Hepato This data set consists of 536 patterns (rows). There are four Hepatobiliary Disorders (classes) and nine features (symptoms). The last nine columns correspond to the nine input features (results of different biochemical tests), {\em viz.}, Glutamic Oxalacetic Transaminate (GOT, Karmen unit), Glutamic Pyruvic Transaminase (GPT, Karmen Unit), Lactate Dehydrase (LDH, iu/l), Gamma Glutamyl Transpeptidase (GGT, mu/ml), Blood Urea Nitrogen (BUN, mg/dl), Mean Corpuscular Volume of red blood cell (MCV, fl), Mean Corpuscular Haemoglobin (MCH, pg), Total Bilirubin (TBil, mg/dl) and Creatinine (CRTNN, mg/dl). The first column represents the class (hepatobiliary disorder), {\it viz.}, Alcoholic Liver Damage (ALD), Primary Hepatoma (PH), Liver Cirrhosis (LC) and Cholelithiasis (C). If you use this data please quote the following references. 1. Y. Hayashi, ``Neural expert system using fuzzy teaching input and its application to medical diagnosis'', Information Sciences Applications, Vol. 1, pp. 47-58, 1994. 2. S. Mitra, ``Fuzzy MLP based expert system for medical diagnosis'', Fuzzy Sets and Systems, Vol. 65, pp. 285-296, 1994. 1 290 89 624 120 21.0 114.0 37.5 29.8 1.0 1 53 25 283 182 12.0 99.2 32.6 2.4 0.9 1 154 96 476 967 8.0 103.4 31.3 9.4 1.0 1 78 58 352 535 9.0 99.7 34.3 2.1 1.4 1 35 18 253 342 22.8 106.0 34.5 1.0 1.5 1 35 13 276 34 22.4 90.3 30.5 0.8 0.8 1 33 29 371 80 30.5 111.6 36.4 0.6 1.5 1 108 62 314 704 15.5 79.3 24.5 1.1 1.2 1 45 20 270 158 18.0 110.8 35.3 2.8 1.3 1 42 15 264 149 12.5 109.3 34.5 0.9 0.5 1 35 22 236 67 8.5 108.6 36.1 0.5 0.8 1 67 23 406 149 6.7 98.6 32.4 2.3 0.5 1 48 24 217 49 17.9 90.9 31.0 0.8 0.7 1 41 14 307 429 8.2 105.6 36.1 1.0 0.8 1 35 12 277 5 26.9 83.8 27.5 0.6 1.3 1 25 36 263 78 12.0 100.8 33.7 3.2 0.6 1 32 31 360 71 14.4 89.7 30.2 0.6 0.9 1 52 31 358 261 12.9 106.7 35.6 2.5 1.1 1 113 35 324 630 3.8 116.0 37.9 2.3 0.8 1 24 18 218 88 18.7 93.7 33.0 0.6 1.0 1 215 54 432 258 3.3 112.1 37.5 0.7 0.8 1 30 21 509 86 23.6 104.0 35.8 3.0 1.1 1 210 120 459 239 9.8 101.5 33.1 1.2 0.9 1 72 29 481 278 10.1 103.7 35.4 1.5 1.2 1 45 23 341 512 7.8 79.9 24.5 0.4 1.1 1 39 19 395 134 9.7 101.9 34.2 2.2 1.0 1 150 149 313 390 12.7 101.6 32.4 0.6 0.9 1 188 101 440 425 13.8 101.1 34.6 3.6 1.0 1 71 34 541 274 10.1 96.5 32.5 3.0 0.9 1 170 199 310 86 13.9 98.9 33.8 0.9 1.1 1 180 111 280 954 8.9 104.8 34.8 3.2 0.9 1 366 162 689 200 26.0 121.0 40.6 26.7 0.9 1 37 22 244 188 11.0 100.0 32.8 1.6 1.2 1 157 85 298 734 14.0 90.1 35.7 3.9 0.9 1 30 22 210 258 35.4 104.4 35.5 2.1 1.8 1 24 14 301 48 20.8 108.5 35.9 1.2 1.2 1 34 20 197 98 14.5 106.3 34.0 0.6 0.5 1 17 9 249 31 6.1 107.3 36.3 0.5 1.0 1 25 13 306 65 11.8 93.5 31.5 1.4 0.7 1 60 33 227 48 18.7 90.3 31.1 0.7 0.6 1 36 13 207 251 13.8 104.5 35.4 0.7 0.8 1 26 20 235 60 12.8 99.4 33.9 1.6 0.8 1 46 25 325 261 13.3 106.6 33.9 2.5 1.1 1 169 59 362 457 7.4 116.1 38.4 1.2 0.7 1 37 29 246 81 18.7 93.8 31.5 0.7 1.0 1 113 77 346 135 8.4 109.3 36.6 0.5 0.7 1 43 42 257 99 12.1 93.1 31.3 0.7 1.1 1 35 21 462 68 21.2 103.2 35.1 3.0 1.1 1 80 37 376 249 10.9 100.0 34.0 1.3 1.2 1 27 14 320 335 9.9 78.8 24.4 0.3 1.0 1 31 18 360 123 10.2 99.5 33.7 2.0 1.0 1 101 138 278 270 12.1 100.5 33.5 0.8 0.9 1 94 86 290 331 12.7 100.6 34.3 3.3 1.0 1 184 188 357 88 12.2 98.6 33.3 1.0 1.0 1 61 37 343 118 22.1 93.5 31.6 1.2 1.3 1 133 120 410 343 19.0 119.7 40.5 8.3 1.0 1 25 13 221 118 12.0 95.3 32.5 1.0 1.2 1 30 18 236 220 11.0 113.5 35.6 0.8 1.1 1 41 30 209 180 36.1 101.5 33.4 1.2 1.6 1 27 17 312 23 18.0 106.4 35.4 0.4 1.0 1 43 27 220 234 12.9 73.0 23.8 0.7 1.3 1 40 19 244 100 12.1 110.2 35.8 2.0 1.1 1 25 12 179 35 11.2 102.4 32.4 0.5 0.6 1 22 8 288 36 7.0 94.3 32.3 0.6 0.8 1 35 19 247 41 14.9 90.1 30.6 0.6 0.5 1 39 21 218 163 11.5 101.9 34.8 0.6 1.1 1 46 13 333 12 36.2 83.5 27.5 1.0 1.2 1 56 19 345 185 10.8 101.2 34.3 2.3 1.0 1 28 14 446 57 19.1 101.2 34.4 2.7 1.2 1 40 30 283 83 6.5 95.7 33.2 0.6 1.0 1 69 36 321 178 8.2 96.6 33.4 1.0 1.0 1 56 24 398 352 12.9 76.8 23.4 0.3 1.1 1 26 10 337 87 8.2 97.9 32.8 1.2 1.1 1 108 114 344 176 11.8 99.7 33.1 0.6 0.9 1 102 100 380 142 11.9 95.2 32.1 3.3 0.9 1 118 171 301 124 15.3 97.0 33.5 0.9 1.1 1 20 19 227 90 13.9 102.3 33.5 0.7 1.0 1 72 142 361 101 16.9 93.0 32.1 0.7 1.1 1 57 45 338 405 11.0 98.5 34.1 1.1 1.2 1 27 15 306 31 17.9 87.7 30.3 0.5 0.9 1 53 46 346 114 8.9 97.9 32.9 0.5 0.9 1 95 79 429 221 11.3 97.0 32.6 3.0 0.9 1 30 25 275 39 11.4 89.5 29.7 0.4 1.2 1 400 67 858 207 7.0 97.8 35.3 25.3 0.8 1 110 34 565 214 7.0 104.0 32.1 7.1 1.1 1 666 369 612 1462 6.0 85.3 33.7 8.6 1.3 1 63 38 406 680 9.0 107.3 34.2 3.3 1.1 1 35 14 275 451 13.9 106.2 34.7 1.1 1.2 1 50 17 380 49 19.0 89.9 30.5 1.2 1.2 1 130 64 597 108 4.9 111.8 35.8 1.3 0.9 1 198 76 335 969 11.5 78.0 24.2 2.5 1.0 1 57 21 283 167 15.2 112.8 36.7 3.3 1.2 1 63 17 354 196 8.9 111.4 34.7 1.4 0.5 1 82 34 312 120 8.9 109.3 36.5 1.0 0.9 1 126 26 651 252 5.4 96.7 33.9 4.1 0.9 1 54 29 234 61 14.7 91.6 31.0 0.7 0.6 1 156 31 448 553 9.8 106.9 36.1 0.8 0.6 1 33 11 343 13 18.1 84.4 27.7 1.7 1.1 1 35 111 402 119 8.6 100.0 33.3 4.3 0.7 1 79 61 448 92 10.4 91.5 30.5 0.7 0.9 1 46 32 305 219 13.9 110.4 36.8 2.7 1.1 1 116 31 493 664 5.4 112.3 38.0 3.7 0.9 1 23 18 251 110 15.3 94.1 32.3 0.3 1.0 1 206 56 611 354 6.9 113.5 37.4 1.0 0.8 1 63 127 397 102 19.5 93.4 31.1 0.6 1.2 1 100 231 316 196 13.2 94.6 31.4 1.0 1.3 1 29 20 487 87 10.6 105.7 35.4 2.2 1.2 1 101 23 649 329 7.7 106.8 35.3 1.7 1.1 1 153 86 404 787 12.4 82.6 24.9 0.4 1.1 1 68 32 513 388 7.3 102.3 35.4 5.7 1.0 1 118 121 340 388 11.3 102.9 32.5 0.7 1.0 1 168 49 403 572 8.3 101.3 34.2 1.8 1.1 1 58 26 586 276 7.2 96.9 31.7 2.5 0.9 1 159 186 330 84 10.5 98.8 34.4 0.7 1.1 1 222 89 561 322 11.1 111.7 36.6 1.3 1.0 1 28 6 306 96 8.5 94.0 32.2 0.7 1.0 2 632 435 694 555 12.2 102.0 35.7 1.9 0.9 2 87 49 394 99 16.2 95.1 32.7 1.6 0.9 2 156 47 381 85 12.7 92.7 32.2 3.6 1.0 2 139 106 489 132 20.1 105.0 36.4 1.9 1.1 2 82 45 379 33 18.2 102.2 35.6 2.9 1.3 2 257 65 494 65 17.3 75.6 23.9 3.5 1.1 2 175 21 344 134 19.9 86.6 27.8 0.6 1.3 2 89 64 318 95 21.6 102.0 33.0 1.6 1.3 2 153 42 845 168 26.3 97.9 31.8 1.9 1.3 2 55 29 463 238 30.5 103.5 35.1 2.2 1.9 2 83 28 581 95 11.4 94.9 31.9 26.4 0.8 2 74 47 357 324 21.8 91.8 30.6 1.9 1.3 2 107 73 339 34 11.2 95.7 32.3 1.3 1.2 2 553 208 1391 58 43.3 98.0 32.4 2.5 0.8 2 694 332 1530 170 21.0 86.2 29.1 2.5 1.2 2 283 42 585 156 9.8 96.2 31.8 3.0 0.9 2 827 334 3340 64 68.9 99.8 33.3 26.5 1.1 2 188 49 638 125 16.4 94.5 32.8 4.7 0.9 2 138 49 412 126 9.5 82.8 26.2 1.1 0.5 2 46 24 556 294 25.0 99.7 31.2 2.1 0.7 2 74 14 421 59 49.2 69.1 21.5 1.1 0.7 2 73 20 360 32 33.9 160.5 52.5 1.0 1.5 2 305 320 1263 51 22.1 111.3 36.0 4.5 0.8 2 39 26 320 38 34.1 93.8 30.7 8.6 0.8 2 174 54 293 436 18.2 107.0 35.2 37.0 0.8 2 827 334 3340 64 68.9 102.0 33.3 26.5 1.1 2 283 42 585 156 9.8 96.2 31.8 3.0 0.9 2 91 21 238 408 11.3 111.3 36.5 5.9 1.2 2 188 49 636 125 16.4 94.5 32.8 4.7 0.9 2 33 17 856 131 20.7 85.3 28.2 4.1 0.7 2 93 63 345 76 12.3 96.3 32.3 0.9 0.6 2 45 5 287 32 13.5 102.3 34.5 1.5 0.9 2 226 65 1077 206 30.5 96.5 29.7 6.0 0.9 2 99 45 781 43 16.2 89.5 29.5 0.6 1.3 2 49 17 539 29 12.9 91.3 30.1 1.1 0.6 2 72 21 481 81 9.0 98.1 33.8 1.8 0.7 2 47 14 427 62 10.5 92.9 31.1 1.4 0.6 2 108 77 398 85 28.4 105.2 35.6 1.5 1.4 2 60 33 350 241 23.7 114.8 38.3 2.3 1.5 2 140 54 440 324 9.4 90.4 29.6 1.6 1.0 2 568 99 865 256 18.3 102.8 35.3 13.1 0.9 2 101 52 432 103 14.7 94.4 32.3 2.2 1.0 2 171 49 333 82 10.5 92.4 31.9 3.0 1.0 2 124 64 320 419 9.3 94.1 31.8 1.1 1.0 2 98 61 465 133 16.1 105.0 35.9 2.2 1.0 2 284 580 553 18 18.7 100.9 35.0 3.3 0.9 2 171 17 367 145 16.4 87.0 27.4 0.6 1.3 2 77 51 332 90 24.8 100.0 33.8 0.8 1.2 2 95 56 607 71 29.0 102.8 35.4 1.7 0.9 2 163 46 862 166 39.9 98.0 31.5 2.0 1.9 2 148 90 708 204 18.9 97.3 32.2 34.5 0.9 2 127 71 395 356 24.8 84.3 27.6 1.3 1.1 2 108 75 312 34 14.1 94.8 31.9 1.3 1.2 2 129 40 778 81 36.6 99.3 33.2 2.7 0.7 2 59 25 370 58 11.8 87.5 28.4 0.9 1.1 2 193 91 700 144 22.4 85.3 28.6 2.9 1.2 2 361 76 548 210 18.1 95.4 33.0 3.3 0.9 2 700 176 1339 53 10.0 97.9 31.5 32.9 3.7 2 270 58 862 178 14.3 93.3 33.0 3.7 1.1 2 875 529 974 125 9.4 83.1 26.5 1.4 0.5 2 111 48 457 65 20.4 95.6 30.2 1.4 0.5 2 170 53 765 307 23.9 98.6 31.5 4.1 0.7 2 72 17 517 26 14.6 85.7 28.6 1.0 1.0 2 55 13 374 62 59.1 69.1 20.9 1.1 0.8 2 70 18 349 31 41.8 106.4 35.5 1.0 1.4 2 51 27 1143 50 16.8 80.4 25.4 2.8 0.5 2 99 14 854 53 20.9 109.0 34.1 3.8 0.8 2 282 314 408 37 58.7 92.5 31.1 8.1 1.7 2 325 122 701 609 26.8 107.6 35.0 30.5 0.8 2 176 51 537 129 17.1 84.6 26.9 0.6 1.0 2 700 176 1339 53 10.0 97.9 31.5 32.9 3.7 2 87 27 477 31 28.0 92.3 31.7 2.6 0.8 2 361 76 548 210 18.1 95.4 33.0 3.3 0.9 2 151 55 331 829 19.1 113.8 36.5 4.5 1.6 2 86 20 340 40 14.1 82.6 28.0 1.0 0.6 2 270 58 862 178 19.5 93.3 33.0 3.3 1.0 2 50 30 794 138 23.8 86.1 27.9 5.8 1.0 2 151 30 392 102 24.9 96.2 31.5 1.1 0.9 2 71 41 364 60 9.3 98.0 32.3 0.4 0.8 2 772 294 2416 110 63.1 98.6 31.0 15.4 2.9 2 68 53 487 81 15.7 89.8 30.5 0.4 1.0 2 92 31 464 87 8.2 98.0 32.8 2.0 0.8 2 87 60 427 60 19.3 105.9 35.2 1.6 1.2 2 71 39 354 222 25.2 113.8 38.5 1.4 1.7 2 185 66 498 337 8.9 89.8 29.6 1.9 1.1 2 143 39 1250 91 12.5 95.9 32.1 0.9 1.1 2 4356 1124 2746 290 33.2 103.9 34.5 18.0 1.4 2 453 197 642 379 16.1 100.0 35.2 16.4 0.8 2 102 40 412 90 14.0 95.9 31.8 2.9 0.9 2 161 36 324 61 11.6 95.6 33.3 3.4 1.0 2 215 106 1000 103 32.5 95.2 33.5 8.4 1.0 2 53 11 415 16 14.6 97.2 33.9 3.3 0.8 2 332 60 1076 130 63.3 80.2 27.1 8.2 1.8 2 103 14 367 154 13.9 86.3 28.1 1.1 1.4 2 88 49 343 96 25.1 102.0 32.8 1.0 1.2 2 286 106 846 148 15.8 93.4 29.9 2.8 3.0 2 111 73 467 327 20.2 98.3 32.9 25.5 1.0 2 70 39 366 43 13.2 87.6 28.5 1.2 1.1 2 357 74 426 125 23.3 100.0 34.2 17.2 0.8 2 605 155 1139 64 61.2 93.9 31.1 32.6 3.4 2 354 104 1047 265 21.4 95.9 33.5 4.8 1.0 2 85 19 437 87 7.9 84.4 26.8 0.6 0.5 2 227 105 726 108 11.9 95.1 32.2 2.6 0.5 2 49 33 843 262 24.6 99.7 32.1 4.6 0.7 2 124 16 740 71 91.1 75.3 23.6 2.2 0.8 2 70 22 334 25 28.7 107.0 34.2 0.8 1.4 2 26 10 838 45 15.9 84.1 26.5 2.6 0.8 2 92 143 564 79 25.2 107.4 36.3 3.9 0.6 2 43 31 335 58 31.5 95.4 30.7 4.3 0.8 2 657 147 1355 66 68.1 93.9 31.1 32.6 3.9 2 387 135 435 220 15.8 97.8 32.6 8.9 1.0 2 93 20 325 29 13.1 83.8 27.2 0.7 0.9 2 354 104 1047 265 21.4 95.9 33.5 4.8 1.0 2 35 20 1333 193 23.4 93.7 29.9 5.9 0.6 2 110 26 340 158 36.2 101.1 33.0 2.5 0.9 2 87 40 433 79 10.1 98.4 32.2 0.6 0.7 2 61 21 520 34 12.4 85.9 28.5 1.3 0.9 2 116 34 473 88 9.2 97.6 32.7 1.8 0.7 2 102 42 1109 102 21.5 97.8 32.5 1.5 0.8 2 96 48 686 60 15.6 105.9 35.0 1.9 1.2 2 97 52 524 149 10.3 95.1 32.9 0.5 1.0 2 37 11 464 23 10.3 89.4 29.3 0.8 0.8 2 55 29 476 220 52.7 102.5 34.8 1.4 2.1 2 37 11 464 23 10.3 89.4 29.3 0.8 0.8 2 148 78 324 780 6.7 95.2 31.9 2.6 0.9 2 82 60 281 32 17.3 94.9 32.2 1.5 1.1 2 377 127 515 507 24.9 110.8 36.2 34.1 0.8 2 232 132 391 496 7.8 101.4 35.3 2.3 0.9 2 76 60 418 139 17.8 96.8 31.9 1.6 1.1 2 140 46 395 78 10.7 93.2 31.9 2.2 1.0 2 107 53 312 434 10.8 94.7 32.1 1.4 1.1 2 222 145 526 129 18.9 105.6 36.4 0.9 1.1 2 70 35 341 21 22.6 103.5 34.8 2.8 1.1 2 235 70 488 66 11.8 77.0 24.6 2.5 1.0 2 248 31 590 151 16.2 87.6 28.5 0.8 1.2 2 100 61 372 100 24.8 101.5 33.1 1.2 1.2 2 78 44 819 83 11.8 104.6 35.3 2.0 0.5 2 240 69 1115 243 18.6 98.7 31.7 1.6 1.2 2 121 57 513 278 24.4 106.9 35.6 2.2 1.7 2 74 32 571 217 11.9 96.1 31.0 18.1 0.9 2 58 39 372 194 12.1 91.8 32.1 1.1 0.7 2 125 80 337 39 12.5 95.3 31.8 2.0 1.1 2 78 18 420 65 10.3 103.3 35.9 1.9 0.9 2 57 22 439 83 16.2 89.2 28.1 1.6 1.2 2 176 76 621 140 11.8 88.4 29.7 1.7 1.2 2 196 23 599 98 12.2 97.3 32.6 2.7 1.1 2 269 56 851 86 17.2 99.6 32.7 19.1 0.9 2 150 46 631 108 10.6 94.2 32.3 2.8 0.9 2 1192 772 1487 240 12.5 83.8 27.8 2.8 0.5 2 24 7 462 12 9.7 96.3 30.9 1.3 0.4 2 43 26 808 397 32.4 101.5 31.5 2.3 0.9 2 49 17 539 29 12.9 91.3 30.1 1.1 0.6 2 98 20 728 51 25.2 66.7 20.3 1.9 0.7 2 65 19 454 28 21.6 108.6 35.0 0.7 1.8 2 17 8 453 45 14.7 82.2 25.2 1.7 0.9 2 126 60 708 62 15.8 111.6 36.5 3.2 0.7 2 100 58 789 134 19.4 90.8 30.4 21.5 0.9 2 113 41 336 383 12.6 107.2 34.8 29.7 0.8 2 119 35 586 96 12.0 89.6 28.8 0.7 1.0 2 269 56 851 86 17.2 101.0 32.7 19.1 0.9 2 158 26 1562 33 32.9 87.5 29.3 1.9 1.3 2 196 23 599 98 12.2 97.3 32.6 2.7 1.1 2 93 14 276 241 9.1 107.6 35.9 13.6 1.1 2 74 20 379 33 12.3 82.9 27.7 0.9 0.7 2 150 46 631 108 10.6 94.2 32.3 2.8 0.9 2 18 9 694 90 19.8 79.2 23.6 2.8 0.7 2 76 11 313 99 25.6 95.8 32.5 3.7 1.0 2 66 36 384 86 14.5 96.1 32.2 0.6 0.8 2 55 9 308 28 18.7 101.5 33.9 0.8 1.0 2 150 43 965 142 28.1 98.1 29.8 1.8 1.0 2 52 42 449 54 10.7 90.2 29.7 0.5 1.1 2 83 24 553 102 9.1 97.9 33.2 0.8 0.8 2 50 18 457 64 12.6 92.6 31.6 1.6 0.7 2 89 59 393 85 15.6 105.7 35.0 1.3 1.0 2 99 46 479 259 18.8 116.7 38.4 1.4 1.4 2 114 48 388 330 8.8 90.2 29.9 1.3 1.1 2 76 48 553 91 13.5 94.0 32.4 0.8 1.0 2 436 57 726 192 12.2 104.5 35.5 12.5 1.1 3 473 411 499 22 14.6 100.5 33.2 20.9 0.7 3 31 15 280 23 35.0 86.3 30.3 1.4 1.4 3 28 11 263 8 27.7 76.4 26.1 0.7 1.5 3 20 15 259 11 16.9 100.0 34.9 3.7 0.8 3 42 26 299 18 17.9 89.2 30.9 1.2 1.2 3 31 8 366 12 19.3 82.0 26.3 0.7 1.1 3 112 48 776 42 25.1 96.8 33.4 2.5 0.9 3 113 58 390 62 18.0 97.7 33.1 1.5 1.0 3 213 49 612 22 16.3 113.5 37.2 3.5 1.0 3 41 13 358 32 8.7 94.9 31.5 0.9 1.0 3 90 46 6327 37 16.8 96.9 32.9 1.0 1.0 3 35 47 260 37 17.6 92.9 31.4 0.5 1.0 3 62 21 483 16 14.8 105.4 35.7 1.7 0.7 3 45 16 570 9 16.3 101.6 34.6 4.5 0.8 3 50 24 350 19 12.9 98.1 33.2 2.5 1.1 3 62 27 428 47 36.7 96.0 32.4 3.1 0.9 3 58 15 424 68 9.9 101.6 33.2 3.3 0.7 3 18 6 340 30 20.5 91.4 29.8 0.6 0.8 3 93 55 379 278 15.9 101.9 32.2 1.4 1.3 3 95 66 375 160 13.8 96.3 33.9 3.3 0.8 3 30 21 379 11 34.2 93.6 32.3 1.0 1.5 3 99 62 279 148 19.3 93.8 30.5 0.8 1.2 3 121 65 626 46 20.4 102.2 34.5 11.9 1.2 3 231 170 397 197 14.7 92.2 32.4 4.0 1.1 3 27 14 454 15 13.9 90.6 30.6 1.5 0.9 3 35 15 483 9 18.5 103.1 35.4 3.0 0.8 3 169 151 470 17 16.8 99.5 32.7 15.5 0.8 3 38 24 314 26 28.6 88.4 30.2 1.1 1.1 3 38 12 255 9 33.3 76.2 25.6 0.8 1.4 3 104 48 879 42 16.3 97.9 33.7 1.9 0.8 3 85 49 355 58 19.7 99.0 33.6 1.1 1.1 3 171 48 591 21 20.5 114.8 37.7 3.3 0.9 3 46 12 361 33 12.5 92.8 31.1 0.8 0.9 3 37 13 209 18 14.0 94.8 31.5 1.4 0.7 3 101 47 366 154 12.0 101.0 33.8 2.3 0.8 3 34 31 276 32 17.1 93.3 31.7 0.5 0.8 3 70 22 579 23 15.3 108.0 35.3 1.9 0.4 3 61 15 694 8 15.3 101.5 35.5 13.1 0.5 3 62 17 459 25 10.0 98.3 31.8 3.6 1.5 3 61 28 542 59 20.5 99.2 32.3 2.1 0.9 3 68 23 365 56 11.2 100.0 32.6 2.8 0.7 3 26 8 363 38 24.3 90.3 28.8 0.6 0.9 3 32 18 414 21 27.1 101.8 35.0 2.9 1.3 3 42 20 336 92 9.3 85.8 28.8 1.2 1.0 3 82 54 325 185 14.8 101.8 34.3 0.8 1.2 3 188 97 463 176 18.5 97.9 33.9 6.0 0.7 3 31 19 421 14 51.1 95.4 32.2 1.4 2.0 3 130 76 254 136 19.7 94.8 31.1 0.6 1.2 3 46 59 412 59 24.2 102.2 34.6 9.2 1.4 3 142 66 536 40 20.0 104.1 36.0 1.1 1.3 3 94 29 387 353 9.1 99.7 34.6 1.5 0.7 3 131 115 397 200 12.6 97.4 32.9 4.0 0.9 3 46 26 367 99 10.9 102.9 35.2 1.3 1.1 3 46 19 616 19 37.2 113.4 37.5 2.3 1.1 3 34 15 469 17 9.8 87.9 30.2 2.8 0.9 3 33 6 454 10 32.4 112.0 37.6 6.2 1.3 3 153 118 473 39 14.1 100.0 32.8 7.8 0.9 3 44 30 267 26 25.2 90.5 28.8 0.9 1.2 3 57 26 414 18 44.6 74.2 25.6 1.0 1.4 3 94 59 270 12 12.8 89.9 31.1 1.0 1.0 3 126 49 878 37 16.2 98.9 32.3 2.5 0.8 3 77 41 316 60 15.2 98.0 33.2 1.2 1.0 3 154 53 682 23 18.7 116.3 38.4 3.6 1.2 3 52 17 323 26 12.4 92.1 31.2 1.0 1.0 3 45 15 219 12 11.7 94.5 31.0 0.8 0.9 3 55 42 480 106 14.9 98.7 33.2 1.2 0.7 3 82 27 533 22 19.2 108.1 36.0 2.1 1.1 3 71 23 625 4 42.8 101.7 35.0 29.3 1.2 3 46 18 440 18 10.8 97.5 31.8 3.5 1.2 3 38 14 482 30 14.2 96.5 30.8 4.2 1.0 3 45 18 305 38 13.9 103.7 34.1 2.9 0.8 3 103 56 615 20 53.3 90.9 30.4 3.8 1.3 3 39 25 275 52 10.7 84.9 28.2 0.7 1.1 3 94 66 242 110 15.8 94.6 30.6 0.7 1.2 3 162 79 2989 14 74.7 98.2 32.5 35.7 4.3 3 134 79 273 410 16.1 99.4 34.6 1.3 0.8 3 44 30 405 78 11.1 101.0 34.5 1.9 1.1 3 31 19 526 14 25.7 116.3 39.7 3.4 0.9 3 24 7 510 16 16.0 90.4 30.1 1.7 1.1 3 27 15 406 11 18.6 108.3 37.9 8.1 1.3 3 38 13 370 125 11.0 88.1 29.0 1.6 1.0 3 56 32 393 139 10.8 101.5 34.9 2.2 1.2 3 34 8 358 15 29.8 78.7 26.5 0.9 1.3 3 104 48 879 42 16.3 97.9 33.7 1.9 0.8 3 40 24 344 24 18.4 95.5 33.2 1.4 1.1 3 54 28 374 27 22.5 98.4 33.3 3.8 0.9 3 39 18 421 16 16.0 96.5 32.7 1.5 1.0 3 25 8 310 31 12.4 89.2 28.3 1.1 0.8 3 57 39 337 106 11.5 97.7 33.1 1.0 1.2 3 38 17 389 23 19.2 89.8 30.4 0.7 1.0 3 53 14 323 12 20.9 76.4 26.1 0.8 1.5 3 32 16 269 13 20.5 102.9 34.6 5.1 0.8 3 69 41 360 36 9.6 89.5 31.2 1.7 1.1 3 41 11 417 17 16.4 77.2 24.9 0.8 1.0 3 149 56 786 44 24.1 102.9 34.1 2.6 0.8 3 65 32 408 37 18.4 101.1 31.4 0.4 1.0 3 75 35 356 61 15.7 97.4 33.4 1.5 0.9 3 128 41 600 18 19.2 91.1 30.5 3.9 1.2 3 55 20 341 41 9.0 92.2 30.3 1.1 1.1 3 80 36 368 142 11.4 100.0 33.8 2.6 0.8 3 216 176 418 65 16.8 95.2 32.2 2.0 1.1 3 90 49 339 34 13.0 96.3 33.2 1.2 1.1 3 49 81 257 44 17.5 93.9 31.6 0.8 0.9 3 65 21 597 14 11.4 102.1 35.4 2.0 0.7 3 101 21 780 9 38.0 112.8 37.0 9.7 2.2 3 65 37 328 29 15.7 93.2 31.3 3.7 1.1 3 58 24 470 47 24.6 99.8 33.0 2.6 1.1 3 50 15 446 3075 8.6 103.9 33.4 3.8 0.8 3 32 12 425 49 14.5 92.2 29.7 1.0 0.8 3 58 25 360 11 12.9 99.4 33.6 4.8 1.6 3 128 37 514 224 7.1 88.1 29.5 3.4 1.3 3 92 40 380 326 10.6 102.6 33.5 1.7 1.3 3 94 78 418 208 12.0 98.6 33.4 3.8 1.1 3 39 20 523 17 21.0 93.9 31.8 1.5 1.8 3 74 48 272 155 15.9 93.7 30.7 0.6 1.2 3 177 74 622 48 11.2 102.2 34.1 10.9 1.1 3 132 65 859 38 11.4 104.4 36.0 0.7 0.9 3 143 55 321 223 7.5 100.8 33.5 2.1 0.8 3 403 185 553 205 9.7 91.3 31.8 3.7 1.1 3 57 41 404 178 11.8 104.6 34.4 2.6 1.1 3 63 28 654 22 27.3 116.5 39.3 1.6 1.2 3 58 23 488 23 10.9 101.8 35.0 1.7 1.3 3 81 25 457 16 13.0 90.9 31.1 2.1 0.9 3 50 16 654 13 20.5 105.3 35.6 6.9 1.0 4 22 10 282 13 20.7 93.3 31.6 0.4 1.2 4 18 8 225 7 16.5 84.5 27.9 0.3 1.0 4 113 79 374 222 11.8 95.4 31.7 3.4 0.9 4 26 29 264 155 9.3 89.1 29.1 0.4 1.1 4 22 13 303 35 10.7 87.8 28.6 0.5 0.5 4 16 5 252 10 17.9 90.4 28.5 0.5 1.1 4 11 7 223 13 15.1 88.2 31.0 1.9 0.9 4 41 74 261 275 10.9 91.9 31.2 1.0 1.3 4 19 10 256 18 17.4 99.8 33.5 0.7 0.9 4 15 8 238 20 13.1 91.9 30.3 1.0 1.1 4 127 97 359 173 10.3 94.7 31.6 0.5 1.1 4 21 12 242 22 15.2 96.5 32.1 0.7 1.4 4 18 10 299 11 15.9 89.9 30.3 0.5 1.0 4 18 16 332 64 16.6 91.2 30.8 0.4 1.1 4 19 7 295 78 20.6 85.3 29.2 0.4 1.0 4 28 16 300 62 22.0 93.0 29.7 0.6 1.5 4 80 88 234 545 14.6 94.4 31.5 1.3 0.9 4 33 31 243 59 17.5 93.4 31.7 0.6 1.3 4 26 16 368 72 6.4 89.7 29.6 1.7 1.0 4 21 11 318 40 12.1 88.6 29.4 0.7 0.6 4 19 4 312 26 20.1 91.0 29.1 0.5 1.2 4 46 25 270 39 17.0 98.2 33.0 0.8 1.0 4 83 103 291 30 12.2 87.8 29.9 0.8 1.0 4 17 11 359 17 17.2 93.3 32.4 0.8 1.1 4 21 8 341 7 10.1 86.4 28.2 0.6 0.9 4 38 51 340 42 10.8 85.3 29.9 0.9 1.2 4 16 10 282 16 17.1 91.9 31.9 0.7 1.1 4 15 7 266 6 16.0 100.0 34.3 0.1 1.1 4 277 127 478 358 14.1 90.2 31.6 6.7 1.2 4 61 48 432 173 17.9 93.4 31.4 1.3 1.4 4 20 54 268 93 9.5 88.8 30.8 0.6 0.8 4 17 4 334 4 11.5 90.0 31.5 0.7 0.8 4 14 6 314 6 12.5 89.3 30.4 0.5 1.1 4 8 7 237 12 15.9 88.8 30.6 0.9 1.0 4 84 176 323 493 9.7 93.0 31.3 2.5 1.3 4 19 11 265 20 13.3 101.1 33.3 0.8 1.0 4 11 8 189 20 16.3 91.6 31.3 0.7 1.0 4 65 27 314 98 10.5 94.5 32.7 0.5 1.0 4 15 7 321 8 17.3 88.3 29.8 0.5 0.9 4 15 13 294 66 21.7 92.6 31.4 0.7 1.1 4 8 5 215 10 12.1 84.5 28.8 0.4 0.8 4 51 50 331 134 13.5 93.8 30.2 1.3 1.2 4 95 104 263 562 10.4 94.6 32.2 0.8 0.8 4 45 60 333 124 9.9 94.8 33.0 0.4 0.8 4 19 5 305 21 20.5 91.9 31.4 0.5 1.2 4 26 16 368 72 6.4 89.7 29.6 1.7 1.0 4 21 11 318 40 12.1 88.6 29.4 0.7 0.6 4 149 83 1010 287 19.4 89.2 29.6 1.3 1.8 4 83 103 291 30 12.2 87.8 29.9 0.8 1.0 4 17 11 359 17 17.2 93.3 32.4 0.8 1.1 4 21 8 341 7 10.1 86.4 28.2 0.6 0.9 4 80 145 257 207 15.5 96.7 31.9 1.2 1.1 4 18 11 293 11 10.8 88.0 30.9 0.9 0.8 4 16 10 282 16 17.1 91.9 31.9 0.7 1.1 4 15 7 266 6 16.0 100.0 34.3 0.1 1.1 4 61 48 432 173 17.9 93.4 31.4 1.3 1.4 4 17 4 334 4 11.5 90.0 31.5 0.7 0.8 4 14 6 314 6 12.5 89.3 30.4 0.5 1.1 4 8 7 237 12 15.9 88.8 30.6 0.9 1.0 4 84 176 323 493 9.7 93.0 31.3 2.5 1.3 4 16 7 315 30 18.9 95.8 32.7 0.6 1.7 4 19 11 265 20 13.3 101.1 33.3 0.8 1.0 4 11 8 189 20 16.3 91.6 31.3 0.7 1.0 4 65 27 314 98 10.5 94.5 32.7 0.5 1.0 4 15 7 321 8 17.3 88.3 29.8 0.5 0.9 4 95 104 263 562 10.4 94.6 32.2 0.8 0.8 4 45 60 333 124 9.9 94.8 33.0 0.4 0.8 4 12 3 282 25 22.7 95.1 31.6 0.7 1.6 4 28 21 222 334 14.3 98.1 31.7 1.0 1.1 4 18 9 292 92 17.1 90.2 30.8 0.4 1.1 4 28 21 264 102 10.2 91.2 30.5 1.2 1.1 4 56 88 334 377 17.2 94.6 33.0 1.2 1.2 4 28 21 222 334 14.3 98.1 31.7 1.0 1.1 4 18 9 292 92 17.1 90.2 30.8 0.4 1.1 4 18 10 225 5 16.2 84.8 27.4 0.3 1.1 4 37 18 319 15 11.4 88.5 29.2 0.5 0.9 4 67 71 293 161 9.3 94.0 31.2 1.5 0.8 4 26 16 368 72 6.4 89.7 29.6 1.7 1.0 4 19 14 189 19 14.7 94.1 31.8 0.4 0.9 4 21 11 318 40 12.1 88.6 29.4 0.7 0.6 4 19 4 312 26 20.1 91.0 29.1 0.5 1.2 4 14 10 344 18 10.8 93.8 31.0 0.7 1.1 4 46 25 270 39 17.0 98.2 33.0 0.8 1.0 4 149 83 1010 287 19.4 89.2 29.6 1.3 1.8 4 83 103 291 30 12.2 87.8 29.9 0.8 1.0 4 17 11 359 17 17.2 93.3 32.4 0.8 1.1 4 28 21 222 334 14.3 98.1 31.7 1.0 1.1 4 21 8 341 7 10.1 86.4 28.2 0.6 0.9 4 38 51 340 42 10.8 85.3 29.9 0.9 1.2 4 80 145 257 207 15.5 96.7 31.9 1.2 1.1 4 18 11 293 11 10.8 88.0 30.9 0.9 0.8 4 18 9 292 92 17.1 90.2 30.8 0.4 1.1 4 16 10 282 16 17.1 91.9 31.9 0.7 1.1 4 15 7 266 6 16.0 100.0 34.3 0.1 1.1 4 277 127 478 358 14.1 90.2 31.6 6.7 1.2 4 61 48 432 173 17.9 93.4 31.4 1.3 1.4 4 20 54 268 93 9.5 88.8 30.8 0.6 0.8 4 17 4 334 4 11.5 90.0 31.5 0.7 0.8 4 14 6 314 6 12.5 89.3 30.4 0.5 1.1 4 17 10 305 216 15.0 95.3 33.1 1.0 1.1 4 19 28 331 95 10.2 86.3 27.8 0.8 1.0 4 8 7 237 12 15.9 88.8 30.6 0.9 1.0 4 84 176 323 493 9.7 93.0 31.3 2.5 1.3 4 16 7 315 30 18.9 95.8 32.7 0.6 1.7 4 19 11 265 20 13.3 101.1 33.3 0.8 1.0 4 11 8 189 20 16.3 91.6 31.3 0.7 1.0 4 65 27 314 98 10.5 94.5 32.7 0.5 1.0 4 15 7 321 8 17.3 88.3 29.8 0.5 0.9 4 15 13 294 66 21.7 92.6 31.4 0.7 1.1 4 54 35 339 574 16.2 93.7 31.2 1.8 1.0 4 20 13 372 31 22.4 91.4 30.6 0.5 0.9 4 8 5 215 10 12.1 84.5 28.8 0.4 0.8 4 19 10 427 97 18.7 84.4 30.0 0.5 0.9 4 28 21 264 102 10.2 91.2 30.5 1.2 1.1 4 51 50 331 134 13.5 93.8 30.2 1.3 1.2 4 95 104 263 562 10.4 94.6 32.2 0.8 0.8 4 56 88 334 377 17.2 94.6 33.0 1.2 1.2 4 45 60 333 124 9.9 94.8 33.0 0.4 0.8