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project_plan.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<meta name="generator" content="pandoc" />
<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="author" content="Group 23" />
<title>Project Plan and Initial Data Analysis</title>
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o/jNPY4W82Os88wiJ34K4tdAIQjAOQkx8YArcM2PaAOjSZBL8uolzAJFFvGDXd8ej67P2AvKpUkOYghcnK7zl300RBcsExwzJ/hbrd7GuYBwhgAIYtbTx/3+d4klJ3gtKCQnGIz9InYZEzqG8EkjSzNavCB/cXYlcQshhyMsZrI6PYLWc3lOG/vlA4rHr/3uTFD3r38/r+3fMKOke9W4oJ9G566u7au84CpOz/ct5R99wF7W6dIYjjnawrHIAh3hlungFOWgXoyzVKbHOr1eD19Il6vISsrrU8kSzbY+0QMGpdjgYh60zDTHJKHoyP4404pw27zB4o1o62gq+BLL299am8j+zv774zj995/dgTOZsOfWr3rnTWPj2h8qGbo1/M//kYYvmxfms7TtPrM54E7ns4vwBw0rFy/aNJjRRVTet31OgCBPABhongUDOCAzuE0h6gnxChToCJ1ulB0iH0jeqvscFBZotflk+hMQ5oJDqhrC/l//FxmAUlGYeK5Z6Jl5MDec2yJQdc+l5ViNduL1avoZ805eGll04jy6COKheT8S+U6kQwdw+lW6nPpXF4qtEoBziwAye3mMnRLkqlPRLqZdQlsKxTcLghkqhzjrLL5M+WgUwldSkjbL1HPLrCf51d8MHbv66zu/mcGl5Kz0YNZ0+mcf759kbEB29qGGrZiYWop2b2R9fYqnKnlWOVzqXqgNfQIB5LtRr8fQLLT7CyT0ZLaL2K0WFzU5e0TcfmojkckcgvcyhJ4pNlr8Bd63VyEhIbiGhfIBFGTq8R9lqcWB2Dl1G79Rn/9i8n08OU3L/760UX2E369YuvqVUPrI9VryFR8CXc5V/rYefbW7svv/YNdxUHv/OnFVQ1V8yse2Dde0UcAIY/zU4L0sA1FEQg3jJT0jVAJFBlqbOOrALk1dCOmkuHNF+mpaKOYunHhldNAlZhEyFGpz4R20C+c47Vmu+6gqXo9lewuq5TfXrLnZORk9Ink5JjAlNwvYvJBoF8E5N8qd9nN3jrmj7mOx8OPLDXqolpgwv0zZkpuzaeTynf+vWjNvnr22b+bsfDJR7+e+cL6dQ1bXlu3CDvOWfHIMytnrhJPHt7x4L7eg/48+8C5U0euLuu/f8ozr1xteHTRssdGru8V3kwfeHTMsN937/zksLEzFdlO5NQpNsMLWdAtnJlizzQYAAQu26AljUvWZbEQlyuJi1Ymcr8Iaal2jjKNg5qJ9Ctqx02jMyDFKHJw8TpUIvjHKhXZQlZ0/Iwe1eO++6/RVHpg2mv/uPbBuguPMtfKLU+tuXfjkIFraEVzg2tlMuZg6O57/vXBP1C3kZ3H9od2PPV81RMVE/aNAy3HEcaokRS34Ta+LAA8XotzQMRiizkRDVfN87X0JXae6NzkVR6Znehb6J8XL+Y3IKovXMjn0oEDMrkmmc2iXu9yGm0DIkab6hgTZklwj/T6FDccpXsmn6Rjlxv+knyrTFMR8+U/cF9+DiRwh/UCiChwdeXD58cDhSwsRjeikNNcTo83/0AtP2DDKLywji1nhxSezMTjgo9eVHOy3LBbJgIQ0OsEsToiIFRHrIjI4wHOlfxEz6a4ZOTXTLq9eTjdTofW1bEH6up+g5GIBDhGEr2BkRNVlMZTa/P3HKVyrMMKrF3H/KPYUAWjlGsXaRnXrxTIhrJwqp/bMtnphFYWIdgGoLWtddqASGuPzdA7YhNaqFZLvVJSEa48LZwUd4YSN4mJ+aq/ctSSXgtmD6gf2emV91/9KNj38bHd9l3PX0tq19dMnzFw3OSsgsWjj+zqPXn0w4On3e9nZ+NJLYFZ1yqkQ2ITFEM5zzwyA+1KLJ1kVwpAjsvSTgx3S+rQQeiisxv5Ky+9kGbnqUmllmSFEhOP6/G4ug6C2nJQUPdSt0td36R1IFMgbsUalrqlQAbw4KK1v1BwIH/udKqm8NCQbeMHP2LUtVk3rv7Fb4712N3Tt/DeaWvZt3+8wA7swe6Y/5cvjv3I1rHJn+AyhLM44ODVn14/7bBUDpq/hpxb8c388XfdM+rU3veu+Tws17Pv7O79aFvzMnvxc3aaHRq8sAZX4jgUsP7CfvYntoNhGYquJiAAAKJNPAIyWLjk0ojFqENR0SwqyILNaiG9I0bRYhFECoKD518xh6iplZYz+5W8H0OIlBsz/tURB6IHmnaT7itJORvb6A94cnbjGZYvHrnSg0zENwfPGTGddQIKJwCEo9xyW8ALGdA7nO0UUg1Wn89iEGQLjwd01iRrUlXEarWAxVcVsTjAWxUBevt4QnM9/gxBMbluwe4SAjxpj/mcgN0ef3cCt2IAhVVLsR/7+TIjjZjU9PTeY1ew4I9/Ovhn8cCeI/Nf9BnK2Pk3/kZ7TF00+6HoquhndauXPAGAMIdb09Oqr8gOu6jFpbdQb5IDekccglHi/HK2DL+4emRymUNIE3+Ro3WokKfbtNP37Cs0/7rxjQ0X2Cvs2Rex/NNLuysbxBB7lX3FPmdvl64rwyU44QusOVSzuj8AUTgmDuEc04FdsYcWQQ8COJyiuSoiUsFSFREct4ppwc9rSBlA+ZuAPZTBx2Az2Uo2CY/hIHysic/1z59PI/dU5CtWz+aJB9gi9gKmYebVKZgHgMq89Bc+r1GJWSSDAQXQoWAyS/reEUlCQsTeEUKRr3B03DZmUZBwxy/6S/MZmh+dTYZHt5OF4oH1LKc+eilhJj0UhpMlAKQ6pAbjTRPxSW45Q0CbAac3asPzwaNfrY9LTuyi2ilOhUvnI8SSohNapUJK7wiAaDLZe0dMgujtHRGdt4+8/HaphRyV9+rq5lT1xe9nfPc0a2IrDuKQL//9bve3DrL/so/Qj0kbVrGXCYuWZWXjUhzzD7xn/+D6GvYau8Q+Ze8H8LUY7WK6yuVQ2KdHBJ0giCCaTTraO6LTiQaJoshJV81RgnG/Qbydi5f/DYnpjc2ssZGSRrI3Ws1z7dXkYQC8NoLNxfFqVpwaNht1OotVT4GzFDJj9GrpGI15+JJiPpxLMg0v6dVv9AONx9jclFWuR6fyFGvI0TNxvRC+UjHmnkjBViRGg4Ix0Yn6RGzLWkgJZRVRDKHw1TvRrzc2NpL1J6JN5M0l0dc5snnk4+jCBF0QIT1soQCCJCMFzgtw3EBXxTekkO0+0aio0pV/bIp9V+KIgpPrUZJOFCUev/JSmsuNBjuVjDK1gKQgp2DnLbuZlRjwuJUAn2MY4nce4COtZjadZSsCntbhh6zRomMm0bbpo+bh4oGrVQLPOume7Uev/BCXo1IDsUG7sFsvcaytVpDB7jBS2aqjKCdypaUI4xPzabNJKZdj+WvNn+tsW4/RVB2xkGeEk582NR/nE3ZMwaxy2guAqFp99FZ5bu+IXqDW3hHqvLVNiOltBiTmueJRtpW9oZgjHIE9sBOOujo9+v1/fvn5h/9Eeb77LHuYa+94HIt1bArbxs6yU1iIuRjEAnYqZp+E8erqdUBRONnA+c75DE6XQaiKGAySLDuqIjKVEtavhpXmSgW/mlplYChutYXx7Ay7tLsRZ5PWUePGL949euKoYPr7t1HOh2jK6mdXrVC5wHaoXLBCCp+Zp8MeAIEa+OqmZtns6x0xC7KTL2yZM+MtlRs3J6I2pViG8q258sX7OOxndrH0tpz5ki3rzuqxivyf/DnN+WMCN1SGs8yIxKS3y0aDQdYTwePVm8EMVRGzmVDK5UepkSi6cntnp2Ku8ktw20SOf5bGNm4BcRXyGdhfcfkJ9jQ7/VXTzl2vfEZGRLeJB94/zf4+LjqZjFi9cuWqJwDVHIFw29ha4V6a0wSQ5BSFrGxTGvV4uH30CFSfoEoJiY4mt0CGlozy8D+o5jgx+6jmBbwy4BEI+9d3rHnZ0I/GN+7usnL1ey+xM389WLx/1+INHRbWXfoDLjz+6Z07su+YN73vyIFFvd959sV3qtf2nfFA35F3FQw8AoDgABCGcv7JvJ7iABSRUp1epgK3CYLmFeJ5qGYSi7k3IEsbWYFQyQrE9PWqJzjM14yPj2OHrLDdhgYZZafDrqOCmQ8UpzGUuFzsLkUnVHMYs4uij/2F/cJfFxrfee3ld8QDzf2vsC8wo5nuaa44+Mabh+ghQAAA4XW1/pMcNqJgMuooCJQqiPLlrxWvQhjgF8//SgXTwej3O6M/NmF1x8zWHdVaFh/5uU3bnwXkmg1yXz6aT6km+QwpyW6LRdQn2Q0U9TGTotqUGOKqNclWAjJldKcyenwSZ0h8cyc75y5CT3v2xU42u+nL9p6UYpSa0Nne7yy+1EQ/7PaW6/dbm0N88llHNx18ic5qnrv59RXv0YUK93QAQr1q9QNhhyCJ3ORLiskXFJMvtDT5KhocAz63Yu7rj/PIY0oTXmKdjuAkfHg/60QWROeQZnI4+gq5M9oX4lybrUY5GWGrIBJRpnoDiChTUeOcJmE+qKL+GCJdcNEhlrSb+Q6T8+R887zoCZJPFyv1ZQBBscZ6pWKmQyqDLKBgMIoCNwcUdUrMcuuKmVot8AvlzU6qi9roq82/0LSFwoaNC69OAIQGdoRMVnSRY2mRUFAYoxcJlTDIOdBSfeJRD5nMSvEEu4B+dkS6svyKX6HWC0A+i1c2Kd5c2XRy3h0mgYbo/4spg/KNEDuCzdrMFFACSacHOUgFevPMXj5rMb9CfMoLfOrSA+KF5b9KyigFJCgExOMgQVJYD1TWiQQEwrO+G5rpVFUTC3DfaPxsA1vG9pEg3dQ8jnwV9QJea2Zv0k3XKtUKsJLHIlEqwBgjmU/LQUfRp9mbCwCxTjhHHZIf9OA8AILRID2BkJ+s1ZoxwDW1OMStBHU83G1fm5MZ0+4QzhUdK3f33F8MRKk50lPCUEXzoVc4K1NnTEvz+Rw6yqMpYkzrFSFGI7jd1ooIt4LJFRHRA24o/98LVH4tX7NllapJZ7zS6LZn8QVeLKsVKjrQrxv43GPPvUychyc/VveH0F3HR77xCrNs/mPDWy89tOWB3js3Y1+b1GPe7Jq5dxTuORZ11TZuHC3LD00fOhwI7OVWtVZygRPSeVUt0+D1Wq2mVGqiGX4zmNwOu8HOhccRljzgqoiArYV5DSXF1SDB1sddEk825YBijeRQiVcrvHAqyJ5Pv/3+k0l/7GwKzGzQ6Wa811i/qXFjfb0wlJ1jP/DXxwMGLpdcbNHcsTuWvv7ll29fOPPJXwAQpnMOLxWGxbIaK6VuPU3ySmaOmQ0cHDPPzVmNGM9qlJ1DHgNzu6hmOGTcZXYV9f8d8HTbUOn8QrbvuW11Tz3swiw0oRPvyPQu96Sywe9+2mlNGRBlVqGU88fB+dM97E+VvGCx2CV7ht/htgIgmqhez9mjt1FnRYR6bscerSYTkLTqvTcUDPLPA6osi+JOiG7ST//n2W+/++TCTLMsNCxmTzdu3Ny4evOmNS9gNlr5647tA/rh0V+/mfny+4Gv3r54+i+fxLF0cN44IRk6hdOTDF4jpdzqtkrxGit4uRskyaUyyqIw6paZQyiRZQ632++JsUuivNbh53Kb+x/2JYp/e/+7qFl8eecf/zBk65bfb7WQLstc2AZl1GMH9v3fJxx/p2pttp/+c/eGrS8oUksFoBYpHVxK3cVlMjkJ4UaSuj0GvhQMgKIsVkScspUqq0GtY98IAxWmOZS1p2QNgeJSXkPW3DX3mE+zrxreeANH3lObN6LH8KHopW83l9G3+3TugmsDC9PnPNkLgEKQuYQCzplcKIVu8HC4a56vQ5YpvYtY4ESnSHIzW6Vn+Qzd72xlLbYWV0R0nXpFDJm6XKvOqvPk5pJekVxrm/JekTY2T7teEU9KnHUa+zj/8pXd+rzbxD1uragaVBdAqDC+jaAUkrJv/OXKcGMXmJOnbhQXF/F3QsHJVnf87VhB3sSqoa/te5X9jf3r7FdPzMgtC/ccNOnTtwb3ZPb6ZWdOPLzh7amPD50/4z8/1T4uVE5ICkzt9ewxXYdBbfPqVx54ddvqMauTndXFnYfmBnY+2PS66ypEhs2ZFOn5IO08/ZFvfn4cEPYCCD24nnuUzM5i0nFz7dF7vEkWvcMhVEQcNgOA3q0Y7xjlCatesVT2mALbtRUfM1P06cfm/+GZhgadoWD/jBMnyJuLfn/kk+jrfHXnDOow4N5XP4gWAxDYDoDjxAtAwcr9tZ3PJCDa7Ga5MmImVlQ04/3EwqZSIqAJJVQc3NDQ1CG3TceObXI7CJWYU1Zc0qFDaSkAubaKudSxTZAEd4Q9TqPRrNP5kj22yognrLcC1z6ISzW5xSTOhATTljhb3v2det7Zv/eNGZnLt9g16B6h+aqNHZHv0yaP8TSV89QGJTzetxgMRqNOEkSdYHeYAGw2nY7KRje1xiKGfD5zeUyFyuJsRTUiQi0bdclYkzcER73JeuD5E2zOnB07dKSgy2icydpGlxLpQTZOcjW/XTo9NjcO5nNT4GQCoiASQHfca2tMVBjHYVRo6SRfJQGoCAfcdruDiz+gdwRo66xWHrfb4RPMPm5p0302p1UPDkUPuCLEt534Igi1bHVIVIgEzfAqepHh1bRDypryyOa1DVNmblnVsDhFl79rIuIAXcHhmYdfJicWLNj3cnSLcv/zx9HjQmV99dDDg8e8+heuMZq2cnxdUBBOApeiri69x23S22xcWW02g/V2ytpSV72Jmrp7m4JG6NDUt95RNPXwJ+q8d0XUSWM2dhSfU9EknsU6wSyDnOwzeLgds1GbYvxvmcVylSHFilGFxE4PYRT74fKaf/wOTZcvobX5lZ3PPffii88/10Cy2I/swyeR/AFNmMfeZ1f/8rfzH545p1j5vdyW1apU+6E8nOEzCrKsS3foHJkBwQhWq7siYrXprboUaHXDzMdZ0GLBqpaeO2hPAhMUr62Y+gRHrThpU8Niry7c+PBf/+f7yzvryabGFc8+6xowcMRg1kUqqh9azT5h/1GcNr14+GTWl29fevfUeYVXHNNSlVexqMKW6qHJyT6bL8OfnOK1pqalecxOp8wtv80MFRHz/+Y2VT5yJ1l63Ul6r3vQ0njtQyL9GzaIW15cvXnjnI8uf/fJ57P0SQsajObpM/d9mHXp3YunT59birloRDO2a6z/9T38eEzFCzE9okGOpw1ywy6zXm8wEF4DsZrB4FYtg03rc2nRkaE5IY15ZEfvjt4eRQtfaahz6rrsFoaZNlk/fTbaJFSenDQjlrnS6XyW1twOtIplrqLzeuZaEfHYJKq/rj/5t8pdueG5kbsG25Hfpq50+j/e/+tjA/bXzF82+dmN88r/evSPL3Z6ftEjj7Yds+J13jSzsaHnpjbt7h4Uvrdr2aAH+yzaXLm4R1W3O7p2KO71FCCkX/uG7BQrwKPWJlwu3jPioEKS1+C0OXtFLGGbVeaCkj1xU3kqIVjV5ONWqo52xVGXhtxKNuHyEMcdA5NSJuSy17ZurRiBXdlrw2vN8lyzHQeQZdU9/83mRWePngiAsIOvrjKhElx8fh86ZZPJ4DS4PSaz2aZzWdVV7TFqEbMS/4daVmW0rJcrhBY127EvX9TPNNQl6UP7Z7zztlAZLeMO6GMSvnpozV2Dj54hp7RcjgiVau+HAQ0ms6hHK6jhiJZl+NX0NFTicIYQt7ER+76ptuiMte/tYyP4oI/8o0cx9iPtrx6K5UpSgI/Winsblz4lNc3rsZipYBZ0yQ7ubnTuxCyYK7c2A1U2Z2Rlk8LhUHSq1BmbsoRPKeSfcBbp2qSdPsY+3jNxsk5nLHCcaHqjg0snBF7dzc6QBZ3OvHR/dK5QyUaz6j5l+4tJbXTp7trW9eRvHClACAIIOpXGzLBdFiVAUWlxQZ3RLaD1pnQ4ngmjmhUfYgteQT9m/JktwFVH2Cn27hFSQLxsGO6IfhU9jUdYD0AgfL1LfHw3z/sVMqnHK5jB7OBLO0UHfIJCVam1GRJo46KKOdrSUrLvuwFOnfnuS/tYTsWfl/StKu2xq3cXzuCVn9wf+pn87mrGy5vtC03HtkAsZ6YPCZW3yJl7RUQr6npF0P2/5cz0oeZ/ksHR0+TL6D5y31Q6eN685sPxrixetlPl5/YlJxu9AFbZRbmnpqlpTq09K3F7TdV/bpXcPJZTfEtxCddDvj7d3EK4ZLfHjedrpx794PFH58/49MClCxdM44aRZaRxE+aPjywnw0Zg4ebdS6Xj7NzZoCl4FhAvMxuZrfluorSo0RSABN+tlHzx8nKeJv3cDAiV7Ijaw5Oq4OwWDQ4H8UFqqsXiE2laujso0QScEzYFFXSDxYr7U7DPVNCV5Dj2pcRw4eKhDx+Z/9jjp45OnvHwVFIePIvB49LSPRvZ+yPvJcsjvOq5cRenZNg4zJn2qEvdpyXVQg6tAS/XAzu1JvkcpuoIdVglCaojEuTngS3pjfw38rSkOlOZT8nQVNOmbD9lKoU5HFg8t2TMUz2mRrqPyi95omTcisrHK/sMJSfuLFn/UKvsVinhsvqH/RkZSeoOPFuKdcJwrcuYCALV8343AGpSu4xtNPOWXcZcCQNO1/Xt0PNKk/Gszp3Ly0IVZPfVC2Lfxb3C5ZVhQDjK7fd5dVemazjNozNTahCARxo62irVJxKnwUz4SzDKgg+07k9ljt9sw2apra1KOJCldLR6NAOuqD89OWHNwpPHcdniPisKChY+tHv7My8sX/FdifTO+xlov4LNXXfvoH7vstCH5z462QkQypUYSDzBpV4Zzk5y6s3mZI+dGD1OMS3dlORL6h/R+3xOcNr6RpxJIPa5uRWkRdPQzZ6Nm29lf5Lfinl2ypuduEqQxqONXTatnD0HG9jQblU05erVU2+99f/EEzUL+/1uGTs397MxS+7YtDz/xwtzsfO+U4psZqMkeIVtnHNByAibW0GmBSxtctLd7iwZeNSYn1gJchaVBku9il8r9co82Ja9clCxDnKwNLs0IXQ6VLV4+OLx8+eOq7t/UVXVgmF14+YuGrN42MKqeVtnzHh627QZW8mHj01aNmxh794Lhz059ZEFD/CHvfj7JZN+N2XbM1Onbd8BiscDEJT9Fw8MDrdzWGSj0WYS9URPTS6LW/YmGSwW2So5HBScbqsz3UmsTqvThG7JlATlWg+33RHrzL7lpjuGUOGj1uaovjBEKnH2HjYCJfY6dmGv72BvYGd+ARu7j1wgZ5vZ3Ma57Ec08RslQBKsgaxUVYkkUR726QUqUDlmFjgmiYqtbgjFLYRiI5p/YebmnxVpXPuF1kupUABdeGdcdiE4pdy0Dj5fmkmCgNS13E07lbRqK/n1/mCviN+tt/WK6OGGznh/s4t9I39VVFmLztSUlwuwZdCiRC2l/Kk33lG0dHD/qprTbw5/ZmTxqMV9Z8yYvelw/cCqjf/+6K9P9H9t4KLl7R+cvmJR99W/f6Ggbs3LPQbRnMF1WW0mD5q1NDW4IJjSKdy5prTH+klDl+fctXrZxm5rs9r27dWuY8e8oqHTRvWb0MVZPfnuKWXOMUCwWLTQ8eKH6u5TWpiTanKAI8lnpW495N90QCAhzctKeI/FxVnZpaXZWcU4pzgrq7Q0K6tYnFrUrl1RYUFBYfwOQGEM7xzvEdt5hxKeSwWDXmrNT0936a1esbSDZAKH1ZRuIuCwOYjJYXKk5AWcoRQByhNPBdhblgFRMxHuG90bnN2obu8KDjc3eYHM1py5DiFU2NqhNXTQOXMWz10weE77sRWvffDZq0880vHB5vXv4PB3les1tv2D02z76xP2YNvdezD3pT3s7N497JOXhMCeTTu3t/2dq9X3n575qfMjIXZI/Q7b/u6brOGD0zj0rT+wD/+wB3P2xr8GQKCCushU8W1OdzqUhlt5pRQDokeJazP8rQwGh88D1EYJNTvSOakf3feGku9qVGpqG4xTV8ojfbXWGSt18iYUtdZJXEnDlt0/edPztWvHjM+btnB+HauecmLUlAeov2bk6HHjJkhCcGFoRIcJs1jnI2OaCgRBqd8NhFraSI+CBGbICTupxI21YNTrBbMkWKwmUYegHGS5WbPRiyhjVuw2EAfPVEriM1kjLsUhtexzTK9lO0kQ1/dk29mzvXB9yo23qh9EHfeDXhAhJWwiKKAki0J1RCSQr20nattixUJOXfM71Bv9Hhc+CdeuaV3LRAIbAAjXdUoX16r7wqGgF3iOLui5Zpn1JodXKu1gsnFoi9Pi0DmtjnQHAR63E4fT4bythikCCP22ZKVVoUS+hp0Bqm51Fnr+L2UjHz5YPXLwfRNx36B+l3eeXrwWxYbNVy/8n+pGrtwd7tNtSfXsNFaLo9jTdPZ89ub/pXB47YrkEiRpzW3r+oJ09UfBJLnmAoG5dBi5LJ5U83Z/2GIGp7L7nGwzHPNQhS3J7yWaAKe27LkytvA6c/fPn39g4Oqa+fun195VPX3qwLunC2vmH9i/oGZlTdOCgdOm3l0zdZoiv/GASic8yQYLAMhwBiA6Q93NqCLLub9OUmpcstOLaHGCwAsItnQvZqjyadHEUVx6cz+0JMt+sjy645vIQH91edGont0XbPj9msiaPXiIVI2/NHhk35IePbMLh0yeP6V6/ZPPA4KflKlzBqAsnGkVRaCONIPUOstxn/MhJ+nrRKMzxUmcTl2yP92s88eVhKvIfTe2KDHRmKtlyd/2PpPpA3vsPbRzw4w1sz/8snbmA6Or7+w+pUPP8mXDl2wVvqx+wJu//YmVHWb32L5q0oAeXXrkBYa2LZl5056LnkfvwhP6xD0X5YAIN3pyAOvaT85494494cnCD133dnN3O1oEqNZDegiV4IHicLJoMOhs4HS6dC6+LeC2ulLMRKks6LWkMWHX6XqfaELKyMnTOhsGs13PNCxJNkz+Z/0Qg6GhAeewK698pKaNLwyr2caOScrsU1mzMEJygRWCYYcgIoBopDa7TidSq4jaQa/8RJkG7MortqVTEvILI6Z9PL1rzacn//ov0pY1S3t/raYhx5WrKDBA2ED6Yh0dqvitsEECMJuofkCEQsyAJOqq2jzatUOseZR82L1nz+7xMwlZzIVNAOBQIge7xQhgUfrILXa7jtog/71CzQq3qDNoZYbSkOzBpo31obZtOw24a8BDQx4ubWIXRk7UT9S1Kckrtu+bHgSEvqQKP1d3kPleHwFKDSZuX2mGBGlK3sc5EGO7FpnEzw8MXLlQ8pQsvpNv4K4ld9471NP2/hFAoDt1kaPi26q3zgo7lONnEnBvHfMfbr3iP964r4XTTjgzJSYsWHJ0V/3qF3eu3/B8lN07fsKwYRMeGCZM3nHw8LPP7T+w/TH+b/YjjwCBau4hdsY9BF+ZRr1AgMrEoJdu5R/4fBhELEUxdqM72c5aTGef1+IQVnvjPTGxCb3wfhzek01IufGW24c+AOIZzq8gnCYLACAbHrsGKMNHNDV6EPR/osTBA8ziYuCw7Tjs+ThseQz2CwV2Ou3PYeV9xMZBVchkAMkvnuAQM34FFf4CxEZ9KD5qXmxUIBBiM2mNMBxSoY3Sba1zpQWwlbVVwCXk5EIqmmhqKj93lzEgkm2zG3tH7IEWecP9w+9rGZ4ohslCYnXDUm9MGF2J0ihbnJBfkf59Rs7q4vv9Y9X1ozq9+dbRTwPhSMnYbk2zOnXtXqqkXKHH1tZM7NOvw5ip2e0XjzjcWDEhMjB/yIz70jFvcU/eGRvmVKrdoPJ0bltbq9R1v/YaDgTdn4hNzIa84ltA1MLCGETS7SCOQSAGkdoSIv86xGsg3HKMrOsQE6CUQxiaKGmtgtyAkWIwIMNxKIN5QK4xAIk3MIIVnNA/fAdPM+wIOhPaRNEtuvROycm7kHm7iMHM7wabASUqOtByowkglmHm5an5G8bOiYau9y/SAF7vYVQ2zqR5UUeUXdxLDtMT0SMkNXqR9Lhag0cfURpetbZG/AvZr2jRHOZSOkc5ztkqzrMIAf55rM9N5VmbON8PqhxBs8aRmyFqoTwG4b4dxLFrV2MQyS0hsq5DTACHylWC/hhXgUA+gFip9id54Z5wod3t1glmAKcgCUk+rogS11erXC6/JJ+WL8jcIsuyoNfbqiJ6Kri17tNEXW55EDWhHZV7uVhLarxnM5QhVqpNqbM3bcJ9eBf+bn/07S9xNlt4lIyKtaWSunqyntWxHSQcba5nhhhNYrmqS+3jurSmJdWx7jiVLwUx3sKsmLb5bgdRi4YYhP92EMegKQaR3RIiX4PgeGy65RhZ1yEmwMdxnW4b5z7CQrQJJmEDGMEX1st6ino0mXXgy0+0x2rMHLeOu0ewbTh8BHua7RiLw9m2MThS2DCa/3fbaLyfPTsaR+CIsWwrAOXzv877434CJ6RAQFkZnnRvmsAPExtcAA6rqFMCF0+a32f2945YHTpRoDazQHnjnES1lrm3+Fq4+YgL/ygm0lglwc7fxSoM1BZEj3qKzovZ1zsLv1479tEH9ykddGe2jnx04rGmh6Mjpu/9zy/NwbFk68SdWpPhmOUDNr2FDyl9dMMXV699l61D26bmvgOVZjp2ZRN9qTc7xVdOrI9LlUxpXLoVMfk7Nb7fDFELp2MQKbeDOAZzYhAZLSGyrkNMgA3xlRNMtEfCbHWUTvF5CmKjOFSQeO/frHjvH9+pMOtFUbKDBB6vWeALiC8fs96sl2LdkZoVarkRrHVH8v9lCDcaJGexM+zzQ42NZ9GHnuYrO3mL5LvvUdvFy4zXWq/B6ei/V+5Y9yQAqv0oW6R0aK94ppxcMTUAXpMJUu25YkGhw5Hbrl12RaQd5LrV3S5tj+vm0xpaZCBL2vZIQjWCo6Q2/2lnOTKUqE/1UYJv5ZAOKb36Lxv32p+OTCrfUnn27ofnjujZq094yVz2TcPf/v7+58IPi6dX3OnPyC0L3b917LZdPTcF8w/0mVQxcHZN+cTisqHF1YMuXO0r7Nv3562c52pXkOTnPL8TACXovgLUVWlXOH6L57V56vN2t3t+7FP1eajFc/Gz689fe+UW3xc/vP58whegruiOKsCNGRZehzj+cwyiTQwCqAIhKbtXOVDENWdkOJQLre3tedlIaF+WlJTe3ghi5y4pbYNtKyK+AqGgV6RD66BdECyZQU+xzqKriLgsNtBaO9R97viBxZsNL1corarUot3Jy/+qHSkOv7bLFExMz5TiAMaaVIb/wg7NmPnUc0VVb4+a/3xO8a6Hj/0reqcOO967tWbwurHswpy73lz03Mt7Jg1ZtfPpwzvoK7OWGon8BOY/+yddrEUqp/ie+4eMYP/9+yRWGwjyVpav5k5sXH9/5MVNo2XdQ6Sw4ektO5V1zXc4lW4kzreeMU+JFaqnVDtxVIn1ikl8vyqRVppEbn5e21993vp2z4/9rD7PafGcS1R7PsEQk1d7TaLX/gqAo9URXolZHHYXKGOgqI3xIgApTICovZYRgzDHIa79iUMMSoA4xl6IQTg0iG84RDrHQ4OYwA4CqBbHZ9d89VRlx1zyq6euqsJ5fsnUqhXwYN5jsTttkj7YRp9eETFSj91nsfLIR0+9LqSttY3QmLJw6/3b430QyITiIlAqxdlBMcj/lHpUk+6gRVqnV4kwil39+e/sK5T/9sUYXdkp9n3vr4YN77ll3OW+pzc8v7NpC3vppe0vPUtC7Ev2FzR/cQmlWcInr25+cGHXgtrefZ6cNHMlm8b+taaRbXjh4Aku21jXgbraqmOrzaLyJC1RNqNUrt0Vk/1HquySb/e8drD6PPN2z4+p45Ngi+d8fu35a9/f4vtcJtrzCSkx3Wh3fS2Ph2YhR9gJVO1CD4WTPAaDTSACKjsZTifKZjMqJ/QQ8tX1yhOfG8nPjUN6iccXE96Pp8ejezqVFHXsFCrqot3J8iefZP/q3KW8Y1m4nPwYfwOUY3tEGCUsjvv7PvxEa3orl8vQ6iZn76u47uxt1M+b2Kjnf3P2ZWVxBdGcfXw7QXSpTl4Si1SnX6L2X2yaUjNt+Dw0Xd40o6Z25NzmV4rxTJ9pvAljfYjl95r63Iuxboyetf0XbEBQGjL6zuy7cMOvu8aRRcWffLRjTHRO6DzXjNjutSq5e2KSf0PVDI8mmZuf107VNOfWz4851OeBFs+5ZLXnE/yxtZarrfrYDqw6wr2xGWIjpKsAWu+I2t+VyXex0jOkFJfNZpfsrQMOsKeYPHqqT+NdjB7q5euvRZPnb3oYUWsXUUomXo/W9JUVbx7J4HugOKR748Sz333/yd8fMwk63mSElTs38OYRzF9LmyID2Efsvwpjn83sV86KdcDaFQ1NOXQi58u3ce/ZMxo1nF6Nmgn7Y/TmxejV+puEyuv9TaJArLfsb+Iw6gkU6UvxFLggHe4Ot0uSrE5nKpjtqZKY4bc6eDxpBaOR51hGGj+Vwg8UUAc4b5zk4det2ia1fWVJO2TlvZF9aafq7NnSl1EYN4y9zJ7BYRgeN5RaonxdR8+Rfs09fmXXEH+ecs89LqzDiTgeF3ljSZmwlZ1m55QTGn6hNi32qy1yujAU0iAXCmBQuG26zkI8nqx8t7tVlk4oDOW1Mbbh0RHvSCKixdiunWg32pIyxcyKCIieFj7YoVjVRAeseV9R9a0q5rdyvYktTFkxnyvWs/Nzup6pu8B+ROnrBae6djz2+InL0aAOq4Y/e8+QDVf9G154buPm5xvWCb3mrjKRjN+7vp4xEwtQh3q8Y+a0KbPYz19MYDO5tw1mkLIPz3985rOPP/10x9NP7wBEE68Q7pH8YFF6wGWwWXmN0KJs3CSfKkwsE/Igzx1QzhIE0DR3nLfB89CcmUMWLuFF2u+WPJGTu3C+t3TBoiIAgpP5iG2lhdp+kEMyxSpMejflw753u9KSrHUfcfpp29njxj46a8zY3z3YPRTq3rmsqJu4b9TM2lGjps8c3qFLlw78AkQdn+k78TN1N5wPn+Szg2gC/nKrZc73En4mKLYb3o4vKU6BwvQ0olRTQpJEXXkDB/TOLAxZRpmn39tucP/KjIL21tHmqcL5rLZZnbvMquO3Tl1n1aldEci5Ff/FEyCCePMvngykw+K/eMIh5f8VUtYgffQ49lB7+R0HUNTpQenhP6WBBkscHEs5y+QZ1WF29yx63DMUTVyicNM3RdTpRZly061Rq55Od5RisXIk/bGKDPGARzmLjqmfcouq/e4LkcAKAEQZizSpY1khOWwS0KwXbHbQUZP2M1+x3pUgbyrhA/vjeGG9tcNjs9M6maNnb2B4FnXTeR1Tw7TF6DZldL0ZRcHuMIs2WRn9LW10DWe/ei9JQJ4ELUkjOsxJ7m6+QYbnXvbTY2Ow6D6FHh/7lTTBZZSVLOtqB8g4iCCHzeZK+dC1Y38ymWJ3vb5SBnteXszG7cAfyXB6EYzgPBD/URrIP3Wr6u+OqQ9OmDF94qRp5JtZj/9u9sx5C/icym8TiHvgB8gGOwAEwU4c/M4nELJA1RaoJelK5ZPTbBAIlYikk0WuCInpvPM3e2CJ+16ASv2UpGqjUBAIkMRRWhRNSeqtK6QAyGYBkJXxUyYgEkE7ZYLxAQJIVjbPWkkXx4+ZIJRzr1gnnuT0TQ2Xp3rTPZ5kI5Hl5NZ2wZDslYJtjN4kb/+ILklMTUvtHyFp1rT0tPw0qqdJaUlpzsxM6BvJlJ0W3iDhg5ZN3bwwdMsfKruRW2ZQbuRlt9evdcorVpPyolGwuJT/dUDsCHUKOz4AWfRHQvA065Z1snHLxtW7/oddaNewgZANO4LY+n9OPN+rQSxmD80rC7ed1/Rm9/puaEacl3tH9TwUsfXIpYPVzprl6o4iBXdYT0AUtDAtYc3y+EuJtrjkUwGEVlI650ylKvE+5ABA/HNTwuf9lc+BgItUcf0/AgZwQedwuks0ypTyaYjSqY+iqLe60l3E5aIWOZ1mxPuV70toergeGwR4g0v8V2eKi0otVJZJ05xV7GHcsHQO+0ESk9LSjDup6913x/KzVKdeX9THFGzb1v5TDDfpQ45bECoJ9+43cBcf0nCXXr/F8/43notvxJ6rVEnqc1TWG05X9cp+AAQRKWiHl2Knck80KgqljCAC4Aq1QvJpPHP6XaxCImp1FiUv6pwAUXstt2Ud9NrbHGJCAsQx9ufEKktsFtJBzroOMYF9EK/V+GK1mv8PflNJUQAAAAABAAAAARmahXJJOF8PPPUACQgAAAAAAMk1MYsAAAAAyehMTPua/dUJoghiAAAACQACAAAAAAAAeAFjYGRg4Oj9u4KBgXPN71n/qjkXAUVQwU0Ap6sHhAB4AW2SA6wYQRRF786+2d3atm3b9ldQ27atsG6D2mFt2zaC2ra2d/YbSU7u6C3OG7mIowAgGQFlKIBldiXM1CVQQRZiurMEffRtDLVOYqbqhBBSS/ohgnt9rG+ooxYiTOXDMvUBGbnWixwgPUgnUoLMJCOj5n1IP3Oe1ImajzZpD0YOtxzG6rSALoOzOiUm6ps4K8NJPs6vc/4cZ1UBv4u85FoRnHWr4azjkRqYKFej8hP3eqCfDER61uyT44DbBzlkBTwZD8h8/sMabOD3ZmFWkAiUs5f4f2SFNZfv6iTPscW+jOHynEzEcLULuaQbivCdW5SDNcrx50uFYLzFHYotZl1umvNM1tgNWX+V/3gdebi3ThTgVEMWKYci4kHZhxBie3TYx3rHbGr+Pdo7x4dIHTKe5DFn+O/j+W2VnE3ooW6isf0LIUENvZs1gf/LHojJwdpplCP5gn/5gi26FoYa19ZVFOJ6Sxuoz/q2Ti20IKVJdnqvYJwnhfPH/2f6YHoQF30aZaK9J8T026RxH5fA/WPW/8IW4zkpnIfoFLifGB86v0ffm5nbyRs5iaHR3hNBD0HSfTzoPugRM+hdN0x052KoHLBS0tdgpidAiEesDsgWYO73RWQz2LWIwjqnMe/uYISQtlbyf2NlT9Q9PoBcBnrO6I5ELoMeyHkNnIXGdv809H/DXNOTeAEc0jWMJFcQxvFnto/5LjEvHrdbmh2Kji9aPL4839TcKPNAa6mlZUyOmZk6lzbPJ3bo56//Cz+Vaqqrat5rY8x7xnzxl3nvo+27jFnz8c/mI9Nmh2XBdMsilrBitsnD9rI8aiN5DI/jSftC9mIf9pMfIB4kHiI+hWfQY5aPAYYYYYwpcyfpMMX0aZzBWZzDeVygchGXcBlX8ApexWt4HW/gLbzNbnfwLt7DJ/p0TX4+Uucji1hCnY/U+cijVB7D46jzkb3Yh/3kB4gHiYeIT+EZ9JjlY4AhRhhjytxJOkwxfRpncBbncB4XqFzEJVzGFbyCV/EaXscbeAtvs9sdvIv3cjmftWavuWs2mg6byt3ooIsFOyx77Kos2kiWsIK/UVPDOjawiQmO4CgdxnAcJzClz2PVbNKsy2ZzvoncjQ66qE2kNpHaRJawgr9RU8M6NrCJCY6gNpFjOI4TmNIn36TNfGSH5RrssKtyN+59b410iF0sUFO0l2UJtY/8jU9rWMcGNjHBEUypf0z8mm7vZLvZaC/LzdhmV2XBvpBF25IlLJOvEFfRI+NjgCFGGGNK5Rs6Z7Ij/45yNzro4m9Ywzo2sIkJjuBj2ZnvLDdjGxntLLWzLGGZfIW4ih4ZHwMMMcIYUyq1s8xkl97bH0y3JkZyM36j/+58rvTQxwBDjDDGNzyVyX35Ccjd6KCLv2EN69jAJiY4go/lfr05F+Ua7CCzGx10sYA9tiWLxCWs2BfyN+Ia1rGBTUxwBEfpMIbjOIEpfdjHvGaTd9LJb0duRp2S1O1I3Y4sYZl8hbiKHhkfAwwxwhhTKt/QOZPfmY3//Ss3Y5tNpTpL9ZQeGR8DDDHCGN/wbCbdfHO5GbW51OZSm8sSlslXiKvokfExwBAjjDGlUpvLTBY0K5KbiDcT672SbXZY6k7lbnTQxQI1h+1FeZTKY3gcT2KvTWUf9pMZIB4kHiI+xcQzxGfpfA7P4wW8yG4eT/kYYIgRxvgb9TWsYwObmOAITlI/xf7TOIOzOIfzuEDlIi7hMq7gFbyK1/A63sBbeJtvdwfv4j28zyaP8QmVL/imL/ENJ5PJHt3RqtyMbbYlPfQxwBAjjPEN9ZksqkMqN6PuV7bZy7LDtuRudNDFwzx1FI/hcTzJp73Yh/3kB4gHiYeIT+EZ9JjlY4AhRhjjb1TWsI4NbGKCIzjJlCmcxhmcxTmcxwVcxCVcxhW8glfxGl7HG3gLbzPxDt7Fe/gY/+egvq0YCAEoCNa1n+KVyTUl3Q0uIhoe+3DnRfV7nXGOc5zjHOc4xznOcY5znOMc5zjHOc5xjnOc4xznOMc5znGOc5zjHOc4xznOcY5znOMc5zjHOc5xjnOc4xznOMc5znGOc5zjHOc4xznOcY5znOM8XZouTZemS1OAKcAUYAowBZgCTAHm3x31O7p3vNf5c1iXeBkEAQDFcbsJX0IqFBwK7tyEgkPC3R0K7hrXzsIhePPK/7c77jPM1yxSPua0WmuDzNcuNmuLtmq7sbyfsUu7De/xu9fvvvDNfN3ioN9j5pq0ximd1hmd1TmlX7iky7qiq7qmG3pgXYd6pMd6oqd6pud6oZd6pdd6p/f6oI/6pC/KSxvf9F0/1LFl1naRcwwzrAu7AHNarbW6oEu6rCu6qmu6ob9Y7xu+kbfHH1ZopCk25RVrhXKn4LCO6KiOGfvpd+R3is15xXmVWKGRptgaysQKpUwc1hEdVcpEysTI7xTbKHMcKzTSFDtCmVihkab4z0FdI0QQBAEUbRz6XLh3Lc7VcI/WN54IuxXFS97oH58+MBoclE1usbHHW77wlW985wcHHHLEMSecsUuPXMNRqfzib3pcllj5xd+0lSVW5nNIL3nF6389h+Y5NG3Thja0oQ1taEMb2tCGNrQn+QwjrcwxM93gJre4Y89mvsdb3vGeD3zkE5/5wle+8Z0fHHDIEceccMaOX67wNz3747gObCQAQhCKdjlRzBVD5be7rwAmfOMQsUvPLj279OzSYBks49Ibl97In/HCuNDGO+NOW6qlWqqlWqqlWqqlWqqYUkwpphTzifnEfII92IM92IM92IM92IM92IM92I/D4/A4PA6Pw+PwODwOj8M/f7kaaDXQyt7K3mqglcCVwNVAq4FWA60GWglZCVkJWQlZCVkJWQlZDbQyqhpoNdAPh3NAwCAAwwDM+7b2sg8kCjIO4zAO4zAO4zAO4zAO4zAO4zAO4zAO4zAO4zAO4zAO47AO67AO67AO67AO67AO67AO67AO67AO67AO67AO67AO63AO53AO53AO53AO53AO53AO53AO53AO53AO53AO53AO5xCHOMQhDnGIQxziEIc4xCEOcYhDHOIQhzjEIQ5xiEMd6lCHOtShDnWoQx3qUIc61KEOdahDHepQhzrUoQ6/h+P6RpIjiKEoyOPvCARUoK9LctP5ZqXTop7q/6H/0H+4P9yfPz82bdm2Y9ee/T355bS3/divDW9reFtDb4beDL0ZejP0ZujN0JuhN0Nvht4MvRl6M/Rm6M3w1of3PVnJSlaykpWsZCUrWclKVrKSlaxkJStZySpWsYpVrGIVq1jFKlaxilWsYhWrWMUqVrGa1axmNatZzWpWs5rVrGY1q1nNalazmtWsYQ1rWMMa1rCGNaxhDWtYwxrWsIY1rGENa1nLWtaylrWsZS1rWcta1rKWtaxlLWtZyzrWsY51rGMd61jHOtaxjnWsYx3rWMc61rEeTf1o6kdTP/84rpMqCKAYhmH8Cfy2JjuLCPiYPDH1Y+rH1I+pH1M/pn5M/Zh6FEZhFEZhFEZhFEZhFEZhFFZhFVZhFVZhFVZhFVZhFVbhFE7hFE7hFE7hFE7hFE7hFCKgCChPHQFlc7I52ZxsTgQUAUVAEVAEFAFFQBFQBBQBRUARUAQUAUVAEVAEFAFFQBFQti5bl63L1mXrsnXZuggoAoqAIqAIKAKKgCKgCCgCioAioAgoAoqAIqAIKAKKgCKgCCgCyt5GQBFQBPTlwD7OEIaBKAxSOrmJVZa2TsJcwJ6r0/+9sBOGnTDshOF+DndyXG7k7vfh9+n35fft978Thp2wKuqqqKtarmq58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<section class="page-header">
<h1 class="title toc-ignore project-name">Project Plan and Initial Data Analysis</h1>
<h4 class="author project-author">Group 23</h4>
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<div id="overview-of-problem" class="section level2">
<h2>Overview of Problem</h2>
<p>This project will focus on the Air Pressure system (APS) of heavy Scania trucks in everyday usage. The APS is utilised in various critical functions, such as braking and gear changes, and its failure renders a truck out of service. The dataset presents a binary classification problem, where the positive class constitutes a specific component failure of the APS and the negative class indicates a failure unrelated to the APS. The prediction modelling objective of this binary classification problem is to minimise false classifications, and therefore the total cost, by correctly identifying and classifying the failure type (APS/non-APS).</p>
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<div id="dataset-description" class="section level2">
<h2>Dataset Description</h2>
<p>The data has been collected from heavy Scania trucks and sourced from <a href="https://archive.ics.uci.edu/ml/datasets/APS+Failure+at+Scania+Trucks">UCI Machine Learning Repository</a>. It consists of 76,000 observations, pre-partitioned into training and test sets of 60,000 and 16,000 examples respectively. There are 171 attributes, the names of which have been anonymised for proprietary reasons. The data types consist of single numerical counters, 7 histogram variables (consisting of bins with different conditions), and one factor attribute for the Class.</p>
<p>The challenges of this dataset are: (1) extreme class imbalance (<2% positive class), (2) large size and the confidential nature of the dataset, (3) the high proportion of missing values (NA’s), zeroes and outliers, and (4) the motivation to minimise Total Cost to Scania, by minimising misclassification.</p>
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<div id="initial-data-analysis-and-data-cleaning" class="section level2">
<h2>Initial Data Analysis and Data Cleaning</h2>
<p>Our exploration has been centred on the training set to avoid information leakage to the test set. The barplot below shows the class imbalance of the training set. The second chart displays the distribution of values of column aa_000, which is endemic of more than 90% of all attributes for this dataset. Here, the majority of values are zeroes, while non-zero values have a high variance. Only 11 attributes have a more linearised distribution like bn_000 and ca_000 below.</p>
<p><img src="data:image/png;base64,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" /><!-- --> The histograms below show the proportion of missing and zero values. Whilst only eight attributes contain more than 60% missing values, 49 columns contain more than 60% zero values. All columns also contain mild (outside 1.5 IQR) and extreme outliers (outside 3 IQR). This is because as stated earlier, more than 90% of attributes are skewed towards zero, with a high variance in non-zero values.</p>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA8AAAADwCAMAAAD4mv2ZAAABGlBMVEUAAAAAADoAAGYAOjoAOmYAOpAAZmYAZrY6AAA6ADo6AGY6LAA6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kJA6kLY6kNs8oCNmAABmADpmAGZmLABmOgBmOjpmOmZmOpBmTgBmZjpmZmZmZpBmZrZmiwBmkJBmkLZmkNtmtrZmtttmtv+QOgCQOjqQOmaQTgCQZjqQZmaQZpCQqACQtpCQttuQ27aQ29uQ2/+2ZgC2Zjq2Zma2ZpC2bgC2kGa2tma2ttu2tv+225C22/+2/7a2/9u2///ZHh7bbgDbiwDbkDrbkGbbtmbbtpDbwwDb25Db27bb/7bb/9vb////iwD/qAD/tmb/tpD/wwD/25D/27b/29v//7b//9v///+/Yn+NAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAZE0lEQVR4nO2dC7/btnnGqROfSt7cOHajyamTLF3TedGx53YXSydZ1q7pWUvbPfO0cdEm8ft/jeHGOwCRICjxBZ//z8mhBILEA+IhLoTAKAUAkCW6dAIAAO7AwAAQBgYGgDAwMACEgYEBIAwMDABhYGAACAMDA0AYGBgAwsDAABAGBgaAMDAwAISBgQEgDAwMAGFgYAAIAwMDQBgYGADCwMAAEAYGBoAwMDAAhIGBASAMDAwAYZwNfHwdRQ822af9Yt0pNt///d+yP8v8i3mazDZ843qXpklUPt7h2SaPVpyp2IcdSYU/3KQe8KytS0QT586CdMhcKDRUr7NCRFt3PaETg17p/Jq0p7t0VwMfb5jP4lmm3SG3jzfzioFnG2HgOOL/T2blYrjlnlan0ZRefqT6Vh98a2uL7URnzoJ06FywGFhGO4N7B9bocCUcpLsaOHfY/zyKZt9kxWp7dbdf/GIRPXkdzV6wLz95Hj1N07cLdZeLr+6ON7PN8ebq3xbf3ETR9f3i4wXfg+ddtOTHPKx+slrKeiSPduDf3EbRk11Ret8uZl+xi8+//U9+pJ0I52dwFDSstihapsmCH+2w+mRxdSePLEsQl1dWx06k9r1cFgySC6Vo4lhKQPkU7Ph/kNHEHuUsy8/hEd8aVYLjaJ1En/KgDyLp8tvSMbPr60G6q4Gz2xa/+7D0lqXPdzErrrdqc7bhu8gKhNmSG5V9z3aWdxuxhzjOT6/+lW2xW/JWlsBSNK7nepfwQ6nSm0TL45Zlk/iWH0lu6Ztkl9bG/cd3/SZ9N9scVmx3deRUFCH+r6xOnEjse7ksGCAXKtH4sZSAyin48VU1JP5VsyxvhvjCv0aR4OPNR6wjyINU0tXVLB1TfONDel8D8/s9qx7K0teiDCnNCU9ENHvye74z23E7ezSXCc4aH4kS8nern7ItllBVAotoYo/3Xy3yHJan5fuJb0VbRWz5aXr51sYawDxSxFkfVvP8yCoauzZldexE+b6XyoIBcqESjQdnAsqnqJbicpYV5/CIb40qwaJDmEoDz/NvS8fM9vMg3bkJre7zeuks+YX09Pj+80jm1PbB6vrd1fPrne7y8t4vSytD9h3yaPJw37xrll75LT+S3PJTen1rYwec54VF+LYwMIv2fFlVxw2sCtbFsmCAXKhEa2ngUpaVzuEP3xqz65Zwd0oDL/NvS8csut29pfcdxBJNAHVJlqxboJHO/7zNSnK0ZB5dprrLy29bIt2yDV1Ey6ulovTyk21FazuWpVdu1Qa/RqLtsOKC9oun/HKJS6KOLKPxdkehTp1I7Hu5LBggFxoGVgLSPDvU8cvtyGqWvfVtYP8aVYIfPJc6VNLV1Swd86kaq+gtvd9jpH9i7ba8E34bPXikvXe9W4iOeyr7gnwAQOwf8w57+fJuZ29u5DMkUTfl0bgK1uv4ZLHMS68aAJHfyiPJLS8jOJ61JbxVcb3ju27UPfX9o2wQQzR+c3XqRKnc94JZ4D8XGgYuDWKp7FDi43wkp5xlxTk84lmjSvBWdHh50Ic86ZtyBmTX14N0EhM54raDF96eoYwOZAHQQsLA+SyGU/ibxTA2kAVACwkDAwD0wMAAEAYGBoAwMDAAhIGBASAMDAwAYWBgAAgDAwNAGBgYAMLAwAAQBgYGgDAwMACEgYEBIAwMDABhYGAACAMDA0AYGBgAwsDAABAGBu5Askzj9eGXl06GP8Rye94Xax0vAeq1GzhAwX0QBt4vIt8vCLgUxxuxJuT+cSB6ThGiXquBTwiO1zLwsIp8LWU6cvibMZiL996XN70Mh8/uSn/CJ0S9VgPbBYtFufnS2MzIcdc38ZGEqRRCk0DUZjfovwioQNsIUW+rGlgr+PA7XgPHP/uSV8/JWd4GeWmY4GTO/xeKWvHexAl1kQLUa+8D2wWzorx//IEb+PBlQL0KM6KvcLyJgl06PZJcOhlnIwC9fRIfy1fuLcPqVEyN48v6/Zl0gbbBy2kcNcYgSes92QfWCM4Qg1is8g2qTzEl5Lsgo/oQJOkCbYOV52TeHJQlrfeUgXWCMzIDb0U1DOjBX9w1rRqYD0LWG4yk9Z4ycFVwAH0GUCGevZmQgVfX9y+aIzak9doNHKBgUEW8J7NKwNeXv4O68fo30npPJD48wc5ENS6dnuEIWJoW0npdEk9asDPRX1UIOBMClqaFtF4YuIxt7jcMHCqk9cLAJaxzv2HgUCGt98QgluU5YYB9Quvcbxg4VEjrtSf+8EzXmlQGDq9AW+d+B6jXQMDStJDWeyLxiW4WVrAGts79DlGvnoClaSGt170PPIUCXe4dTEGvJGBpWkjrhYHL7Bezf26uThCuXj0BS9Ni1zvygR4YuMTx1R3v9etnngWo10DA0rScMPC/F4wwZ2DgEofP7vgItH6ye4B6DQQsTQsMHEqBVjWw/udmAeo1ELA0LTBwMAU6idAHDtnA+pl2MPAkCvTU9AaIYaYdDDyJAj01va32HPcIbR3DTDsYeBIFemp6W+35YwGBDDHMtIOBJ1Ggp6a31Z60DGyYaReCgZP5YRW1Xe04gAINvRYCMHBLvW0a/yQMfHy5ieetXxlDv0BDr8RlVLay50gNbLu+XRfxI2Fg1q3fLluv7ky/QEOvwGlUtrLnSA1s0Ou0jC4JAx9f/fBsM6UaCXo5TqOylT1HamDT9XVZRpeEgVlb6vqD9re/5jiUCzT0CpxGZSt7jtTA5uvbfRldGgZ2iEO6QHciXL0uo7KVPcdqYDOdl9GlYeBY0zU4EYd0gYZeLV2nZIzWwA7X1xhKwcD6pXPscSgXaOiVJNHsHxeGud9tGKuBna6vCRIG7vR6wQAKNPRyji83+8Xa9OurFtMkR2tgl+tbNqppe5jk9kEladvlldX0CzT0Clg5P74y/v65hTnHamCn60vZwPIBWbPPYHvQT7lAQ69AjUIbViAhbGDT9dUTgIENWB/0Uy7QBqamNxWvvUoMNyzCBu5GuAa2PugPsEBPTa8BGJiegbe2Jpb+QT/pAg29FgIwsIteygY2jdrZHvRTLtDQa8PRwCP6cf/0RqFvp/VctK3ecnGcgl6Jo4HHVBu76CVtYMPMlVBHZU169w83SfP7cPXqCcDALnopG9j0oD/UUVnLxAamdTJ6DdA3MJrQksaobOBNSiZ0/zTIUWg0oQXWFiVlA9sf9Ic3Kmt60H+74b8W5SYuE65ePfQNfKI861tYlA1sItRRWRPHG663/krVcPXqoW9gA/bn/JQN7HSHJlygodcGfQM7tSgpG1iQLDvFoVygBdBrgL6BBRq91hYleQNPaJE3AfQaCMTALfRWBmXJG7jesjixih/5At3Ua2CieqkbWKPXtoABaQNLpzabHPqVDegXaJNePRPVS9jABr32BQwoG9hIUh+RLeJQLtDdmKhewgY2YF/AgK6BDS1laxzKBRp67VA3sFGvfQEDugZ2i0O3QHdlonrJGtiMdQED0gbmN622N+gQCjT0CqxTCykb2OX6UjawaFto+7vmOJQLNPQWXxunFhI2sNP1pWxg0a2f0HNR6C2+Nk4tNBiy8sP9kRrY6fpSNjBqJBvB6rVPLTQZ2GTaERl4cjUw+oQ2wtVrnVpI2MCT6wO7xCFdoDsxHb2VqYWUDdyJEAzMmhtiiL1DHNIFGnoFrAaed+4DUzCwy/WlbGDx0uMpvfDaoDfUNcAMenlXMbm6C8/ATuWZsoExKisIew0wwyj04bMfgjMwRqFbxKFcoA16g30zg2kUWrys/vA5RqFT4gbGqKwg2DXAzKPQXHCi/7koYQNjFLpFHNIF2sDU1gDTM14Df8c8GXd5c2grYOBgC3Qwy+h2YqwGPr7++C7df97DwMEuK+sSJ9QCLTuGZcLW22S0Bt59e3f8zTt3A4e6rGxzHPJ0HMoF2qiXxhJCLJVXd8ebxuq35ghu13d0Bk7Tb+/ebpKTBjZf31CXld1O6wfuZr37xXL8NTDrBMbLZNmhM+h2fcdo4D98/4vPTz/eNekNd1lZp3fJjKVAO2DWG8/ejN3AjGTdycBe34102RqYaz+9n9PrYykb2CXOmAq0R4439es7Pr18TZi49Rp1nRmvgX0TzrKyeA5sYWx6ef0SL/m/9lEc9FI2sPnXV+a535QNjJlYNkamV3ThWPs5mbeO4qSXsIEtv382z/2mbGDT3NFQJ/eTnvvNh2iWYii6dRQnvYQN7DT3m7KBndZMGkuBdoB0DewAamD5tXXu90AG/u7u+Osnv3eS0QZrHzjYyf20+8AOnLsPXMa7mBa4zP0exMB89tjbTX0lao9YkxTu5P5OTFRvHwOPqDY+zaAG3n17lx6/f+E7zTn2JGFyP2eiemFgL01o/uz6P/7mMjVwc+8pT+6fml4Y2JOB39+lt22X9+mMNUnigWPUmHQ70QI9Nb0wsCcD7794/anfFJc4NYjFHzaGNwpNeBArqtEu1rkHsS5t4Kn9oN+8xAyf7hPeKDThx0jl8tS6SPV+jNTmbQwjMvBgS+qceXT9u7vj9x/bH0FZJ3IcVtf3L4yvYxxHgXaC8EQOJwM7TdTpatQRGXiwRe3OWhuLR1Dr42+s96ETUyn3i9mmscDuqAq0E6iBi69bvdyMmIEHq4HPa+Ddt3e3GzGMfSrxhPuEbtDV62Rgp4k6hA08WB/4rAbmA2DMva0M3IlRFWivEJj77WZgPe1fbkbNwJ0Ys4Hfbo6/Pmlgw0oy1jijKdAOGPV2nvsdr1mcqP2vgjzgYGDz9W39cjNSBnYsz6M08P9+8do+i6tIhiq9LaBuYIlGb9e539tonSbLAZ/Sa3CugdtcX+PLzUgZWKLT23tVyjMbuAV5Mtq/CyoMA+v0dpz7ffidWNXm+KrLejV9cTVw9+tL28C26+u+KuV4DbxtvcZhGAbW6+0695sb+LAaexOa43B9SRtYq7f/qpRjNfBh1WWxXfoGbqv31Nxvua5ckq1tc44usdtzYL1e+zK6hA1s0Nt/VcqRGrj+A8k2cSgb2KjXumaS3sDxOjew6hJvvb/7o5IYBwMb9R6e6drV5A1su74h9oExCq2wr5mkN3CxwrroEr/dFBVyzzTqa3Kvo9D6yQ7DGfg8UxHbl+dKC4uugd3itDCwaGG2fs/y5bGvmdRK760nA/OKXVuT+3wObGBAA4tv/vj1hWpmAzCwoUDzJiWroToMn1wY+5pJrQzsXAPHrCYoRTSuOknfwP/9cxjYHwMaWD5liX823HpA3rGumdTKwH36wOU5c6wZ+NFT3U70DFz/JdPf/+nrxvcDqNBgH7TrauDzp1/H0E3o/eMPhAysp4veHqPQ9ZpbX5PTM3Bt+4//8F9fN74fQIUO66BdVwOPozYe2sC1liFJPA3aMW833tpSpjJpnWVdqSYvRSVv4H/565//5Z8vZGDroB0M3EAMYg24pOaZcDdwZQDv8EtbaLqvtJirNXkpKnkD//ijvQY+f9MUBj6DgU9VX0Oi11tDF7E6gLdfVFcXqw3v2ca+SlEDMLBmu3x2w/fDAQOXDDzUQ6NG9XVG9HpbVMjVATzm0P0LY6j1baGlqDDwUHph4HTAh0bV6qvbm4H64mrg5gBeuZbtOLyXRQ3TwPWRahi4W+Jd4mhL8ImHRrVaxv6K6kpotfoSL6nvlugeuBpY82h3bQy1UooapoFN2wOoM+r1ZGBTx2qgvr1fA5+oVcTMDtPH+gOY2s71TmKbF7V7opWBtV3iSv+/8YSp/ehAKSoMPJReXwbu+L2XxLvE0c4NttYq6vezho+1KRC10PrUwnOObbcysLZCtqfSEGofHoOBh9I7hIHLmPbvVzP7HsTKCqW+FNqa0I1JiLGlfm69ZKgP3A3sdjqrRWHgofQOYeCu+7sm3kmw3cDaUJuBGz8DsPSQ67/oHJahDVy/2cHA5AxsqmnpGTjfp7OB7TVwlW2HAaD+DG7gmidhYHIG7rpdPnsoBm78DMA+Rn1GYGAYGAY+ybnXZ21PfwN3G5eqfezSwPapFwaGgd1qpLHhYuAaP1Y44clOH4fTCwMPt10+e7+rCQOfxsXANcfaP3ZybO3jcHovZdry9gDqjHqHMKppu3z2flfTn4Fr+DOwvf15BmDgi22f5boHbOAu7wqyf+yesuJ0wxfZDH967Y6tfbRb1P5xOL2XMq1pu5fSFnp9mbPNtumxU/cblnW3Tu8KOpuBh6uQPeqtWdT+0W5R+8fh9F7KqKbtPkrb6PVlTl/b7TRZd2usZF/2TN1Il6L99TsJCb01pqO3j9Jw9baqgc867+mCQG/YhKjX7nP9SvbhAr1hE6Be0s93AJg6MDAAhHE38OV691Y85g30jhDorSXbXTDB0D6MUxH0+mKcimBgb4xTEfT6YpyKYGBvjFMR9PpinIpgYG+MUxH0+mKcimBgb4xTEfT6YpyKYGBvjFMR9PpinIoGNDAA4OLAwAAQBgYGgDAwMACEgYEBIAwMDABhYGAACAMDA0AYGBgAwjgYOInUq7fzDV3o8SbSvCqlFCVuvp0sD42tcbWh+VJl2lT1YVJ6a2JrB6+FbqPo6k4TKtNmiitDDXFVNhriqtBa3D6Q19vdwIdnG7kqWL6hDY3n2RpiulC+PFGjQOeh+8c7S1xtaHpYSY3aVPVhUnprYmsHr4UeX260cWXaTHFlqCmuzEZTXBlaizttvd0NzMuTOGK+oQ3lNCqdIvT48qtGgc5DNZXVqfMeX/0gayRtaB8mpbd20trB66HVG0ceKtNmiqtCDXE58dIUV4X6u2HR19vdwAmv09flDW1oWl5/txkaL5ulNg/d/mrRbDQWcfcL3bqC6mzaVPVhUnprYmsHr4d+VEl2aWeeNlNcFWqMy4PNcUXoR5rsmqreAQ3MGgLGuOweYyvQ1zvLkZNrXZPy8gYOQW+nAp3+3678EudOBdoSl2WjJS7P5Grcaesdrgm9f9isNopGI1+vy9jg5Ik3N0d5SNK8Ix0u3IQOQm+nJmWaVpJd2vlgaVIWLRVtXJGNxrh5Jmt7HVPUO9gglrbhXo7STFIeqq1VilBeXzX1ZO/NuNAgVhh6Ow3q8GSXaobSzjxtxkGdvL7SxdVmdS20Fnfael0fI4lEGR+rsNCtrs4p4pofq/DQWBO1CN0aH6sYU9WHSemtidU93ihCt9VkF2KNj1WKUENclY2GuCp0q8uuierFRA4ACAMDA0AYGBgAwsDAABAGBgaAMDAwAISBgQEgDAwMAGFgYAAIAwMDQBgYGADCwMAAEAYGBoAwMDAAhIGBASAMDAwAYWBgAAgzlIEPX+72j3faoOMNX32Ar/ajVoTiqw1U1wtqcZTqjufmpLxWGA5BIQMEbXIhX4+P7Ww8UH31KLGSOT+0XIxkv4i0i5JcBN+it3z1DXetQxn4ZLHbL+ZSwv7JqzvTol1s13GWXz+pOr3raDPg1PnzoLws2xKrwrLF6vOV5LZ8sbC5CNas+XkZPItO5vy25a7V1cD7j5+z+wT7/9WdWNBJfk6z7dmj6Pr+8U5+/GSlbini42El3hOxf/x6Iy7Uds0X7ErW/DUSSynsXsVgX13fywMn2W2J3aGu1CJSbEe5liDb5dObaFmcqDe95bE/aq2j8mFSeadi/4nXpWQC5G6jygA/ucA+PHi+FmK5lF32khi+Tp8iKdpfxWL16o0UH9SKUqKoe10reDyiU6XQVauzgR9u2G2Gt4PVYn7yc7Ytq477bJ0/2TSSoVkN/Pj+KS+7WZrVrUiG5DHYUR5u1C5CFT9APFfnycrvQ/GviNaf3vLSvK21LR0mLa1fKlTdZ5/kosTjyQA/ucA+7BfrTOxObogjL7J+hijLt6rGyda6FiuZC3WiOj5rDXx20bFoQrtqdTYwO494JYRaE1V+LrZFyt9lH2WbSK2emhl4d/uGfc3vQ3Lt82z5+bxeylqQbDvJ1nzMzS4OnJd/mav+lkjuLS/NFjNkyS4Ow7+/3eyfCrWz3IBqtzFlgJ9cUBdXid3JDXVwMfQhZM3zu062IVYyLxXqhW7Fz4E4u+j8SjppvaSB909ebkRTM5KNC3WH0pbfeem8lfIrKqIRGlh8J5NdNXAyZ3+Tq7wGZX8zdSPKAD+5IMtyJnYnN0pKU1kZsThyBKdUqPl5WbPy+FtZj52vC3x20f209mxCc0HNhkYm8z77qEpjtQnN2oQzWTBFcDxXNyhd+ZWHT9WLKK6zA7O/ou3o38B95alWRe0wPODwxRdine9kVggQu40qA/zkAv+wWmdid3IjbXQH8y5f6XUxvAbmAztb0dff6RfOH4Izi87vDI5aew5i8RTHYhw87+rLG9Fhpbr66/J7KcTy1YWB9w/fvMqvGL8fXavecRZDHiUf5hEnzsZwxIG30YPPBzFwX3lJVBrEyg8j4MONrOHxk9U6E6DUjSkD/OQC+zB7tJZi2c4fxEbjNEWas8Xqt5EqymzjVwtRHYoXSJ2Dc4vuqbVPE9r2mTiBy2vJJHOBmGgYWEvg8loyyVwgJhpTKQEgDAwMAGFgYAAIAwMDQBgYGADCwMAAEAYGBoAwMDAAhIGBASAMDAwAYWBgAAgDAwNAGBgYAMLAwAAQ5v8BBmagr8HO/vMAAAAASUVORK5CYII=" /><!-- --></p>
<p>Using a large number of features to train a model can reduce the quality of the model. This is because data points in a large-dimensional space can be very far away from each other, resulting in poor model predictions. Additionally, not all features are truly associated with the response variable and some may be highly correlated with each other. Using these noise or redundant features can lead to overfitting and increase the error on the test data (James, Witten, Hastie, and Tibshirani, 2013).Therefore, the first step in our data cleaning was to remove the NAs and reduce the number of features from 170 to a more reasonable number. First, column “cd_000” was removed as it contained only two values (1209600 and NA). Then, 51 columns with more than 60% of missing values were also removed, as the large number of NAs in these columns can introduce bias and lead to deterioration of our models.</p>
<p>We removed 74 features with high Pearson correlations with other features in the dataset (r > 0.7). We then performed forward and backward selection methods (using ‘leaps’) to further reduce the number of features to 20 (as shown below, while the optimum number of features is 36, from 20 features onwards, the reduction in Mallows Cp flattened out).</p>
<p><img 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" /><!-- --></p>
<p>Despite removing the above columns, there are still 39,062 rows remaining with at least one missing value. Three methods were tested to impute these missing values, with examples of scatter plots for az_003 against bk_000 shown below.</p>
<p><img src="data:image/png;base64,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" /><!-- --></p>
<p>As you can see above, Amelia II did not perform well on this dataset as it generated a large number of negative values, likely due to its assumption of multivariate normality (Honaker, King and Blackwell, 2019). The median approach on the other hand, is influenced less by the highly skewed data distribution, but it resulted in many zero values and can cause the uncertainty in the missing value data to be lost (Wishart, 2020). The last approach, MICE, generated more varied values with no negatives because the Classification and Regression Trees (CART) method used in MICE is quite robust against outliers, and can handle both multi-collinearity and skewed distributions (van Buuren, 2018).</p>
<p>Given the high correlation between many pairs of columns in the training dataset, another sensible approach is to use principal component analysis for feature reduction. Since the data is already anonymised, there is no loss of interpretability here as would normally occur with PCA. The scatterplot below shows the two classes plotted with the first two principal components. There is some clear structure to the negative classes, though there is no clear distinction of positive classes. The cumulative variance plot shows over 95% of the variance can be explained using only the first 6 principal components, meaning the number of features can be reduced significantly.</p>
<p><img 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" /><!-- --></p>
</div>
<div id="evaluation-metrics" class="section level2">
<h2>Evaluation Metrics</h2>
<p>The correct classification of these failures is paramount from a cost perspective. Scania has provided a cost metric along with the dataset, defined as: Cost = 10<em>FP + 500</em>FN. The reasoning being that a false positive(FP) (false APS fault) requires unnecessary workshop checks keeping trucks off the road, and false negatives(FN) (APS fault not recognized) could cause potential breakdown while in use. Therefore, evaluation metrics such as F1-score and ROC curve showing sensitivity vs specificity will be used to compare and evaluate our models.</p>
</div>
<div id="project-plan" class="section level2">
<h2>Project Plan</h2>
<p>After finalising the initial data analysis and completing our data processing (eg, removing outliers, balancing the dataset using SMOTE), we will then move on to developing the respective classifiers: Logistic Regression (baseline), SVM, KNN, LDA, Decision Tree, Random Forest. Model selection will then be performed on each classifier by applying cross validation procedures with varying model hyper-parameters. Following this, the classifiers will be compiled, compared, and analysed to choose one with the best performance. The below table highlights the key steps for the remainder of the project: <img src="data:image/png;base64,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</div>
<div id="references" class="section level2">
<h2>References</h2>
<ol style="list-style-type: decimal">
<li>Scania CV AB 2016, APS Failure at Scania Trucks Data Set, <a href="https://archive.ics.uci.edu/ml/datasets/APS+Failure+at+Scania+Trucks" class="uri">https://archive.ics.uci.edu/ml/datasets/APS+Failure+at+Scania+Trucks</a></li>
<li>James, Witten, Hastie, and Tibshirani 2013, An Introduction to Statistical Learning with Applications in R, Springer New York Heidelberg Dordrecht London</li>
<li>Honaker, King and Blackwell 2019, AMELIA II: A Program for Missing Data, version 1.7.6, <a href="https://cran.r-project.org/web/packages/Amelia/vignettes/amelia.pdf" class="uri">https://cran.r-project.org/web/packages/Amelia/vignettes/amelia.pdf</a></li>
<li>Wishart 2020, Week 7: Missing Data and class imbalance, Semester 2, 2020, University of Sydney</li>
<li>van Buuren, Stef 2018, Flexible Imputation of Missing Data, viewed 19 October 2020, <a href="https://stefvanbuuren.name/fimd/sec-cart.html" class="uri">https://stefvanbuuren.name/fimd/sec-cart.html</a></li>
</ol>
</div>
</section>
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