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Team-8-Final-Project.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="author" content="Duc Nguyen & Idinma Ilodibe" />
<title>Team 8 Final Project</title>
<script>// Pandoc 2.9 adds attributes on both header and div. We remove the former (to
// be compatible with the behavior of Pandoc < 2.8).
document.addEventListener('DOMContentLoaded', function(e) {
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) 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g5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg+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/lYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1+x1SXwLpFi53b+aHRYo/IrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f+nAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g/VRdpkkyVpD7jnmax88QwDvg/66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb+YFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb/d5gqmNaqJZSO1l6PVRy0nZIj/45EetjLguh1rLqR+SK0hO6NrsqcNX8zoUdjQYDJ7tb4os6+i+Y0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY/gZmE9iuP4V5v7CSR/RThaHLh+UeBkXwU6BC7lGOevK65udTv+tS/PfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso/c/1K9aLE12fMWLV1y1D9ua8lyJdWXr/bG+noCFutf/mLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq+PEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj+nzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3++fcnT49Qe+kBs+wdsMZgPXMp3U5S958snPP/EE7bvkOPCuTUDTUQ/UzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk/seDVWsvDWXXXsyn/4wfpXc2V3/Qxli3jl/5hj/83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3/+2TJrzLlkFz+ip3qCHKf6eqW02QJLjBYuuj4sobhCWqa/YHGEHpcnumuWSOhxeaL7sOakNR6vvmo+YcfFA8UFXEPZf9UjyudIOyNwx/i90DdsujS/FX2UAwvWSVK4NxaMhAGw3oowp/uc8CTi7D2rBgZWwb/60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E+o2t1nePTn8TUmxz/A3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD+qJopELrl4S6cJNRtEAsLP/OdvnJq0Wo0GolY2Et9VFB2Kf+4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam+bWmUJZfNn5ozKV5Pmmq8PF/jVY+2Tlk2M2RzSXKjmbQ4RZcQavEYrN/9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd+SyX/Cyf0Vxjd2R9NmsunnXYa8xGHzn+sSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV+D5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H/lpZBicglCPN7WOfJkcHqc3ElWqvvz/1E6bIQrG+tz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw+WSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM+wEW0El9dM/ueVRWIsXwe43R7SgbVZqrnqoJ1X/kuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM+foaCcwgaoqZUtmodV3p+X7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z+O4fYIbvZVt4EUcJEKOhHeincWqONw+q6w5Go+WGOSR7LhKV+KBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx+SyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq/qlFo1v+PTmTi3E/glC9W11b34A22zmLzvb231Q0L2Bgg60OTW4YdstO+YOJnO38TtpH7zy9ymokWyA79qlVSn38HtpFlImFnhu3b4boNWXklOXV0Iwo7lQ1hrZyPFcwtjwFP7iEKSHSSJw509kh8kj6pr+H1jR7km9vcvqN9657vffefkv+fKxge1X+7RdjYUPIESN7gTvRkB/RMYtEkaVkdHApmdBPpnKmz0n1xSWFOyVIuLrinZwpoCRe6kyiVZoHX088F+UX4+WKS4iBTP0IWxGtZgOdMaV4KTayqHQF/VihBwTbgDXTCmKoOBJeNhwJMzEVjtjIFLuU38fPR7hqNG1JS7g/qRCuy3vmQ3W9Vu8qbVbP+SzazGRJH83MzP90Ck2m31mMjP8TiLn5uwD2Ugr2PFvPQjB5BnSJvQxGQZZEB+LopqzGzDbMmbkAPkZVJjeO5FzOSBKCgJze2ZS4Gemc9twrwY6u9H61iUQTcRvtdT9RW3tRxAWwFs2tcuJRnI6xjmBdWjbgFNRHMHiF1uHYBfUR/ut5Ug2jXAaT96+9RH/FToRwIzGbKmVJ1AZQnoabSB1yyIg7ByAridHApPMjyw0OiV6RjSbCuzwLAvFizBliWJua1tsuAgvNPbmljYbpt8lkWam7b3XZiOiKJskMOtmfScnsbPW208knwjuXrXK4Q1iKIgNyYXXDVT9C2Ye/78GQ5BEEXfFdde2RwauOysdJNL5AzCy84ard/nGAVN8alecnFdgu5Gbd5DJTL+hHZK0vApVy3OfU8XTSJg1TlssivsPYUlIqvn66PzrVTymCc4wgF6SDNR0pDf+9Gp+VnsUH5WtpHYsuhOaey8zdwLN47V8MTbm78g687+P3cx6tcAeNpjYGRgYGBk8s0/zBIfz2/zlUGeZQNQhOFCWfF0GP0/8P8c1jusIkAuBwMTSBQAYwQM6HjaY2BkYGAV+d8KJgP/XWG9wwAUQQGLAYqPBl942n1TvUoDQRCe1VM8kWARjNrZGIurBAsRBIuA2vkAFsJiKTYW4guIjT5ARMgTxCLoA1hcb5OgDyGHrY7f7M65e8fpLF++2W/nZ2eTmGfaIJi5I0qGDlZZcD51QzTTJirZPAI9JIwVA+wT8L5nOdMaV0AuMJ+icRHq8of6LSD18fzq8ds7xjpwBnQiSI9V5QVl6NwPvgM15NXn/AtWZyj3W0HjEXitOc/dIdbetPdFTZ+P6t+X7xU0/k6GJtOe1/B3arN0/pmz1J4UZc+D6ExwjD7vioeGd5HvhvU+R+DZcGZ6YBPNfAi0G97iBPwFXqph2cW8+D7kjMfwtinHb6kLb6Wygk3cZytSEoptGrlScdHtLPeri1JKueACMZfU1ViJG1Sq5E43dIt7SZZFl1zuRhb/GOs44xFVDbrJzB5tYs35OmaXTrEmkv0DajnMWQB42mNgYNCCwk0MLxheMPrhgUuY2JiUmOqY2pjWMD1hdmPOY+5hPsLCwWLEksSyiOUOawzrLrYiti/sCuxJ7Kc45DiSOPZxmnG2cG7jvMelweXDNYXrEbcBdxf3KR4OngheLd443g18fHwZfFv4NfiX8T8TEBIIEZggsEpQS7BMcJsQl5CFUI3QAWEp4RLhCyJaIldEbURXiJ4RYxEzE0sQ2yD2TzxIfJkEk4SeRJbENIkNEg8k/klqSGZITpE8InlL8p2UmVSG1A6pb9Jx0ltkjGSmyDySlZF1kc2RnSK7R/aZnJ5cmdwB+ST5SwpuCvsUjRTLFHcoOShNU9qhzKespGyhXKV8SPmBCpOKgUqcyjSVR6omqgmqe9RE1OrUnqkHqO9R/6FholGgsUZzgeYZLTUtL60WbS7tKh0OnQydXTpvdGV0O3S/6Gnopekt0ruhz6fvpl+nv0n/h4GdQYvBJUMhwwTDdYYvjFSM4oxmGd0zVjK2M84w3mYiYZJgssLkkqmO6TzTF2Z2ZjVmd8ylzP3MJ5lfsRCwcLJoszhhyWXpZdlhecZKxirHapbVPesF1ndsJGwCbBbZ/LA1sn1jZ2XXY3fFXsM+z36V/S8HD4cGh2OOTI51ThJOK5zeOUs4OzmXOS9wPuUi4JLgss7lm2uU6zY3NrcSty1u39zN3Mvct7l/8xDzMPLw88jyaPM44ynkaeEZ59niucqLyUvPKwgAn3OqOQAAAQAAARcApwARAAAAAAACAAAAAQABAAAAQAAuAAAAAHjarZK9TgJBEMf/d6CRaAyRhMLqCgsbL4ciglTGRPEjSiSKlnLycXJ86CEniU/hM9jYWPgIFkYfwd6nsDD+d1mBIIUx3mZnfzs3MzszuwDCeIYG8UUwQxmAFgxxPeeuyxrmcaNYxzTuFAewi0fFQSTxqXgM11pC8TgS2oPiCUS1d8Uh8ofiSczpYcVT5LjiCPlY8Qui+ncOr7D02y6/BTCrP/m+b5bdTrPi2I26Z9qNGtbRQBMdXMJBGRW0YOCecxEWYoiTCvxrYBunqHPdoX2bLOyrMKlZg8thDETw5K7Itci1TXlGy0124QRZZLDFU/exhxztMozlosTpMH6ZPge0L+OKGnFKjJ4WRwppHPL0PP3SI2P9jLQwFOu3GRhDfkeyDo//G7IHgzllZQxLdquvrdCyBVvat3seJlYo06gxapUxhU2JWnFygR03sSxnEkvcpf5Y5eibGq315TDp7fKWm8zbUVl71Aqq/ZtNnlkWmLnQtno9ycvXYbA6W2pF3aKfCayyC0Ja7Fr/PW70/HO4YM0OKxFvzf0C1MyPjwAAeNpt1VWUU2cYRuHsgxenQt1d8/3JOUnqAyR1d/cCLQVKO22pu7tQd3d3d3d3d3cXmGzumrWy3pWLs/NdPDMpZaWu1783l1Lpf14MnfzO6FbqVupfGkD30iR60JNe9KYP09CXfvRnAAMZxG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<h1 class="title toc-ignore">Team 8 Final Project</h1>
<h4 class="author">Duc Nguyen & Idinma Ilodibe</h4>
<h4 class="date">12/8/2020</h4>
</div>
<div id="framing-the-problem" class="section level2">
<h2>1. <strong>Framing the Problem</strong></h2>
<div id="introduction" class="section level3">
<h3>1.1 <strong>Introduction</strong></h3>
<p><strong>Passwords: should we care about them?</strong> In this analysis, we attempt to answer the question of why passwords are still a business—<strong>cybersecurity</strong>—concern in 2020. This is a relevant topic because cybercrime is a serious economic issue and password compromise is responsible for an alarming amount of data breaches, which is very costly to global businesses.</p>
</div>
<div id="research" class="section level3">
<h3>1.2 <strong>Research</strong></h3>
<p>According to a Precise Security study conducted earlier this year, weak passwords were responsible for 30% of ransomware infections in the US in 2019, making it the third leading cause of this kind of breach. The same article mentions that 23.2 million victims of ransomware used 123546 as their password, 7.8 million chose 12345678 and 3.5 million people used “password” as their password (<a href="https://www.precisesecurity.com/articles/weak-passwords-caused-30-of-ransomware-infections-in-2019/">Ilic 2020</a>). The table below highlights the top ten most used passwords according to our first dataset. We can see that the top three: password”, “123456” and “12345678”, are the same ones mentioned above. Clearly, humans are very creative with passwords.</p>
<table>
<caption>Top 10 Most Used Passwords</caption>
<thead>
<tr class="header">
<th align="right">rank</th>
<th align="left">password</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="right">1</td>
<td align="left">password</td>
</tr>
<tr class="even">
<td align="right">2</td>
<td align="left">123456</td>
</tr>
<tr class="odd">
<td align="right">3</td>
<td align="left">12345678</td>
</tr>
<tr class="even">
<td align="right">4</td>
<td align="left">1234</td>
</tr>
<tr class="odd">
<td align="right">5</td>
<td align="left">qwerty</td>
</tr>
<tr class="even">
<td align="right">6</td>
<td align="left">12345</td>
</tr>
<tr class="odd">
<td align="right">7</td>
<td align="left">dragon</td>
</tr>
<tr class="even">
<td align="right">8</td>
<td align="left">baseball</td>
</tr>
<tr class="odd">
<td align="right">9</td>
<td align="left">football</td>
</tr>
<tr class="even">
<td align="right">10</td>
<td align="left">letmein</td>
</tr>
</tbody>
</table>
<p>About 80% of data breaches in 2019 happened due to password compromise and bad passwords are responsible for 42% of company cyber security breaches in 2019. In the chart below, we can see that hacking is the most common form of data breach, and 81% of hacking-related breaches are caused by compromised passwords. (<a href="https://www.idagent.com/blog/10-password-security-statistics-that-you-need-to-see-now/">Lancaster 2020</a>). Data breaches are very costly for individuals, businesses and government institutions, and this cost is growing every year, particularly for businesses. The global cost of a data breach for businesses is just under $4 million, while in the US, the average cost is around $8 million (<a href="https://digitalguardian.com/blog/whats-cost-data-breach-2019#:~:text=In%20the%20U.S.%20a%20data,%2C%20%24242%2C%20is%20steeper%20too">Brook 2020</a>).</p>
<p><img 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" width="672" /></p>
<p>The ongoing health crisis has fueled online forms of economic activity and with it, cybercrime; covid-19-related phishing has been particularly popular. Interpol reports that cyber criminals have largely shifted their focus from individuals and small businesses towards larger corporations, government agencies and critical infrastructure such as medical centers. In particular, ransomware–which is hacking into data and demanding a ransom for its safe return–has been used to target the infrastructure of institutions that are already burdened with the ongoing pandemic.</p>
<p>One example of this rise in cybercrime is through Zoom, a video-conferencing platform that has gained popularity with the rise of the pandemic. Hundreds of millions of people log on to zoom daily, and this platform is vulnerable to security breaches. Tom Anthony, a web security expert, recently discovered that Zoom web client meetings, even private ones, are susceptible to being hacked in a a few minutes if a hacker successfully runs all the possible number combinations of the meeting passcode. Considering that sensitive business and government meetings are being conducted over this platform, and given the very costly nature of security breaches, this particular vulnerability should be a priority for corporations and governments worldwide (<a href="https://www.economist.com/international/2020/08/17/during-the-pandemic-a-digital-crimewave-has-flooded-the-internet">“During the pandemic” 2020</a>)</p>
<p>The 2020 Verizon Data Breach Investigations Report revealed that over 80% of data breaches involve cracking a password by guessing several character combinations or through lost/stolen identity credentials. Robust password protection, at home and in the office, is vital to protecting our information. (<a href="https://www.ft.com/content/5cf95b77-12a4-4e34-a5c0-30904d981c58">Murphy 2020</a>)</p>
</div>
<div id="hypothesis" class="section level3">
<h3>1.3 <strong>Hypothesis</strong></h3>
<p>The research shows that passwords are indeed a cybersecurity concern for business, especially because of the growing costs. On this basis, we also suggest that the time and ease it takes to breach a password are directly related to its characteristics e.g the strength, category, length of the password. We will perform some analysis to see whether or not our findings support these claims.</p>
</div>
</div>
<div id="solving-the-problem" class="section level2">
<h2>2. <strong>Solving the Problem</strong></h2>
<div id="data-selection" class="section level3">
<h3>2.1 <strong>Data Selection</strong></h3>
<ol style="list-style-type: decimal">
<li><p>passwords (passwords.csv) - 2020 data from <a href="https://github.com/rfordatascience/tidytuesday/tree/master/data/2020/2020-01-14">Github</a></p></li>
<li><p>pw_str_class (data.csv) - 2019 data from <a href="https://www.kaggle.com/bhavikbb/password-strength-classifier-dataset">Kaggle</a></p></li>
<li><p>breaches (Data_Breaches_EN_V2_2004_2017_20180220.csv) - 2004 - 2017 data from <a href="https://www.kaggle.com/estratic/data-breaches-2004-2017-en-20180218">Kaggle</a></p></li>
</ol>
</div>
<div id="variable-selection" class="section level3">
<h3>2.2 <strong>Variable Selection</strong></h3>
<p>We will be using three datasets in this analysis.</p>
<ul>
<li><p>The first dataset (<strong>passwords</strong>) contains 2020 data on the 500 most common passwords, and we will focus on the <strong>category</strong> & <strong>strength</strong>, and <strong>time</strong> it takes to crack passwords.</p></li>
<li><p>The second dataset ( <strong>pw_str_class</strong>) contains 2019 data on 670,000 breached passwords. We will use both of the variables in this dataset: <strong>password</strong> and <strong>strength</strong>.</p></li>
<li><p>The third dataset (<strong>breaches</strong>) contains 2004 - 2017 data on data breaches which research strongly links to weak passwords. With this dataset, we will focus on <strong>methods</strong> of data breaches and the different <strong>sectors</strong> most affected by them.</p></li>
</ul>
</div>
<div id="data-analysis" class="section level3">
<h3>2.3 <strong>Data Analysis</strong></h3>
<div id="dataset-passwords" class="section level4">
<h4>2.3.1 <strong>Dataset “passwords”</strong></h4>
<p>For this dataset, we decided to focus on the different categories of passwords to figure out the strongest, the most common password category, and the average time it takes to crack each category offline using hacking software.</p>
<p>In this chart, we can see that passwords in the <strong>name</strong> category are the most frequently used. This means that when it comes to choosing a password, names are a go-to for many individuals, and hackers are aware of this. Clearly, the category of a password impacts how easy it is to breach it.</p>
<table>
<caption>The Amount Of Passwords Per Category</caption>
<thead>
<tr class="header">
<th align="left">category</th>
<th align="right">n</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">animal</td>
<td align="right">29</td>
</tr>
<tr class="even">
<td align="left">cool-macho</td>
<td align="right">79</td>
</tr>
<tr class="odd">
<td align="left">fluffy</td>
<td align="right">44</td>
</tr>
<tr class="even">
<td align="left">food</td>
<td align="right">11</td>
</tr>
<tr class="odd">
<td align="left">name</td>
<td align="right">183</td>
</tr>
<tr class="even">
<td align="left">nerdy-pop</td>
<td align="right">30</td>
</tr>
<tr class="odd">
<td align="left">password-related</td>
<td align="right">15</td>
</tr>
<tr class="even">
<td align="left">rebellious-rude</td>
<td align="right">11</td>
</tr>
<tr class="odd">
<td align="left">simple-alphanumeric</td>
<td align="right">61</td>
</tr>
<tr class="even">
<td align="left">sport</td>
<td align="right">37</td>
</tr>
<tr class="odd">
<td align="left">NA</td>
<td align="right">7</td>
</tr>
</tbody>
</table>
<p>In this chart, passwords in category <strong>nerdypop</strong> are the strongest. This finding supports our claim that characteristics like category have an impact on how easy it is to crack a password. The more unique the category, the more difficult the password will be to breach.</p>
<p><img src="data:image/png;base64,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" width="672" /></p>
<p><strong>Outliers</strong></p>
<p>We plotted a boxplot to identify which category of passwords has the most <strong>outliers</strong>. Because stronger passwords are more unique, outliers are actually good in this particular analysis. <strong>Nerdypop</strong> is the category with the most outliers, which confirms the finding above that it is the strongest category.</p>
<p><img 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" width="672" /></p>
<p>In this table, we see that the average time it takes to crack each category of passwords ranges from <strong>0 to 2.25 seconds</strong>. This is rather negligible, so no one category stands out as easier to breach than the other. Unfortunately, this chart does not help our analysis.</p>
<table>
<caption>Average Time To Crack The Passwords Offline</caption>
<thead>
<tr class="header">
<th align="left">category</th>
<th align="right">mean(offline_crack_sec)</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">animal</td>
<td align="right">0.2435385</td>
</tr>
<tr class="even">
<td align="left">cool-macho</td>
<td align="right">0.3471083</td>
</tr>
<tr class="odd">
<td align="left">fluffy</td>
<td align="right">0.1607586</td>
</tr>
<tr class="even">
<td align="left">food</td>
<td align="right">0.1999104</td>
</tr>
<tr class="odd">
<td align="left">name</td>
<td align="right">0.2794351</td>
</tr>
<tr class="even">
<td align="left">nerdy-pop</td>
<td align="right">1.2886154</td>
</tr>
<tr class="odd">
<td align="left">password-related</td>
<td align="right">2.2473456</td>
</tr>
<tr class="even">
<td align="left">rebellious-rude</td>
<td align="right">0.4044709</td>
</tr>
<tr class="odd">
<td align="left">simple-alphanumeric</td>
<td align="right">0.6123755</td>
</tr>
<tr class="even">
<td align="left">sport</td>
<td align="right">1.1064572</td>
</tr>
<tr class="odd">
<td align="left">NA</td>
<td align="right">NA</td>
</tr>
</tbody>
</table>
<p>This chart shows that the distribution of password strength is skewed to the <strong>right</strong>. This means that the majority of the passwords in this dataset are weak, and consequently, very easy to breach.. This makes sense considering that this dataset contains the top 500 passwords.</p>
<p><img src="data:image/png;base64,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" width="672" /></p>
</div>
<div id="dataset-pw_str_class" class="section level4">
<h4>2.3.2 <strong>Dataset “pw_str_class”</strong></h4>
<p>This dataset has just 2 variables (password and strength), but 670,000 observations. We can see that from these 670,000 passwords that got leaked, the majority of them, 586,503, used passwords with weak or medium strength. The strongest passwords have the smallest amount of leaks, about 83,137. This finding also confirms the hypothesis that the difficulty of breaching a password is highly related to the strength of the password itself.</p>
<p><img 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" width="672" /></p>
</div>
<div id="dataset-breaches" class="section level4">
<h4>2.3.3 <strong>Dataset “breaches”</strong></h4>
<p>In the “Framing the Problem” section above, we plotted a chart with this dataset that showed <strong>hacking</strong> to be the most common form of data breach. In this subsection, we are interested in seeing what sectors of the economy are most plagued with data breaches, and how they are most often breached.</p>
<p>The chart below reveals that four sectors: web, government, healthcare, and financial are the categories with the highest number of data breaches. This finding is consistent with current research from IBM and the Ponemon Institute’s annual “<a href="https://www.ibm.com/security/data-breach">Cost of a Data Breach</a>” report. This report lists the health and financial industries as the most susceptible to cyberattacks. The health sector in particular has the highest average cost per data breach.</p>
<p><img 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" width="672" /></p>
<p>When we plot the method of data breach by sector for the <strong>four</strong> sectors identified above, <strong>hacking</strong> is still the most common form across nearly all sectors. We know that bad passwords are responsible for 81% of hacking-related breaches, so considering how costly data breaches are, these sectors need to treat password security as a business priority.</p>
<p><img 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" width="672" /></p>
</div>
</div>
<div id="visualization-summary" class="section level3">
<h3>2.4 <strong>Visualization Summary</strong></h3>
<p>After summarization and visualization, our analysis supports the claims that weak passwords are a growing and costly cybersecurity concern for businesses, and that the ease of breaching a password is correlated to characteristics like strength and category. Individuals, small businesses, big businesses and governments are all susceptible to being hacked. The importance of a strong password is often overlooked but its benefits are immense. Even though complex passwords are easy to forget, having this extra security measure is worth the hassle to protect our privacy.</p>
</div>
</div>
<div id="modelling-and-communication" class="section level2">
<h2>3. <strong>Modelling and Communication</strong></h2>
<div id="modelling" class="section level3">
<h3>3.1 <strong>Modelling</strong></h3>
<p>In this section, we will run three regressions to identify connections in our data and determine whether any predictions can be made based on the results.. The first is a multiple regression of the number of records lost as a function of year and method of hacking.</p>
<p>The second and third regressions are related to each other, so we will compare them to each other. They are both simple regressions with strength as the independent variable, and the dependent variables are the time it takes to crack a password offline and the time it takes to crack it online respectively.</p>
</div>
<div id="results-presentation" class="section level3">
<h3>3.2 <strong>Results Presentation</strong></h3>
<div id="regression-1" class="section level4">
<h4>3.2.1 <strong>Regression #1</strong></h4>
<p>Before running this regression, we converted the “method” of hacking variable into a dummy variable called <strong>method_bin</strong> since it is categorical. We did this by assigning “hacked” as “1” and the other methods as “0”, since hacking is the most relevant method of data breach in this analysis. Taking a significance level of 0.05, the p-value for the method of hacking (0.07) is not significant. However, the p-value for year (0.0007) is less than 0.05 and therefore we can reject the null hypothesis that the impact of data breaches, in terms of records lost, has been stable or declining over the past decade . The coefficient for year tells us that <strong>for every additional year between 2004 to 2017, the number of records lost as a result of data breach went up by approximately 9,361,000.</strong></p>
<table>
<thead>
<tr class="header">
<th align="left">term</th>
<th align="right">estimate</th>
<th align="right">std.error</th>
<th align="right">statistic</th>
<th align="right">p.value</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">(Intercept)</td>
<td align="right">-18783990430</td>
<td align="right">5512629126</td>
<td align="right">-3.407447</td>
<td align="right">0.0007569</td>
</tr>
<tr class="even">
<td align="left">Year</td>
<td align="right">9360879</td>
<td align="right">2741511</td>
<td align="right">3.414497</td>
<td align="right">0.0007383</td>
</tr>
<tr class="odd">
<td align="left">method_bin</td>
<td align="right">-31224690</td>
<td align="right">17690426</td>
<td align="right">-1.765061</td>
<td align="right">0.0786966</td>
</tr>
</tbody>
</table>
</div>
<div id="regression-2" class="section level4">
<h4>3.2.2 <strong>Regression #2</strong></h4>
<p>In this regression of the time it takes to crack a password <strong>offline</strong> as a function of strength, the p-value is very low, so we can also reject the null hypothesis that there is no relationship between the characteristics of a password and the time it takes to breach it offline. The coefficient for strength tells us that **it takes an additional 0.23 seconds to crack a password offline for every additional measure of strength.* Although there is some relationship between these two variables, 0.23 seconds is not a lot of time, especially with regards to hacking a password.</p>
<table>
<thead>
<tr class="header">
<th align="left">term</th>
<th align="right">estimate</th>
<th align="right">std.error</th>
<th align="right">statistic</th>
<th align="right">p.value</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">(Intercept)</td>
<td align="right">-1.1765435</td>
<td align="right">0.1795703</td>
<td align="right">-6.551993</td>
<td align="right">0</td>
</tr>
<tr class="even">
<td align="left">strength</td>
<td align="right">0.2255857</td>
<td align="right">0.0195342</td>
<td align="right">11.548237</td>
<td align="right">0</td>
</tr>
</tbody>
</table>
</div>
<div id="regression-3" class="section level4">
<h4>3.2.3 <strong>Regression #3</strong></h4>
<p>In the password dataset, the variable for the time it takes to crack a password online is given in several units, from seconds to days to years. We converted all the values in this variable to <strong>days</strong> for uniformity before running the regression.</p>
<p>This simple regression of the time it takes to crack a password <strong>online</strong> as a function of strength is very similar to the one above, so we will compare both. Like the regression for offline time, the p-value in this regression is also very low, so we reject the null that there is no relationship between the characteristics of a password and the time it takes to breach it online. There is one key difference with this regression, which is that the coefficient for strength is significantly higher, at 261.27. This means that for every additional measure of strength for a password, the time it takes to crack it increases by 261.27 days. Compared to the 0.23 seconds in the previous regression, 261.27 days indicates a stronger relationship between the strength of a password and the time it takes to crack it online.</p>
<table>
<thead>
<tr class="header">
<th align="left">term</th>
<th align="right">estimate</th>
<th align="right">std.error</th>
<th align="right">statistic</th>
<th align="right">p.value</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">(Intercept)</td>
<td align="right">-1361.8514</td>
<td align="right">207.99815</td>
<td align="right">-6.547421</td>
<td align="right">0</td>
</tr>
<tr class="even">
<td align="left">strength</td>
<td align="right">261.2688</td>
<td align="right">22.62668</td>
<td align="right">11.546936</td>
<td align="right">0</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
<div id="summary-data-analysis-insights" class="section level2">
<h2>4. <strong>Summary: Data Analysis Insights</strong></h2>
<p>The results of our visualizations and regressions support our hypotheses that:</p>
<ol style="list-style-type: decimal">
<li>there is a positive relationship between the characteristics of a password (such as strength and uniqueness) and the difficulty in breaching it</li>
<li>the impact of data breaches has increased over the past 10 years</li>
<li>certain industries, such as healthcare are affected by data breaches more than others</li>
</ol>
<p><strong>Data breaches are a big cybersecurity–and cost– concern for businesses</strong>, and increasingly so each year. Hacking passwords is the most common form of data breach; consequently, <strong>password security should be a top priority for every organization.</strong> Based on our findings in this analysis, as well as external research, we can recommend insights on the issue of passwords as a cybersecurity issue. These recommendations are split into three categories:</p>
<ol style="list-style-type: decimal">
<li><p><strong>Understand Best Practices for Password Security</strong>: From the analysis and research, we have seen that stronger and more unique passwords are the most difficult to breach. The strongest passwords are typically longer and more unique. Thus, companies should encourage employees to use long (8 characters or more) and distinctive (i.e. uncommon) passwords. Some additional best practices for password security include:</p>
<ul>
<li>Avoid reusing passwords for multiple accounts</li>
<li>Visit a website like <a href="https://haveibeenpwned.com/Passwords" class="uri">https://haveibeenpwned.com/Passwords</a> before picking a password to determine whether that password has already been exposed in a breach</li>
<li>Use two-factor authentication (2FA) or multi-factor authentication (MFA) across all areas of the organization</li>
<li>Avoid changing passwords periodically unless you suspect that they have been exposed (<a href="https://www.cnet.com/how-to/9-rules-for-strong-passwords-how-to-create-and-remember-your-login-credentials/">Colby, Profis 2020</a>)</li>
</ul></li>
<li><p><strong>Navigate the broader (and ever-changing) cybersecurity landscape:</strong> Cyberattacks are becoming more frequent, costly, and sophisticated each year. With the ongoing pandemic, and consequent rise in online activity, the rates of cyberattacks have increased dramatically this year in particular. Companies need to take measures to keep up with the changing cybersecurity landscape. Some suggestions for how to do this are:</p>
<ul>
<li>Hire a Chief Information Security Officer (or an expert who can oversee cybersecurity for the company and stay on top of the latest scams).</li>
<li>Provide regular security awareness training/education for employees.</li>
<li>Review and update company incident response plans.</li>
<li>Use password-protection for videoconferences.</li>
<li>Invest in a good cyber-insurance policy (<a href="https://hbr.org/2020/05/how-organizations-can-ramp-up-their-cybersecurity-efforts-right-now">Sharton 2020</a>)</li>
</ul></li>
<li><p><strong>Research Industry-specific Insights</strong>: Having your password hacked is something that can happen to any individual or organization, but the impact varies depending on different factors. When it comes to businesses, some industries are more susceptible than others, and it is also costlier for some companies than others. From our analysis, we know that companies in the Web, Government, Healthcare and Financial sectors suffer the greatest impact of data breaches. For example, a data breach within the healthcare industry costs businesses $6.45 million, while the average cost for a data breach in Retail is &1.84 million (Brook 2020). Companies in more vulnerable sectors need to be even more alert and proactive about cybersecurity measures.</p></li>
</ol>
<p>It is impossible to talk about passwords without broaching the broader topic of cybersecurity, which is why this analysis places both issues side-by-side. We started with the question: <strong>Passwords: should we care about them?</strong> Through this analysis, we have seen not only why passwords are an important topic, but also how businesses can improve their efforts surrounding password security, and the broader cybersecurity landscape.</p>
</div>
<div id="sources" class="section level2">
<h2>5. <strong>Sources</strong></h2>
<ol style="list-style-type: decimal">
<li><p><a href="https://www.precisesecurity.com/articles/weak-passwords-caused-30-of-ransomware-infections-in-2019/" class="uri">https://www.precisesecurity.com/articles/weak-passwords-caused-30-of-ransomware-infections-in-2019/</a></p></li>
<li><p><a href="https://www.idagent.com/blog/10-password-security-statistics-that-you-need-to-see-now/" class="uri">https://www.idagent.com/blog/10-password-security-statistics-that-you-need-to-see-now/</a></p></li>
<li><p><a href="https://digitalguardian.com/blog/whats-cost-data-breach-2019" class="uri">https://digitalguardian.com/blog/whats-cost-data-breach-2019</a></p></li>
<li><p><a href="https://www.economist.com/international/2020/08/17/during-the-pandemic-a-digital-crimewave-has-flooded-the-internet" class="uri">https://www.economist.com/international/2020/08/17/during-the-pandemic-a-digital-crimewave-has-flooded-the-internet</a></p></li>
<li><p><a href="https://www.ft.com/content/5cf95b77-12a4-4e34-a5c0-30904d981c58" class="uri">https://www.ft.com/content/5cf95b77-12a4-4e34-a5c0-30904d981c58</a></p></li>
<li><p><a href="https://www.cnet.com/how-to/9-rules-for-strong-passwords-how-to-create-and-remember-your-login-credentials/" class="uri">https://www.cnet.com/how-to/9-rules-for-strong-passwords-how-to-create-and-remember-your-login-credentials/</a></p></li>
<li><p><a href="https://hbr.org/2020/05/how-organizations-can-ramp-up-their-cybersecurity-efforts-right-now" class="uri">https://hbr.org/2020/05/how-organizations-can-ramp-up-their-cybersecurity-efforts-right-now</a></p></li>
</ol>
</div>
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