├── README.md ├── knn ├── example.xls └── knn.R └── Datasets ├── Breast cancer data.arff.txt ├── Automobile price.csv └── diabetes.csv /README.md: -------------------------------------------------------------------------------- 1 | # Machine Learning 2 | implement machine learning algorithms 3 | -------------------------------------------------------------------------------- /knn/example.xls: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hussien89aa/MachineLearning/HEAD/knn/example.xls -------------------------------------------------------------------------------- /knn/knn.R: -------------------------------------------------------------------------------- 1 | #Knn( K-nearest neighbor) classifier implementation in R 2 | #Author: Hussein Alrubaye 3 | rm(list = ls()) 4 | diabetes <- read.table(file.choose(), sep = ',' ) 5 | diabetes<- diabetes[-1,]; ## remove header out 768 rows 6 | 7 | # convert data to numeric 8 | data_numeric<- function(x){ (as.numeric( as.character(x)))} 9 | diabetes.numeric <- as.data.frame(lapply(diabetes, data_numeric)) 10 | 11 | #normilize data 12 | data_norm<- function(x){ ((x-min(x))/(max(x)-min(x)) )} 13 | diabetes.norm <- as.data.frame(lapply(diabetes.numeric, data_norm)) 14 | 15 | # find train and test range 16 | cols<- ncol(diabetes) 17 | rows<- nrow(diabetes) 18 | train.rows<- as.integer(rows*0.7) # 70% of data as training and 30% as testing 19 | 20 | # split data to train and test 21 | xtrain <- diabetes.norm[1:train.rows,1:(cols-1)] 22 | ytrain <- diabetes.norm[1:train.rows, cols] 23 | xtest <- diabetes.norm[(train.rows+1):rows,1:(cols-1)] 24 | ytest <- diabetes.norm[(train.rows+1):rows,cols] 25 | 26 | #apply KNN 27 | library(class) 28 | ytest_pred <- knn(xtrain,xtest,ytrain, k=1,prob=T) 29 | 30 | #find confusion matrix 31 | confusion.matrix<-table(ytest_pred,ytest) 32 | print(confusion.matrix) 33 | 34 | # find f- meausre 35 | fMeasure<- (confusion.matrix[1,1]+ confusion.matrix[2,2])/ 36 | (confusion.matrix[1,1]+ confusion.matrix[1,2]+confusion.matrix[2,1]+ confusion.matrix[2,2]) 37 | print(fMeasure) 38 | 39 | # new data 40 | diabetes_pred<-merge(diabetes[(train.rows+1):rows,1:(cols-1)] ,ytest_pred, all = TRUE) 41 | View(diabetes_pred) 42 | 43 | -------------------------------------------------------------------------------- /Datasets/Breast cancer data.arff.txt: -------------------------------------------------------------------------------- 1 | @RELATION Unnamed 2 | 3 | @ATTRIBUTE Class NUMERIC 4 | @ATTRIBUTE age NUMERIC 5 | @ATTRIBUTE menopause NUMERIC 6 | @ATTRIBUTE tumor-size NUMERIC 7 | @ATTRIBUTE inv-nodes NUMERIC 8 | @ATTRIBUTE node-caps NUMERIC 9 | @ATTRIBUTE deg-malig NUMERIC 10 | @ATTRIBUTE breast NUMERIC 11 | @ATTRIBUTE breast-quad NUMERIC 12 | @ATTRIBUTE irradiat NUMERIC 13 | 14 | @DATA 15 | 0,5,1,1,1,2,1,3,1,1 16 | 0,5,4,4,5,7,10,3,2,1 17 | 0,3,1,1,1,2,2,3,1,1 18 | 0,6,8,8,1,3,4,3,7,1 19 | 0,4,1,1,3,2,1,3,1,1 20 | 1,8,10,10,8,7,10,9,7,1 21 | 0,1,1,1,1,2,10,3,1,1 22 | 0,2,1,2,1,2,1,3,1,1 23 | 0,2,1,1,1,2,1,1,1,5 24 | 0,4,2,1,1,2,1,2,1,1 25 | 0,1,1,1,1,1,1,3,1,1 26 | 0,2,1,1,1,2,1,2,1,1 27 | 1,5,3,3,3,2,3,4,4,1 28 | 0,1,1,1,1,2,3,3,1,1 29 | 1,8,7,5,10,7,9,5,5,4 30 | 1,7,4,6,4,6,1,4,3,1 31 | 0,4,1,1,1,2,1,2,1,1 32 | 0,4,1,1,1,2,1,3,1,1 33 | 1,10,7,7,6,4,10,4,1,2 34 | 0,6,1,1,1,2,1,3,1,1 35 | 1,7,3,2,10,5,10,5,4,4 36 | 1,10,5,5,3,6,7,7,10,1 37 | 0,3,1,1,1,2,1,2,1,1 38 | 0,1,1,1,1,2,1,3,1,1 39 | 1,5,2,3,4,2,7,3,6,1 40 | 0,3,2,1,1,1,1,2,1,1 41 | 0,5,1,1,1,2,1,2,1,1 42 | 0,2,1,1,1,2,1,2,1,1 43 | 0,1,1,3,1,2,1,1,1,1 44 | 0,3,1,1,1,1,1,2,1,1 45 | 0,2,1,1,1,2,1,3,1,1 46 | 1,10,7,7,3,8,5,7,4,3 47 | 0,2,1,1,2,2,1,3,1,1 48 | 0,3,1,2,1,2,1,2,1,1 49 | 0,2,1,1,1,2,1,2,1,1 50 | 1,10,10,10,8,6,1,8,9,1 51 | 0,6,2,1,1,1,1,7,1,1 52 | 1,5,4,4,9,2,10,5,6,1 53 | 1,2,5,3,3,6,7,7,5,1 54 | 1,10,4,3,1,3,3,6,5,2 55 | 1,6,10,10,2,8,10,7,3,3 56 | 1,5,6,5,6,10,1,3,1,1 57 | 1,10,10,10,4,8,1,8,10,1 58 | 0,1,1,1,1,2,1,2,1,2 59 | 1,3,7,7,4,4,9,4,8,1 60 | 0,1,1,1,1,2,1,2,1,1 61 | 0,4,1,1,3,2,1,3,1,1 62 | 1,7,8,7,2,4,8,3,8,2 63 | 1,9,5,8,1,2,3,2,1,5 64 | 1,5,3,3,4,2,4,3,4,1 65 | 1,10,3,6,2,3,5,4,10,2 66 | 1,5,5,5,8,10,8,7,3,7 67 | 1,10,5,5,6,8,8,7,1,1 68 | 1,10,6,6,3,4,5,3,6,1 69 | 1,8,10,10,1,3,6,3,9,1 70 | 1,8,2,4,1,5,1,5,4,4 71 | 1,5,2,3,1,6,10,5,1,1 72 | 1,9,5,5,2,2,2,5,1,1 73 | 1,5,3,5,5,3,3,4,10,1 74 | 0,1,1,1,1,2,2,2,1,1 75 | 1,9,10,10,1,10,8,3,3,1 76 | 1,6,3,4,1,5,2,3,9,1 77 | 0,1,1,1,1,2,1,2,1,1 78 | 1,10,4,2,1,3,2,4,3,10 79 | 0,4,1,1,1,2,1,3,1,1 80 | 1,5,3,4,1,8,10,4,9,1 81 | 1,8,3,8,3,4,9,8,9,8 82 | 0,1,1,1,1,2,1,3,2,1 83 | 0,5,1,3,1,2,1,2,1,1 84 | 1,6,10,2,8,10,2,7,8,10 85 | 0,1,3,3,2,2,1,7,2,1 86 | 1,9,4,5,10,6,10,4,8,1 87 | 1,10,6,4,1,3,4,3,2,3 88 | 0,1,1,2,1,2,2,4,2,1 89 | 0,1,1,4,1,2,1,2,1,1 90 | 0,5,3,1,2,2,1,2,1,1 91 | 0,3,1,1,1,2,3,3,1,1 92 | 0,2,1,1,1,3,1,2,1,1 93 | 0,2,2,2,1,1,1,7,1,1 94 | 0,4,1,1,2,2,1,2,1,1 95 | 0,5,2,1,1,2,1,3,1,1 96 | 0,3,1,1,1,2,2,7,1,1 97 | 1,3,5,7,8,8,9,7,10,7 98 | 1,5,10,6,1,10,4,4,10,10 99 | 1,3,3,6,4,5,8,4,4,1 100 | 1,3,6,6,6,5,10,6,8,3 101 | 0,4,1,1,1,2,1,3,1,1 102 | 0,2,1,1,2,3,1,2,1,1 103 | 0,1,1,1,1,2,1,3,1,1 104 | 0,3,1,1,2,2,1,1,1,1 105 | 0,4,1,1,1,2,1,3,1,1 106 | 0,1,1,1,1,2,1,2,1,1 107 | 0,2,1,1,1,2,1,3,1,1 108 | 0,1,1,1,1,2,1,3,1,1 109 | 0,2,1,1,2,2,1,1,1,1 110 | 0,5,1,1,1,2,1,3,1,1 111 | 1,9,6,9,2,10,6,2,9,10 112 | 1,7,5,6,10,5,10,7,9,4 113 | 1,10,3,5,1,10,5,3,10,2 114 | 1,2,3,4,4,2,5,2,5,1 115 | 0,4,1,2,1,2,1,3,1,1 116 | 1,8,2,3,1,6,3,7,1,1 117 | 1,10,10,10,10,10,1,8,8,8 118 | 1,7,3,4,4,3,3,3,2,7 119 | 1,10,10,10,8,2,10,4,1,1 120 | 1,1,6,8,10,8,10,5,7,1 121 | 0,1,1,1,1,2,1,2,3,1 122 | 1,6,5,4,4,3,9,7,8,3 123 | 0,1,3,1,2,2,2,5,3,2 124 | 1,8,6,4,3,5,9,3,1,1 125 | 1,10,3,3,10,2,10,7,3,3 126 | 1,10,10,10,3,10,8,8,1,1 127 | 0,3,3,2,1,2,3,3,1,1 128 | 0,1,1,1,1,2,5,1,1,1 129 | 0,8,3,3,1,2,2,3,2,1 130 | 1,4,5,5,10,4,10,7,5,8 131 | 0,1,1,1,1,4,3,1,1,1 132 | 0,3,2,1,1,2,2,3,1,1 133 | 0,1,1,2,2,2,1,3,1,1 134 | 0,4,2,1,1,2,2,3,1,1 135 | 1,10,10,10,2,10,10,5,3,3 136 | 1,5,3,5,1,8,10,5,3,1 137 | 1,5,4,6,7,9,7,8,10,1 138 | 0,1,1,1,1,2,1,2,1,1 139 | 1,7,5,3,7,4,10,7,5,5 140 | 0,3,1,1,1,2,1,3,1,1 141 | 1,8,3,5,4,5,10,1,6,2 142 | 0,1,1,1,1,10,1,1,1,1 143 | 0,5,1,3,1,2,1,2,1,1 144 | 0,2,1,1,1,2,1,3,1,1 145 | 1,5,10,8,10,8,10,3,6,3 146 | 0,3,1,1,1,2,1,2,2,1 147 | 0,3,1,1,1,3,1,2,1,1 148 | 0,5,1,1,1,2,2,3,3,1 149 | 0,4,1,1,1,2,1,2,1,1 150 | 0,3,1,1,1,2,1,1,1,1 151 | 0,4,1,2,1,2,1,2,1,1 152 | 0,3,1,1,1,2,1,1,1,1 153 | 0,2,1,1,1,2,1,1,1,1 154 | 1,9,5,5,4,4,5,4,3,3 155 | 0,1,1,1,1,2,5,1,1,1 156 | 0,2,1,1,1,2,1,2,1,1 157 | 1,3,4,5,2,6,8,4,1,1 158 | 0,1,1,1,1,3,2,2,1,1 159 | 0,3,1,1,3,8,1,5,8,1 160 | 1,8,8,7,4,10,10,7,8,7 161 | 0,1,1,1,1,1,1,3,1,1 162 | 1,7,2,4,1,6,10,5,4,3 163 | 1,10,10,8,6,4,5,8,10,1 164 | 0,4,1,1,1,2,3,1,1,1 165 | 0,1,1,1,1,2,1,1,1,1 166 | 1,5,5,5,6,3,10,3,1,1 167 | 0,1,2,2,1,2,1,2,1,1 168 | 0,2,1,1,1,2,1,3,1,1 169 | 1,9,9,10,3,6,10,7,10,6 170 | 1,10,7,7,4,5,10,5,7,2 171 | 0,4,1,1,1,2,1,3,2,1 172 | 0,3,1,1,1,2,1,3,1,1 173 | 0,1,1,1,2,1,3,1,1,7 174 | 0,4,1,1,1,2,2,3,2,1 175 | 1,5,6,7,8,8,10,3,10,3 176 | 1,10,8,10,10,6,1,3,1,10 177 | 0,3,1,1,1,2,1,3,1,1 178 | 0,1,1,1,2,1,1,1,1,1 179 | 0,3,1,1,1,2,1,1,1,1 180 | 0,1,1,1,1,2,1,3,1,1 181 | 0,1,1,1,1,2,1,2,1,1 182 | 1,6,10,10,10,8,10,10,10,7 183 | 1,8,6,5,4,3,10,6,1,1 184 | 1,5,8,7,7,10,10,5,7,1 185 | 0,2,1,1,1,2,1,3,1,1 186 | 1,5,10,10,3,8,1,5,10,3 187 | 0,4,1,1,1,2,1,3,1,1 188 | 1,5,3,3,3,6,10,3,1,1 189 | 0,1,1,1,1,1,1,3,1,1 190 | 0,1,1,1,1,2,1,1,1,1 191 | 0,6,1,1,1,2,1,3,1,1 192 | 1,5,8,8,8,5,10,7,8,1 193 | 1,8,7,6,4,4,10,5,1,1 194 | 0,2,1,1,1,1,1,3,1,1 195 | 1,1,5,8,6,5,8,7,10,1 196 | 1,10,5,6,10,6,10,7,7,10 197 | 1,5,8,4,10,5,8,9,10,1 198 | 0,1,2,3,1,2,1,3,1,1 199 | 1,10,10,10,8,6,8,7,10,1 200 | 1,7,5,10,10,10,10,4,10,3 201 | 0,5,1,1,1,2,1,2,1,1 202 | 0,1,1,1,1,2,1,3,1,1 203 | 0,3,1,1,1,2,1,3,1,1 204 | 0,4,1,1,1,2,1,3,1,1 205 | 0,8,4,4,5,4,7,7,8,2 206 | 0,5,1,1,4,2,1,3,1,1 207 | 0,1,1,1,1,2,1,1,1,1 208 | 0,3,1,1,1,2,1,2,1,1 209 | 1,9,7,7,5,5,10,7,8,3 210 | 1,10,8,8,4,10,10,8,1,1 211 | 0,1,1,1,1,2,1,3,1,1 212 | 0,5,1,1,1,2,1,3,1,1 213 | 0,1,1,1,1,2,1,3,1,1 214 | 1,5,10,10,9,6,10,7,10,5 215 | 1,10,10,9,3,7,5,3,5,1 216 | 0,1,1,1,1,1,1,3,1,1 217 | 0,1,1,1,1,1,1,3,1,1 218 | 0,5,1,1,1,1,1,3,1,1 219 | 1,8,10,10,10,5,10,8,10,6 220 | 1,8,10,8,8,4,8,7,7,1 221 | 0,1,1,1,1,2,1,3,1,1 222 | 1,10,10,10,10,7,10,7,10,4 223 | 1,10,10,10,10,3,10,10,6,1 224 | 1,8,7,8,7,5,5,5,10,2 225 | 0,1,1,1,1,2,1,2,1,1 226 | 0,1,1,1,1,2,1,3,1,1 227 | 1,6,10,7,7,6,4,8,10,2 228 | 0,6,1,3,1,2,1,3,1,1 229 | 0,1,1,1,2,2,1,3,1,1 230 | 1,10,6,4,3,10,10,9,10,1 231 | 1,4,1,1,3,1,5,2,1,1 232 | 1,7,5,6,3,3,8,7,4,1 233 | 1,10,5,5,6,3,10,7,9,2 234 | 0,1,1,1,1,2,1,2,1,1 235 | 1,10,5,7,4,4,10,8,9,1 236 | 1,8,9,9,5,3,5,7,7,1 237 | 0,1,1,1,1,1,1,3,1,1 238 | 1,10,10,10,3,10,10,9,10,1 239 | 1,7,4,7,4,3,7,7,6,1 240 | 1,6,8,7,5,6,8,8,9,2 241 | 0,8,4,6,3,3,1,4,3,1 242 | 1,10,4,5,5,5,10,4,1,1 243 | 0,3,3,2,1,3,1,3,6,1 244 | 1,10,8,8,2,8,10,4,8,10 245 | 1,9,8,8,5,6,2,4,10,4 246 | 1,8,10,10,8,6,9,3,10,10 247 | 1,10,4,3,2,3,10,5,3,2 248 | 0,5,1,3,3,2,2,2,3,1 249 | 0,3,1,1,3,1,1,3,1,1 250 | 0,2,1,1,1,2,1,3,1,1 251 | 0,1,1,1,1,2,5,5,1,1 252 | 0,1,1,1,1,2,1,3,1,1 253 | 0,5,1,1,2,2,2,3,1,1 254 | 1,8,10,10,8,5,10,7,8,1 255 | 1,8,4,4,1,2,9,3,3,1 256 | 0,4,1,1,1,2,1,3,6,1 257 | 0,1,2,2,1,2,1,1,1,1 258 | 1,10,4,4,10,2,10,5,3,3 259 | 0,6,3,3,5,3,10,3,5,3 260 | 1,6,10,10,2,8,10,7,3,3 261 | 1,9,10,10,1,10,8,3,3,1 262 | 1,5,6,6,2,4,10,3,6,1 263 | 0,3,1,1,1,2,1,1,1,1 264 | 0,3,1,1,1,2,1,2,1,1 265 | 0,3,1,1,1,2,1,3,1,1 266 | 0,5,7,7,1,5,8,3,4,1 267 | 1,10,5,8,10,3,10,5,1,3 268 | 1,5,10,10,6,10,10,10,6,5 269 | 1,8,8,9,4,5,10,7,8,1 270 | 1,10,4,4,10,6,10,5,5,1 271 | 1,7,9,4,10,10,3,5,3,3 272 | 0,5,1,4,1,2,1,3,2,1 273 | 1,10,10,6,3,3,10,4,3,2 274 | 1,3,3,5,2,3,10,7,1,1 275 | 1,10,8,8,2,3,4,8,7,8 276 | 0,1,1,1,1,2,1,3,1,1 277 | 1,8,4,7,1,3,10,3,9,2 278 | 0,5,1,1,1,2,1,3,1,1 279 | 1,3,3,5,2,3,10,7,1,1 280 | 1,7,2,4,1,3,4,3,3,1 281 | 0,3,1,1,1,2,1,3,2,1 282 | 0,3,1,1,1,2,1,2,1,1 283 | 0,1,1,1,1,2,1,2,1,1 284 | 0,1,1,1,1,2,1,3,1,1 285 | 1,10,5,7,3,3,7,3,3,8 286 | 0,3,1,1,1,2,1,3,1,1 287 | 0,2,1,1,2,2,1,3,1,1 288 | 1,1,4,3,10,4,10,5,6,1 289 | 1,10,4,6,1,2,10,5,3,1 290 | 1,7,4,5,10,2,10,3,8,2 291 | 1,8,10,10,10,8,10,10,7,3 292 | 1,10,10,10,10,10,10,4,10,10 293 | 0,3,1,1,1,3,1,2,1,1 294 | 1,6,1,3,1,4,5,5,10,1 295 | 1,5,6,6,8,6,10,4,10,4 296 | 0,1,1,1,1,2,1,1,1,1 297 | 0,1,1,1,1,2,1,3,1,1 298 | 1,10,4,4,6,2,10,2,3,1 299 | 1,5,5,7,8,6,10,7,4,1 300 | 0,5,3,4,3,4,5,4,7,1 301 | 0,8,2,1,1,5,1,1,1,1 302 | 1,9,1,2,6,4,10,7,7,2 303 | 1,8,4,10,5,4,4,7,10,1 304 | 0,1,1,1,1,2,1,3,1,1 305 | 1,10,10,10,7,9,10,7,10,10 306 | 0,1,1,1,1,2,1,3,1,1 307 | 1,8,3,4,9,3,10,3,3,1 308 | 1,10,8,4,4,4,10,3,10,4 309 | 0,1,1,1,1,2,1,3,1,1 310 | 0,1,1,1,1,2,1,3,1,1 311 | 1,7,8,7,6,4,3,8,8,4 312 | 0,3,1,1,1,2,5,5,1,1 313 | 0,2,1,1,1,3,1,2,1,1 314 | 0,1,1,1,1,2,1,1,1,1 315 | 1,8,6,4,10,10,1,3,5,1 316 | 0,1,1,1,1,2,1,1,1,1 317 | 0,1,1,1,1,1,1,2,1,1 318 | 1,5,5,5,2,5,10,4,3,1 319 | 1,6,8,7,8,6,8,8,9,1 320 | 0,1,1,1,1,5,1,3,1,1 321 | 0,4,4,4,4,6,5,7,3,1 322 | 1,7,6,3,2,5,10,7,4,6 323 | 0,3,1,1,1,2,1,3,1,1 324 | 1,5,4,6,10,2,10,4,1,1 325 | 0,1,1,1,1,2,1,3,1,1 326 | 0,3,2,2,1,2,1,2,3,1 327 | 1,10,1,1,1,2,10,5,4,1 328 | 0,1,1,1,1,2,1,2,1,1 329 | 1,8,10,3,2,6,4,3,10,1 330 | 1,10,4,6,4,5,10,7,1,1 331 | 1,10,4,7,2,2,8,6,1,1 332 | 0,5,1,1,1,2,1,3,1,2 333 | 0,5,2,2,2,2,1,2,2,1 334 | 1,5,4,6,6,4,10,4,3,1 335 | 1,8,6,7,3,3,10,3,4,2 336 | 0,1,1,1,1,2,1,1,1,1 337 | 1,6,5,5,8,4,10,3,4,1 338 | 0,1,1,1,1,2,1,3,1,1 339 | 0,1,1,1,1,1,1,2,1,1 340 | 1,8,5,5,5,2,10,4,3,1 341 | 1,10,3,3,1,2,10,7,6,1 342 | 0,1,1,1,1,2,1,3,1,1 343 | 0,2,1,1,1,2,1,1,1,1 344 | 0,1,1,1,1,2,1,1,1,1 345 | 1,7,6,4,8,10,10,9,5,3 346 | 0,1,1,1,1,2,1,1,1,1 347 | 0,5,2,2,2,3,1,1,3,1 348 | 0,1,1,1,1,1,1,1,3,1 349 | 1,3,4,4,10,5,1,3,3,1 350 | 1,4,2,3,5,3,8,7,6,1 351 | 0,5,1,1,3,2,1,1,1,1 352 | 0,2,1,1,1,2,1,3,1,1 353 | 0,3,4,5,3,7,3,4,6,1 354 | 1,2,7,10,10,7,10,4,9,4 355 | 0,1,1,1,1,2,1,2,1,1 356 | 0,4,1,1,1,3,1,2,2,1 357 | 1,5,3,3,1,3,3,3,3,3 358 | 1,8,10,10,7,10,10,7,3,8 359 | 1,8,10,5,3,8,4,4,10,3 360 | 1,10,3,5,4,3,7,3,5,3 361 | 1,6,10,10,10,10,10,8,10,10 362 | 1,3,10,3,10,6,10,5,1,4 363 | 0,3,2,2,1,4,3,2,1,1 364 | 0,4,4,4,2,2,3,2,1,1 365 | 0,2,1,1,1,2,1,3,1,1 366 | 0,2,1,1,1,2,1,2,1,1 367 | 1,6,10,10,10,8,10,7,10,7 368 | 1,5,8,8,10,5,10,8,10,3 369 | 0,1,1,3,1,2,1,1,1,1 370 | 0,1,1,3,1,1,1,2,1,1 371 | 0,4,3,2,1,3,1,2,1,1 372 | 0,1,1,3,1,2,1,1,1,1 373 | 0,4,1,2,1,2,1,2,1,1 374 | 0,5,1,1,2,2,1,2,1,1 375 | 0,3,1,2,1,2,1,2,1,1 376 | 0,1,1,1,1,2,1,1,1,1 377 | 0,1,1,1,1,2,1,2,1,1 378 | 0,1,1,1,1,1,1,2,1,1 379 | 0,3,1,1,4,3,1,2,2,1 380 | 0,5,3,4,1,4,1,3,1,1 381 | 0,1,1,1,1,2,1,1,1,1 382 | 1,10,6,3,6,4,10,7,8,4 383 | 0,3,2,2,2,2,1,3,2,1 384 | 0,2,1,1,1,2,1,1,1,1 385 | 0,2,1,1,1,2,1,1,1,1 386 | 0,3,3,2,2,3,1,1,2,3 387 | 1,7,6,6,3,2,10,7,1,1 388 | 0,5,3,3,2,3,1,3,1,1 389 | 0,2,1,1,1,2,1,2,2,1 390 | 0,5,1,1,1,3,2,2,2,1 391 | 0,1,1,1,2,2,1,2,1,1 392 | 1,10,8,7,4,3,10,7,9,1 393 | 0,3,1,1,1,2,1,2,1,1 394 | 0,1,1,1,1,1,1,1,1,1 395 | 0,1,2,3,1,2,1,2,1,1 396 | 0,3,1,1,1,2,1,2,1,1 397 | 0,3,1,1,1,2,1,3,1,1 398 | 0,4,1,1,1,2,1,1,1,1 399 | 0,3,2,1,1,2,1,2,2,1 400 | 0,1,2,3,1,2,1,1,1,1 401 | 1,3,10,8,7,6,9,9,3,8 402 | 0,3,1,1,1,2,1,1,1,1 403 | 0,5,3,3,1,2,1,2,1,1 404 | 0,3,1,1,1,2,4,1,1,1 405 | 0,1,2,1,3,2,1,1,2,1 406 | 0,1,1,1,1,2,1,2,1,1 407 | 0,4,2,2,1,2,1,2,1,1 408 | 0,1,1,1,1,2,1,2,1,1 409 | 0,2,3,2,2,2,2,3,1,1 410 | 0,3,1,2,1,2,1,2,1,1 411 | 0,1,1,1,1,2,1,2,1,1 412 | 1,10,10,10,6,8,4,8,5,1 413 | 0,5,1,2,1,2,1,3,1,1 414 | 1,8,5,6,2,3,10,6,6,1 415 | 0,3,3,2,6,3,3,3,5,1 416 | 1,8,7,8,5,10,10,7,2,1 417 | 0,1,1,1,1,2,1,2,1,1 418 | 0,5,2,2,2,2,2,3,2,2 419 | 0,2,3,1,1,5,1,1,1,1 420 | 0,3,2,2,3,2,3,3,1,1 421 | 1,10,10,10,7,10,10,8,2,1 422 | 0,4,3,3,1,2,1,3,3,1 423 | 0,5,1,3,1,2,1,2,1,1 424 | 0,3,1,1,1,2,1,1,1,1 425 | 1,9,10,10,10,10,10,10,10,1 426 | 0,5,3,6,1,2,1,1,1,1 427 | 1,8,7,8,2,4,2,5,10,1 428 | 0,1,1,1,1,2,1,2,1,1 429 | 0,2,1,1,1,2,1,2,1,1 430 | 0,1,3,1,1,2,1,2,2,1 431 | 0,5,1,1,3,4,1,3,2,1 432 | 0,5,1,1,1,2,1,2,2,1 433 | 0,3,2,2,3,2,1,1,1,1 434 | 0,6,9,7,5,5,8,4,2,1 435 | 1,10,8,10,1,3,10,5,1,1 436 | 1,10,10,10,1,6,1,2,8,1 437 | 0,4,1,1,1,2,1,1,1,1 438 | 0,4,1,3,3,2,1,1,1,1 439 | 0,5,1,1,1,2,1,1,1,1 440 | 1,10,4,3,10,4,10,10,1,1 441 | 0,5,2,2,4,2,4,1,1,1 442 | 0,1,1,1,3,2,3,1,1,1 443 | 0,1,1,1,1,2,2,1,1,1 444 | 0,5,1,1,6,3,1,2,1,1 445 | 0,2,1,1,1,2,1,1,1,1 446 | 0,1,1,1,1,2,1,1,1,1 447 | 0,5,1,1,1,2,1,1,1,1 448 | 0,1,1,1,1,1,1,1,1,1 449 | 1,5,7,9,8,6,10,8,10,1 450 | 0,4,1,1,3,1,1,2,1,1 451 | 0,5,1,1,1,2,1,1,1,1 452 | 0,3,1,1,3,2,1,1,1,1 453 | 1,4,5,5,8,6,10,10,7,1 454 | 0,2,3,1,1,3,1,1,1,1 455 | 1,10,2,2,1,2,6,1,1,2 456 | 1,10,6,5,8,5,10,8,6,1 457 | 1,8,8,9,6,6,3,10,10,1 458 | 0,5,1,2,1,2,1,1,1,1 459 | 0,5,1,3,1,2,1,1,1,1 460 | 0,5,1,1,3,2,1,1,1,1 461 | 0,3,1,1,1,2,5,1,1,1 462 | 0,6,1,1,3,2,1,1,1,1 463 | 0,4,1,1,1,2,1,1,2,1 464 | 0,4,1,1,1,2,1,1,1,1 465 | 1,10,9,8,7,6,4,7,10,3 466 | 1,10,6,6,2,4,10,9,7,1 467 | 1,6,6,6,5,4,10,7,6,2 468 | 0,4,1,1,1,2,1,1,1,1 469 | 0,1,1,2,1,2,1,2,1,1 470 | 0,3,1,1,1,1,1,2,1,1 471 | 0,6,1,1,3,2,1,1,1,1 472 | 0,6,1,1,1,1,1,1,1,1 473 | 0,4,1,1,1,2,1,1,1,1 474 | 0,5,1,1,1,2,1,1,1,1 475 | 0,3,1,1,1,2,1,1,1,1 476 | 0,4,1,2,1,2,1,1,1,1 477 | 0,4,1,1,1,2,1,1,1,1 478 | 0,5,2,1,1,2,1,1,1,1 479 | 1,4,8,7,10,4,10,7,5,1 480 | 0,5,1,1,1,1,1,1,1,1 481 | 0,5,3,2,4,2,1,1,1,1 482 | 1,9,10,10,10,10,5,10,10,10 483 | 1,8,7,8,5,5,10,9,10,1 484 | 0,5,1,2,1,2,1,1,1,1 485 | 0,1,1,1,3,1,3,1,1,1 486 | 0,3,1,1,1,1,1,2,1,1 487 | 1,10,10,10,10,6,10,8,1,5 488 | 1,3,6,4,10,3,3,3,4,1 489 | 1,6,3,2,1,3,4,4,1,1 490 | 0,1,1,1,1,2,1,1,1,1 491 | 1,5,8,9,4,3,10,7,1,1 492 | 0,4,1,1,1,1,1,2,1,1 493 | 1,5,10,10,10,6,10,6,5,2 494 | 0,5,1,2,10,4,5,2,1,1 495 | 0,3,1,1,1,1,1,2,1,1 496 | 0,1,1,1,1,1,1,1,1,1 497 | 0,4,2,1,1,2,1,1,1,1 498 | 0,4,1,1,1,2,1,2,1,1 499 | 0,4,1,1,1,2,1,2,1,1 500 | 0,6,1,1,1,2,1,3,1,1 501 | 0,4,1,1,1,2,1,2,1,1 502 | 0,4,1,1,2,2,1,2,1,1 503 | 0,4,1,1,1,2,1,3,1,1 504 | 0,1,1,1,1,2,1,1,1,1 505 | 0,3,3,1,1,2,1,1,1,1 506 | 1,8,10,10,10,7,5,4,8,7 507 | 0,1,1,1,1,2,4,1,1,1 508 | 0,5,1,1,1,2,1,1,1,1 509 | 0,2,1,1,1,2,1,1,1,1 510 | 0,1,1,1,1,2,1,1,1,1 511 | 0,5,1,1,1,2,1,2,1,1 512 | 0,5,1,1,1,2,1,1,1,1 513 | 0,3,1,1,1,1,1,2,1,1 514 | 1,6,6,7,10,3,10,8,10,2 515 | 1,4,10,4,7,3,10,9,10,1 516 | 0,1,1,1,1,1,1,1,1,1 517 | 0,1,1,1,1,1,1,2,1,1 518 | 0,3,1,2,2,2,1,1,1,1 519 | 1,4,7,8,3,4,10,9,1,1 520 | 0,1,1,1,1,3,1,1,1,1 521 | 0,4,1,1,1,3,1,1,1,1 522 | 1,10,4,5,4,3,5,7,3,1 523 | 1,7,5,6,10,4,10,5,3,1 524 | 0,3,1,1,1,2,1,2,1,1 525 | 0,3,1,1,2,2,1,1,1,1 526 | 0,4,1,1,1,2,1,1,1,1 527 | 0,4,1,1,1,2,1,3,1,1 528 | 0,6,1,3,2,2,1,1,1,1 529 | 0,4,1,1,1,1,1,2,1,1 530 | 1,7,4,4,3,4,10,6,9,1 531 | 0,4,2,2,1,2,1,2,1,1 532 | 0,1,1,1,1,1,1,3,1,1 533 | 0,3,1,1,1,2,1,2,1,1 534 | 0,2,1,1,1,2,1,2,1,1 535 | 0,1,1,3,2,2,1,3,1,1 536 | 0,5,1,1,1,2,1,3,1,1 537 | 0,5,1,2,1,2,1,3,1,1 538 | 0,4,1,1,1,2,1,2,1,1 539 | 0,6,1,1,1,2,1,2,1,1 540 | 0,5,1,1,1,2,2,2,1,1 541 | 0,3,1,1,1,2,1,1,1,1 542 | 0,5,3,1,1,2,1,1,1,1 543 | 0,4,1,1,1,2,1,2,1,1 544 | 0,2,1,3,2,2,1,2,1,1 545 | 0,5,1,1,1,2,1,2,1,1 546 | 1,6,10,10,10,4,10,7,10,1 547 | 0,2,1,1,1,1,1,1,1,1 548 | 0,3,1,1,1,1,1,1,1,1 549 | 1,7,8,3,7,4,5,7,8,2 550 | 0,3,1,1,1,2,1,2,1,1 551 | 0,1,1,1,1,2,1,3,1,1 552 | 0,3,2,2,2,2,1,4,2,1 553 | 0,4,4,2,1,2,5,2,1,2 554 | 0,3,1,1,1,2,1,1,1,1 555 | 0,4,3,1,1,2,1,4,8,1 556 | 0,5,2,2,2,1,1,2,1,1 557 | 0,5,1,1,3,2,1,1,1,1 558 | 0,2,1,1,1,2,1,2,1,1 559 | 0,5,1,1,1,2,1,2,1,1 560 | 0,5,1,1,1,2,1,3,1,1 561 | 0,5,1,1,1,2,1,3,1,1 562 | 0,1,1,1,1,2,1,3,1,1 563 | 0,3,1,1,1,2,1,2,1,1 564 | 0,4,1,1,1,2,1,3,2,1 565 | 1,5,7,10,10,5,10,10,10,1 566 | 0,3,1,2,1,2,1,3,1,1 567 | 0,4,1,1,1,2,3,2,1,1 568 | 1,8,4,4,1,6,10,2,5,2 569 | 1,10,10,8,10,6,5,10,3,1 570 | 1,8,10,4,4,8,10,8,2,1 571 | 1,7,6,10,5,3,10,9,10,2 572 | 0,3,1,1,1,2,1,2,1,1 573 | 0,1,1,1,1,2,1,2,1,1 574 | 1,10,9,7,3,4,2,7,7,1 575 | 0,5,1,2,1,2,1,3,1,1 576 | 0,5,1,1,1,2,1,2,1,1 577 | 0,1,1,1,1,2,1,2,1,1 578 | 0,1,1,1,1,2,1,2,1,1 579 | 0,1,1,1,1,2,1,3,1,1 580 | 0,5,1,2,1,2,1,2,1,1 581 | 1,5,7,10,6,5,10,7,5,1 582 | 1,6,10,5,5,4,10,6,10,1 583 | 0,3,1,1,1,2,1,1,1,1 584 | 0,5,1,1,6,3,1,1,1,1 585 | 0,1,1,1,1,2,1,1,1,1 586 | 1,8,10,10,10,6,10,10,10,1 587 | 0,5,1,1,1,2,1,2,2,1 588 | 1,9,8,8,9,6,3,4,1,1 589 | 0,5,1,1,1,2,1,1,1,1 590 | 1,4,10,8,5,4,1,10,1,1 591 | 1,2,5,7,6,4,10,7,6,1 592 | 1,10,3,4,5,3,10,4,1,1 593 | 0,5,1,2,1,2,1,1,1,1 594 | 1,4,8,6,3,4,10,7,1,1 595 | 0,5,1,1,1,2,1,2,1,1 596 | 0,4,1,2,1,2,1,2,1,1 597 | 0,5,1,3,1,2,1,3,1,1 598 | 0,3,1,1,1,2,1,2,1,1 599 | 0,5,2,4,1,1,1,1,1,1 600 | 0,3,1,1,1,2,1,2,1,1 601 | 0,1,1,1,1,1,1,2,1,1 602 | 0,4,1,1,1,2,1,2,1,1 603 | 1,5,4,6,8,4,1,8,10,1 604 | 1,5,3,2,8,5,10,8,1,2 605 | 1,10,5,10,3,5,8,7,8,3 606 | 0,4,1,1,2,2,1,1,1,1 607 | 0,1,1,1,1,2,1,1,1,1 608 | 1,5,10,10,10,10,10,10,1,1 609 | 0,5,1,1,1,2,1,1,1,1 610 | 1,10,4,3,10,3,10,7,1,2 611 | 1,5,10,10,10,5,2,8,5,1 612 | 1,8,10,10,10,6,10,10,10,10 613 | 0,2,3,1,1,2,1,2,1,1 614 | 0,2,1,1,1,1,1,2,1,1 615 | 0,4,1,3,1,2,1,2,1,1 616 | 0,3,1,1,1,2,1,2,1,1 617 | 0,4,1,1,1,2,1,2,1,1 618 | 0,5,1,1,1,2,1,2,1,1 619 | 0,3,1,1,1,2,1,2,1,1 620 | 0,6,3,3,3,3,2,6,1,1 621 | 0,7,1,2,3,2,1,2,1,1 622 | 0,1,1,1,1,2,1,1,1,1 623 | 0,5,1,1,2,1,1,2,1,1 624 | 0,3,1,3,1,3,4,1,1,1 625 | 1,4,6,6,5,7,6,7,7,3 626 | 0,2,1,1,1,2,5,1,1,1 627 | 0,2,1,1,1,2,1,1,1,1 628 | 0,4,1,1,1,2,1,1,1,1 629 | 0,6,2,3,1,2,1,1,1,1 630 | 0,5,1,1,1,2,1,2,1,1 631 | 0,1,1,1,1,2,1,1,1,1 632 | 1,8,7,4,4,5,3,5,10,1 633 | 0,3,1,1,1,2,1,1,1,1 634 | 0,3,1,4,1,2,1,1,1,1 635 | 1,10,10,7,8,7,1,10,10,3 636 | 0,4,2,4,3,2,2,2,1,1 637 | 0,4,1,1,1,2,1,1,1,1 638 | 0,5,1,1,3,2,1,1,1,1 639 | 0,4,1,1,3,2,1,1,1,1 640 | 0,3,1,1,1,2,1,2,1,1 641 | 0,3,1,1,1,2,1,2,1,1 642 | 0,1,1,1,1,2,1,1,1,1 643 | 0,2,1,1,1,2,1,1,1,1 644 | 0,3,1,1,1,2,1,2,1,1 645 | 0,1,2,2,1,2,1,1,1,1 646 | 0,1,1,1,3,2,1,1,1,1 647 | 1,5,10,10,10,10,2,10,10,10 648 | 0,3,1,1,1,2,1,2,1,1 649 | 0,3,1,1,2,3,4,1,1,1 650 | 0,1,2,1,3,2,1,2,1,1 651 | 0,5,1,1,1,2,1,2,2,1 652 | 0,4,1,1,1,2,1,2,1,1 653 | 0,3,1,1,1,2,1,3,1,1 654 | 0,3,1,1,1,2,1,2,1,1 655 | 0,5,1,1,1,2,1,2,1,1 656 | 0,5,4,5,1,8,1,3,6,1 657 | 1,7,8,8,7,3,10,7,2,3 658 | 0,1,1,1,1,2,1,1,1,1 659 | 0,1,1,1,1,2,1,2,1,1 660 | 0,4,1,1,1,2,1,3,1,1 661 | 0,1,1,3,1,2,1,2,1,1 662 | 0,1,1,3,1,2,1,2,1,1 663 | 0,3,1,1,3,2,1,2,1,1 664 | 0,1,1,1,1,2,1,1,1,1 665 | 0,5,2,2,2,2,1,1,1,2 666 | 0,3,1,1,1,2,1,3,1,1 667 | 1,5,7,4,1,6,1,7,10,3 668 | 1,5,10,10,8,5,5,7,10,1 669 | 1,3,10,7,8,5,8,7,4,1 670 | 0,3,2,1,2,2,1,3,1,1 671 | 0,2,1,1,1,2,1,3,1,1 672 | 0,5,3,2,1,3,1,1,1,1 673 | 0,1,1,1,1,2,1,2,1,1 674 | 0,4,1,4,1,2,1,1,1,1 675 | 0,1,1,2,1,2,1,2,1,1 676 | 0,5,1,1,1,2,1,1,1,1 677 | 0,1,1,1,1,2,1,1,1,1 678 | 0,2,1,1,1,2,1,1,1,1 679 | 1,10,10,10,10,5,10,10,10,7 680 | 1,5,10,10,10,4,10,5,6,3 681 | 0,5,1,1,1,2,1,3,2,1 682 | 0,1,1,1,1,2,1,1,1,1 683 | 0,1,1,1,1,2,1,1,1,1 684 | 0,1,1,1,1,2,1,1,1,1 685 | 0,1,1,1,1,2,1,1,1,1 686 | 0,3,1,1,1,2,1,2,3,1 687 | 0,4,1,1,1,2,1,1,1,1 688 | 0,1,1,1,1,2,1,1,1,8 689 | 0,1,1,1,3,2,1,1,1,1 690 | 1,5,10,10,5,4,5,4,4,1 691 | 0,3,1,1,1,2,1,1,1,1 692 | 0,3,1,1,1,2,1,2,1,2 693 | 0,3,1,1,1,3,2,1,1,1 694 | 0,2,1,1,1,2,1,1,1,1 695 | 1,5,10,10,3,7,3,8,10,2 696 | 1,4,8,6,4,3,4,10,6,1 697 | 1,4,8,8,5,4,5,10,4,1 698 | 699 | -------------------------------------------------------------------------------- /Datasets/Automobile price.csv: -------------------------------------------------------------------------------- 1 | symboling,normalized-losses,make,fuel-type,aspiration,num-of-doors,body-style,drive-wheels,engine-location,wheel-base,length,width,height,curb-weight,engine-type,num-of-cylinders,engine-size,fuel-system,bore,stroke,compression-ratio,horsepower,peak-rpm,city-mpg,highway-mpg,price 2 | 3,?,alfa-romero,gas,std,two,convertible,rwd,front,88.60,168.80,64.10,48.80,2548,dohc,four,130,mpfi,3.47,2.68,9.00,111,5000,21,27,13495 3 | 3,?,alfa-romero,gas,std,two,convertible,rwd,front,88.60,168.80,64.10,48.80,2548,dohc,four,130,mpfi,3.47,2.68,9.00,111,5000,21,27,16500 4 | 1,?,alfa-romero,gas,std,two,hatchback,rwd,front,94.50,171.20,65.50,52.40,2823,ohcv,six,152,mpfi,2.68,3.47,9.00,154,5000,19,26,16500 5 | 2,164,audi,gas,std,four,sedan,fwd,front,99.80,176.60,66.20,54.30,2337,ohc,four,109,mpfi,3.19,3.40,10.00,102,5500,24,30,13950 6 | 2,164,audi,gas,std,four,sedan,4wd,front,99.40,176.60,66.40,54.30,2824,ohc,five,136,mpfi,3.19,3.40,8.00,115,5500,18,22,17450 7 | 2,?,audi,gas,std,two,sedan,fwd,front,99.80,177.30,66.30,53.10,2507,ohc,five,136,mpfi,3.19,3.40,8.50,110,5500,19,25,15250 8 | 1,158,audi,gas,std,four,sedan,fwd,front,105.80,192.70,71.40,55.70,2844,ohc,five,136,mpfi,3.19,3.40,8.50,110,5500,19,25,17710 9 | 1,?,audi,gas,std,four,wagon,fwd,front,105.80,192.70,71.40,55.70,2954,ohc,five,136,mpfi,3.19,3.40,8.50,110,5500,19,25,18920 10 | 1,158,audi,gas,turbo,four,sedan,fwd,front,105.80,192.70,71.40,55.90,3086,ohc,five,131,mpfi,3.13,3.40,8.30,140,5500,17,20,23875 11 | 0,?,audi,gas,turbo,two,hatchback,4wd,front,99.50,178.20,67.90,52.00,3053,ohc,five,131,mpfi,3.13,3.40,7.00,160,5500,16,22,? 12 | 2,192,bmw,gas,std,two,sedan,rwd,front,101.20,176.80,64.80,54.30,2395,ohc,four,108,mpfi,3.50,2.80,8.80,101,5800,23,29,16430 13 | 0,192,bmw,gas,std,four,sedan,rwd,front,101.20,176.80,64.80,54.30,2395,ohc,four,108,mpfi,3.50,2.80,8.80,101,5800,23,29,16925 14 | 0,188,bmw,gas,std,two,sedan,rwd,front,101.20,176.80,64.80,54.30,2710,ohc,six,164,mpfi,3.31,3.19,9.00,121,4250,21,28,20970 15 | 0,188,bmw,gas,std,four,sedan,rwd,front,101.20,176.80,64.80,54.30,2765,ohc,six,164,mpfi,3.31,3.19,9.00,121,4250,21,28,21105 16 | 1,?,bmw,gas,std,four,sedan,rwd,front,103.50,189.00,66.90,55.70,3055,ohc,six,164,mpfi,3.31,3.19,9.00,121,4250,20,25,24565 17 | 0,?,bmw,gas,std,four,sedan,rwd,front,103.50,189.00,66.90,55.70,3230,ohc,six,209,mpfi,3.62,3.39,8.00,182,5400,16,22,30760 18 | 0,?,bmw,gas,std,two,sedan,rwd,front,103.50,193.80,67.90,53.70,3380,ohc,six,209,mpfi,3.62,3.39,8.00,182,5400,16,22,41315 19 | 0,?,bmw,gas,std,four,sedan,rwd,front,110.00,197.00,70.90,56.30,3505,ohc,six,209,mpfi,3.62,3.39,8.00,182,5400,15,20,36880 20 | 2,121,chevrolet,gas,std,two,hatchback,fwd,front,88.40,141.10,60.30,53.20,1488,l,three,61,2bbl,2.91,3.03,9.50,48,5100,47,53,5151 21 | 1,98,chevrolet,gas,std,two,hatchback,fwd,front,94.50,155.90,63.60,52.00,1874,ohc,four,90,2bbl,3.03,3.11,9.60,70,5400,38,43,6295 22 | 0,81,chevrolet,gas,std,four,sedan,fwd,front,94.50,158.80,63.60,52.00,1909,ohc,four,90,2bbl,3.03,3.11,9.60,70,5400,38,43,6575 23 | 1,118,dodge,gas,std,two,hatchback,fwd,front,93.70,157.30,63.80,50.80,1876,ohc,four,90,2bbl,2.97,3.23,9.41,68,5500,37,41,5572 24 | 1,118,dodge,gas,std,two,hatchback,fwd,front,93.70,157.30,63.80,50.80,1876,ohc,four,90,2bbl,2.97,3.23,9.40,68,5500,31,38,6377 25 | 1,118,dodge,gas,turbo,two,hatchback,fwd,front,93.70,157.30,63.80,50.80,2128,ohc,four,98,mpfi,3.03,3.39,7.60,102,5500,24,30,7957 26 | 1,148,dodge,gas,std,four,hatchback,fwd,front,93.70,157.30,63.80,50.60,1967,ohc,four,90,2bbl,2.97,3.23,9.40,68,5500,31,38,6229 27 | 1,148,dodge,gas,std,four,sedan,fwd,front,93.70,157.30,63.80,50.60,1989,ohc,four,90,2bbl,2.97,3.23,9.40,68,5500,31,38,6692 28 | 1,148,dodge,gas,std,four,sedan,fwd,front,93.70,157.30,63.80,50.60,1989,ohc,four,90,2bbl,2.97,3.23,9.40,68,5500,31,38,7609 29 | 1,148,dodge,gas,turbo,?,sedan,fwd,front,93.70,157.30,63.80,50.60,2191,ohc,four,98,mpfi,3.03,3.39,7.60,102,5500,24,30,8558 30 | -1,110,dodge,gas,std,four,wagon,fwd,front,103.30,174.60,64.60,59.80,2535,ohc,four,122,2bbl,3.34,3.46,8.50,88,5000,24,30,8921 31 | 3,145,dodge,gas,turbo,two,hatchback,fwd,front,95.90,173.20,66.30,50.20,2811,ohc,four,156,mfi,3.60,3.90,7.00,145,5000,19,24,12964 32 | 2,137,honda,gas,std,two,hatchback,fwd,front,86.60,144.60,63.90,50.80,1713,ohc,four,92,1bbl,2.91,3.41,9.60,58,4800,49,54,6479 33 | 2,137,honda,gas,std,two,hatchback,fwd,front,86.60,144.60,63.90,50.80,1819,ohc,four,92,1bbl,2.91,3.41,9.20,76,6000,31,38,6855 34 | 1,101,honda,gas,std,two,hatchback,fwd,front,93.70,150.00,64.00,52.60,1837,ohc,four,79,1bbl,2.91,3.07,10.10,60,5500,38,42,5399 35 | 1,101,honda,gas,std,two,hatchback,fwd,front,93.70,150.00,64.00,52.60,1940,ohc,four,92,1bbl,2.91,3.41,9.20,76,6000,30,34,6529 36 | 1,101,honda,gas,std,two,hatchback,fwd,front,93.70,150.00,64.00,52.60,1956,ohc,four,92,1bbl,2.91,3.41,9.20,76,6000,30,34,7129 37 | 0,110,honda,gas,std,four,sedan,fwd,front,96.50,163.40,64.00,54.50,2010,ohc,four,92,1bbl,2.91,3.41,9.20,76,6000,30,34,7295 38 | 0,78,honda,gas,std,four,wagon,fwd,front,96.50,157.10,63.90,58.30,2024,ohc,four,92,1bbl,2.92,3.41,9.20,76,6000,30,34,7295 39 | 0,106,honda,gas,std,two,hatchback,fwd,front,96.50,167.50,65.20,53.30,2236,ohc,four,110,1bbl,3.15,3.58,9.00,86,5800,27,33,7895 40 | 0,106,honda,gas,std,two,hatchback,fwd,front,96.50,167.50,65.20,53.30,2289,ohc,four,110,1bbl,3.15,3.58,9.00,86,5800,27,33,9095 41 | 0,85,honda,gas,std,four,sedan,fwd,front,96.50,175.40,65.20,54.10,2304,ohc,four,110,1bbl,3.15,3.58,9.00,86,5800,27,33,8845 42 | 0,85,honda,gas,std,four,sedan,fwd,front,96.50,175.40,62.50,54.10,2372,ohc,four,110,1bbl,3.15,3.58,9.00,86,5800,27,33,10295 43 | 0,85,honda,gas,std,four,sedan,fwd,front,96.50,175.40,65.20,54.10,2465,ohc,four,110,mpfi,3.15,3.58,9.00,101,5800,24,28,12945 44 | 1,107,honda,gas,std,two,sedan,fwd,front,96.50,169.10,66.00,51.00,2293,ohc,four,110,2bbl,3.15,3.58,9.10,100,5500,25,31,10345 45 | 0,?,isuzu,gas,std,four,sedan,rwd,front,94.30,170.70,61.80,53.50,2337,ohc,four,111,2bbl,3.31,3.23,8.50,78,4800,24,29,6785 46 | 1,?,isuzu,gas,std,two,sedan,fwd,front,94.50,155.90,63.60,52.00,1874,ohc,four,90,2bbl,3.03,3.11,9.60,70,5400,38,43,? 47 | 0,?,isuzu,gas,std,four,sedan,fwd,front,94.50,155.90,63.60,52.00,1909,ohc,four,90,2bbl,3.03,3.11,9.60,70,5400,38,43,? 48 | 2,?,isuzu,gas,std,two,hatchback,rwd,front,96.00,172.60,65.20,51.40,2734,ohc,four,119,spfi,3.43,3.23,9.20,90,5000,24,29,11048 49 | 0,145,jaguar,gas,std,four,sedan,rwd,front,113.00,199.60,69.60,52.80,4066,dohc,six,258,mpfi,3.63,4.17,8.10,176,4750,15,19,32250 50 | 0,?,jaguar,gas,std,four,sedan,rwd,front,113.00,199.60,69.60,52.80,4066,dohc,six,258,mpfi,3.63,4.17,8.10,176,4750,15,19,35550 51 | 0,?,jaguar,gas,std,two,sedan,rwd,front,102.00,191.70,70.60,47.80,3950,ohcv,twelve,326,mpfi,3.54,2.76,11.50,262,5000,13,17,36000 52 | 1,104,mazda,gas,std,two,hatchback,fwd,front,93.10,159.10,64.20,54.10,1890,ohc,four,91,2bbl,3.03,3.15,9.00,68,5000,30,31,5195 53 | 1,104,mazda,gas,std,two,hatchback,fwd,front,93.10,159.10,64.20,54.10,1900,ohc,four,91,2bbl,3.03,3.15,9.00,68,5000,31,38,6095 54 | 1,104,mazda,gas,std,two,hatchback,fwd,front,93.10,159.10,64.20,54.10,1905,ohc,four,91,2bbl,3.03,3.15,9.00,68,5000,31,38,6795 55 | 1,113,mazda,gas,std,four,sedan,fwd,front,93.10,166.80,64.20,54.10,1945,ohc,four,91,2bbl,3.03,3.15,9.00,68,5000,31,38,6695 56 | 1,113,mazda,gas,std,four,sedan,fwd,front,93.10,166.80,64.20,54.10,1950,ohc,four,91,2bbl,3.08,3.15,9.00,68,5000,31,38,7395 57 | 3,150,mazda,gas,std,two,hatchback,rwd,front,95.30,169.00,65.70,49.60,2380,rotor,two,70,4bbl,?,?,9.40,101,6000,17,23,10945 58 | 3,150,mazda,gas,std,two,hatchback,rwd,front,95.30,169.00,65.70,49.60,2380,rotor,two,70,4bbl,?,?,9.40,101,6000,17,23,11845 59 | 3,150,mazda,gas,std,two,hatchback,rwd,front,95.30,169.00,65.70,49.60,2385,rotor,two,70,4bbl,?,?,9.40,101,6000,17,23,13645 60 | 3,150,mazda,gas,std,two,hatchback,rwd,front,95.30,169.00,65.70,49.60,2500,rotor,two,80,mpfi,?,?,9.40,135,6000,16,23,15645 61 | 1,129,mazda,gas,std,two,hatchback,fwd,front,98.80,177.80,66.50,53.70,2385,ohc,four,122,2bbl,3.39,3.39,8.60,84,4800,26,32,8845 62 | 0,115,mazda,gas,std,four,sedan,fwd,front,98.80,177.80,66.50,55.50,2410,ohc,four,122,2bbl,3.39,3.39,8.60,84,4800,26,32,8495 63 | 1,129,mazda,gas,std,two,hatchback,fwd,front,98.80,177.80,66.50,53.70,2385,ohc,four,122,2bbl,3.39,3.39,8.60,84,4800,26,32,10595 64 | 0,115,mazda,gas,std,four,sedan,fwd,front,98.80,177.80,66.50,55.50,2410,ohc,four,122,2bbl,3.39,3.39,8.60,84,4800,26,32,10245 65 | 0,?,mazda,diesel,std,?,sedan,fwd,front,98.80,177.80,66.50,55.50,2443,ohc,four,122,idi,3.39,3.39,22.70,64,4650,36,42,10795 66 | 0,115,mazda,gas,std,four,hatchback,fwd,front,98.80,177.80,66.50,55.50,2425,ohc,four,122,2bbl,3.39,3.39,8.60,84,4800,26,32,11245 67 | 0,118,mazda,gas,std,four,sedan,rwd,front,104.90,175.00,66.10,54.40,2670,ohc,four,140,mpfi,3.76,3.16,8.00,120,5000,19,27,18280 68 | 0,?,mazda,diesel,std,four,sedan,rwd,front,104.90,175.00,66.10,54.40,2700,ohc,four,134,idi,3.43,3.64,22.00,72,4200,31,39,18344 69 | -1,93,mercedes-benz,diesel,turbo,four,sedan,rwd,front,110.00,190.90,70.30,56.50,3515,ohc,five,183,idi,3.58,3.64,21.50,123,4350,22,25,25552 70 | -1,93,mercedes-benz,diesel,turbo,four,wagon,rwd,front,110.00,190.90,70.30,58.70,3750,ohc,five,183,idi,3.58,3.64,21.50,123,4350,22,25,28248 71 | 0,93,mercedes-benz,diesel,turbo,two,hardtop,rwd,front,106.70,187.50,70.30,54.90,3495,ohc,five,183,idi,3.58,3.64,21.50,123,4350,22,25,28176 72 | -1,93,mercedes-benz,diesel,turbo,four,sedan,rwd,front,115.60,202.60,71.70,56.30,3770,ohc,five,183,idi,3.58,3.64,21.50,123,4350,22,25,31600 73 | -1,?,mercedes-benz,gas,std,four,sedan,rwd,front,115.60,202.60,71.70,56.50,3740,ohcv,eight,234,mpfi,3.46,3.10,8.30,155,4750,16,18,34184 74 | 3,142,mercedes-benz,gas,std,two,convertible,rwd,front,96.60,180.30,70.50,50.80,3685,ohcv,eight,234,mpfi,3.46,3.10,8.30,155,4750,16,18,35056 75 | 0,?,mercedes-benz,gas,std,four,sedan,rwd,front,120.90,208.10,71.70,56.70,3900,ohcv,eight,308,mpfi,3.80,3.35,8.00,184,4500,14,16,40960 76 | 1,?,mercedes-benz,gas,std,two,hardtop,rwd,front,112.00,199.20,72.00,55.40,3715,ohcv,eight,304,mpfi,3.80,3.35,8.00,184,4500,14,16,45400 77 | 1,?,mercury,gas,turbo,two,hatchback,rwd,front,102.70,178.40,68.00,54.80,2910,ohc,four,140,mpfi,3.78,3.12,8.00,175,5000,19,24,16503 78 | 2,161,mitsubishi,gas,std,two,hatchback,fwd,front,93.70,157.30,64.40,50.80,1918,ohc,four,92,2bbl,2.97,3.23,9.40,68,5500,37,41,5389 79 | 2,161,mitsubishi,gas,std,two,hatchback,fwd,front,93.70,157.30,64.40,50.80,1944,ohc,four,92,2bbl,2.97,3.23,9.40,68,5500,31,38,6189 80 | 2,161,mitsubishi,gas,std,two,hatchback,fwd,front,93.70,157.30,64.40,50.80,2004,ohc,four,92,2bbl,2.97,3.23,9.40,68,5500,31,38,6669 81 | 1,161,mitsubishi,gas,turbo,two,hatchback,fwd,front,93,157.30,63.80,50.80,2145,ohc,four,98,spdi,3.03,3.39,7.60,102,5500,24,30,7689 82 | 3,153,mitsubishi,gas,turbo,two,hatchback,fwd,front,96.30,173.00,65.40,49.40,2370,ohc,four,110,spdi,3.17,3.46,7.50,116,5500,23,30,9959 83 | 3,153,mitsubishi,gas,std,two,hatchback,fwd,front,96.30,173.00,65.40,49.40,2328,ohc,four,122,2bbl,3.35,3.46,8.50,88,5000,25,32,8499 84 | 3,?,mitsubishi,gas,turbo,two,hatchback,fwd,front,95.90,173.20,66.30,50.20,2833,ohc,four,156,spdi,3.58,3.86,7.00,145,5000,19,24,12629 85 | 3,?,mitsubishi,gas,turbo,two,hatchback,fwd,front,95.90,173.20,66.30,50.20,2921,ohc,four,156,spdi,3.59,3.86,7.00,145,5000,19,24,14869 86 | 3,?,mitsubishi,gas,turbo,two,hatchback,fwd,front,95.90,173.20,66.30,50.20,2926,ohc,four,156,spdi,3.59,3.86,7.00,145,5000,19,24,14489 87 | 1,125,mitsubishi,gas,std,four,sedan,fwd,front,96.30,172.40,65.40,51.60,2365,ohc,four,122,2bbl,3.35,3.46,8.50,88,5000,25,32,6989 88 | 1,125,mitsubishi,gas,std,four,sedan,fwd,front,96.30,172.40,65.40,51.60,2405,ohc,four,122,2bbl,3.35,3.46,8.50,88,5000,25,32,8189 89 | 1,125,mitsubishi,gas,turbo,four,sedan,fwd,front,96.30,172.40,65.40,51.60,2403,ohc,four,110,spdi,3.17,3.46,7.50,116,5500,23,30,9279 90 | -1,137,mitsubishi,gas,std,four,sedan,fwd,front,96.30,172.40,65.40,51.60,2403,ohc,four,110,spdi,3.17,3.46,7.50,116,5500,23,30,9279 91 | 1,128,nissan,gas,std,two,sedan,fwd,front,94.50,165.30,63.80,54.50,1889,ohc,four,97,2bbl,3.15,3.29,9.40,69,5200,31,37,5499 92 | 1,128,nissan,diesel,std,two,sedan,fwd,front,94.50,165.30,63.80,54.50,2017,ohc,four,103,idi,2.99,3.47,21.90,55,4800,45,50,7099 93 | 1,128,nissan,gas,std,two,sedan,fwd,front,94.50,165.30,63.80,54.50,1918,ohc,four,97,2bbl,3.15,3.29,9.40,69,5200,31,37,6649 94 | 1,122,nissan,gas,std,four,sedan,fwd,front,94.50,165.30,63.80,54.50,1938,ohc,four,97,2bbl,3.15,3.29,9.40,69,5200,31,37,6849 95 | 1,103,nissan,gas,std,four,wagon,fwd,front,94.50,170.20,63.80,53.50,2024,ohc,four,97,2bbl,3.15,3.29,9.40,69,5200,31,37,7349 96 | 1,128,nissan,gas,std,two,sedan,fwd,front,94.50,165.30,63.80,54.50,1951,ohc,four,97,2bbl,3.15,3.29,9.40,69,5200,31,37,7299 97 | 1,128,nissan,gas,std,two,hatchback,fwd,front,94.50,165.60,63.80,53.30,2028,ohc,four,97,2bbl,3.15,3.29,9.40,69,5200,31,37,7799 98 | 1,122,nissan,gas,std,four,sedan,fwd,front,94.50,165.30,63.80,54.50,1971,ohc,four,97,2bbl,3.15,3.29,9.40,69,5200,31,37,7499 99 | 1,103,nissan,gas,std,four,wagon,fwd,front,94.50,170.20,63.80,53.50,2037,ohc,four,97,2bbl,3.15,3.29,9.40,69,5200,31,37,7999 100 | 2,168,nissan,gas,std,two,hardtop,fwd,front,95.10,162.40,63.80,53.30,2008,ohc,four,97,2bbl,3.15,3.29,9.40,69,5200,31,37,8249 101 | 0,106,nissan,gas,std,four,hatchback,fwd,front,97.20,173.40,65.20,54.70,2324,ohc,four,120,2bbl,3.33,3.47,8.50,97,5200,27,34,8949 102 | 0,106,nissan,gas,std,four,sedan,fwd,front,97.20,173.40,65.20,54.70,2302,ohc,four,120,2bbl,3.33,3.47,8.50,97,5200,27,34,9549 103 | 0,128,nissan,gas,std,four,sedan,fwd,front,100.40,181.70,66.50,55.10,3095,ohcv,six,181,mpfi,3.43,3.27,9.00,152,5200,17,22,13499 104 | 0,108,nissan,gas,std,four,wagon,fwd,front,100.40,184.60,66.50,56.10,3296,ohcv,six,181,mpfi,3.43,3.27,9.00,152,5200,17,22,14399 105 | 0,108,nissan,gas,std,four,sedan,fwd,front,100.40,184.60,66.50,55.10,3060,ohcv,six,181,mpfi,3.43,3.27,9.00,152,5200,19,25,13499 106 | 3,194,nissan,gas,std,two,hatchback,rwd,front,91.30,170.70,67.90,49.70,3071,ohcv,six,181,mpfi,3.43,3.27,9.00,160,5200,19,25,17199 107 | 3,194,nissan,gas,turbo,two,hatchback,rwd,front,91.30,170.70,67.90,49.70,3139,ohcv,six,181,mpfi,3.43,3.27,7.80,200,5200,17,23,19699 108 | 1,231,nissan,gas,std,two,hatchback,rwd,front,99.20,178.50,67.90,49.70,3139,ohcv,six,181,mpfi,3.43,3.27,9.00,160,5200,19,25,18399 109 | 0,161,peugot,gas,std,four,sedan,rwd,front,107.90,186.70,68.40,56.70,3020,l,four,120,mpfi,3.46,3.19,8.40,97,5000,19,24,11900 110 | 0,161,peugot,diesel,turbo,four,sedan,rwd,front,107.90,186.70,68.40,56.70,3197,l,four,152,idi,3.70,3.52,21.00,95,4150,28,33,13200 111 | 0,?,peugot,gas,std,four,wagon,rwd,front,114.20,198.90,68.40,58.70,3230,l,four,120,mpfi,3.46,3.19,8.40,97,5000,19,24,12440 112 | 0,?,peugot,diesel,turbo,four,wagon,rwd,front,114.20,198.90,68.40,58.70,3430,l,four,152,idi,3.70,3.52,21.00,95,4150,25,25,13860 113 | 0,161,peugot,gas,std,four,sedan,rwd,front,107.90,186.70,68.40,56.70,3075,l,four,120,mpfi,3.46,2.19,8.40,95,5000,19,24,15580 114 | 0,161,peugot,diesel,turbo,four,sedan,rwd,front,107.90,186.70,68.40,56.70,3252,l,four,152,idi,3.70,3.52,21.00,95,4150,28,33,16900 115 | 0,?,peugot,gas,std,four,wagon,rwd,front,114.20,198.90,68.40,56.70,3285,l,four,120,mpfi,3.46,2.19,8.40,95,5000,19,24,16695 116 | 0,?,peugot,diesel,turbo,four,wagon,rwd,front,114.20,198.90,68.40,58.70,3485,l,four,152,idi,3.70,3.52,21.00,95,4150,25,25,17075 117 | 0,161,peugot,gas,std,four,sedan,rwd,front,107.90,186.70,68.40,56.70,3075,l,four,120,mpfi,3.46,3.19,8.40,97,5000,19,24,16630 118 | 0,161,peugot,diesel,turbo,four,sedan,rwd,front,107.90,186.70,68.40,56.70,3252,l,four,152,idi,3.70,3.52,21.00,95,4150,28,33,17950 119 | 0,161,peugot,gas,turbo,four,sedan,rwd,front,108.00,186.70,68.30,56.00,3130,l,four,134,mpfi,3.61,3.21,7.00,142,5600,18,24,18150 120 | 1,119,plymouth,gas,std,two,hatchback,fwd,front,93.70,157.30,63.80,50.80,1918,ohc,four,90,2bbl,2.97,3.23,9.40,68,5500,37,41,5572 121 | 1,119,plymouth,gas,turbo,two,hatchback,fwd,front,93.70,157.30,63.80,50.80,2128,ohc,four,98,spdi,3.03,3.39,7.60,102,5500,24,30,7957 122 | 1,154,plymouth,gas,std,four,hatchback,fwd,front,93.70,157.30,63.80,50.60,1967,ohc,four,90,2bbl,2.97,3.23,9.40,68,5500,31,38,6229 123 | 1,154,plymouth,gas,std,four,sedan,fwd,front,93.70,167.30,63.80,50.80,1989,ohc,four,90,2bbl,2.97,3.23,9.40,68,5500,31,38,6692 124 | 1,154,plymouth,gas,std,four,sedan,fwd,front,93.70,167.30,63.80,50.80,2191,ohc,four,98,2bbl,2.97,3.23,9.40,68,5500,31,38,7609 125 | -1,74,plymouth,gas,std,four,wagon,fwd,front,103.30,174.60,64.60,59.80,2535,ohc,four,122,2bbl,3.35,3.46,8.50,88,5000,24,30,8921 126 | 3,?,plymouth,gas,turbo,two,hatchback,rwd,front,95.90,173.20,66.30,50.20,2818,ohc,four,156,spdi,3.59,3.86,7.00,145,5000,19,24,12764 127 | 3,186,porsche,gas,std,two,hatchback,rwd,front,94.50,168.90,68.30,50.20,2778,ohc,four,151,mpfi,3.94,3.11,9.50,143,5500,19,27,22018 128 | 3,?,porsche,gas,std,two,hardtop,rwd,rear,89.50,168.90,65.00,51.60,2756,ohcf,six,194,mpfi,3.74,2.90,9.50,207,5900,17,25,32528 129 | 3,?,porsche,gas,std,two,hardtop,rwd,rear,89.50,168.90,65.00,51.60,2756,ohcf,six,194,mpfi,3.74,2.90,9.50,207,5900,17,25,34028 130 | 3,?,porsche,gas,std,two,convertible,rwd,rear,89.50,168.90,65.00,51.60,2800,ohcf,six,194,mpfi,3.74,2.90,9.50,207,5900,17,25,37028 131 | 1,?,porsche,gas,std,two,hatchback,rwd,front,98.40,175.70,72.30,50.50,3366,dohcv,eight,203,mpfi,3.94,3.11,10.00,288,5750,17,28,? 132 | 0,?,renault,gas,std,four,wagon,fwd,front,96.10,181.50,66.50,55.20,2579,ohc,four,132,mpfi,3.46,3.90,8.70,?,?,23,31,9295 133 | 2,?,renault,gas,std,two,hatchback,fwd,front,96.10,176.80,66.60,50.50,2460,ohc,four,132,mpfi,3.46,3.90,8.70,?,?,23,31,9895 134 | 3,150,saab,gas,std,two,hatchback,fwd,front,99.10,186.60,66.50,56.10,2658,ohc,four,121,mpfi,3.54,3.07,9.31,110,5250,21,28,11850 135 | 2,104,saab,gas,std,four,sedan,fwd,front,99.10,186.60,66.50,56.10,2695,ohc,four,121,mpfi,3.54,3.07,9.30,110,5250,21,28,12170 136 | 3,150,saab,gas,std,two,hatchback,fwd,front,99.10,186.60,66.50,56.10,2707,ohc,four,121,mpfi,2.54,2.07,9.30,110,5250,21,28,15040 137 | 2,104,saab,gas,std,four,sedan,fwd,front,99.10,186.60,66.50,56.10,2758,ohc,four,121,mpfi,3.54,3.07,9.30,110,5250,21,28,15510 138 | 3,150,saab,gas,turbo,two,hatchback,fwd,front,99.10,186.60,66.50,56.10,2808,dohc,four,121,mpfi,3.54,3.07,9.00,160,5500,19,26,18150 139 | 2,104,saab,gas,turbo,four,sedan,fwd,front,99.10,186.60,66.50,56.10,2847,dohc,four,121,mpfi,3.54,3.07,9.00,160,5500,19,26,18620 140 | 2,83,subaru,gas,std,two,hatchback,fwd,front,93.70,156.90,63.40,53.70,2050,ohcf,four,97,2bbl,3.62,2.36,9.00,69,4900,31,36,5118 141 | 2,83,subaru,gas,std,two,hatchback,fwd,front,93.70,157.90,63.60,53.70,2120,ohcf,four,108,2bbl,3.62,2.64,8.70,73,4400,26,31,7053 142 | 2,83,subaru,gas,std,two,hatchback,4wd,front,93.30,157.30,63.80,55.70,2240,ohcf,four,108,2bbl,3.62,2.64,8.70,73,4400,26,31,7603 143 | 0,102,subaru,gas,std,four,sedan,fwd,front,97.20,172.00,65.40,52.50,2145,ohcf,four,108,2bbl,3.62,2.64,9.50,82,4800,32,37,7126 144 | 0,102,subaru,gas,std,four,sedan,fwd,front,97.20,172.00,65.40,52.50,2190,ohcf,four,108,2bbl,3.62,2.64,9.50,82,4400,28,33,7775 145 | 0,102,subaru,gas,std,four,sedan,fwd,front,97.20,172.00,65.40,52.50,2340,ohcf,four,108,mpfi,3.62,2.64,9.00,94,5200,26,32,9960 146 | 0,102,subaru,gas,std,four,sedan,4wd,front,97.00,172.00,65.40,54.30,2385,ohcf,four,108,2bbl,3.62,2.64,9.00,82,4800,24,25,9233 147 | 0,102,subaru,gas,turbo,four,sedan,4wd,front,97.00,172.00,65.40,54.30,2510,ohcf,four,108,mpfi,3.62,2.64,7.70,111,4800,24,29,11259 148 | 0,89,subaru,gas,std,four,wagon,fwd,front,97.00,173.50,65.40,53.00,2290,ohcf,four,108,2bbl,3.62,2.64,9.00,82,4800,28,32,7463 149 | 0,89,subaru,gas,std,four,wagon,fwd,front,97.00,173.50,65.40,53.00,2455,ohcf,four,108,mpfi,3.62,2.64,9.00,94,5200,25,31,10198 150 | 0,85,subaru,gas,std,four,wagon,4wd,front,96.90,173.60,65.40,54.90,2420,ohcf,four,108,2bbl,3.62,2.64,9.00,82,4800,23,29,8013 151 | 0,85,subaru,gas,turbo,four,wagon,4wd,front,96.90,173.60,65.40,54.90,2650,ohcf,four,108,mpfi,3.62,2.64,7.70,111,4800,23,23,11694 152 | 1,87,toyota,gas,std,two,hatchback,fwd,front,95.70,158.70,63.60,54.50,1985,ohc,four,92,2bbl,3.05,3.03,9.00,62,4800,35,39,5348 153 | 1,87,toyota,gas,std,two,hatchback,fwd,front,95.70,158.70,63.60,54.50,2040,ohc,four,92,2bbl,3.05,3.03,9.00,62,4800,31,38,6338 154 | 1,74,toyota,gas,std,four,hatchback,fwd,front,95.70,158.70,63.60,54.50,2015,ohc,four,92,2bbl,3.05,3.03,9.00,62,4800,31,38,6488 155 | 0,77,toyota,gas,std,four,wagon,fwd,front,95.70,169.70,63.60,59.10,2280,ohc,four,92,2bbl,3.05,3.03,9.00,62,4800,31,37,6918 156 | 0,81,toyota,gas,std,four,wagon,4wd,front,95.70,169.70,63.60,59.10,2290,ohc,four,92,2bbl,3.05,3.03,9.00,62,4800,27,32,7898 157 | 0,91,toyota,gas,std,four,wagon,4wd,front,95.70,169.70,63.60,59.10,3110,ohc,four,92,2bbl,3.05,3.03,9.00,62,4800,27,32,8778 158 | 0,91,toyota,gas,std,four,sedan,fwd,front,95.70,166.30,64.40,53.00,2081,ohc,four,98,2bbl,3.19,3.03,9.00,70,4800,30,37,6938 159 | 0,91,toyota,gas,std,four,hatchback,fwd,front,95.70,166.30,64.40,52.80,2109,ohc,four,98,2bbl,3.19,3.03,9.00,70,4800,30,37,7198 160 | 0,91,toyota,diesel,std,four,sedan,fwd,front,95.70,166.30,64.40,53.00,2275,ohc,four,110,idi,3.27,3.35,22.50,56,4500,34,36,7898 161 | 0,91,toyota,diesel,std,four,hatchback,fwd,front,95.70,166.30,64.40,52.80,2275,ohc,four,110,idi,3.27,3.35,22.50,56,4500,38,47,7788 162 | 0,91,toyota,gas,std,four,sedan,fwd,front,95.70,166.30,64.40,53.00,2094,ohc,four,98,2bbl,3.19,3.03,9.00,70,4800,38,47,7738 163 | 0,91,toyota,gas,std,four,hatchback,fwd,front,95.70,166.30,64.40,52.80,2122,ohc,four,98,2bbl,3.19,3.03,9.00,70,4800,28,34,8358 164 | 0,91,toyota,gas,std,four,sedan,fwd,front,95.70,166.30,64.40,52.80,2140,ohc,four,98,2bbl,3.19,3.03,9.00,70,4800,28,34,9258 165 | 1,168,toyota,gas,std,two,sedan,rwd,front,94.50,168.70,64.00,52.60,2169,ohc,four,98,2bbl,3.19,3.03,9.00,70,4800,29,34,8058 166 | 1,168,toyota,gas,std,two,hatchback,rwd,front,94.50,168.70,64.00,52.60,2204,ohc,four,98,2bbl,3.19,3.03,9.00,70,4800,29,34,8238 167 | 1,168,toyota,gas,std,two,sedan,rwd,front,94.50,168.70,64.00,52.60,2265,dohc,four,98,mpfi,3.24,3.08,9.40,112,6600,26,29,9298 168 | 1,168,toyota,gas,std,two,hatchback,rwd,front,94.50,168.70,64.00,52.60,2300,dohc,four,98,mpfi,3.24,3.08,9.40,112,6600,26,29,9538 169 | 2,134,toyota,gas,std,two,hardtop,rwd,front,98.40,176.20,65.60,52.00,2540,ohc,four,146,mpfi,3.62,3.50,9.30,116,4800,24,30,8449 170 | 2,134,toyota,gas,std,two,hardtop,rwd,front,98.40,176.20,65.60,52.00,2536,ohc,four,146,mpfi,3.62,3.50,9.30,116,4800,24,30,9639 171 | 2,134,toyota,gas,std,two,hatchback,rwd,front,98.40,176.20,65.60,52.00,2551,ohc,four,146,mpfi,3.62,3.50,9.30,116,4800,24,30,9989 172 | 2,134,toyota,gas,std,two,hardtop,rwd,front,98.40,176.20,65.60,52.00,2679,ohc,four,146,mpfi,3.62,3.50,9.30,116,4800,24,30,11199 173 | 2,134,toyota,gas,std,two,hatchback,rwd,front,98.40,176.20,65.60,52.00,2714,ohc,four,146,mpfi,3.62,3.50,9.30,116,4800,24,30,11549 174 | 2,134,toyota,gas,std,two,convertible,rwd,front,98.40,176.20,65.60,53.00,2975,ohc,four,146,mpfi,3.62,3.50,9.30,116,4800,24,30,17669 175 | -1,65,toyota,gas,std,four,sedan,fwd,front,102.40,175.60,66.50,54.90,2326,ohc,four,122,mpfi,3.31,3.54,8.70,92,4200,29,34,8948 176 | -1,65,toyota,diesel,turbo,four,sedan,fwd,front,102.40,175.60,66.50,54.90,2480,ohc,four,110,idi,3.27,3.35,22.50,73,4500,30,33,10698 177 | -1,65,toyota,gas,std,four,hatchback,fwd,front,102.40,175.60,66.50,53.90,2414,ohc,four,122,mpfi,3.31,3.54,8.70,92,4200,27,32,9988 178 | -1,65,toyota,gas,std,four,sedan,fwd,front,102.40,175.60,66.50,54.90,2414,ohc,four,122,mpfi,3.31,3.54,8.70,92,4200,27,32,10898 179 | -1,65,toyota,gas,std,four,hatchback,fwd,front,102.40,175.60,66.50,53.90,2458,ohc,four,122,mpfi,3.31,3.54,8.70,92,4200,27,32,11248 180 | 3,197,toyota,gas,std,two,hatchback,rwd,front,102.90,183.50,67.70,52.00,2976,dohc,six,171,mpfi,3.27,3.35,9.30,161,5200,20,24,16558 181 | 3,197,toyota,gas,std,two,hatchback,rwd,front,102.90,183.50,67.70,52.00,3016,dohc,six,171,mpfi,3.27,3.35,9.30,161,5200,19,24,15998 182 | -1,90,toyota,gas,std,four,sedan,rwd,front,104.50,187.80,66.50,54.10,3131,dohc,six,171,mpfi,3.27,3.35,9.20,156,5200,20,24,15690 183 | -1,?,toyota,gas,std,four,wagon,rwd,front,104.50,187.80,66.50,54.10,3151,dohc,six,161,mpfi,3.27,3.35,9.20,156,5200,19,24,15750 184 | 2,122,volkswagen,diesel,std,two,sedan,fwd,front,97.30,171.70,65.50,55.70,2261,ohc,four,97,idi,3.01,3.40,23.00,52,4800,37,46,7775 185 | 2,122,volkswagen,gas,std,two,sedan,fwd,front,97.30,171.70,65.50,55.70,2209,ohc,four,109,mpfi,3.19,3.40,9.00,85,5250,27,34,7975 186 | 2,94,volkswagen,diesel,std,four,sedan,fwd,front,97.30,171.70,65.50,55.70,2264,ohc,four,97,idi,3.01,3.40,23.00,52,4800,37,46,7995 187 | 2,94,volkswagen,gas,std,four,sedan,fwd,front,97.30,171.70,65.50,55.70,2212,ohc,four,109,mpfi,3.19,3.40,9.00,85,5250,27,34,8195 188 | 2,94,volkswagen,gas,std,four,sedan,fwd,front,97.30,171.70,65.50,55.70,2275,ohc,four,109,mpfi,3.19,3.40,9.00,85,5250,27,34,8495 189 | 2,94,volkswagen,diesel,turbo,four,sedan,fwd,front,97.30,171.70,65.50,55.70,2319,ohc,four,97,idi,3.01,3.40,23.00,68,4500,37,42,9495 190 | 2,94,volkswagen,gas,std,four,sedan,fwd,front,97.30,171.70,65.50,55.70,2300,ohc,four,109,mpfi,3.19,3.40,10.00,100,5500,26,32,9995 191 | 3,?,volkswagen,gas,std,two,convertible,fwd,front,94.50,159.30,64.20,55.60,2254,ohc,four,109,mpfi,3.19,3.40,8.50,90,5500,24,29,11595 192 | 3,256,volkswagen,gas,std,two,hatchback,fwd,front,94.50,165.70,64.00,51.40,2221,ohc,four,109,mpfi,3.19,3.40,8.50,90,5500,24,29,9980 193 | 0,?,volkswagen,gas,std,four,sedan,fwd,front,100.40,180.20,66.90,55.10,2661,ohc,five,136,mpfi,3.19,3.40,8.50,110,5500,19,24,13295 194 | 0,?,volkswagen,diesel,turbo,four,sedan,fwd,front,100.40,180.20,66.90,55.10,2579,ohc,four,97,idi,3.01,3.40,23.00,68,4500,33,38,13845 195 | 0,?,volkswagen,gas,std,four,wagon,fwd,front,100.40,183.10,66.90,55.10,2563,ohc,four,109,mpfi,3.19,3.40,9.00,88,5500,25,31,12290 196 | -2,103,volvo,gas,std,four,sedan,rwd,front,104.30,188.80,67.20,56.20,2912,ohc,four,141,mpfi,3.78,3.15,9.50,114,5400,23,28,12940 197 | -1,74,volvo,gas,std,four,wagon,rwd,front,104.30,188.80,67.20,57.50,3034,ohc,four,141,mpfi,3.78,3.15,9.50,114,5400,23,28,13415 198 | -2,103,volvo,gas,std,four,sedan,rwd,front,104.30,188.80,67.20,56.20,2935,ohc,four,141,mpfi,3.78,3.15,9.50,114,5400,24,28,15985 199 | -1,74,volvo,gas,std,four,wagon,rwd,front,104.30,188.80,67.20,57.50,3042,ohc,four,141,mpfi,3.78,3.15,9.50,114,5400,24,28,16515 200 | -2,103,volvo,gas,turbo,four,sedan,rwd,front,104.30,188.80,67.20,56.20,3045,ohc,four,130,mpfi,3.62,3.15,7.50,162,5100,17,22,18420 201 | -1,74,volvo,gas,turbo,four,wagon,rwd,front,104.30,188.80,67.20,57.50,3157,ohc,four,130,mpfi,3.62,3.15,7.50,162,5100,17,22,18950 202 | -1,95,volvo,gas,std,four,sedan,rwd,front,109.10,188.80,68.90,55.50,2952,ohc,four,141,mpfi,3.78,3.15,9.50,114,5400,23,28,16845 203 | -1,95,volvo,gas,turbo,four,sedan,rwd,front,109.10,188.80,68.80,55.50,3049,ohc,four,141,mpfi,3.78,3.15,8.70,160,5300,19,25,19045 204 | -1,95,volvo,gas,std,four,sedan,rwd,front,109.10,188.80,68.90,55.50,3012,ohcv,six,173,mpfi,3.58,2.87,8.80,134,5500,18,23,21485 205 | -1,95,volvo,diesel,turbo,four,sedan,rwd,front,109.10,188.80,68.90,55.50,3217,ohc,six,145,idi,3.01,3.40,23.00,106,4800,26,27,22470 206 | -1,95,volvo,gas,turbo,four,sedan,rwd,front,109.10,188.80,68.90,55.50,3062,ohc,four,141,mpfi,3.78,3.15,9.50,114,5400,19,25,22625 -------------------------------------------------------------------------------- /Datasets/diabetes.csv: -------------------------------------------------------------------------------- 1 | Pregnancies,Glucose,BloodPressure,SkinThickness,Insulin,BMI,DiabetesPedigreeFunction,Age,Outcome 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 | --------------------------------------------------------------------------------