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Liver_disease_data.csv
| # | Age | Gender | BMI | AlcoholConsumption | Smoking | GeneticRisk | PhysicalActivity | Diabetes | Hypertension | LiverFunctionTest | Diagnosis |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 58 | 0 | 35.857584148869186 | 17.27282842593232 | 0 | 1 | 0.6589401821191965 | 0 | 0 | 42.73424003122099 | 1 |
| 2 | 71 | 1 | 30.732470150268405 | 2.2012656840223044 | 0 | 1 | 1.670556694687857 | 1 | 0 | 67.30982160011246 | 1 |
| 3 | 48 | 0 | 19.971406944382398 | 18.50094350686029 | 0 | 0 | 9.92830825444697 | 0 | 0 | 63.738955838709444 | 0 |
| 4 | 34 | 1 | 16.615416996102155 | 12.632870301657832 | 0 | 0 | 5.630129431716631 | 0 | 0 | 64.55587349026104 | 1 |
| 5 | 62 | 1 | 16.06583023217582 | 1.0878149704462237 | 0 | 1 | 3.5662179882605205 | 1 | 0 | 77.86868893750503 | 1 |
| 6 | 27 | 1 | 24.285214191253516 | 12.885134473016231 | 0 | 2 | 2.8820269385003883 | 0 | 0 | 50.535064459919674 | 1 |
| 7 | 80 | 0 | 21.646278416357838 | 19.48495308289512 | 0 | 1 | 2.5699173531094752 | 0 | 0 | 45.52799705894845 | 0 |
| 8 | 40 | 0 | 31.152253086562702 | 1.3960130922925784 | 0 | 0 | 6.641527650544821 | 0 | 0 | 88.22676585483818 | 0 |
| 9 | 58 | 0 | 27.483345874465456 | 11.093754195601726 | 1 | 0 | 4.1938783151968595 | 0 | 0 | 37.60760322194162 | 1 |
| 10 | 77 | 1 | 21.65048195013452 | 14.955886995187448 | 1 | 1 | 9.654106993686115 | 0 | 0 | 34.419682984891445 | 1 |
| 11 | 38 | 0 | 18.730944448754403 | 16.205171733990625 | 0 | 1 | 6.838430306453614 | 0 | 0 | 21.248594932420872 | 0 |
| 12 | 42 | 1 | 18.17999406718624 | 8.276549306415916 | 0 | 0 | 7.920445910489612 | 1 | 1 | 36.846222562334944 | 0 |
| 13 | 30 | 0 | 36.61650980351044 | 4.0833311833648605 | 0 | 0 | 2.9274154858315993 | 0 | 0 | 61.482514665336666 | 0 |
| 14 | 30 | 1 | 21.08694921012168 | 0.8468455754476767 | 1 | 1 | 0.7918640910862584 | 1 | 0 | 63.080709841129085 | 1 |
| 15 | 43 | 0 | 31.29276619777421 | 11.594523141944496 | 0 | 0 | 4.878228373818811 | 1 | 0 | 40.35363929564275 | 0 |
| 16 | 72 | 0 | 35.26714819965666 | 9.058221405352215 | 1 | 0 | 3.145815465462273 | 0 | 0 | 25.78193360329599 | 0 |
| 17 | 55 | 0 | 30.3520327796184 | 18.97488790299422 | 0 | 0 | 2.020831650079237 | 0 | 0 | 79.5712637076165 | 1 |
| 18 | 59 | 1 | 36.48913079117364 | 1.2120981542981957 | 1 | 0 | 9.526421308008613 | 0 | 0 | 80.63802788498398 | 1 |
| 19 | 43 | 1 | 24.809843038211863 | 13.707906868920114 | 1 | 0 | 4.439882143420303 | 0 | 0 | 99.82691170332492 | 1 |
| 20 | 22 | 0 | 38.90555476622371 | 0.4993244424011434 | 1 | 1 | 1.7470859204878564 | 0 | 1 | 92.00236564277742 | 1 |
| 21 | 41 | 0 | 18.328625104452424 | 3.4286835342108546 | 0 | 0 | 1.9865065268113913 | 0 | 0 | 94.0849651614114 | 0 |
| 22 | 72 | 1 | 17.553738241438452 | 9.071579998456683 | 0 | 0 | 2.8070974246459404 | 0 | 0 | 83.85630605951535 | 0 |
| 23 | 21 | 1 | 31.46730365518609 | 9.097448856057364 | 0 | 0 | 9.993162681897127 | 0 | 0 | 69.24022827059993 | 0 |
| 24 | 43 | 1 | 38.57077853533154 | 13.714010858672879 | 0 | 0 | 2.6801150051959732 | 0 | 0 | 30.28367660836084 | 0 |
| 25 | 63 | 0 | 35.2220865409082 | 18.20426069735513 | 0 | 0 | 3.2880180457845363 | 0 | 0 | 69.78506379647021 | 1 |
| 26 | 49 | 1 | 16.910421485951286 | 12.780643178298416 | 0 | 0 | 6.593281279840014 | 0 | 0 | 24.47646883317013 | 0 |
| 27 | 57 | 0 | 21.98419284836791 | 19.070701957030177 | 0 | 1 | 2.939613764102983 | 0 | 0 | 90.82392890169538 | 1 |
| 28 | 21 | 1 | 38.257972120945595 | 17.63231279755995 | 0 | 0 | 2.1580425105969336 | 0 | 0 | 58.545706833135796 | 1 |
| 29 | 79 | 0 | 21.326460820019612 | 11.689995910615805 | 0 | 0 | 1.586371866495987 | 1 | 0 | 75.79782655806402 | 1 |
| 30 | 40 | 1 | 34.52926059467298 | 16.675839018376546 | 0 | 0 | 3.1268266502779216 | 0 | 0 | 24.17949309567712 | 0 |
| 31 | 52 | 1 | 35.62830489821759 | 12.85155220647268 | 1 | 0 | 1.0591568962877351 | 0 | 0 | 62.73987383382603 | 1 |
| 32 | 31 | 1 | 27.386302586524543 | 1.571156618474543 | 0 | 1 | 0.18646586414782895 | 0 | 0 | 44.101071828269 | 0 |
| 33 | 77 | 1 | 24.658722746207886 | 14.8112944651902 | 0 | 0 | 8.046416973346773 | 1 | 0 | 42.79746125897965 | 1 |
| 34 | 41 | 1 | 26.253110810493993 | 1.8981688253469242 | 0 | 2 | 1.3789494241457656 | 0 | 1 | 51.1724731762546 | 1 |
| 35 | 80 | 0 | 20.674117359134105 | 11.881655611394248 | 1 | 0 | 7.759768498152423 | 0 | 0 | 20.051156868842792 | 0 |
| 36 | 63 | 1 | 37.234772903221106 | 14.052804117164577 | 0 | 1 | 7.975424789866597 | 1 | 0 | 57.33287053761388 | 1 |
| 37 | 44 | 1 | 26.265491418243947 | 1.3305521642171048 | 0 | 0 | 5.379195263292431 | 0 | 0 | 58.92533468863506 | 0 |
| 38 | 68 | 1 | 37.06148601140249 | 4.615893078530635 | 0 | 1 | 3.0968195831295144 | 0 | 0 | 89.05047326712513 | 1 |
| 39 | 46 | 0 | 17.64233699765685 | 18.313444645232998 | 0 | 0 | 1.4503273374988845 | 0 | 0 | 55.88204863059859 | 1 |
| 40 | 78 | 1 | 39.70688177500328 | 12.326289844657927 | 0 | 0 | 7.368051067209991 | 1 | 0 | 49.08450350941383 | 1 |
| 41 | 61 | 0 | 26.081827186090457 | 4.925720376210632 | 1 | 1 | 6.013869859817859 | 0 | 0 | 99.57976410899707 | 1 |
| 42 | 47 | 1 | 16.195770509852636 | 13.813595422960132 | 1 | 1 | 6.554534564935642 | 0 | 0 | 65.6970659681997 | 1 |
| 43 | 79 | 1 | 15.950546205936373 | 11.935528399233792 | 0 | 0 | 0.0866908984513104 | 0 | 0 | 57.809056690731154 | 1 |
| 44 | 35 | 0 | 33.65518143704597 | 10.031513998358967 | 0 | 0 | 9.275170157078245 | 0 | 1 | 59.674866763870355 | 1 |
| 45 | 34 | 1 | 31.47588835509202 | 19.523739499761675 | 0 | 0 | 0.6629018744655024 | 0 | 1 | 84.7345038007044 | 1 |
| 46 | 66 | 0 | 35.053263953189685 | 13.669075548150179 | 0 | 1 | 3.6680588514000565 | 0 | 0 | 47.25410951761287 | 0 |
| 47 | 70 | 0 | 17.63418834882015 | 7.508822193358253 | 0 | 0 | 4.027116496517003 | 0 | 0 | 51.13283701487565 | 0 |
| 48 | 63 | 1 | 15.88927167588871 | 16.00146864153736 | 0 | 0 | 0.013555244979488457 | 0 | 0 | 80.46986874699724 | 1 |
| 49 | 74 | 0 | 27.71448223618946 | 17.691665858423754 | 1 | 1 | 4.970893093507971 | 0 | 1 | 25.83869916910156 | 1 |
| 50 | 71 | 1 | 24.68988078706924 | 2.5044111903366284 | 1 | 1 | 7.528089945110099 | 0 | 0 | 89.2135326514607 | 1 |
| 51 | 76 | 1 | 26.548673416773894 | 4.01105955690533 | 0 | 1 | 8.23268653114772 | 0 | 0 | 54.416215717437595 | 1 |
| 52 | 22 | 0 | 39.78971022175685 | 4.3245401825555945 | 0 | 1 | 8.793969933058843 | 0 | 0 | 66.50343804045187 | 0 |
| 53 | 56 | 0 | 39.26874894176676 | 13.824236187730808 | 0 | 1 | 4.877188683153695 | 0 | 0 | 80.59809274078681 | 1 |
| 54 | 70 | 0 | 38.557884741829824 | 12.060791101065666 | 0 | 0 | 6.306361905296505 | 0 | 0 | 41.28415379514759 | 0 |
| 55 | 26 | 0 | 34.59606691919184 | 12.379831293971764 | 0 | 0 | 0.7951971329649876 | 0 | 1 | 91.22513666565209 | 1 |
| 56 | 40 | 1 | 23.87103400642226 | 18.81546599379002 | 0 | 1 | 4.880382242817499 | 0 | 0 | 98.33799778052887 | 1 |
| 57 | 28 | 1 | 25.30327325656929 | 15.51823065614612 | 1 | 0 | 1.5481575487173527 | 0 | 0 | 59.541948912489964 | 1 |
| 58 | 58 | 0 | 28.740401092973112 | 2.5587384902356636 | 1 | 2 | 3.6964311762252144 | 0 | 0 | 94.95498920261386 | 1 |
| 59 | 37 | 1 | 35.76336141012099 | 6.950141648503621 | 0 | 0 | 3.293053128645993 | 0 | 1 | 20.090289802158622 | 0 |
| 60 | 23 | 1 | 16.717820812956695 | 8.707872923514712 | 0 | 0 | 4.235405772415081 | 1 | 0 | 91.53902637084227 | 0 |
| 61 | 44 | 1 | 25.607422147122204 | 7.919231774952098 | 0 | 2 | 5.716366179741326 | 0 | 0 | 44.88362558010444 | 0 |
| 62 | 79 | 1 | 17.065441586481718 | 13.386172183237584 | 0 | 1 | 9.028766470629959 | 0 | 1 | 44.919633978208154 | 1 |
| 63 | 33 | 0 | 27.86643966433779 | 17.83786206513125 | 0 | 0 | 3.944846313475053 | 1 | 0 | 38.24710918159515 | 0 |
| 64 | 69 | 0 | 37.47252060015589 | 6.12102927045576 | 0 | 1 | 9.811311957115507 | 0 | 0 | 45.36111209207215 | 0 |
| 65 | 77 | 1 | 34.56212311409845 | 11.037542728423713 | 0 | 1 | 7.590280480512028 | 0 | 0 | 37.078766695890806 | 1 |
| 66 | 28 | 0 | 20.69606043857775 | 15.788188438271714 | 0 | 0 | 5.114810467883832 | 0 | 1 | 92.46952850479774 | 1 |
| 67 | 45 | 0 | 39.39977123996981 | 8.324361176906987 | 1 | 0 | 6.440264371119441 | 0 | 1 | 91.92189817706931 | 1 |
| 68 | 72 | 0 | 31.68375995116071 | 3.362362567985917 | 0 | 1 | 1.0222417113194449 | 0 | 0 | 28.1769051936498 | 0 |
| 69 | 21 | 1 | 15.260692484935078 | 9.499019305274965 | 0 | 1 | 8.445215313136549 | 0 | 0 | 31.428674309319398 | 0 |
| 70 | 39 | 1 | 21.38533711713049 | 1.1044504148605694 | 0 | 0 | 5.823574550639659 | 0 | 0 | 88.96149112085332 | 0 |
| 71 | 47 | 1 | 21.517832497997915 | 18.847669080045538 | 0 | 1 | 9.860674802096018 | 0 | 0 | 51.91502166981968 | 1 |
| 72 | 66 | 0 | 16.7313576571465 | 1.4964241038994608 | 0 | 1 | 6.364287437528491 | 0 | 0 | 33.54173418714226 | 0 |
| 73 | 79 | 1 | 38.995662951898225 | 8.769134305011564 | 1 | 0 | 8.34111583266325 | 1 | 0 | 60.85355219492538 | 1 |
| 74 | 26 | 1 | 26.956382364398095 | 10.597625221770524 | 1 | 1 | 7.997627427952398 | 0 | 0 | 53.3334439936076 | 1 |
| 75 | 63 | 0 | 37.39536493429705 | 19.70607664574571 | 0 | 0 | 3.4546115146826883 | 0 | 0 | 37.53292429903722 | 0 |
| 76 | 80 | 1 | 23.055387586115707 | 3.3204364728572155 | 0 | 0 | 2.596106252332117 | 0 | 0 | 77.66017746221075 | 0 |
| 77 | 27 | 1 | 18.13083926082068 | 2.2886303722471713 | 0 | 1 | 4.3049358343151 | 0 | 0 | 70.50314498661848 | 0 |
| 78 | 66 | 0 | 26.858402747655347 | 0.17412294125087158 | 0 | 1 | 4.672413444088371 | 0 | 0 | 27.972929084435243 | 0 |
| 79 | 54 | 0 | 17.84891586785793 | 3.111428737386046 | 1 | 1 | 2.400847019366439 | 0 | 1 | 94.0309371460274 | 1 |
| 80 | 33 | 0 | 27.150387574438497 | 4.145459581353352 | 0 | 0 | 8.945978733509719 | 0 | 0 | 64.67759725840553 | 0 |
| 81 | 36 | 1 | 38.0074295304852 | 12.611618831661847 | 0 | 0 | 5.42547862300646 | 0 | 1 | 40.01635896508334 | 1 |
| 82 | 55 | 1 | 28.01920354585532 | 4.3941358078280075 | 0 | 0 | 9.784443921535695 | 0 | 0 | 36.50334520578908 | 0 |
| 83 | 69 | 1 | 30.412493172377086 | 0.4104162945865042 | 0 | 0 | 8.100177780462634 | 0 | 0 | 30.875838509776123 | 0 |
| 84 | 59 | 0 | 18.915960924345207 | 16.532366910049774 | 1 | 0 | 5.55704860391946 | 1 | 0 | 53.97099251122806 | 1 |
| 85 | 23 | 0 | 16.093390646999236 | 7.311914020079335 | 0 | 0 | 9.470402781443592 | 1 | 0 | 30.84328104726694 | 0 |
| 86 | 21 | 1 | 17.770199054495176 | 7.073933731614678 | 1 | 0 | 5.04874815095307 | 0 | 0 | 53.26531300761809 | 0 |
| 87 | 25 | 1 | 29.96328939210914 | 6.049580583358532 | 0 | 1 | 8.871065125186705 | 0 | 0 | 31.901634258729416 | 0 |
| 88 | 73 | 0 | 17.375292474807615 | 19.50746554292842 | 1 | 0 | 3.5814478119580553 | 0 | 0 | 72.54460172191115 | 1 |
| 89 | 61 | 0 | 24.399822248532786 | 3.4023083461856296 | 0 | 0 | 3.7864238340409404 | 0 | 0 | 82.81936173490865 | 0 |
| 90 | 23 | 0 | 28.7522985114539 | 17.964761279064703 | 0 | 0 | 4.181306829709311 | 1 | 0 | 63.961819801820695 | 1 |
| 91 | 73 | 0 | 24.716319965746173 | 15.53606664279776 | 1 | 0 | 5.466256459432461 | 0 | 0 | 74.40454998839178 | 1 |
| 92 | 48 | 1 | 19.092095036632536 | 1.5295991099862616 | 0 | 0 | 5.534902701988241 | 0 | 0 | 95.07029896672488 | 0 |
| 93 | 37 | 0 | 21.844782687852664 | 19.734582030016973 | 0 | 0 | 4.963989216770842 | 1 | 0 | 71.06972236564863 | 1 |
| 94 | 45 | 1 | 38.20793832121443 | 5.427319270780211 | 0 | 1 | 3.0600097358316747 | 1 | 0 | 49.132655854710606 | 0 |
| 95 | 63 | 1 | 31.899556889658886 | 1.9716585404482467 | 1 | 0 | 9.27206464790831 | 0 | 1 | 55.95841269399324 | 1 |
| 96 | 53 | 1 | 27.401195966997165 | 16.58628468251519 | 0 | 1 | 5.885860973492543 | 0 | 0 | 88.84201808576296 | 1 |
| 97 | 29 | 0 | 15.317872249672337 | 14.133510673553998 | 1 | 2 | 4.077392161915949 | 0 | 0 | 30.45762551600771 | 1 |
| 98 | 55 | 0 | 39.81038501223675 | 12.344376117558015 | 0 | 1 | 6.511769607436182 | 0 | 0 | 46.058961796034616 | 0 |
| 99 | 33 | 0 | 31.786373372366082 | 3.119617273978663 | 0 | 0 | 7.6796675780980515 | 0 | 0 | 66.18240551763873 | 0 |
| 100 | 50 | 0 | 22.92306193362362 | 9.569922325119238 | 1 | 2 | 9.607280882282431 | 0 | 0 | 74.11116555267475 | 1 |