1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496
|
This is the (almost the same) output after doing the matrix blocking, which
slightly changes the results but leaves the number of iterations the same.
FileBase dantest
ElecNo 1
MaskFileBase dantest
MaskElecNo 1
MinClusters 20
MaxClusters 20
MaxPossibleClusters 100
nStarts 1
RandomSeed 2304983
Debug 0
Verbose 1
UseFeatures 1111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111
DistDump 0
DistThresh 6.907755
FullStepEvery 20
ChangedThresh 0.050000
Log 1
Screen 1
MaxIter 500
StartCluFile
SplitEvery 40
PenaltyMix 1.000000
Subset 1
help 0
Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 1 Masks = 1 Masks = 1 Masks = 0 Masks = 0 Masks = 0 Masks = 1 Masks = 1 Masks = 1 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0 Masks = 0
Loaded 9999 data points of dimension 97.
meanDims = 6
Starting from 20 clusters...
--- Clustering full data set of 9999 points ---
Deleting Class 19. Lose 15.522237 but Gain 128.943365
Iteration 0F: 19 clusters Score -12893.9 nChanged 9114
Deleting Class 10. Lose 92.150963 but Gain 128.943365
Iteration 1F: 18 clusters Score -32745.2 nChanged 4487
Iteration 2F: 18 clusters Score -37741.03 nChanged 2270
Iteration 3F: 18 clusters Score -39675.96 nChanged 1317
Deleted class 4: not enough members
Deleted class 12: not enough members
Iteration 4F: 16 clusters Score -40231.35 nChanged 1026
Iteration 5F: 16 clusters Score -41034.74 nChanged 659
Iteration 6F: 16 clusters Score -41264.78 nChanged 420
Deleted class 14: not enough members
Iteration 7Q: 15 clusters Score -41414.12 nChanged 420
Iteration 8Q: 15 clusters Score -41818.43 nChanged 350
Deleted class 17: not enough members
Iteration 9Q: 14 clusters Score -42067.86 nChanged 325
Iteration 10Q: 14 clusters Score -42306.88 nChanged 215
Iteration 11Q: 14 clusters Score -42286.73 nChanged 179
Iteration 12Q: 14 clusters Score -42269.89 nChanged 173
Iteration 13Q: 14 clusters Score -42235.22 nChanged 185
Iteration 14Q: 14 clusters Score -42204.01 nChanged 186
Iteration 15Q: 14 clusters Score -42202.86 nChanged 175
Iteration 16Q: 14 clusters Score -42220.96 nChanged 154
Iteration 17Q: 14 clusters Score -42223.4 nChanged 128
Iteration 18Q: 14 clusters Score -42231.36 nChanged 104
Iteration 19Q: 14 clusters Score -42229.74 nChanged 102
Iteration 20F: 14 clusters Score -42254.58 nChanged 117
Iteration 21Q: 14 clusters Score -42282.08 nChanged 117
Iteration 22Q: 14 clusters Score -42319.07 nChanged 132
Iteration 23Q: 14 clusters Score -42387.55 nChanged 125
Iteration 24Q: 14 clusters Score -42477.14 nChanged 83
Iteration 25Q: 14 clusters Score -42516.73 nChanged 64
Iteration 26Q: 14 clusters Score -42527.26 nChanged 53
Iteration 27Q: 14 clusters Score -42535.17 nChanged 55
Iteration 28Q: 14 clusters Score -42552.09 nChanged 43
Iteration 29Q: 14 clusters Score -42554.9 nChanged 54
Iteration 30Q: 14 clusters Score -42576.16 nChanged 54
Iteration 31Q: 14 clusters Score -42594.57 nChanged 44
Iteration 32Q: 14 clusters Score -42597.39 nChanged 42
Iteration 33Q: 14 clusters Score -42603.32 nChanged 42
Iteration 34Q: 14 clusters Score -42613.31 nChanged 40
Iteration 35Q: 14 clusters Score -42626.64 nChanged 40
Iteration 36Q: 14 clusters Score -42632.48 nChanged 39
Iteration 37Q: 14 clusters Score -42639.74 nChanged 51
Iteration 38Q: 14 clusters Score -42642.43 nChanged 45
Trying to split cluster 1 (1447 points)
Iteration 0F: 2 clusters Score -10568.49 nChanged 0
Iteration 0F: 3 clusters Score -9617.428 nChanged 650
Iteration 1F: 3 clusters Score -10173.06 nChanged 184
Deleted class 2: not enough members
Iteration 2F: 2 clusters Score -10388.1 nChanged 82
Iteration 3F: 2 clusters Score -10568.49 nChanged 0
Trying to split cluster 2 (208 points)
Iteration 0F: 2 clusters Score -2346.079 nChanged 0
Deleted class 2: not enough members
Iteration 0F: 2 clusters Score -2202.113 nChanged 97
Iteration 1F: 2 clusters Score -2346.079 nChanged 0
Trying to split cluster 3 (483 points)
Iteration 0F: 2 clusters Score -1594.597 nChanged 0
Iteration 0F: 3 clusters Score -1225.728 nChanged 233
Iteration 1F: 3 clusters Score -1343.275 nChanged 49
Iteration 2F: 3 clusters Score -1363.183 nChanged 19
Iteration 3Q: 3 clusters Score -1375.946 nChanged 21
Iteration 4Q: 3 clusters Score -1383.46 nChanged 21
Iteration 5Q: 3 clusters Score -1384.607 nChanged 12
Iteration 6Q: 3 clusters Score -1388.849 nChanged 9
Iteration 7Q: 3 clusters Score -1389.955 nChanged 12
Iteration 8Q: 3 clusters Score -1392.541 nChanged 7
Iteration 9Q: 3 clusters Score -1393.764 nChanged 11
Iteration 10Q: 3 clusters Score -1394.853 nChanged 15
Iteration 11Q: 3 clusters Score -1392.921 nChanged 11
Iteration 12Q: 3 clusters Score -1395.056 nChanged 11
Iteration 13Q: 3 clusters Score -1396.78 nChanged 8
Iteration 14Q: 3 clusters Score -1397.618 nChanged 6
Iteration 15Q: 3 clusters Score -1392.95 nChanged 5
Iteration 16Q: 3 clusters Score -1392.661 nChanged 11
Iteration 17Q: 3 clusters Score -1392.832 nChanged 14
Iteration 18Q: 3 clusters Score -1395.847 nChanged 17
Iteration 19Q: 3 clusters Score -1405.547 nChanged 21
Iteration 20F: 3 clusters Score -1414.487 nChanged 21
Iteration 21Q: 3 clusters Score -1426.287 nChanged 24
Deleted class 2: not enough members
Iteration 22Q: 2 clusters Score -1437.508 nChanged 96
Iteration 23F: 2 clusters Score -1594.597 nChanged 0
Trying to split cluster 5 (210 points)
Iteration 0F: 2 clusters Score -2038.141 nChanged 0
Iteration 0F: 3 clusters Score -1878.63 nChanged 85
Iteration 1F: 3 clusters Score -1923.818 nChanged 39
Deleted class 2: not enough members
Iteration 2F: 2 clusters Score -1789.17 nChanged 84
Iteration 3F: 2 clusters Score -2038.141 nChanged 0
Trying to split cluster 6 (699 points)
Iteration 0F: 2 clusters Score -3010.145 nChanged 0
Iteration 0F: 3 clusters Score -2505.652 nChanged 315
Iteration 1F: 3 clusters Score -2674.499 nChanged 92
Iteration 2F: 3 clusters Score -2725.266 nChanged 41
Iteration 3F: 3 clusters Score -2764.755 nChanged 45
Iteration 4F: 3 clusters Score -2801.073 nChanged 40
Iteration 5F: 3 clusters Score -2827.253 nChanged 38
Iteration 6F: 3 clusters Score -2843.465 nChanged 38
Iteration 7F: 3 clusters Score -2853.237 nChanged 27
Iteration 8Q: 3 clusters Score -2866.79 nChanged 20
Iteration 9Q: 3 clusters Score -2868.218 nChanged 19
Iteration 10Q: 3 clusters Score -2872.722 nChanged 11
Iteration 11Q: 3 clusters Score -2877.128 nChanged 11
Iteration 12Q: 3 clusters Score -2880.347 nChanged 13
Iteration 13Q: 3 clusters Score -2894.7 nChanged 14
Iteration 14Q: 3 clusters Score -2903.779 nChanged 11
Iteration 15Q: 3 clusters Score -2905.144 nChanged 8
Iteration 16Q: 3 clusters Score -2903.537 nChanged 7
Iteration 17Q: 3 clusters Score -2905.182 nChanged 7
Iteration 18Q: 3 clusters Score -2907.832 nChanged 10
Iteration 19Q: 3 clusters Score -2914.621 nChanged 13
Iteration 20F: 3 clusters Score -2920.853 nChanged 10
Deleted class 1: not enough members
Iteration 21Q: 2 clusters Score -2565.754 nChanged 92
Iteration 22F: 2 clusters Score -3010.145 nChanged 0
Splitting cluster 6 changes total score from -42642.433594 to -42646.097656
So it's getting split into cluster 4.
Trying to split cluster 7 (275 points)
Iteration 0F: 2 clusters Score -1751.447 nChanged 0
Iteration 0F: 3 clusters Score -1539.658 nChanged 108
Iteration 1F: 3 clusters Score -1584.759 nChanged 51
Deleted class 1: not enough members
Iteration 2F: 2 clusters Score -1655.976 nChanged 69
Iteration 3F: 2 clusters Score -1751.447 nChanged 0
Trying to split cluster 8 (1428 points)
Iteration 0F: 2 clusters Score -5226.105 nChanged 0
Iteration 0F: 3 clusters Score -4298.867 nChanged 654
Iteration 1F: 3 clusters Score -4701.791 nChanged 221
Iteration 2F: 3 clusters Score -4870.528 nChanged 105
Iteration 3F: 3 clusters Score -5037.465 nChanged 103
Iteration 4F: 3 clusters Score -5136.056 nChanged 66
Iteration 5Q: 3 clusters Score -5211.567 nChanged 32
Iteration 6Q: 3 clusters Score -5248.632 nChanged 18
Iteration 7Q: 3 clusters Score -5271.59 nChanged 14
Iteration 8Q: 3 clusters Score -5293.925 nChanged 14
Iteration 9Q: 3 clusters Score -5298.492 nChanged 5
Iteration 10Q: 3 clusters Score -5297.188 nChanged 0
Iteration 11F: 3 clusters Score -5297.188 nChanged 0
Splitting cluster 8 changes total score from -42642.433594 to -42689.980469
So it's getting split into cluster 6.
Trying to split cluster 9 (1097 points)
Iteration 0F: 2 clusters Score -10140.55 nChanged 0
Iteration 0F: 3 clusters Score -9458.188 nChanged 478
Iteration 1F: 3 clusters Score -9629.647 nChanged 206
Iteration 2F: 3 clusters Score -9802.086 nChanged 128
Iteration 3F: 3 clusters Score -9870.072 nChanged 74
Iteration 4F: 3 clusters Score -9854.715 nChanged 82
Iteration 5F: 3 clusters Score -9830.613 nChanged 89
Iteration 6F: 3 clusters Score -9800.605 nChanged 92
Iteration 7F: 3 clusters Score -9797.842 nChanged 100
Iteration 8F: 3 clusters Score -9815.242 nChanged 93
Iteration 9F: 3 clusters Score -9843.689 nChanged 89
Iteration 10F: 3 clusters Score -9888.33 nChanged 69
Iteration 11F: 3 clusters Score -9941.526 nChanged 69
Deleted class 2: not enough members
Iteration 12F: 2 clusters Score -10027.02 nChanged 67
Iteration 13F: 2 clusters Score -10140.55 nChanged 0
Trying to split cluster 11 (1665 points)
Iteration 0F: 2 clusters Score -12689.58 nChanged 0
Iteration 0F: 3 clusters Score -11616.58 nChanged 750
Iteration 1F: 3 clusters Score -11900.2 nChanged 323
Iteration 2F: 3 clusters Score -12087.43 nChanged 185
Iteration 3F: 3 clusters Score -12166.16 nChanged 153
Iteration 4F: 3 clusters Score -12287.04 nChanged 160
Iteration 5F: 3 clusters Score -12328.83 nChanged 139
Iteration 6F: 3 clusters Score -12393.88 nChanged 106
Iteration 7F: 3 clusters Score -12440.4 nChanged 89
Iteration 8F: 3 clusters Score -12477.38 nChanged 76
Iteration 9Q: 3 clusters Score -12509.14 nChanged 70
Iteration 10Q: 3 clusters Score -12572.24 nChanged 29
Deleted class 2: not enough members
Iteration 11Q: 2 clusters Score -12530.72 nChanged 79
Iteration 12Q: 2 clusters Score -12689.58 nChanged 0
Iteration 13F: 2 clusters Score -12689.58 nChanged 0
Trying to split cluster 13 (378 points)
Iteration 0F: 2 clusters Score -6501.253 nChanged 0
Iteration 0F: 3 clusters Score -6258.672 nChanged 142
Iteration 1F: 3 clusters Score -6349.503 nChanged 60
Iteration 2F: 3 clusters Score -6461.188 nChanged 41
Iteration 3F: 3 clusters Score -6453.711 nChanged 35
Iteration 4F: 3 clusters Score -6443.322 nChanged 19
Iteration 5F: 3 clusters Score -6434.401 nChanged 14
Iteration 6Q: 3 clusters Score -6438.283 nChanged 6
Iteration 7Q: 3 clusters Score -6448.186 nChanged 5
Iteration 8Q: 3 clusters Score -6452.558 nChanged 2
Iteration 9Q: 3 clusters Score -6454.334 nChanged 3
Iteration 10Q: 3 clusters Score -6455.224 nChanged 2
Iteration 11Q: 3 clusters Score -6454.786 nChanged 1
Iteration 12Q: 3 clusters Score -6454.683 nChanged 0
Iteration 13F: 3 clusters Score -6454.683 nChanged 0
Trying to split cluster 15 (504 points)
Iteration 0F: 2 clusters Score -3004.353 nChanged 0
Iteration 0F: 3 clusters Score -2698.094 nChanged 220
Iteration 1F: 3 clusters Score -2808.891 nChanged 101
Iteration 2F: 3 clusters Score -2920.025 nChanged 33
Deleted class 2: not enough members
Iteration 3F: 2 clusters Score -2820.285 nChanged 74
Iteration 4F: 2 clusters Score -3004.353 nChanged 0
Trying to split cluster 16 (1210 points)
Iteration 0F: 2 clusters Score -4562.307 nChanged 0
Iteration 0F: 3 clusters Score -3780.7 nChanged 518
Iteration 1F: 3 clusters Score -4249.514 nChanged 160
Iteration 2F: 3 clusters Score -4412.955 nChanged 43
Iteration 3Q: 3 clusters Score -4456.048 nChanged 14
Iteration 4Q: 3 clusters Score -4468.69 nChanged 4
Iteration 5Q: 3 clusters Score -4471.829 nChanged 0
Iteration 6F: 3 clusters Score -4471.829 nChanged 0
Trying to split cluster 18 (344 points)
Iteration 0F: 2 clusters Score -3367.34 nChanged 0
Iteration 0F: 3 clusters Score -3154.605 nChanged 134
Iteration 1F: 3 clusters Score -3297.527 nChanged 25
Iteration 2F: 3 clusters Score -3321.86 nChanged 17
Iteration 3Q: 3 clusters Score -3352.058 nChanged 12
Iteration 4Q: 3 clusters Score -3370.016 nChanged 15
Iteration 5Q: 3 clusters Score -3371.676 nChanged 9
Iteration 6Q: 3 clusters Score -3379.775 nChanged 13
Iteration 7Q: 3 clusters Score -3370.249 nChanged 9
Iteration 8Q: 3 clusters Score -3361.648 nChanged 12
Iteration 9Q: 3 clusters Score -3352.883 nChanged 11
Iteration 10Q: 3 clusters Score -3351.202 nChanged 9
Iteration 11Q: 3 clusters Score -3348.106 nChanged 7
Iteration 12Q: 3 clusters Score -3356.33 nChanged 7
Iteration 13Q: 3 clusters Score -3351.674 nChanged 3
Iteration 14Q: 3 clusters Score -3355.873 nChanged 5
Iteration 15Q: 3 clusters Score -3356.742 nChanged 3
Iteration 16Q: 3 clusters Score -3354.12 nChanged 3
Iteration 17Q: 3 clusters Score -3356.998 nChanged 4
Iteration 18Q: 3 clusters Score -3357.591 nChanged 4
Iteration 19Q: 3 clusters Score -3355.432 nChanged 1
Iteration 20F: 3 clusters Score -3353.539 nChanged 1
Deleted class 1: not enough members
Iteration 21Q: 2 clusters Score -3291.283 nChanged 97
Iteration 22F: 2 clusters Score -3367.34 nChanged 0
Iteration 39Q: 15 clusters Score -42713.93 nChanged 99
Iteration 40F: 15 clusters Score -42718.81 nChanged 68
Iteration 41Q: 15 clusters Score -42728.68 nChanged 51
Iteration 42Q: 15 clusters Score -42727.59 nChanged 47
Iteration 43Q: 15 clusters Score -42736.5 nChanged 27
Iteration 44Q: 15 clusters Score -42746.54 nChanged 27
Iteration 45Q: 15 clusters Score -42744.42 nChanged 21
Iteration 46Q: 15 clusters Score -42756.65 nChanged 15
Iteration 47Q: 15 clusters Score -42757.93 nChanged 8
Iteration 48Q: 15 clusters Score -42765.25 nChanged 8
Iteration 49Q: 15 clusters Score -42767.33 nChanged 8
Iteration 50Q: 15 clusters Score -42768.72 nChanged 4
Iteration 51Q: 15 clusters Score -42772.31 nChanged 4
Iteration 52Q: 15 clusters Score -42772.11 nChanged 3
Iteration 53Q: 15 clusters Score -42771.4 nChanged 4
Iteration 54Q: 15 clusters Score -42774.35 nChanged 4
Iteration 55Q: 15 clusters Score -42777.74 nChanged 3
Iteration 56Q: 15 clusters Score -42778.57 nChanged 2
Iteration 57Q: 15 clusters Score -42780.27 nChanged 1
Iteration 58Q: 15 clusters Score -42781.11 nChanged 3
Iteration 59Q: 15 clusters Score -42780.98 nChanged 1
Iteration 60F: 15 clusters Score -42782.32 nChanged 1
Iteration 61Q: 15 clusters Score -42782.47 nChanged 1
Iteration 62Q: 15 clusters Score -42783.81 nChanged 0
Iteration 63F: 15 clusters Score -42783.81 nChanged 0
Trying to split cluster 1 (1427 points)
Iteration 0F: 2 clusters Score -10737.57 nChanged 0
Iteration 0F: 3 clusters Score -9789.631 nChanged 611
Iteration 1F: 3 clusters Score -10045.63 nChanged 244
Iteration 2F: 3 clusters Score -10183.48 nChanged 126
Iteration 3F: 3 clusters Score -10262.63 nChanged 70
Iteration 4Q: 3 clusters Score -10298.73 nChanged 66
Iteration 5Q: 3 clusters Score -10326.13 nChanged 33
Iteration 6Q: 3 clusters Score -10347.45 nChanged 34
Iteration 7Q: 3 clusters Score -10359.57 nChanged 23
Iteration 8Q: 3 clusters Score -10366.86 nChanged 29
Iteration 9Q: 3 clusters Score -10379.95 nChanged 17
Iteration 10Q: 3 clusters Score -10389.38 nChanged 15
Iteration 11Q: 3 clusters Score -10395.91 nChanged 25
Iteration 12Q: 3 clusters Score -10408.37 nChanged 28
Iteration 13Q: 3 clusters Score -10414.39 nChanged 26
Iteration 14Q: 3 clusters Score -10423.72 nChanged 33
Iteration 15Q: 3 clusters Score -10428.64 nChanged 31
Iteration 16Q: 3 clusters Score -10429.52 nChanged 35
Iteration 17Q: 3 clusters Score -10434.47 nChanged 28
Iteration 18Q: 3 clusters Score -10444.54 nChanged 31
Iteration 19Q: 3 clusters Score -10456.03 nChanged 30
Iteration 20F: 3 clusters Score -10471.93 nChanged 33
Iteration 21Q: 3 clusters Score -10497.68 nChanged 31
Iteration 22Q: 3 clusters Score -10509.4 nChanged 23
Iteration 23Q: 3 clusters Score -10526.66 nChanged 26
Iteration 24Q: 3 clusters Score -10555.91 nChanged 33
Iteration 25Q: 3 clusters Score -10598.23 nChanged 18
Deleted class 1: not enough members
Iteration 26Q: 2 clusters Score -10518.58 nChanged 83
Iteration 27F: 2 clusters Score -10737.56 nChanged 0
Trying to split cluster 2 (208 points)
Iteration 0F: 2 clusters Score -2346.079 nChanged 0
Iteration 0F: 3 clusters Score -2187.679 nChanged 67
Deleted class 2: not enough members
Iteration 1F: 2 clusters Score -2080.622 nChanged 86
Iteration 2F: 2 clusters Score -2346.079 nChanged 0
Trying to split cluster 3 (502 points)
Iteration 0F: 2 clusters Score -1653.923 nChanged 0
Iteration 0F: 3 clusters Score -1260.999 nChanged 226
Iteration 1F: 3 clusters Score -1378.115 nChanged 84
Iteration 2F: 3 clusters Score -1433.411 nChanged 48
Iteration 3F: 3 clusters Score -1467.503 nChanged 53
Deleted class 1: not enough members
Iteration 4F: 2 clusters Score -1567.402 nChanged 58
Iteration 5F: 2 clusters Score -1653.923 nChanged 0
Trying to split cluster 4 (729 points)
Iteration 0F: 2 clusters Score -3121.947 nChanged 0
Iteration 0F: 3 clusters Score -2610.358 nChanged 330
Iteration 1F: 3 clusters Score -2906.428 nChanged 73
Iteration 2F: 3 clusters Score -2952.847 nChanged 15
Iteration 3Q: 3 clusters Score -2957.33 nChanged 7
Iteration 4Q: 3 clusters Score -2955.776 nChanged 4
Iteration 5Q: 3 clusters Score -2954.923 nChanged 2
Iteration 6Q: 3 clusters Score -2954.6 nChanged 3
Iteration 7Q: 3 clusters Score -2954.716 nChanged 3
Iteration 8Q: 3 clusters Score -2954.556 nChanged 4
Iteration 9Q: 3 clusters Score -2952.062 nChanged 4
Iteration 10Q: 3 clusters Score -2952.812 nChanged 6
Iteration 11Q: 3 clusters Score -2954.102 nChanged 4
Iteration 12Q: 3 clusters Score -2953.793 nChanged 4
Iteration 13Q: 3 clusters Score -2953.934 nChanged 4
Iteration 14Q: 3 clusters Score -2952.575 nChanged 1
Iteration 15Q: 3 clusters Score -2951.484 nChanged 1
Iteration 16Q: 3 clusters Score -2951.332 nChanged 1
Iteration 17Q: 3 clusters Score -2950.443 nChanged 1
Iteration 18Q: 3 clusters Score -2949.19 nChanged 2
Iteration 19Q: 3 clusters Score -2948.203 nChanged 2
Iteration 20F: 3 clusters Score -2947.273 nChanged 1
Iteration 21Q: 3 clusters Score -2947.836 nChanged 0
Iteration 22F: 3 clusters Score -2947.836 nChanged 0
Trying to split cluster 5 (145 points)
Iteration 0F: 2 clusters Score -1517.207 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 145
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 6 (1145 points)
Iteration 0F: 2 clusters Score -4343.142 nChanged 0
Iteration 0F: 3 clusters Score -3542.583 nChanged 537
Iteration 1F: 3 clusters Score -3709.608 nChanged 167
Iteration 2F: 3 clusters Score -3810.667 nChanged 114
Iteration 3F: 3 clusters Score -3874.425 nChanged 89
Iteration 4F: 3 clusters Score -3906.331 nChanged 70
Iteration 5F: 3 clusters Score -3945.063 nChanged 76
Iteration 6F: 3 clusters Score -3998.777 nChanged 67
Iteration 7F: 3 clusters Score -4054.557 nChanged 50
Iteration 8Q: 3 clusters Score -4087.038 nChanged 37
Iteration 9Q: 3 clusters Score -4109.174 nChanged 28
Iteration 10Q: 3 clusters Score -4128.102 nChanged 22
Iteration 11Q: 3 clusters Score -4136.368 nChanged 19
Iteration 12Q: 3 clusters Score -4141.888 nChanged 20
Iteration 13Q: 3 clusters Score -4156.163 nChanged 16
Iteration 14Q: 3 clusters Score -4161.997 nChanged 7
Iteration 15Q: 3 clusters Score -4167.218 nChanged 4
Iteration 16Q: 3 clusters Score -4167.925 nChanged 1
Iteration 17Q: 3 clusters Score -4168.521 nChanged 0
Iteration 18F: 3 clusters Score -4168.521 nChanged 0
Trying to split cluster 7 (248 points)
Iteration 0F: 2 clusters Score -1632.847 nChanged 0
Iteration 0F: 3 clusters Score -1447.863 nChanged 97
Deleted class 1: not enough members
Iteration 1F: 2 clusters Score -1373.944 nChanged 76
Iteration 2F: 2 clusters Score -1632.847 nChanged 0
Trying to split cluster 8 (220 points)
Iteration 0F: 2 clusters Score -1453.241 nChanged 0
Iteration 0F: 3 clusters Score -1289.556 nChanged 77
Deleted class 1: not enough members
Iteration 1F: 2 clusters Score -1296.5 nChanged 74
Iteration 2F: 2 clusters Score -1453.241 nChanged 0
Splitting cluster 8 changes total score from -42783.808594 to -42783.808594
So it's not getting split.
Trying to split cluster 9 (1188 points)
Iteration 0F: 2 clusters Score -10439.92 nChanged 0
Iteration 0F: 3 clusters Score -9670.444 nChanged 508
Iteration 1F: 3 clusters Score -9853.276 nChanged 216
Iteration 2F: 3 clusters Score -9988.284 nChanged 135
Iteration 3F: 3 clusters Score -10064.31 nChanged 115
Iteration 4F: 3 clusters Score -10145.17 nChanged 81
Iteration 5F: 3 clusters Score -10210.67 nChanged 57
Iteration 6Q: 3 clusters Score -10273.76 nChanged 44
Deleted class 1: not enough members
Iteration 7Q: 2 clusters Score -10203.6 nChanged 80
Iteration 8F: 2 clusters Score -10439.92 nChanged 0
Trying to split cluster 11 (1675 points)
Iteration 0F: 2 clusters Score -12535.84 nChanged 0
Iteration 0F: 3 clusters Score -11457.37 nChanged 746
Iteration 1F: 3 clusters Score -11843.57 nChanged 381
Iteration 2F: 3 clusters Score -12047.34 nChanged 184
Iteration 3F: 3 clusters Score -12118.62 nChanged 187
Iteration 4F: 3 clusters Score -12211.43 nChanged 166
Iteration 5F: 3 clusters Score -12270.81 nChanged 114
Iteration 6F: 3 clusters Score -12294.41 nChanged 91
Iteration 7F: 3 clusters Score -12308.78 nChanged 78
Iteration 8Q: 3 clusters Score -12331.09 nChanged 67
Iteration 9Q: 3 clusters Score -12350.69 nChanged 58
Iteration 10Q: 3 clusters Score -12374.04 nChanged 44
Iteration 11Q: 3 clusters Score -12389.14 nChanged 50
Deleted class 2: not enough members
Iteration 12Q: 2 clusters Score -12344.31 nChanged 97
Iteration 13F: 2 clusters Score -12535.84 nChanged 0
Trying to split cluster 13 (410 points)
Iteration 0F: 2 clusters Score -6835.658 nChanged 0
Iteration 0F: 3 clusters Score -6591.633 nChanged 125
Iteration 1F: 3 clusters Score -6656.023 nChanged 52
Iteration 2F: 3 clusters Score -6688.655 nChanged 38
Iteration 3F: 3 clusters Score -6683.96 nChanged 36
Iteration 4F: 3 clusters Score -6707.911 nChanged 23
Iteration 5F: 3 clusters Score -6720.124 nChanged 20
Iteration 6Q: 3 clusters Score -6720.011 nChanged 29
Iteration 7F: 3 clusters Score -6722.148 nChanged 22
Iteration 8F: 3 clusters Score -6731.186 nChanged 22
Iteration 9F: 3 clusters Score -6748.61 nChanged 13
Iteration 10Q: 3 clusters Score -6758.03 nChanged 6
Iteration 11Q: 3 clusters Score -6764.1 nChanged 7
Iteration 12Q: 3 clusters Score -6771.898 nChanged 4
Iteration 13Q: 3 clusters Score -6773.754 nChanged 1
Iteration 14Q: 3 clusters Score -6770.868 nChanged 1
Iteration 15Q: 3 clusters Score -6770.146 nChanged 1
Iteration 16Q: 3 clusters Score -6768.896 nChanged 0
Iteration 17F: 3 clusters Score -6768.896 nChanged 0
Trying to split cluster 15 (511 points)
Iteration 0F: 2 clusters Score -2982.115 nChanged 0
Iteration 0F: 3 clusters Score -2668.75 nChanged 217
Iteration 1F: 3 clusters Score -2739.683 nChanged 86
Iteration 2F: 3 clusters Score -2780.942 nChanged 39
Iteration 3F: 3 clusters Score -2793.009 nChanged 20
Iteration 4Q: 3 clusters Score -2796.922 nChanged 20
Iteration 5Q: 3 clusters Score -2804.805 nChanged 9
Iteration 6Q: 3 clusters Score -2801.15 nChanged 3
Iteration 7Q: 3 clusters Score -2802.08 nChanged 1
Iteration 8Q: 3 clusters Score -2804.473 nChanged 1
Iteration 9Q: 3 clusters Score -2803.354 nChanged 1
Iteration 10Q: 3 clusters Score -2802.328 nChanged 1
Iteration 11Q: 3 clusters Score -2802.06 nChanged 0
Iteration 12F: 3 clusters Score -2802.06 nChanged 0
Trying to split cluster 16 (1245 points)
Iteration 0F: 2 clusters Score -4671.543 nChanged 0
Iteration 0F: 3 clusters Score -3881.31 nChanged 562
Iteration 1F: 3 clusters Score -4339.59 nChanged 167
Iteration 2F: 3 clusters Score -4472.708 nChanged 58
Iteration 3Q: 3 clusters Score -4503.184 nChanged 38
Iteration 4Q: 3 clusters Score -4503.621 nChanged 37
Iteration 5Q: 3 clusters Score -4513.606 nChanged 35
Iteration 6Q: 3 clusters Score -4534.423 nChanged 27
Iteration 7Q: 3 clusters Score -4554.71 nChanged 12
Iteration 8Q: 3 clusters Score -4565.961 nChanged 5
Iteration 9Q: 3 clusters Score -4570.383 nChanged 1
Iteration 10Q: 3 clusters Score -4570.76 nChanged 1
Iteration 11Q: 3 clusters Score -4571.31 nChanged 0
Iteration 12F: 3 clusters Score -4571.31 nChanged 0
Trying to split cluster 18 (301 points)
Iteration 0F: 2 clusters Score -3177.08 nChanged 0
Iteration 0F: 3 clusters Score -2970.635 nChanged 113
Iteration 1F: 3 clusters Score -3018.958 nChanged 51
Iteration 2F: 3 clusters Score -3072.462 nChanged 38
Deleted class 2: not enough members
Iteration 3F: 2 clusters Score -2716.136 nChanged 95
Iteration 4F: 2 clusters Score -3177.08 nChanged 0
20->15 Clusters: Score -42783.808594, best is 100000003318135351409612647563264.000000
THE BEST YET!
That took 15.844001 seconds.
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