├── Dataset ├── Aggregation.mat ├── Aggregation.txt ├── D31.mat ├── D31.txt ├── PlotClusterinResult.m ├── Spiral.mat ├── Spiral.txt └── Txt2Mat.m ├── README.md ├── adpc ├── ADPC.m ├── CalculateRand.m ├── Clustering.m ├── ClusteringCenter.m ├── FindCenter.m ├── PlotClusterinResult.m ├── PlotSolution.m └── mydata.mat ├── dbscan ├── DBSCAN.m ├── DBSCAN_M.m ├── PlotClusterinResult.m └── mydata.mat └── kmeans ├── PlotClusterinResult.m └── k-means.m /Dataset/Aggregation.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/XQLong/Clustering-matlab/40dcd98b9b7bbafb3f74a8fd97ea371d0f81bb05/Dataset/Aggregation.mat -------------------------------------------------------------------------------- /Dataset/Aggregation.txt: -------------------------------------------------------------------------------- 1 | 15.55 28.65 2 2 | 14.9 27.55 2 3 | 14.45 28.35 2 4 | 14.15 28.8 2 5 | 13.75 28.05 2 6 | 13.35 28.45 2 7 | 13 29.15 2 8 | 13.45 27.5 2 9 | 13.6 26.5 2 10 | 12.8 27.35 2 11 | 12.4 27.85 2 12 | 12.3 28.4 2 13 | 12.2 28.65 2 14 | 13.4 25.1 2 15 | 12.95 25.95 2 16 | 12.9 26.5 2 17 | 11.85 27 2 18 | 11.35 28 2 19 | 11.15 28.7 2 20 | 11.25 27.4 2 21 | 10.75 27.7 2 22 | 10.5 28.35 2 23 | 9.65 28.45 2 24 | 10.25 27.25 2 25 | 10.75 26.55 2 26 | 11.7 26.35 2 27 | 11.6 25.9 2 28 | 11.9 25.05 2 29 | 12.6 24.05 2 30 | 11.9 24.5 2 31 | 11.1 25.2 2 32 | 10.55 25.15 2 33 | 10.05 25.95 2 34 | 9.35 26.6 2 35 | 9.3 27.25 2 36 | 9.2 27.8 2 37 | 7.5 28.25 2 38 | 8.55 27.45 2 39 | 8.5 27.05 2 40 | 8.05 27.2 2 41 | 7.85 26.8 2 42 | 7.3 27.4 2 43 | 6.8 26.85 2 44 | 7 26.5 2 45 | 7.55 26.3 2 46 | 8.55 26.3 2 47 | 9 25.85 2 48 | 8.6 25.65 2 49 | 9.4 25.55 2 50 | 8.45 25.05 2 51 | 8.85 24.6 2 52 | 9.65 24.7 2 53 | 10.55 24.35 2 54 | 11.05 23.9 2 55 | 10.55 23.55 2 56 | 9.45 23.35 2 57 | 9.2 23.9 2 58 | 8.35 23.9 2 59 | 7.35 24.75 2 60 | 7.4 25.45 2 61 | 6.6 25.75 2 62 | 6.1 26 2 63 | 5.8 26.95 2 64 | 5.65 25.8 2 65 | 5.3 26.1 2 66 | 6.4 25.4 2 67 | 5.4 25.25 2 68 | 5.35 24.7 2 69 | 4.8 25.05 2 70 | 4.2 25.55 2 71 | 6.4 24.8 2 72 | 6.55 24.3 2 73 | 7.4 24.25 2 74 | 5.45 24.2 2 75 | 4.3 24 2 76 | 4 24.25 2 77 | 3.35 23.3 2 78 | 4.85 23.05 2 79 | 4.3 22.75 2 80 | 5.85 23.4 2 81 | 5.9 23.55 2 82 | 7.55 23.7 2 83 | 6.85 23.25 2 84 | 7.65 23.1 2 85 | 6.95 22.55 2 86 | 6.1 22.6 2 87 | 5.5 22.6 2 88 | 4.7 22.1 2 89 | 3.8 21.85 2 90 | 4.65 21.2 2 91 | 4.15 20.35 2 92 | 5.3 20.4 2 93 | 5.6 20.75 2 94 | 5.8 21.95 2 95 | 6.4 21.95 2 96 | 6.55 21.15 2 97 | 7.45 21.95 2 98 | 7.4 21.55 2 99 | 7.75 21.2 2 100 | 7.65 20.65 2 101 | 6.95 19.8 2 102 | 6.6 20.1 2 103 | 6.05 20.2 2 104 | 5.4 19.65 2 105 | 5.35 19.05 2 106 | 5.8 18.25 2 107 | 6.3 19.1 2 108 | 7 18.9 2 109 | 7.15 17.9 2 110 | 7.35 18.2 2 111 | 8.2 20.05 2 112 | 8.3 19.45 2 113 | 8.3 18.5 2 114 | 8.75 18.8 2 115 | 9.05 18.2 2 116 | 9.35 17.7 2 117 | 8.9 17.65 2 118 | 8.45 17.2 2 119 | 10.05 17.2 2 120 | 10.4 16.75 2 121 | 8.6 20.9 2 122 | 8.65 21.3 2 123 | 8.65 21.9 2 124 | 8.65 22.5 2 125 | 8.95 22.8 2 126 | 9.95 22.65 2 127 | 8.95 22.2 2 128 | 9.65 21.9 2 129 | 10.55 22.3 2 130 | 10.9 22.85 2 131 | 11.35 23.45 2 132 | 12.05 23.4 2 133 | 12.3 22.75 2 134 | 11.7 22.15 2 135 | 11.15 22.05 2 136 | 10.85 21.5 2 137 | 10.85 21.05 2 138 | 9.6 21.3 2 139 | 9.85 20.7 2 140 | 9.35 20.6 2 141 | 9.25 19.65 2 142 | 9.95 19.8 2 143 | 10.7 20.35 2 144 | 11.3 20.7 2 145 | 12.35 21.6 2 146 | 13.1 21.3 2 147 | 12.85 20.75 2 148 | 12 20 2 149 | 11 19.85 2 150 | 10.35 19 2 151 | 9.9 18.65 2 152 | 10.6 18.15 2 153 | 11.4 18.3 2 154 | 11.4 19.25 2 155 | 12.35 18.8 2 156 | 12.8 19.75 2 157 | 12.15 18.1 2 158 | 11.05 17.5 2 159 | 11.95 17.25 2 160 | 12.25 17.5 2 161 | 13.05 17.4 2 162 | 13.75 18.15 2 163 | 13.5 18.65 2 164 | 13.65 19.25 2 165 | 14 19.9 2 166 | 15.2 18.2 2 167 | 15.5 17.15 2 168 | 13.9 17.1 2 169 | 13.75 16.6 2 170 | 12.15 16.4 2 171 | 7.8 13.7 7 172 | 8.85 13.35 7 173 | 9 12.7 7 174 | 9.7 12.1 7 175 | 8.05 12.9 7 176 | 7.7 13.25 7 177 | 6.8 13.2 7 178 | 6.6 13.45 7 179 | 6.2 12.55 7 180 | 5.4 12.85 7 181 | 5.7 12.25 7 182 | 5.2 11.9 7 183 | 5.15 11.35 7 184 | 5.85 11.2 7 185 | 6.1 11.75 7 186 | 7 12.35 7 187 | 7.05 12.45 7 188 | 7.9 12.5 7 189 | 8.55 12.1 7 190 | 7.85 11.85 7 191 | 7.1 11.95 7 192 | 6.9 11.5 7 193 | 6.85 10.9 7 194 | 6.4 10.7 7 195 | 5.9 10.3 7 196 | 6.4 10.25 7 197 | 7.05 10.05 7 198 | 7.35 10.5 7 199 | 7.65 11.1 7 200 | 8.1 11.2 7 201 | 8.8 11.4 7 202 | 8.3 10.55 7 203 | 9 10.9 7 204 | 9.35 10.5 7 205 | 10.15 11 4 206 | 10.4 10.55 4 207 | 10.9 10 4 208 | 11.55 10.2 4 209 | 11.75 10.85 4 210 | 10.1 8.65 4 211 | 11.05 9.1 4 212 | 11.85 9.8 4 213 | 12.85 10.65 4 214 | 12.9 11.7 4 215 | 13.6 11.1 4 216 | 14.05 11.75 4 217 | 14.5 11.8 4 218 | 14.3 12.45 4 219 | 17 12.9 4 220 | 15.8 12.6 4 221 | 15.85 12 4 222 | 16.7 12.2 4 223 | 16.25 11.7 4 224 | 15.55 11.15 4 225 | 14.8 11.35 4 226 | 14.45 10.75 4 227 | 13.75 10.45 4 228 | 12.8 10.1 4 229 | 13.15 9.8 4 230 | 12.45 9.3 4 231 | 11.8 8.95 4 232 | 11.1 8.45 4 233 | 10.35 7.7 4 234 | 10.1 6.75 4 235 | 11.3 7.95 4 236 | 12.35 8.45 4 237 | 13.1 8.95 4 238 | 13.2 9.35 4 239 | 14.1 10.05 4 240 | 11.5 7.5 4 241 | 11.35 6.9 4 242 | 11.95 6.75 4 243 | 12.4 7.1 4 244 | 12.25 7.6 4 245 | 12.95 7.6 4 246 | 13.45 7.95 4 247 | 13.35 8.25 4 248 | 13.75 9 4 249 | 14.3 9.3 4 250 | 14.85 9.55 4 251 | 15.1 10.25 4 252 | 15.45 10.55 4 253 | 16.35 10.85 4 254 | 16.75 11.5 4 255 | 16.25 10.2 4 256 | 15.4 10.1 4 257 | 15.45 9.7 4 258 | 15.15 9.3 4 259 | 15.25 8.65 4 260 | 15.55 8.2 4 261 | 14.25 8.7 4 262 | 14.25 8.25 4 263 | 15.05 7.8 4 264 | 14.3 7.5 4 265 | 13.55 7.45 4 266 | 14.3 6.95 4 267 | 13.95 6.7 4 268 | 13.05 6.95 4 269 | 13.05 6.2 4 270 | 11.55 6.3 4 271 | 10.8 5.85 4 272 | 10.6 5.05 4 273 | 11.35 5.55 4 274 | 12.15 5.4 4 275 | 12.4 5.8 4 276 | 12.8 5.7 4 277 | 13.65 5.9 4 278 | 13.9 5.3 4 279 | 13.1 5.1 4 280 | 12.55 4.9 4 281 | 11.5 4.75 4 282 | 11.35 4.05 4 283 | 12.4 4.35 4 284 | 11.75 3.45 4 285 | 12.65 3.7 4 286 | 13.4 4.35 4 287 | 13.9 4.95 4 288 | 12.75 3 4 289 | 13.55 3.15 4 290 | 13.7 3.65 4 291 | 14.1 4.1 4 292 | 14.65 5.05 4 293 | 14.35 5.75 4 294 | 14.5 6.55 4 295 | 15.15 7.1 4 296 | 13.6 2.55 4 297 | 14.45 2.4 4 298 | 14.6 3.05 4 299 | 15 3.4 4 300 | 15.25 3.5 4 301 | 14.7 4.1 4 302 | 14.7 4.5 4 303 | 15.25 2.7 4 304 | 15.65 2.05 4 305 | 15.95 2.8 4 306 | 16.1 3.55 4 307 | 15.9 4 4 308 | 15.6 4.75 4 309 | 15.55 5.05 4 310 | 15.35 5.5 4 311 | 15.15 5.95 4 312 | 15.5 6.75 4 313 | 15.7 6.35 4 314 | 16.2 5.9 4 315 | 16.35 5.35 4 316 | 16.2 4.55 4 317 | 16.55 4.2 4 318 | 16.95 4.75 4 319 | 17.05 5.1 4 320 | 17.3 4.8 4 321 | 17.3 4.15 4 322 | 17.6 4.3 4 323 | 17.05 3.7 4 324 | 17.25 3.05 4 325 | 16.65 2.8 4 326 | 16.55 2.15 4 327 | 17.2 2.05 4 328 | 18.15 1.95 4 329 | 18.05 2.45 4 330 | 18.15 3.05 4 331 | 18.6 3.45 4 332 | 18.4 3.6 4 333 | 18.85 3.2 4 334 | 19.1 2.65 4 335 | 19.45 2.65 4 336 | 19 2.1 4 337 | 19.9 2.05 4 338 | 20.45 2.8 4 339 | 19.8 3.25 4 340 | 19.45 3.9 4 341 | 18.65 4.2 4 342 | 18.4 4.6 4 343 | 18.65 4.75 4 344 | 18.75 5.15 4 345 | 19.1 4.55 4 346 | 17.9 5.4 4 347 | 17.65 5.7 4 348 | 17.05 6.05 4 349 | 17.4 6.5 4 350 | 16.6 6.85 4 351 | 15.7 7.15 4 352 | 15.75 7.75 4 353 | 16.6 7.95 4 354 | 20.4 3.4 4 355 | 20.7 3.45 4 356 | 21.15 2.85 4 357 | 21.75 2.65 4 358 | 22 3.25 4 359 | 22.2 3.5 4 360 | 21.45 3.75 4 361 | 21.1 4.05 4 362 | 20.15 4.3 4 363 | 20.8 4.7 4 364 | 20.7 5.15 4 365 | 19.75 5.05 4 366 | 19.85 5.5 4 367 | 20.4 5.65 4 368 | 20.55 5.75 4 369 | 18.7 5.75 4 370 | 19.25 5.95 4 371 | 18.4 6 4 372 | 18.45 6.6 4 373 | 17.65 7.05 4 374 | 16.7 7.4 4 375 | 18.65 7.3 4 376 | 18.05 7.35 4 377 | 17.85 7.75 4 378 | 17.5 8.25 4 379 | 17.15 8.6 4 380 | 17.05 9 4 381 | 16.4 8.7 4 382 | 16.05 8.95 4 383 | 16.05 9.6 4 384 | 16.5 9.75 4 385 | 17.25 9.6 4 386 | 17.6 9.9 4 387 | 17.8 9.3 4 388 | 18 8.55 4 389 | 18.8 8.1 4 390 | 18.8 8.35 4 391 | 19.4 7.6 4 392 | 19.25 6.6 4 393 | 20.05 6.95 4 394 | 19.8 7.5 4 395 | 20.05 6.35 4 396 | 21.15 5.7 4 397 | 21.65 4.85 4 398 | 22.15 4.35 4 399 | 23.05 3.35 4 400 | 23.05 3.8 4 401 | 23.15 4.4 4 402 | 22.5 4.75 4 403 | 22.15 5.2 4 404 | 24.15 4.55 4 405 | 23.5 5.05 4 406 | 23.1 5.3 4 407 | 23 5.75 4 408 | 22.2 5.75 4 409 | 21.85 6.2 4 410 | 20.75 6.55 4 411 | 21 7.15 4 412 | 20.75 7.65 4 413 | 20 8.2 4 414 | 19.5 8.65 4 415 | 18.85 9.05 4 416 | 18.75 9.55 4 417 | 18.6 10 4 418 | 16.95 10.35 4 419 | 17.35 10.85 4 420 | 18 10.65 4 421 | 18.5 10.55 4 422 | 18.1 11.1 4 423 | 17.55 11.3 4 424 | 17.95 11.9 4 425 | 18.3 12 4 426 | 18 12.5 4 427 | 19 11.65 4 428 | 19.5 11.05 4 429 | 19.45 10.55 4 430 | 19.4 9.65 4 431 | 20.1 9.4 4 432 | 20.05 9.95 4 433 | 20.05 10.2 4 434 | 19.35 12.2 4 435 | 19.2 12.25 4 436 | 20.05 11.6 4 437 | 20.6 11.15 4 438 | 20.7 10.65 4 439 | 21.3 11.65 4 440 | 21.8 11.15 4 441 | 21.85 10.7 4 442 | 21.65 10.05 4 443 | 20.95 10.2 4 444 | 20.9 9.7 4 445 | 21.65 9.45 4 446 | 21.2 9.25 4 447 | 20.75 8.75 4 448 | 20.55 8.75 4 449 | 21.1 8 4 450 | 21.65 8.65 4 451 | 21.75 8.2 4 452 | 21.95 7.55 4 453 | 22 6.75 4 454 | 22.8 6.45 4 455 | 22.65 6.65 4 456 | 22.75 7.05 4 457 | 23 7.35 4 458 | 22.55 7.9 4 459 | 22.2 8.7 4 460 | 22.9 8.45 4 461 | 22.35 9.2 4 462 | 22.75 9.35 4 463 | 22.4 10.05 4 464 | 23.05 10.9 4 465 | 23.3 9.85 4 466 | 23.95 9.8 4 467 | 23.65 9.1 4 468 | 23.7 8.85 4 469 | 24.25 8.25 4 470 | 24.85 7.95 4 471 | 23.5 7.85 4 472 | 23.85 7.35 4 473 | 23.95 6.9 4 474 | 23.65 6.5 4 475 | 23.6 5.7 4 476 | 24.3 5.65 4 477 | 24.8 6.4 4 478 | 34.05 3.5 3 479 | 33.05 3.85 3 480 | 32 3.8 3 481 | 31.9 4.4 3 482 | 31.05 4.75 3 483 | 30.4 5.65 3 484 | 30.75 6.1 3 485 | 30 6.7 3 486 | 30.1 7.4 3 487 | 29.5 8.15 3 488 | 30.75 8 3 489 | 30.85 7.35 3 490 | 31.5 6.75 3 491 | 31.75 5.95 3 492 | 32.35 6.45 3 493 | 32.8 6 3 494 | 32.05 5.1 3 495 | 32.8 4.8 3 496 | 32.65 4.4 3 497 | 33.65 4.6 3 498 | 33.05 5.15 3 499 | 33.6 5.45 3 500 | 34.5 5.05 3 501 | 34.9 4.65 3 502 | 35.45 4.1 3 503 | 34.6 4.05 3 504 | 34.2 4.2 3 505 | 36.3 5.2 3 506 | 35.55 5.35 3 507 | 35.95 6.05 3 508 | 34.8 5.85 3 509 | 33.7 6.15 3 510 | 33.95 6.6 3 511 | 33.7 7.05 3 512 | 32.75 7.1 3 513 | 32.3 7.65 3 514 | 33 7.9 3 515 | 31.95 8.15 3 516 | 31.15 8.65 3 517 | 30.35 8.85 3 518 | 29.85 9 3 519 | 30.7 9.15 3 520 | 29.7 9.9 3 521 | 30.45 9.95 3 522 | 30.95 9.85 3 523 | 31.8 9.45 3 524 | 32.45 8.8 3 525 | 33.55 8.6 3 526 | 34.35 7.7 3 527 | 34.7 8 3 528 | 34.6 7.25 3 529 | 35 6.8 3 530 | 35.5 7.35 3 531 | 36.1 7.5 3 532 | 36.55 7 3 533 | 36 8.2 3 534 | 35.35 8.05 3 535 | 36.55 8.65 3 536 | 36.4 9.1 3 537 | 35.5 9.1 3 538 | 34.55 8.85 3 539 | 35.25 9.4 3 540 | 34.4 9.5 3 541 | 33.5 9.3 3 542 | 33.85 9.8 3 543 | 32.5 9.65 3 544 | 32.3 10.25 3 545 | 33.3 10.3 3 546 | 31.6 10.5 3 547 | 30.6 10.5 3 548 | 30.4 11.1 3 549 | 30.9 11.45 3 550 | 30.7 11.65 3 551 | 30.4 12.05 3 552 | 31.2 12 3 553 | 31.95 11.35 3 554 | 31.65 11.05 3 555 | 32.95 11.15 3 556 | 32.65 11.7 3 557 | 32.25 12.25 3 558 | 32.05 12.25 3 559 | 31.3 12.7 3 560 | 31.95 12.95 3 561 | 32.75 13.1 3 562 | 33.15 13.2 3 563 | 33.1 12.75 3 564 | 33.15 12.1 3 565 | 34.3 11.75 3 566 | 34 10.85 3 567 | 34.65 11 3 568 | 34.8 10.1 3 569 | 35.65 9.85 3 570 | 36.35 10 3 571 | 35.55 10.75 3 572 | 35.8 11.55 3 573 | 35.2 11.75 3 574 | 34.7 11.75 3 575 | 34.95 12.75 3 576 | 34.05 12.55 3 577 | 34.05 13.05 3 578 | 33.25 13.7 3 579 | 33.2 14.15 3 580 | 33.25 14.7 6 581 | 33 15.15 6 582 | 32.95 15.65 6 583 | 32.6 16.15 6 584 | 32.45 16.75 6 585 | 32.65 17.05 6 586 | 32.75 17.3 6 587 | 31.75 17.2 6 588 | 31.7 17.65 6 589 | 31 17.5 6 590 | 31.15 17.9 6 591 | 30.45 18.05 6 592 | 30.05 18.8 6 593 | 30.55 18.8 6 594 | 30.5 19.3 6 595 | 30.25 19.4 6 596 | 29.6 19.85 6 597 | 29.15 20.55 6 598 | 30.25 20.45 6 599 | 30.7 20.05 6 600 | 31 19.9 6 601 | 31.55 19.65 6 602 | 31.5 18.55 6 603 | 32.05 18.6 6 604 | 31.95 19.1 6 605 | 32.6 18.35 6 606 | 32.85 17.95 6 607 | 33.45 17.45 6 608 | 33.7 17 6 609 | 34.25 17.35 6 610 | 34.3 18.05 6 611 | 33.85 18.4 6 612 | 33.05 18.85 6 613 | 33.25 18.95 6 614 | 32.8 19.15 6 615 | 32.3 19.85 6 616 | 32.8 20 6 617 | 31.75 20.25 6 618 | 31.75 20.75 6 619 | 32.1 21.15 6 620 | 31.55 21.6 6 621 | 30.65 21.3 6 622 | 29.95 21.6 6 623 | 29.5 21.6 6 624 | 30.35 22.05 6 625 | 31.05 22 6 626 | 31.55 22.2 6 627 | 30.95 22.65 6 628 | 30.3 23.1 6 629 | 29.6 23.15 6 630 | 29.35 22.55 6 631 | 29.2 23.85 6 632 | 30.75 24 6 633 | 30.95 24.15 6 634 | 31.45 23.7 6 635 | 31.95 23.15 6 636 | 32.55 22.05 6 637 | 32.6 22.55 6 638 | 33.25 22.25 6 639 | 33.65 21.9 6 640 | 33.5 21.3 6 641 | 33.1 20.75 6 642 | 33.8 20.4 6 643 | 33.85 20 6 644 | 34.15 19.3 6 645 | 34.85 18.85 6 646 | 35.3 18.55 6 647 | 35.4 19.35 6 648 | 34.55 19.75 6 649 | 35.05 20 6 650 | 35.95 19.85 6 651 | 36.35 20.6 6 652 | 35.5 20.55 6 653 | 34.45 20.65 6 654 | 34.4 21.25 6 655 | 35 21.05 6 656 | 35.75 21.3 6 657 | 35.05 21.5 6 658 | 34.6 22.05 6 659 | 34.2 21.75 6 660 | 36.25 21.95 6 661 | 35.7 22.3 6 662 | 35.5 22.9 6 663 | 35.85 23.25 6 664 | 36.3 23.8 6 665 | 35.45 24.1 6 666 | 34.9 23.5 6 667 | 34.2 22.9 6 668 | 33.85 23.3 6 669 | 33.25 23.35 6 670 | 32.45 23.7 6 671 | 33.6 23.9 6 672 | 34.25 23.95 6 673 | 34.25 24.1 6 674 | 35.4 24.7 6 675 | 35.15 25.3 6 676 | 34.4 24.9 6 677 | 33.7 24.85 6 678 | 32.25 24.45 6 679 | 32.5 24.7 6 680 | 31.45 24.45 6 681 | 31.55 25.2 6 682 | 31.05 25 6 683 | 30.25 24.3 6 684 | 29.8 24.8 6 685 | 29.6 25.5 6 686 | 29.7 26.05 6 687 | 30.5 25.5 6 688 | 30.65 26 6 689 | 31.25 26.05 6 690 | 31.45 26.95 6 691 | 30.75 26.9 6 692 | 30.65 27.15 6 693 | 31.25 27.85 6 694 | 31.85 27.75 6 695 | 32.7 28.2 6 696 | 33.25 27.55 6 697 | 32.4 27.1 6 698 | 32.15 26.65 6 699 | 32.35 25.95 6 700 | 32.95 25.5 6 701 | 33.85 26.05 6 702 | 33.05 26.5 6 703 | 33.65 27 6 704 | 34.1 27.35 6 705 | 34.2 27.95 6 706 | 34.65 26.85 6 707 | 35.25 26 6 708 | 35.7 26.15 6 709 | 34.4 25.6 6 710 | 21.3 20.8 1 711 | 20.15 20.9 1 712 | 19.2 21.35 1 713 | 19.1 21.85 1 714 | 18.45 22.8 1 715 | 18.75 22.95 1 716 | 19.4 23 1 717 | 19.55 22.25 1 718 | 19.8 21.85 1 719 | 20.5 21.85 1 720 | 21.45 21.45 1 721 | 21.7 21.9 1 722 | 21.4 22.3 1 723 | 21 22.6 1 724 | 21.15 22.95 1 725 | 20.5 22.85 1 726 | 19.75 23.65 1 727 | 19.2 23.7 1 728 | 18.45 24.35 1 729 | 20.65 23.85 1 730 | 20.65 24.3 1 731 | 19.7 24.6 1 732 | 20.15 25.05 1 733 | 22.15 25.1 1 734 | 21.6 24.65 1 735 | 21.7 23.8 1 736 | 21.9 23.65 1 737 | 22.55 23.5 1 738 | 22.55 24.3 1 739 | 23.3 24.45 1 740 | 24.25 24.35 1 741 | 23.8 25.25 1 742 | 23.4 23.8 1 743 | 22.9 23.2 1 744 | 22.3 22.8 1 745 | 22.2 22.4 1 746 | 23.1 21.7 1 747 | 22.85 21.9 1 748 | 22.65 21.1 1 749 | 23.15 22.6 1 750 | 24.1 21.9 1 751 | 24.7 22.2 1 752 | 24.3 22.6 1 753 | 24.15 23.3 1 754 | 23.9 23.45 1 755 | 5.2 2.15 5 756 | 6.35 1.95 5 757 | 6.75 2.3 5 758 | 5.9 2.4 5 759 | 5.4 2.7 5 760 | 4.85 2.9 5 761 | 4.85 3.35 5 762 | 5.15 3.45 5 763 | 5.7 3.45 5 764 | 6.2 3 5 765 | 6.2 3.2 5 766 | 7.65 2.15 5 767 | 7.2 2.75 5 768 | 6.75 3.2 5 769 | 6.75 3.55 5 770 | 6.65 3.8 5 771 | 5.8 4 5 772 | 4.95 4.05 5 773 | 5.1 4.35 5 774 | 5.7 4.45 5 775 | 5.45 4.85 5 776 | 6.7 4.8 5 777 | 6.55 5.05 5 778 | 7.2 4.9 5 779 | 6.2 4.25 5 780 | 7.1 4.3 5 781 | 7.85 4.5 5 782 | 7.6 4.15 5 783 | 7.25 3.55 5 784 | 7.8 3.35 5 785 | 8.05 2.75 5 786 | 8.5 3.25 5 787 | 8.1 3.55 5 788 | 8.15 4 5 -------------------------------------------------------------------------------- /Dataset/D31.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/XQLong/Clustering-matlab/40dcd98b9b7bbafb3f74a8fd97ea371d0f81bb05/Dataset/D31.mat -------------------------------------------------------------------------------- /Dataset/D31.txt: -------------------------------------------------------------------------------- 1 | 25.0514 5.7475 1 2 | 26.6614 7.3414 1 3 | 25.2653 6.2466 1 4 | 25.2285 4.7447 1 5 | 25.7529 5.1564 1 6 | 24.0785 5.6693 1 7 | 25.2722 6.8676 1 8 | 24.6535 6.2443 1 9 | 26.9834 6.633 1 10 | 25.7437 6.3179 1 11 | 26.4774 7.7416 1 12 | 26.7373 4.4756 1 13 | 27.1812 6.2972 1 14 | 25.4999 5.6739 1 15 | 25.3021 6.1431 1 16 | 23.3609 5.6601 1 17 | 25.5482 5.7107 1 18 | 26.2198 5.7337 1 19 | 25.884 6.3294 1 20 | 24.4649 5.7521 1 21 | 24.7708 6.7572 1 22 | 25.3274 5.6463 1 23 | 25.999 4.8551 1 24 | 25.0238 6.2742 1 25 | 25.8242 6.7848 1 26 | 25.4286 6.2834 1 27 | 27.3445 6.4697 1 28 | 24.6236 6.1178 1 29 | 27.126 6.1109 1 30 | 25.677 5.9085 1 31 | 25.539 6.3777 1 32 | 25.0491 6.0603 1 33 | 26.5924 6.0925 1 34 | 25.217 7.7531 1 35 | 25.2492 5.6486 1 36 | 24.941 5.0184 1 37 | 25.2814 7.5461 1 38 | 24.8191 6.1316 1 39 | 26.0105 6.8377 1 40 | 25.0215 6.564 1 41 | 25.1618 6.3064 1 42 | 25.8955 5.4393 1 43 | 24.8375 5.4416 1 44 | 25.4562 6.702 1 45 | 25.7161 5.5152 1 46 | 26.7212 4.7424 1 47 | 24.4649 7.2471 1 48 | 24.6328 5.3473 1 49 | 25.7253 6.7296 1 50 | 27.1168 5.6946 1 51 | 26.4958 5.9039 1 52 | 25.1158 6.1914 1 53 | 25.6103 7.6197 1 54 | 26.3026 6.7802 1 55 | 24.7915 6.2627 1 56 | 25.0997 5.8004 1 57 | 25.4838 7.0148 1 58 | 25.4217 7.3138 1 59 | 27.1306 6.9573 1 60 | 24.3338 5.1679 1 61 | 24.6236 5.6877 1 62 | 25.5183 4.8229 1 63 | 26.39 7.0401 1 64 | 24.3039 4.8827 1 65 | 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| 18.3607 11.8287 2 111 | 17.2038 11.7689 2 112 | 16.96 10.6373 2 113 | 17.2866 12.2933 2 114 | 17.3694 11.5596 2 115 | 17.9858 11.5067 2 116 | 18.0272 12.6176 2 117 | 17.1026 13.1719 2 118 | 17.5212 11.8747 2 119 | 17.512 10.9915 2 120 | 16.7898 12.2128 2 121 | 17.1233 11.6102 2 122 | 18.6137 11.3802 2 123 | 16.7714 11.3871 2 124 | 16.0676 10.8121 2 125 | 17.8041 11.7022 2 126 | 17.8984 9.945 2 127 | 16.638 12.9649 2 128 | 16.4632 10.658 2 129 | 18.5125 11.8425 2 130 | 17.9306 12.1898 2 131 | 17.6132 13.4686 2 132 | 16.7392 11.0306 2 133 | 18.4642 11.7137 2 134 | 17.3625 12.0035 2 135 | 17.5557 11.2123 2 136 | 17.6868 11.4354 2 137 | 18.5171 9.876 2 138 | 16.1251 10.6649 2 139 | 17.5419 11.8885 2 140 | 17.8961 11.8057 2 141 | 18.2365 11.7666 2 142 | 18.1008 11.3641 2 143 | 18.3653 12.0633 2 144 | 19.3635 11.6286 2 145 | 17.9237 11.5573 2 146 | 16.9853 12.3186 2 147 | 16.8749 11.5182 2 148 | 18.0272 11.9621 2 149 | 17.6293 11.3503 2 150 | 16.5575 11.3388 2 151 | 18.2388 11.4676 2 152 | 17.811 11.4768 2 153 | 16.1895 9.968 2 154 | 16.845 12.9235 2 155 | 17.4637 10.8213 2 156 | 17.6339 10.8144 2 157 | 17.4384 12.2128 2 158 | 17.9421 11.8057 2 159 | 16.615 12.0702 2 160 | 15.6398 11.2284 2 161 | 16.7415 11.8793 2 162 | 16.8197 12.1162 2 163 | 15.9181 11.4124 2 164 | 17.8363 11.8563 2 165 | 17.696 11.9414 2 166 | 16.845 10.6672 2 167 | 18.5378 11.6516 2 168 | 17.1877 11.9828 2 169 | 18.4527 11.2468 2 170 | 16.8956 11.1065 2 171 | 18.1422 11.9966 2 172 | 16.8059 11.1318 2 173 | 17.4913 10.428 2 174 | 16.3045 10.8765 2 175 | 17.4453 9.8668 2 176 | 17.5396 11.4791 2 177 | 17.7328 11.21 2 178 | 17.466 10.4234 2 179 | 18.4803 12.0955 2 180 | 17.2889 11.7873 2 181 | 18.3883 10.0025 2 182 | 17.6523 11.509 2 183 | 17.4982 11.9552 2 184 | 17.5948 11.3848 2 185 | 17.7328 11.6562 2 186 | 19.3934 12.5601 2 187 | 17.9651 12.5256 2 188 | 17.0428 11.3595 2 189 | 17.6086 11.7206 2 190 | 18.9817 11.6999 2 191 | 17.1992 12.5969 2 192 | 16.9163 11.4929 2 193 | 17.3096 11.1893 2 194 | 18.9403 11.6999 2 195 | 17.098 13.5744 2 196 | 16.3206 12.0679 2 197 | 18.4343 12.4474 2 198 | 18.3124 11.6631 2 199 | 16.7277 11.6654 2 200 | 18.2457 13.0201 2 201 | 8.4155 9.7633 3 202 | 7.1413 10.3981 3 203 | 7.691 11.969 3 204 | 8.6363 9.8139 3 205 | 7.8704 10.957 3 206 | 7.2103 11.1249 3 207 | 7.6289 9.899 3 208 | 7.5645 8.8824 3 209 | 7.5967 9.5241 3 210 | 8.1372 10.3015 3 211 | 7.8106 11.3227 3 212 | 8.9514 11.0628 3 213 | 8.8456 10.3866 3 214 | 8.6869 11.0007 3 215 | 7.6611 10.7592 3 216 | 8.1648 10.3061 3 217 | 9.1515 10.796 3 218 | 8.5029 9.1791 3 219 | 8.1441 10.8443 3 220 | 9.0756 9.3723 3 221 | 7.8428 9.9703 3 222 | 8.8295 10.4648 3 223 | 8.1993 9.7863 3 224 | 9.2021 11.0076 3 225 | 8.1625 10.474 3 226 | 8.2085 9.9634 3 227 | 8.8456 11.5619 3 228 | 9.209 11.0467 3 229 | 8.588 11.0329 3 230 | 7.8934 11.3756 3 231 | 7.898 10.2049 3 232 | 9.1584 10.8535 3 233 | 8.9813 9.7127 3 234 | 8.6271 11.8379 3 235 | 7.806 11.4975 3 236 | 7.9233 10.4004 3 237 | 8.8042 10.3015 3 238 | 8.8272 11.0283 3 239 | 9.715 9.9151 3 240 | 8.3189 9.0365 3 241 | 9.5954 9.1469 3 242 | 7.4081 9.8001 3 243 | 9.0733 8.9307 3 244 | 7.9118 9.0848 3 245 | 8.1717 9.0687 3 246 | 9.393 9.4735 3 247 | 7.5277 10.6994 3 248 | 7.3575 10.3268 3 249 | 10.1635 9.1239 3 250 | 9.4344 12.3485 3 251 | 8.8249 9.9335 3 252 | 7.6979 10.1405 3 253 | 9.002 11.1433 3 254 | 7.3253 9.6644 3 255 | 8.0636 11.1088 3 256 | 6.8768 10.4303 3 257 | 7.737 10.3613 3 258 | 7.0953 11.1433 3 259 | 9.6023 9.0526 3 260 | 6.0695 9.669 3 261 | 7.0815 10.4993 3 262 | 8.2729 11.1157 3 263 | 7.5461 10.7178 3 264 | 9.1837 9.8484 3 265 | 8.1694 10.7868 3 266 | 8.9951 9.5678 3 267 | 7.7324 9.5954 3 268 | 7.8359 9.4965 3 269 | 7.9095 9.0066 3 270 | 7.9969 10.7063 3 271 | 8.9905 10.8006 3 272 | 10.4004 9.9749 3 273 | 8.9215 10.0577 3 274 | 8.4914 10.2233 3 275 | 9.5678 10.5683 3 276 | 8.9491 9.7863 3 277 | 9.2527 10.8558 3 278 | 7.7577 9.9749 3 279 | 9.3102 11.6539 3 280 | 8.9836 9.7104 3 281 | 8.6892 9.7219 3 282 | 7.2816 10.2831 3 283 | 9.2435 10.6212 3 284 | 10.1681 9.0802 3 285 | 8.0314 9.5678 3 286 | 9.071 10.2187 3 287 | 8.3557 10.152 3 288 | 7.8175 8.6938 3 289 | 9.0089 10.3958 3 290 | 8.0774 10.6695 3 291 | 7.3138 11.6608 3 292 | 8.7927 10.0876 3 293 | 8.4592 10.3337 3 294 | 8.6823 9.0986 3 295 | 9.1722 10.5729 3 296 | 7.4564 11.325 3 297 | 8.8019 11.3342 3 298 | 8.2913 9.4229 3 299 | 7.7508 10.9478 3 300 | 7.7945 10.8995 3 301 | 24.0394 24.6765 4 302 | 24.6972 24.4442 4 303 | 23.8945 24.9916 4 304 | 23.837 24.8536 4 305 | 26.4199 24.7225 4 306 | 26.1853 23.7795 4 307 | 24.9111 24.8168 4 308 | 23.7197 23.4483 4 309 | 23.3218 22.9584 4 310 | 26.4015 24.6006 4 311 | 25.4332 25.4953 4 312 | 25.953 26.1692 4 313 | 24.0486 25.4286 4 314 | 23.8692 23.8531 4 315 | 24.3499 25.1388 4 316 | 24.1498 24.6788 4 317 | 24.596 24.458 4 318 | 24.6075 24.6029 4 319 | 24.9134 24.6052 4 320 | 24.8513 24.4856 4 321 | 24.6535 23.0642 4 322 | 24.0555 24.3729 4 323 | 23.4437 24.0555 4 324 | 25.102 25.3205 4 325 | 24.8536 24.9525 4 326 | 23.7266 26.1094 4 327 | 24.8513 23.4322 4 328 | 25.2009 24.711 4 329 | 24.1222 24.6926 4 330 | 24.6903 24.0325 4 331 | 23.9842 23.3839 4 332 | 25.5827 23.7864 4 333 | 24.6397 24.251 4 334 | 23.8393 24.3154 4 335 | 25.6678 23.6599 4 336 | 24.9433 24.0003 4 337 | 24.7064 24.3476 4 338 | 24.2441 23.6231 4 339 | 24.6282 23.423 4 340 | 23.3218 24.8766 4 341 | 24.6972 24.5523 4 342 | 26.0036 25.7782 4 343 | 26.0404 23.8761 4 344 | 25.9415 23.883 4 345 | 23.9359 23.8347 4 346 | 25.8058 24.6328 4 347 | 24.9318 23.8623 4 348 | 25.3021 24.5201 4 349 | 24.5891 24.297 4 350 | 23.2873 23.1148 4 351 | 24.0049 23.9129 4 352 | 24.9088 24.9295 4 353 | 24.1475 26.689 4 354 | 26.4843 23.7105 4 355 | 25.4447 24.0049 4 356 | 24.8007 24.5017 4 357 | 25.9668 25.079 4 358 | 24.3407 23.5886 4 359 | 24.3154 24.2188 4 360 | 25.9944 23.9796 4 361 | 24.435 24.297 4 362 | 24.6512 24.9433 4 363 | 24.4856 23.6553 4 364 | 25.2308 25.3205 4 365 | 25.7184 23.9359 4 366 | 24.5316 23.8071 4 367 | 24.8996 24.5868 4 368 | 25.4792 24.1912 4 369 | 24.665 23.239 4 370 | 26.1508 24.5753 4 371 | 25.1135 22.2385 4 372 | 24.6098 24.7087 4 373 | 24.3752 24.4787 4 374 | 26.0772 24.9088 4 375 | 24.0946 24.4672 4 376 | 23.4299 25.0652 4 377 | 24.6581 25.861 4 378 | 26.712 24.5224 4 379 | 25.6517 23.9451 4 380 | 24.8191 24.9778 4 381 | 24.2855 24.2694 4 382 | 25.5045 24.5247 4 383 | 24.8605 23.4437 4 384 | 25.4401 24.4189 4 385 | 25.2722 24.7708 4 386 | 24.7248 24.1107 4 387 | 24.5914 25.5781 4 388 | 25.1434 23.7036 4 389 | 25.0675 24.4925 4 390 | 24.297 23.975 4 391 | 23.262 24.7524 4 392 | 25.6862 23.1999 4 393 | 25.4953 24.9893 4 394 | 24.7593 24.366 4 395 | 24.9709 23.9796 4 396 | 24.4925 23.7795 4 397 | 24.3545 24.4028 4 398 | 24.665 23.6208 4 399 | 24.7984 24.4787 4 400 | 25.6632 23.9773 4 401 | 4.057 21.4519 5 402 | 5.7912 19.7499 5 403 | 3.9719 19.8787 5 404 | 5.3174 18.8092 5 405 | 5.7406 22.066 5 406 | 4.9172 20.7688 5 407 | 4.3951 20.1363 5 408 | 6.1868 19.2324 5 409 | 4.8045 21.1989 5 410 | 6.173 19.3359 5 411 | 6.7848 21.0448 5 412 | 4.9218 20.019 5 413 | 6.0672 19.8695 5 414 | 6.3248 19.9684 5 415 | 4.7424 20.41 5 416 | 4.6665 20.4514 5 417 | 4.3491 20.2697 5 418 | 5.0897 19.8902 5 419 | 5.7498 20.6883 5 420 | 6.0304 20.1501 5 421 | 4.2962 20.9275 5 422 | 4.1973 20.4997 5 423 | 4.3192 20.1708 5 424 | 6.1661 21.6704 5 425 | 5.115 19.7499 5 426 | 5.0069 20.8263 5 427 | 5.0621 20.1478 5 428 | 4.7286 19.2761 5 429 | 5.3013 19.4233 5 430 | 5.5704 19.4716 5 431 | 5.7337 20.502 5 432 | 7.1321 19.7384 5 433 | 5.5244 20.4353 5 434 | 5.3473 20.3893 5 435 | 5.3588 19.7062 5 436 | 5.7061 19.214 5 437 | 6.1638 19.766 5 438 | 4.931 20.0305 5 439 | 5.184 20.5963 5 440 | 5.6256 21.2702 5 441 | 5.9775 21.4726 5 442 | 5.4393 19.6602 5 443 | 6.2673 18.7494 5 444 | 4.9839 19.5705 5 445 | 4.7723 19.8373 5 446 | 5.1334 20.7734 5 447 | 4.2594 21.0816 5 448 | 6.012 19.7706 5 449 | 4.5676 19.9776 5 450 | 4.2042 20.9942 5 451 | 5.9016 20.1225 5 452 | 6.1592 21.0908 5 453 | 5.4117 19.3405 5 454 | 4.9724 20.0167 5 455 | 4.5906 19.3014 5 456 | 5.4531 20.7067 5 457 | 7.0355 19.6073 5 458 | 6.5134 21.4151 5 459 | 5.3864 20.8355 5 460 | 4.4756 20.2766 5 461 | 4.9632 20.1248 5 462 | 5.2898 19.7545 5 463 | 3.9604 21.5669 5 464 | 3.9627 20.8884 5 465 | 6.1523 18.9058 5 466 | 5.3105 18.5033 5 467 | 3.8293 20.8424 5 468 | 7.2701 20.0558 5 469 | 3.896 20.065 5 470 | 4.3376 19.7821 5 471 | 5.69 18.3952 5 472 | 5.4623 19.306 5 473 | 7.231 19.8856 5 474 | 4.6987 19.5751 5 475 | 6.6974 20.0121 5 476 | 6.1247 20.088 5 477 | 6.4214 20.571 5 478 | 5.322 19.5705 5 479 | 4.8758 20.4468 5 480 | 5.8694 20.3709 5 481 | 5.7406 21.3898 5 482 | 6.1753 20.4284 5 483 | 3.6499 20.364 5 484 | 5.6233 19.8304 5 485 | 5.3013 20.2444 5 486 | 6.2006 20.1892 5 487 | 5.6463 18.9334 5 488 | 5.5359 20.801 5 489 | 5.4209 21.2518 5 490 | 6.9987 21.7693 5 491 | 6.3455 20.0834 5 492 | 4.1904 21.2265 5 493 | 5.5681 21.0333 5 494 | 4.793 20.364 5 495 | 5.5566 20.3778 5 496 | 5.0552 18.2365 5 497 | 4.7677 20.5503 5 498 | 5.7613 19.5889 5 499 | 2.907 20.5641 5 500 | 6.5709 20.4031 5 501 | 28.0805 10.5315 6 502 | 27.3445 11.2123 6 503 | 26.8661 10.6672 6 504 | 26.6476 9.2412 6 505 | 25.7115 10.0508 6 506 | 26.367 10.3268 6 507 | 28.2346 10.4165 6 508 | 26.6361 9.784 6 509 | 27.3077 9.2964 6 510 | 26.7143 9.4712 6 511 | 25.953 8.2131 6 512 | 27.3445 9.3769 6 513 | 26.8615 10.3245 6 514 | 27.7148 11.1755 6 515 | 26.4291 10.3912 6 516 | 25.7598 9.3907 6 517 | 27.2479 10.1842 6 518 | 26.9857 10.5453 6 519 | 26.6338 10.1612 6 520 | 26.8753 11.2882 6 521 | 26.6223 10.2762 6 522 | 26.482 9.6644 6 523 | 29.5939 9.738 6 524 | 26.2543 10.3314 6 525 | 25.2377 9.7081 6 526 | 26.0312 10.06 6 527 | 27.9471 11.1686 6 528 | 26.6154 11.6355 6 529 | 26.6936 8.9675 6 530 | 25.8081 9.4574 6 531 | 27.3169 9.117 6 532 | 25.5321 10.566 6 533 | 27.2916 11.9713 6 534 | 26.7051 11.9782 6 535 | 26.7626 9.6253 6 536 | 27.9264 10.7109 6 537 | 27.0386 10.037 6 538 | 27.4986 10.4234 6 539 | 26.1577 9.5632 6 540 | 26.9213 11.9966 6 541 | 27.2433 9.1561 6 542 | 26.6959 10.2394 6 543 | 27.0708 10.8144 6 544 | 26.0197 10.9317 6 545 | 27.2663 11.4952 6 546 | 27.6136 9.7426 6 547 | 27.0478 10.2854 6 548 | 26.873 10.3613 6 549 | 26.9282 11.3917 6 550 | 27.6297 10.0209 6 551 | 27.0869 9.3033 6 552 | 25.746 11.4331 6 553 | 25.7598 10.5614 6 554 | 27.7447 10.9708 6 555 | 26.988 9.991 6 556 | 26.7189 10.2624 6 557 | 26.7718 10.267 6 558 | 27.402 10.9087 6 559 | 26.1485 10.6166 6 560 | 26.9811 10.2969 6 561 | 26.5694 9.2274 6 562 | 27.6757 9.5816 6 563 | 28.1817 10.8673 6 564 | 26.0726 10.911 6 565 | 26.5855 10.1451 6 566 | 27.1375 10.9432 6 567 | 27.31 9.3401 6 568 | 27.3123 10.2532 6 569 | 26.9098 8.2798 6 570 | 27.0179 9.6023 6 571 | 28.1518 10.5453 6 572 | 27.0179 10.6166 6 573 | 27.8942 10.4786 6 574 | 27.563 10.2739 6 575 | 27.0432 9.6 6 576 | 26.9443 10.865 6 577 | 26.321 10.5407 6 578 | 26.4084 12.6866 6 579 | 27.9287 10.9938 6 580 | 25.6701 10.9225 6 581 | 26.7051 10.3406 6 582 | 27.4296 9.7426 6 583 | 28 10.8903 6 584 | 27.3698 10.2279 6 585 | 26.9052 9.0319 6 586 | 27.2433 12.5624 6 587 | 26.1577 10.5292 6 588 | 27.0823 10.0876 6 589 | 26.8707 10.3475 6 590 | 26.3877 9.6989 6 591 | 26.3831 10.3038 6 592 | 27.0478 10.4809 6 593 | 26.7741 8.8272 6 594 | 26.6131 11.5734 6 595 | 26.7557 8.8387 6 596 | 25.7368 9.7403 6 597 | 26.0956 10.3751 6 598 | 25.8058 10.635 6 599 | 26.4245 10.2923 6 600 | 25.8357 10.451 6 601 | 19.9339 27.9149 7 602 | 21.1115 27.2065 7 603 | 21.3047 25.7023 7 604 | 20.4514 27.2134 7 605 | 21.6175 27.3767 7 606 | 23.2206 26.8247 7 607 | 21.0655 27.7194 7 608 | 21.4841 28.1242 7 609 | 21.5117 27.9517 7 610 | 23.0182 27.5423 7 611 | 21.5922 26.873 7 612 | 22.802 27.3836 7 613 | 20.847 28.2852 7 614 | 20.2053 27.6596 7 615 | 19.6993 27.8827 7 616 | 22.1603 28.483 7 617 | 21.7325 27.8804 7 618 | 22.6525 28.1564 7 619 | 21.0908 26.436 7 620 | 20.2076 28.023 7 621 | 20.686 27.7884 7 622 | 21.7808 27.8735 7 623 | 21.6037 28.2461 7 624 | 21.5485 26.9213 7 625 | 21.7831 26.7511 7 626 | 21.7003 27.2571 7 627 | 22.273 27.7723 7 628 | 22.5835 26.4222 7 629 | 21.7785 26.712 7 630 | 20.0788 26.6177 7 631 | 22.4202 29.104 7 632 | 20.5687 27.4618 7 633 | 20.5273 28.253 7 634 | 20.8838 27.448 7 635 | 20.9275 26.0404 7 636 | 20.7849 26.459 7 637 | 19.9017 26.2589 7 638 | 21.7325 26.5901 7 639 | 20.8999 27.8873 7 640 | 21.0195 26.505 7 641 | 21.5485 27.747 7 642 | 22.1672 26.9926 7 643 | 21.8268 26.7649 7 644 | 23.0573 28.5336 7 645 | 20.6607 26.7902 7 646 | 21.2794 27.6389 7 647 | 21.1805 26.8638 7 648 | 20.7987 27.1421 7 649 | 21.7624 26.5832 7 650 | 20.962 27.2042 7 651 | 21.2909 27.8873 7 652 | 21.7302 26.0588 7 653 | 21.6175 27.5538 7 654 | 20.3617 27.8666 7 655 | 21.9717 27.4342 7 656 | 20.7734 29.3754 7 657 | 20.6791 26.9512 7 658 | 21.6405 28.5359 7 659 | 20.732 26.7557 7 660 | 22.6019 29.4513 7 661 | 22.3075 26.2497 7 662 | 20.6354 29.7871 7 663 | 20.502 27.0478 7 664 | 20.4077 27.678 7 665 | 21.2081 27.0915 7 666 | 21.8636 27.7746 7 667 | 21.1368 28.2576 7 668 | 21.8774 27.241 7 669 | 21.5301 27.517 7 670 | 19.5222 27.5147 7 671 | 20.6814 26.8477 7 672 | 20.3364 27.0018 7 673 | 20.824 27.954 7 674 | 20.8723 28.3082 7 675 | 21.1506 28.1633 7 676 | 21.468 27.3652 7 677 | 21.2311 27.0984 7 678 | 20.9988 27.1329 7 679 | 22.3029 27.54 7 680 | 23.1056 27.724 7 681 | 21.054 28.5819 7 682 | 21.0241 27.0294 7 683 | 21.974 27.2042 7 684 | 21.215 27.241 7 685 | 22.1189 27.4618 7 686 | 21.4588 27.4227 7 687 | 22.0637 27.8965 7 688 | 21.8222 27.1835 7 689 | 21.215 27.4181 7 690 | 21.1667 26.5165 7 691 | 21.1575 26.7005 7 692 | 21.4772 27.4848 7 693 | 21.8107 27.333 7 694 | 20.7044 27.4411 7 695 | 21.1506 27.5722 7 696 | 20.2007 27.0363 7 697 | 22.8066 27.8321 7 698 | 20.7849 27.5446 7 699 | 21.4519 26.85 7 700 | 20.5296 27.6228 7 701 | 13.5238 18.1077 8 702 | 13.7262 18.3699 8 703 | 13.9792 18.8575 8 704 | 13.5468 18.8805 8 705 | 14.016 18.8667 8 706 | 14.1379 18.9909 8 707 | 13.8596 18.0525 8 708 | 12.6291 20.134 8 709 | 13.8596 18.2733 8 710 | 14.2391 19.5521 8 711 | 15.6007 18.9518 8 712 | 14.0482 17.926 8 713 | 13.05 18.2342 8 714 | 13.1995 16.9186 8 715 | 13.717 18.7103 8 716 | 14.7221 19.1864 8 717 | 14.9153 18.1008 8 718 | 12.9948 20.7136 8 719 | 13.027 18.3561 8 720 | 13.9447 17.88 8 721 | 13.3628 19.2853 8 722 | 14.4622 19.5912 8 723 | 15.051 19.007 8 724 | 14.9521 20.41 8 725 | 13.3375 19.4164 8 726 | 13.8849 18.8621 8 727 | 13.9562 19.5935 8 728 | 12.9925 20.2927 8 729 | 15.1637 19.3704 8 730 | 14.7842 18.2319 8 731 | 14.3587 18.225 8 732 | 14.3426 19.7062 8 733 | 13.349 18.2342 8 734 | 14.0781 17.9214 8 735 | 14.1632 18.7816 8 736 | 15.603 16.9301 8 737 | 14.3081 17.9881 8 738 | 13.1052 19.4624 8 739 | 15.0648 18.6689 8 740 | 12.8499 19.0645 8 741 | 14.0344 19.0507 8 742 | 16.0745 18.1054 8 743 | 13.7262 19.8465 8 744 | 12.6498 18.5792 8 745 | 13.4686 18.892 8 746 | 14.4484 17.7811 8 747 | 12.4152 19.2209 8 748 | 14.2713 18.0893 8 749 | 13.786 18.5217 8 750 | 12.6268 19.7108 8 751 | 14.062 18.7701 8 752 | 13.2386 19.5958 8 753 | 13.464 19.3543 8 754 | 14.1425 19.4003 8 755 | 14.0689 19.4233 8 756 | 12.3209 18.0111 8 757 | 12.8338 18.2204 8 758 | 14.8716 17.9076 8 759 | 14.1448 17.9214 8 760 | 15.5179 18.5286 8 761 | 15.8629 18.0272 8 762 | 13.0454 19.0346 8 763 | 14.5887 17.9467 8 764 | 14.223 18.0019 8 765 | 15.3546 19.1772 8 766 | 14.6002 18.57 8 767 | 14.637 19.6464 8 768 | 12.8384 18.984 8 769 | 13.901 18.1997 8 770 | 15.2212 19.0461 8 771 | 13.9792 17.4729 8 772 | 15.3408 19.3888 8 773 | 13.3513 18.5585 8 774 | 12.9097 19.2071 8 775 | 13.1972 19.4509 8 776 | 13.3927 17.2521 8 777 | 12.6245 19.3405 8 778 | 13.8297 18.9058 8 779 | 13.4272 17.9743 8 780 | 13.7515 19.0875 8 781 | 13.9378 18.6275 8 782 | 12.5164 17.8248 8 783 | 12.8545 19.1473 8 784 | 13.924 19.3888 8 785 | 14.6485 18.7724 8 786 | 13.464 18.4964 8 787 | 13.5192 17.5327 8 788 | 13.1466 19.1312 8 789 | 13.3398 19.4417 8 790 | 13.6963 18.7977 8 791 | 15.373 19.4371 8 792 | 14.5105 16.8519 8 793 | 13.8895 20.4261 8 794 | 15.2695 18.8069 8 795 | 13.6273 18.4987 8 796 | 13.8458 19.3543 8 797 | 13.188 18.6183 8 798 | 13.4939 18.3193 8 799 | 12.8729 18.7103 8 800 | 14.2897 16.8427 8 801 | 18.2158 26.4751 9 802 | 17.9191 25.4401 9 803 | 19.0139 26.4222 9 804 | 17.627 26.6982 9 805 | 18.3354 26.1554 9 806 | 17.9076 24.964 9 807 | 17.4798 26.3969 9 808 | 17.7305 25.3803 9 809 | 18.7793 25.0997 9 810 | 18.0479 26.1669 9 811 | 17.6546 25.6287 9 812 | 18.0939 26.0542 9 813 | 19.0277 25.9691 9 814 | 16.0193 25.7368 9 815 | 16.6817 26.1117 9 816 | 18.1169 24.5063 9 817 | 20.2007 25.7138 9 818 | 17.6868 25.5206 9 819 | 16.2171 25.4562 9 820 | 18.0709 24.9502 9 821 | 18.5332 27.0064 9 822 | 18.1123 26.5257 9 823 | 18.2273 26.4452 9 824 | 18.8759 25.3987 9 825 | 18.5654 25.6862 9 826 | 17.5948 27.4825 9 827 | 18.0387 25.5459 9 828 | 17.3694 25.1043 9 829 | 18.1054 25.9783 9 830 | 18.0732 25.447 9 831 | 17.9697 26.8017 9 832 | 17.0773 26.3302 9 833 | 16.4287 25.2883 9 834 | 18.5194 24.7731 9 835 | 17.8018 26.7097 9 836 | 17.3303 26.1738 9 837 | 17.8685 26.7718 9 838 | 18.0042 25.8012 9 839 | 18.3952 24.6719 9 840 | 18.0364 25.7552 9 841 | 16.7116 26.2106 9 842 | 18.225 24.5891 9 843 | 17.4844 25.5735 9 844 | 18.0801 26.0887 9 845 | 18.0824 27.6665 9 846 | 18.5378 25.5252 9 847 | 18.3607 26.3762 9 848 | 17.6201 24.5845 9 849 | 18.0502 25.0261 9 850 | 17.8179 25.4447 9 851 | 17.5235 25.5919 9 852 | 18.8184 25.0537 9 853 | 18.2894 26.7166 9 854 | 17.3464 25.2607 9 855 | 18.3791 25.447 9 856 | 17.7512 26.7902 9 857 | 16.5023 25.2423 9 858 | 19.6924 24.5293 9 859 | 16.9853 25.3918 9 860 | 17.2567 25.24 9 861 | 18.0433 25.8334 9 862 | 18.0847 25.8288 9 863 | 17.3441 25.9898 9 864 | 18.2411 25.0583 9 865 | 18.6574 26.4521 9 866 | 18.4366 26.9558 9 867 | 18.6275 25.3826 9 868 | 18.3837 24.6167 9 869 | 17.7742 26.4429 9 870 | 18.0318 25.1572 9 871 | 18.1675 25.7506 9 872 | 18.2365 26.413 9 873 | 17.6822 24.6949 9 874 | 16.5897 26.1462 9 875 | 17.0336 25.3665 9 876 | 17.2061 24.5753 9 877 | 18.6091 25.4884 9 878 | 18.041 25.7575 9 879 | 17.8708 25.2676 9 880 | 18.3515 26.6476 9 881 | 18.8621 25.2055 9 882 | 16.661 25.447 9 883 | 18.8184 26.8086 9 884 | 19.0139 25.4539 9 885 | 17.8432 25.9622 9 886 | 18.4067 26.4038 9 887 | 17.0842 25.424 9 888 | 18.3055 25.0169 9 889 | 17.4062 25.9024 9 890 | 17.144 26.1393 9 891 | 18.6896 25.5206 9 892 | 17.512 26.0036 9 893 | 18.2963 25.3826 9 894 | 18.0134 26.6706 9 895 | 17.7558 26.0266 9 896 | 17.8294 25.746 9 897 | 17.4752 24.6972 9 898 | 18.1445 26.0887 9 899 | 19.1335 26.298 9 900 | 18.1491 25.7253 9 901 | 11.9759 20.5894 10 902 | 12.061 21.4979 10 903 | 12.7027 19.559 10 904 | 12.6613 21.0356 10 905 | 11.5343 19.5636 10 906 | 12.2059 21.5899 10 907 | 12.4152 21.9395 10 908 | 13.188 22.3167 10 909 | 10.7753 21.7808 10 910 | 11.9805 21.1069 10 911 | 11.2169 22.2454 10 912 | 11.0628 21.422 10 913 | 12.5187 21.1506 10 914 | 11.1134 21.4335 10 915 | 11.3066 20.847 10 916 | 12.4267 21.1414 10 917 | 12.4382 22.0959 10 918 | 13.7975 21.3392 10 919 | 11.1134 22.0821 10 920 | 11.831 21.7072 10 921 | 12.7326 22.1971 10 922 | 11.5481 21.9809 10 923 | 10.681 22.3397 10 924 | 13.3099 21.0333 10 925 | 12.6475 21.6497 10 926 | 12.2404 21.2472 10 927 | 11.6309 22.4708 10 928 | 11.2537 20.6446 10 929 | 12.4428 21.8636 10 930 | 11.1341 21.0655 10 931 | 11.1088 21.5784 10 932 | 13.4801 21.077 10 933 | 13.073 21.5301 10 934 | 11.5987 20.8263 10 935 | 12.0679 20.8286 10 936 | 13.2639 21.6405 10 937 | 11.5021 21.606 10 938 | 12.6935 20.732 10 939 | 11.164 21.974 10 940 | 12.0081 21.7302 10 941 | 11.9759 20.8769 10 942 | 13.5422 20.5457 10 943 | 11.1594 21.445 10 944 | 11.6631 22.4685 10 945 | 11.0214 21.6589 10 946 | 12.1323 20.9252 10 947 | 12.291 21.1368 10 948 | 11.0927 21.9234 10 949 | 10.8213 20.6561 10 950 | 12.774 21.7049 10 951 | 12.1714 20.7826 10 952 | 13.0983 20.8539 10 953 | 12.8223 21.0218 10 954 | 11.1111 20.8286 10 955 | 12.4221 20.8056 10 956 | 12.1806 22.2063 10 957 | 11.5343 21.4036 10 958 | 12.222 21.5393 10 959 | 11.6539 22.1971 10 960 | 12.36 20.5779 10 961 | 13.3375 21.8245 10 962 | 12.3071 20.9252 10 963 | 13.487 22.089 10 964 | 11.9966 21.4105 10 965 | 11.6999 21.0356 10 966 | 12.8844 22.0706 10 967 | 12.6866 22.0131 10 968 | 11.3664 20.9275 10 969 | 11.7666 21.4519 10 970 | 12.9925 21.3714 10 971 | 12.8177 22.1994 10 972 | 12.6337 21.8176 10 973 | 11.6838 20.9045 10 974 | 11.2031 20.6722 10 975 | 12.8315 22.0223 10 976 | 12.0426 21.215 10 977 | 10.0784 21.9855 10 978 | 11.3572 23.5587 10 979 | 11.3066 21.399 10 980 | 12.9235 21.675 10 981 | 12.6222 21.6175 10 982 | 13.4571 21.1851 10 983 | 13.2685 22.1925 10 984 | 12.7717 21.0057 10 985 | 13.4111 21.8889 10 986 | 13.2087 22.2408 10 987 | 12.7142 21.1782 10 988 | 11.6033 19.4785 10 989 | 10.6971 21.5508 10 990 | 11.6769 21.4151 10 991 | 11.4653 20.9689 10 992 | 12.8292 22.986 10 993 | 12.452 20.4767 10 994 | 11.4906 21.7026 10 995 | 11.1939 21.2656 10 996 | 11.7413 22.1488 10 997 | 12.0472 20.6377 10 998 | 11.8862 20.8746 10 999 | 12.6291 22.0752 10 1000 | 11.9943 21.9625 10 1001 | 23.1976 9.5678 11 1002 | 22.2224 8.2131 11 1003 | 23.9842 8.6984 11 1004 | 23.354 7.7577 11 1005 | 24.0279 9.853 11 1006 | 22.9768 8.2591 11 1007 | 24.4626 9.0089 11 1008 | 23.7933 8.2821 11 1009 | 23.0343 8.6892 11 1010 | 23.2758 8.703 11 1011 | 22.641 8.4362 11 1012 | 23.2045 7.9647 11 1013 | 23.6898 7.2655 11 1014 | 22.9722 10.1681 11 1015 | 24.1268 7.8175 11 1016 | 23.8209 8.1464 11 1017 | 22.6893 9.2136 11 1018 | 23.5702 8.0889 11 1019 | 22.4248 7.6542 11 1020 | 22.7721 8.151 11 1021 | 23.9244 9.163 11 1022 | 22.5743 8.5374 11 1023 | 22.3259 7.8635 11 1024 | 22.4639 6.6353 11 1025 | 23.1953 8.6018 11 1026 | 23.9129 8.5489 11 1027 | 23.0297 8.5075 11 1028 | 23.5127 8.1073 11 1029 | 23.7496 8.8893 11 1030 | 23.0182 8.7858 11 1031 | 23.3908 9.2251 11 1032 | 22.5007 8.2476 11 1033 | 22.6203 8.9169 11 1034 | 21.8958 8.9905 11 1035 | 22.4133 8.4132 11 1036 | 22.1465 8.4339 11 1037 | 24.2119 8.6156 11 1038 | 24.1498 8.7904 11 1039 | 23.7818 8.5259 11 1040 | 24.8122 9.2941 11 1041 | 22.9147 7.8152 11 1042 | 24.435 8.5811 11 1043 | 24.8076 8.2223 11 1044 | 21.9602 8.3764 11 1045 | 23.745 9.0848 11 1046 | 23.2091 8.8939 11 1047 | 24.2234 7.5461 11 1048 | 21.8866 8.9652 11 1049 | 22.5835 8.5029 11 1050 | 21.7785 7.1482 11 1051 | 23.8439 7.8911 11 1052 | 23.4529 9.1998 11 1053 | 23.5656 8.7375 11 1054 | 22.0131 8.3603 11 1055 | 22.3213 9.0112 11 1056 | 23.9037 7.9808 11 1057 | 23.5426 8.8778 11 1058 | 24.3798 8.1648 11 1059 | 24.6696 8.2039 11 1060 | 23.3057 8.0613 11 1061 | 24.389 8.8042 11 1062 | 23.3218 8.9468 11 1063 | 23.3632 10.0255 11 1064 | 24.1935 8.6018 11 1065 | 23.5472 8.9767 11 1066 | 21.5761 7.8773 11 1067 | 23.0389 7.1942 11 1068 | 22.8572 9.1607 11 1069 | 22.5398 8.1211 11 1070 | 22.2523 7.599 11 1071 | 23.2114 7.967 11 1072 | 23.2482 9.738 11 1073 | 23.722 7.9049 11 1074 | 21.997 10.0048 11 1075 | 21.9188 9.7058 11 1076 | 23.1332 8.1395 11 1077 | 24.0831 8.4914 11 1078 | 23.2114 8.4109 11 1079 | 22.8572 7.9302 11 1080 | 22.6042 8.8387 11 1081 | 22.5421 9.6506 11 1082 | 21.3829 8.8571 11 1083 | 24.8421 9.3861 11 1084 | 24.1406 8.5305 11 1085 | 22.5904 8.4201 11 1086 | 24.7478 7.783 11 1087 | 22.3282 7.99 11 1088 | 24.8375 6.7871 11 1089 | 24.1866 9.1814 11 1090 | 23.7772 9.6345 11 1091 | 23.3586 9.9243 11 1092 | 22.3236 8.1556 11 1093 | 23.2206 6.8515 11 1094 | 23.5725 9.2803 11 1095 | 22.8089 7.9923 11 1096 | 21.6083 7.2655 11 1097 | 23.2781 9.0227 11 1098 | 24.0509 9.324 11 1099 | 23.2597 8.3741 11 1100 | 23.4851 8.3074 11 1101 | 27.6389 14.4967 12 1102 | 25.9116 14.1609 12 1103 | 26.5073 14.9268 12 1104 | 24.826 15.2971 12 1105 | 25.562 15.1476 12 1106 | 26.4084 14.6163 12 1107 | 24.6052 14.9958 12 1108 | 25.2906 14.9567 12 1109 | 26.7074 13.8573 12 1110 | 25.6931 15.4443 12 1111 | 24.8329 16.0377 12 1112 | 25.7943 13.947 12 1113 | 25.1871 14.5128 12 1114 | 26.2014 13.4732 12 1115 | 24.4649 14.5496 12 1116 | 26.4061 14.5312 12 1117 | 26.6292 16.3804 12 1118 | 25.4194 14.4622 12 1119 | 25.4746 13.809 12 1120 | 26.965 15.0717 12 1121 | 25.8886 15.2695 12 1122 | 25.7322 15.6881 12 1123 | 26.0887 15.8997 12 1124 | 24.8697 14.6393 12 1125 | 26.8638 13.9171 12 1126 | 24.9824 14.9774 12 1127 | 24.8858 14.3196 12 1128 | 25.7092 15.0119 12 1129 | 26.3693 14.5795 12 1130 | 26.5533 15.0418 12 1131 | 26.0381 14.3242 12 1132 | 27.7194 13.7998 12 1133 | 26.1807 14.8026 12 1134 | 26.9029 14.6439 12 1135 | 26.3946 16.7967 12 1136 | 26.5648 15.603 12 1137 | 26.1853 16.1872 12 1138 | 26.4245 14.9176 12 1139 | 27.3376 14.6301 12 1140 | 26.1255 13.8918 12 1141 | 26.0749 14.5151 12 1142 | 27.6228 15.2741 12 1143 | 27.0018 14.8417 12 1144 | 26.1807 15.2396 12 1145 | 25.6103 13.9378 12 1146 | 26.7074 15.1568 12 1147 | 27.0317 14.4323 12 1148 | 25.8886 14.1954 12 1149 | 27.5561 13.2133 12 1150 | 27.1007 14.5243 12 1151 | 26.9259 15.5639 12 1152 | 25.2998 13.5905 12 1153 | 26.0473 13.2018 12 1154 | 25.9323 14.8486 12 1155 | 24.2947 13.4318 12 1156 | 25.7989 14.6715 12 1157 | 24.8214 13.2777 12 1158 | 26.39 13.8021 12 1159 | 26.1462 15.0786 12 1160 | 27.149 14.3058 12 1161 | 26.9213 14.5473 12 1162 | 25.1204 14.2299 12 1163 | 26.3095 14.5404 12 1164 | 26.068 14.4392 12 1165 | 25.3918 13.9976 12 1166 | 26.5441 14.4852 12 1167 | 25.8311 15.5202 12 1168 | 26.9604 14.8486 12 1169 | 25.3872 15.6628 12 1170 | 26.3095 15.8422 12 1171 | 27.1812 16.3298 12 1172 | 25.2814 14.2299 12 1173 | 25.4102 14.637 12 1174 | 26.0634 14.7336 12 1175 | 25.1089 16.9025 12 1176 | 26.6614 15.7088 12 1177 | 26.6384 13.4042 12 1178 | 26.4383 15.0418 12 1179 | 26.7534 14.9383 12 1180 | 25.7805 15.212 12 1181 | 26.1853 14.4668 12 1182 | 26.3118 14.5427 12 1183 | 26.1071 13.4548 12 1184 | 24.9571 15.0303 12 1185 | 25.5597 13.9125 12 1186 | 26.7925 14.2345 12 1187 | 26.6453 15.3546 12 1188 | 24.5362 16.9117 12 1189 | 26.6522 14.2115 12 1190 | 25.8794 15.0211 12 1191 | 25.7897 15.1453 12 1192 | 26.7534 15.6398 12 1193 | 26.2957 15.5087 12 1194 | 26.9535 15.5133 12 1195 | 24.9249 13.7607 12 1196 | 25.8242 14.6485 12 1197 | 26.4084 15.2212 12 1198 | 25.608 15.7548 12 1199 | 25.3596 14.2069 12 1200 | 25.3412 13.9631 12 1201 | 16.2631 10.0255 13 1202 | 15.7525 9.738 13 1203 | 16.4425 10.9915 13 1204 | 16.1205 8.9905 13 1205 | 16.3252 8.5903 13 1206 | 16.2079 9.3884 13 1207 | 14.4116 9.485 13 1208 | 16.2838 8.841 13 1209 | 16.9738 9.439 13 1210 | 16.6932 10.5361 13 1211 | 14.6439 11.1433 13 1212 | 17.1141 9.7311 13 1213 | 15.4558 8.45 13 1214 | 14.2368 8.9537 13 1215 | 15.2649 8.2131 13 1216 | 16.6564 9.9243 13 1217 | 16.4287 8.9169 13 1218 | 16.0607 9.1584 13 1219 | 14.5634 7.2057 13 1220 | 14.016 10.1267 13 1221 | 16.2723 9.1032 13 1222 | 15.442 8.0222 13 1223 | 16.6794 8.2844 13 1224 | 15.0372 9.554 13 1225 | 15.7594 8.4017 13 1226 | 15.6122 11.8816 13 1227 | 15.0556 9.4896 13 1228 | 15.5892 10.2141 13 1229 | 15.9595 9.3562 13 1230 | 15.7594 9.6828 13 1231 | 13.8918 9.2987 13 1232 | 16.9669 8.519 13 1233 | 14.5289 8.7306 13 1234 | 14.6761 7.898 13 1235 | 15.5409 9.347 13 1236 | 14.6945 8.6938 13 1237 | 16.3528 9.8783 13 1238 | 16.0032 8.6087 13 1239 | 13.9079 9.0181 13 1240 | 13.9125 10.6741 13 1241 | 16.8496 9.5954 13 1242 | 14.8532 8.9238 13 1243 | 16.3551 9.9703 13 1244 | 15.5938 8.5144 13 1245 | 16.4172 9.14 13 1246 | 16.3896 8.588 13 1247 | 14.9268 10.3843 13 1248 | 17.1348 10.2601 13 1249 | 16.8312 8.5719 13 1250 | 15.1729 9.4965 13 1251 | 15.6421 8.8663 13 1252 | 15.6099 8.8709 13 1253 | 14.66 9.6989 13 1254 | 16.4954 9.3907 13 1255 | 15.7824 8.5811 13 1256 | 13.8136 9.5655 13 1257 | 15.3638 8.9238 13 1258 | 15.9664 9.991 13 1259 | 15.3293 8.6685 13 1260 | 14.9314 7.9095 13 1261 | 14.384 9.9542 13 1262 | 14.5887 10.2279 13 1263 | 15.5984 9.8553 13 1264 | 16.1297 8.9146 13 1265 | 15.6881 7.9187 13 1266 | 15.9595 10.0186 13 1267 | 15.971 9.623 13 1268 | 15.4811 9.5816 13 1269 | 15.6789 8.818 13 1270 | 15.764 8.9169 13 1271 | 15.189 9.1975 13 1272 | 15.0004 9.1791 13 1273 | 16.4126 9.7656 13 1274 | 15.7479 9.3424 13 1275 | 15.1844 9.7311 13 1276 | 15.2143 10.0071 13 1277 | 16.2148 8.3258 13 1278 | 15.6306 9.2182 13 1279 | 16.5621 9.5034 13 1280 | 14.9314 9.9887 13 1281 | 16.0952 9.6184 13 1282 | 16.0722 9.0227 13 1283 | 15.9871 9.8139 13 1284 | 16.1826 8.8962 13 1285 | 14.4208 9.462 13 1286 | 15.9756 10.1865 13 1287 | 15.1246 9.7978 13 1288 | 16.4931 9.3056 13 1289 | 17.1187 10.4602 13 1290 | 15.4696 8.841 13 1291 | 15.5915 9.3033 13 1292 | 16.224 8.9514 13 1293 | 16.0216 9.6667 13 1294 | 15.5041 10.1865 13 1295 | 14.9452 8.7697 13 1296 | 14.4185 9.3102 13 1297 | 14.7658 8.7237 13 1298 | 16.3459 8.5696 13 1299 | 14.6324 8.5857 13 1300 | 15.5386 9.8139 13 1301 | 16.6863 13.8642 14 1302 | 17.8731 15.143 14 1303 | 15.7617 14.3472 14 1304 | 16.6334 13.4295 14 1305 | 16.27 14.8532 14 1306 | 16.9692 14.7612 14 1307 | 15.9503 13.7331 14 1308 | 16.9048 13.8964 14 1309 | 16.4793 14.9981 14 1310 | 17.6224 12.9212 14 1311 | 16.2516 13.2731 14 1312 | 16.7277 13.8688 14 1313 | 17.213 14.0137 14 1314 | 15.4466 14.9981 14 1315 | 16.0745 14.0022 14 1316 | 15.7571 15.258 14 1317 | 15.8629 14.7635 14 1318 | 16.7944 14.453 14 1319 | 16.5943 15.511 14 1320 | 17.1969 14.9521 14 1321 | 17.3349 15.1798 14 1322 | 15.5156 14.8808 14 1323 | 16.3114 14.9521 14 1324 | 15.9641 15.0694 14 1325 | 15.8008 14.2437 14 1326 | 16.6196 13.7768 14 1327 | 16.431 15.5317 14 1328 | 16.2171 14.9958 14 1329 | 15.4397 14.7842 14 1330 | 16.0768 17.0313 14 1331 | 16.6679 14.5841 14 1332 | 17.3924 14.6232 14 1333 | 15.7985 13.7998 14 1334 | 16.1734 15.2212 14 1335 | 15.9733 15.7617 14 1336 | 16.4149 14.8532 14 1337 | 16.4103 14.3909 14 1338 | 16.983 15.7272 14 1339 | 16.4425 12.935 14 1340 | 15.603 16.1619 14 1341 | 15.7732 15.3293 14 1342 | 15.4765 14.0505 14 1343 | 16.6196 15.0165 14 1344 | 15.3086 14.89 14 1345 | 16.0952 14.3633 14 1346 | 16.4885 14.683 14 1347 | 16.1527 14.1218 14 1348 | 16.2171 15.0303 14 1349 | 16.4701 14.0137 14 1350 | 17.7995 14.1218 14 1351 | 15.6421 14.1678 14 1352 | 17.2176 14.821 14 1353 | 16.224 14.5174 14 1354 | 16.5276 15.1844 14 1355 | 16.086 14.8785 14 1356 | 17.466 15.1936 14 1357 | 14.9406 14.5013 14 1358 | 15.8721 12.8867 14 1359 | 16.799 15.6168 14 1360 | 16.1067 14.4208 14 1361 | 16.2953 15.2189 14 1362 | 15.2971 14.6715 14 1363 | 17.0727 14.3242 14 1364 | 15.2948 14.7658 14 1365 | 16.6058 14.9912 14 1366 | 14.5588 14.4001 14 1367 | 16.2378 13.8435 14 1368 | 16.6886 14.7198 14 1369 | 16.1182 15.2534 14 1370 | 15.5823 13.8297 14 1371 | 15.2051 14.039 14 1372 | 16.0515 14.3081 14 1373 | 16.6265 15.0855 14 1374 | 16.2309 14.7497 14 1375 | 16.1711 14.4208 14 1376 | 17.3441 15.2258 14 1377 | 15.5938 15.0487 14 1378 | 17.9007 14.3127 14 1379 | 15.4949 15.3385 14 1380 | 16.3206 16.1596 14 1381 | 17.2797 14.9268 14 1382 | 16.4931 14.2437 14 1383 | 16.661 16.3896 14 1384 | 16.0101 14.7612 14 1385 | 16.2746 16.1412 14 1386 | 17.3027 13.6388 14 1387 | 16.7875 15.4029 14 1388 | 15.3431 15.4167 14 1389 | 16.3597 17.1233 14 1390 | 16.224 15.4374 14 1391 | 16.5713 15.2764 14 1392 | 15.0924 15.9894 14 1393 | 16.7806 14.6163 14 1394 | 15.2925 16.4195 14 1395 | 16.7875 16.0653 14 1396 | 17.4568 14.2759 14 1397 | 15.6536 13.4456 14 1398 | 17.0083 14.1011 14 1399 | 16.3804 15.0372 14 1400 | 15.9388 15.1913 14 1401 | 20.5227 19.4578 15 1402 | 19.7683 19.9868 15 1403 | 21.4864 19.7039 15 1404 | 19.6832 18.3515 15 1405 | 21.6014 20.4905 15 1406 | 20.203 19.9592 15 1407 | 20.6975 19.8258 15 1408 | 19.6763 19.8626 15 1409 | 21.1506 20.1294 15 1410 | 19.6694 19.9776 15 1411 | 21.3921 19.0691 15 1412 | 19.7821 20.2237 15 1413 | 20.4813 19.0162 15 1414 | 20.1202 19.0737 15 1415 | 20.7849 20.4767 15 1416 | 21.3369 19.7177 15 1417 | 19.3313 19.6372 15 1418 | 19.7476 19.1013 15 1419 | 20.9597 18.4619 15 1420 | 20.6377 19.3934 15 1421 | 20.8608 18.4711 15 1422 | 20.3456 19.0553 15 1423 | 18.6298 19.8051 15 1424 | 20.5572 19.3589 15 1425 | 20.8654 20.4491 15 1426 | 20.2536 19.1036 15 1427 | 21.2541 22.0591 15 1428 | 20.9758 19.0944 15 1429 | 20.9919 20.5618 15 1430 | 20.7251 19.5429 15 1431 | 19.3727 19.5659 15 1432 | 19.7775 18.8828 15 1433 | 19.6211 19.1266 15 1434 | 19.536 20.0581 15 1435 | 20.5089 19.2945 15 1436 | 21.3346 20.3134 15 1437 | 19.2715 18.4504 15 1438 | 19.8971 19.3244 15 1439 | 21.1161 19.5544 15 1440 | 20.2789 18.6068 15 1441 | 20.2973 19.053 15 1442 | 20.7343 19.95 15 1443 | 21.2449 20.0374 15 1444 | 21.5646 20.4031 15 1445 | 20.3502 19.6694 15 1446 | 20.3847 19.1197 15 1447 | 18.9288 19.2853 15 1448 | 20.7021 19.7545 15 1449 | 20.4836 19.3175 15 1450 | 19.4256 19.306 15 1451 | 19.8258 20.0972 15 1452 | 19.5682 19.881 15 1453 | 19.7798 20.1915 15 1454 | 20.1777 19.1933 15 1455 | 20.2628 19.6855 15 1456 | 18.8276 19.4279 15 1457 | 21.1805 19.2531 15 1458 | 19.6832 19.0139 15 1459 | 20.1777 20.0213 15 1460 | 21.1322 20.8033 15 1461 | 20.042 20.1915 15 1462 | 19.7867 20.5963 15 1463 | 20.9873 19.5958 15 1464 | 19.9523 18.8046 15 1465 | 18.9219 18.2756 15 1466 | 19.7936 19.3244 15 1467 | 20.8608 19.1979 15 1468 | 20.2375 20.0328 15 1469 | 20.6423 20.226 15 1470 | 20.7826 20.4997 15 1471 | 20.2375 19.3405 15 1472 | 20.364 18.2457 15 1473 | 19.3865 20.4192 15 1474 | 21.123 19.1059 15 1475 | 19.3957 21.2173 15 1476 | 20.1478 18.3768 15 1477 | 21.2679 19.1979 15 1478 | 19.7016 17.9766 15 1479 | 20.6262 18.9932 15 1480 | 20.6837 20.3916 15 1481 | 21.1322 19.8557 15 1482 | 19.9178 19.4279 15 1483 | 20.3502 20.0949 15 1484 | 19.2899 20.0949 15 1485 | 19.7246 19.8971 15 1486 | 20.5135 19.3405 15 1487 | 20.939 20.3341 15 1488 | 19.7798 20.3134 15 1489 | 19.5567 19.0599 15 1490 | 20.6998 20.7688 15 1491 | 21.3852 19.5659 15 1492 | 21.0402 19.1887 15 1493 | 21.2633 19.6096 15 1494 | 20.0811 19.2301 15 1495 | 20.18 21.3277 15 1496 | 20.3525 21.1966 15 1497 | 20.6837 19.8695 15 1498 | 20.939 20.893 15 1499 | 19.9385 18.1284 15 1500 | 19.8833 18.8529 15 1501 | 8.4086 15.7893 16 1502 | 9.5218 14.8164 16 1503 | 8.8341 15.0855 16 1504 | 9.5586 16.7967 16 1505 | 8.0567 14.7428 16 1506 | 9.3378 15.5018 16 1507 | 7.7416 15.3707 16 1508 | 8.7375 15.1407 16 1509 | 7.8704 16.086 16 1510 | 7.5139 13.8044 16 1511 | 9.5471 15.0165 16 1512 | 8.1671 15.3362 16 1513 | 7.4679 15.0625 16 1514 | 7.3966 15.8928 16 1515 | 8.8134 14.2644 16 1516 | 8.7766 14.7336 16 1517 | 8.6639 15.8514 16 1518 | 7.5116 15.1522 16 1519 | 9.4781 14.5979 16 1520 | 8.5236 14.3472 16 1521 | 8.795 15.1867 16 1522 | 7.6956 16.2148 16 1523 | 7.8888 15.1039 16 1524 | 7.8267 15.81 16 1525 | 9.1515 15.5616 16 1526 | 9.3884 15.2672 16 1527 | 8.8686 14.982 16 1528 | 9.2274 14.8233 16 1529 | 9.3125 15.3592 16 1530 | 9.4045 16.2194 16 1531 | 7.944 13.0891 16 1532 | 8.9261 14.6508 16 1533 | 8.5949 15.2028 16 1534 | 7.8267 15.35 16 1535 | 7.7094 14.637 16 1536 | 8.7674 15.2534 16 1537 | 9.1745 14.7888 16 1538 | 9.209 14.8049 16 1539 | 7.3966 16.1987 16 1540 | 9.6506 15.5685 16 1541 | 8.3787 14.6278 16 1542 | 9.8829 14.5289 16 1543 | 8.3672 14.8762 16 1544 | 7.9624 16.04 16 1545 | 9.1584 15.3247 16 1546 | 7.9302 14.6876 16 1547 | 8.5535 16.5575 16 1548 | 8.6639 15.1913 16 1549 | 9.6874 15.4236 16 1550 | 8.6133 14.0459 16 1551 | 7.8428 14.4507 16 1552 | 8.1809 15.7571 16 1553 | 8.7904 14.4208 16 1554 | 9.2757 14.9061 16 1555 | 8.7237 15.189 16 1556 | 9.6115 15.6651 16 1557 | 8.8916 14.6968 16 1558 | 8.4983 16.224 16 1559 | 9.2136 13.7607 16 1560 | 8.7168 14.2437 16 1561 | 8.9008 16.017 16 1562 | 7.2448 15.0096 16 1563 | 8.9514 14.6347 16 1564 | 8.2614 15.2465 16 1565 | 8.7191 15.7939 16 1566 | 9.5333 15.4627 16 1567 | 9.5563 15.6927 16 1568 | 8.8157 16.1021 16 1569 | 8.5627 15.3339 16 1570 | 8.2959 15.6973 16 1571 | 8.818 15.4029 16 1572 | 10.5108 14.9912 16 1573 | 8.519 14.9751 16 1574 | 8.933 13.9286 16 1575 | 8.9445 14.683 16 1576 | 9.301 16.2976 16 1577 | 9.5724 15.8836 16 1578 | 7.5645 15.9089 16 1579 | 9.7564 14.9153 16 1580 | 8.1257 15.3546 16 1581 | 8.6455 16.5483 16 1582 | 8.8732 15.2258 16 1583 | 7.783 14.775 16 1584 | 8.6409 15.9135 16 1585 | 10.1221 15.1177 16 1586 | 7.2126 15.488 16 1587 | 7.8152 15.649 16 1588 | 9.8185 14.6715 16 1589 | 9.0388 15.6697 16 1590 | 9.3125 15.1016 16 1591 | 7.7462 15.2833 16 1592 | 7.3713 15.4029 16 1593 | 9.5563 14.9061 16 1594 | 8.4316 15.2994 16 1595 | 8.3603 16.7024 16 1596 | 8.8088 16.1159 16 1597 | 9.2941 15.143 16 1598 | 7.645 14.9452 16 1599 | 8.059 14.476 16 1600 | 8.7766 15.3868 16 1601 | 10.9892 13.0615 17 1602 | 12.0771 13.7607 17 1603 | 12.1921 14.6209 17 1604 | 12.0081 16.1136 17 1605 | 11.21 14.2874 17 1606 | 13.1903 13.4502 17 1607 | 10.4579 13.5376 17 1608 | 11.4055 15.5892 17 1609 | 12.3117 13.7078 17 1610 | 12.2542 15.0901 17 1611 | 11.785 14.7888 17 1612 | 11.3181 14.6347 17 1613 | 12.5486 13.9585 17 1614 | 11.3043 14.4553 17 1615 | 11.6562 14.9843 17 1616 | 11.3664 13.7814 17 1617 | 11.6447 15.5271 17 1618 | 10.9478 15.9388 17 1619 | 12.9649 15.1913 17 1620 | 11.0904 14.6163 17 1621 | 11.762 13.4732 17 1622 | 11.9575 14.5289 17 1623 | 10.9225 15.0993 17 1624 | 12.8177 14.7014 17 1625 | 11.2284 14.6531 17 1626 | 10.589 14.1379 17 1627 | 10.842 14.0896 17 1628 | 11.7459 15.166 17 1629 | 11.4446 13.0132 17 1630 | 10.4924 14.5266 17 1631 | 11.7459 14.154 17 1632 | 11.1778 14.3702 17 1633 | 12.3807 13.5951 17 1634 | 13.0132 14.1954 17 1635 | 10.8374 14.2989 17 1636 | 12.4175 13.3053 17 1637 | 13.1765 14.6922 17 1638 | 10.9455 14.8854 17 1639 | 11.9989 13.6756 17 1640 | 12.1553 14.4047 17 1641 | 13.1397 14.5427 17 1642 | 11.3641 15.1913 17 1643 | 11.5182 15.2626 17 1644 | 11.5274 15.1131 17 1645 | 11.6884 15.0119 17 1646 | 12.6107 14.959 17 1647 | 11.1686 15.5133 17 1648 | 12.774 14.4231 17 1649 | 11.6056 14.66 17 1650 | 11.8287 15.5363 17 1651 | 11.5688 15.649 17 1652 | 12.0909 15.1476 17 1653 | 10.6741 14.2184 17 1654 | 11.9966 13.7446 17 1655 | 11.3526 14.6301 17 1656 | 11.1111 14.1724 17 1657 | 12.912 13.878 17 1658 | 10.4395 14.5565 17 1659 | 12.5693 14.338 17 1660 | 11.2767 13.2064 17 1661 | 12.9074 15.7755 17 1662 | 10.7776 13.8711 17 1663 | 11.1778 14.1839 17 1664 | 11.8264 14.3656 17 1665 | 12.498 14.5036 17 1666 | 11.4009 13.6963 17 1667 | 11.4515 14.3495 17 1668 | 11.1157 13.2869 17 1669 | 10.6695 14.2506 17 1670 | 11.5527 13.8734 17 1671 | 12.4819 13.6871 17 1672 | 11.6171 15.718 17 1673 | 11.7436 13.8964 17 1674 | 11.4745 13.1673 17 1675 | 11.5297 14.0528 17 1676 | 12.0725 13.3904 17 1677 | 10.7086 15.4696 17 1678 | 11.6907 14.4438 17 1679 | 12.9718 15.3362 17 1680 | 12.0955 12.8568 17 1681 | 10.129 14.4852 17 1682 | 10.7408 14.5588 17 1683 | 12.1714 15.4052 17 1684 | 11.762 13.9447 17 1685 | 11.0973 13.1328 17 1686 | 12.222 14.6623 17 1687 | 11.7344 14.1402 17 1688 | 12.4037 14.4093 17 1689 | 12.1415 15.4742 17 1690 | 11.3595 14.3817 17 1691 | 12.6751 14.798 17 1692 | 11.9644 14.2322 17 1693 | 13.4203 13.5146 17 1694 | 11.9414 14.6255 17 1695 | 11.4055 14.6439 17 1696 | 10.2233 13.4893 17 1697 | 11.8356 15.4719 17 1698 | 11.2836 13.8159 17 1699 | 10.5476 14.0666 17 1700 | 11.946 15.0188 17 1701 | 26.9995 17.3234 18 1702 | 27.1398 16.4471 18 1703 | 27.8781 16.7806 18 1704 | 28.3933 16.822 18 1705 | 28.621 16.4632 18 1706 | 28.1495 18.156 18 1707 | 26.8132 17.7052 18 1708 | 26.6246 18.0847 18 1709 | 27.7976 18.2917 18 1710 | 26.7005 16.9232 18 1711 | 26.8891 17.0428 18 1712 | 28.2415 18.3032 18 1713 | 25.9944 16.6863 18 1714 | 27.9862 17.3602 18 1715 | 28.1449 16.5598 18 1716 | 26.5441 17.3441 18 1717 | 28.2622 18.8943 18 1718 | 27.3146 18.0824 18 1719 | 27.7378 16.9278 18 1720 | 27.0662 16.6311 18 1721 | 26.8776 18.6896 18 1722 | 27.9632 16.0469 18 1723 | 27.0961 17.3671 18 1724 | 27.6504 17.1762 18 1725 | 26.8201 18.823 18 1726 | 27.1214 18.2595 18 1727 | 25.8518 18.6183 18 1728 | 27.7332 16.9968 18 1729 | 27.0846 17.075 18 1730 | 27.7884 18.3492 18 1731 | 28.2898 17.9536 18 1732 | 27.0478 17.8271 18 1733 | 28.2139 18.133 18 1734 | 27.5032 18.3975 18 1735 | 26.252 18.4389 18 1736 | 27.1352 18.3906 18 1737 | 26.9972 17.1831 18 1738 | 26.9926 17.1923 18 1739 | 28.3542 16.6564 18 1740 | 27.6688 16.0009 18 1741 | 27.885 16.4747 18 1742 | 27.7056 18.7379 18 1743 | 25.9139 17.949 18 1744 | 26.6062 18.2963 18 1745 | 28.0069 17.9053 18 1746 | 27.8942 16.9209 18 1747 | 26.7488 16.0814 18 1748 | 26.3118 16.2907 18 1749 | 27.1628 16.73 18 1750 | 28.4117 18.1192 18 1751 | 27.0064 18.179 18 1752 | 26.551 17.6247 18 1753 | 27.2732 19.5176 18 1754 | 26.7166 17.5143 18 1755 | 27.0386 15.8077 18 1756 | 28.6693 17.4775 18 1757 | 28.6003 17.8593 18 1758 | 26.6154 17.7834 18 1759 | 27.379 17.9076 18 1760 | 27.4549 17.4959 18 1761 | 28.1196 18.2365 18 1762 | 28.1173 17.7259 18 1763 | 29.2926 17.4614 18 1764 | 28.6486 16.5667 18 1765 | 27.2824 17.1394 18 1766 | 27.5124 17.0313 18 1767 | 27.1513 17.236 18 1768 | 26.919 16.27 18 1769 | 27.7447 16.8749 18 1770 | 26.6729 17.3441 18 1771 | 25.8058 17.2751 18 1772 | 26.1646 15.9687 18 1773 | 27.4687 15.6329 18 1774 | 26.9282 18.1146 18 1775 | 26.1554 17.5764 18 1776 | 27.0524 17.6385 18 1777 | 26.6085 18.4205 18 1778 | 27.6021 18.9288 18 1779 | 25.677 17.9214 18 1780 | 26.0565 17.1831 18 1781 | 27.2111 18.6896 18 1782 | 27.2686 17.834 18 1783 | 27.5423 16.4609 18 1784 | 27.4043 17.0865 18 1785 | 28.046 18.0456 18 1786 | 27.6596 16.8726 18 1787 | 27.5216 16.5345 18 1788 | 27.2571 16.9623 18 1789 | 27.0248 17.4913 18 1790 | 27.4963 17.4062 18 1791 | 27.563 16.9324 18 1792 | 28.0161 16.8726 18 1793 | 26.8201 19.0576 18 1794 | 26.3371 18.1192 18 1795 | 25.9208 17.8547 18 1796 | 27.1352 18.9265 18 1797 | 25.8311 18.0295 18 1798 | 27.1881 17.6339 18 1799 | 27.6435 17.9789 18 1800 | 25.7897 17.7328 18 1801 | 11.7735 8.1878 19 1802 | 12.0909 7.6795 19 1803 | 11.509 8.7743 19 1804 | 11.1985 8.3442 19 1805 | 11.0536 8.289 19 1806 | 11.3319 8.0452 19 1807 | 10.6051 6.9044 19 1808 | 13.0017 6.6192 19 1809 | 11.5665 8.9905 19 1810 | 11.7022 8.289 19 1811 | 12.0794 8.5328 19 1812 | 11.8379 8.1648 19 1813 | 10.8443 7.7301 19 1814 | 11.5849 9.7656 19 1815 | 12.6751 7.4955 19 1816 | 11.9966 7.7669 19 1817 | 12.1576 8.8249 19 1818 | 12.0357 7.5116 19 1819 | 10.474 7.9302 19 1820 | 11.4745 7.415 19 1821 | 11.4009 8.4086 19 1822 | 12.3002 8.6248 19 1823 | 10.4579 9.0204 19 1824 | 10.9018 9.2573 19 1825 | 12.3025 7.9969 19 1826 | 11.2859 8.082 19 1827 | 12.5118 8.933 19 1828 | 11.946 6.8607 19 1829 | 10.4993 8.9307 19 1830 | 10.8949 9.9036 19 1831 | 11.1502 8.1924 19 1832 | 11.3825 8.4086 19 1833 | 12.337 8.2614 19 1834 | 10.5384 8.1648 19 1835 | 11.4699 6.8929 19 1836 | 12.061 8.3465 19 1837 | 11.4078 9.1285 19 1838 | 10.5752 8.5903 19 1839 | 12.958 7.4817 19 1840 | 10.8075 7.3046 19 1841 | 9.9634 7.8497 19 1842 | 10.9892 9.5747 19 1843 | 10.98 8.9146 19 1844 | 10.6741 8.4684 19 1845 | 11.4952 7.8451 19 1846 | 11.9345 8.4362 19 1847 | 12.8131 8.0498 19 1848 | 12.4382 8.5857 19 1849 | 12.4152 9.8875 19 1850 | 10.2693 8.289 19 1851 | 11.0812 8.4523 19 1852 | 10.2233 7.576 19 1853 | 11.3135 9.2159 19 1854 | 11.7275 7.484 19 1855 | 11.1571 9.8783 19 1856 | 11.9943 8.7858 19 1857 | 13.0109 7.9072 19 1858 | 10.1796 8.45 19 1859 | 11.8402 9.0135 19 1860 | 11.601 8.9813 19 1861 | 11.6378 8.9629 19 1862 | 10.7546 8.1694 19 1863 | 10.2141 7.4058 19 1864 | 9.6368 8.1947 19 1865 | 11.3733 8.2315 19 1866 | 9.7909 9.1561 19 1867 | 11.647 9.163 19 1868 | 11.1134 7.2264 19 1869 | 11.9713 8.1694 19 1870 | 9.8829 8.772 19 1871 | 12.2312 8.1809 19 1872 | 11.8333 7.1689 19 1873 | 12.1461 7.7554 19 1874 | 11.5458 7.3667 19 1875 | 9.0411 8.5466 19 1876 | 11.0329 7.3391 19 1877 | 11.5481 8.8617 19 1878 | 11.9161 8.2246 19 1879 | 10.1796 7.9578 19 1880 | 11.8103 8.2269 19 1881 | 10.9938 8.7145 19 1882 | 11.7321 7.7577 19 1883 | 11.0766 9.025 19 1884 | 11.8816 9.2872 19 1885 | 10.4924 8.8686 19 1886 | 11.7919 8.0613 19 1887 | 12.1967 9.3677 19 1888 | 10.474 8.588 19 1889 | 11.3963 7.5185 19 1890 | 12.0403 7.8911 19 1891 | 11.3457 8.8111 19 1892 | 11.67 8.5765 19 1893 | 11.3641 7.0999 19 1894 | 10.9064 7.2655 19 1895 | 11.3802 8.4086 19 1896 | 10.9501 8.6156 19 1897 | 11.6631 8.2039 19 1898 | 11.9851 9.6345 19 1899 | 12.0587 7.7347 19 1900 | 10.451 6.84 19 1901 | 4.3629 28.2208 20 1902 | 4.3284 26.9972 20 1903 | 5.5566 27.0041 20 1904 | 6.3202 27.3445 20 1905 | 4.4457 27.3008 20 1906 | 4.5998 26.3762 20 1907 | 5.2737 27.8206 20 1908 | 4.8344 27.0524 20 1909 | 4.908 29.2995 20 1910 | 7.2264 28.4278 20 1911 | 4.7447 26.8132 20 1912 | 5.6762 27.3238 20 1913 | 5.8924 28.2116 20 1914 | 5.4048 27.8114 20 1915 | 4.9034 26.8017 20 1916 | 4.7677 28.5727 20 1917 | 6.2673 26.8638 20 1918 | 6.3616 27.5584 20 1919 | 6.8492 28.3956 20 1920 | 6.1983 27.103 20 1921 | 7.1482 27.9724 20 1922 | 4.9402 27.2088 20 1923 | 5.2254 28.5014 20 1924 | 5.2116 27.6941 20 1925 | 6.6813 27.5607 20 1926 | 5.7659 28.1978 20 1927 | 5.6693 27.0225 20 1928 | 6.3869 27.2364 20 1929 | 5.2576 27.5492 20 1930 | 5.092 27.5538 20 1931 | 5.3013 27.6251 20 1932 | 4.149 27.2985 20 1933 | 5.5267 27.0777 20 1934 | 5.4324 27.5009 20 1935 | 5.3519 27.8413 20 1936 | 5.897 28.5336 20 1937 | 4.9379 27.7424 20 1938 | 5.3565 27.1145 20 1939 | 3.9328 26.7189 20 1940 | 5.5152 27.747 20 1941 | 3.7488 26.0611 20 1942 | 5.989 26.2382 20 1943 | 6.1845 27.9356 20 1944 | 4.1329 28.3266 20 1945 | 5.138 27.678 20 1946 | 5.8418 27.4595 20 1947 | 4.6274 28.9177 20 1948 | 5.644 28.0621 20 1949 | 4.6251 27.8045 20 1950 | 5.0345 27.6366 20 1951 | 5.8993 27.2824 20 1952 | 6.0626 27.0731 20 1953 | 4.8321 28.1035 20 1954 | 5.6808 27.9379 20 1955 | 5.0966 27.3445 20 1956 | 6.5939 28.1771 20 1957 | 4.6458 27.6711 20 1958 | 4.7999 28.368 20 1959 | 5.4462 29.2742 20 1960 | 4.3376 27.3077 20 1961 | 5.5612 27.6665 20 1962 | 6.6008 27.8275 20 1963 | 5.0644 27.5676 20 1964 | 4.4135 27.2778 20 1965 | 4.0271 27.2755 20 1966 | 4.7263 26.3716 20 1967 | 4.7309 26.7304 20 1968 | 5.897 29.2558 20 1969 | 5.0092 27.1651 20 1970 | 6.2696 27.3215 20 1971 | 6.4398 27.1329 20 1972 | 6.1086 27.885 20 1973 | 5.9269 27.8781 20 1974 | 6.2719 27.4687 20 1975 | 5.9729 27.9908 20 1976 | 5.2599 27.9471 20 1977 | 4.5676 27.9172 20 1978 | 6.3156 26.7856 20 1979 | 4.7447 27.1214 20 1980 | 4.5561 28.4784 20 1981 | 5.2001 28.046 20 1982 | 6.3317 27.4365 20 1983 | 5.9269 26.9374 20 1984 | 6.3179 27.7286 20 1985 | 3.5556 26.9305 20 1986 | 6.2604 26.6361 20 1987 | 5.0506 27.5699 20 1988 | 6.9688 27.563 20 1989 | 5.6486 27.2042 20 1990 | 5.5083 27.6642 20 1991 | 5.5911 28.6877 20 1992 | 5.5382 27.3008 20 1993 | 5.1081 27.5147 20 1994 | 4.3905 27.8252 20 1995 | 4.8505 27.9793 20 1996 | 5.4232 27.2709 20 1997 | 5.7383 27.8551 20 1998 | 5.9016 27.8045 20 1999 | 6.5525 26.9374 20 2000 | 4.3652 25.9622 20 2001 | 8.772 20.778 21 2002 | 9.6943 23.1999 21 2003 | 9.6713 20.6906 21 2004 | 8.6225 22.2132 21 2005 | 8.8134 21.1 21 2006 | 8.3005 21.2426 21 2007 | 8.8617 21.4059 21 2008 | 8.6754 19.7982 21 2009 | 7.1666 20.1018 21 2010 | 9.3838 21.2357 21 2011 | 9.0641 21.8015 21 2012 | 8.5489 21.6405 21 2013 | 8.8663 20.6929 21 2014 | 7.4035 20.1777 21 2015 | 8.6294 23.0297 21 2016 | 9.2113 21.9556 21 2017 | 9.2573 22.0246 21 2018 | 7.5116 22.5421 21 2019 | 8.9307 22.3121 21 2020 | 8.9215 21.2863 21 2021 | 8.9859 19.1082 21 2022 | 9.3815 21.6796 21 2023 | 8.151 21.7072 21 2024 | 8.6317 21.1184 21 2025 | 8.8318 20.3847 21 2026 | 8.2315 20.6768 21 2027 | 7.9509 20.6975 21 2028 | 8.312 21.3484 21 2029 | 8.4569 21.3185 21 2030 | 9.1147 21.5784 21 2031 | 7.806 22.0729 21 2032 | 9.6368 21.6888 21 2033 | 7.6726 22.1212 21 2034 | 8.9238 20.2444 21 2035 | 8.7559 21.7716 21 2036 | 8.9583 20.3226 21 2037 | 7.829 21.0218 21 2038 | 9.4459 21.9257 21 2039 | 9.0733 21.3852 21 2040 | 7.8152 21.4979 21 2041 | 8.6409 22.4202 21 2042 | 8.8364 20.7849 21 2043 | 7.8474 21.1046 21 2044 | 7.5668 20.5986 21 2045 | 9.5563 21.7555 21 2046 | 9.0526 22.1511 21 2047 | 9.3125 20.8309 21 2048 | 8.1119 21.7785 21 2049 | 9.9197 20.4928 21 2050 | 9.4597 21.0471 21 2051 | 9.4781 20.6239 21 2052 | 10.0048 21.4542 21 2053 | 8.9169 19.8419 21 2054 | 8.8042 22.2707 21 2055 | 9.9749 20.5388 21 2056 | 7.5576 20.1616 21 2057 | 7.6611 20.5043 21 2058 | 9.0825 22.5605 21 2059 | 8.5834 21.8636 21 2060 | 9.4505 22.1787 21 2061 | 8.2315 20.9505 21 2062 | 7.9923 19.4601 21 2063 | 8.3925 21.2242 21 2064 | 8.1073 22.1235 21 2065 | 7.668 20.3916 21 2066 | 9.669 20.2674 21 2067 | 8.6041 21.3622 21 2068 | 8.611 21.5255 21 2069 | 7.6427 22.1948 21 2070 | 8.6938 21.0011 21 2071 | 6.5617 21.4841 21 2072 | 9.5333 21.3852 21 2073 | 8.864 21.5117 21 2074 | 8.4132 21.1115 21 2075 | 7.8681 19.4348 21 2076 | 8.0475 20.0328 21 2077 | 9.6828 21.5922 21 2078 | 8.6915 20.3778 21 2079 | 8.5098 22.0315 21 2080 | 9.0802 21.5347 21 2081 | 9.1584 20.9436 21 2082 | 9.8783 19.5567 21 2083 | 9.4413 23.055 21 2084 | 9.3608 20.9551 21 2085 | 8.4086 20.6354 21 2086 | 8.8318 21.6129 21 2087 | 9.1538 21.7509 21 2088 | 7.8014 22.0361 21 2089 | 8.45 20.9804 21 2090 | 7.8359 22.7031 21 2091 | 7.6726 21.2334 21 2092 | 8.1602 20.7389 21 2093 | 8.4201 19.6993 21 2094 | 9.9197 21.2012 21 2095 | 10.2716 20.3709 21 2096 | 8.5351 22.0315 21 2097 | 9.4965 21.7003 21 2098 | 9.2343 21.4611 21 2099 | 8.6593 21.0011 21 2100 | 8.0268 20.3249 21 2101 | 14.2138 27.5331 22 2102 | 14.3173 27.5768 22 2103 | 15.2074 28.1196 22 2104 | 14.4737 25.5712 22 2105 | 14.2276 27.4802 22 2106 | 13.1742 27.0156 22 2107 | 14.3679 25.861 22 2108 | 14.3587 26.7994 22 2109 | 14.2092 26.1485 22 2110 | 14.1655 27.2617 22 2111 | 13.4134 26.7672 22 2112 | 14.3242 26.6568 22 2113 | 13.3881 26.0013 22 2114 | 13.2363 26.1554 22 2115 | 14.4737 26.965 22 2116 | 15.4719 26.8868 22 2117 | 13.7101 26.5119 22 2118 | 13.7423 25.1411 22 2119 | 13.901 25.7368 22 2120 | 14.7819 26.643 22 2121 | 13.924 25.2906 22 2122 | 14.8233 26.2842 22 2123 | 14.0068 28.3795 22 2124 | 13.464 27.5055 22 2125 | 15.4466 26.4107 22 2126 | 14.7359 27.4825 22 2127 | 14.1885 27.6826 22 2128 | 14.4691 25.2446 22 2129 | 15.6881 26.9742 22 2130 | 13.0753 28.7199 22 2131 | 13.0477 26.8408 22 2132 | 14.7451 24.9019 22 2133 | 14.2598 26.0105 22 2134 | 14.4254 27.8022 22 2135 | 12.9051 25.7805 22 2136 | 14.9406 27.6757 22 2137 | 13.0615 26.965 22 2138 | 14.0459 26.3463 22 2139 | 13.3881 26.1278 22 2140 | 14.3127 25.9645 22 2141 | 14.7359 27.5722 22 2142 | 14.1839 26.3417 22 2143 | 13.3536 26.3026 22 2144 | 13.4962 26.5947 22 2145 | 13.9907 25.6471 22 2146 | 13.2409 26.8707 22 2147 | 14.0666 26.9903 22 2148 | 13.4801 27.5791 22 2149 | 16.914 26.6821 22 2150 | 14.5611 26.9167 22 2151 | 14.4737 26.8224 22 2152 | 13.8021 26.9673 22 2153 | 13.1466 26.896 22 2154 | 13.1627 26.8454 22 2155 | 15.5961 25.0813 22 2156 | 14.729 27.4756 22 2157 | 15.1177 27.7953 22 2158 | 14.568 25.7483 22 2159 | 12.6613 26.5349 22 2160 | 13.9953 26.8615 22 2161 | 13.6825 26.7695 22 2162 | 13.2593 27.5952 22 2163 | 14.2368 26.9742 22 2164 | 14.1678 26.0542 22 2165 | 14.6738 27.7746 22 2166 | 14.2115 25.9898 22 2167 | 14.1586 25.5413 22 2168 | 14.3587 26.0542 22 2169 | 13.4985 27.1513 22 2170 | 14.0919 26.0703 22 2171 | 14.6232 26.2865 22 2172 | 13.9631 27.5032 22 2173 | 13.855 26.6223 22 2174 | 13.8412 26.2428 22 2175 | 14.5059 27.3077 22 2176 | 14.0873 28.6118 22 2177 | 13.1742 26.9213 22 2178 | 13.4686 26.9489 22 2179 | 14.0804 27.5331 22 2180 | 14.8854 26.9443 22 2181 | 13.8136 25.9277 22 2182 | 14.0919 26.5947 22 2183 | 14.5289 26.5602 22 2184 | 14.6807 25.7828 22 2185 | 15.1476 26.3417 22 2186 | 15.3868 26.2612 22 2187 | 13.4548 26.758 22 2188 | 13.0592 28.0368 22 2189 | 13.4088 27.1513 22 2190 | 13.2317 27.8551 22 2191 | 14.5542 26.1278 22 2192 | 13.0983 25.2354 22 2193 | 14.1195 25.7161 22 2194 | 12.8085 26.574 22 2195 | 13.2501 26.5096 22 2196 | 14.7727 26.4866 22 2197 | 13.4709 27.3031 22 2198 | 13.7538 27.9471 22 2199 | 13.7906 26.2635 22 2200 | 14.4806 27.5561 22 2201 | 24.435 27.8137 23 2202 | 25.3136 28.0115 23 2203 | 26.0795 28.0667 23 2204 | 23.8025 26.9719 23 2205 | 25.4148 27.2663 23 2206 | 24.9663 29.15 23 2207 | 25.2216 27.1743 23 2208 | 24.4166 28.5175 23 2209 | 25.4194 26.6568 23 2210 | 24.5891 27.4296 23 2211 | 25.5597 26.9328 23 2212 | 24.7616 26.4866 23 2213 | 25.7759 28.6923 23 2214 | 26.6936 28.1863 23 2215 | 24.3637 26.8707 23 2216 | 25.1963 27.2479 23 2217 | 28.7268 26.7212 23 2218 | 25.7506 27.0731 23 2219 | 26.1048 26.1876 23 2220 | 24.0325 26.4337 23 2221 | 25.4378 27.5952 23 2222 | 25.7138 28.7935 23 2223 | 26.1416 28.5451 23 2224 | 25.1825 26.3578 23 2225 | 24.8375 27.8896 23 2226 | 25.2952 27.057 23 2227 | 24.5776 27.8206 23 2228 | 25.1917 27.563 23 2229 | 24.9341 28.2507 23 2230 | 23.3747 28.3703 23 2231 | 25.9599 28.5796 23 2232 | 24.0601 27.1904 23 2233 | 25.4815 29.3616 23 2234 | 24.5385 29.7963 23 2235 | 26.1899 28.0414 23 2236 | 24.1291 27.4181 23 2237 | 24.849 27.5837 23 2238 | 25.7736 27.4549 23 2239 | 24.7984 27.4687 23 2240 | 25.7943 28.4807 23 2241 | 24.9962 27.8045 23 2242 | 24.5431 28.6923 23 2243 | 24.2993 28.5497 23 2244 | 26.0772 28.7268 23 2245 | 25.6862 27.7378 23 2246 | 25.9944 27.0202 23 2247 | 23.2252 29.2466 23 2248 | 25.6195 29.8538 23 2249 | 24.136 28.4922 23 2250 | 24.9548 28.7107 23 2251 | 25.2032 28.3381 23 2252 | 24.2487 27.5078 23 2253 | 26.4567 29.012 23 2254 | 25.3389 27.8574 23 2255 | 26.2635 28.6946 23 2256 | 25.2883 28.0391 23 2257 | 26.5119 27.8436 23 2258 | 25.2262 27.5193 23 2259 | 25.4171 27.1099 23 2260 | 25.5712 27.3077 23 2261 | 26.0634 27.0685 23 2262 | 24.9571 28.4646 23 2263 | 25.0997 29.0787 23 2264 | 25.1687 29.1247 23 2265 | 24.4005 27.6872 23 2266 | 26.3831 29.2351 23 2267 | 25.5114 28.9407 23 2268 | 24.8559 27.1191 23 2269 | 24.32 28.0989 23 2270 | 23.745 27.4066 23 2271 | 25.5367 27.8045 23 2272 | 25.4286 28.0506 23 2273 | 24.9065 26.6867 23 2274 | 25.5413 28.3427 23 2275 | 25.884 27.9586 23 2276 | 27.8666 29.2903 23 2277 | 26.3302 28.2829 23 2278 | 25.9622 27.0064 23 2279 | 25.7414 28.1334 23 2280 | 23.8485 28.0069 23 2281 | 25.4976 25.1802 23 2282 | 24.8996 27.3928 23 2283 | 25.6701 27.126 23 2284 | 25.9852 28.5313 23 2285 | 25.4309 27.8873 23 2286 | 27.1099 27.0593 23 2287 | 25.4815 27.2479 23 2288 | 24.0946 27.0938 23 2289 | 24.6052 27.655 23 2290 | 24.8191 25.0031 23 2291 | 25.2607 27.3514 23 2292 | 25.3849 29.4375 23 2293 | 24.2441 27.6481 23 2294 | 24.6696 26.8523 23 2295 | 24.228 27.1076 23 2296 | 25.3711 28.2898 23 2297 | 24.412 27.4043 23 2298 | 24.7938 28.7429 23 2299 | 25.1411 27.0064 23 2300 | 24.2717 27.6274 23 2301 | 26.6821 22.9722 24 2302 | 26.0749 22.4961 24 2303 | 26.6775 21.4588 24 2304 | 26.7143 21.8613 24 2305 | 27.2157 23.9359 24 2306 | 27.126 21.974 24 2307 | 27.3537 21.5945 24 2308 | 27.2824 21.4749 24 2309 | 26.9581 22.4662 24 2310 | 27.0432 21.9487 24 2311 | 26.942 22.342 24 2312 | 26.3394 23.2551 24 2313 | 25.3734 21.7762 24 2314 | 26.2865 21.5646 24 2315 | 26.8891 21.9648 24 2316 | 27.103 21.3277 24 2317 | 27.6159 22.319 24 2318 | 26.2612 22.4294 24 2319 | 27.126 20.7527 24 2320 | 26.5671 21.33 24 2321 | 26.7488 22.7054 24 2322 | 26.5165 22.5467 24 2323 | 26.6292 22.1626 24 2324 | 27.6941 23.5265 24 2325 | 26.6108 22.1097 24 2326 | 27.1421 21.7877 24 2327 | 26.7051 20.7803 24 2328 | 27.5883 22.0154 24 2329 | 25.5252 21.5439 24 2330 | 26.0588 21.1207 24 2331 | 26.6752 22.0959 24 2332 | 26.8339 21.2219 24 2333 | 27.0202 20.6561 24 2334 | 26.9351 21.9096 24 2335 | 26.1876 22.9998 24 2336 | 27.3238 20.5319 24 2337 | 26.1002 19.7499 24 2338 | 25.7713 23.0297 24 2339 | 26.3578 21.6359 24 2340 | 26.2566 21.8889 24 2341 | 27.8689 21.7693 24 2342 | 27.7263 22.5467 24 2343 | 26.229 22.0982 24 2344 | 26.5349 21.9763 24 2345 | 26.459 22.4087 24 2346 | 26.4084 21.5577 24 2347 | 27.1375 22.4524 24 2348 | 25.0422 23.0872 24 2349 | 27.3514 20.5894 24 2350 | 27.793 22.5352 24 2351 | 26.5119 22.5099 24 2352 | 27.2387 22.3006 24 2353 | 25.8196 21.0839 24 2354 | 26.7212 21.008 24 2355 | 26.6959 21.6589 24 2356 | 25.9139 23.2183 24 2357 | 27.1697 22.112 24 2358 | 27.2525 21.8613 24 2359 | 26.2221 21.675 24 2360 | 26.7925 21.3829 24 2361 | 26.0542 23.1378 24 2362 | 27.2548 20.8562 24 2363 | 26.6545 22.6042 24 2364 | 26.8224 22.4156 24 2365 | 27.1076 22.365 24 2366 | 27.1881 21.6888 24 2367 | 27.5768 21.5899 24 2368 | 26.321 22.0292 24 2369 | 25.4033 22.7284 24 2370 | 27.0593 21.629 24 2371 | 27.4135 22.3443 24 2372 | 26.2175 21.5738 24 2373 | 27.0225 22.4984 24 2374 | 27.2571 22.6479 24 2375 | 25.8679 22.0039 24 2376 | 27.8367 22.6226 24 2377 | 26.7051 23.3057 24 2378 | 28.092 22.8411 24 2379 | 26.9305 22.4064 24 2380 | 26.5648 21.1506 24 2381 | 28.1426 21.4956 24 2382 | 27.3192 22.4041 24 2383 | 26.6246 21.2403 24 2384 | 26.114 21.3047 24 2385 | 25.4723 22.5513 24 2386 | 27.4181 21.5715 24 2387 | 27.2617 20.0374 24 2388 | 26.6614 21.4542 24 2389 | 28.5014 21.9326 24 2390 | 27.0455 22.5789 24 2391 | 28.1035 21.3898 24 2392 | 27.103 21.8475 24 2393 | 26.5487 21.4795 24 2394 | 26.9006 21.261 24 2395 | 26.3693 22.6318 24 2396 | 26.5372 23.3103 24 2397 | 27.3606 24.0371 24 2398 | 26.2612 22.6134 24 2399 | 25.2883 22.1902 24 2400 | 25.7184 22.4915 24 2401 | 22.6801 4.5492 25 2402 | 22.2454 5.8211 25 2403 | 22.0936 6.1063 25 2404 | 22.9837 6.2075 25 2405 | 21.2196 5.7636 25 2406 | 20.3709 6.0534 25 2407 | 23.1792 5.0713 25 2408 | 21.813 7.0953 25 2409 | 21.5025 5.4853 25 2410 | 22.9193 4.3583 25 2411 | 21.3392 5.7406 25 2412 | 22.3282 5.3519 25 2413 | 21.8153 5.2323 25 2414 | 22.2132 4.6412 25 2415 | 21.4519 4.701 25 2416 | 22.5651 6.0718 25 2417 | 21.8659 6.0028 25 2418 | 22.6755 4.6021 25 2419 | 20.0857 6.1937 25 2420 | 20.9988 5.2645 25 2421 | 22.1925 6.4467 25 2422 | 22.0982 6.0925 25 2423 | 22.135 5.9821 25 2424 | 22.9492 4.6412 25 2425 | 22.963 4.5193 25 2426 | 22.1879 5.8441 25 2427 | 20.8401 5.6946 25 2428 | 21.6589 6.6928 25 2429 | 22.1695 5.3703 25 2430 | 22.158 6.104 25 2431 | 21.2081 4.8758 25 2432 | 21.5347 5.2714 25 2433 | 21.2725 4.5607 25 2434 | 22.6617 6.4421 25 2435 | 22.5007 5.3381 25 2436 | 21.5071 5.0897 25 2437 | 22.3466 6.1316 25 2438 | 21.4519 3.8776 25 2439 | 23.5403 6.1569 25 2440 | 22.2224 4.6734 25 2441 | 21.3185 5.9177 25 2442 | 21.1575 4.8804 25 2443 | 22.2431 5.3795 25 2444 | 23.5955 5.3795 25 2445 | 22.4547 6.2811 25 2446 | 22.5674 4.7677 25 2447 | 21.7739 4.0938 25 2448 | 21.8199 5.8234 25 2449 | 21.6589 5.4646 25 2450 | 21.3576 6.4306 25 2451 | 23.2689 6.0051 25 2452 | 22.7537 5.5934 25 2453 | 22.1695 5.7728 25 2454 | 22.5812 5.0437 25 2455 | 22.9814 6.8515 25 2456 | 22.6364 6.8653 25 2457 | 22.7606 5.9407 25 2458 | 21.8705 4.1858 25 2459 | 23.1194 5.621 25 2460 | 23.0527 5.1702 25 2461 | 23.0159 5.9131 25 2462 | 22.0568 5.782 25 2463 | 21.9027 4.701 25 2464 | 21.6589 5.8602 25 2465 | 21.8475 6.7549 25 2466 | 20.341 5.5658 25 2467 | 21.8774 5.2231 25 2468 | 21.8682 4.8482 25 2469 | 22.0729 5.2691 25 2470 | 21.9257 5.4048 25 2471 | 21.5692 4.5561 25 2472 | 22.2086 5.5221 25 2473 | 22.5421 5.874 25 2474 | 20.1501 7.231 25 2475 | 23.0205 5.2093 25 2476 | 21.8406 7.001 25 2477 | 22.5352 5.8878 25 2478 | 23.2505 5.1886 25 2479 | 23.6668 7.5024 25 2480 | 20.7504 5.2898 25 2481 | 22.4432 4.0892 25 2482 | 22.2569 5.9798 25 2483 | 22.2707 5.5773 25 2484 | 21.859 4.8827 25 2485 | 22.6456 6.702 25 2486 | 23.2919 5.1196 25 2487 | 23.8761 6.3754 25 2488 | 22.296 6.0051 25 2489 | 21.8153 6.0718 25 2490 | 21.7371 5.3979 25 2491 | 22.6571 5.2806 25 2492 | 22.3903 6.3869 25 2493 | 22.2247 5.6302 25 2494 | 22.2201 5.4071 25 2495 | 21.2311 5.9867 25 2496 | 21.767 6.2696 25 2497 | 21.7233 6.5387 25 2498 | 22.2569 5.8441 25 2499 | 21.583 3.7925 25 2500 | 21.2541 5.5934 25 2501 | 22.8871 16.8542 26 2502 | 23.3931 16.4655 26 2503 | 22.894 15.2833 26 2504 | 25.5804 15.4167 26 2505 | 22.5214 15.9871 26 2506 | 21.7693 16.2194 26 2507 | 22.4432 14.5703 26 2508 | 21.9556 16.0653 26 2509 | 23.8324 17.3993 26 2510 | 22.3397 16.0078 26 2511 | 23.6116 16.8404 26 2512 | 22.8963 16.2585 26 2513 | 21.8843 16.0285 26 2514 | 23.0366 15.4144 26 2515 | 22.8043 15.4052 26 2516 | 21.7555 15.4144 26 2517 | 22.6985 16.7001 26 2518 | 21.7072 15.5754 26 2519 | 22.4754 15.3063 26 2520 | 22.9377 16.6817 26 2521 | 23.3655 15.718 26 2522 | 23.4782 15.7686 26 2523 | 23.0274 15.833 26 2524 | 21.9648 15.6605 26 2525 | 23.0619 16.1826 26 2526 | 22.5375 15.9664 26 2527 | 21.9142 15.9963 26 2528 | 23.2022 16.4287 26 2529 | 21.6635 17.351 26 2530 | 22.8687 15.1568 26 2531 | 22.963 15.9802 26 2532 | 23.0596 16.2585 26 2533 | 24.2096 16.1205 26 2534 | 23.1654 15.2948 26 2535 | 21.7072 15.4374 26 2536 | 23.2712 16.3643 26 2537 | 22.9193 16.4195 26 2538 | 21.7509 15.3776 26 2539 | 22.9354 15.3661 26 2540 | 20.64 17.1739 26 2541 | 23.2321 17.7926 26 2542 | 23.4 18.3929 26 2543 | 23.0895 16.3666 26 2544 | 23.5794 16.8703 26 2545 | 23.2988 16.385 26 2546 | 23.4759 16.8151 26 2547 | 22.6594 16.1504 26 2548 | 23.2321 15.0257 26 2549 | 22.0706 16.063 26 2550 | 22.0683 17.2797 26 2551 | 24.3039 15.4903 26 2552 | 22.7077 15.3845 26 2553 | 22.1189 15.8284 26 2554 | 24.0785 15.2833 26 2555 | 23.3448 16.4908 26 2556 | 23.4713 17.6132 26 2557 | 22.5559 16.73 26 2558 | 23.5242 15.2971 26 2559 | 23.1332 16.3298 26 2560 | 22.1603 16.9531 26 2561 | 22.963 14.8923 26 2562 | 23.952 17.282 26 2563 | 24.1475 16.7208 26 2564 | 23.0366 15.6743 26 2565 | 22.3811 15.9434 26 2566 | 22.227 15.028 26 2567 | 22.9423 17.213 26 2568 | 22.3558 16.224 26 2569 | 22.9584 15.0786 26 2570 | 23.009 16.7116 26 2571 | 22.9837 15.8974 26 2572 | 23.078 16.0699 26 2573 | 21.3024 17.2314 26 2574 | 23.0481 16.5184 26 2575 | 23.0918 15.3592 26 2576 | 22.7675 17.949 26 2577 | 22.9308 16.0814 26 2578 | 22.9906 18.3239 26 2579 | 22.7491 16.6909 26 2580 | 21.8383 16.1688 26 2581 | 24.067 16.6058 26 2582 | 23.0343 16.7691 26 2583 | 21.5416 16.1021 26 2584 | 21.5853 16.3551 26 2585 | 23.5518 15.8422 26 2586 | 22.8572 16.2033 26 2587 | 23.1953 15.7824 26 2588 | 22.9492 14.7543 26 2589 | 23.1378 15.9181 26 2590 | 23.1447 14.9705 26 2591 | 24.0555 16.5621 26 2592 | 22.7951 15.5386 26 2593 | 24.4787 17.9421 26 2594 | 23.4253 17.1509 26 2595 | 22.6249 15.419 26 2596 | 23.1355 15.9756 26 2597 | 22.825 16.4954 26 2598 | 24.2257 16.0354 26 2599 | 23.3149 17.0014 26 2600 | 23.3931 15.9549 26 2601 | 22.7215 11.1134 27 2602 | 24.2441 11.5734 27 2603 | 23.0159 10.9478 27 2604 | 22.0867 12.5348 27 2605 | 23.9543 11.5849 27 2606 | 21.8222 10.9639 27 2607 | 24.0417 11.7804 27 2608 | 22.0499 11.9115 27 2609 | 22.5191 11.2744 27 2610 | 22.3903 11.2629 27 2611 | 22.7606 11.4193 27 2612 | 22.4938 11.4699 27 2613 | 22.4432 11.1341 27 2614 | 23.5541 13.1167 27 2615 | 22.9791 11.5803 27 2616 | 22.7652 12.7142 27 2617 | 20.3709 10.9524 27 2618 | 23.4253 10.8558 27 2619 | 22.4455 11.9138 27 2620 | 23.2436 13.487 27 2621 | 21.3783 11.8586 27 2622 | 22.7974 10.7477 27 2623 | 23.2137 12.5578 27 2624 | 23.7956 12.9327 27 2625 | 22.5674 13.0707 27 2626 | 23.0228 11.9667 27 2627 | 21.7394 10.7822 27 2628 | 22.0062 11.5826 27 2629 | 21.3415 13.1121 27 2630 | 22.0315 11.5297 27 2631 | 22.687 10.8949 27 2632 | 22.1718 12.0035 27 2633 | 24.0233 13.2179 27 2634 | 23.5518 12.2174 27 2635 | 22.9032 11.5274 27 2636 | 21.6221 12.1691 27 2637 | 22.6318 10.7615 27 2638 | 22.2155 12.1599 27 2639 | 22.273 11.9322 27 2640 | 23.9175 12.9258 27 2641 | 22.365 11.8701 27 2642 | 22.4915 11.7137 27 2643 | 23.8278 12.7579 27 2644 | 23.607 12.1553 27 2645 | 23.308 11.0191 27 2646 | 23.9451 10.2923 27 2647 | 22.4064 12.5371 27 2648 | 22.4984 11.9575 27 2649 | 21.997 10.8144 27 2650 | 23.2459 11.8011 27 2651 | 22.2891 11.9874 27 2652 | 23.1539 11.417 27 2653 | 22.8641 13.142 27 2654 | 21.6336 12.2312 27 2655 | 23.2252 11.9989 27 2656 | 22.3719 11.7413 27 2657 | 23.8577 11.8126 27 2658 | 23.1792 11.1111 27 2659 | 21.7187 12.2818 27 2660 | 23.4483 12.1691 27 2661 | 23.0826 12.4566 27 2662 | 23.0044 11.4331 27 2663 | 21.905 12.4359 27 2664 | 22.7514 11.2008 27 2665 | 24.1981 10.8604 27 2666 | 23.1677 12.3209 27 2667 | 21.6865 12.2335 27 2668 | 22.3673 13.2616 27 2669 | 22.9216 11.6309 27 2670 | 21.6865 12.0403 27 2671 | 22.1672 10.8006 27 2672 | 21.9579 11.3549 27 2673 | 22.8963 11.7505 27 2674 | 22.917 11.1272 27 2675 | 23.2712 12.3209 27 2676 | 22.7146 12.0081 27 2677 | 22.0315 12.2726 27 2678 | 22.2868 10.52 27 2679 | 22.9308 13.2455 27 2680 | 21.7808 12.1047 27 2681 | 23.8094 12.4106 27 2682 | 22.4639 11.3641 27 2683 | 22.1557 11.4308 27 2684 | 22.6686 11.7321 27 2685 | 22.7123 12.0771 27 2686 | 23.722 11.7367 27 2687 | 22.7399 11.5044 27 2688 | 22.3581 11.6424 27 2689 | 22.0683 12.2864 27 2690 | 22.457 11.3158 27 2691 | 22.5099 12.1093 27 2692 | 21.8544 11.164 27 2693 | 22.6157 11.8517 27 2694 | 24.0946 11.9874 27 2695 | 22.1994 11.6861 27 2696 | 23.1723 11.2399 27 2697 | 22.963 11.9 27 2698 | 22.411 12.2703 27 2699 | 23.3218 12.659 27 2700 | 23.2321 12.0426 27 2701 | 10.4027 23.6553 28 2702 | 10.0117 24.0394 28 2703 | 10.5499 23.9474 28 2704 | 10.7523 25.4355 28 2705 | 8.7766 25.2837 28 2706 | 9.4689 23.4667 28 2707 | 10.7822 23.3402 28 2708 | 10.9662 23.8646 28 2709 | 10.0669 26.0749 28 2710 | 9.6069 25.0698 28 2711 | 9.5149 25.0882 28 2712 | 11.1755 25.9967 28 2713 | 11.0122 25.3412 28 2714 | 10.0255 23.9773 28 2715 | 9.6184 25.3987 28 2716 | 10.4326 24.5178 28 2717 | 9.0825 22.135 28 2718 | 8.6547 24.757 28 2719 | 10.7776 24.4902 28 2720 | 9.4114 24.4695 28 2721 | 10.1796 24.6857 28 2722 | 10.6787 23.9934 28 2723 | 11.4814 24.4327 28 2724 | 9.3999 23.6622 28 2725 | 10.2762 24.6512 28 2726 | 10.9202 24.7708 28 2727 | 9.2458 24.849 28 2728 | 10.4142 24.5201 28 2729 | 9.9289 24.7915 28 2730 | 10.0439 24.3936 28 2731 | 10.5476 23.6208 28 2732 | 10.4119 25.9737 28 2733 | 11.0766 23.8715 28 2734 | 9.7886 24.5592 28 2735 | 9.9611 24.4396 28 2736 | 10.2762 24.4235 28 2737 | 10.9639 24.964 28 2738 | 10.5982 24.7616 28 2739 | 10.1405 23.2942 28 2740 | 11.3664 23.8531 28 2741 | 10.3452 24.2947 28 2742 | 10.3567 24.3867 28 2743 | 9.9082 24.849 28 2744 | 9.393 23.239 28 2745 | 11.7551 23.9796 28 2746 | 10.1313 25.0284 28 2747 | 9.8162 23.8945 28 2748 | 9.4712 24.7915 28 2749 | 10.175 25.1779 28 2750 | 10.3452 24.6535 28 2751 | 9.5839 25.4516 28 2752 | 9.5103 25.9369 28 2753 | 10.7155 23.0527 28 2754 | 9.7679 25.0077 28 2755 | 11.0099 24.4534 28 2756 | 10.8903 24.734 28 2757 | 9.2596 24.2211 28 2758 | 8.519 22.8986 28 2759 | 10.612 25.2032 28 2760 | 10.5522 22.9055 28 2761 | 11.4009 23.9819 28 2762 | 10.0002 24.0486 28 2763 | 11.555 25.0399 28 2764 | 10.819 24.8168 28 2765 | 9.6276 24.3108 28 2766 | 11.0674 24.2165 28 2767 | 10.9041 24.0095 28 2768 | 9.1814 25.3895 28 2769 | 9.8599 24.1199 28 2770 | 9.922 23.7059 28 2771 | 10.1244 25.0031 28 2772 | 9.7472 24.2947 28 2773 | 11.003 24.2372 28 2774 | 10.2026 24.1153 28 2775 | 11.3526 23.5058 28 2776 | 10.681 23.3356 28 2777 | 10.5315 24.9571 28 2778 | 11.0122 25.0905 28 2779 | 10.3958 23.4368 28 2780 | 9.8024 23.9704 28 2781 | 9.8484 23.8393 28 2782 | 10.5706 23.8761 28 2783 | 10.1773 24.7271 28 2784 | 10.819 23.8324 28 2785 | 11.8563 25.9346 28 2786 | 10.083 24.1015 28 2787 | 9.508 23.8439 28 2788 | 9.5333 24.8697 28 2789 | 10.4303 23.4759 28 2790 | 9.1814 24.9732 28 2791 | 10.5844 23.7749 28 2792 | 9.485 22.9354 28 2793 | 10.1796 22.3167 28 2794 | 10.589 23.8531 28 2795 | 8.8203 25.0905 28 2796 | 10.6258 24.2096 28 2797 | 10.4395 24.0164 28 2798 | 10.4441 24.0785 28 2799 | 9.4528 24.5615 28 2800 | 10.3567 24.3154 28 2801 | 14.4783 21.7647 29 2802 | 15.0487 22.5398 29 2803 | 14.5358 22.388 29 2804 | 14.7934 23.147 29 2805 | 15.3822 21.7624 29 2806 | 16.8105 21.8291 29 2807 | 16.2838 22.4271 29 2808 | 16.5644 21.0103 29 2809 | 16.0653 22.5444 29 2810 | 16.5874 22.4708 29 2811 | 15.7042 22.1419 29 2812 | 17.2015 20.7826 29 2813 | 15.7318 22.4915 29 2814 | 15.1269 20.4468 29 2815 | 15.8468 22.8572 29 2816 | 15.8353 21.6865 29 2817 | 16.5874 23.3931 29 2818 | 14.7865 22.2086 29 2819 | 14.6968 21.8751 29 2820 | 15.7042 22.8664 29 2821 | 14.5174 22.7054 29 2822 | 15.2672 21.422 29 2823 | 15.2534 20.9712 29 2824 | 15.9871 21.9648 29 2825 | 15.1292 23.0343 29 2826 | 15.5662 22.6916 29 2827 | 17.3924 20.8516 29 2828 | 16.1297 22.1419 29 2829 | 15.2465 22.1695 29 2830 | 14.6692 20.8608 29 2831 | 14.5818 23.2758 29 2832 | 15.3132 21.5485 29 2833 | 15.1729 22.8503 29 2834 | 15.2557 21.2265 29 2835 | 15.7594 21.7693 29 2836 | 15.5547 21.9096 29 2837 | 14.3173 23.2896 29 2838 | 14.8601 22.2891 29 2839 | 14.5657 23.1976 29 2840 | 14.8003 22.2086 29 2841 | 14.9958 21.8866 29 2842 | 14.6485 21.1368 29 2843 | 14.6002 21.8406 29 2844 | 14.982 21.0034 29 2845 | 15.1269 21.6566 29 2846 | 15.3132 22.3558 29 2847 | 14.9429 21.4496 29 2848 | 15.4903 21.3415 29 2849 | 14.6623 21.3277 29 2850 | 15.0809 22.6709 29 2851 | 15.0901 21.3346 29 2852 | 15.7479 22.6985 29 2853 | 15.9986 22.802 29 2854 | 15.7502 21.8912 29 2855 | 15.8882 22.595 29 2856 | 14.66 22.2569 29 2857 | 16.1918 21.468 29 2858 | 15.4489 20.9597 29 2859 | 14.5519 21.9878 29 2860 | 15.3799 21.3116 29 2861 | 16.2401 21.6934 29 2862 | 17.0106 21.8383 29 2863 | 14.9291 23.4138 29 2864 | 15.6467 21.1575 29 2865 | 15.5018 20.7596 29 2866 | 15.6421 21.5025 29 2867 | 15.6352 21.3944 29 2868 | 15.8008 21.5738 29 2869 | 14.9314 22.181 29 2870 | 14.177 21.3622 29 2871 | 14.3909 22.1925 29 2872 | 14.9613 21.2081 29 2873 | 15.6858 21.1207 29 2874 | 15.8905 21.1069 29 2875 | 16.1343 21.1414 29 2876 | 15.8215 22.1373 29 2877 | 14.4921 21.5531 29 2878 | 15.8974 21.4841 29 2879 | 14.2529 21.6911 29 2880 | 16.4356 23.4874 29 2881 | 16.0354 23.2482 29 2882 | 15.8629 23.6714 29 2883 | 14.3909 21.7141 29 2884 | 16.6104 20.9459 29 2885 | 15.6766 22.3811 29 2886 | 14.8877 21.9073 29 2887 | 15.4742 21.9694 29 2888 | 15.8169 21.7762 29 2889 | 15.5846 22.5053 29 2890 | 15.1706 21.7762 29 2891 | 15.3247 22.3926 29 2892 | 15.879 20.4192 29 2893 | 14.844 22.0729 29 2894 | 15.2695 21.4933 29 2895 | 14.5887 23.3172 29 2896 | 15.5731 21.2449 29 2897 | 15.81 21.2794 29 2898 | 15.6766 22.2086 29 2899 | 14.9406 22.526 29 2900 | 13.9999 21.6474 29 2901 | 6.2144 11.6723 30 2902 | 5.8073 11.3227 30 2903 | 5.5474 10.2233 30 2904 | 3.9811 10.7615 30 2905 | 5.4117 11.0053 30 2906 | 4.2272 10.2279 30 2907 | 6.2282 10.1543 30 2908 | 4.5929 8.9054 30 2909 | 5.4991 9.5954 30 2910 | 4.0708 10.5844 30 2911 | 3.9788 10.2233 30 2912 | 4.1237 10.2187 30 2913 | 4.0616 9.9979 30 2914 | 4.563 10.7086 30 2915 | 4.3353 10.1658 30 2916 | 4.8735 9.8599 30 2917 | 4.3583 9.3102 30 2918 | 5.2829 10.1911 30 2919 | 4.6527 9.4068 30 2920 | 5.4255 11.8103 30 2921 | 4.7194 9.5149 30 2922 | 4.9126 10.589 30 2923 | 3.8776 10.9777 30 2924 | 4.6159 10.1152 30 2925 | 5.2714 9.2826 30 2926 | 5.2875 10.1497 30 2927 | 4.954 8.9307 30 2928 | 4.0662 9.8415 30 2929 | 4.8758 10.9915 30 2930 | 6.1316 9.3102 30 2931 | 4.6596 10.2854 30 2932 | 5.5773 9.5034 30 2933 | 5.5474 10.2647 30 2934 | 4.5653 10.566 30 2935 | 6.1201 9.4137 30 2936 | 4.8482 9.3102 30 2937 | 4.6596 11.0214 30 2938 | 5.5819 9.9933 30 2939 | 5.1058 11.5274 30 2940 | 4.8068 8.1395 30 2941 | 5.897 10.2325 30 2942 | 5.4899 10.957 30 2943 | 4.8781 9.5425 30 2944 | 4.5354 9.4436 30 2945 | 4.8827 10.2486 30 2946 | 6.2673 10.819 30 2947 | 4.8091 9.6529 30 2948 | 5.8924 10.6465 30 2949 | 5.2737 10.98 30 2950 | 5.2369 9.0848 30 2951 | 5.9798 9.3447 30 2952 | 4.7378 10.6833 30 2953 | 5.644 10.6327 30 2954 | 4.54 9.278 30 2955 | 5.2576 10.957 30 2956 | 4.701 9.1423 30 2957 | 6.1247 10.6741 30 2958 | 5.9821 9.4137 30 2959 | 3.8017 10.704 30 2960 | 4.1605 10.0416 30 2961 | 5.4876 10.7247 30 2962 | 4.2916 9.1492 30 2963 | 6.081 10.1612 30 2964 | 5.069 10.8397 30 2965 | 6.8055 9.4459 30 2966 | 3.9742 10.1819 30 2967 | 4.8781 10.2095 30 2968 | 4.3974 8.7605 30 2969 | 6.3662 9.4045 30 2970 | 4.6619 10.4648 30 2971 | 5.552 9.715 30 2972 | 4.3974 10.3866 30 2973 | 5.1196 10.2118 30 2974 | 5.7222 10.5177 30 2975 | 4.7033 9.3608 30 2976 | 4.8965 9.1515 30 2977 | 5.4692 10.0094 30 2978 | 6.1109 10.6695 30 2979 | 4.3422 11.5504 30 2980 | 5.2484 9.4206 30 2981 | 4.8574 9.7219 30 2982 | 5.5566 11.1801 30 2983 | 5.6578 9.3424 30 2984 | 4.701 9.8783 30 2985 | 4.632 11.6723 30 2986 | 5.0115 10.3981 30 2987 | 5.6555 10.2969 30 2988 | 4.9885 10.6557 30 2989 | 5.7636 10.5085 30 2990 | 5.483 11.1111 30 2991 | 5.7935 10.6005 30 2992 | 5.0092 11.5159 30 2993 | 4.7976 9.6897 30 2994 | 5.7222 9.7472 30 2995 | 6.2144 9.8277 30 2996 | 5.4899 10.7086 30 2997 | 5.2323 10.198 30 2998 | 4.1076 10.7132 30 2999 | 4.6872 11.7666 30 3000 | 5.5198 10.1681 30 3001 | 5.8441 17.3993 31 3002 | 4.6182 17.7535 31 3003 | 5.368 17.5005 31 3004 | 6.0672 15.9986 31 3005 | 5.8533 16.4103 31 3006 | 5.4899 17.2774 31 3007 | 5.6279 16.5667 31 3008 | 5.0253 18.156 31 3009 | 6.6882 16.2424 31 3010 | 5.897 17.3625 31 3011 | 5.1173 16.7461 31 3012 | 5.6118 17.3809 31 3013 | 6.0511 16.1021 31 3014 | 4.3192 16.661 31 3015 | 5.9775 17.8248 31 3016 | 5.9223 16.9899 31 3017 | 5.7889 16.8933 31 3018 | 5.5267 16.0883 31 3019 | 6.7181 17.5971 31 3020 | 5.4508 15.3776 31 3021 | 5.7498 17.0014 31 3022 | 5.7406 15.9641 31 3023 | 7.0309 16.73 31 3024 | 5.4117 17.0819 31 3025 | 4.3307 17.2567 31 3026 | 5.8993 16.5437 31 3027 | 6.2075 15.6697 31 3028 | 6.0741 17.696 31 3029 | 5.253 16.8128 31 3030 | 4.5354 15.8491 31 3031 | 6.1132 16.0446 31 3032 | 5.2484 17.6615 31 3033 | 6.6767 15.7387 31 3034 | 6.1086 17.3855 31 3035 | 5.7935 17.8478 31 3036 | 6.1132 16.1872 31 3037 | 5.8004 15.4972 31 3038 | 6.7388 17.2337 31 3039 | 6.1891 18.1169 31 3040 | 5.0644 17.5649 31 3041 | 4.8758 16.5598 31 3042 | 5.0828 17.7834 31 3043 | 5.7935 17.4499 31 3044 | 6.7802 16.983 31 3045 | 4.862 17.1118 31 3046 | 6.0465 17.5051 31 3047 | 5.5888 16.3114 31 3048 | 6.3455 16.8772 31 3049 | 5.7084 15.7893 31 3050 | 6.2535 16.4954 31 3051 | 6.6537 17.0198 31 3052 | 6.2052 15.6674 31 3053 | 6.3018 15.7893 31 3054 | 5.9453 16.7967 31 3055 | 5.6394 17.9766 31 3056 | 5.4761 16.9186 31 3057 | 7.0608 16.086 31 3058 | 4.7562 17.8777 31 3059 | 5.4531 17.4154 31 3060 | 6.1155 16.8772 31 3061 | 5.9936 17.7029 31 3062 | 4.8643 16.0814 31 3063 | 5.4968 16.1826 31 3064 | 6.0442 17.0934 31 3065 | 6.3409 17.7857 31 3066 | 4.7217 16.0055 31 3067 | 7.0493 16.224 31 3068 | 5.0552 18.5217 31 3069 | 5.4416 18.4987 31 3070 | 6.9872 17.2383 31 3071 | 5.1311 16.6817 31 3072 | 7.4311 18.3331 31 3073 | 6.0879 16.1205 31 3074 | 5.8878 16.3781 31 3075 | 6.2121 17.9582 31 3076 | 6.9849 17.1785 31 3077 | 5.3542 17.2015 31 3078 | 7.2149 16.7944 31 3079 | 6.8906 16.0952 31 3080 | 5.552 15.557 31 3081 | 6.0488 16.2102 31 3082 | 5.7498 16.5069 31 3083 | 6.3064 16.8243 31 3084 | 5.3266 16.6725 31 3085 | 6.4237 17.4706 31 3086 | 5.1909 16.1458 31 3087 | 5.8947 16.2677 31 3088 | 5.4669 17.7489 31 3089 | 4.816 17.0037 31 3090 | 5.8901 16.9393 31 3091 | 6.0419 17.3625 31 3092 | 6.5456 16.6978 31 3093 | 6.0626 17.0865 31 3094 | 5.1219 18.4274 31 3095 | 7.3414 16.8197 31 3096 | 5.138 16.615 31 3097 | 5.736 16.9991 31 3098 | 5.276 17.2475 31 3099 | 6.4444 16.2033 31 3100 | 7.162 18.1836 31 -------------------------------------------------------------------------------- /Dataset/PlotClusterinResult.m: -------------------------------------------------------------------------------- 1 | function PlotClusterinResult(X, IDX) 2 | k=max(IDX); 3 | Colors=hsv(k); 4 | Legends = {}; 5 | for i=0:k 6 | Xi=X(IDX==i,:); 7 | if i~=0 8 | Style = 'x'; 9 | MarkerSize = 8; 10 | Color = Colors(i,:); 11 | Legends{end+1} = ['Cluster #' num2str(i)]; 12 | else 13 | Style = 'o'; 14 | MarkerSize = 6; 15 | Color = [0 0 0]; 16 | if ~isempty(Xi) 17 | Legends{end+1} = 'Noise'; 18 | end 19 | end 20 | if ~isempty(Xi) 21 | plot(Xi(:,1),Xi(:,2),Style,'MarkerSize',MarkerSize,'Color',Color); 22 | end 23 | hold on; 24 | end 25 | hold off; 26 | axis equal; 27 | grid on; 28 | legend(Legends); 29 | legend('Location', 'NorthEastOutside'); 30 | end 31 | 32 | -------------------------------------------------------------------------------- /Dataset/Spiral.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/XQLong/Clustering-matlab/40dcd98b9b7bbafb3f74a8fd97ea371d0f81bb05/Dataset/Spiral.mat -------------------------------------------------------------------------------- /Dataset/Spiral.txt: -------------------------------------------------------------------------------- 1 | 31.95 7.95 3 2 | 31.15 7.3 3 3 | 30.45 6.65 3 4 | 29.7 6 3 5 | 28.9 5.55 3 6 | 28.05 5 3 7 | 27.2 4.55 3 8 | 26.35 4.15 3 9 | 25.4 3.85 3 10 | 24.6 3.6 3 11 | 23.6 3.3 3 12 | 22.75 3.15 3 13 | 21.85 3.05 3 14 | 20.9 3 3 15 | 20 2.9 3 16 | 19.1 3 3 17 | 18.2 3.2 3 18 | 17.3 3.25 3 19 | 16.55 3.5 3 20 | 15.7 3.7 3 21 | 14.85 4.1 3 22 | 14.15 4.4 3 23 | 13.4 4.75 3 24 | 12.7 5.2 3 25 | 12.05 5.65 3 26 | 11.45 6.15 3 27 | 10.9 6.65 3 28 | 10.3 7.25 3 29 | 9.7 7.85 3 30 | 9.35 8.35 3 31 | 8.9 9.05 3 32 | 8.55 9.65 3 33 | 8.15 10.35 3 34 | 7.95 10.95 3 35 | 7.75 11.7 3 36 | 7.55 12.35 3 37 | 7.45 13 3 38 | 7.35 13.75 3 39 | 7.3 14.35 3 40 | 7.35 14.95 3 41 | 7.35 15.75 3 42 | 7.55 16.35 3 43 | 7.7 16.95 3 44 | 7.8 17.55 3 45 | 8.05 18.15 3 46 | 8.3 18.75 3 47 | 8.65 19.3 3 48 | 8.9 19.85 3 49 | 9.3 20.3 3 50 | 9.65 20.8 3 51 | 10.2 21.25 3 52 | 10.6 21.65 3 53 | 11.1 22.15 3 54 | 11.55 22.45 3 55 | 11.95 22.7 3 56 | 12.55 23 3 57 | 13.05 23.2 3 58 | 13.45 23.4 3 59 | 14 23.55 3 60 | 14.55 23.6 3 61 | 15.1 23.75 3 62 | 15.7 23.75 3 63 | 16.15 23.85 3 64 | 16.7 23.8 3 65 | 17.15 23.75 3 66 | 17.75 23.75 3 67 | 18.2 23.6 3 68 | 18.65 23.5 3 69 | 19.1 23.35 3 70 | 19.6 23.15 3 71 | 20 22.95 3 72 | 20.4 22.7 3 73 | 20.7 22.55 3 74 | 21 22.15 3 75 | 21.45 21.95 3 76 | 21.75 21.55 3 77 | 22 21.25 3 78 | 22.25 21 3 79 | 22.5 20.7 3 80 | 22.65 20.35 3 81 | 22.75 20.05 3 82 | 22.9 19.65 3 83 | 23 19.35 3 84 | 23.1 19 3 85 | 23.15 18.65 3 86 | 23.2 18.25 3 87 | 23.2 18.05 3 88 | 23.2 17.8 3 89 | 23.1 17.45 3 90 | 23.05 17.15 3 91 | 22.9 16.9 3 92 | 22.85 16.6 3 93 | 22.7 16.4 3 94 | 22.6 16.2 3 95 | 22.55 16.05 3 96 | 22.4 15.95 3 97 | 22.35 15.8 3 98 | 22.2 15.65 3 99 | 22.15 15.55 3 100 | 22 15.4 3 101 | 21.9 15.3 3 102 | 21.85 15.25 3 103 | 21.75 15.15 3 104 | 21.65 15.05 3 105 | 21.55 15 3 106 | 21.5 14.9 3 107 | 19.35 31.65 1 108 | 20.35 31.45 1 109 | 21.35 31.1 1 110 | 22.25 30.9 1 111 | 23.2 30.45 1 112 | 23.95 30.05 1 113 | 24.9 29.65 1 114 | 25.6 29.05 1 115 | 26.35 28.5 1 116 | 27.15 27.9 1 117 | 27.75 27.35 1 118 | 28.3 26.6 1 119 | 28.95 25.85 1 120 | 29.5 25.15 1 121 | 29.95 24.45 1 122 | 30.4 23.7 1 123 | 30.6 22.9 1 124 | 30.9 22.1 1 125 | 31.25 21.3 1 126 | 31.35 20.55 1 127 | 31.5 19.7 1 128 | 31.55 18.9 1 129 | 31.65 18.15 1 130 | 31.6 17.35 1 131 | 31.45 16.55 1 132 | 31.3 15.8 1 133 | 31.15 15.05 1 134 | 30.9 14.35 1 135 | 30.6 13.65 1 136 | 30.3 13 1 137 | 29.9 12.3 1 138 | 29.5 11.75 1 139 | 29 11.15 1 140 | 28.5 10.6 1 141 | 28 10.1 1 142 | 27.55 9.65 1 143 | 26.9 9.1 1 144 | 26.25 8.8 1 145 | 25.7 8.4 1 146 | 25.15 8.05 1 147 | 24.5 7.75 1 148 | 23.9 7.65 1 149 | 23.15 7.4 1 150 | 22.5 7.3 1 151 | 21.9 7.1 1 152 | 21.25 7.05 1 153 | 20.5 7 1 154 | 19.9 6.95 1 155 | 19.25 7.05 1 156 | 18.75 7.1 1 157 | 18.05 7.25 1 158 | 17.5 7.35 1 159 | 16.9 7.6 1 160 | 16.35 7.8 1 161 | 15.8 8.05 1 162 | 15.4 8.35 1 163 | 14.9 8.7 1 164 | 14.45 8.9 1 165 | 13.95 9.3 1 166 | 13.6 9.65 1 167 | 13.25 10.1 1 168 | 12.95 10.55 1 169 | 12.65 10.9 1 170 | 12.35 11.4 1 171 | 12.2 11.75 1 172 | 11.95 12.2 1 173 | 11.8 12.65 1 174 | 11.75 13.05 1 175 | 11.55 13.6 1 176 | 11.55 14 1 177 | 11.55 14.35 1 178 | 11.55 14.7 1 179 | 11.6 15.25 1 180 | 11.65 15.7 1 181 | 11.8 16.05 1 182 | 11.85 16.5 1 183 | 12 16.75 1 184 | 12.15 17.2 1 185 | 12.3 17.6 1 186 | 12.55 17.85 1 187 | 12.8 18.05 1 188 | 13.1 18.4 1 189 | 13.3 18.6 1 190 | 13.55 18.85 1 191 | 13.8 19.05 1 192 | 14.15 19.25 1 193 | 14.45 19.5 1 194 | 14.85 19.55 1 195 | 15 19.7 1 196 | 15.25 19.7 1 197 | 15.55 19.85 1 198 | 15.95 19.9 1 199 | 16.2 19.9 1 200 | 16.55 19.9 1 201 | 16.85 19.9 1 202 | 17.2 19.9 1 203 | 17.4 19.8 1 204 | 17.65 19.75 1 205 | 17.8 19.7 1 206 | 18 19.6 1 207 | 18.2 19.55 1 208 | 3.9 9.6 2 209 | 3.55 10.65 2 210 | 3.35 11.4 2 211 | 3.1 12.35 2 212 | 3.1 13.25 2 213 | 3.05 14.15 2 214 | 3 15.1 2 215 | 3.1 16 2 216 | 3.2 16.85 2 217 | 3.45 17.75 2 218 | 3.7 18.7 2 219 | 3.95 19.55 2 220 | 4.35 20.25 2 221 | 4.7 21.1 2 222 | 5.15 21.8 2 223 | 5.6 22.5 2 224 | 6.2 23.3 2 225 | 6.8 23.85 2 226 | 7.35 24.45 2 227 | 8.05 24.95 2 228 | 8.8 25.45 2 229 | 9.5 26 2 230 | 10.2 26.35 2 231 | 10.9 26.75 2 232 | 11.7 27 2 233 | 12.45 27.25 2 234 | 13.3 27.6 2 235 | 14.05 27.6 2 236 | 14.7 27.75 2 237 | 15.55 27.75 2 238 | 16.4 27.75 2 239 | 17.1 27.75 2 240 | 17.9 27.75 2 241 | 18.55 27.7 2 242 | 19.35 27.6 2 243 | 20.1 27.35 2 244 | 20.7 27.1 2 245 | 21.45 26.8 2 246 | 22.05 26.5 2 247 | 22.7 26.15 2 248 | 23.35 25.65 2 249 | 23.8 25.3 2 250 | 24.3 24.85 2 251 | 24.75 24.35 2 252 | 25.25 23.95 2 253 | 25.65 23.45 2 254 | 26.05 23 2 255 | 26.2 22.3 2 256 | 26.6 21.8 2 257 | 26.75 21.25 2 258 | 27 20.7 2 259 | 27.15 20.15 2 260 | 27.15 19.6 2 261 | 27.35 19.1 2 262 | 27.35 18.45 2 263 | 27.4 18 2 264 | 27.3 17.4 2 265 | 27.15 16.9 2 266 | 27 16.4 2 267 | 27 15.9 2 268 | 26.75 15.35 2 269 | 26.55 14.85 2 270 | 26.3 14.45 2 271 | 25.95 14.1 2 272 | 25.75 13.7 2 273 | 25.35 13.3 2 274 | 25.05 12.95 2 275 | 24.8 12.7 2 276 | 24.4 12.45 2 277 | 24.05 12.2 2 278 | 23.55 11.85 2 279 | 23.2 11.65 2 280 | 22.75 11.4 2 281 | 22.3 11.3 2 282 | 21.9 11.1 2 283 | 21.45 11.05 2 284 | 21.1 11 2 285 | 20.7 10.95 2 286 | 20.35 10.95 2 287 | 19.95 11 2 288 | 19.55 11 2 289 | 19.15 11.05 2 290 | 18.85 11.1 2 291 | 18.45 11.25 2 292 | 18.15 11.35 2 293 | 17.85 11.5 2 294 | 17.5 11.7 2 295 | 17.2 11.95 2 296 | 17 12.05 2 297 | 16.75 12.2 2 298 | 16.65 12.35 2 299 | 16.5 12.5 2 300 | 16.35 12.7 2 301 | 16.2 12.8 2 302 | 16.15 12.95 2 303 | 16 13.1 2 304 | 15.95 13.25 2 305 | 15.9 13.4 2 306 | 15.8 13.5 2 307 | 15.8 13.65 2 308 | 15.75 13.85 2 309 | 15.65 14.05 2 310 | 15.65 14.25 2 311 | 15.65 14.5 2 312 | 15.65 14.6 2 -------------------------------------------------------------------------------- /Dataset/Txt2Mat.m: -------------------------------------------------------------------------------- 1 | %fid = fopen('Aggregation.txt'); 2 | %fid = fopen('Spiral.txt'); 3 | %fid = fopen('D31.txt'); 4 | %data = textscan(fid,'%f%f%f%f%f%f%f'); 5 | %A = [data{1,1} data{1,2} data{1,3}]; 6 | datatable = importdata('nba.txt'); 7 | A = [datatable.data(:,15),datatable.data(:,19)]; 8 | X = A(:,1:2); 9 | data.A = X; 10 | data.name = datatable.textdata; 11 | %IDX = A(:,3); 12 | %save nba.mat data; 13 | plot(A(:,1),A(:,2),'x','Color','red'); 14 | %PlotClusterinResult(X, IDX); 15 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # - 2 | k-means,DB-SCAN,基于密度峰值的聚类算法的matlab简单实践。 3 | # - 4 | 相关数据集下载地址：https://cs.joensuu.fi/sipu/datasets/; 5 | -------------------------------------------------------------------------------- /adpc/ADPC.m: -------------------------------------------------------------------------------- 1 | clc; 2 | clear; 3 | close all; 4 | 5 | %% 数据载入 6 | %data = load('E:\0\lw\workplace1\dataset\Aggregation.mat'); 7 | %data = load('E:\0\lw\workplace1\dataset\Spiral.mat'); 8 | data = load('E:\0\lw\workplace1\dataset\D31.mat'); 9 | %data = load('mydata.mat'); 10 | X = data.A(:,1:2); 11 | XCluster = data.A(:,3); %已知的数据分类情况 12 | %% 定义参和函数 13 | XSize = size(X,1); %数据大小 14 | D=pdist2(X,X); %数据中个点的距离矩阵 15 | r = unifrnd(0,1); % 0-1之间的随机值r 16 | CenterFunction=@(s) ClusteringCenter(s, X); 17 | %% 局部密度与较大密度最小距离计算 18 | [P,R,RSort,RInd,dc]= ClusteringCenter(r,X,D); 19 | %% 寻找聚类中心 20 | [XC,centers,k]= FindCenter(dc,X,R,RInd); 21 | % 显示找出的聚类中心 22 | figure(2); 23 | PlotSolution(X, centers,k); %centers为疑似聚类中心，k为个数 24 | %% 按找到的疑似聚类中心聚类 25 | [CInd] = Clustering(XC,D,P); 26 | %% 显示聚类结果 27 | figure(3); 28 | PlotClusterinResult(X, CInd); 29 | %% 计算聚类Rand系数 30 | [Rand] = CalculateRand(XCluster,CInd); 31 | title(['DPC Clustering (\dc = ' num2str(dc) ', Ri = ' num2str(Rand) ')']); 32 | disp(['Rand系数为:',num2str(Rand)]); 33 | -------------------------------------------------------------------------------- /adpc/CalculateRand.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/XQLong/Clustering-matlab/40dcd98b9b7bbafb3f74a8fd97ea371d0f81bb05/adpc/CalculateRand.m -------------------------------------------------------------------------------- /adpc/Clustering.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/XQLong/Clustering-matlab/40dcd98b9b7bbafb3f74a8fd97ea371d0f81bb05/adpc/Clustering.m -------------------------------------------------------------------------------- /adpc/ClusteringCenter.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/XQLong/Clustering-matlab/40dcd98b9b7bbafb3f74a8fd97ea371d0f81bb05/adpc/ClusteringCenter.m -------------------------------------------------------------------------------- /adpc/FindCenter.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/XQLong/Clustering-matlab/40dcd98b9b7bbafb3f74a8fd97ea371d0f81bb05/adpc/FindCenter.m -------------------------------------------------------------------------------- /adpc/PlotClusterinResult.m: -------------------------------------------------------------------------------- 1 | function PlotClusterinResult(X, IDX) 2 | k=max(IDX); 3 | Colors=hsv(k); 4 | Legends = {}; 5 | for i=1:k 6 | Xi=X(IDX==i,:); 7 | if i~=0 8 | Style = 'x'; 9 | MarkerSize = 8; 10 | Color = Colors(i,:); 11 | Legends{end+1} = ['Cluster #' num2str(i)]; 12 | else 13 | Style = 'o'; 14 | MarkerSize = 6; 15 | Color = [0 0 0]; 16 | if ~isempty(Xi) 17 | Legends{end+1} = 'Noise'; 18 | end 19 | end 20 | if ~isempty(Xi) 21 | plot(Xi(:,1),Xi(:,2),Style,'MarkerSize',MarkerSize,'Color',Color); 22 | end 23 | hold on; 24 | end 25 | hold off; 26 | axis equal; 27 | grid on; 28 | legend(Legends); 29 | % legend('Location', 'NorthEastOutside'); 30 | end 31 | 32 | -------------------------------------------------------------------------------- /adpc/PlotSolution.m: -------------------------------------------------------------------------------- 1 | % 2 | % Copyright (c) 2015, Yarpiz (www.yarpiz.com) 3 | % All rights reserved. Please read the "license.txt" for license terms. 4 | % 5 | % Project Code: YPML101 6 | % Project Title: Evolutionary Automatic Clustering in MATLAB 7 | % Publisher: Yarpiz (www.yarpiz.com) 8 | % 9 | % Developer: S. Mostapha Kalami Heris (Member of Yarpiz Team) 10 | % 11 | % Contact Info: sm.kalami@gmail.com, info@yarpiz.com 12 | % 13 | 14 | function PlotSolution(X, m ,k) 15 | 16 | % Cluster Centers 17 | % m = sol.Out.m; 18 | 19 | % Cluster Indices 20 | %ind = sol.Out.ind; 21 | 22 | Colors = hsv(k); 23 | plot(X(:,1),X(:,2),'x','LineWidth',1,'Color','red'); 24 | hold on; 25 | for i=1:size(m,1) 26 | color = m(i,3); 27 | if i == 8 28 | d=1; 29 | end 30 | plot(m(i,1),m(i,2),'ok','LineWidth',2,'MarkerSize',12,'Color',Colors(color,:)); 31 | end 32 | hold off; 33 | grid on; 34 | 35 | end -------------------------------------------------------------------------------- /adpc/mydata.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/XQLong/Clustering-matlab/40dcd98b9b7bbafb3f74a8fd97ea371d0f81bb05/adpc/mydata.mat -------------------------------------------------------------------------------- /dbscan/DBSCAN.m: -------------------------------------------------------------------------------- 1 | function [IDX, isnoise]=DBSCAN(X,epsilon,MinPts) 2 | %簇编号 3 | C=0; 4 | %数据集大小 5 | n=size(X,1); 6 | %数据对象簇标识数组 7 | IDX=zeros(n,1); 8 | %计算两两数据的距离得到距离n*n矩阵D 9 | D=pdist2(X,X); 10 | %将所有标记状态置位为未处理 11 | visited=false(n,1); 12 | isnoise=false(n,1); 13 | %遍历所有对象 14 | for i=1:n 15 | if ~visited(i) 16 | %如果对象未处理，则进行处理并将标记置为已读 17 | visited(i)=true; 18 | %获取对象epsilon邻域的索引值 19 | Neighbors=RegionQuery(i); 20 | %将邻域内包含的对象个数与MinPts比较 21 | if numel(Neighbors)=MinPts 45 | %对epsilon邻域对象数组进行扩充 46 | Neighbors=[Neighbors Neighbors2]; %#ok 47 | end 48 | end 49 | %如果此对象未被标记簇C 50 | if IDX(j)==0 51 | IDX(j)=C; 52 | end 53 | 54 | k = k + 1; 55 | 56 | if k > numel(Neighbors) 57 | break; 58 | end 59 | end 60 | end 61 | 62 | %获取对象的epsilon邻域对象，返回其索引值 63 | function Neighbors=RegionQuery(i) 64 | Neighbors=find(D(i,:)<=epsilon); 65 | end 66 | end 67 | -------------------------------------------------------------------------------- /dbscan/DBSCAN_M.m: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/XQLong/Clustering-matlab/40dcd98b9b7bbafb3f74a8fd97ea371d0f81bb05/dbscan/DBSCAN_M.m -------------------------------------------------------------------------------- /dbscan/PlotClusterinResult.m: -------------------------------------------------------------------------------- 1 | function PlotClusterinResult(X, IDX) 2 | k=max(IDX); 3 | Colors=hsv(k); 4 | Legends = {}; 5 | for i=0:k 6 | Xi=X(IDX==i,:); 7 | if i~=0 8 | Style = 'x'; 9 | MarkerSize = 8; 10 | Color = Colors(i,:); 11 | Legends{end+1} = ['Cluster #' num2str(i)]; 12 | else 13 | Style = 'o'; 14 | MarkerSize = 6; 15 | Color = [0 0 0]; 16 | if ~isempty(Xi) 17 | Legends{end+1} = 'Noise'; 18 | end 19 | end 20 | if ~isempty(Xi) 21 | plot(Xi(:,1),Xi(:,2),Style,'MarkerSize',MarkerSize,'Color',Color); 22 | end 23 | hold on; 24 | end 25 | hold off; 26 | axis equal; 27 | grid on; 28 | legend(Legends); 29 | legend('Location', 'NorthEastOutside'); 30 | end 31 | 32 | -------------------------------------------------------------------------------- /dbscan/mydata.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/XQLong/Clustering-matlab/40dcd98b9b7bbafb3f74a8fd97ea371d0f81bb05/dbscan/mydata.mat -------------------------------------------------------------------------------- /kmeans/PlotClusterinResult.m: -------------------------------------------------------------------------------- 1 | function PlotClusterinResult(X, IDX ,sol) 2 | k=max(IDX); 3 | Colors=hsv(k); 4 | Legends = {}; 5 | for i=1:k 6 | Xi=X(IDX==i,:); 7 | if i~=0 8 | Style = 'x'; 9 | MarkerSize = 8; 10 | Color = Colors(i,:); 11 | Legends{end+1} = ['Cluster #' num2str(i)]; 12 | else 13 | Style = 'o'; 14 | MarkerSize = 6; 15 | Color = [0 0 0]; 16 | if ~isempty(Xi) 17 | Legends{end+1} = 'Noise'; 18 | end 19 | end 20 | if ~isempty(Xi) 21 | plot(Xi(:,1),Xi(:,2),Style,'MarkerSize',MarkerSize,'Color',Color); 22 | end 23 | hold on; 24 | end 25 | plot(sol(:,1),sol(:,2),'ok','LineWidth',2,'MarkerSize',4); 26 | Legends{end+1} = 'center'; 27 | hold off; 28 | axis equal; 29 | grid on; 30 | legend(Legends); 31 | legend('Location', 'NorthEastOutside'); 32 | end 33 | 34 | -------------------------------------------------------------------------------- /kmeans/k-means.m: -------------------------------------------------------------------------------- 1 | clc 2 | clear 3 | data = load('E:\0\lw\workplace1\dataset\Spiral.mat'); 4 | %data = load('E:\0\lw\workplace1\dataset\nba.mat'); 5 | x = data.A(:,1:2); 6 | %x = data.X(:,1:2); 7 | %x = data.data.A; 8 | %name = data.data.name(:,2); 9 | n = size(x,1); 10 | k=3; 11 | z=zeros(k,2); 12 | z1=zeros(k,2); 13 | z=x(100:k+99,1:2); 14 | % z=[5,2.5; 15 | % 7,12; 16 | % 9,22; 17 | % 18,8; 18 | % 22,23; 19 | % 33,9; 20 | % 33,23 21 | % ]; 22 | ind1 = zeros(n,1); 23 | num = 0; 24 | while 1 25 | num = num + 1; 26 | %计算样本数据到聚类中心的距离 27 | d = pdist2(x,z); %n行k列的距离矩阵 28 | [dmin, ind] = min(d, [], 2); 29 | if(ind1 == ind) 30 | break; 31 | end 32 | ind1 = ind; 33 | %计算新的聚类中心 34 | pause(0.01); 35 | PlotClusterinResult(x,ind,z); 36 | for i=1:k 37 | m = x(ind==i,:); 38 | z1(i,:) = mean(m); 39 | end 40 | if (z == z1) 41 | break; 42 | else 43 | z=z1; 44 | end 45 | end 46 | %聚类结果展示 47 | % a = size(name,1); 48 | % cluster = cell(a,2); 49 | % for i=1:a 50 | % c = {num2str(ind(i))}; 51 | % cluster(i,1) = name(i); 52 | % cluster(i,2) = c; 53 | % end 54 | % group = cell(k,1); 55 | % for i=1:k 56 | % hh = 0; 57 | % disp(['第',num2str(i),'组球员有：']); 58 | % for j=1:a 59 | % if ismember(num2str(i),cluster(j,2)) 60 | % hh = hh + 1; 61 | % fprintf('%s',[char(cluster(j,1)),' ，']); 62 | % if hh==10 63 | % fprintf('%d\n',''); 64 | % end 65 | % end 66 | % end 67 | % fprintf('%d\n',''); 68 | % end 69 | --------------------------------------------------------------------------------