm6ZX0mG8/6Tlp9JUkTnOq990OVRF5THFZEcumPO3J1hsqAp3mHkoAYZvlrKvb1/zNxyyyBoirYePqRJ4Zz66mV2xFEH//plw3WDVLjJmyNamzpMJISe3L3r+KVbYfdlZ0+fsrVatKjl/dgOLfpT4+rU+fqUXhCdOs69tPZN7+wGVvnWlt/+3JvZlPSiZOPk7uVdxLdCPb/avlkesHxt/U8LDt2XBW35Hh/1q/GYGel1987v27nv1JWQ0OCzJ87dSnKrUK913+FDWhe3TTqzfLJ/oF50rNX/w27mxhUZKAm3j2zecuRiSIyNR4kqjds1r+iqEQTd/o8rN516ySA69loU4t/v0TgUAAAA+RsBHvmLhQAP5OoleWtOxwrDN8Uqoku3+ZcCBnjk+QrnpHvXgsMTFEG0L1yyRKHUg0ykUO780anE0A0JirbCZ3vPfF+frykAAIAZTegBIPfIwSsW7jIOfSgWbNevs+VWA3mLErVqWPVKFStWrFT/k81xFpe4sy5gn3EeCMmjacuqpHcAAICHCPAAkGsM55csPGDKqu6d+nVMHuUxbxMLNW1Z0zgkoxz+76yl1zO0+JfvrB/77QbjTJOaot37NnPMnb0EAAB4IRHgASCXKHf+/X72CZ0xv3t1f7VddmagVyFN+UEf9vKWBEG+t/bd9v0mrTkZEmeM8UpS5JUDK77t26Lv75f0iiC5dxj3v1Z5fnxFAACAp0HjRAB4rpQ767/7ZlusixJyKGD51hsG45QSNUd80M7SwIZ5kuj10oy/9gf1nnE8Ju788s+6Lf9c1NraSfpEnSFlVFXRofyAmb8NeuZD8gMAAKgLAR4AnislLmj9nCl7klL+L9qUHjTh7XzV11v0bDdtx77aX3007o+tVx/IiqJPTEh5S+tWucvbY77+uG/1nJ2MEQAAIA9gFHrkMzGBG1YdCpMFya1G564180WfY7xg5OAZLSp8sNsU4EXHkm1GTpv1Tc/SlkZjz/vkB9eO7dt//MKtew/0dgULexav2KBJ/bJuNrm9XwAAAC8mAjwAPGf6iMC9u0/eSipYvGrd+pU88md2BwAAwFMjwAMAAAAAoAKMEAQAAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAGtoB5K/N3rIYkFfYu52qR/S3fvyoWQOCXjZ0QHr7JlPOye0x4CAAAAAPCMqCjAy7fX/zDqb6X/z5P7FEvXcMBwbd3UMStuGDJ+SFP61RnT+hanoQEAAAAAQN3UE+CTLm3ZdlkvlLb0nv5uaLgs2rj6lChsn/YdTTF3W/E57SEAAAAAAPk6wBtiQoKObFm+IOCGwXKffTki9E6SIpXuNjpj5TyQx0VFRRlHs5AkFxeX3N4XAPlUbGysTqcTBMHFxUWS+EMMIBckJibGx8cLguDg4GBnRwda5FkveIA3nFvwwYTV12N1ioX+7Q/Jd0LvyKKNh1dhbhqQ7+j1emNbE40mt3cEQP5lMBjMv0VKln+uAeDZURTF/EMkyzLljDzsBQ/wgr1H+Rr1ixn/JUddPnou1EI3d0GJDQuLUUQPb88Mg9sBAAAAAJA3vOABXlO647ufdTT9U39q5tCx642NhS1WwAsaDy9PSUl6cDc0LEpn516kaGFHqiQBAAAAAHnFCx7gn4jujnEIO43ukv/4YZuOhSYYm++JWpeSDboMGNynrufTHCJt/6BeXL0Acp1iktt7ASA/evjjww8R1EgUxfwT4OV7YXd0imI4t+U/R+9KDVsUcVKibwaeCgreu2TCuYsjJo5u7/PEVfERERHceUCNDAbDvXv3cnsvAOR35mE1ASAXxZlwCqAizs7O9vbpZlPL0wH+bshdWRQLlO/+wacD63mYw7oh8uSiid/5Bx35c9amWuM7ejKVHAAAAABA1fJAgNfWGP7HP8MESaPVPIrpGrcar73/0qn3F1w4s3XP7fa9fJ5sfHqtVksNPNTFPOCqKIoMRA8gtxgMBvNfT41G8+SNAAEgBymKYjAYx7uWTChbqMhTXbF5IMALokZrafh5qUidOsUWXgi+efWGXvCxfaJVFSxYMMd3D3imwsPDzV97V1dXihpAroiOjk5KSjLPA8/DRAC5IiEhISYmxjwPvIODA2cBeVVefjolOTo7isa5IBlOBwAAAACgdqqvgVceHF3828brmgrdRvaukrbnvyHs9h1ZkLyKejGfHAAAAABA5VRfAy86ugk3D+/fvXzxxpvGrsAPyXd3rt4Trmh8GjQoQYAHAAAAAKic6gO8oCnV6eXGbkL8mfnjJi7aceZa6L3IO9dOb1/07RczD0dLXq0HdStDfgcAAAAAqJ3qm9ALgujW9N2xUbpJ8w8eWTbtyLJHr9sXb/XO52/VdWE4XAAAAACA6qknwIvOPhWrVYvx8bDLGMjty3Yd/UuDM3t2HTh1OSQqXnFwK1auVpOWfuXdqHwHAAAAAOQJItOeA3lgGjmNRuPm5pbb+wIgv08j5+bmxjRyAHJ3GjknJyemkUMepv4+8AAAAAAA5AMEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqoM3tHQAAAACs0v6btZQggIc2ju0s5FHUwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKiANrd34MWSmJioKEpu7wXw1BRFSUhIoOAA5ApZls3/SExMlCTqBgAAuSxBVTfGNjY2Go3mCRcmwKcRExNDgIcaybIcExOT23sBIL+Li4vL7V0AAEBQ142xs7MzAT6bChUqlLMnA3jWwsPDBUHQaDRubm6UNoBcER0dnZSUJAiCm5vbk9+CAADwjBQuXDivli3t3AAAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgApoc3sHkH3tv1lL8QFIbePYzhQIAABAXkUNPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAV0ObQepT4sIuBl26EhBqFx0gFPLy8vb2LFPEtW6msh72YQ1sBAAAAACCfsi7AJ9w+smntxq1bt27dvv/c3QRFybCEKDl4VfVr1bp1mzYdO7Wp4WVr1fYAAAAAAMinshngE28fWD5rxk9zVh4NS0qd2kXJxsHFzdVRiIuMuJ+gVxRFjg89tWXxqS2Lfxxt79Po5eHvvfdWrzqeNjm1/wAAAAAA5AtPHeCTbu+a9eVn3y88GJKoCKKtW5n6DRs1atiwYcMGtSuX8Crk5uKgNTeYV/Tx9yPCw4LPHj144MCBA/v3HzwZvG/B2H1/Tyze/I0x3381uIFHTrXfBwAAAAAgr3uaDC1HHpn9wRv/W3jmvmJftF6ffq8NGPBKhxoembSKF7UOrp6+rp6+Fep36P+usdY+9Oi6JX8vWLhs/c5fh/ktnTNk2rzJA6oWoH88AAAAAAA5OAq94eKMbs3fWXTDt/c4/1O3rh9cMeXdbpmmd0vsvOv0HDV91dHrN48uGd2lcNDcQY1fmXc7Y7d5AAAAAABgxTRyinuj9+cfvHhi+Ze9qrpphGyzKVzrlQkBpy/smf1WLWcL494BAAAAAIDsN6HXlB84aaKQY2y8Gw2d0ijn1gcAAAAAQF72FDXwAAAAAAAgtzy7geBjg3ev23LqjuJWpn6bVjU8mQAeAAAAAIBcDfCJN7b/MWPu6kN2/Rf+MbC4qUo/KXDeoJ7vLg2KNfVwFx3L9Z60bN47tZyt3xgAAAAAAPmStQE+7tiULu0/2x4uCzaN2iaZX9Od++mt91LSu3H0u7iL/u93tfU6urCPF5PGAQAAAADw3PvA60//OGzsjnBZELUFfIp72pteTNw78+f9MYpYoP6oFcfOn9z8U79ydoLh1vIvpx/RWbU1AAAAAADyLasCvP7Yor9PJCiic8PRO4KvLH29mHFtSYcC/rtlELTlR8z4rk+tCtXbvDvvr5HltIL+4ir/E/qc23MAAAAAAPIRawK8En78aLBekDx6jf7czz25cbz+/NbtNw2CpninbnXszC/Z1evZ2VcjGIJPnIxg2ncAAAAAAJ5zgJcj70XKgqApUamcQ8prSviBfRcMgliwUbOaNikvaor6FtUIihwRHiFbsT0AAAAAAPItawK8aGdvJwqCkhCf+LBiPWb/zqNJimhXp2kDx4cLKnFx8cYlJIlp5wEAAAAAyA5rErXkXbqUkygYrh48FJZcsx69Y/W2KFm0qd2+zaMB55V7h/df0Aui1sOrMAkeAAAAAIBssCpQOzRu17SAqMRunfjhvNP3DfqwreO/Wh4mC9pqnTqWTFmzIXTD15M2xyqCtny92gWZRg4AAAAAgOcd4EXPXh+9WcFG0AcvH1KjsJNzsbZTj8crklvbEQMqaowD2p35Y0j76lW6zgxMUkTHBq+/Utn4KgAAAAAAeFpWNml3bjZh6bQuvraioOgTE/WKINr4dPpu6sDipvXK1/as2nwuwqCIGs82E399uzz5HQAAAACAbNEKVnKsMXL1qdbrlizfeup2gpNvw5feerWBZ0pQFzUO7iXrNOz02gefDm9Twt7abQEAAAAAkF9ZHeCNMd21UucRX3XO+IZtp99vhufABgAAAAAAyO8YFR4AAAAAgDxVAy+HbZ85c1uoIfvb0ni3GjGipRfPDAAAAAAAeHYBXgnbNffbCSf1VmyrhrbX8JZe2V8BAAAAAAD51VP0gdc6uhYuXNhCgDfERUXF6ZXk/4mS1t7JSauPjUnQK6YXRZui9Ts1K+WgKVHVlXngAQAAAADIhidvz66p/MmOkLvp3bm09rP6BY2x3aVS909++/fQ5fC4pLjoqOi4hPvXjv770zvNfWwFfeiliEojZ/79fW/z9HIAAAAAAODpWBeolXvrPur7+aZQqeyAhceOB0wa0bVeaXc7cy27poBv7a7v/rLt2NpRNe0jdn/98tv/hKbU0gMAAAAAgOcX4OXgv39YeM2gKTvi99/6lbGzvAHPNhPnfFBFK4f8893cs1YMgQcAAAAAQD5mTYBXonZtOZykaHy7vNTIKYvl7Gp271Raq+jO7T8USR08AAAAAADPOcDLd0PuGBRBcnF1yXo1orOLsygIcvidcNmK7QEAAAAAkG9ZE+ClAgWNyV0ffOrs/axq1pUHZ05e0QuCVNDNlUHsAAAAAADIBmsCtehRs6avRlCi10375XhCposlnPxl6tr7iqAtUatmIaaRAwAAAAAgG6yqEbep+9pr1exEJf7IN916fb8zJOMc8frQ3ZP6dP36cJwi2lV79dU6NtZsDgAAAACAfEtr1adtan7486iADj+ciL21fnSrcrP8uvVs37h6aW8XG92D0Cun9m9a9e+eazGyIohONUf99GEN67YGAAAAAEC+ZW2kLtBkwrp/hL6DpuwJ08de271k+u4l6RcRbbybffzXkglNnK3cFgAAAAAA+Zb1g8ppinT4bvvpAwvHDWhWzt02VR93UXLwrNx68DeLD57eOrF9EYavAwAAAAAg23KmUbvGo07/rxb0/0qJvxscfCs8MtZg7+Lu6VuqmCud3gEAAAAAyAE52ytddPAoVcmjVI6uEwAAAAAA5EyAV+JDz586f+t+oiGr6eAFyaVso4ZlnJlJDgAAAACA5x3glQcn5rwz8PPFp6OyDu+mbdUYd/ToV9U1Vm4SAAAAAID8x7oAr4T5D+v8zpLbhhzbHwAAAAAAkNMB3hD4+/f/hBgE0can1XtfvNO5XvmiBbJYoWhfuCTV7wAAAAAAPOcAr4Tv3XVGr4j29b9at/aL6nZWrAoAAAAAAGTFmtnZ5TshYbIi2DR8fWBV0jsAAAAAAC9ogDfcDQ03CILk5u5mzWoAAAAAAMDjWJO8pUIe7pIg6C+cu6C3YjUAAAAAAOBZBnhtlZf71XYQ9efnTQkIe+wkcgAAAAAAINusavuurTJq3tTORcXbS97oMPzvU/dla1YGAAAAAACezSj0Dy4evlb8jdFDwr6ce2TOwFpLvmrQqlntskVcHbSipeU13q1GjGjpRX95AAAAAACeZ4CXry5+t9u4kyn935UHV/evvro/i23V0PYa3tLLii0CAAAAAJBPWRPgBY2to7Oz8xMPYKd1tNVYszkAAAAAAPItawK8psr/9kX+Lwd3BgAAAAAAWEaHdAAAAAAAVIAADwAAAABAXu8Dn0rSnWP/Lly6bteB44E37kRGJ0iOboV9ytVq1KJTv4G963vb5sQ2lPi710MSC/oWc7XJbBFD7J1bIVFJdoV8fAo58HACAAAAAJBn5ECA19/eNmn40An/XYlXUr0aERF28/LZgxsWzhhXqvPY3+d82qqIlduSb6//YdTfSv+fJ/cpljGby1FnV/8xd+Xeq/f1iiCItu4VWvYbNqhdGSeLM9oBAAAAAJC/ArwcunZkmz5zAhOMqVl08KhQs1al4h4udnLsvRvnjx07FxorJ1z9b0znNrdWbv+lo6cVaTrp0pZtl/VCaUvvKQ9O/DFmwn/XdTbuZetX97W7f/nEqaCNv425EfPt+N6lc6T6HwAAAAAA9QZ4JeK/z4f9HpigiE4Veo+dOmF4hwoFU80UJz+4vHn26A/GrTgfe272sP91PPl7F7dsRHhDTEjQkS3LFwTcMFjus594fsWcdTd0DpX7j//y5fKOoiAokUdnjfl2Q+Cyuesbftvdh8b0AAAAAACVsyrayreW/bTstkHUln1z6a5ln3VOk96NKy9Qpv3HS3YuH1pOKxpuLpmx7Lb8lFswnFvwbv+XXx3++bQVx8INqZvopxJ/YsP2WwapeJchvU3pXRAE0a3OoMEtXIWE8xu3XjZk9/gAAAAAAMgTAT5mz9aDiYro1H70hM6ema1J8uz4zRcdnUUl4cDWPTFPuwl7j/I16jdu7Ofn16iKt63F6ntd4OHj0YqmWMPGpVK3J3Co7lfXRTSEHD1ygwQPAAAAAMjPTejlu7duJymCtkKjBoWzahkvFmroV0m75lDSrZt3ZcHlaZ4ZaEp3fPezjqZ/6k/NHDp2fVSGRZR716/HKKJD6XLF0tb/25QuW1K7+VTItRtJQkmHp9goAAAAAAB5qw+8ogimVu25OtC7fDcsXBYkN49CafO7IDp7FLITlfjwOxGy8ITd4A0GausBqBg/YsgVipLcyY0rEADwIjCoKtZJkiSK4nMI8JKnTxFbUYgL2ncwXKnslekmlYhD+87rBdGpaDGPnB9OTk6INw6B7+Bon34HJDsHe1GIT0gwvv9koqKiHt6FAIDqREZG5vYuIF+Ljo7O7V0AAEBld0TOzs729vZPuLBVgdq5aZuGdqISu/G7rzbczSz2Kvc2j/t2/QNFtGvQuomzkPP0er0giJKkyfAEQaORBEHRJemfwVYBAAAAAFBNE3rJp+97fb/dMf/WxTkvt4geP+Pbt1qXckoVo5XY4G2/j3l/zOIgnaIxLlv0GcznJtrZ2QmCTq/TGaeiT/2OojO+JtrZP/lE8HZ2dtTAA1Av0w8i8LzpdDpZNk40Y2tr++SNAAEAeEbsVHVHpNGk6wz+7OaBF927/jB76KE+swNjzi35sN3yL32q1atd0dejgI3uwd0b548fOX3zgXHyN9G+0pDZP3R1fxZ/00VnF2dJeBAdFZ2+DYA++n6c8f0Czk/83MDZ+Vm0EQCA56RAgQKUNZ6/6OjopKQkQRCcnJye6i4EAIBnoUDevSOyLsALgujV+eeta33fGvLN2qsJhpibJ7bfPJFuCfuSnb74fc7nrTPvJG8VqYhPEY14OyokLE6pUiDVNuS7oXf0iuhctKgblQEAAAAAgHwe4I2rKNJq9Jrzbxxe9ffStTv2Hw+6eTcyRmfj7OZRrEKths07vTKgZ/0iz7AFg+hUoVJx6cjlS2eCElvVfdT3X7kfePaGLNqVr1yGugAAAAAAgNrlQIA3sfWu1/eTen0/EZ4/yadho1JLL18+sH5P/zptUmakN9zYuulMkuBYv0ltFyrgAQAAAABq9wxGlXvupGIdXmlWSIw9Mm/KgkO342XBEH1l28zJyy/qbEp2ebmJK/kdAAAAAKB6OVIDb7h3MmDB3//uuFDuY/8xTW2SX03a8E6ND46Ubd7ttREjXqrp/gwfFYgF6g399NU7Exef8Z8wYqVGEmWDrIi2RZq8/Wnfcim7AwAAAABAfg7wStS+ib17jttuHC/OdcAQOdU7+tiwC4fOBx1a++fPs8csX/5ls5Tm7dkiOvtUrFYtxsfDzsJaRMeKL43/qebeLTuOXLwdrbN3L165UevWdX0dqX0HAAAAAOQJVgZ4+cb8gd2/3BYuC6LWrWy9ql6p6tm1Zdu93v3s8g1HQxLCto/vNcD74H/DrBhPTlO622cTumW1gGu5Zn3KNcv2BgAAAAAAeHFZ17A9ftvEL9eGy6JjlTf/PnU9aNOn9VM1WNdU7D991eHLZ1a8XdNZlO9t+ua7c6WItQAAIABJREFUjQ+s32EAAAAAAPIjqwJ84l7/f28ZRJsaHy/87dVKzhabqzuU6T1j0eh6dqIcsnbVvgRrNgcAAAAAQL5lTYCX7wYFhcuCpnyX7lVts1hOW6Frl0paQY4IOh+Wqo88AAAAAAB4HgFeiY2JVYxjwLsUyHqsONHRyUkUBCUhPl6xYnsAAAAAAORb1gR4ybOIl1YUDFfOBWXdND7h/JlLekHUeHp75IV55wEAAAAAeO6sCdRiwSYt69iK8t2VU+cEJmW6mO7CH9NW3pEFbfWmjV2Z1g0AAAAAgGywqkZcKtV/ZHdPSYne+Vn7nhM2BMdnWCIpZNePr3T8ZNt9RXJrN6x/2ezPIgcAAAAAQH5m3TzwotdLU39df6z/gks31o3tVG5aucYtm9apVMLDxVaJj7x98cSeLTtOhSUqgqgp2mXyj6/70oAeAAAAAIBcCPCCIBXrPXfLP96Dh0/bcVsXeWHXygu7MixSsMbgGYtmDCxn7bYAAAAAAMi3cqBO3KZE1++3BJ5Z98vH/VrX9HWxEU393EXJrlDZhl2GfrP4wPlDvw+s4pQDOwsAAAAAQH6VQ7Xikkv5Du9M7vCOcXI5ffyD6ATR0aWAPT3eAQAAAADIGTnfrF3UOri42RkUxpsHgLyv/Tdrc3sXALxYNo7tnNu7AAB5Vg4NK5cUcmDhhBG9W9QqW8TdyUbS2NX55rRBMFz1nzBu7jYLo9MDAAAAAIDnHODjzs0fXLei34Cxs1buPHE5NDJOryjmd5SoE0u/fatNpcrdpx6ITH4NAAAAAAA8/wBvCJ7/Wps355+OlgXRxq1Mo469O9VwT1mp6ODiYisqCcH/ftq594yzSVZuCwAAAACAfMu6AK+ELB710eoQg6At2m7cf0E3L+1bt+y7ng+ne9dU/GTzyX/eq1NAlCN2fPXhvGtyjuwzAAAAAAD5jlUB3nBp0cx1EbLoUG/smlVfdSrl+H/27jzOqrJw/Pg5987GzIAOssjqwuJGICKbayK4gEss6ldTKTc0cUnTlH4mlmVZZto3ScQt9y1CSS1SwQXERFGQzQUIBAYQxGGZ7d7zewGiacIXucOMh/t+v/ojzhzOcxrrNp95znme4L8UtR1w81O3D2qaiMpeuPOhOalMhgMAAICslUnAR6smTphaFSVKTrzikgMKNz9EswFDBjRPRtXTX5m8ypvwAAAAUMsBny5dtKQ6CpJtO3cs3uKJuW322iMZRNWli5d5iB4AAABqOeDDouKiMAiidWvWbXliPSpbVRYFQZhfkG93eAAAAKjlgE80adtm50SQmjNu3NwtvdyeXvTyi7Org7Cw9W6Na2jfeQAAAMguGQV1waH9+zZORBWTb7zk9pkVmzkpWv7Mdb8ZXx6FxYcdfcjm35QHAAAANi+zGfHiY4ddfVj9ML3s2YsPP+LCkePnrk5/4WH6ysUTR57b59S75qaCnLZnXT6wsSfoAQAAYFvkBBlJtht6373T+px216xlk24b0mvExSWtm+cuSwXpD/587uFPrZz9znvLy9e//V6/+9X3/OzQoswGAwAAgKyV8TvpyZb9R058acTZ3ZrkhVFUsWL+3NK1UZAu++C1V6a8u7w8CpMlnQaPmPD36w5qYPodAAAA6mYGfoNEyYFDRk0efN3ksaOfmfDqm7MXLFtRVplbv2HT3Tt0O/yYQYN6t29g7ToAAACo64DfqKBF90FDuw8aWmMXBAAAADYxNQ4AAABZNQP/ZWvmvfT0P99eGpW06da7V6cmedttIAAAANjx1UDAVyx44c5b7hjzWv5p9985uPWGKf3KmXd/r/9FD89es2FTubCw3cAbH7n7ws7FmQ8GAAAAWSnTgF/7xm+PO/rHLyxPB7k9+1RuPFY149bzLt5U70EQRGvffeKS4/OaTrl/UFMr0QMAAECtvwNfPe3mIdeMX54Owpz6LVo3KdhwsOKVEX+YtDoK63f74WNvzHpr3K2ntssPUh8++tPfv16V0WgAAACQtTIK+Oo3HrhvankUFvcYNn7eBw+f2XL91Spf++vYD1NBTvsLbrlhUOe9Ova+6O57hrbLCarfHf3E1Oqau3MAAADIIpkEfLT8zSnzqoNE4wHDrjq44acPx1fPeu6Fhakg2brvCV3yNx7K79q/X6tkkJo39a0Vmx6rBwAAAGop4NMrP1qZDoLkbvu0q7fpWLT81YlzUkG4U8/D9s/ddDDZvFXzZBClVyxfkc5gPAAAAMhamQR8mF+QHwZBVL6u4rOJ9dWTJkypjML8Lod2L/zsxGjt2nXrz0gkbDsPAAAA2yKTok7suuceRWGQmjv5tdJPZ9Y/GT/m+Y/TYe4BR/f+fMH56KN/TZpTHYQ5jZs2UvAAAACwDTIK6noHHXVo/TBa89wvL7t72qpUdelzP7v20dJ0kPOtvsfuvunKqSXPXnfjuDVRkNO+6wE72UYOAAAAajvgwyYDLj97r9yget6j53RqVFTcss9Nb66LEiV9Ljhj7+T6Be2m33nO0R33O37EzMooLOx+5v/su/4oAAAA8HVl+Eh78WHXP/y741rlhUFUXVFRHQVhbou+N9w0uPWG66bnvzx63IwVqShMNun9yz/+oL1+BwAAgG2SE2SosNPQMW8f+fRDjz739qLyolY9Tjrvu92bbAr1MFmv4e5devQ9/dIrz++9W0GmYwEAAEC2yjjg12f6zvv0u+Dafv/9hby+oxYur4EBAAAAINtZFR4AAAB2qICPlr354rQVn24XVxOql055adqqz3aQBwAAAGog4NOLn7y4a7su371h7LtrtvovbeZSq9557NoBHdsdMuy5lQIeAAAAajLgk+1P/+mF+3z4yE9O6NC26ylX/nHstOVVwddUsWTKX26+9Dv7t9n/lJ//7ZNuPxo2sIVn+AEAAKBGF7EraDPgpvEH9f/TT3543Z8f+83QR397edP9jxn4naMOO6hnj27f2q3B5i5VufL9tya/Omni+Gee+MtzM1dURWFes4N/MPJ3w7/ftZF95QAAAGA7rEKfs+shQ+989fTL/3bXH2794/0vTB1z25tjblu/XVzRrnt12Lt101022LletGblR+stXzJ/5vR3l61Lb3hSPkzu1L7v4KEXDx18VLv64dcbGQAAALLZtmwjl9x53xMuG3HCJb+YPvaeO+4b/ez41979aM3iGZMXz/jq88OwoMm+PXodO/DM8848un0DD80DAABALe4Dn2zY4cTLbjnxsiC1esHUl5574eWp7y5cvKS0tLR0+eqwfuOmu+66a7Nmrdt3OeSIXgd3bFZoxh0AAADqIuA/kyxu1eXY73U5tgYuBQAAAHwVz7MDAABADAh4AAAAiAEBDwAAADEg4AEAACAGBDwAAADEgIAHAACAGBDwAAAAEAMCHgAAAGJAwAMAAEDWBnyUTqWj7XJlAAAAyEo1FPCVi1+9//oLBn67c9tmDYtyE8n8Lj+flgpSc5+4fvgdz89bVzODAAAAQNaqgYBfO+Pe7x+498FnXPOnv0yY+v6SlWuro09n36OPpz78i/N677PviTe9utKMPAAAANRZwKfm3Xt677PvnfZJOghzS9r0PHZg304NN100rNegQV4Ylc978sp+A295pzLDsQAAACBrZRbw0eIHf3j5mMWpIKf5UcPHzl743sSnH7mhf6tNF03ufcW4tx6/uEv9ML1i/LWX3T0/XSP3DAAAAFkno4BPvffAiKdXpMN6Xa95avS1ffco/O9TitoOuPmp2wc1TURlL9z50JxUJsMBAABA1sok4KNVEydMrYoSJSdecckBhZsfotmAIQOaJ6Pq6a9MXuVNeAAAAKjlgE+XLlpSHQXJtp07Fm/xxNw2e+2RDKLq0sXLPEQPAAAAtRzwYVFxURgE0bo167Y8sR6VrSqLgiDML8gPMxgPAAAAslYmAZ9o0rbNzokgNWfcuLlberk9vejlF2dXB2Fh690a19C+8wAAAJBdMgrqgkP7922ciCom33jJ7TMrNnNStPyZ634zvjwKiw87+pDNvykPAAAAbF5mM+LFxw67+rD6YXrZsxcffsSFI8fPXZ3+wsP0lYsnjjy3z6l3zU0FOW3PunxgY0/QAwAAwLbICTKSbDf0vnun9TntrlnLJt02pNeIi0taN89dlgrSH/z53MOfWjn7nfeWl69/+71+96vv+dmhRZkNBgAAAFkr43fSky37j5z40oizuzXJC6OoYsX8uaVroyBd9sFrr0x5d3l5FCZLOg0eMeHv1x3UwPQ7AAAA1M0M/AaJkgOHjJo8+LrJY0c/M+HVN2cvWLairDK3fsOmu3fodvgxgwb1bt/A2nUAAABQ1wG/UUGL7oOGdh80tMYuCAAAAGxiahwAAACyZAY+Ki+d8fqb7y35pDz1hTXovyyxc4ejjtpvJ6/CAwAAQG0HfPmcBy797qV3TlleHf3fY3UaPqX3fh2TGQ4JAAAA2SezgC+f/LOBZ4+cXvF/xzsAAABQVwFfPv6Ou2ZUREFYv8Opw4Z9/4iOe+xavIULhnk7NzP9DgAAALUc8OmF02esTAeJXU784z/uO6OZ9fAAAABge8mkuqN0Oh0FQV7P/serdwAAAPimBnyySavm+WEQVVVWeQkeAAAAtqeMnnvf6cjv9KofVk56fPSCdM3dEgAAAFCjAR82OeX6aw5tsHrcVadd89ySVCaXAgAAALbfPvD537r88SeWHHPi7244eu+/HHHckd06tGtef3PXTDTqdvLJXXcJMxsSAAAAslCGAR+UvzN6xOgZa6MoWjXrnw/M+ucWx+o0/OBBXXexkxwAAADUbsCve/maky76yweV1rADAACAb27Ar/nnqHvnVEZhsskhF9/48/P6dGyxU94WXqoPk3n1TL8DAABALQd8esmcd1elg0Sz024fc9N3SrzbDgAAAN/EVehTC+cvTAVBXrejeql3AAAA+MZuI7dRtGbNWi/BAwAAwDc14HP37/3txomgctJDD79vE3gAAAD4ps7A73Tc9TefvFvO2hevOenCh2etrrm7AgAAAGpsEbuo7P15DU66/MwZP7l76u2nHfC3m448osd+rXfO3dxqdslde11wwRFNa+CpfQAAAMgyGa1CP/fBi04c/lb1xj+tW/j62PteH7ulsTrlDDj/iKYZjAgAAABZKqN94JN5hcXFxdVbPVZhnm3gAQAAoLYDPrnf1RNXXp3BBQAAAICt44V0AAAAiAEBDwAAADEg4AEAAGCHegc+WvnmmL++8VE6CAv3PuaUg5snPj+ylRK7HPCdEzuXbG6XOQAAACDzgE8veHL4ees3jUs0O/8fAw9unvf5ka2U02l4l+M7l1iJHgAAAL4uj9ADAADADjUDn9zvygmlQ6ujIEwU1M/bcORbw15d9aNUtLVXCJN59Uy/AwAAwPbdBz5Zb6eG9b5wJMwtKMzdllEBAACA7buIXVS8X9+Teuzq0XsAAAD4Ji9iF7W+6LkBAh4AAABqlZl0AAAAiAEBDwAAADEg4AEAACAGBDwAAADEgIAHAACAHWsf+I2iNbP+ft+985LbMFai4f7HHdepJNyGvwoAAADZ7WsHfPqjcTecPW7bxuo0fErfTiXb0v4AAACQ3TxCDwAAADviDHxil6OG/e7MvbfpEfqSjq2/4b8wWLduXV3fAsC28yEG1DkfRECdWxerrMvNzc3JydleAR8W7dX71O8enhvskMrLy9PpdF3fBcA2Wrt2re8dULd8EAF1bm2sfiIqLi7ejgG/YyspKanrWwDYdrvssotvH1C3fBABdW4H/iD6hj/SDgAAAKwn4AEAACAGBDwAAADEgIAHAACAGNj6RewSrU4YPrLlR1Hxfnttyx5yAAAAQG0EfFjS+Tvf75zBUAAAAMC28gg9AAAAxICABwAAgBgQ8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAAFkb8FE6lY62y5UBAAAgK9VQwFcufvX+6y8Y+O3ObZs1LMpNJPO7/HxaKkjNfeL64Xc8P29dzQwCAAAAWasGAn7tjHu/f+DeB59xzZ/+MmHq+0tWrq2OPp19jz6e+vAvzuu9z74n3vTqSjPyAAAAUGcBn5p37+m9z7532ifpIMwtadPz2IF9OzXcdNGwXoMGeWFUPu/JK/sNvOWdygzHAgAAgKyVWcBHix/84eVjFqeCnOZHDR87e+F7E59+5Ib+rTZdNLn3FePeevziLvXD9Irx11529/x0jdwzAAAAZJ2MAj713gMjnl6RDut1veap0df23aPwv08pajvg5qduH9Q0EZW9cOdDc1KZDAcAAABZK5OAj1ZNnDC1KkqUnHjFJQcUbn6IZgOGDGiejKqnvzJ5lTfhAQAAoJYDPl26aEl1FCTbdu5YvMUTc9vstUcyiKpLFy/zED0AAADUcsCHRcVFYRBE69as2/LEelS2qiwKgjC/ID/MYDwAAADIWpkEfKJJ2zY7J4LUnHHj5m7p5fb0opdfnF0dhIWtd2tcQ/vOAwAAQHbJKKgLDu3ft3Eiqph84yW3z6zYzEnR8meu+8348igsPuzoQzb/pjwAAACweZnNiBcfO+zqw+qH6WXPXnz4EReOHD93dfoLD9NXLp448tw+p941NxXktD3r8oGNPUEPAAAA2yInyEiy3dD77p3W57S7Zi2bdNuQXiMuLmndPHdZKkh/8OdzD39q5ex33ltevv7t9/rdr77nZ4cWZTYYAAAAZK2M30lPtuw/cuJLI87u1iQvjKKKFfPnlq6NgnTZB6+9MuXd5eVRmCzpNHjEhL9fd1AD0+8AAABQNzPwGyRKDhwyavLg6yaPHf3MhFffnL1g2Yqyytz6DZvu3qHb4ccMGtS7fQNr1wEAAEBdB/xGBS26DxrafdDQGrsgAAAAsImpcQAAAMiqGfgvWzPvpaf/+fbSqKRNt969OjXJ224DAQAAwI6vBgK+YsELd95yx5jX8k+7/87BrTdM6VfOvPt7/S96ePaaDZvKhYXtBt74yN0Xdi7OfDAAAADISpkG/No3fnvc0T9+YXk6yO3Zp3LjsaoZt5538aZ6D4IgWvvuE5ccn9d0yv2DmlqJHgAAAGr9HfjqaTcPuWb88nQQ5tRv0bpJwYaDFa+M+MOk1VFYv9sPH3tj1lvjbj21XX6Q+vDRn/7+9aqMRgMAAICslVHAV7/xwH1Ty6OwuMew8fM+ePjMluuvVvnaX8d+mApy2l9wyw2DOu/VsfdFd98ztF1OUP3u6CemVtfcnQMAAEAWySTgo+VvTplXHSQaDxh21cENP304vnrWcy8sTAXJ1n1P6JK/8VB+1/79WiWD1Lypb63Y9Fg9AAAAUEsBn1750cp0ECR326ddvU3HouWvTpyTCsKdeh62f+6mg8nmrZongyi9YvmKdAbjAQAAQNbKJODD/IL8MAii8nUVn02sr540YUplFOZ3ObR74WcnRmvXrlt/RiJh23kAAADYFpkUdWLXPfcoCoPU3MmvlX46s/7J+DHPf5wOcw84uvfnC85HH/1r0pzqIMxp3LSRggcAAIBtkFFQ1zvoqEPrh9Ga53552d3TVqWqS5/72bWPlqaDnG/1PXb3TVdOLXn2uhvHrYmCnPZdD9jJNnIAAABQ2wEfNhlw+dl75QbV8x49p1OjouKWfW56c12UKOlzwRl7J9cvaDf9znOO7rjf8SNmVkZhYfcz/2ff9UcBAACAryvDR9qLD7v+4d8d1yovDKLqiorqKAhzW/S94abBrTdcNz3/5dHjZqxIRWGySe9f/vEH7fU7AAAAbJOcIEOFnYaOefvIpx969Lm3F5UXtepx0nnf7d5kU6iHyXoNd+/So+/pl155fu/dCjIdCwAAALJVxgG/PtN33qffBdf2++8v5PUdtXB5DQwAAAAA2c6q8AAAAJAlM/BBtG7JrLdnfbiqIvXZfvBfJdGgbc8ebYotRA8AAAC1HfBR2dSRFw6+6sFpH2853jeM1Wn4lCnXdrSSHQAAANRuwEelTwzpd+FDi1IZXQUAAADYngGfmjnqV48vTq3fO67XxT+5sF/X9s3rb+GCYUGj3U2/AwAAQC0HfLT8lRenV0dhQbdrn/7bTzrmZ3ApAAAAYHutQp9eurg0HQW5Pc4c3EG9AwAAwDc04FPLlixPBUGipGGJ3egAAABge8qkvBO7NG6YCILqOTPmVNfgLQEAAAA1GfA5+5186gH1wupZd//2r6X/5yZyAAAAwDbL6Nn3nP1+ePdN/ZqHix4665jz73t7VTqTiwEAAADbZxX6snf/Nb/1WcPOKf3pHa+PHNz5oWu79zrsgLbNdq6XE37V+clde11wwRFNvS8PAAAAtRnw6bkPXnTC8Lc2vf8elc2dNGbupC2M1SlnwPlHNM1gRAAAAMhSmQR8kMwrLC4u3uoF7HIK85KZDAcAAABZK5OAT+539cSVV9fgzQAAAABfzQvpAAAAEAMCHgAAAHb0d+D/Q+XSN568/+GnX3z1zZkLlq78pDxRWNKoRbvOPb/d99TBA7vtmldDwwAAAEB2qoGAr170/I3nn3v92A/WRf9xdMWK0oXvvzP52ftvGb5Hv2tGjbyyV7Oa+mUBAAAAZJ1Mozq95G9Dew8aObM8CoIwrNd4r/0779O6cYP89JqPFsx6440ZS9aky+eO/X/9en/4lxf+99gmX7k/PAAAALBdAz5aMfaqIaNmlkdh0V4Dr7np+vOP2Wun/9gpLl32/rjbh106/LFZa2bcPuTqY98adVyJhAcAAIBaXsQu/eEjtz6yKBXmtD374Rcf+XG/L9T7+ovXb3P0jx6a8Oi57XLC1MKHbnlkUdo/IwAAAKjtgF/98nOTK6Kw6Ohh1/drsrkrJZoc+/OfHFscRuWvPvfy6kyGAwAAgKyVScCnl324qDIKcvbq2b3Rlp6MD3fpcfA+OUFU+eHCZabgAQAAoLZn4KMo2LDwvPfaAQAA4Jsb8IkmLZrlhUH17ImTl//nDnJfFq14beKs6iDMa96ycUa/MAAAAIBslVFQFx/au0d+GK35+w3XPrtscwkffTRu+C+eKYvC/O5HHlKcyXAAAACQtTIK+ESLUy4+pXkyqn535Mnf/u7N/5y75osVH62Z99wtZxw+cMTsqijZfP25JuABAACg9veBDxse/+vbz31t0O0zV8946LKjHv1pi291PWDvVo3r51aVLVsw683Xpy0sS0VBEBbsc87tvz6+oZflAQAAoA4CPgjCpv3+8NzfWp13zs//Nrc8tXrh1BcWTv3SGQW79/3JqJFXHdlUvgMAAEAdBfz6SzTrNeypWWf9a/R9D/9t/KQ3Zy9ctnJ1VW5xSeOWe3XucXjf/zmjf7dm+ZkPAwAAAFmsBgJ+g7xdu55yRddTrqihywEAAADbI+A3ql41f+bM+aUrVq1LFJY0atluv3ZN61m3DgAAAL4hAV+5YMJdt9xyx4N/n7pkbfrzlejDvF32PuKUcy+9/Pxj9qxXIwMBAABAdsp8frzqg0fP796x1w9uGv3G4v+s9/XbyFV+NPPvt13Wb/+u379/TkXGIwEAAEDWynAGPlrxzMXHnDHy3cooCPMad+x7yklHH9SxTfOSglRZ6dxpk/7x+ENjXl9cUfbOvWf1zS2ZfHu/XaxEDwAAALUe8BWv3nDpqPcqo7Cg/Wn/+9gfz+q4038G+rGDzr5i+Dt/vuikC/48c90Hd1/2q+/1/s1B1qMHAACAWn6EvnLSg4++Xx2F9Q+/4cl7zv5ivW8U1t9v8Kgxvz6iQRhVv//Ig5MqMxkOAAAAslYmAZ9e+s70Jakg0fD4i87aa/NT+TntvnfxibskglTpO+8sTWcwHgAAAGStjAJ+8YLF6SBIttq7fdEWTyxsv/duySCI1q5e+4VF7gAAAIDtH/DR6tVroiBIr1j20ZYn1tMfLV+RDsLcZi0aJzMYDwAAALJWJgGfs/f++xWEQerDpx56YdUWptbLXnx4zL9TYb2Djz1ipwyGAwAAgOyVScCHu558xffb5oap+Xedd86o6au/8qQ1M+4659yRc9N5+100/PQWmW87DwAAANkoo23kwgZH3vjX20qPv+jxDx4f0u31hwef/73v9Oq+3+5NGuRWlS3794zXnvvrPX+657m565Itjv/9n6/sFKxZs+YLfz+RW1AvT9QDAADA9gz41JwRp5xy2+yqVL1kWF69bt7zf7rq+T995ZnVHz554QG7XPjlw8ndLnnh3d8fmpvBPQAAAEBWyGgGvnzpe9OnT6+uubsBAAAAajzgEy36Xn1ro+XbvrV7WL9TW8vSAwAAwPYN+HCXrqdc0DWDCwAAAABbxwpyAAAAsKO/A79Fa+a99PQ/314albTp1rtXpyZ5220gAAAA2PHVQMBXLHjhzlvuGPNa/mn33zm49YYp/cqZd3+v/0UPz14Trf9TWNhu4I2P3H1h5+LMBwMAAICslGnAr33jt8cd/eMXlqeD3J59Kjceq5px63kXb6r3IAiite8+ccnxeU2n3D+oaZjpDQMAAEA2yuwd+OppNw+5ZvzydBDm1G/RuknBhoMVr4z4w6TVUVi/2w8fe2PWW+NuPbVdfpD68NGf/v71qhq6awAAAMgyGQV89RsP3De1PAqLewwbP++Dh89suf5qla/9deyHqSCn/QW33DCo814de1909z1D2+UE1e+OfmKqPeMBAACgtgM+Wv7mlHnVQaLxgGFXHdzw04fjq2c998LCVJBs3feELvkbD+V37d+vVTJIzZv61opNj9UDAAAAtRTw6ZUfrUwHQXK3fdrV23QsWv7qxDmpINyp52H75246mGzeqnkyiNIrlq9IZzAeAAAAZK1MAj7ML8gPgyAqX1fx2cT66kkTplRGYX6XQ7sXfnZitHbtuvVnJBK2nQcAAIBtkUlRJ3bdc4+iMEjNnfxa6acz65+MH/P8x+kw94Cje3++4Hz00b8mzakOwpzGTRspeAAAANgGGQV1vYOOOrR+GK1U5BEOAAAgAElEQVR57peX3T1tVaq69LmfXftoaTrI+VbfY3ffdOXUkmevu3HcmijIad/1gJ1sIwcAAAC1HfBhkwGXn71XblA979FzOjUqKm7Z56Y310WJkj4XnLF3cv2CdtPvPOfojvsdP2JmZRQWdj/zf/ZdfxQAAAD4ujJ8pL34sOsf/t1xrfLCIKquqKiOgjC3Rd8bbhrcesN10/NfHj1uxopUFCab9P7lH3/QXr8DAADANskJMlTYaeiYt498+qFHn3t7UXlRqx4nnffd7k02hXqYrNdw9y49+p5+6ZXn996tINOxAAAAIFtlHPDrM33nffpdcG2///5CXt9RC5fXwAAAAACQ7bbPqvBROpX+bGc5AAAA4BsS8JWLX73/+gsGfrtz22YNi3ITyfwuP5+WClJzn7h++B3Pz1tXM4MAAABA1qqBgF87497vH7j3wWdc86e/TJj6/pKVa6ujT2ffo4+nPvyL83rvs++JN7260ow8AAAA1FnAp+bde3rvs++d9kk6CHNL2vQ8dmDfTg03XTSs16BBXhiVz3vyyn4Db3mnMsOxAAAAIGtlFvDR4gd/ePmYxakgp/lRw8fOXvjexKcfuaF/q00XTe59xbi3Hr+4S/0wvWL8tZfdPT9dI/cMAAAAWSejgE+998CIp1ekw3pdr3lq9LV99yj871OK2g64+anbBzVNRGUv3PnQnFQmwwEAAEDWyiTgo1UTJ0ytihIlJ15xyQGFmx+i2YAhA5ono+rpr0xe5U14AAAAqOWAT5cuWlIdBcm2nTsWb/HE3DZ77ZEMourSxcs8RA8AAAC1HPBhUXFRGATRujXrtjyxHpWtKouCIMwvyA8zGA8AAACyViYBn2jSts3OiSA1Z9y4uVt6uT296OUXZ1cHYWHr3RrX0L7zAAAAkF1yMvnLBYf279v4nntKJ994ye39Rv9gn/yvOila/sx1vxlfHoXFhx19yObflM9M1UcfzFm89iueAwjrNW3bpvFX3hgAAABkScAHxccOu/qwJ344ftmzFx9+xDvX//JHpx3W6j+/Xrl44j3XXPiju+amgpx2Z10+sPF2eoI+Nf/pm/7fYwu+4jGA5J7fveV3p7Q28Q8AAEA2B3yQbDf0vnun9TntrlnLJt02pNeIi0taN89dlgrSH/z53MOfWjn7nfeWl69/+71+96vv+dmhRcF2Ur1syfJ0mLtzi90aFXzpBls2zPPePQAAANke8OsLuf/IiS91veLCn973r6WVFSvmz91wuOyD117Z8G/CZEnH02+4+5bzOjfYbiGdXrFkaWWU2POEYb8Z1NJkOwAAADugjAN+/WJ2JQcOGTV58HWTx45+ZsKrb85esGxFWWVu/YZNd+/Q7fBjBg3q3b7B9q3q9NIlS9NhbuOmjdQ7AAAAO6aaCPiNClp0HzS0+6ChQa2L1pSWro7Cxrs2ya39wQEAACBeAV93NkzAB8nGTZskosqyZUtKP67Kb9iseaPCZF3fGQAAANR9wKfKy9ak8ouL8rbmufWqD5+++vQ/NLtt7OX71HhWVy1dv4Rdsuq9J3425B9vLFm/al4Q5jTYvftxZ3x/0IFNvs5/xKqqqpq+O4Da40MMqHM+iIA6VxWrrEsmk4lEYnsFfLR6zlN/uOHWB56ZOHPpunSQrNekw1GnX3jVlWf3aLJxzOoVM8c/+/zrs/5durJsbXl5+drVHy9bMHvqm3OWpToO3x7fx/RHpUuroig1459jC3fdp8e3mxVFnyyc+fbsea88dP2Mdy/45bCjW2z17ww++eSTKPqK7eQBYmHVqlV1fQtAtvNBBNS5VbH6iai4uLig4Eu7qdVQwEcrXrj6mP6/+deq9KYjqXWlb425acg//jbx3mdHndRq6djLjj/zD2+sTEe197h+etniZekwrN/+xEuvHNy18cZYT61864Ff3vDE7Nfv+tM/Ov/s2Ca2kgMAACDWvk5UR6ue/fH3frux3sNEYZO2e+1Wkli96N05Cz9ZN+vPQ4Z0b/29Cef+YcrKz+p+ozCRV1TSqNke3zr4lG833w7LxOd0Ov/Ox4cEiWRO8vNMT5Z0Ov2Sk96+5M9zpj/38qKjB7TYuoELCgrMwAPxtfW/vgXYTnwQAXWuIFY/ESWTye0S8NGSx//w8IJUECQaHnT5nff89MR2xRuCuXLxi38YcvpVY8f9qM/L61anw+J9T/7Jz3948qEdWu1SmIxSqSiRm7Ndt3cLkzlftfx8olmXLi3vnzNv4dwF1UGLvK26VFFRUY3fHkCtKS4u9t0G6pYPIqDOFe+4PxF9jYBfN/mFV9dEQaKk3+8e+9V3Pp9Lz2t22GX3/uGtfQfct2RNkCg57pa/P3hWy8++un3bfYsShcWFYRCkv/J5fgAAAIiTrc/r9NJ589dEQVhw6EknNPvSXwtL+gzsvVMYBGHhEd8d+Hm914KobMoDv/7lDb994p3yL38pVbpoaTpING3e1H5yAAAAxNzWt3a0umx1FAThTs2bFf33knB5LVrtmgyCxM7NmhYGtSksLAkW/mvSS48++PeF1f/5hfSyCWNeXh4lW3TvvpuABwAAIOa+xmR5Or1+g7UwNzf3K5Z0D/PyN7xlvvUb2NWU5B59Tz6oJFg3/d7hv3xg/PT5Sz5auXT+tBce+MVPRvzrk0TTI793Qhv9DgAAQNxtp63dalNYcuhF13xcdeO9k19/5HevP/L58YLWvS686rwDG9hCDgAAgNjL2TG2CWh7/LD/7T795Rdfffv9xR+vi+qVtGzX+ZAjDm5fYvIdAACAHcKOEfDr5TXp0GtQh151fRsAAACwPdTdJm8AAADAVhPwAAAAsCM+Qh+VvfnozTe9/uV3y9OLJy6LNvvVjRJNDjrj9J6NrCkHAAAA2z3g0ytfvu3HL2/2y1v6ak6n4Uee1rORdeUAAADg6/IIPQAAAOxQM/CJPU8f8XSPT9LbPlaiQds9/cIAAAAAtmvAh8VtevZpsy1jAAAAABkyIw4AAAAxIOABAAAgBgQ8AAAAxICABwAAgBgQ8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAADEg4AEAACAGcmriItG6JbPenvXhqopUtKXTEg3a9uzRpjisiSEBAAAgq2Qa8FHZ1JEXDr7qwWkfbzneN4zVafiUKdd2TGY4JAAAAGSfzAI+Kn1iSL8LH1qUqrH7AQAAAGo64FMzR/3q8cWpIMxt0evin1zYr2v75vW3cMGwoNHupt8BAACglgM+Wv7Ki9Oro7Cg27VP/+0nHfMzuBQAAACwvVahTy9dXJqOgtweZw7uoN4BAADgGxrwqWVLlqeCIFHSsMRudAAAALA9ZVLeiV0aN0wEQfWcGXOqa/CWAAAAgJoM+Jz9Tj71gHph9ay7f/vX0v9zEzkAAABgm2X07HvOfj+8+6Z+zcNFD511zPn3vb0qncnFAAAAgO2zCn3Zu/+a3/qsYeeU/vSO10cO7vzQtd17HXZA22Y718sJv+r85K69LrjgiKbelwcAAIDaDPj03AcvOmH4W5vef4/K5k4aM3fSFsbqlDPg/COaZjAiAAAAZKlMAj5I5hUWFxdv9QJ2OYV5yUyGAwAAgKyVScAn97t64sqra/BmAAAAgK/mhXQAAACIgdoJ+NQ7o84bOOC0371aWSvDAQAAwI6mVgI+vXTyXx8ZPfrxx16an6qN8QAAAGBHk9Eidhuklk686zd/eOyVOaWrK9PRV51R/cmHHyz4JAry8vLzvnJ/OQAAAGC7BnxU+tT5hwy6873Kryz3L0jsdPCgY1p65x4AAABqPeArJt542d3vVUZhbpNv9e7TrXnVjL+PmbSwqkGnE0/p2TSxfu79g5f/9s9ZnyTbnPzbO24454g9bCMHAAAAtR7wVa8/8de5qSDR8JhbJ445v01uEFRNvfbArj+f3eCwq/546R4bZtvXTP/TaUcPHfvi+AWJoZmMBQAAANksk0fao4/emf5hKkg0Ov4HZ6yv9yAIcvfrfUTLROWbr/xrzacnFXUYcuctJzcpHXPlVU8s+78ftAcAAABqOODTKz9amQ6CZKt2exZsOpbTbp92OVHF+3M+X28+bHTC+ae0Dpf+5dYH5qUzGA4AAACyV0aLyuXmbnwCP/x8bfmw4W6tGySq58+Z+x9bvud16tIxN6qa8vxLH5uDBwAAgFoO+OQuTZvkhEFq4ftzKz4/uFub3ZLRJ29NmVP9H2fm5oRhVL1k0TJT8AAAAFDbM/ANuvbskBOkl40e8cjCTWWe3G3v9oVhavazf3//s4foq+e8M7sqCsL8gnz7wAMAAEBtB3yy/cmnH1QYplf+7QeH9PnBr56cvX4ivqDrIQfmBxWv//6KkdM3rGS3Zvrt146aWR0kGnXo0Mw+8AAAALANMgvqxJ7n/PbqHg3CqHz+8yOGj3i5LAqCRIuTLhjQNJFa/NSFXVruvu++u7U44KKxS9JhTrvTzjg0P6PhAAAAIFtlOiNeeOCwp5699ezD9tzpsx3lw0b9f/2/g9sXhFHlx/Nnzvz3qqooSOzcfdio/9dTvwMAAMA2+Sy7t1lil55DR00YekfVmrXpwo2vuCdaDrxjUttjRtz+xKTZpesKWx9w9BkXnt1n93oZjwUAAABZKvOA/1SYW1T0H39MNux08k9uO7mmrg4AAADZbfssKhelU2k7vgMAAMA3LeArF796//UXDPx257bNGhblJpL5XX4+LRWk5j5x/fA7np+3rmYGAQAAgKxVAwG/dsa93z9w74PPuOZPf5kw9f0lK9dWR5/OvkcfT334F+f13mffE296daUZeQAAAKizgE/Nu/f03mffO+2TdBDmlrTpeezAvp0abrpoWK9Bg7wwKp/35JX9Bt7yTmWGYwEAAEDWyizgo8UP/vDyMYtTQU7zo4aPnb3wvYlPP3JD/1abLprc+4pxbz1+cZf6YXrF+Gsvu3t+ukbuGQAAALJORgGfeu+BEU+vSIf1ul7z1Ohr++5R+N+nFLUdcPNTtw9qmojKXrjzoTmpTIYDAACArJVJwEerJk6YWhUlSk684pIDCjc/RLMBQwY0T0bV01+ZvMqb8AAAAFDLAZ8uXbSkOgqSbTt3LN7iiblt9tojGUTVpYuXeYgeAAAAajngw6LiojAIonVr1m15Yj0qW1UWBUGYX5AfZjAeAAAAZK1MAj7RpG2bnRNBas64cXO39HJ7etHLL86uDsLC1rs1rqF95wEAACC7ZBTUBYf279s4EVVMvvGS22dWbOakaPkz1/1mfHkUFh929CGbf1MeAAAA2LzMZsSLjx129WH1w/SyZy8+/IgLR46fuzr9hYfpKxdPHHlun1PvmpsKctqedfnAxp6gBwAAgG2RE2Qk2W7offdO63PaXbOWTbptSK8RF5e0bp67LBWkP/jzuYc/tXL2O+8tL1//9nv97lff87NDizIbDAAAALJWxu+kJ1v2HznxpRFnd2uSF0ZRxYr5c0vXRkG67IPXXpny7vLyKEyWdBo8YsLfrzuogel3AAAAqJsZ+A0SJQcOGTV58HWTx45+ZsKrb85esGxFWWVu/YZNd+/Q7fBjBg3q3b6BtesAAACgrgN+o4IW3QcN7T5oaI1dEAAAANjE1DgAAADsUDPw0SezJ0yYtSq97WMldtr78MP38io8AAAAbMeAT897+NIBw9+qzmCsTsOnTLm2Y3LbrwAAAABZyiP0AAAAsKMuYhfmlLQ79LiBA48/bO+GuVv/1xL199zTLwwAAABguwZ8omnP/id0/ejZKR+uTVevnPPCfTeMf3RUhyNOHDho4MATe3VolLctwwMAAABbY+tnxMOmR137xGvzSz945dGbLz/lkD0bJIOKZdOeHTX8nGM7Nt917yMH/2TEU28uLt/q6wEAAABb7es+0p4o3q3nSZf+9uGX3itd8PqTtw0bfOT6p+irVs5+/s+//MEJXVo1bXv4aVfe+pfJC9ZGX/PKAAAAwGZt8zvpYUGzA46/4Bf3/HPmkkXT/n7ndef17dQ0P0h98v6LD/3mkoE9d2+6+4bQf3nuJ6ltHQIAAAD4VA0sKpfbaL+jzvrp7X+b+mHpnPH3/+qi/t1aFobR6n+/+vgtV5x6WJtdWx944oU33Pf8nJUZ7EAHAAAA2a0mV4VP7tT28O/++Na/TJ6/dO7Ex27+0f8cumeDRLBu0ZQnbxt25pF7N2t9wsj30zU4HgAAAGSN7bKtW6KodY9Bl/7moRffL104ZfQNp+xbPwyCqGLZvxev8WY8AAAA1NY+8Fsj9fG7Lz71+OOPPz76H28uLtftAAAA8E0K+OqVsyc8uaHb//lW6aZuDwuadjryOwNPOu2MdskaHg8AAACyQg0FfNWKmePHrO/2vz43bWnFZ93erPNR/QcNGjTo+MPa7SzdAQAAoI4Cvmr5O8+Pefzxxx4f88I7yyo3dnuYKGzR5egB67v9uIP3bKDbAQAAoI4CvnLZtOf+uqHbx8/8qGpTtxe17nbs+m4f2K/n7sXbZXE8AAAAyFZfJ+Arlr71z9Hru/3JF2ev2NTtyfq79zh2wKCTThp4bPdWReF2u1EAAADIZlsf8Klpvz6q67VvVW34Q5hs0ObgfgMGnnTSwGMObFFPtwMAAMA3ZQY+ioJNq9Pl7LRbu13TCyY99rtJj/1u68dqe9aoUd9v4614AAAAqJV34KPqjz+Y8soHX3usst5rtmU4AAAAyHpfI+Dr7brX/vuH1dv+Lctpv2u9rP+GAwAAwPYN+GS7IY/8a8g2DQIAAABkxnZvAAAAEAMCHgAAAGJAwAMAAEAMCHgAAACIAQEPAAAAMSDgAQAAIAYEPAAAAMSAgAcAAIAYEPAAAAAQAwIeAAAAYkDAAwAAQAwIeAAAAIgBAQ8AAAAxIOABAAAgBgQ8AAAAxICABwAAgBgQ8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAADEg4AEAACAGBDwAAADEgIAHAACAGBDwAAAAEAMCHgAAAGJAwAMAAEAMCHgAAACIAQEPAAAAMSDgAQAAIAZy6voGvlnWrFkTRVFd3wXANlq9erXvHVC3fBABdW51rH4iys/Pz83N3cqTBfwXVFVVCXggvqqqqur6FoBs54MIqHNVsfqJaOvrXcB/2c4771yz/zAAalNJSYlvOFC3fBABda5kx/2JyDvwAAAAEAMCHgAAAGJAwAMAAEAMCHgAAACIAQEPAAAAMSDgAQAAIAYEPAAAAMSAgAcAAIAYEPAAAAAQAwIeAAAAYkDAAwAAQAwIeAAAAIgBAQ8AAAAxIOABAAAgBgQ8AAAAxICABwAAgBgQ8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAADEg4AEAACAGBDwAAADEgIAHAACAGBDwAAAAEAMCHgAAAGJAwAMAAEAMCHgAAACIAQEPAAAAMSDgAQAAIAYEPAAAAMSAgAcAAIAYEPAAAAAQAwIeAAAAYkDAAwAAQAwIeAAAAIgBAQ8AAAAxIOABAAAgBgQ8AAAAxICABwAAgBgQ8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAADEg4AEAACAGBDwAAADEgIAHAACAGBDwAAAAEAMCHgAAAGJAwAMAAEAMCHgAAACIAQEPAAAAMSDgAQAAIAYEPAAAAMSAgAcAAIAYEPAAAAAQAwIeAAAAYkDAAwAAQAwIeAAAAIgBAQ8AAAAxIOABAAAgBgQ8AAAAxICABwAAgBgQ8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAADEg4AEAACAGBDwAAADEgIAHAACAGBDwAAAAEAMCHgAAAGJAwAMAAEAMCHgAAACIAQEPAAAAMSDgAQAAIAYEPAAAAMSAgAcAAIAYEPAAAAAQAwIeAAAAYkDAAwAAQAwIeAAAAIgBAQ8AAAAxIOABAAAgBgQ8AAAAxICABwAAgBgQ8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAADEg4AEAACAGBDwAAADEgIAHAACAGBDwAAAAEAMCHgAAAGJAwAMAAEAMCHgAAACIAQEPAAAAMSDgAQAAIAYEPAAAAMSAgAcAAIAYEPAAAAAQAwIeAAAAYkDAAwAAQAwIeAAAAIgBAQ8AAAAxIOABAAAgBgQ8AAAAxICABwAAgBgQ8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAADGQE+xAqj/+YOobMxesrCpotEeHAzq0qp+s6zsCAACAmrGjBHxUNuMvv7/5oddLK6ONB8J6rQ8/+0c/OGr3grq+NQAAAMjcjhHwqYVjf/XzP09bm9+i23eO7ta64JN3X3p63PQJt10XFd182cE7h3V9fwAAAJChHSHgo1WvPPDI9LWJXftc+esLD2ywPtd79zmkzS9/9Md/vXTvY0d3PbdDXl3fIgAAAATZvohd9PHk56eUBXkdvnNKlw31vl5y1yNPPaZVMl368gvTKur4BgEAACBjO0DAV8x8a1ZFlNyzywGN/vNZ+eQeXTo3TkSrpr01N1WHdwcAAAA1If4Bny7994cVUVjcevcv9HsQJFru3jIZRCsWLlz76cJ2AAAAEFfxfwc+/fHKlekgUdLwy2vVhfVKGhaG0eqPV34cBfW3biG7ysrKKJL7QFxVVHhpCKhjPoiAOlcRq5+IcnJykslk1gR8VL5u/T+dvIL8Lzd6mJ+fHwary9dVbHWSl5WVCXggvsrKyur6FoBs54MIqHNlsfqJqLi4OJsCfn3Dr6/1Df/6yq+m08GO6YELutf1LQDZzgcR8E3gswjIEvEP+DA/v2D9s+8VldGXGj6qqFg/955f77/m5jerXr16ZuCJl3Xr1q3/30EYFhQU1PW9AFmqsrIylVq/YmxBQUEYbvX/6QLUnOrq6qqqqiAIcnNzc3Li3zhkk5yv89/Y+P+XO1Gyy86J4OOVKz9OB7t9YU2+ilUfrwuCxM4lX347fvMKCwu3y03Cdg74RCJRVFTk2wzUidQGG38PvvUPAQLUoPLy8o0Bn5eXV69ePd9bdlTxX4U+0aRl87wwKluwYOUXX3VPffjvD1NRoqRFi2KTAQAAAMRc/AM+KNinY/vcMPX+m2+v+s+CTy96+60lqbB+h/3bmAsAAAAg7naAgA8b9ujV+f+3d+dxVtV1H8DPuXeG2VgckWEHEQRUVAxQZwaEUMs1N/DRSlNKzSUzl6KeFqvHwjLFJ8ulzTQq3DJtcU2WYWQQAUURQVbZGWSbYdZ7z/MaMWVgfD0pwniG9/svXvdcLr85hznn97nf35IXVM957PGF7+4WEG2d9egTi1OJgqEjDzcxGAAAgNiL/xz4IAjzh31u1JNzf//awzf9oO6zZx7TPWvTwkkP/fnZ9UH7ogvOkd8BAABoAcIWsuh6tHHOhFtue/iVjal3fpwwq0vRRTdcfUrvHBPgadHKy8uDIEgmk/n5+c3dFmAftWXLltra2iAI8vPzLWIHNIvq6uqKioogCPLy8ixiRwvWUgJ8g6im/PVZsxeu3lyftX+PQwcN7NXO5HdaPgEeaHYCPNDsBHj2ES1hCP2/hVkH9C88sX9zNwMAAAA+ei1gETsAAABo+QR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiIGM5m4AsFsSiUQURWEYOo9Acwnf5vwDzWv7jcjtiJYtjKKoudsAAAAA/D8MoQcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGIgo7kbAHx4qcUTrrlu4rJUELY5buyvri/MdTKBvSDa+MT3vvTLOXWNXw3DjKzW+3fpc+Sw00edPrhzK5cC2CvSWxdP++eTJTNfWbh6w5bK+oy8/Qp69B1YdOIpJxzVKcs1oKUR4CG+UoumlKxINfwpqnhxyotbjx3WJmzuNgH7jjDZKic7893bTlRfU12xbvHspxfPKS37r+/eeP4huW5JwJ6VKn/h3nHjH1+4NR0FQZjIbJWRrtqybuncdUvnTnviHyOv+M6VIzrJO7Qo/kNDbNXNn1K6OhXmde3aavWKTbOnvrh16Ii2usvA3pLse8H4cWd0eu+2E9VuXFT6wJ13/2Ph6w/e8eDg27/QVzcD2HOiLbPu+c64J1bW5/QYds75Z4wY1KdDdiKq27p6wYuT/jrx0bI3//Xzm9oV/PSiQ7NdBVoOc+AhrmrnTSldlw7ziy/60nEFiahqzpQZm6PmbhSwLwtb5fcZccl15/bLCFKrZpQtfXuEEMAeEW0suev2J1bWtz78wv/56fWji/t2yG5INmFmmy6HjfjsN8ddf3xBWLf8b/c/vUb3iJZEgIeYqp47ZfqGdKJD4fCjjigu7JiIauZOLdvoEQU0s0TBgT1bB0FUU13T3E0BWrD6RX+b+PymIHfgBV89u0/OLiMQw3aDz/pUr2RUO3/ytFXp5mki7AnGtkE8bZszecamKNG5ePghrTLC4sLOjz2y6tUpz5d/6tQORtEDzSgqX768MgizevTqokoA7Cmp15+bvCIV7Fd0+oiCpns+iW4nXv71jqtqkx2zdI1oQTxbIY6iillTZm6Jkt2HDT84IwiSvYsLOyejuvklz69TgweaTf2WpSW/vXXi/Pqsg04/d2i+PjOwh6RXvPLqhnSY1X/g+09wD/P7Fg4fMXzoIQe4GdGCqMBDDEVbZk6eVRkkex933IHJhheSBxUVdvnLgytenzpt9Wlnq3oBe0NqwVjszLUAAAwJSURBVITrLnjwvVXoUzXbttWmgsQBgy/6+tVn9rdqFLDHpMvXrk8HifZdO9sojn2MCjzET7RpxuSXqoKMvsOHdXvndzjZq7ioWzJKvVFSutJEL2Dv3ItS1Vu3vGdrZU0qioIotWH2o79/sHRVrcsA7Cn1lZU1URDk5GSrrrOPUYGH2Ik2TJ8ytyZodcSI4o7vPrWSPYuKuj+0bOmSqdPePPu8nr6bA/a4jEO++MvG28jVV5a/+dq0B379h9LHb/luZcbPrj6mnb41sAckc3JahUFVdVW1uYPsYwR4iJtobenkeXVRFL1055gz7tzl8PKSkiWje/Z+e2Q9wN4UZuR16DX4zGv337b6uolLJj/47KghZ3f1fSLw0Uvkt89PBJXlK9fUBAfnvs+bovUvPTltSXWy65BThnTVM6KF8FiFmEmvmjZlQX0Q5rbv2m0nXffPCYPUypKpi2y+DDSfzJ6DB3ZKRKnli5bXuw7AnpDsMeDQtmFUM3/Wq1Xv955ow4wH7vntb3//z9e2uQi0HCrwEC/pN0umLqoPkv3P+9HNZ3ZuPDY1vfRPX/van5asLi1Z8Pm+h/jtBppLItlQIAgNnwf2lFaHDD22w9P/XF/66LPnfuK0zk3U16P1ZaULUkGYf9jhPZXfaTlU4CFWUkumTl2WCjP6DS3cYd7pOxI9iop6JoP0utKpr9U1T/sAgvTauXPXpINE157dfJMI7CHZR5x19uG5QdUrf7jtz/MqdpkJny4vue/hV2uDZJcRxw9o5SrQcgjwECepN6ZOW5kKM/sPLSxoorSV6F5U3CsZpMunl8yz/jOw96VrNr4x6Z5bJr5eF2Qf8sl3N8oA+MiFnU66+vLiA8Kq+Q9877qbJkyat2bb21MI01VrX5t0/w++MX5qeZToePyYs/tlOvu0IL4ahxipmz9l2upUmDlg6DEHNDk0NdG1sOigPy5a2LBO/cVHDrILM7D39oFvWIW+qqKqLoqCMJE/6OLLT951oBDARyfRYfg1P0i1+vFdz705Y+KtMyaGiVbZWUFNdW26oSAfZnU97rJvXTqkrTsRLYoAD/FRO2/K8+vTYdaAYce2f5+HUaJLYXHvP76xYNOMqS9XDTo6Z283EdjX9oGv3uGFMEy2yjugy8GDRpw5+rSjCvQxgD2tVbeR14w/4oR//f3p0tmvLVm7saI6ym5b0PHA/gOPPeHk4wd2UsugxQmjyOaJAAAA8HFnchoAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAxkNHcDAIC9J9ow7Td3PrMytcuBMMzMbd+xS7e+g48r7JuvfwAAH0NhFEXN3QYAYC9JzR9XeMQ3X6h7/3eEWQVHnnH1j39y/Uk9s1wWAPg4MYQeAPZBYTJ3/047KsjPywzDhhp9zbo5D3z71COG3vD0+nRzNxMA2IEADwD7oESXMQ8vX72DtW9VVG9b88qTv/r6yb1ywiC9ZebPzjn1hzOqmruhAMC7BHgAYHunILvgsE996ea/z5l004j2iSDaOvPmq26ZU+PsAMDHhAAPAOwobHv02Il3ntspEURVL44f99hGq+UAwMeDVWYBgJ2EBWd//2tDHhlbVrvx7/f+Zc2oMZ0bZscHQeWsP4x/fFH6gKFfvPz4LomgZsXzj/9j2suvZn/6lquKM9NrJt3zq8lrg3ZHX3j1yT13LhFsmz3htsfeqM/oe+Z15x+ZvdPB2nUvPfv09Pkrt2S073XkJz899KA2ifSyJ/73vrLNiUNHfWP0YborACDAAwBNSvYZfd7R35lRUls57anSyjHntG54Map48f4f3vhUqv/Yky4dVvWnS0/78n3zK6Iw77yBP7kqCNJr/vXLH/xwbtT9qmFX7hLgt//VJ2uyTjvwikYBvnrRo9+75Mrxk1bVvlPoDxPtDv/8zb+9pd8/bvv+z5dnntP/awI8AGznK20AYFeJbscW9kyULExVvjTztfpzhjTqMUQbnrzmc2Pue6M+u6DfgP69BxR8yCl59Yvvv3DkmIeW10dhIrfjwf2651Qsf33R+pfvu+KEeSP7VRq7DwCNmAMPADQho++hfRtSe2rZG0tqGx2JNv5z7GW/3nTsNx6et3bN/BmT//7fQzM/zClMLbrnsq88tLw+yB0w5t7Zq1bNn/XC7AWrVs3+3ZgB2ZtnPlO2wS52ANCIAA8ANCHMy98vKwyCKL1l89ZGtfDU2pdfyfnShL/+6Kx+bbbPjf9Qqib97ObnNkdh25E3/+XuC49ot71PktzviC/c/ehPRrbdjU8GgBZKgAcAmhLm5uU0pOiosmLnweyZgy+9ZuR+uxexq56b8PCKVJDoNPr6MX0aT+nL6H3x9aM76aMAwE48HAGApkRV26oagnuY1zqvcVZP9ige2iu5e2etft60srfSQZhbfGJx7i5Hc4tPLMpVgweAxgR4AKAJ0baNm2qihlXh2+6303j2ZOfuXXYzvwf1yxYvTwVBsmvvXjlNHM7p1afr7v4TANDSCPAAQBNSC+YtSDWk9Z59DtxpjbowN/ftwfW7IarcvKWu4euB3LwmK+27lv0BAAEeANhVemXZ9GWphiQ9cPAhu+w6+8GzdZRutKZ8mJ2bk2hYIm9b5dvj9N9v/D4A8B4BHgDYRWrxQxPLaqMgzCs+sThv909QekP5W40SfKuOnQ9IBEFq5eIl1U28v2bZkpUN9X8A4D0CPACwk6j8se/fOr0mChL7n3rRWR0/UL09qq+r36V2Hq1/vmR+/Y6vZA4sHJwTBtG20mdLq3b5kOrpz5bsvPQ9AOzzBHgAoJGKWbeef9kfV6WDMGfQV8d+Jv8/zO9hZquMhkHxG16es7xRsT0ItpXdfvuz2xoH8nYnf/4zHRJBetXEW3+/pHGxPbX0vlv+tEoBHgB2IsADANvVbVww6b5vn3HUsBueWZ8OwjZDxv7i+oFZ/+nZSXbrd3BeGES1Zbd85fZZm/8d11Prn7/1vHN/9krtTgX1MP/0b95Q1CaMNj91w9lXTZxfsf14euu8P15x5rVPVWZkhkEQhomEvgoAvGOXVWkAgJYvverecw96dIdwHtVVvFW+uSr1TsxOtB187UN/+/aQprZ4ez/tTr7i4n6Pjp9fu/aJ647p9YtBgw/v3nrb0pnTZq2oTIcdDj0s+fqra3Z8f+aAa+69Y/onv/jIm3PuOn/AhOsPPbRHTsWyea+tqkz2ufhHp8751vhZ9VnZ2RajB4B3CPAAsA+KUhXrV1Q0dSTM6nDkGV/90c3XnXxg9gf80NbDf/zYvds++5XfvLihfuOisqcXlW3/xGT7ov+eOC5x7fGNA3wQZPS+cMK/csdedNUdpWu3rphbtqLhzfmDr/r1xHG9fndMwy5z2bu9YR0AtBwCPADsQxIdhl363RtP3XV+eRhm5OQXdO7eb8jwon75TfcPwtaDLvjOjUX1Gb0HtW46VmcdfP5dM04fO/2Z52YuXLH6zcULl1e06z/i/CsvOb7bpilf/m6wJuw7sHFRP6vPqNumnnJt2ZNPzVhYnmrX88iRp4w4uG2i9pl1G9JBkOzSvUvyI/rRASD2wiiyxisAsLdFb819atKCiiCzR+FpQzrvNNE9vfT2Ef2umVrXevTE1Q+Mbu3qAEADC8MAAM0gqpw87rOjR50z6rLfzNt5QEBq0SMPvlAXhDnFnxr6EWxCDwAthAAPADRHF6TrKWcdmxMGdS/f/f37F1a/dyBVXnLTJTc9Xx0lOpx28Wc6mQIPAP9mCD0A0DyqXvjhyBO+N31LFOYdWPTp44/q0TrasvLVkmdLFm6sD5KdT79n6iNjepsCDwD/JsADAM0leqvsjqsvu3Hiy2/V77AmT5jX+6Srxo2/cVTfD7oOPgC0aAI8ANCsoso3X5w8+YX5KzbWZLRp36X3J4YOO6pHG5V3ANiZAA8AAAAxYBE7AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAIKPv/8DILDbu7/v/yIAAAAASUVORK5CYII=" alt width="672" /></p>
<p>Boxplot by Drug</p>
<pre class="r"><code>ggplot(drug_data, aes(x = drug, y = response_time)) +
geom_boxplot(fill = &quot;lightgray&quot;) +
labs(
title = &quot;Response Time Distribution by Drug&quot;,
x = &quot;Drug&quot;,
y = &quot;Response Time (seconds)&quot;
) +
theme_minimal()</code></pre>
<p><img role="img" aria-label 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" alt width="672" /></p>
</div>
<div id="f" class="section level2">
<h2>f)</h2>
<p>Conclusion:</p>
<p>At the 5% significance level, there is strong evidence that drug
formulation affects patient response time. Blocking by patient was
effective and significantly reduced unexplained variability. Post-hoc
analysis using Tukeys HSD showed that all three drugs differ
significantly, with Drug B producing the fastest (best) response times,
followed by Drug A, and then Drug C.</p>
</div>
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