├── auto-mpg.csv ├── vehicle performance prediction.csv ├── pima-indians-diabetes.csv ├── Introduction to Logistic Regression.ipynb └── titanic-training-data.csv /auto-mpg.csv: -------------------------------------------------------------------------------- 1 | mpg,cylinders,displacement,horsepower,weight,acceleration,model year,origin,car name 2 | 18,8,307,130,3504,12,70,1,chevrolet chevelle malibu 3 | 15,8,350,165,3693,11.5,70,1,buick skylark 320 4 | 18,8,318,150,3436,11,70,1,plymouth satellite 5 | 16,8,304,150,3433,12,70,1,amc rebel sst 6 | 17,8,302,140,3449,10.5,70,1,ford torino 7 | 15,8,429,198,4341,10,70,1,ford galaxie 500 8 | 14,8,454,220,4354,9,70,1,chevrolet impala 9 | 14,8,440,215,4312,8.5,70,1,plymouth fury iii 10 | 14,8,455,225,4425,10,70,1,pontiac catalina 11 | 15,8,390,190,3850,8.5,70,1,amc ambassador dpl 12 | 15,8,383,170,3563,10,70,1,dodge challenger se 13 | 14,8,340,160,3609,8,70,1,plymouth 'cuda 340 14 | 15,8,400,150,3761,9.5,70,1,chevrolet monte carlo 15 | 14,8,455,225,3086,10,70,1,buick estate wagon (sw) 16 | 24,4,113,95,2372,15,70,3,toyota corona mark ii 17 | 22,6,198,95,2833,15.5,70,1,plymouth duster 18 | 18,6,199,97,2774,15.5,70,1,amc hornet 19 | 21,6,200,85,2587,16,70,1,ford maverick 20 | 27,4,97,88,2130,14.5,70,3,datsun pl510 21 | 26,4,97,46,1835,20.5,70,2,volkswagen 1131 deluxe sedan 22 | 25,4,110,87,2672,17.5,70,2,peugeot 504 23 | 24,4,107,90,2430,14.5,70,2,audi 100 ls 24 | 25,4,104,95,2375,17.5,70,2,saab 99e 25 | 26,4,121,113,2234,12.5,70,2,bmw 2002 26 | 21,6,199,90,2648,15,70,1,amc gremlin 27 | 10,8,360,215,4615,14,70,1,ford f250 28 | 10,8,307,200,4376,15,70,1,chevy c20 29 | 11,8,318,210,4382,13.5,70,1,dodge d200 30 | 9,8,304,193,4732,18.5,70,1,hi 1200d 31 | 27,4,97,88,2130,14.5,71,3,datsun pl510 32 | 28,4,140,90,2264,15.5,71,1,chevrolet vega 2300 33 | 25,4,113,95,2228,14,71,3,toyota corona 34 | 25,4,98,?,2046,19,71,1,ford pinto 35 | 19,6,232,100,2634,13,71,1,amc gremlin 36 | 16,6,225,105,3439,15.5,71,1,plymouth satellite custom 37 | 17,6,250,100,3329,15.5,71,1,chevrolet chevelle malibu 38 | 19,6,250,88,3302,15.5,71,1,ford torino 500 39 | 18,6,232,100,3288,15.5,71,1,amc matador 40 | 14,8,350,165,4209,12,71,1,chevrolet impala 41 | 14,8,400,175,4464,11.5,71,1,pontiac catalina brougham 42 | 14,8,351,153,4154,13.5,71,1,ford galaxie 500 43 | 14,8,318,150,4096,13,71,1,plymouth fury iii 44 | 12,8,383,180,4955,11.5,71,1,dodge monaco (sw) 45 | 13,8,400,170,4746,12,71,1,ford country squire (sw) 46 | 13,8,400,175,5140,12,71,1,pontiac safari (sw) 47 | 18,6,258,110,2962,13.5,71,1,amc hornet sportabout (sw) 48 | 22,4,140,72,2408,19,71,1,chevrolet vega (sw) 49 | 19,6,250,100,3282,15,71,1,pontiac firebird 50 | 18,6,250,88,3139,14.5,71,1,ford mustang 51 | 23,4,122,86,2220,14,71,1,mercury capri 2000 52 | 28,4,116,90,2123,14,71,2,opel 1900 53 | 30,4,79,70,2074,19.5,71,2,peugeot 304 54 | 30,4,88,76,2065,14.5,71,2,fiat 124b 55 | 31,4,71,65,1773,19,71,3,toyota corolla 1200 56 | 35,4,72,69,1613,18,71,3,datsun 1200 57 | 27,4,97,60,1834,19,71,2,volkswagen model 111 58 | 26,4,91,70,1955,20.5,71,1,plymouth cricket 59 | 24,4,113,95,2278,15.5,72,3,toyota corona hardtop 60 | 25,4,97.5,80,2126,17,72,1,dodge colt hardtop 61 | 23,4,97,54,2254,23.5,72,2,volkswagen type 3 62 | 20,4,140,90,2408,19.5,72,1,chevrolet vega 63 | 21,4,122,86,2226,16.5,72,1,ford pinto runabout 64 | 13,8,350,165,4274,12,72,1,chevrolet impala 65 | 14,8,400,175,4385,12,72,1,pontiac catalina 66 | 15,8,318,150,4135,13.5,72,1,plymouth fury iii 67 | 14,8,351,153,4129,13,72,1,ford galaxie 500 68 | 17,8,304,150,3672,11.5,72,1,amc ambassador sst 69 | 11,8,429,208,4633,11,72,1,mercury marquis 70 | 13,8,350,155,4502,13.5,72,1,buick lesabre custom 71 | 12,8,350,160,4456,13.5,72,1,oldsmobile delta 88 royale 72 | 13,8,400,190,4422,12.5,72,1,chrysler newport royal 73 | 19,3,70,97,2330,13.5,72,3,mazda rx2 coupe 74 | 15,8,304,150,3892,12.5,72,1,amc matador (sw) 75 | 13,8,307,130,4098,14,72,1,chevrolet chevelle concours (sw) 76 | 13,8,302,140,4294,16,72,1,ford gran torino (sw) 77 | 14,8,318,150,4077,14,72,1,plymouth satellite custom (sw) 78 | 18,4,121,112,2933,14.5,72,2,volvo 145e (sw) 79 | 22,4,121,76,2511,18,72,2,volkswagen 411 (sw) 80 | 21,4,120,87,2979,19.5,72,2,peugeot 504 (sw) 81 | 26,4,96,69,2189,18,72,2,renault 12 (sw) 82 | 22,4,122,86,2395,16,72,1,ford pinto (sw) 83 | 28,4,97,92,2288,17,72,3,datsun 510 (sw) 84 | 23,4,120,97,2506,14.5,72,3,toyouta corona mark ii (sw) 85 | 28,4,98,80,2164,15,72,1,dodge colt (sw) 86 | 27,4,97,88,2100,16.5,72,3,toyota corolla 1600 (sw) 87 | 13,8,350,175,4100,13,73,1,buick century 350 88 | 14,8,304,150,3672,11.5,73,1,amc matador 89 | 13,8,350,145,3988,13,73,1,chevrolet malibu 90 | 14,8,302,137,4042,14.5,73,1,ford gran torino 91 | 15,8,318,150,3777,12.5,73,1,dodge coronet custom 92 | 12,8,429,198,4952,11.5,73,1,mercury marquis brougham 93 | 13,8,400,150,4464,12,73,1,chevrolet caprice classic 94 | 13,8,351,158,4363,13,73,1,ford ltd 95 | 14,8,318,150,4237,14.5,73,1,plymouth fury gran sedan 96 | 13,8,440,215,4735,11,73,1,chrysler new yorker brougham 97 | 12,8,455,225,4951,11,73,1,buick electra 225 custom 98 | 13,8,360,175,3821,11,73,1,amc ambassador brougham 99 | 18,6,225,105,3121,16.5,73,1,plymouth valiant 100 | 16,6,250,100,3278,18,73,1,chevrolet nova custom 101 | 18,6,232,100,2945,16,73,1,amc hornet 102 | 18,6,250,88,3021,16.5,73,1,ford maverick 103 | 23,6,198,95,2904,16,73,1,plymouth duster 104 | 26,4,97,46,1950,21,73,2,volkswagen super beetle 105 | 11,8,400,150,4997,14,73,1,chevrolet impala 106 | 12,8,400,167,4906,12.5,73,1,ford country 107 | 13,8,360,170,4654,13,73,1,plymouth custom suburb 108 | 12,8,350,180,4499,12.5,73,1,oldsmobile vista cruiser 109 | 18,6,232,100,2789,15,73,1,amc gremlin 110 | 20,4,97,88,2279,19,73,3,toyota carina 111 | 21,4,140,72,2401,19.5,73,1,chevrolet vega 112 | 22,4,108,94,2379,16.5,73,3,datsun 610 113 | 18,3,70,90,2124,13.5,73,3,maxda rx3 114 | 19,4,122,85,2310,18.5,73,1,ford pinto 115 | 21,6,155,107,2472,14,73,1,mercury capri v6 116 | 26,4,98,90,2265,15.5,73,2,fiat 124 sport coupe 117 | 15,8,350,145,4082,13,73,1,chevrolet monte carlo s 118 | 16,8,400,230,4278,9.5,73,1,pontiac grand prix 119 | 29,4,68,49,1867,19.5,73,2,fiat 128 120 | 24,4,116,75,2158,15.5,73,2,opel manta 121 | 20,4,114,91,2582,14,73,2,audi 100ls 122 | 19,4,121,112,2868,15.5,73,2,volvo 144ea 123 | 15,8,318,150,3399,11,73,1,dodge dart custom 124 | 24,4,121,110,2660,14,73,2,saab 99le 125 | 20,6,156,122,2807,13.5,73,3,toyota mark ii 126 | 11,8,350,180,3664,11,73,1,oldsmobile omega 127 | 20,6,198,95,3102,16.5,74,1,plymouth duster 128 | 21,6,200,?,2875,17,74,1,ford maverick 129 | 19,6,232,100,2901,16,74,1,amc hornet 130 | 15,6,250,100,3336,17,74,1,chevrolet nova 131 | 31,4,79,67,1950,19,74,3,datsun b210 132 | 26,4,122,80,2451,16.5,74,1,ford pinto 133 | 32,4,71,65,1836,21,74,3,toyota corolla 1200 134 | 25,4,140,75,2542,17,74,1,chevrolet vega 135 | 16,6,250,100,3781,17,74,1,chevrolet chevelle malibu classic 136 | 16,6,258,110,3632,18,74,1,amc matador 137 | 18,6,225,105,3613,16.5,74,1,plymouth satellite sebring 138 | 16,8,302,140,4141,14,74,1,ford gran torino 139 | 13,8,350,150,4699,14.5,74,1,buick century luxus (sw) 140 | 14,8,318,150,4457,13.5,74,1,dodge coronet custom (sw) 141 | 14,8,302,140,4638,16,74,1,ford gran torino (sw) 142 | 14,8,304,150,4257,15.5,74,1,amc matador (sw) 143 | 29,4,98,83,2219,16.5,74,2,audi fox 144 | 26,4,79,67,1963,15.5,74,2,volkswagen dasher 145 | 26,4,97,78,2300,14.5,74,2,opel manta 146 | 31,4,76,52,1649,16.5,74,3,toyota corona 147 | 32,4,83,61,2003,19,74,3,datsun 710 148 | 28,4,90,75,2125,14.5,74,1,dodge colt 149 | 24,4,90,75,2108,15.5,74,2,fiat 128 150 | 26,4,116,75,2246,14,74,2,fiat 124 tc 151 | 24,4,120,97,2489,15,74,3,honda civic 152 | 26,4,108,93,2391,15.5,74,3,subaru 153 | 31,4,79,67,2000,16,74,2,fiat x1.9 154 | 19,6,225,95,3264,16,75,1,plymouth valiant custom 155 | 18,6,250,105,3459,16,75,1,chevrolet nova 156 | 15,6,250,72,3432,21,75,1,mercury monarch 157 | 15,6,250,72,3158,19.5,75,1,ford maverick 158 | 16,8,400,170,4668,11.5,75,1,pontiac catalina 159 | 15,8,350,145,4440,14,75,1,chevrolet bel air 160 | 16,8,318,150,4498,14.5,75,1,plymouth grand fury 161 | 14,8,351,148,4657,13.5,75,1,ford ltd 162 | 17,6,231,110,3907,21,75,1,buick century 163 | 16,6,250,105,3897,18.5,75,1,chevroelt chevelle malibu 164 | 15,6,258,110,3730,19,75,1,amc matador 165 | 18,6,225,95,3785,19,75,1,plymouth fury 166 | 21,6,231,110,3039,15,75,1,buick skyhawk 167 | 20,8,262,110,3221,13.5,75,1,chevrolet monza 2+2 168 | 13,8,302,129,3169,12,75,1,ford mustang ii 169 | 29,4,97,75,2171,16,75,3,toyota corolla 170 | 23,4,140,83,2639,17,75,1,ford pinto 171 | 20,6,232,100,2914,16,75,1,amc gremlin 172 | 23,4,140,78,2592,18.5,75,1,pontiac astro 173 | 24,4,134,96,2702,13.5,75,3,toyota corona 174 | 25,4,90,71,2223,16.5,75,2,volkswagen dasher 175 | 24,4,119,97,2545,17,75,3,datsun 710 176 | 18,6,171,97,2984,14.5,75,1,ford pinto 177 | 29,4,90,70,1937,14,75,2,volkswagen rabbit 178 | 19,6,232,90,3211,17,75,1,amc pacer 179 | 23,4,115,95,2694,15,75,2,audi 100ls 180 | 23,4,120,88,2957,17,75,2,peugeot 504 181 | 22,4,121,98,2945,14.5,75,2,volvo 244dl 182 | 25,4,121,115,2671,13.5,75,2,saab 99le 183 | 33,4,91,53,1795,17.5,75,3,honda civic cvcc 184 | 28,4,107,86,2464,15.5,76,2,fiat 131 185 | 25,4,116,81,2220,16.9,76,2,opel 1900 186 | 25,4,140,92,2572,14.9,76,1,capri ii 187 | 26,4,98,79,2255,17.7,76,1,dodge colt 188 | 27,4,101,83,2202,15.3,76,2,renault 12tl 189 | 17.5,8,305,140,4215,13,76,1,chevrolet chevelle malibu classic 190 | 16,8,318,150,4190,13,76,1,dodge coronet brougham 191 | 15.5,8,304,120,3962,13.9,76,1,amc matador 192 | 14.5,8,351,152,4215,12.8,76,1,ford gran torino 193 | 22,6,225,100,3233,15.4,76,1,plymouth valiant 194 | 22,6,250,105,3353,14.5,76,1,chevrolet nova 195 | 24,6,200,81,3012,17.6,76,1,ford maverick 196 | 22.5,6,232,90,3085,17.6,76,1,amc hornet 197 | 29,4,85,52,2035,22.2,76,1,chevrolet chevette 198 | 24.5,4,98,60,2164,22.1,76,1,chevrolet woody 199 | 29,4,90,70,1937,14.2,76,2,vw rabbit 200 | 33,4,91,53,1795,17.4,76,3,honda civic 201 | 20,6,225,100,3651,17.7,76,1,dodge aspen se 202 | 18,6,250,78,3574,21,76,1,ford granada ghia 203 | 18.5,6,250,110,3645,16.2,76,1,pontiac ventura sj 204 | 17.5,6,258,95,3193,17.8,76,1,amc pacer d/l 205 | 29.5,4,97,71,1825,12.2,76,2,volkswagen rabbit 206 | 32,4,85,70,1990,17,76,3,datsun b-210 207 | 28,4,97,75,2155,16.4,76,3,toyota corolla 208 | 26.5,4,140,72,2565,13.6,76,1,ford pinto 209 | 20,4,130,102,3150,15.7,76,2,volvo 245 210 | 13,8,318,150,3940,13.2,76,1,plymouth volare premier v8 211 | 19,4,120,88,3270,21.9,76,2,peugeot 504 212 | 19,6,156,108,2930,15.5,76,3,toyota mark ii 213 | 16.5,6,168,120,3820,16.7,76,2,mercedes-benz 280s 214 | 16.5,8,350,180,4380,12.1,76,1,cadillac seville 215 | 13,8,350,145,4055,12,76,1,chevy c10 216 | 13,8,302,130,3870,15,76,1,ford f108 217 | 13,8,318,150,3755,14,76,1,dodge d100 218 | 31.5,4,98,68,2045,18.5,77,3,honda accord cvcc 219 | 30,4,111,80,2155,14.8,77,1,buick opel isuzu deluxe 220 | 36,4,79,58,1825,18.6,77,2,renault 5 gtl 221 | 25.5,4,122,96,2300,15.5,77,1,plymouth arrow gs 222 | 33.5,4,85,70,1945,16.8,77,3,datsun f-10 hatchback 223 | 17.5,8,305,145,3880,12.5,77,1,chevrolet caprice classic 224 | 17,8,260,110,4060,19,77,1,oldsmobile cutlass supreme 225 | 15.5,8,318,145,4140,13.7,77,1,dodge monaco brougham 226 | 15,8,302,130,4295,14.9,77,1,mercury cougar brougham 227 | 17.5,6,250,110,3520,16.4,77,1,chevrolet concours 228 | 20.5,6,231,105,3425,16.9,77,1,buick skylark 229 | 19,6,225,100,3630,17.7,77,1,plymouth volare custom 230 | 18.5,6,250,98,3525,19,77,1,ford granada 231 | 16,8,400,180,4220,11.1,77,1,pontiac grand prix lj 232 | 15.5,8,350,170,4165,11.4,77,1,chevrolet monte carlo landau 233 | 15.5,8,400,190,4325,12.2,77,1,chrysler cordoba 234 | 16,8,351,149,4335,14.5,77,1,ford thunderbird 235 | 29,4,97,78,1940,14.5,77,2,volkswagen rabbit custom 236 | 24.5,4,151,88,2740,16,77,1,pontiac sunbird coupe 237 | 26,4,97,75,2265,18.2,77,3,toyota corolla liftback 238 | 25.5,4,140,89,2755,15.8,77,1,ford mustang ii 2+2 239 | 30.5,4,98,63,2051,17,77,1,chevrolet chevette 240 | 33.5,4,98,83,2075,15.9,77,1,dodge colt m/m 241 | 30,4,97,67,1985,16.4,77,3,subaru dl 242 | 30.5,4,97,78,2190,14.1,77,2,volkswagen dasher 243 | 22,6,146,97,2815,14.5,77,3,datsun 810 244 | 21.5,4,121,110,2600,12.8,77,2,bmw 320i 245 | 21.5,3,80,110,2720,13.5,77,3,mazda rx-4 246 | 43.1,4,90,48,1985,21.5,78,2,volkswagen rabbit custom diesel 247 | 36.1,4,98,66,1800,14.4,78,1,ford fiesta 248 | 32.8,4,78,52,1985,19.4,78,3,mazda glc deluxe 249 | 39.4,4,85,70,2070,18.6,78,3,datsun b210 gx 250 | 36.1,4,91,60,1800,16.4,78,3,honda civic cvcc 251 | 19.9,8,260,110,3365,15.5,78,1,oldsmobile cutlass salon brougham 252 | 19.4,8,318,140,3735,13.2,78,1,dodge diplomat 253 | 20.2,8,302,139,3570,12.8,78,1,mercury monarch ghia 254 | 19.2,6,231,105,3535,19.2,78,1,pontiac phoenix lj 255 | 20.5,6,200,95,3155,18.2,78,1,chevrolet malibu 256 | 20.2,6,200,85,2965,15.8,78,1,ford fairmont (auto) 257 | 25.1,4,140,88,2720,15.4,78,1,ford fairmont (man) 258 | 20.5,6,225,100,3430,17.2,78,1,plymouth volare 259 | 19.4,6,232,90,3210,17.2,78,1,amc concord 260 | 20.6,6,231,105,3380,15.8,78,1,buick century special 261 | 20.8,6,200,85,3070,16.7,78,1,mercury zephyr 262 | 18.6,6,225,110,3620,18.7,78,1,dodge aspen 263 | 18.1,6,258,120,3410,15.1,78,1,amc concord d/l 264 | 19.2,8,305,145,3425,13.2,78,1,chevrolet monte carlo landau 265 | 17.7,6,231,165,3445,13.4,78,1,buick regal sport coupe (turbo) 266 | 18.1,8,302,139,3205,11.2,78,1,ford futura 267 | 17.5,8,318,140,4080,13.7,78,1,dodge magnum xe 268 | 30,4,98,68,2155,16.5,78,1,chevrolet chevette 269 | 27.5,4,134,95,2560,14.2,78,3,toyota corona 270 | 27.2,4,119,97,2300,14.7,78,3,datsun 510 271 | 30.9,4,105,75,2230,14.5,78,1,dodge omni 272 | 21.1,4,134,95,2515,14.8,78,3,toyota celica gt liftback 273 | 23.2,4,156,105,2745,16.7,78,1,plymouth sapporo 274 | 23.8,4,151,85,2855,17.6,78,1,oldsmobile starfire sx 275 | 23.9,4,119,97,2405,14.9,78,3,datsun 200-sx 276 | 20.3,5,131,103,2830,15.9,78,2,audi 5000 277 | 17,6,163,125,3140,13.6,78,2,volvo 264gl 278 | 21.6,4,121,115,2795,15.7,78,2,saab 99gle 279 | 16.2,6,163,133,3410,15.8,78,2,peugeot 604sl 280 | 31.5,4,89,71,1990,14.9,78,2,volkswagen scirocco 281 | 29.5,4,98,68,2135,16.6,78,3,honda accord lx 282 | 21.5,6,231,115,3245,15.4,79,1,pontiac lemans v6 283 | 19.8,6,200,85,2990,18.2,79,1,mercury zephyr 6 284 | 22.3,4,140,88,2890,17.3,79,1,ford fairmont 4 285 | 20.2,6,232,90,3265,18.2,79,1,amc concord dl 6 286 | 20.6,6,225,110,3360,16.6,79,1,dodge aspen 6 287 | 17,8,305,130,3840,15.4,79,1,chevrolet caprice classic 288 | 17.6,8,302,129,3725,13.4,79,1,ford ltd landau 289 | 16.5,8,351,138,3955,13.2,79,1,mercury grand marquis 290 | 18.2,8,318,135,3830,15.2,79,1,dodge st. regis 291 | 16.9,8,350,155,4360,14.9,79,1,buick estate wagon (sw) 292 | 15.5,8,351,142,4054,14.3,79,1,ford country squire (sw) 293 | 19.2,8,267,125,3605,15,79,1,chevrolet malibu classic (sw) 294 | 18.5,8,360,150,3940,13,79,1,chrysler lebaron town @ country (sw) 295 | 31.9,4,89,71,1925,14,79,2,vw rabbit custom 296 | 34.1,4,86,65,1975,15.2,79,3,maxda glc deluxe 297 | 35.7,4,98,80,1915,14.4,79,1,dodge colt hatchback custom 298 | 27.4,4,121,80,2670,15,79,1,amc spirit dl 299 | 25.4,5,183,77,3530,20.1,79,2,mercedes benz 300d 300 | 23,8,350,125,3900,17.4,79,1,cadillac eldorado 301 | 27.2,4,141,71,3190,24.8,79,2,peugeot 504 302 | 23.9,8,260,90,3420,22.2,79,1,oldsmobile cutlass salon brougham 303 | 34.2,4,105,70,2200,13.2,79,1,plymouth horizon 304 | 34.5,4,105,70,2150,14.9,79,1,plymouth horizon tc3 305 | 31.8,4,85,65,2020,19.2,79,3,datsun 210 306 | 37.3,4,91,69,2130,14.7,79,2,fiat strada custom 307 | 28.4,4,151,90,2670,16,79,1,buick skylark limited 308 | 28.8,6,173,115,2595,11.3,79,1,chevrolet citation 309 | 26.8,6,173,115,2700,12.9,79,1,oldsmobile omega brougham 310 | 33.5,4,151,90,2556,13.2,79,1,pontiac phoenix 311 | 41.5,4,98,76,2144,14.7,80,2,vw rabbit 312 | 38.1,4,89,60,1968,18.8,80,3,toyota corolla tercel 313 | 32.1,4,98,70,2120,15.5,80,1,chevrolet chevette 314 | 37.2,4,86,65,2019,16.4,80,3,datsun 310 315 | 28,4,151,90,2678,16.5,80,1,chevrolet citation 316 | 26.4,4,140,88,2870,18.1,80,1,ford fairmont 317 | 24.3,4,151,90,3003,20.1,80,1,amc concord 318 | 19.1,6,225,90,3381,18.7,80,1,dodge aspen 319 | 34.3,4,97,78,2188,15.8,80,2,audi 4000 320 | 29.8,4,134,90,2711,15.5,80,3,toyota corona liftback 321 | 31.3,4,120,75,2542,17.5,80,3,mazda 626 322 | 37,4,119,92,2434,15,80,3,datsun 510 hatchback 323 | 32.2,4,108,75,2265,15.2,80,3,toyota corolla 324 | 46.6,4,86,65,2110,17.9,80,3,mazda glc 325 | 27.9,4,156,105,2800,14.4,80,1,dodge colt 326 | 40.8,4,85,65,2110,19.2,80,3,datsun 210 327 | 44.3,4,90,48,2085,21.7,80,2,vw rabbit c (diesel) 328 | 43.4,4,90,48,2335,23.7,80,2,vw dasher (diesel) 329 | 36.4,5,121,67,2950,19.9,80,2,audi 5000s (diesel) 330 | 30,4,146,67,3250,21.8,80,2,mercedes-benz 240d 331 | 44.6,4,91,67,1850,13.8,80,3,honda civic 1500 gl 332 | 40.9,4,85,?,1835,17.3,80,2,renault lecar deluxe 333 | 33.8,4,97,67,2145,18,80,3,subaru dl 334 | 29.8,4,89,62,1845,15.3,80,2,vokswagen rabbit 335 | 32.7,6,168,132,2910,11.4,80,3,datsun 280-zx 336 | 23.7,3,70,100,2420,12.5,80,3,mazda rx-7 gs 337 | 35,4,122,88,2500,15.1,80,2,triumph tr7 coupe 338 | 23.6,4,140,?,2905,14.3,80,1,ford mustang cobra 339 | 32.4,4,107,72,2290,17,80,3,honda accord 340 | 27.2,4,135,84,2490,15.7,81,1,plymouth reliant 341 | 26.6,4,151,84,2635,16.4,81,1,buick skylark 342 | 25.8,4,156,92,2620,14.4,81,1,dodge aries wagon (sw) 343 | 23.5,6,173,110,2725,12.6,81,1,chevrolet citation 344 | 30,4,135,84,2385,12.9,81,1,plymouth reliant 345 | 39.1,4,79,58,1755,16.9,81,3,toyota starlet 346 | 39,4,86,64,1875,16.4,81,1,plymouth champ 347 | 35.1,4,81,60,1760,16.1,81,3,honda civic 1300 348 | 32.3,4,97,67,2065,17.8,81,3,subaru 349 | 37,4,85,65,1975,19.4,81,3,datsun 210 mpg 350 | 37.7,4,89,62,2050,17.3,81,3,toyota tercel 351 | 34.1,4,91,68,1985,16,81,3,mazda glc 4 352 | 34.7,4,105,63,2215,14.9,81,1,plymouth horizon 4 353 | 34.4,4,98,65,2045,16.2,81,1,ford escort 4w 354 | 29.9,4,98,65,2380,20.7,81,1,ford escort 2h 355 | 33,4,105,74,2190,14.2,81,2,volkswagen jetta 356 | 34.5,4,100,?,2320,15.8,81,2,renault 18i 357 | 33.7,4,107,75,2210,14.4,81,3,honda prelude 358 | 32.4,4,108,75,2350,16.8,81,3,toyota corolla 359 | 32.9,4,119,100,2615,14.8,81,3,datsun 200sx 360 | 31.6,4,120,74,2635,18.3,81,3,mazda 626 361 | 28.1,4,141,80,3230,20.4,81,2,peugeot 505s turbo diesel 362 | 30.7,6,145,76,3160,19.6,81,2,volvo diesel 363 | 25.4,6,168,116,2900,12.6,81,3,toyota cressida 364 | 24.2,6,146,120,2930,13.8,81,3,datsun 810 maxima 365 | 22.4,6,231,110,3415,15.8,81,1,buick century 366 | 26.6,8,350,105,3725,19,81,1,oldsmobile cutlass ls 367 | 20.2,6,200,88,3060,17.1,81,1,ford granada gl 368 | 17.6,6,225,85,3465,16.6,81,1,chrysler lebaron salon 369 | 28,4,112,88,2605,19.6,82,1,chevrolet cavalier 370 | 27,4,112,88,2640,18.6,82,1,chevrolet cavalier wagon 371 | 34,4,112,88,2395,18,82,1,chevrolet cavalier 2-door 372 | 31,4,112,85,2575,16.2,82,1,pontiac j2000 se hatchback 373 | 29,4,135,84,2525,16,82,1,dodge aries se 374 | 27,4,151,90,2735,18,82,1,pontiac phoenix 375 | 24,4,140,92,2865,16.4,82,1,ford fairmont futura 376 | 23,4,151,?,3035,20.5,82,1,amc concord dl 377 | 36,4,105,74,1980,15.3,82,2,volkswagen rabbit l 378 | 37,4,91,68,2025,18.2,82,3,mazda glc custom l 379 | 31,4,91,68,1970,17.6,82,3,mazda glc custom 380 | 38,4,105,63,2125,14.7,82,1,plymouth horizon miser 381 | 36,4,98,70,2125,17.3,82,1,mercury lynx l 382 | 36,4,120,88,2160,14.5,82,3,nissan stanza xe 383 | 36,4,107,75,2205,14.5,82,3,honda accord 384 | 34,4,108,70,2245,16.9,82,3,toyota corolla 385 | 38,4,91,67,1965,15,82,3,honda civic 386 | 32,4,91,67,1965,15.7,82,3,honda civic (auto) 387 | 38,4,91,67,1995,16.2,82,3,datsun 310 gx 388 | 25,6,181,110,2945,16.4,82,1,buick century limited 389 | 38,6,262,85,3015,17,82,1,oldsmobile cutlass ciera (diesel) 390 | 26,4,156,92,2585,14.5,82,1,chrysler lebaron medallion 391 | 22,6,232,112,2835,14.7,82,1,ford granada l 392 | 32,4,144,96,2665,13.9,82,3,toyota celica gt 393 | 36,4,135,84,2370,13,82,1,dodge charger 2.2 394 | 27,4,151,90,2950,17.3,82,1,chevrolet camaro 395 | 27,4,140,86,2790,15.6,82,1,ford mustang gl 396 | 44,4,97,52,2130,24.6,82,2,vw pickup 397 | 32,4,135,84,2295,11.6,82,1,dodge rampage 398 | 28,4,120,79,2625,18.6,82,1,ford ranger 399 | 31,4,119,82,2720,19.4,82,1,chevy s-10 400 | -------------------------------------------------------------------------------- /vehicle performance prediction.csv: -------------------------------------------------------------------------------- 1 | origin,cylinders,displacement,horsepower,weight,acceleration,year,name,Kilometer_per_liter 2 | 1,8,307,130,3504,12,1970,chevrolet chevelle malibu,7.652586734 3 | 1,8,350,165,3693,11.5,1970,buick skylark 320,6.377155611 4 | 1,8,318,150,3436,11,1970,plymouth satellite,7.652586734 5 | 1,8,304,150,3433,12,1970,amc rebel sst,6.802299319 6 | 1,8,302,140,3449,10.5,1970,ford torino,7.227443026 7 | 1,8,429,198,4341,10,1970,ford galaxie 500,6.377155611 8 | 1,8,454,220,4354,9,1970,chevrolet impala,5.952011904 9 | 1,8,440,215,4312,8.5,1970,plymouth fury iii,5.952011904 10 | 1,8,455,225,4425,10,1970,pontiac catalina,5.952011904 11 | 1,8,390,190,3850,8.5,1970,amc ambassador dpl,6.377155611 12 | 1,8,383,170,3563,10,1970,dodge challenger se,6.377155611 13 | 1,8,340,160,3609,8,1970,plymouth 'cuda 340,5.952011904 14 | 1,8,400,150,3761,9.5,1970,chevrolet monte carlo,6.377155611 15 | 1,8,455,225,3086,10,1970,buick estate wagon (sw),5.952011904 16 | 3,4,113,95,2372,15,1970,toyota corona mark ii,10.20344898 17 | 1,6,198,95,2833,15.5,1970,plymouth duster,9.353161563 18 | 1,6,199,97,2774,15.5,1970,amc hornet,7.652586734 19 | 1,6,200,85,2587,16,1970,ford maverick,8.928017856 20 | 3,4,97,88,2130,14.5,1970,datsun pl510,11.4788801 21 | 2,4,97,46,1835,20.5,1970,volkswagen 1131 deluxe sedan,11.05373639 22 | 2,4,110,87,2672,17.5,1970,peugeot 504,10.62859269 23 | 2,4,107,90,2430,14.5,1970,audi 100 ls,10.20344898 24 | 2,4,104,95,2375,17.5,1970,saab 99e,10.62859269 25 | 2,4,121,113,2234,12.5,1970,bmw 2002,11.05373639 26 | 1,6,199,90,2648,15,1970,amc gremlin,8.928017856 27 | 1,8,360,215,4615,14,1970,ford f250,4.251437074 28 | 1,8,307,200,4376,15,1970,chevy c20,4.251437074 29 | 1,8,318,210,4382,13.5,1970,dodge d200,4.676580782 30 | 1,8,304,193,4732,18.5,1970,hi 1200d,3.826293367 31 | 3,4,97,88,2130,14.5,1971,datsun pl510,11.4788801 32 | 1,4,140,90,2264,15.5,1971,chevrolet vega 2300,11.90402381 33 | 3,4,113,95,2228,14,1971,toyota corona,10.62859269 34 | 1,4,98,?,2046,19,1971,ford pinto,10.62859269 35 | 1,6,232,100,2634,13,1971,amc gremlin,8.077730441 36 | 1,6,225,105,3439,15.5,1971,plymouth satellite custom,6.802299319 37 | 1,6,250,100,3329,15.5,1971,chevrolet chevelle malibu,7.227443026 38 | 1,6,250,88,3302,15.5,1971,ford torino 500,8.077730441 39 | 1,6,232,100,3288,15.5,1971,amc matador,7.652586734 40 | 1,8,350,165,4209,12,1971,chevrolet impala,5.952011904 41 | 1,8,400,175,4464,11.5,1971,pontiac catalina brougham,5.952011904 42 | 1,8,351,153,4154,13.5,1971,ford galaxie 500,5.952011904 43 | 1,8,318,150,4096,13,1971,plymouth fury iii,5.952011904 44 | 1,8,383,180,4955,11.5,1971,dodge monaco (sw),5.101724489 45 | 1,8,400,170,4746,12,1971,ford country squire (sw),5.526868197 46 | 1,8,400,175,5140,12,1971,pontiac safari (sw),5.526868197 47 | 1,6,258,110,2962,13.5,1971,amc hornet sportabout (sw),7.652586734 48 | 1,4,140,72,2408,19,1971,chevrolet vega (sw),9.353161563 49 | 1,6,250,100,3282,15,1971,pontiac firebird,8.077730441 50 | 1,6,250,88,3139,14.5,1971,ford mustang,7.652586734 51 | 1,4,122,86,2220,14,1971,mercury capri 2000,9.778305271 52 | 2,4,116,90,2123,14,1971,opel 1900,11.90402381 53 | 2,4,79,70,2074,19.5,1971,peugeot 304,12.75431122 54 | 2,4,88,76,2065,14.5,1971,fiat 124b,12.75431122 55 | 3,4,71,65,1773,19,1971,toyota corolla 1200,13.17945493 56 | 3,4,72,69,1613,18,1971,datsun 1200,14.88002976 57 | 2,4,97,60,1834,19,1971,volkswagen model 111,11.4788801 58 | 1,4,91,70,1955,20.5,1971,plymouth cricket,11.05373639 59 | 3,4,113,95,2278,15.5,1972,toyota corona hardtop,10.20344898 60 | 1,4,97.5,80,2126,17,1972,dodge colt hardtop,10.62859269 61 | 2,4,97,54,2254,23.5,1972,volkswagen type 3,9.778305271 62 | 1,4,140,90,2408,19.5,1972,chevrolet vega,8.502874149 63 | 1,4,122,86,2226,16.5,1972,ford pinto runabout,8.928017856 64 | 1,8,350,165,4274,12,1972,chevrolet impala,5.526868197 65 | 1,8,400,175,4385,12,1972,pontiac catalina,5.952011904 66 | 1,8,318,150,4135,13.5,1972,plymouth fury iii,6.377155611 67 | 1,8,351,153,4129,13,1972,ford galaxie 500,5.952011904 68 | 1,8,304,150,3672,11.5,1972,amc ambassador sst,7.227443026 69 | 1,8,429,208,4633,11,1972,mercury marquis,4.676580782 70 | 1,8,350,155,4502,13.5,1972,buick lesabre custom,5.526868197 71 | 1,8,350,160,4456,13.5,1972,oldsmobile delta 88 royale,5.101724489 72 | 1,8,400,190,4422,12.5,1972,chrysler newport royal,5.526868197 73 | 3,3,70,97,2330,13.5,1972,mazda rx2 coupe,8.077730441 74 | 1,8,304,150,3892,12.5,1972,amc matador (sw),6.377155611 75 | 1,8,307,130,4098,14,1972,chevrolet chevelle concours (sw),5.526868197 76 | 1,8,302,140,4294,16,1972,ford gran torino (sw),5.526868197 77 | 1,8,318,150,4077,14,1972,plymouth satellite custom (sw),5.952011904 78 | 2,4,121,112,2933,14.5,1972,volvo 145e (sw),7.652586734 79 | 2,4,121,76,2511,18,1972,volkswagen 411 (sw),9.353161563 80 | 2,4,120,87,2979,19.5,1972,peugeot 504 (sw),8.928017856 81 | 2,4,96,69,2189,18,1972,renault 12 (sw),11.05373639 82 | 1,4,122,86,2395,16,1972,ford pinto (sw),9.353161563 83 | 3,4,97,92,2288,17,1972,datsun 510 (sw),11.90402381 84 | 3,4,120,97,2506,14.5,1972,toyouta corona mark ii (sw),9.778305271 85 | 1,4,98,80,2164,15,1972,dodge colt (sw),11.90402381 86 | 3,4,97,88,2100,16.5,1972,toyota corolla 1600 (sw),11.4788801 87 | 1,8,350,175,4100,13,1973,buick century 350,5.526868197 88 | 1,8,304,150,3672,11.5,1973,amc matador,5.952011904 89 | 1,8,350,145,3988,13,1973,chevrolet malibu,5.526868197 90 | 1,8,302,137,4042,14.5,1973,ford gran torino,5.952011904 91 | 1,8,318,150,3777,12.5,1973,dodge coronet custom,6.377155611 92 | 1,8,429,198,4952,11.5,1973,mercury marquis brougham,5.101724489 93 | 1,8,400,150,4464,12,1973,chevrolet caprice classic,5.526868197 94 | 1,8,351,158,4363,13,1973,ford ltd,5.526868197 95 | 1,8,318,150,4237,14.5,1973,plymouth fury gran sedan,5.952011904 96 | 1,8,440,215,4735,11,1973,chrysler new yorker brougham,5.526868197 97 | 1,8,455,225,4951,11,1973,buick electra 225 custom,5.101724489 98 | 1,8,360,175,3821,11,1973,amc ambassador brougham,5.526868197 99 | 1,6,225,105,3121,16.5,1973,plymouth valiant,7.652586734 100 | 1,6,250,100,3278,18,1973,chevrolet nova custom,6.802299319 101 | 1,6,232,100,2945,16,1973,amc hornet,7.652586734 102 | 1,6,250,88,3021,16.5,1973,ford maverick,7.652586734 103 | 1,6,198,95,2904,16,1973,plymouth duster,9.778305271 104 | 2,4,97,46,1950,21,1973,volkswagen super beetle,11.05373639 105 | 1,8,400,150,4997,14,1973,chevrolet impala,4.676580782 106 | 1,8,400,167,4906,12.5,1973,ford country,5.101724489 107 | 1,8,360,170,4654,13,1973,plymouth custom suburb,5.526868197 108 | 1,8,350,180,4499,12.5,1973,oldsmobile vista cruiser,5.101724489 109 | 1,6,232,100,2789,15,1973,amc gremlin,7.652586734 110 | 3,4,97,88,2279,19,1973,toyota carina,8.502874149 111 | 1,4,140,72,2401,19.5,1973,chevrolet vega,8.928017856 112 | 3,4,108,94,2379,16.5,1973,datsun 610,9.353161563 113 | 3,3,70,90,2124,13.5,1973,maxda rx3,7.652586734 114 | 1,4,122,85,2310,18.5,1973,ford pinto,8.077730441 115 | 1,6,155,107,2472,14,1973,mercury capri v6,8.928017856 116 | 2,4,98,90,2265,15.5,1973,fiat 124 sport coupe,11.05373639 117 | 1,8,350,145,4082,13,1973,chevrolet monte carlo s,6.377155611 118 | 1,8,400,230,4278,9.5,1973,pontiac grand prix,6.802299319 119 | 2,4,68,49,1867,19.5,1973,fiat 128,12.32916752 120 | 2,4,116,75,2158,15.5,1973,opel manta,10.20344898 121 | 2,4,114,91,2582,14,1973,audi 100ls,8.502874149 122 | 2,4,121,112,2868,15.5,1973,volvo 144ea,8.077730441 123 | 1,8,318,150,3399,11,1973,dodge dart custom,6.377155611 124 | 2,4,121,110,2660,14,1973,saab 99le,10.20344898 125 | 3,6,156,122,2807,13.5,1973,toyota mark ii,8.502874149 126 | 1,8,350,180,3664,11,1973,oldsmobile omega,4.676580782 127 | 1,6,198,95,3102,16.5,1974,plymouth duster,8.502874149 128 | 1,6,200,?,2875,17,1974,ford maverick,8.928017856 129 | 1,6,232,100,2901,16,1974,amc hornet,8.077730441 130 | 1,6,250,100,3336,17,1974,chevrolet nova,6.377155611 131 | 3,4,79,67,1950,19,1974,datsun b210,13.17945493 132 | 1,4,122,80,2451,16.5,1974,ford pinto,11.05373639 133 | 3,4,71,65,1836,21,1974,toyota corolla 1200,13.60459864 134 | 1,4,140,75,2542,17,1974,chevrolet vega,10.62859269 135 | 1,6,250,100,3781,17,1974,chevrolet chevelle malibu classic,6.802299319 136 | 1,6,258,110,3632,18,1974,amc matador,6.802299319 137 | 1,6,225,105,3613,16.5,1974,plymouth satellite sebring,7.652586734 138 | 1,8,302,140,4141,14,1974,ford gran torino,6.802299319 139 | 1,8,350,150,4699,14.5,1974,buick century luxus (sw),5.526868197 140 | 1,8,318,150,4457,13.5,1974,dodge coronet custom (sw),5.952011904 141 | 1,8,302,140,4638,16,1974,ford gran torino (sw),5.952011904 142 | 1,8,304,150,4257,15.5,1974,amc matador (sw),5.952011904 143 | 2,4,98,83,2219,16.5,1974,audi fox,12.32916752 144 | 2,4,79,67,1963,15.5,1974,volkswagen dasher,11.05373639 145 | 2,4,97,78,2300,14.5,1974,opel manta,11.05373639 146 | 3,4,76,52,1649,16.5,1974,toyota corona,13.17945493 147 | 3,4,83,61,2003,19,1974,datsun 710,13.60459864 148 | 1,4,90,75,2125,14.5,1974,dodge colt,11.90402381 149 | 2,4,90,75,2108,15.5,1974,fiat 128,10.20344898 150 | 2,4,116,75,2246,14,1974,fiat 124 tc,11.05373639 151 | 3,4,120,97,2489,15,1974,honda civic,10.20344898 152 | 3,4,108,93,2391,15.5,1974,subaru,11.05373639 153 | 2,4,79,67,2000,16,1974,fiat x1.9,13.17945493 154 | 1,6,225,95,3264,16,1975,plymouth valiant custom,8.077730441 155 | 1,6,250,105,3459,16,1975,chevrolet nova,7.652586734 156 | 1,6,250,72,3432,21,1975,mercury monarch,6.377155611 157 | 1,6,250,72,3158,19.5,1975,ford maverick,6.377155611 158 | 1,8,400,170,4668,11.5,1975,pontiac catalina,6.802299319 159 | 1,8,350,145,4440,14,1975,chevrolet bel air,6.377155611 160 | 1,8,318,150,4498,14.5,1975,plymouth grand fury,6.802299319 161 | 1,8,351,148,4657,13.5,1975,ford ltd,5.952011904 162 | 1,6,231,110,3907,21,1975,buick century,7.227443026 163 | 1,6,250,105,3897,18.5,1975,chevroelt chevelle malibu,6.802299319 164 | 1,6,258,110,3730,19,1975,amc matador,6.377155611 165 | 1,6,225,95,3785,19,1975,plymouth fury,7.652586734 166 | 1,6,231,110,3039,15,1975,buick skyhawk,8.928017856 167 | 1,8,262,110,3221,13.5,1975,chevrolet monza 2+2,8.502874149 168 | 1,8,302,129,3169,12,1975,ford mustang ii,5.526868197 169 | 3,4,97,75,2171,16,1975,toyota corolla,12.32916752 170 | 1,4,140,83,2639,17,1975,ford pinto,9.778305271 171 | 1,6,232,100,2914,16,1975,amc gremlin,8.502874149 172 | 1,4,140,78,2592,18.5,1975,pontiac astro,9.778305271 173 | 3,4,134,96,2702,13.5,1975,toyota corona,10.20344898 174 | 2,4,90,71,2223,16.5,1975,volkswagen dasher,10.62859269 175 | 3,4,119,97,2545,17,1975,datsun 710,10.20344898 176 | 1,6,171,97,2984,14.5,1975,ford pinto,7.652586734 177 | 2,4,90,70,1937,14,1975,volkswagen rabbit,12.32916752 178 | 1,6,232,90,3211,17,1975,amc pacer,8.077730441 179 | 2,4,115,95,2694,15,1975,audi 100ls,9.778305271 180 | 2,4,120,88,2957,17,1975,peugeot 504,9.778305271 181 | 2,4,121,98,2945,14.5,1975,volvo 244dl,9.353161563 182 | 2,4,121,115,2671,13.5,1975,saab 99le,10.62859269 183 | 3,4,91,53,1795,17.5,1975,honda civic cvcc,14.02974235 184 | 2,4,107,86,2464,15.5,1976,fiat 131,11.90402381 185 | 2,4,116,81,2220,16.9,1976,opel 1900,10.62859269 186 | 1,4,140,92,2572,14.9,1976,capri ii,10.62859269 187 | 1,4,98,79,2255,17.7,1976,dodge colt,11.05373639 188 | 2,4,101,83,2202,15.3,1976,renault 12tl,11.4788801 189 | 1,8,305,140,4215,13,1976,chevrolet chevelle malibu classic,7.44001488 190 | 1,8,318,150,4190,13,1976,dodge coronet brougham,6.802299319 191 | 1,8,304,120,3962,13.9,1976,amc matador,6.589727465 192 | 1,8,351,152,4215,12.8,1976,ford gran torino,6.164583758 193 | 1,6,225,100,3233,15.4,1976,plymouth valiant,9.353161563 194 | 1,6,250,105,3353,14.5,1976,chevrolet nova,9.353161563 195 | 1,6,200,81,3012,17.6,1976,ford maverick,10.20344898 196 | 1,6,232,90,3085,17.6,1976,amc hornet,9.565733417 197 | 1,4,85,52,2035,22.2,1976,chevrolet chevette,12.32916752 198 | 1,4,98,60,2164,22.1,1976,chevrolet woody,10.41602083 199 | 2,4,90,70,1937,14.2,1976,vw rabbit,12.32916752 200 | 3,4,91,53,1795,17.4,1976,honda civic,14.02974235 201 | 1,6,225,100,3651,17.7,1976,dodge aspen se,8.502874149 202 | 1,6,250,78,3574,21,1976,ford granada ghia,7.652586734 203 | 1,6,250,110,3645,16.2,1976,pontiac ventura sj,7.865158587 204 | 1,6,258,95,3193,17.8,1976,amc pacer d/l,7.44001488 205 | 2,4,97,71,1825,12.2,1976,volkswagen rabbit,12.54173937 206 | 3,4,85,70,1990,17,1976,datsun b-210,13.60459864 207 | 3,4,97,75,2155,16.4,1976,toyota corolla,11.90402381 208 | 1,4,140,72,2565,13.6,1976,ford pinto,11.26630825 209 | 2,4,130,102,3150,15.7,1976,volvo 245,8.502874149 210 | 1,8,318,150,3940,13.2,1976,plymouth volare premier v8,5.526868197 211 | 2,4,120,88,3270,21.9,1976,peugeot 504,8.077730441 212 | 3,6,156,108,2930,15.5,1976,toyota mark ii,8.077730441 213 | 2,6,168,120,3820,16.7,1976,mercedes-benz 280s,7.014871173 214 | 1,8,350,180,4380,12.1,1976,cadillac seville,7.014871173 215 | 1,8,350,145,4055,12,1976,chevy c10,5.526868197 216 | 1,8,302,130,3870,15,1976,ford f108,5.526868197 217 | 1,8,318,150,3755,14,1976,dodge d100,5.526868197 218 | 3,4,98,68,2045,18.5,1977,honda accord cvcc,13.39202678 219 | 1,4,111,80,2155,14.8,1977,buick opel isuzu deluxe,12.75431122 220 | 2,4,79,58,1825,18.6,1977,renault 5 gtl,15.30517347 221 | 1,4,122,96,2300,15.5,1977,plymouth arrow gs,10.84116454 222 | 3,4,85,70,1945,16.8,1977,datsun f-10 hatchback,14.2423142 223 | 1,8,305,145,3880,12.5,1977,chevrolet caprice classic,7.44001488 224 | 1,8,260,110,4060,19,1977,oldsmobile cutlass supreme,7.227443026 225 | 1,8,318,145,4140,13.7,1977,dodge monaco brougham,6.589727465 226 | 1,8,302,130,4295,14.9,1977,mercury cougar brougham,6.377155611 227 | 1,6,250,110,3520,16.4,1977,chevrolet concours,7.44001488 228 | 1,6,231,105,3425,16.9,1977,buick skylark,8.715446002 229 | 1,6,225,100,3630,17.7,1977,plymouth volare custom,8.077730441 230 | 1,6,250,98,3525,19,1977,ford granada,7.865158587 231 | 1,8,400,180,4220,11.1,1977,pontiac grand prix lj,6.802299319 232 | 1,8,350,170,4165,11.4,1977,chevrolet monte carlo landau,6.589727465 233 | 1,8,400,190,4325,12.2,1977,chrysler cordoba,6.589727465 234 | 1,8,351,149,4335,14.5,1977,ford thunderbird,6.802299319 235 | 2,4,97,78,1940,14.5,1977,volkswagen rabbit custom,12.32916752 236 | 1,4,151,88,2740,16,1977,pontiac sunbird coupe,10.41602083 237 | 3,4,97,75,2265,18.2,1977,toyota corolla liftback,11.05373639 238 | 1,4,140,89,2755,15.8,1977,ford mustang ii 2+2,10.84116454 239 | 1,4,98,63,2051,17,1977,chevrolet chevette,12.96688308 240 | 1,4,98,83,2075,15.9,1977,dodge colt m/m,14.2423142 241 | 3,4,97,67,1985,16.4,1977,subaru dl,12.75431122 242 | 2,4,97,78,2190,14.1,1977,volkswagen dasher,12.96688308 243 | 3,6,146,97,2815,14.5,1977,datsun 810,9.353161563 244 | 2,4,121,110,2600,12.8,1977,bmw 320i,9.14058971 245 | 3,3,80,110,2720,13.5,1977,mazda rx-4,9.14058971 246 | 2,4,90,48,1985,21.5,1978,volkswagen rabbit custom diesel,18.32369379 247 | 1,4,98,66,1800,14.4,1978,ford fiesta,15.34768784 248 | 3,4,78,52,1985,19.4,1978,mazda glc deluxe,13.9447136 249 | 3,4,85,70,2070,18.6,1978,datsun b210 gx,16.75066207 250 | 3,4,91,60,1800,16.4,1978,honda civic cvcc,15.34768784 251 | 1,8,260,110,3365,15.5,1978,oldsmobile cutlass salon brougham,8.460359778 252 | 1,8,318,140,3735,13.2,1978,dodge diplomat,8.247787924 253 | 1,8,302,139,3570,12.8,1978,mercury monarch ghia,8.58790289 254 | 1,6,231,105,3535,19.2,1978,pontiac phoenix lj,8.162759183 255 | 1,6,200,95,3155,18.2,1978,chevrolet malibu,8.715446002 256 | 1,6,200,85,2965,15.8,1978,ford fairmont (auto),8.58790289 257 | 1,4,140,88,2720,15.4,1978,ford fairmont (man),10.67110706 258 | 1,6,225,100,3430,17.2,1978,plymouth volare,8.715446002 259 | 1,6,232,90,3210,17.2,1978,amc concord,8.247787924 260 | 1,6,231,105,3380,15.8,1978,buick century special,8.757960373 261 | 1,6,200,85,3070,16.7,1978,mercury zephyr,8.842989115 262 | 1,6,225,110,3620,18.7,1978,dodge aspen,7.907672958 263 | 1,6,258,120,3410,15.1,1978,amc concord d/l,7.695101104 264 | 1,8,305,145,3425,13.2,1978,chevrolet monte carlo landau,8.162759183 265 | 1,6,231,165,3445,13.4,1978,buick regal sport coupe (turbo),7.525043622 266 | 1,8,302,139,3205,11.2,1978,ford futura,7.695101104 267 | 1,8,318,140,4080,13.7,1978,dodge magnum xe,7.44001488 268 | 1,4,98,68,2155,16.5,1978,chevrolet chevette,12.75431122 269 | 3,4,134,95,2560,14.2,1978,toyota corona,11.69145195 270 | 3,4,119,97,2300,14.7,1978,datsun 510,11.56390884 271 | 1,4,105,75,2230,14.5,1978,dodge omni,13.13694056 272 | 3,4,134,95,2515,14.8,1978,toyota celica gt liftback,8.970532227 273 | 1,4,156,105,2745,16.7,1978,plymouth sapporo,9.863334012 274 | 1,4,151,85,2855,17.6,1978,oldsmobile starfire sx,10.11842024 275 | 3,4,119,97,2405,14.9,1978,datsun 200-sx,10.16093461 276 | 2,5,131,103,2830,15.9,1978,audi 5000,8.630417261 277 | 2,6,163,125,3140,13.6,1978,volvo 264gl,7.227443026 278 | 2,4,121,115,2795,15.7,1978,saab 99gle,9.18310408 279 | 2,6,163,133,3410,15.8,1978,peugeot 604sl,6.88732806 280 | 2,4,89,71,1990,14.9,1978,volkswagen scirocco,13.39202678 281 | 3,4,98,68,2135,16.6,1978,honda accord lx,12.54173937 282 | 1,6,231,115,3245,15.4,1979,pontiac lemans v6,9.14058971 283 | 1,6,200,85,2990,18.2,1979,mercury zephyr 6,8.417845407 284 | 1,4,140,88,2890,17.3,1979,ford fairmont 4,9.480704676 285 | 1,6,232,90,3265,18.2,1979,amc concord dl 6,8.58790289 286 | 1,6,225,110,3360,16.6,1979,dodge aspen 6,8.757960373 287 | 1,8,305,130,3840,15.4,1979,chevrolet caprice classic,7.227443026 288 | 1,8,302,129,3725,13.4,1979,ford ltd landau,7.482529251 289 | 1,8,351,138,3955,13.2,1979,mercury grand marquis,7.014871173 290 | 1,8,318,135,3830,15.2,1979,dodge st. regis,7.737615475 291 | 1,8,350,155,4360,14.9,1979,buick estate wagon (sw),7.184928656 292 | 1,8,351,142,4054,14.3,1979,ford country squire (sw),6.589727465 293 | 1,8,267,125,3605,15,1979,chevrolet malibu classic (sw),8.162759183 294 | 1,8,360,150,3940,13,1979,chrysler lebaron town @ country (sw),7.865158587 295 | 2,4,89,71,1925,14,1979,vw rabbit custom,13.56208427 296 | 3,4,86,65,1975,15.2,1979,maxda glc deluxe,14.49740042 297 | 1,4,98,80,1915,14.4,1979,dodge colt hatchback custom,15.17763036 298 | 1,4,121,80,2670,15,1979,amc spirit dl,11.64893758 299 | 2,5,183,77,3530,20.1,1979,mercedes benz 300d,10.79865017 300 | 1,8,350,125,3900,17.4,1979,cadillac eldorado,9.778305271 301 | 2,4,141,71,3190,24.8,1979,peugeot 504,11.56390884 302 | 1,8,260,90,3420,22.2,1979,oldsmobile cutlass salon brougham,10.16093461 303 | 1,4,105,70,2200,13.2,1979,plymouth horizon,14.53991479 304 | 1,4,105,70,2150,14.9,1979,plymouth horizon tc3,14.66745791 305 | 3,4,85,65,2020,19.2,1979,datsun 210,13.5195699 306 | 2,4,91,69,2130,14.7,1979,fiat strada custom,15.85786029 307 | 1,4,151,90,2670,16,1979,buick skylark limited,12.07408129 308 | 1,6,173,115,2595,11.3,1979,chevrolet citation,12.24413877 309 | 1,6,173,115,2700,12.9,1979,oldsmobile omega brougham,11.39385136 310 | 1,4,151,90,2556,13.2,1979,pontiac phoenix,14.2423142 311 | 2,4,98,76,2144,14.7,1980,vw rabbit,17.64346386 312 | 3,4,89,60,1968,18.8,1980,toyota corolla tercel,16.19797525 313 | 1,4,98,70,2120,15.5,1980,chevrolet chevette,13.64711301 314 | 3,4,86,65,2019,16.4,1980,datsun 310,15.81534592 315 | 1,4,151,90,2678,16.5,1980,chevrolet citation,11.90402381 316 | 1,4,140,88,2870,18.1,1980,ford fairmont,11.22379388 317 | 1,4,151,90,3003,20.1,1980,amc concord,10.33099209 318 | 1,6,225,90,3381,18.7,1980,dodge aspen,8.120244812 319 | 2,4,97,78,2188,15.8,1980,audi 4000,14.58242916 320 | 3,4,134,90,2711,15.5,1980,toyota corona liftback,12.66928248 321 | 3,4,120,75,2542,17.5,1980,mazda 626,13.30699804 322 | 3,4,119,92,2434,15,1980,datsun 510 hatchback,15.73031717 323 | 3,4,108,75,2265,15.2,1980,toyota corolla,13.68962738 324 | 3,4,86,65,2110,17.9,1980,mazda glc,19.81169677 325 | 1,4,156,105,2800,14.4,1980,dodge colt,11.86150944 326 | 3,4,85,65,2110,19.2,1980,datsun 210,17.34586326 327 | 2,4,90,48,2085,21.7,1980,vw rabbit c (diesel),18.83386624 328 | 2,4,90,48,2335,23.7,1980,vw dasher (diesel),18.4512369 329 | 2,5,121,67,2950,19.9,1980,audi 5000s (diesel),15.47523095 330 | 2,4,146,67,3250,21.8,1980,mercedes-benz 240d,12.75431122 331 | 3,4,91,67,1850,13.8,1980,honda civic 1500 gl,18.96140935 332 | 2,4,85,?,1835,17.3,1980,renault lecar deluxe,17.38837763 333 | 3,4,97,67,2145,18,1980,subaru dl,14.36985731 334 | 2,4,89,62,1845,15.3,1980,vokswagen rabbit,12.66928248 335 | 3,6,168,132,2910,11.4,1980,datsun 280-zx,13.90219923 336 | 3,3,70,100,2420,12.5,1980,mazda rx-7 gs,10.07590587 337 | 2,4,122,88,2500,15.1,1980,triumph tr7 coupe,14.88002976 338 | 1,4,140,?,2905,14.3,1980,ford mustang cobra,10.0333915 339 | 3,4,107,72,2290,17,1980,honda accord,13.77465612 340 | 1,4,135,84,2490,15.7,1981,plymouth reliant,11.56390884 341 | 1,4,151,84,2635,16.4,1981,buick skylark,11.30882262 342 | 1,4,156,92,2620,14.4,1981,dodge aries wagon (sw),10.96870765 343 | 1,6,173,110,2725,12.6,1981,chevrolet citation,9.990877125 344 | 1,4,135,84,2385,12.9,1981,plymouth reliant,12.75431122 345 | 3,4,79,58,1755,16.9,1981,toyota starlet,16.62311896 346 | 1,4,86,64,1875,16.4,1981,plymouth champ,16.58060459 347 | 3,4,81,60,1760,16.1,1981,honda civic 1300,14.92254413 348 | 3,4,97,67,2065,17.8,1981,subaru,13.73214175 349 | 3,4,85,65,1975,19.4,1981,datsun 210 mpg,15.73031717 350 | 3,4,89,62,2050,17.3,1981,toyota tercel,16.02791777 351 | 3,4,91,68,1985,16,1981,mazda glc 4,14.49740042 352 | 1,4,105,63,2215,14.9,1981,plymouth horizon 4,14.75248665 353 | 1,4,98,65,2045,16.2,1981,ford escort 4w,14.62494354 354 | 1,4,98,65,2380,20.7,1981,ford escort 2h,12.71179685 355 | 2,4,105,74,2190,14.2,1981,volkswagen jetta,14.02974235 356 | 2,4,100,?,2320,15.8,1981,renault 18i,14.66745791 357 | 3,4,107,75,2210,14.4,1981,honda prelude,14.32734294 358 | 3,4,108,75,2350,16.8,1981,toyota corolla,13.77465612 359 | 3,4,119,100,2615,14.8,1981,datsun 200sx,13.98722797 360 | 3,4,120,74,2635,18.3,1981,mazda 626,13.43454115 361 | 2,4,141,80,3230,20.4,1981,peugeot 505s turbo diesel,11.94653818 362 | 2,6,145,76,3160,19.6,1981,volvo diesel,13.05191182 363 | 3,6,168,116,2900,12.6,1981,toyota cressida,10.79865017 364 | 3,6,146,120,2930,13.8,1981,datsun 810 maxima,10.28847772 365 | 1,6,231,110,3415,15.8,1981,buick century,9.523219046 366 | 1,8,350,105,3725,19,1981,oldsmobile cutlass ls,11.30882262 367 | 1,6,200,88,3060,17.1,1981,ford granada gl,8.58790289 368 | 1,6,225,85,3465,16.6,1981,chrysler lebaron salon,7.482529251 369 | 1,4,112,88,2605,19.6,1982,chevrolet cavalier,11.90402381 370 | 1,4,112,88,2640,18.6,1982,chevrolet cavalier wagon,11.4788801 371 | 1,4,112,88,2395,18,1982,chevrolet cavalier 2-door,14.45488605 372 | 1,4,112,85,2575,16.2,1982,pontiac j2000 se hatchback,13.17945493 373 | 1,4,135,84,2525,16,1982,dodge aries se,12.32916752 374 | 1,4,151,90,2735,18,1982,pontiac phoenix,11.4788801 375 | 1,4,140,92,2865,16.4,1982,ford fairmont futura,10.20344898 376 | 1,4,151,?,3035,20.5,1982,amc concord dl,9.778305271 377 | 2,4,105,74,1980,15.3,1982,volkswagen rabbit l,15.30517347 378 | 3,4,91,68,2025,18.2,1982,mazda glc custom l,15.73031717 379 | 3,4,91,68,1970,17.6,1982,mazda glc custom,13.17945493 380 | 1,4,105,63,2125,14.7,1982,plymouth horizon miser,16.15546088 381 | 1,4,98,70,2125,17.3,1982,mercury lynx l,15.30517347 382 | 3,4,120,88,2160,14.5,1982,nissan stanza xe,15.30517347 383 | 3,4,107,75,2205,14.5,1982,honda accord,15.30517347 384 | 3,4,108,70,2245,16.9,1982,toyota corolla,14.45488605 385 | 3,4,91,67,1965,15,1982,honda civic,16.15546088 386 | 3,4,91,67,1965,15.7,1982,honda civic (auto),13.60459864 387 | 3,4,91,67,1995,16.2,1982,datsun 310 gx,16.15546088 388 | 1,6,181,110,2945,16.4,1982,buick century limited,10.62859269 389 | 1,6,262,85,3015,17,1982,oldsmobile cutlass ciera (diesel),16.15546088 390 | 1,4,156,92,2585,14.5,1982,chrysler lebaron medallion,11.05373639 391 | 1,6,232,112,2835,14.7,1982,ford granada l,9.353161563 392 | 3,4,144,96,2665,13.9,1982,toyota celica gt,13.60459864 393 | 1,4,135,84,2370,13,1982,dodge charger 2.2,15.30517347 394 | 1,4,151,90,2950,17.3,1982,chevrolet camaro,11.4788801 395 | 1,4,140,86,2790,15.6,1982,ford mustang gl,11.4788801 396 | 2,4,97,52,2130,24.6,1982,vw pickup,18.70632313 397 | 1,4,135,84,2295,11.6,1982,dodge rampage,13.60459864 398 | 1,4,120,79,2625,18.6,1982,ford ranger,11.90402381 399 | 1,4,119,82,2720,19.4,1982,chevy s-10,13.17945493 400 | -------------------------------------------------------------------------------- /pima-indians-diabetes.csv: -------------------------------------------------------------------------------- 1 | Preg,Plas,Pres,skin,test,mass,pedi,age,class 2 | 6,148,72,35,0,33.6,0.627,50,1 3 | 1,85,66,29,0,26.6,0.351,31,0 4 | 8,183,64,0,0,23.3,0.672,32,1 5 | 1,89,66,23,94,28.1,0.167,21,0 6 | 0,137,40,35,168,43.1,2.288,33,1 7 | 5,116,74,0,0,25.6,0.201,30,0 8 | 3,78,50,32,88,31,0.248,26,1 9 | 10,115,0,0,0,35.3,0.134,29,0 10 | 2,197,70,45,543,30.5,0.158,53,1 11 | 8,125,96,0,0,0,0.232,54,1 12 | 4,110,92,0,0,37.6,0.191,30,0 13 | 10,168,74,0,0,38,0.537,34,1 14 | 10,139,80,0,0,27.1,1.441,57,0 15 | 1,189,60,23,846,30.1,0.398,59,1 16 | 5,166,72,19,175,25.8,0.587,51,1 17 | 7,100,0,0,0,30,0.484,32,1 18 | 0,118,84,47,230,45.8,0.551,31,1 19 | 7,107,74,0,0,29.6,0.254,31,1 20 | 1,103,30,38,83,43.3,0.183,33,0 21 | 1,115,70,30,96,34.6,0.529,32,1 22 | 3,126,88,41,235,39.3,0.704,27,0 23 | 8,99,84,0,0,35.4,0.388,50,0 24 | 7,196,90,0,0,39.8,0.451,41,1 25 | 9,119,80,35,0,29,0.263,29,1 26 | 11,143,94,33,146,36.6,0.254,51,1 27 | 10,125,70,26,115,31.1,0.205,41,1 28 | 7,147,76,0,0,39.4,0.257,43,1 29 | 1,97,66,15,140,23.2,0.487,22,0 30 | 13,145,82,19,110,22.2,0.245,57,0 31 | 5,117,92,0,0,34.1,0.337,38,0 32 | 5,109,75,26,0,36,0.546,60,0 33 | 3,158,76,36,245,31.6,0.851,28,1 34 | 3,88,58,11,54,24.8,0.267,22,0 35 | 6,92,92,0,0,19.9,0.188,28,0 36 | 10,122,78,31,0,27.6,0.512,45,0 37 | 4,103,60,33,192,24,0.966,33,0 38 | 11,138,76,0,0,33.2,0.42,35,0 39 | 9,102,76,37,0,32.9,0.665,46,1 40 | 2,90,68,42,0,38.2,0.503,27,1 41 | 4,111,72,47,207,37.1,1.39,56,1 42 | 3,180,64,25,70,34,0.271,26,0 43 | 7,133,84,0,0,40.2,0.696,37,0 44 | 7,106,92,18,0,22.7,0.235,48,0 45 | 9,171,110,24,240,45.4,0.721,54,1 46 | 7,159,64,0,0,27.4,0.294,40,0 47 | 0,180,66,39,0,42,1.893,25,1 48 | 1,146,56,0,0,29.7,0.564,29,0 49 | 2,71,70,27,0,28,0.586,22,0 50 | 7,103,66,32,0,39.1,0.344,31,1 51 | 7,105,0,0,0,0,0.305,24,0 52 | 1,103,80,11,82,19.4,0.491,22,0 53 | 1,101,50,15,36,24.2,0.526,26,0 54 | 5,88,66,21,23,24.4,0.342,30,0 55 | 8,176,90,34,300,33.7,0.467,58,1 56 | 7,150,66,42,342,34.7,0.718,42,0 57 | 1,73,50,10,0,23,0.248,21,0 58 | 7,187,68,39,304,37.7,0.254,41,1 59 | 0,100,88,60,110,46.8,0.962,31,0 60 | 0,146,82,0,0,40.5,1.781,44,0 61 | 0,105,64,41,142,41.5,0.173,22,0 62 | 2,84,0,0,0,0,0.304,21,0 63 | 8,133,72,0,0,32.9,0.27,39,1 64 | 5,44,62,0,0,25,0.587,36,0 65 | 2,141,58,34,128,25.4,0.699,24,0 66 | 7,114,66,0,0,32.8,0.258,42,1 67 | 5,99,74,27,0,29,0.203,32,0 68 | 0,109,88,30,0,32.5,0.855,38,1 69 | 2,109,92,0,0,42.7,0.845,54,0 70 | 1,95,66,13,38,19.6,0.334,25,0 71 | 4,146,85,27,100,28.9,0.189,27,0 72 | 2,100,66,20,90,32.9,0.867,28,1 73 | 5,139,64,35,140,28.6,0.411,26,0 74 | 13,126,90,0,0,43.4,0.583,42,1 75 | 4,129,86,20,270,35.1,0.231,23,0 76 | 1,79,75,30,0,32,0.396,22,0 77 | 1,0,48,20,0,24.7,0.14,22,0 78 | 7,62,78,0,0,32.6,0.391,41,0 79 | 5,95,72,33,0,37.7,0.37,27,0 80 | 0,131,0,0,0,43.2,0.27,26,1 81 | 2,112,66,22,0,25,0.307,24,0 82 | 3,113,44,13,0,22.4,0.14,22,0 83 | 2,74,0,0,0,0,0.102,22,0 84 | 7,83,78,26,71,29.3,0.767,36,0 85 | 0,101,65,28,0,24.6,0.237,22,0 86 | 5,137,108,0,0,48.8,0.227,37,1 87 | 2,110,74,29,125,32.4,0.698,27,0 88 | 13,106,72,54,0,36.6,0.178,45,0 89 | 2,100,68,25,71,38.5,0.324,26,0 90 | 15,136,70,32,110,37.1,0.153,43,1 91 | 1,107,68,19,0,26.5,0.165,24,0 92 | 1,80,55,0,0,19.1,0.258,21,0 93 | 4,123,80,15,176,32,0.443,34,0 94 | 7,81,78,40,48,46.7,0.261,42,0 95 | 4,134,72,0,0,23.8,0.277,60,1 96 | 2,142,82,18,64,24.7,0.761,21,0 97 | 6,144,72,27,228,33.9,0.255,40,0 98 | 2,92,62,28,0,31.6,0.13,24,0 99 | 1,71,48,18,76,20.4,0.323,22,0 100 | 6,93,50,30,64,28.7,0.356,23,0 101 | 1,122,90,51,220,49.7,0.325,31,1 102 | 1,163,72,0,0,39,1.222,33,1 103 | 1,151,60,0,0,26.1,0.179,22,0 104 | 0,125,96,0,0,22.5,0.262,21,0 105 | 1,81,72,18,40,26.6,0.283,24,0 106 | 2,85,65,0,0,39.6,0.93,27,0 107 | 1,126,56,29,152,28.7,0.801,21,0 108 | 1,96,122,0,0,22.4,0.207,27,0 109 | 4,144,58,28,140,29.5,0.287,37,0 110 | 3,83,58,31,18,34.3,0.336,25,0 111 | 0,95,85,25,36,37.4,0.247,24,1 112 | 3,171,72,33,135,33.3,0.199,24,1 113 | 8,155,62,26,495,34,0.543,46,1 114 | 1,89,76,34,37,31.2,0.192,23,0 115 | 4,76,62,0,0,34,0.391,25,0 116 | 7,160,54,32,175,30.5,0.588,39,1 117 | 4,146,92,0,0,31.2,0.539,61,1 118 | 5,124,74,0,0,34,0.22,38,1 119 | 5,78,48,0,0,33.7,0.654,25,0 120 | 4,97,60,23,0,28.2,0.443,22,0 121 | 4,99,76,15,51,23.2,0.223,21,0 122 | 0,162,76,56,100,53.2,0.759,25,1 123 | 6,111,64,39,0,34.2,0.26,24,0 124 | 2,107,74,30,100,33.6,0.404,23,0 125 | 5,132,80,0,0,26.8,0.186,69,0 126 | 0,113,76,0,0,33.3,0.278,23,1 127 | 1,88,30,42,99,55,0.496,26,1 128 | 3,120,70,30,135,42.9,0.452,30,0 129 | 1,118,58,36,94,33.3,0.261,23,0 130 | 1,117,88,24,145,34.5,0.403,40,1 131 | 0,105,84,0,0,27.9,0.741,62,1 132 | 4,173,70,14,168,29.7,0.361,33,1 133 | 9,122,56,0,0,33.3,1.114,33,1 134 | 3,170,64,37,225,34.5,0.356,30,1 135 | 8,84,74,31,0,38.3,0.457,39,0 136 | 2,96,68,13,49,21.1,0.647,26,0 137 | 2,125,60,20,140,33.8,0.088,31,0 138 | 0,100,70,26,50,30.8,0.597,21,0 139 | 0,93,60,25,92,28.7,0.532,22,0 140 | 0,129,80,0,0,31.2,0.703,29,0 141 | 5,105,72,29,325,36.9,0.159,28,0 142 | 3,128,78,0,0,21.1,0.268,55,0 143 | 5,106,82,30,0,39.5,0.286,38,0 144 | 2,108,52,26,63,32.5,0.318,22,0 145 | 10,108,66,0,0,32.4,0.272,42,1 146 | 4,154,62,31,284,32.8,0.237,23,0 147 | 0,102,75,23,0,0,0.572,21,0 148 | 9,57,80,37,0,32.8,0.096,41,0 149 | 2,106,64,35,119,30.5,1.4,34,0 150 | 5,147,78,0,0,33.7,0.218,65,0 151 | 2,90,70,17,0,27.3,0.085,22,0 152 | 1,136,74,50,204,37.4,0.399,24,0 153 | 4,114,65,0,0,21.9,0.432,37,0 154 | 9,156,86,28,155,34.3,1.189,42,1 155 | 1,153,82,42,485,40.6,0.687,23,0 156 | 8,188,78,0,0,47.9,0.137,43,1 157 | 7,152,88,44,0,50,0.337,36,1 158 | 2,99,52,15,94,24.6,0.637,21,0 159 | 1,109,56,21,135,25.2,0.833,23,0 160 | 2,88,74,19,53,29,0.229,22,0 161 | 17,163,72,41,114,40.9,0.817,47,1 162 | 4,151,90,38,0,29.7,0.294,36,0 163 | 7,102,74,40,105,37.2,0.204,45,0 164 | 0,114,80,34,285,44.2,0.167,27,0 165 | 2,100,64,23,0,29.7,0.368,21,0 166 | 0,131,88,0,0,31.6,0.743,32,1 167 | 6,104,74,18,156,29.9,0.722,41,1 168 | 3,148,66,25,0,32.5,0.256,22,0 169 | 4,120,68,0,0,29.6,0.709,34,0 170 | 4,110,66,0,0,31.9,0.471,29,0 171 | 3,111,90,12,78,28.4,0.495,29,0 172 | 6,102,82,0,0,30.8,0.18,36,1 173 | 6,134,70,23,130,35.4,0.542,29,1 174 | 2,87,0,23,0,28.9,0.773,25,0 175 | 1,79,60,42,48,43.5,0.678,23,0 176 | 2,75,64,24,55,29.7,0.37,33,0 177 | 8,179,72,42,130,32.7,0.719,36,1 178 | 6,85,78,0,0,31.2,0.382,42,0 179 | 0,129,110,46,130,67.1,0.319,26,1 180 | 5,143,78,0,0,45,0.19,47,0 181 | 5,130,82,0,0,39.1,0.956,37,1 182 | 6,87,80,0,0,23.2,0.084,32,0 183 | 0,119,64,18,92,34.9,0.725,23,0 184 | 1,0,74,20,23,27.7,0.299,21,0 185 | 5,73,60,0,0,26.8,0.268,27,0 186 | 4,141,74,0,0,27.6,0.244,40,0 187 | 7,194,68,28,0,35.9,0.745,41,1 188 | 8,181,68,36,495,30.1,0.615,60,1 189 | 1,128,98,41,58,32,1.321,33,1 190 | 8,109,76,39,114,27.9,0.64,31,1 191 | 5,139,80,35,160,31.6,0.361,25,1 192 | 3,111,62,0,0,22.6,0.142,21,0 193 | 9,123,70,44,94,33.1,0.374,40,0 194 | 7,159,66,0,0,30.4,0.383,36,1 195 | 11,135,0,0,0,52.3,0.578,40,1 196 | 8,85,55,20,0,24.4,0.136,42,0 197 | 5,158,84,41,210,39.4,0.395,29,1 198 | 1,105,58,0,0,24.3,0.187,21,0 199 | 3,107,62,13,48,22.9,0.678,23,1 200 | 4,109,64,44,99,34.8,0.905,26,1 201 | 4,148,60,27,318,30.9,0.15,29,1 202 | 0,113,80,16,0,31,0.874,21,0 203 | 1,138,82,0,0,40.1,0.236,28,0 204 | 0,108,68,20,0,27.3,0.787,32,0 205 | 2,99,70,16,44,20.4,0.235,27,0 206 | 6,103,72,32,190,37.7,0.324,55,0 207 | 5,111,72,28,0,23.9,0.407,27,0 208 | 8,196,76,29,280,37.5,0.605,57,1 209 | 5,162,104,0,0,37.7,0.151,52,1 210 | 1,96,64,27,87,33.2,0.289,21,0 211 | 7,184,84,33,0,35.5,0.355,41,1 212 | 2,81,60,22,0,27.7,0.29,25,0 213 | 0,147,85,54,0,42.8,0.375,24,0 214 | 7,179,95,31,0,34.2,0.164,60,0 215 | 0,140,65,26,130,42.6,0.431,24,1 216 | 9,112,82,32,175,34.2,0.26,36,1 217 | 12,151,70,40,271,41.8,0.742,38,1 218 | 5,109,62,41,129,35.8,0.514,25,1 219 | 6,125,68,30,120,30,0.464,32,0 220 | 5,85,74,22,0,29,1.224,32,1 221 | 5,112,66,0,0,37.8,0.261,41,1 222 | 0,177,60,29,478,34.6,1.072,21,1 223 | 2,158,90,0,0,31.6,0.805,66,1 224 | 7,119,0,0,0,25.2,0.209,37,0 225 | 7,142,60,33,190,28.8,0.687,61,0 226 | 1,100,66,15,56,23.6,0.666,26,0 227 | 1,87,78,27,32,34.6,0.101,22,0 228 | 0,101,76,0,0,35.7,0.198,26,0 229 | 3,162,52,38,0,37.2,0.652,24,1 230 | 4,197,70,39,744,36.7,2.329,31,0 231 | 0,117,80,31,53,45.2,0.089,24,0 232 | 4,142,86,0,0,44,0.645,22,1 233 | 6,134,80,37,370,46.2,0.238,46,1 234 | 1,79,80,25,37,25.4,0.583,22,0 235 | 4,122,68,0,0,35,0.394,29,0 236 | 3,74,68,28,45,29.7,0.293,23,0 237 | 4,171,72,0,0,43.6,0.479,26,1 238 | 7,181,84,21,192,35.9,0.586,51,1 239 | 0,179,90,27,0,44.1,0.686,23,1 240 | 9,164,84,21,0,30.8,0.831,32,1 241 | 0,104,76,0,0,18.4,0.582,27,0 242 | 1,91,64,24,0,29.2,0.192,21,0 243 | 4,91,70,32,88,33.1,0.446,22,0 244 | 3,139,54,0,0,25.6,0.402,22,1 245 | 6,119,50,22,176,27.1,1.318,33,1 246 | 2,146,76,35,194,38.2,0.329,29,0 247 | 9,184,85,15,0,30,1.213,49,1 248 | 10,122,68,0,0,31.2,0.258,41,0 249 | 0,165,90,33,680,52.3,0.427,23,0 250 | 9,124,70,33,402,35.4,0.282,34,0 251 | 1,111,86,19,0,30.1,0.143,23,0 252 | 9,106,52,0,0,31.2,0.38,42,0 253 | 2,129,84,0,0,28,0.284,27,0 254 | 2,90,80,14,55,24.4,0.249,24,0 255 | 0,86,68,32,0,35.8,0.238,25,0 256 | 12,92,62,7,258,27.6,0.926,44,1 257 | 1,113,64,35,0,33.6,0.543,21,1 258 | 3,111,56,39,0,30.1,0.557,30,0 259 | 2,114,68,22,0,28.7,0.092,25,0 260 | 1,193,50,16,375,25.9,0.655,24,0 261 | 11,155,76,28,150,33.3,1.353,51,1 262 | 3,191,68,15,130,30.9,0.299,34,0 263 | 3,141,0,0,0,30,0.761,27,1 264 | 4,95,70,32,0,32.1,0.612,24,0 265 | 3,142,80,15,0,32.4,0.2,63,0 266 | 4,123,62,0,0,32,0.226,35,1 267 | 5,96,74,18,67,33.6,0.997,43,0 268 | 0,138,0,0,0,36.3,0.933,25,1 269 | 2,128,64,42,0,40,1.101,24,0 270 | 0,102,52,0,0,25.1,0.078,21,0 271 | 2,146,0,0,0,27.5,0.24,28,1 272 | 10,101,86,37,0,45.6,1.136,38,1 273 | 2,108,62,32,56,25.2,0.128,21,0 274 | 3,122,78,0,0,23,0.254,40,0 275 | 1,71,78,50,45,33.2,0.422,21,0 276 | 13,106,70,0,0,34.2,0.251,52,0 277 | 2,100,70,52,57,40.5,0.677,25,0 278 | 7,106,60,24,0,26.5,0.296,29,1 279 | 0,104,64,23,116,27.8,0.454,23,0 280 | 5,114,74,0,0,24.9,0.744,57,0 281 | 2,108,62,10,278,25.3,0.881,22,0 282 | 0,146,70,0,0,37.9,0.334,28,1 283 | 10,129,76,28,122,35.9,0.28,39,0 284 | 7,133,88,15,155,32.4,0.262,37,0 285 | 7,161,86,0,0,30.4,0.165,47,1 286 | 2,108,80,0,0,27,0.259,52,1 287 | 7,136,74,26,135,26,0.647,51,0 288 | 5,155,84,44,545,38.7,0.619,34,0 289 | 1,119,86,39,220,45.6,0.808,29,1 290 | 4,96,56,17,49,20.8,0.34,26,0 291 | 5,108,72,43,75,36.1,0.263,33,0 292 | 0,78,88,29,40,36.9,0.434,21,0 293 | 0,107,62,30,74,36.6,0.757,25,1 294 | 2,128,78,37,182,43.3,1.224,31,1 295 | 1,128,48,45,194,40.5,0.613,24,1 296 | 0,161,50,0,0,21.9,0.254,65,0 297 | 6,151,62,31,120,35.5,0.692,28,0 298 | 2,146,70,38,360,28,0.337,29,1 299 | 0,126,84,29,215,30.7,0.52,24,0 300 | 14,100,78,25,184,36.6,0.412,46,1 301 | 8,112,72,0,0,23.6,0.84,58,0 302 | 0,167,0,0,0,32.3,0.839,30,1 303 | 2,144,58,33,135,31.6,0.422,25,1 304 | 5,77,82,41,42,35.8,0.156,35,0 305 | 5,115,98,0,0,52.9,0.209,28,1 306 | 3,150,76,0,0,21,0.207,37,0 307 | 2,120,76,37,105,39.7,0.215,29,0 308 | 10,161,68,23,132,25.5,0.326,47,1 309 | 0,137,68,14,148,24.8,0.143,21,0 310 | 0,128,68,19,180,30.5,1.391,25,1 311 | 2,124,68,28,205,32.9,0.875,30,1 312 | 6,80,66,30,0,26.2,0.313,41,0 313 | 0,106,70,37,148,39.4,0.605,22,0 314 | 2,155,74,17,96,26.6,0.433,27,1 315 | 3,113,50,10,85,29.5,0.626,25,0 316 | 7,109,80,31,0,35.9,1.127,43,1 317 | 2,112,68,22,94,34.1,0.315,26,0 318 | 3,99,80,11,64,19.3,0.284,30,0 319 | 3,182,74,0,0,30.5,0.345,29,1 320 | 3,115,66,39,140,38.1,0.15,28,0 321 | 6,194,78,0,0,23.5,0.129,59,1 322 | 4,129,60,12,231,27.5,0.527,31,0 323 | 3,112,74,30,0,31.6,0.197,25,1 324 | 0,124,70,20,0,27.4,0.254,36,1 325 | 13,152,90,33,29,26.8,0.731,43,1 326 | 2,112,75,32,0,35.7,0.148,21,0 327 | 1,157,72,21,168,25.6,0.123,24,0 328 | 1,122,64,32,156,35.1,0.692,30,1 329 | 10,179,70,0,0,35.1,0.2,37,0 330 | 2,102,86,36,120,45.5,0.127,23,1 331 | 6,105,70,32,68,30.8,0.122,37,0 332 | 8,118,72,19,0,23.1,1.476,46,0 333 | 2,87,58,16,52,32.7,0.166,25,0 334 | 1,180,0,0,0,43.3,0.282,41,1 335 | 12,106,80,0,0,23.6,0.137,44,0 336 | 1,95,60,18,58,23.9,0.26,22,0 337 | 0,165,76,43,255,47.9,0.259,26,0 338 | 0,117,0,0,0,33.8,0.932,44,0 339 | 5,115,76,0,0,31.2,0.343,44,1 340 | 9,152,78,34,171,34.2,0.893,33,1 341 | 7,178,84,0,0,39.9,0.331,41,1 342 | 1,130,70,13,105,25.9,0.472,22,0 343 | 1,95,74,21,73,25.9,0.673,36,0 344 | 1,0,68,35,0,32,0.389,22,0 345 | 5,122,86,0,0,34.7,0.29,33,0 346 | 8,95,72,0,0,36.8,0.485,57,0 347 | 8,126,88,36,108,38.5,0.349,49,0 348 | 1,139,46,19,83,28.7,0.654,22,0 349 | 3,116,0,0,0,23.5,0.187,23,0 350 | 3,99,62,19,74,21.8,0.279,26,0 351 | 5,0,80,32,0,41,0.346,37,1 352 | 4,92,80,0,0,42.2,0.237,29,0 353 | 4,137,84,0,0,31.2,0.252,30,0 354 | 3,61,82,28,0,34.4,0.243,46,0 355 | 1,90,62,12,43,27.2,0.58,24,0 356 | 3,90,78,0,0,42.7,0.559,21,0 357 | 9,165,88,0,0,30.4,0.302,49,1 358 | 1,125,50,40,167,33.3,0.962,28,1 359 | 13,129,0,30,0,39.9,0.569,44,1 360 | 12,88,74,40,54,35.3,0.378,48,0 361 | 1,196,76,36,249,36.5,0.875,29,1 362 | 5,189,64,33,325,31.2,0.583,29,1 363 | 5,158,70,0,0,29.8,0.207,63,0 364 | 5,103,108,37,0,39.2,0.305,65,0 365 | 4,146,78,0,0,38.5,0.52,67,1 366 | 4,147,74,25,293,34.9,0.385,30,0 367 | 5,99,54,28,83,34,0.499,30,0 368 | 6,124,72,0,0,27.6,0.368,29,1 369 | 0,101,64,17,0,21,0.252,21,0 370 | 3,81,86,16,66,27.5,0.306,22,0 371 | 1,133,102,28,140,32.8,0.234,45,1 372 | 3,173,82,48,465,38.4,2.137,25,1 373 | 0,118,64,23,89,0,1.731,21,0 374 | 0,84,64,22,66,35.8,0.545,21,0 375 | 2,105,58,40,94,34.9,0.225,25,0 376 | 2,122,52,43,158,36.2,0.816,28,0 377 | 12,140,82,43,325,39.2,0.528,58,1 378 | 0,98,82,15,84,25.2,0.299,22,0 379 | 1,87,60,37,75,37.2,0.509,22,0 380 | 4,156,75,0,0,48.3,0.238,32,1 381 | 0,93,100,39,72,43.4,1.021,35,0 382 | 1,107,72,30,82,30.8,0.821,24,0 383 | 0,105,68,22,0,20,0.236,22,0 384 | 1,109,60,8,182,25.4,0.947,21,0 385 | 1,90,62,18,59,25.1,1.268,25,0 386 | 1,125,70,24,110,24.3,0.221,25,0 387 | 1,119,54,13,50,22.3,0.205,24,0 388 | 5,116,74,29,0,32.3,0.66,35,1 389 | 8,105,100,36,0,43.3,0.239,45,1 390 | 5,144,82,26,285,32,0.452,58,1 391 | 3,100,68,23,81,31.6,0.949,28,0 392 | 1,100,66,29,196,32,0.444,42,0 393 | 5,166,76,0,0,45.7,0.34,27,1 394 | 1,131,64,14,415,23.7,0.389,21,0 395 | 4,116,72,12,87,22.1,0.463,37,0 396 | 4,158,78,0,0,32.9,0.803,31,1 397 | 2,127,58,24,275,27.7,1.6,25,0 398 | 3,96,56,34,115,24.7,0.944,39,0 399 | 0,131,66,40,0,34.3,0.196,22,1 400 | 3,82,70,0,0,21.1,0.389,25,0 401 | 3,193,70,31,0,34.9,0.241,25,1 402 | 4,95,64,0,0,32,0.161,31,1 403 | 6,137,61,0,0,24.2,0.151,55,0 404 | 5,136,84,41,88,35,0.286,35,1 405 | 9,72,78,25,0,31.6,0.28,38,0 406 | 5,168,64,0,0,32.9,0.135,41,1 407 | 2,123,48,32,165,42.1,0.52,26,0 408 | 4,115,72,0,0,28.9,0.376,46,1 409 | 0,101,62,0,0,21.9,0.336,25,0 410 | 8,197,74,0,0,25.9,1.191,39,1 411 | 1,172,68,49,579,42.4,0.702,28,1 412 | 6,102,90,39,0,35.7,0.674,28,0 413 | 1,112,72,30,176,34.4,0.528,25,0 414 | 1,143,84,23,310,42.4,1.076,22,0 415 | 1,143,74,22,61,26.2,0.256,21,0 416 | 0,138,60,35,167,34.6,0.534,21,1 417 | 3,173,84,33,474,35.7,0.258,22,1 418 | 1,97,68,21,0,27.2,1.095,22,0 419 | 4,144,82,32,0,38.5,0.554,37,1 420 | 1,83,68,0,0,18.2,0.624,27,0 421 | 3,129,64,29,115,26.4,0.219,28,1 422 | 1,119,88,41,170,45.3,0.507,26,0 423 | 2,94,68,18,76,26,0.561,21,0 424 | 0,102,64,46,78,40.6,0.496,21,0 425 | 2,115,64,22,0,30.8,0.421,21,0 426 | 8,151,78,32,210,42.9,0.516,36,1 427 | 4,184,78,39,277,37,0.264,31,1 428 | 0,94,0,0,0,0,0.256,25,0 429 | 1,181,64,30,180,34.1,0.328,38,1 430 | 0,135,94,46,145,40.6,0.284,26,0 431 | 1,95,82,25,180,35,0.233,43,1 432 | 2,99,0,0,0,22.2,0.108,23,0 433 | 3,89,74,16,85,30.4,0.551,38,0 434 | 1,80,74,11,60,30,0.527,22,0 435 | 2,139,75,0,0,25.6,0.167,29,0 436 | 1,90,68,8,0,24.5,1.138,36,0 437 | 0,141,0,0,0,42.4,0.205,29,1 438 | 12,140,85,33,0,37.4,0.244,41,0 439 | 5,147,75,0,0,29.9,0.434,28,0 440 | 1,97,70,15,0,18.2,0.147,21,0 441 | 6,107,88,0,0,36.8,0.727,31,0 442 | 0,189,104,25,0,34.3,0.435,41,1 443 | 2,83,66,23,50,32.2,0.497,22,0 444 | 4,117,64,27,120,33.2,0.23,24,0 445 | 8,108,70,0,0,30.5,0.955,33,1 446 | 4,117,62,12,0,29.7,0.38,30,1 447 | 0,180,78,63,14,59.4,2.42,25,1 448 | 1,100,72,12,70,25.3,0.658,28,0 449 | 0,95,80,45,92,36.5,0.33,26,0 450 | 0,104,64,37,64,33.6,0.51,22,1 451 | 0,120,74,18,63,30.5,0.285,26,0 452 | 1,82,64,13,95,21.2,0.415,23,0 453 | 2,134,70,0,0,28.9,0.542,23,1 454 | 0,91,68,32,210,39.9,0.381,25,0 455 | 2,119,0,0,0,19.6,0.832,72,0 456 | 2,100,54,28,105,37.8,0.498,24,0 457 | 14,175,62,30,0,33.6,0.212,38,1 458 | 1,135,54,0,0,26.7,0.687,62,0 459 | 5,86,68,28,71,30.2,0.364,24,0 460 | 10,148,84,48,237,37.6,1.001,51,1 461 | 9,134,74,33,60,25.9,0.46,81,0 462 | 9,120,72,22,56,20.8,0.733,48,0 463 | 1,71,62,0,0,21.8,0.416,26,0 464 | 8,74,70,40,49,35.3,0.705,39,0 465 | 5,88,78,30,0,27.6,0.258,37,0 466 | 10,115,98,0,0,24,1.022,34,0 467 | 0,124,56,13,105,21.8,0.452,21,0 468 | 0,74,52,10,36,27.8,0.269,22,0 469 | 0,97,64,36,100,36.8,0.6,25,0 470 | 8,120,0,0,0,30,0.183,38,1 471 | 6,154,78,41,140,46.1,0.571,27,0 472 | 1,144,82,40,0,41.3,0.607,28,0 473 | 0,137,70,38,0,33.2,0.17,22,0 474 | 0,119,66,27,0,38.8,0.259,22,0 475 | 7,136,90,0,0,29.9,0.21,50,0 476 | 4,114,64,0,0,28.9,0.126,24,0 477 | 0,137,84,27,0,27.3,0.231,59,0 478 | 2,105,80,45,191,33.7,0.711,29,1 479 | 7,114,76,17,110,23.8,0.466,31,0 480 | 8,126,74,38,75,25.9,0.162,39,0 481 | 4,132,86,31,0,28,0.419,63,0 482 | 3,158,70,30,328,35.5,0.344,35,1 483 | 0,123,88,37,0,35.2,0.197,29,0 484 | 4,85,58,22,49,27.8,0.306,28,0 485 | 0,84,82,31,125,38.2,0.233,23,0 486 | 0,145,0,0,0,44.2,0.63,31,1 487 | 0,135,68,42,250,42.3,0.365,24,1 488 | 1,139,62,41,480,40.7,0.536,21,0 489 | 0,173,78,32,265,46.5,1.159,58,0 490 | 4,99,72,17,0,25.6,0.294,28,0 491 | 8,194,80,0,0,26.1,0.551,67,0 492 | 2,83,65,28,66,36.8,0.629,24,0 493 | 2,89,90,30,0,33.5,0.292,42,0 494 | 4,99,68,38,0,32.8,0.145,33,0 495 | 4,125,70,18,122,28.9,1.144,45,1 496 | 3,80,0,0,0,0,0.174,22,0 497 | 6,166,74,0,0,26.6,0.304,66,0 498 | 5,110,68,0,0,26,0.292,30,0 499 | 2,81,72,15,76,30.1,0.547,25,0 500 | 7,195,70,33,145,25.1,0.163,55,1 501 | 6,154,74,32,193,29.3,0.839,39,0 502 | 2,117,90,19,71,25.2,0.313,21,0 503 | 3,84,72,32,0,37.2,0.267,28,0 504 | 6,0,68,41,0,39,0.727,41,1 505 | 7,94,64,25,79,33.3,0.738,41,0 506 | 3,96,78,39,0,37.3,0.238,40,0 507 | 10,75,82,0,0,33.3,0.263,38,0 508 | 0,180,90,26,90,36.5,0.314,35,1 509 | 1,130,60,23,170,28.6,0.692,21,0 510 | 2,84,50,23,76,30.4,0.968,21,0 511 | 8,120,78,0,0,25,0.409,64,0 512 | 12,84,72,31,0,29.7,0.297,46,1 513 | 0,139,62,17,210,22.1,0.207,21,0 514 | 9,91,68,0,0,24.2,0.2,58,0 515 | 2,91,62,0,0,27.3,0.525,22,0 516 | 3,99,54,19,86,25.6,0.154,24,0 517 | 3,163,70,18,105,31.6,0.268,28,1 518 | 9,145,88,34,165,30.3,0.771,53,1 519 | 7,125,86,0,0,37.6,0.304,51,0 520 | 13,76,60,0,0,32.8,0.18,41,0 521 | 6,129,90,7,326,19.6,0.582,60,0 522 | 2,68,70,32,66,25,0.187,25,0 523 | 3,124,80,33,130,33.2,0.305,26,0 524 | 6,114,0,0,0,0,0.189,26,0 525 | 9,130,70,0,0,34.2,0.652,45,1 526 | 3,125,58,0,0,31.6,0.151,24,0 527 | 3,87,60,18,0,21.8,0.444,21,0 528 | 1,97,64,19,82,18.2,0.299,21,0 529 | 3,116,74,15,105,26.3,0.107,24,0 530 | 0,117,66,31,188,30.8,0.493,22,0 531 | 0,111,65,0,0,24.6,0.66,31,0 532 | 2,122,60,18,106,29.8,0.717,22,0 533 | 0,107,76,0,0,45.3,0.686,24,0 534 | 1,86,66,52,65,41.3,0.917,29,0 535 | 6,91,0,0,0,29.8,0.501,31,0 536 | 1,77,56,30,56,33.3,1.251,24,0 537 | 4,132,0,0,0,32.9,0.302,23,1 538 | 0,105,90,0,0,29.6,0.197,46,0 539 | 0,57,60,0,0,21.7,0.735,67,0 540 | 0,127,80,37,210,36.3,0.804,23,0 541 | 3,129,92,49,155,36.4,0.968,32,1 542 | 8,100,74,40,215,39.4,0.661,43,1 543 | 3,128,72,25,190,32.4,0.549,27,1 544 | 10,90,85,32,0,34.9,0.825,56,1 545 | 4,84,90,23,56,39.5,0.159,25,0 546 | 1,88,78,29,76,32,0.365,29,0 547 | 8,186,90,35,225,34.5,0.423,37,1 548 | 5,187,76,27,207,43.6,1.034,53,1 549 | 4,131,68,21,166,33.1,0.16,28,0 550 | 1,164,82,43,67,32.8,0.341,50,0 551 | 4,189,110,31,0,28.5,0.68,37,0 552 | 1,116,70,28,0,27.4,0.204,21,0 553 | 3,84,68,30,106,31.9,0.591,25,0 554 | 6,114,88,0,0,27.8,0.247,66,0 555 | 1,88,62,24,44,29.9,0.422,23,0 556 | 1,84,64,23,115,36.9,0.471,28,0 557 | 7,124,70,33,215,25.5,0.161,37,0 558 | 1,97,70,40,0,38.1,0.218,30,0 559 | 8,110,76,0,0,27.8,0.237,58,0 560 | 11,103,68,40,0,46.2,0.126,42,0 561 | 11,85,74,0,0,30.1,0.3,35,0 562 | 6,125,76,0,0,33.8,0.121,54,1 563 | 0,198,66,32,274,41.3,0.502,28,1 564 | 1,87,68,34,77,37.6,0.401,24,0 565 | 6,99,60,19,54,26.9,0.497,32,0 566 | 0,91,80,0,0,32.4,0.601,27,0 567 | 2,95,54,14,88,26.1,0.748,22,0 568 | 1,99,72,30,18,38.6,0.412,21,0 569 | 6,92,62,32,126,32,0.085,46,0 570 | 4,154,72,29,126,31.3,0.338,37,0 571 | 0,121,66,30,165,34.3,0.203,33,1 572 | 3,78,70,0,0,32.5,0.27,39,0 573 | 2,130,96,0,0,22.6,0.268,21,0 574 | 3,111,58,31,44,29.5,0.43,22,0 575 | 2,98,60,17,120,34.7,0.198,22,0 576 | 1,143,86,30,330,30.1,0.892,23,0 577 | 1,119,44,47,63,35.5,0.28,25,0 578 | 6,108,44,20,130,24,0.813,35,0 579 | 2,118,80,0,0,42.9,0.693,21,1 580 | 10,133,68,0,0,27,0.245,36,0 581 | 2,197,70,99,0,34.7,0.575,62,1 582 | 0,151,90,46,0,42.1,0.371,21,1 583 | 6,109,60,27,0,25,0.206,27,0 584 | 12,121,78,17,0,26.5,0.259,62,0 585 | 8,100,76,0,0,38.7,0.19,42,0 586 | 8,124,76,24,600,28.7,0.687,52,1 587 | 1,93,56,11,0,22.5,0.417,22,0 588 | 8,143,66,0,0,34.9,0.129,41,1 589 | 6,103,66,0,0,24.3,0.249,29,0 590 | 3,176,86,27,156,33.3,1.154,52,1 591 | 0,73,0,0,0,21.1,0.342,25,0 592 | 11,111,84,40,0,46.8,0.925,45,1 593 | 2,112,78,50,140,39.4,0.175,24,0 594 | 3,132,80,0,0,34.4,0.402,44,1 595 | 2,82,52,22,115,28.5,1.699,25,0 596 | 6,123,72,45,230,33.6,0.733,34,0 597 | 0,188,82,14,185,32,0.682,22,1 598 | 0,67,76,0,0,45.3,0.194,46,0 599 | 1,89,24,19,25,27.8,0.559,21,0 600 | 1,173,74,0,0,36.8,0.088,38,1 601 | 1,109,38,18,120,23.1,0.407,26,0 602 | 1,108,88,19,0,27.1,0.4,24,0 603 | 6,96,0,0,0,23.7,0.19,28,0 604 | 1,124,74,36,0,27.8,0.1,30,0 605 | 7,150,78,29,126,35.2,0.692,54,1 606 | 4,183,0,0,0,28.4,0.212,36,1 607 | 1,124,60,32,0,35.8,0.514,21,0 608 | 1,181,78,42,293,40,1.258,22,1 609 | 1,92,62,25,41,19.5,0.482,25,0 610 | 0,152,82,39,272,41.5,0.27,27,0 611 | 1,111,62,13,182,24,0.138,23,0 612 | 3,106,54,21,158,30.9,0.292,24,0 613 | 3,174,58,22,194,32.9,0.593,36,1 614 | 7,168,88,42,321,38.2,0.787,40,1 615 | 6,105,80,28,0,32.5,0.878,26,0 616 | 11,138,74,26,144,36.1,0.557,50,1 617 | 3,106,72,0,0,25.8,0.207,27,0 618 | 6,117,96,0,0,28.7,0.157,30,0 619 | 2,68,62,13,15,20.1,0.257,23,0 620 | 9,112,82,24,0,28.2,1.282,50,1 621 | 0,119,0,0,0,32.4,0.141,24,1 622 | 2,112,86,42,160,38.4,0.246,28,0 623 | 2,92,76,20,0,24.2,1.698,28,0 624 | 6,183,94,0,0,40.8,1.461,45,0 625 | 0,94,70,27,115,43.5,0.347,21,0 626 | 2,108,64,0,0,30.8,0.158,21,0 627 | 4,90,88,47,54,37.7,0.362,29,0 628 | 0,125,68,0,0,24.7,0.206,21,0 629 | 0,132,78,0,0,32.4,0.393,21,0 630 | 5,128,80,0,0,34.6,0.144,45,0 631 | 4,94,65,22,0,24.7,0.148,21,0 632 | 7,114,64,0,0,27.4,0.732,34,1 633 | 0,102,78,40,90,34.5,0.238,24,0 634 | 2,111,60,0,0,26.2,0.343,23,0 635 | 1,128,82,17,183,27.5,0.115,22,0 636 | 10,92,62,0,0,25.9,0.167,31,0 637 | 13,104,72,0,0,31.2,0.465,38,1 638 | 5,104,74,0,0,28.8,0.153,48,0 639 | 2,94,76,18,66,31.6,0.649,23,0 640 | 7,97,76,32,91,40.9,0.871,32,1 641 | 1,100,74,12,46,19.5,0.149,28,0 642 | 0,102,86,17,105,29.3,0.695,27,0 643 | 4,128,70,0,0,34.3,0.303,24,0 644 | 6,147,80,0,0,29.5,0.178,50,1 645 | 4,90,0,0,0,28,0.61,31,0 646 | 3,103,72,30,152,27.6,0.73,27,0 647 | 2,157,74,35,440,39.4,0.134,30,0 648 | 1,167,74,17,144,23.4,0.447,33,1 649 | 0,179,50,36,159,37.8,0.455,22,1 650 | 11,136,84,35,130,28.3,0.26,42,1 651 | 0,107,60,25,0,26.4,0.133,23,0 652 | 1,91,54,25,100,25.2,0.234,23,0 653 | 1,117,60,23,106,33.8,0.466,27,0 654 | 5,123,74,40,77,34.1,0.269,28,0 655 | 2,120,54,0,0,26.8,0.455,27,0 656 | 1,106,70,28,135,34.2,0.142,22,0 657 | 2,155,52,27,540,38.7,0.24,25,1 658 | 2,101,58,35,90,21.8,0.155,22,0 659 | 1,120,80,48,200,38.9,1.162,41,0 660 | 11,127,106,0,0,39,0.19,51,0 661 | 3,80,82,31,70,34.2,1.292,27,1 662 | 10,162,84,0,0,27.7,0.182,54,0 663 | 1,199,76,43,0,42.9,1.394,22,1 664 | 8,167,106,46,231,37.6,0.165,43,1 665 | 9,145,80,46,130,37.9,0.637,40,1 666 | 6,115,60,39,0,33.7,0.245,40,1 667 | 1,112,80,45,132,34.8,0.217,24,0 668 | 4,145,82,18,0,32.5,0.235,70,1 669 | 10,111,70,27,0,27.5,0.141,40,1 670 | 6,98,58,33,190,34,0.43,43,0 671 | 9,154,78,30,100,30.9,0.164,45,0 672 | 6,165,68,26,168,33.6,0.631,49,0 673 | 1,99,58,10,0,25.4,0.551,21,0 674 | 10,68,106,23,49,35.5,0.285,47,0 675 | 3,123,100,35,240,57.3,0.88,22,0 676 | 8,91,82,0,0,35.6,0.587,68,0 677 | 6,195,70,0,0,30.9,0.328,31,1 678 | 9,156,86,0,0,24.8,0.23,53,1 679 | 0,93,60,0,0,35.3,0.263,25,0 680 | 3,121,52,0,0,36,0.127,25,1 681 | 2,101,58,17,265,24.2,0.614,23,0 682 | 2,56,56,28,45,24.2,0.332,22,0 683 | 0,162,76,36,0,49.6,0.364,26,1 684 | 0,95,64,39,105,44.6,0.366,22,0 685 | 4,125,80,0,0,32.3,0.536,27,1 686 | 5,136,82,0,0,0,0.64,69,0 687 | 2,129,74,26,205,33.2,0.591,25,0 688 | 3,130,64,0,0,23.1,0.314,22,0 689 | 1,107,50,19,0,28.3,0.181,29,0 690 | 1,140,74,26,180,24.1,0.828,23,0 691 | 1,144,82,46,180,46.1,0.335,46,1 692 | 8,107,80,0,0,24.6,0.856,34,0 693 | 13,158,114,0,0,42.3,0.257,44,1 694 | 2,121,70,32,95,39.1,0.886,23,0 695 | 7,129,68,49,125,38.5,0.439,43,1 696 | 2,90,60,0,0,23.5,0.191,25,0 697 | 7,142,90,24,480,30.4,0.128,43,1 698 | 3,169,74,19,125,29.9,0.268,31,1 699 | 0,99,0,0,0,25,0.253,22,0 700 | 4,127,88,11,155,34.5,0.598,28,0 701 | 4,118,70,0,0,44.5,0.904,26,0 702 | 2,122,76,27,200,35.9,0.483,26,0 703 | 6,125,78,31,0,27.6,0.565,49,1 704 | 1,168,88,29,0,35,0.905,52,1 705 | 2,129,0,0,0,38.5,0.304,41,0 706 | 4,110,76,20,100,28.4,0.118,27,0 707 | 6,80,80,36,0,39.8,0.177,28,0 708 | 10,115,0,0,0,0,0.261,30,1 709 | 2,127,46,21,335,34.4,0.176,22,0 710 | 9,164,78,0,0,32.8,0.148,45,1 711 | 2,93,64,32,160,38,0.674,23,1 712 | 3,158,64,13,387,31.2,0.295,24,0 713 | 5,126,78,27,22,29.6,0.439,40,0 714 | 10,129,62,36,0,41.2,0.441,38,1 715 | 0,134,58,20,291,26.4,0.352,21,0 716 | 3,102,74,0,0,29.5,0.121,32,0 717 | 7,187,50,33,392,33.9,0.826,34,1 718 | 3,173,78,39,185,33.8,0.97,31,1 719 | 10,94,72,18,0,23.1,0.595,56,0 720 | 1,108,60,46,178,35.5,0.415,24,0 721 | 5,97,76,27,0,35.6,0.378,52,1 722 | 4,83,86,19,0,29.3,0.317,34,0 723 | 1,114,66,36,200,38.1,0.289,21,0 724 | 1,149,68,29,127,29.3,0.349,42,1 725 | 5,117,86,30,105,39.1,0.251,42,0 726 | 1,111,94,0,0,32.8,0.265,45,0 727 | 4,112,78,40,0,39.4,0.236,38,0 728 | 1,116,78,29,180,36.1,0.496,25,0 729 | 0,141,84,26,0,32.4,0.433,22,0 730 | 2,175,88,0,0,22.9,0.326,22,0 731 | 2,92,52,0,0,30.1,0.141,22,0 732 | 3,130,78,23,79,28.4,0.323,34,1 733 | 8,120,86,0,0,28.4,0.259,22,1 734 | 2,174,88,37,120,44.5,0.646,24,1 735 | 2,106,56,27,165,29,0.426,22,0 736 | 2,105,75,0,0,23.3,0.56,53,0 737 | 4,95,60,32,0,35.4,0.284,28,0 738 | 0,126,86,27,120,27.4,0.515,21,0 739 | 8,65,72,23,0,32,0.6,42,0 740 | 2,99,60,17,160,36.6,0.453,21,0 741 | 1,102,74,0,0,39.5,0.293,42,1 742 | 11,120,80,37,150,42.3,0.785,48,1 743 | 3,102,44,20,94,30.8,0.4,26,0 744 | 1,109,58,18,116,28.5,0.219,22,0 745 | 9,140,94,0,0,32.7,0.734,45,1 746 | 13,153,88,37,140,40.6,1.174,39,0 747 | 12,100,84,33,105,30,0.488,46,0 748 | 1,147,94,41,0,49.3,0.358,27,1 749 | 1,81,74,41,57,46.3,1.096,32,0 750 | 3,187,70,22,200,36.4,0.408,36,1 751 | 6,162,62,0,0,24.3,0.178,50,1 752 | 4,136,70,0,0,31.2,1.182,22,1 753 | 1,121,78,39,74,39,0.261,28,0 754 | 3,108,62,24,0,26,0.223,25,0 755 | 0,181,88,44,510,43.3,0.222,26,1 756 | 8,154,78,32,0,32.4,0.443,45,1 757 | 1,128,88,39,110,36.5,1.057,37,1 758 | 7,137,90,41,0,32,0.391,39,0 759 | 0,123,72,0,0,36.3,0.258,52,1 760 | 1,106,76,0,0,37.5,0.197,26,0 761 | 6,190,92,0,0,35.5,0.278,66,1 762 | 2,88,58,26,16,28.4,0.766,22,0 763 | 9,170,74,31,0,44,0.403,43,1 764 | 9,89,62,0,0,22.5,0.142,33,0 765 | 10,101,76,48,180,32.9,0.171,63,0 766 | 2,122,70,27,0,36.8,0.34,27,0 767 | 5,121,72,23,112,26.2,0.245,30,0 768 | 1,126,60,0,0,30.1,0.349,47,1 769 | 1,93,70,31,0,30.4,0.315,23,0 770 | -------------------------------------------------------------------------------- /Introduction to Logistic Regression.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "### Intro to Logistic Regression" 8 | ] 9 | }, 10 | { 11 | "cell_type": "code", 12 | "execution_count": 3, 13 | "metadata": {}, 14 | "outputs": [ 15 | { 16 | "data": { 17 | "text/html": [ 18 | "
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" 69 | ], 70 | "text/plain": [ 71 | " Age Insurance\n", 72 | "0 22 0\n", 73 | "1 25 0\n", 74 | "2 47 1\n", 75 | "3 52 0\n", 76 | "4 46 1" 77 | ] 78 | }, 79 | "execution_count": 3, 80 | "metadata": {}, 81 | "output_type": "execute_result" 82 | } 83 | ], 84 | "source": [ 85 | "import numpy as np\n", 86 | "import pandas as pd\n", 87 | "import matplotlib.pyplot as plt\n", 88 | "from sklearn.model_selection import train_test_split\n", 89 | "from math import exp\n", 90 | "plt.rcParams[\"figure.figsize\"] = (10, 6)\n", 91 | "\n", 92 | "# Download the dataset\n", 93 | "# Source of dataset - https://www.kaggle.com/rakeshrau/social-network-ads\n", 94 | "# !wget \"https://drive.google.com/uc?id=15WAD9_4CpUK6EWmgWVXU8YMnyYLKQvW8&export=download\" -O data.csv -q\n", 95 | "\n", 96 | "# Load the data\n", 97 | "data = pd.read_csv(\"Insurance.csv\")\n", 98 | "data.head()" 99 | ] 100 | }, 101 | { 102 | "cell_type": "code", 103 | "execution_count": 5, 104 | "metadata": {}, 105 | "outputs": [ 106 | { 107 | "data": { 108 | "image/png": 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\n", 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" 111 | ] 112 | }, 113 | "metadata": { 114 | "needs_background": "light" 115 | }, 116 | "output_type": "display_data" 117 | } 118 | ], 119 | "source": [ 120 | "# Visualizing the dataset\n", 121 | "plt.scatter(data['Age'], data['Insurance'])\n", 122 | "plt.show()\n", 123 | "\n", 124 | "# Divide the data to training set and test set\n", 125 | "X_train, X_test, y_train, y_test = train_test_split(data['Age'], data['Insurance'], test_size=0.20)\n" 126 | ] 127 | }, 128 | { 129 | "cell_type": "code", 130 | "execution_count": 6, 131 | "metadata": {}, 132 | "outputs": [], 133 | "source": [ 134 | "\n", 135 | "# Creating the logistic regression model\n", 136 | "\n", 137 | "# Helper function to normalize data\n", 138 | "def normalize(X):\n", 139 | " return X - X.mean()\n", 140 | "\n", 141 | "# Method to make predictions\n", 142 | "def predict(X, b0, b1):\n", 143 | " return np.array([1 / (1 + exp(-1*b0 + -1*b1*x)) for x in X])\n", 144 | "\n", 145 | "# Method to train the model\n", 146 | "def logistic_regression(X, Y):\n", 147 | "\n", 148 | " X = normalize(X)\n", 149 | "\n", 150 | " # Initializing variables\n", 151 | " b0 = 0\n", 152 | " b1 = 0\n", 153 | " L = 0.001\n", 154 | " epochs = 300\n", 155 | "\n", 156 | " for epoch in range(epochs):\n", 157 | " y_pred = predict(X, b0, b1)\n", 158 | " D_b0 = -2 * sum((Y - y_pred) * y_pred * (1 - y_pred)) # Derivative of loss wrt b0\n", 159 | " D_b1 = -2 * sum(X * (Y - y_pred) * y_pred * (1 - y_pred)) # Derivative of loss wrt b1\n", 160 | " # Update b0 and b1\n", 161 | " b0 = b0 - L * D_b0\n", 162 | " b1 = b1 - L * D_b1\n", 163 | " \n", 164 | " return b0, b1" 165 | ] 166 | }, 167 | { 168 | "cell_type": "code", 169 | "execution_count": 7, 170 | "metadata": {}, 171 | "outputs": [ 172 | { 173 | "data": { 174 | "image/png": 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\n", 175 | "text/plain": [ 176 | "
" 177 | ] 178 | }, 179 | "metadata": { 180 | "needs_background": "light" 181 | }, 182 | "output_type": "display_data" 183 | }, 184 | { 185 | "name": "stdout", 186 | "output_type": "stream", 187 | "text": [ 188 | "Accuracy = 0.6666666666666666\n" 189 | ] 190 | } 191 | ], 192 | "source": [ 193 | "# Training the model\n", 194 | "b0, b1 = logistic_regression(X_train, y_train)\n", 195 | "\n", 196 | "# Making predictions\n", 197 | "X_test_norm = normalize(X_test)\n", 198 | "y_pred = predict(X_test_norm, b0, b1)\n", 199 | "y_pred = [1 if p >= 0.5 else 0 for p in y_pred]\n", 200 | "\n", 201 | "plt.clf()\n", 202 | "plt.scatter(X_test, y_test)\n", 203 | "plt.scatter(X_test, y_pred, c=\"red\")\n", 204 | "plt.show()\n", 205 | "\n", 206 | "# The accuracy\n", 207 | "accuracy = 0\n", 208 | "for i in range(len(y_pred)):\n", 209 | " if y_pred[i] == y_test.iloc[i]:\n", 210 | " accuracy += 1\n", 211 | "print(f\"Accuracy = {accuracy / len(y_pred)}\")" 212 | ] 213 | }, 214 | { 215 | "cell_type": "code", 216 | "execution_count": 8, 217 | "metadata": {}, 218 | "outputs": [ 219 | { 220 | "name": "stderr", 221 | "output_type": "stream", 222 | "text": [ 223 | "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:73: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", 224 | " return f(**kwargs)\n" 225 | ] 226 | }, 227 | { 228 | "data": { 229 | "image/png": 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\n", 230 | "text/plain": [ 231 | "
" 232 | ] 233 | }, 234 | "metadata": { 235 | "needs_background": "light" 236 | }, 237 | "output_type": "display_data" 238 | }, 239 | { 240 | "name": "stdout", 241 | "output_type": "stream", 242 | "text": [ 243 | "Accuracy = 0.6666666666666666\n" 244 | ] 245 | } 246 | ], 247 | "source": [ 248 | "# Making predictions using scikit learn\n", 249 | "from sklearn.linear_model import LogisticRegression\n", 250 | "\n", 251 | "# Create an instance and fit the model \n", 252 | "lr_model = LogisticRegression()\n", 253 | "lr_model.fit(X_train.values.reshape(-1, 1), y_train.values.reshape(-1, 1))\n", 254 | "\n", 255 | "# Making predictions\n", 256 | "y_pred_sk = lr_model.predict(X_test.values.reshape(-1, 1))\n", 257 | "\n", 258 | "plt.clf()\n", 259 | "plt.scatter(X_test, y_test)\n", 260 | "plt.scatter(X_test, y_pred_sk, c=\"red\")\n", 261 | "plt.show()\n", 262 | "\n", 263 | "# Accuracy\n", 264 | "print(f\"Accuracy = {lr_model.score(X_test.values.reshape(-1, 1), y_test.values.reshape(-1, 1))}\")" 265 | ] 266 | }, 267 | { 268 | "cell_type": "code", 269 | "execution_count": null, 270 | "metadata": {}, 271 | "outputs": [], 272 | "source": [] 273 | } 274 | ], 275 | "metadata": { 276 | "kernelspec": { 277 | "display_name": "Python 3", 278 | "language": "python", 279 | "name": "python3" 280 | }, 281 | "language_info": { 282 | "codemirror_mode": { 283 | "name": "ipython", 284 | "version": 3 285 | }, 286 | "file_extension": ".py", 287 | "mimetype": "text/x-python", 288 | "name": "python", 289 | "nbconvert_exporter": "python", 290 | "pygments_lexer": "ipython3", 291 | "version": "3.8.3" 292 | } 293 | }, 294 | "nbformat": 4, 295 | "nbformat_minor": 4 296 | } 297 | -------------------------------------------------------------------------------- /titanic-training-data.csv: -------------------------------------------------------------------------------- 1 | PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked 2 | 1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S 3 | 2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C 4 | 3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S 5 | 4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S 6 | 5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S 7 | 6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q 8 | 7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S 9 | 8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S 10 | 9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S 11 | 10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C 12 | 11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S 13 | 12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S 14 | 13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S 15 | 14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S 16 | 15,0,3,"Vestrom, Miss. 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