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3. Applying AI to EHR Data /
4. Building, Evaluating and Interpreting Models /
Class Code Walkthrough /
mpg_test_data.csv
| # | Origin | MPG | Cylinders | Displacement | Horsepower | Weight | Acceleration | ModelYear |
|---|---|---|---|---|---|---|---|---|
| 1 | USA | 15.0 | 1.483887183355597 | 1.865988349708301 | 2.2346202768496166 | 1.0187816540094903 | -2.530890710602249 | -1.6046416850441672 |
| 2 | USA | 10.0 | 1.483887183355597 | 1.5784436048325903 | 2.8908534582969807 | 1.9252886720958793 | -0.5590201623706857 | -1.6046416850441672 |
| 3 | USA | 9.0 | 1.483887183355597 | 1.0416934143979304 | 2.3133682586233 | 2.0639309219208566 | 1.0543284680005933 | -1.6046416850441672 |
| 4 | Japan | 25.0 | -0.8693480468143899 | -0.7890081279774278 | -0.2590658126503671 | -0.9032502196325006 | -0.5590201623706857 | -1.3325804058304151 |
| 5 | USA | 19.0 | 0.3072695682706036 | 0.3515860266962247 | -0.12781917636089424 | -0.42214976297488765 | -0.91754208023097 | -1.3325804058304151 |
| 6 | USA | 14.0 | 1.483887183355597 | 1.9618365980002046 | 1.8408803679811983 | 1.7463572214670626 | -1.4553249570213962 | -1.3325804058304151 |
| 7 | USA | 14.0 | 1.483887183355597 | 1.4921801813698772 | 1.2633951683075177 | 1.3790145082555847 | -0.7382811213008278 | -1.3325804058304151 |
| 8 | USA | 13.0 | 1.483887183355597 | 1.9618365980002046 | 1.7096337316917254 | 2.0805205928400845 | -1.2760639980912543 | -1.3325804058304151 |
| 9 | USA | 18.0 | 0.3072695682706036 | 0.5241128736216512 | -0.442811103455629 | 0.17626336661155217 | -0.3797592034405436 | -1.3325804058304151 |
| 10 | Japan | 35.0 | -0.8693480468143899 | -1.1819859459742323 | -0.9415483213556258 | -1.6320107635843035 | 0.8750675090704512 | -1.3325804058304151 |
| 11 | USA | 25.0 | -0.8693480468143899 | -0.9375729128298783 | -0.6528057215187856 | -1.0241178220440192 | 0.516545591210167 | -1.0605191266166631 |
| 12 | Japan | 19.0 | -1.4576568543568866 | -1.2011555956326132 | -0.20656715813457793 | -0.7823826172209821 | -0.7382811213008278 | -1.0605191266166631 |
| 13 | USA | 13.0 | 1.483887183355597 | 1.0704478888855014 | 0.6596606413759427 | 1.3126558245786726 | -0.5590201623706857 | -1.0605191266166631 |
| 14 | USA | 28.0 | -0.8693480468143899 | -0.9327805004152832 | -0.6528057215187856 | -0.9790887152632574 | -0.2004982445104015 | -1.0605191266166631 |
| 15 | USA | 13.0 | 1.483887183355597 | 1.4825953565406869 | 1.8408803679811983 | 1.3150257775671337 | -0.91754208023097 | -0.788457847402911 |
| 16 | USA | 14.0 | 1.483887183355597 | 1.0225237647395498 | 0.8434059321812046 | 1.2462971409017605 | -0.3797592034405436 | -0.788457847402911 |
| 17 | USA | 15.0 | 1.483887183355597 | 1.1758809620065953 | 1.184647186533834 | 0.9322783699306583 | -1.096803039161112 | -0.788457847402911 |
| 18 | USA | 13.0 | 1.483887183355597 | 1.4921801813698772 | 1.3946418045969906 | 1.6266745955497746 | -0.91754208023097 | -0.788457847402911 |
| 19 | USA | 18.0 | 0.3072695682706036 | 0.5241128736216512 | -0.442811103455629 | 0.03643614029234446 | 0.3372846322800248 | -0.788457847402911 |
| 20 | USA | 12.0 | 1.483887183355597 | 1.4825953565406869 | 1.972127004270671 | 1.7878313987651326 | -1.096803039161112 | -0.788457847402911 |
| 21 | USA | 16.0 | 1.483887183355597 | 1.9618365980002046 | 3.284593367165399 | 1.5259515935401757 | -2.1723687927419646 | -0.788457847402911 |
| 22 | Europe | 24.0 | -0.8693480468143899 | -0.7602536534898567 | -0.7840523578082584 | -0.9861985742286408 | -0.021237285580259387 | -0.788457847402911 |
| 23 | Europe | 19.0 | -0.8693480468143899 | -0.7123295293439049 | 0.18717275073384054 | -0.14486526332493335 | -0.021237285580259387 | -0.788457847402911 |
| 24 | Europe | 24.0 | -0.8693480468143899 | -0.7123295293439049 | 0.1346740962180514 | -0.3913403741248927 | -0.5590201623706857 | -0.788457847402911 |
| 25 | Japan | 31.0 | -0.8693480468143899 | -1.1148921721698999 | -0.9940469758714149 | -1.2326736850286002 | 1.2335894269307355 | -0.516396568189159 |
| 26 | USA | 26.0 | -0.8693480468143899 | -0.7027447045147145 | -0.6528057215187856 | -0.6390004614190826 | 0.3372846322800248 | -0.516396568189159 |
| 27 | USA | 16.0 | 0.3072695682706036 | 0.5241128736216512 | -0.12781917636089424 | 0.9370182759075806 | 0.516545591210167 | -0.516396568189159 |
| 28 | Japan | 24.0 | -0.8693480468143899 | -0.7219143541730952 | -0.20656715813457793 | -0.5939713546383208 | -0.2004982445104015 | -0.516396568189159 |
| 29 | USA | 18.0 | 0.3072695682706036 | 0.5241128736216512 | 0.0034274599285785802 | 0.5554558447653358 | 0.15802367334988274 | -0.24433528897540693 |
| 30 | USA | 20.0 | 1.483887183355597 | 0.6391307715719354 | 0.1346740962180514 | 0.27343143913845924 | -0.7382811213008278 | -0.24433528897540693 |
| 31 | Japan | 29.0 | -0.8693480468143899 | -0.9423653252444735 | -0.7840523578082584 | -0.9707938798036433 | 0.15802367334988274 | -0.24433528897540693 |
| 32 | USA | 18.0 | 0.3072695682706036 | -0.23308828788438707 | -0.20656715813457793 | -0.007407989994186773 | -0.3797592034405436 | -0.24433528897540693 |
| 33 | USA | 19.0 | 0.3072695682706036 | 0.3515860266962247 | -0.3903124489398399 | 0.2615816741961535 | 0.516545591210167 | -0.24433528897540693 |
| 34 | Europe | 22.0 | -0.8693480468143899 | -0.7123295293439049 | -0.18031783087668338 | -0.05362207326917916 | -0.3797592034405436 | -0.24433528897540693 |
| 35 | USA | 26.0 | -0.8693480468143899 | -0.9327805004152832 | -0.6790550487766801 | -0.8712558542882751 | 0.7675109337123657 | 0.02772599023834512 |
| 36 | USA | 17.5 | 1.483887183355597 | 1.0512782392271207 | 0.9221539139548883 | 1.4512980744036497 | -0.91754208023097 | 0.02772599023834512 |
| 37 | USA | 22.5 | 0.3072695682706036 | 0.3515860266962247 | -0.3903124489398399 | 0.11227463592310119 | 0.731658741926338 | 0.02772599023834512 |
| 38 | USA | 29.0 | -0.8693480468143899 | -1.0573832231947577 | -1.3877868847398334 | -1.1319506830190014 | 2.3808595640836447 | 0.02772599023834512 |
| 39 | Europe | 29.0 | -0.8693480468143899 | -1.009459099048806 | -0.9152989940977312 | -1.2480783794535977 | -0.48731577879862914 | 0.02772599023834512 |
| 40 | USA | 20.0 | 0.3072695682706036 | 0.2844922528918922 | -0.12781917636089424 | 0.782971331657606 | 0.7675109337123657 | 0.02772599023834512 |
| 41 | Japan | 32.0 | -0.8693480468143899 | -1.0573832231947577 | -0.9152989940977312 | -1.1852746252593773 | 0.516545591210167 | 0.02772599023834512 |
| 42 | Japan | 28.0 | -0.8693480468143899 | -0.9423653252444735 | -0.7840523578082584 | -0.9897535037113325 | 0.3014324404939959 | 0.02772599023834512 |
| 43 | USA | 13.0 | 1.483887183355597 | 1.4825953565406869 | 1.0534005502443613 | 1.261701835326758 | -1.2760639980912543 | 0.02772599023834512 |
| 44 | Europe | 43.1 | -0.8693480468143899 | -1.009459099048806 | -1.4927841937714117 | -1.1911995077305302 | 2.129894221581446 | 0.5718485486658492 |
| 45 | USA | 36.1 | -0.8693480468143899 | -0.9327805004152832 | -1.0202963031293095 | -1.4104201591631862 | -0.4156113952265719 | 0.5718485486658492 |
| 46 | Japan | 32.8 | -0.8693480468143899 | -1.1244769969990902 | -1.3877868847398334 | -1.1911995077305302 | 1.3769981940748486 | 0.5718485486658492 |
| 47 | USA | 20.5 | 0.3072695682706036 | 0.04487163216213328 | -0.2590658126503671 | 0.19522299051924136 | 0.9467718926425077 | 0.5718485486658492 |
| 48 | USA | 20.8 | 0.3072695682706036 | 0.04487163216213328 | -0.5215590852293127 | 0.09449998850964259 | 0.4089890158520814 | 0.5718485486658492 |
| 49 | USA | 18.1 | 1.483887183355597 | 1.0225237647395498 | 0.8959045866969938 | 0.25447181523077006 | -1.5628815323794818 | 0.5718485486658492 |
| 50 | Japan | 27.5 | -0.8693480468143899 | -0.5877268065644302 | -0.2590658126503671 | -0.50983802354795 | -0.48731577879862914 | 0.5718485486658492 |
| 51 | USA | 30.9 | -0.8693480468143899 | -0.8656867266109506 | -0.7840523578082584 | -0.9008802666440395 | -0.3797592034405436 | 0.5718485486658492 |
| 52 | Europe | 17.0 | 0.3072695682706036 | -0.3097668865179099 | 0.5284140050864699 | 0.17744834310578275 | -0.7024289295147995 | 0.5718485486658492 |
| 53 | Japan | 29.5 | -0.8693480468143899 | -0.9327805004152832 | -0.9677976486135204 | -1.013453033595944 | 0.37313682406605375 | 0.5718485486658492 |
| 54 | USA | 16.5 | 1.483887183355597 | 1.4921801813698772 | 0.8696552594390993 | 1.1432041859037005 | -0.8458376966589134 | 0.8439098278796013 |
| 55 | USA | 15.5 | 1.483887183355597 | 1.4921801813698772 | 0.9746525684706775 | 1.2605168588325273 | -0.4514635870126002 | 0.8439098278796013 |
| 56 | USA | 18.5 | 1.483887183355597 | 1.5784436048325903 | 1.184647186533834 | 1.125429538490242 | -0.91754208023097 | 0.8439098278796013 |
| 57 | Europe | 31.9 | -0.8693480468143899 | -1.0190439238779962 | -0.8890496668398367 | -1.2622980973843645 | -0.5590201623706857 | 0.8439098278796013 |
| 58 | Japan | 34.1 | -0.8693480468143899 | -1.0477983983655674 | -1.046545630387204 | -1.203049272672836 | -0.1287938609383449 | 0.8439098278796013 |
| 59 | USA | 19.1 | 0.3072695682706036 | 0.2844922528918922 | -0.3903124489398399 | 0.46302767821535107 | 1.1260328515726499 | 1.1159711070933533 |
| 60 | USA | 27.9 | -0.8693480468143899 | -0.3768606603222424 | 0.0034274599285785802 | -0.22544366493261236 | -0.4156113952265719 | 1.1159711070933533 |
| 61 | Europe | 44.3 | -0.8693480468143899 | -1.009459099048806 | -1.4927841937714117 | -1.0727018583074728 | 2.2015986051535026 | 1.1159711070933533 |
| 62 | Japan | 32.4 | -0.8693480468143899 | -0.84651707695257 | -0.8628003395819421 | -0.829781676990205 | 0.516545591210167 | 1.1159711070933533 |
| 63 | USA | 26.6 | -0.8693480468143899 | -0.4247847844681942 | -0.5478084124872072 | -0.42096478648065705 | 0.3014324404939959 | 1.3880323863071053 |
| 64 | USA | 23.5 | 0.3072695682706036 | -0.21391863822600635 | 0.1346740962180514 | -0.3143169019999054 | -1.0609508473750837 | 1.3880323863071053 |
| 65 | USA | 30.0 | -0.8693480468143899 | -0.5781419817352399 | -0.5478084124872072 | -0.7172089100383006 | -0.9533942720169982 | 1.3880323863071053 |
| 66 | Japan | 39.1 | -0.8693480468143899 | -1.1148921721698999 | -1.230290921192466 | -1.4637441014035621 | 0.480693399424138 | 1.3880323863071053 |
| 67 | Japan | 34.1 | -0.8693480468143899 | -0.9998742742196156 | -0.9677976486135204 | -1.1911995077305302 | 0.15802367334988274 | 1.3880323863071053 |
| 68 | USA | 34.4 | -0.8693480468143899 | -0.9327805004152832 | -1.046545630387204 | -1.1201009180766957 | 0.22972805692193932 | 1.3880323863071053 |
| 69 | Europe | 33.0 | -0.8693480468143899 | -0.8656867266109506 | -0.810301685066153 | -0.9482793264132624 | -0.48731577879862914 | 1.3880323863071053 |
| 70 | Europe | 28.1 | -0.8693480468143899 | -0.5206330327600978 | -0.6528057215187856 | 0.2840962275865344 | 1.735520111935133 | 1.3880323863071053 |
| 71 | USA | 22.4 | 0.3072695682706036 | 0.34200120186703437 | 0.1346740962180514 | 0.5033168790191905 | 0.08631928977782613 | 1.3880323863071053 |
| 72 | USA | 26.6 | 1.483887183355597 | 1.4825953565406869 | 0.0034274599285785802 | 0.8706595922306685 | 1.2335894269307355 | 1.3880323863071053 |
| 73 | USA | 28.0 | -0.8693480468143899 | -0.7985929528066181 | -0.442811103455629 | -0.45651408130757426 | 1.4487025776469065 | 1.6600936655208576 |
| 74 | USA | 34.0 | -0.8693480468143899 | -0.7985929528066181 | -0.442811103455629 | -0.7053591450959948 | 0.8750675090704512 | 1.6600936655208576 |
| 75 | Europe | 36.0 | -0.8693480468143899 | -0.8656867266109506 | -0.810301685066153 | -1.197124390201683 | -0.09294166915231598 | 1.6600936655208576 |
| 76 | Japan | 34.0 | -0.8693480468143899 | -0.8369322521233795 | -0.9152989940977312 | -0.8831056192305808 | 0.480693399424138 | 1.6600936655208576 |
| 77 | Japan | 32.0 | -0.8693480468143899 | -0.9998742742196156 | -0.9940469758714149 | -1.2148990376151416 | 0.0504670979917972 | 1.6600936655208576 |
| 78 | USA | 28.0 | -0.8693480468143899 | -0.7219143541730952 | -0.6790550487766801 | -0.4328145514229628 | 1.0901806597866222 | 1.6600936655208576 |