FileBase PeterP-2014-03-27_dataset1 ElecNo 11 UseFeatures DropLastNFeatures 0 UseDistributional 1 MaskStarts 300 MinClusters 100 MaxClusters 110 MaxPossibleClusters 500 nStarts 1 StartCluFile SplitEvery 100 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 10 MaxIter 10000 RandomSeed 654 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 1 SaveCovarianceMeans 0 UseMaskedInitialConditions 1 AssignToFirstClosestMask 1 RamLimitGB 0.000000 help 0 help 0 Setting RAM limit to total physical memory, 16.00 GB. WARNING: Not all physical memory will be available, but on Macs it is not possible to get the available physical memory. ------------------------------------------------------------------------- Using Distributional EM with Maskstarts NOTE: Maskstarts overides above values of MinClusters and MaxClusters MinClusters = 300 MaxClusters = 300 This run is expected to use between 0.29 and 0.44 GB of RAM. Memory request: 0.15 GB would take us to total of 0.15 GB. ---------------------------------------------------------- Loaded 31679 data points of dimension 25. MEMO: A lower score indicates a better clustering Masked EM: Computing Noise Means and Variances ----------------------------------------- Starting from 300 clusters... ------ Clustering full data set of 31679 points ------ Starting initial clusters from distinct float masks Not enough masks (152) to generate starting clusters (300), so starting with (153) clusters instead. Assigned 153 initial classes from 152 unique masks. Deleting Class 22 (3 points): Lose 4.676887 but Gain 1679.208956 Iteration 0F (3.163157 sec): 152 clusters Score: Raw -1692898.912727 + Penalty 123832.861641 = -1569066.051086 nChanged 2619 Deleting Class 72 (1 points): Lose 5.240616 but Gain 1675.147590 Iteration 1F (4.804371 sec): 113 clusters Score: Raw -1697440.965728 + Penalty 96885.494382 = -1600555.471346 nChanged 837 Deleting Class 47 (1 points): Lose 5.214937 but Gain 1681.750921 Iteration 2Q (4.971687 sec): 94 clusters Score: Raw -1699028.852789 + Penalty 86277.323315 = -1612751.529474 nChanged 440 Deleting Class 28 (1 points): Lose 2.956903 but Gain 1671.823944 Iteration 3Q (5.108162 sec): 87 clusters Score: Raw -1699540.862144 + Penalty 80769.488502 = -1618771.373641 nChanged 240 Deleting Class 120 (1 points): Lose 6.984299 but Gain 1659.045064 Iteration 4Q (5.234146 sec): 83 clusters Score: Raw -1699792.354940 + Penalty 78237.427528 = -1621554.927412 nChanged 148 Deleting Class 57 (5 points): Lose 38.917334 but Gain 1669.884516 Iteration 5Q (5.351741 sec): 81 clusters Score: Raw -1699914.865028 + Penalty 76625.654061 = -1623289.210967 nChanged 107 Deleting Class 3 (4 points): Lose 18.136418 but Gain 1647.008880 Iteration 6Q (5.467327 sec): 80 clusters Score: Raw -1699984.315844 + Penalty 75040.144994 = -1624944.170850 nChanged 55 Deleting Class 13 (6 points): Lose 79.261117 but Gain 1642.385143 Iteration 7Q (5.577979 sec): 79 clusters Score: Raw -1699936.378888 + Penalty 73413.137197 = -1626523.241691 nChanged 34 Deleting Class 43 (5 points): Lose 28.741026 but Gain 1486.885026 Iteration 8Q (5.687248 sec): 78 clusters Score: Raw -1699944.227847 + Penalty 71978.352665 = -1627965.875182 nChanged 26 Deleting Class 66 (4 points): Lose 13.490069 but Gain 1471.190555 Iteration 9Q (5.795098 sec): 77 clusters Score: Raw -1699954.649281 + Penalty 70503.841511 = -1629450.807770 nChanged 33 Deleting Class 59 (4 points): Lose 13.883453 but Gain 1465.492315 Iteration 10F (6.908988 sec): 76 clusters Score: Raw -1700038.575511 + Penalty 69197.921154 = -1630840.654357 nChanged 54 Deleting Class 61 (1 points): Lose 9.551928 but Gain 1443.844117 Iteration 11Q (7.019848 sec): 75 clusters Score: Raw -1700219.695888 + Penalty 67862.638161 = -1632357.057727 nChanged 39 Deleting Class 112 (1 points): Lose 1.763930 but Gain 1422.713197 Iteration 12Q (7.128038 sec): 74 clusters Score: Raw -1700319.755449 + Penalty 66543.463598 = -1633776.291851 nChanged 32 Deleting Class 83 (3 points): Lose 10.670185 but Gain 1416.774181 Iteration 13Q (7.235969 sec): 73 clusters Score: Raw -1700371.380363 + Penalty 65096.041738 = -1635275.338624 nChanged 18 Deleting Class 35 (8 points): Lose 73.774047 but Gain 1435.355094 Iteration 14Q (7.344332 sec): 72 clusters Score: Raw -1700335.900429 + Penalty 63639.126190 = -1636696.774239 nChanged 21 Deleting Class 136 (1 points): Lose 19.531634 but Gain 1378.047130 Iteration 15Q (7.452134 sec): 71 clusters Score: Raw -1700374.449008 + Penalty 62276.947199 = -1638097.501808 nChanged 14 Deleting Class 84 (3 points): Lose 15.363631 but Gain 1325.188487 Iteration 16Q (7.558122 sec): 70 clusters Score: Raw -1700397.712756 + Penalty 60977.748398 = -1639419.964358 nChanged 15 Deleting Class 10 (4 points): Lose 26.372443 but Gain 1313.729289 Iteration 17Q (7.662482 sec): 69 clusters Score: Raw -1700396.670507 + Penalty 59676.464252 = -1640720.206254 nChanged 7 Deleting Class 73 (1 points): Lose 9.623426 but Gain 1256.912349 Iteration 18Q (7.766696 sec): 68 clusters Score: Raw -1700397.918832 + Penalty 58431.482908 = -1641966.435923 nChanged 5 Deleting Class 78 (2 points): Lose 14.831667 but Gain 1246.941215 Iteration 19Q (7.870543 sec): 67 clusters Score: Raw -1700392.412872 + Penalty 57183.969025 = -1643208.443848 nChanged 5 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -1700392.412872 + Penalty 57183.969025 = -1643208.443848Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 1 (4263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7.999532 sec): 2 clusters Score: Raw -307914.623368 + Penalty 1358.116423 = -306556.506944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.007366 sec): 3 clusters Score: Raw -304629.932096 + Penalty 2716.232259 = -301913.699837 nChanged 1790 SP:Iteration 1F (8.015022 sec): 3 clusters Score: Raw -307416.718023 + Penalty 2716.229552 = -304700.488470 nChanged 885 SP:Iteration 2F (8.022715 sec): 3 clusters Score: Raw -310006.117944 + Penalty 2716.229438 = -307289.888506 nChanged 550 SP:Iteration 3F (8.030583 sec): 3 clusters Score: Raw -311569.537391 + Penalty 2716.232035 = -308853.305356 nChanged 288 SP:Iteration 4F (8.038181 sec): 3 clusters Score: Raw -312153.883467 + Penalty 2716.232226 = -309437.651241 nChanged 143 SP:Iteration 5Q (8.045054 sec): 3 clusters Score: Raw -312281.657805 + Penalty 2716.232806 = -309565.424999 nChanged 63 SP:Iteration 6Q (8.051993 sec): 3 clusters Score: Raw -312328.840542 + Penalty 2716.232934 = -309612.607608 nChanged 26 SP:Iteration 7Q (8.058937 sec): 3 clusters Score: Raw -312352.419035 + Penalty 2716.232978 = -309636.186057 nChanged 20 SP:Iteration 8Q (8.065779 sec): 3 clusters Score: Raw -312370.956551 + Penalty 2716.232696 = -309654.723854 nChanged 16 SP:Iteration 9Q (8.072609 sec): 3 clusters Score: Raw -312385.345355 + Penalty 2716.232763 = -309669.112593 nChanged 13 SP:Iteration 10F (8.080214 sec): 3 clusters Score: Raw -312397.057983 + Penalty 2716.232831 = -309680.825153 nChanged 14 SP:Iteration 11Q (8.087132 sec): 3 clusters Score: Raw -312408.328916 + Penalty 2716.232904 = -309692.096011 nChanged 16 SP:Iteration 12Q (8.094024 sec): 3 clusters Score: Raw -312422.230513 + Penalty 2716.232969 = -309705.997543 nChanged 15 SP:Iteration 13Q (8.101069 sec): 3 clusters Score: Raw -312434.524569 + Penalty 2716.233031 = -309718.291539 nChanged 15 SP:Iteration 14Q (8.107991 sec): 3 clusters Score: Raw -312445.539701 + Penalty 2716.233088 = -309729.306613 nChanged 15 SP:Iteration 15Q (8.114854 sec): 3 clusters Score: Raw -312456.371293 + Penalty 2716.233136 = -309740.138157 nChanged 13 SP:Iteration 16Q (8.121710 sec): 3 clusters Score: Raw -312465.802494 + Penalty 2716.233170 = -309749.569324 nChanged 10 SP:Iteration 17Q (8.128750 sec): 3 clusters Score: Raw -312473.607918 + Penalty 2716.232943 = -309757.374974 nChanged 13 SP:Iteration 18Q (8.135994 sec): 3 clusters Score: Raw -312482.882042 + Penalty 2716.233001 = -309766.649041 nChanged 16 SP:Iteration 19Q (8.142989 sec): 3 clusters Score: Raw -312493.939737 + Penalty 2716.233018 = -309777.706720 nChanged 5 SP:Iteration 20F (8.150605 sec): 3 clusters Score: Raw -312496.747322 + Penalty 2716.233024 = -309780.514298 nChanged 2 SP:Iteration 21Q (8.157510 sec): 3 clusters Score: Raw -312498.042028 + Penalty 2716.233038 = -309781.808990 nChanged 4 SP:Iteration 22Q (8.164474 sec): 3 clusters Score: Raw -312500.200048 + Penalty 2716.233060 = -309783.966988 nChanged 7 SP:Iteration 23Q (8.171414 sec): 3 clusters Score: Raw -312504.758899 + Penalty 2716.233073 = -309788.525826 nChanged 4 SP:Iteration 24Q (8.178320 sec): 3 clusters Score: Raw -312508.092119 + Penalty 2716.233079 = -309791.859040 nChanged 2 SP:Iteration 25Q (8.185340 sec): 3 clusters Score: Raw -312509.342409 + Penalty 2716.233092 = -309793.109317 nChanged 4 SP:Iteration 26Q (8.192254 sec): 3 clusters Score: Raw -312511.787036 + Penalty 2716.233118 = -309795.553917 nChanged 9 SP:Iteration 27Q (8.199327 sec): 3 clusters Score: Raw -312517.428591 + Penalty 2716.233149 = -309801.195442 nChanged 11 SP:Iteration 28Q (8.206327 sec): 3 clusters Score: Raw -312523.953672 + Penalty 2716.233168 = -309807.720503 nChanged 7 SP:Iteration 29Q (8.213327 sec): 3 clusters Score: Raw -312528.169346 + Penalty 2716.233184 = -309811.936162 nChanged 6 SP:Iteration 30F (8.221033 sec): 3 clusters Score: Raw -312531.718248 + Penalty 2716.233191 = -309815.485056 nChanged 3 SP:Iteration 31Q (8.228682 sec): 3 clusters Score: Raw -312533.298472 + Penalty 2716.233204 = -309817.065268 nChanged 5 SP:Iteration 32Q (8.235942 sec): 3 clusters Score: Raw -312536.450297 + Penalty 2716.233223 = -309820.217074 nChanged 8 SP:Iteration 33Q (8.243023 sec): 3 clusters Score: Raw -312541.939194 + Penalty 2716.233234 = -309825.705960 nChanged 5 SP:Iteration 34Q (8.250090 sec): 3 clusters Score: Raw -312544.811141 + Penalty 2716.233243 = -309828.577898 nChanged 4 SP:Iteration 35Q (8.257083 sec): 3 clusters Score: Raw -312546.743560 + Penalty 2716.233245 = -309830.510315 nChanged 1 SP:Iteration 36Q (8.264077 sec): 3 clusters Score: Raw -312547.480874 + Penalty 2716.233245 = -309831.247629 nChanged 0 SP:Iteration 37F (8.271935 sec): 3 clusters Score: Raw -312547.480874 + Penalty 2716.233245 = -309831.247629 nChanged 0 Score: Raw -1727469.455446 + Penalty 58868.005616 = -1668601.449830 Splitting cluster 1 changes total score from -1643208.443848 to -1668601.449830 So it's getting split into cluster 3. Memory request: 0.03 GB would take us to total of 0.32 GB. Trying to split cluster 2 (5280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9.281253 sec): 2 clusters Score: Raw -262331.676777 + Penalty 258.661547 = -262073.015231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9.290878 sec): 3 clusters Score: Raw -258838.454088 + Penalty 541.232476 = -258297.221612 nChanged 2515 SP:Iteration 1F (9.300203 sec): 3 clusters Score: Raw -263494.386740 + Penalty 530.265149 = -262964.121592 nChanged 666 SP:Iteration 2F (9.309942 sec): 3 clusters Score: Raw -264053.675534 + Penalty 524.787826 = -263528.887708 nChanged 200 SP:Iteration 3Q (9.319141 sec): 3 clusters Score: Raw -264157.631031 + Penalty 521.653976 = -263635.977054 nChanged 83 SP:Iteration 4Q (9.328333 sec): 3 clusters Score: Raw -264193.103387 + Penalty 518.729681 = -263674.373705 nChanged 37 SP:Iteration 5Q (9.337505 sec): 3 clusters Score: Raw -264204.848504 + Penalty 515.661886 = -263689.186618 nChanged 20 SP:Iteration 6Q (9.346655 sec): 3 clusters Score: Raw -264207.917388 + Penalty 514.784549 = -263693.132840 nChanged 8 SP:Iteration 7Q (9.356024 sec): 3 clusters Score: Raw -264210.519950 + Penalty 514.530883 = -263695.989066 nChanged 6 SP:Iteration 8Q (9.365495 sec): 3 clusters Score: Raw -264211.541662 + Penalty 514.773487 = -263696.768175 nChanged 10 SP:Iteration 9Q (9.374580 sec): 3 clusters Score: Raw -264213.807022 + Penalty 515.489684 = -263698.317337 nChanged 10 SP:Iteration 10F (9.383885 sec): 3 clusters Score: Raw -264218.214493 + Penalty 515.976502 = -263702.237991 nChanged 9 SP:Iteration 11Q (9.392905 sec): 3 clusters Score: Raw -264221.405887 + Penalty 516.899186 = -263704.506701 nChanged 7 SP:Iteration 12Q (9.401843 sec): 3 clusters Score: Raw -264220.979616 + Penalty 516.834561 = -263704.145055 nChanged 4 SP:Iteration 13F (9.411223 sec): 3 clusters Score: Raw -264221.056634 + Penalty 517.374327 = -263703.682308 nChanged 4 SP:Iteration 14F (9.420646 sec): 3 clusters Score: Raw -264221.046488 + Penalty 517.783511 = -263703.262976 nChanged 3 SP:Iteration 15F (9.429940 sec): 3 clusters Score: Raw -264220.502849 + Penalty 518.058400 = -263702.444450 nChanged 2 SP:Iteration 16F (9.439228 sec): 3 clusters Score: Raw -264220.216651 + Penalty 518.058400 = -263702.158251 nChanged 0 Score: Raw -1729357.997004 + Penalty 59181.623870 = -1670176.373134 Splitting cluster 2 changes total score from -1643208.443848 to -1670176.373134 So it's getting split into cluster 10. Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 4 (3711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10.443437 sec): 2 clusters Score: Raw -223432.066775 + Penalty 698.673413 = -222733.393362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10.450213 sec): 3 clusters Score: Raw -220688.038085 + Penalty 1389.589849 = -219298.448236 nChanged 1674 SP:Iteration 1F (10.456807 sec): 3 clusters Score: Raw -222980.846647 + Penalty 1387.173151 = -221593.673495 nChanged 631 SP:Iteration 2F (10.463371 sec): 3 clusters Score: Raw -223755.014299 + Penalty 1387.258407 = -222367.755891 nChanged 313 SP:Iteration 3F (10.469931 sec): 3 clusters Score: Raw -224011.605378 + Penalty 1381.123014 = -222630.482364 nChanged 154 SP:Iteration 4Q (10.476207 sec): 3 clusters Score: Raw -224115.997558 + Penalty 1376.390449 = -222739.607109 nChanged 86 SP:Iteration 5Q (10.482408 sec): 3 clusters Score: Raw -224168.283666 + Penalty 1372.863169 = -222795.420498 nChanged 39 SP:Iteration 6Q (10.488656 sec): 3 clusters Score: Raw -224181.387704 + Penalty 1376.057494 = -222805.330211 nChanged 23 SP:Iteration 7Q (10.494639 sec): 3 clusters Score: Raw -224204.778249 + Penalty 1373.824356 = -222830.953893 nChanged 16 SP:Iteration 8Q (10.500517 sec): 3 clusters Score: Raw -224213.100982 + Penalty 1373.234279 = -222839.866703 nChanged 10 SP:Iteration 9Q (10.506287 sec): 3 clusters Score: Raw -224224.793737 + Penalty 1370.815412 = -222853.978325 nChanged 14 SP:Iteration 10F (10.512878 sec): 3 clusters Score: Raw -224263.578148 + Penalty 1370.549472 = -222893.028676 nChanged 20 SP:Iteration 11Q (10.518391 sec): 3 clusters Score: Raw -224276.104194 + Penalty 1369.219456 = -222906.884737 nChanged 10 SP:Iteration 12Q (10.523846 sec): 3 clusters Score: Raw -224276.888374 + Penalty 1367.711481 = -222909.176894 nChanged 12 SP:Iteration 13Q (10.529429 sec): 3 clusters Score: Raw -224276.015314 + Penalty 1364.745729 = -222911.269585 nChanged 8 SP:Iteration 14Q (10.534847 sec): 3 clusters Score: Raw -224282.331433 + Penalty 1362.493511 = -222919.837921 nChanged 10 SP:Iteration 15Q (10.540190 sec): 3 clusters Score: Raw -224291.032928 + Penalty 1361.503186 = -222929.529742 nChanged 9 SP:Iteration 16Q (10.545509 sec): 3 clusters Score: Raw -224301.025062 + Penalty 1360.156985 = -222940.868077 nChanged 12 SP:Iteration 17Q (10.550785 sec): 3 clusters Score: Raw -224306.758145 + Penalty 1362.407789 = -222944.350356 nChanged 12 SP:Iteration 18Q (10.556035 sec): 3 clusters Score: Raw -224316.024031 + Penalty 1362.706317 = -222953.317715 nChanged 13 SP:Iteration 19Q (10.561389 sec): 3 clusters Score: Raw -224320.094929 + Penalty 1360.744039 = -222959.350890 nChanged 11 SP:Iteration 20F (10.568107 sec): 3 clusters Score: Raw -224319.036130 + Penalty 1358.750192 = -222960.285938 nChanged 12 SP:Iteration 21Q (10.573291 sec): 3 clusters Score: Raw -224336.924975 + Penalty 1356.930714 = -222979.994261 nChanged 13 SP:Iteration 22Q (10.578455 sec): 3 clusters Score: Raw -224360.350954 + Penalty 1354.661160 = -223005.689794 nChanged 9 SP:Iteration 23Q (10.583673 sec): 3 clusters Score: Raw -224374.027763 + Penalty 1352.430623 = -223021.597140 nChanged 9 SP:Iteration 24Q (10.589019 sec): 3 clusters Score: Raw -224377.382259 + Penalty 1352.299322 = -223025.082937 nChanged 5 SP:Iteration 25Q (10.594251 sec): 3 clusters Score: Raw -224374.448920 + Penalty 1354.997599 = -223019.451321 nChanged 3 SP:Iteration 26F (10.600955 sec): 3 clusters Score: Raw -224370.859681 + Penalty 1354.834307 = -223016.025374 nChanged 1 SP:Iteration 27F (10.607649 sec): 3 clusters Score: Raw -224370.188306 + Penalty 1355.751378 = -223014.436928 nChanged 1 SP:Iteration 28F (10.614337 sec): 3 clusters Score: Raw -224369.252104 + Penalty 1355.751378 = -223013.500726 nChanged 0 Score: Raw -1730295.183849 + Penalty 60010.133535 = -1670285.050314 Splitting cluster 4 changes total score from -1643208.443848 to -1670285.050314 So it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.629694 sec): 2 clusters Score: Raw -17466.641670 + Penalty 616.916643 = -16849.725027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.630450 sec): 3 clusters Score: Raw -17066.803504 + Penalty 1228.073782 = -15838.729722 nChanged 86 SP:Iteration 1F (11.631178 sec): 3 clusters Score: Raw -17207.224464 + Penalty 1223.855054 = -15983.369411 nChanged 45 SP:Iteration 2F (11.631902 sec): 3 clusters Score: Raw -17288.316992 + Penalty 1230.912266 = -16057.404725 nChanged 37 SP:Iteration 3F (11.632622 sec): 3 clusters Score: Raw -17373.064713 + Penalty 1218.417934 = -16154.646779 nChanged 22 SP:Iteration 4F (11.633339 sec): 3 clusters Score: Raw -17411.697644 + Penalty 1215.322533 = -16196.375111 nChanged 10 SP:Iteration 5Q (11.633977 sec): 3 clusters Score: Raw -17422.537550 + Penalty 1224.750228 = -16197.787322 nChanged 3 SP:Iteration 6Q (11.634585 sec): 3 clusters Score: Raw -17428.128895 + Penalty 1214.977456 = -16213.151438 nChanged 5 SP:Iteration 7Q (11.635192 sec): 3 clusters Score: Raw -17430.730473 + Penalty 1230.119356 = -16200.611117 nChanged 1 SP:Iteration 8F (11.635904 sec): 3 clusters Score: Raw -17433.146370 + Penalty 1224.857286 = -16208.289084 nChanged 2 SP:Iteration 9Q (11.636505 sec): 3 clusters Score: Raw -17436.738241 + Penalty 1218.788448 = -16217.949794 nChanged 3 SP:Iteration 10F (11.637219 sec): 3 clusters Score: Raw -17445.982342 + Penalty 1253.491529 = -16192.490813 nChanged 3 SP:Iteration 11F (11.637934 sec): 3 clusters Score: Raw -17451.774131 + Penalty 1240.962542 = -16210.811589 nChanged 3 SP:Iteration 12Q (11.638529 sec): 3 clusters Score: Raw -17461.680495 + Penalty 1306.025379 = -16155.655116 nChanged 3 SP:Iteration 13F (11.639241 sec): 3 clusters Score: Raw -17473.865162 + Penalty 1306.025379 = -16167.839783 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 6 (3131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.649011 sec): 2 clusters Score: Raw -163702.011248 + Penalty 304.495315 = -163397.515933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.654851 sec): 3 clusters Score: Raw -161416.786294 + Penalty 638.641955 = -160778.144340 nChanged 1432 SP:Iteration 1F (11.660558 sec): 3 clusters Score: Raw -162770.425006 + Penalty 687.974837 = -162082.450169 nChanged 606 SP:Iteration 2F (11.666229 sec): 3 clusters Score: Raw -163428.719766 + Penalty 707.516309 = -162721.203458 nChanged 258 SP:Iteration 3F (11.671882 sec): 3 clusters Score: Raw -163550.224108 + Penalty 721.697625 = -162828.526483 nChanged 118 SP:Iteration 4Q (11.677419 sec): 3 clusters Score: Raw -163615.164359 + Penalty 734.034950 = -162881.129409 nChanged 80 SP:Iteration 5Q (11.682826 sec): 3 clusters Score: Raw -163646.734367 + Penalty 746.473719 = -162900.260648 nChanged 56 SP:Iteration 6Q (11.688152 sec): 3 clusters Score: Raw -163663.936763 + Penalty 759.000727 = -162904.936036 nChanged 54 SP:Iteration 7Q (11.693461 sec): 3 clusters Score: Raw -163677.398976 + Penalty 768.726903 = -162908.672073 nChanged 46 SP:Iteration 8Q (11.698674 sec): 3 clusters Score: Raw -163688.437707 + Penalty 778.654382 = -162909.783325 nChanged 43 SP:Iteration 9Q (11.703948 sec): 3 clusters Score: Raw -163699.154870 + Penalty 789.848968 = -162909.305903 nChanged 49 SP:Iteration 10F (11.709603 sec): 3 clusters Score: Raw -163711.037650 + Penalty 802.327366 = -162908.710285 nChanged 45 SP:Iteration 11F (11.715363 sec): 3 clusters Score: Raw -163715.347851 + Penalty 815.033021 = -162900.314830 nChanged 53 SP:Iteration 12F (11.720966 sec): 3 clusters Score: Raw -163720.618842 + Penalty 831.920234 = -162888.698608 nChanged 53 SP:Iteration 13F (11.726591 sec): 3 clusters Score: Raw -163732.887681 + Penalty 848.748540 = -162884.139141 nChanged 43 SP:Iteration 14F (11.732178 sec): 3 clusters Score: Raw -163738.683004 + Penalty 862.818834 = -162875.864170 nChanged 38 SP:Iteration 15F (11.737789 sec): 3 clusters Score: Raw -163740.155215 + Penalty 880.732112 = -162859.423103 nChanged 35 SP:Iteration 16F (11.743369 sec): 3 clusters Score: Raw -163737.419044 + Penalty 896.185439 = -162841.233605 nChanged 28 SP:Iteration 17F (11.748993 sec): 3 clusters Score: Raw -163736.753251 + Penalty 920.090848 = -162816.662403 nChanged 28 SP:Iteration 18F (11.754577 sec): 3 clusters Score: Raw -163738.556806 + Penalty 945.954144 = -162792.602662 nChanged 21 SP:Iteration 19F (11.760158 sec): 3 clusters Score: Raw -163734.117169 + Penalty 956.701406 = -162777.415763 nChanged 14 SP:Iteration 20F (11.765780 sec): 3 clusters Score: Raw -163728.921459 + Penalty 957.986605 = -162770.934854 nChanged 12 SP:Iteration 21F (11.771348 sec): 3 clusters Score: Raw -163724.350492 + Penalty 951.334592 = -162773.015900 nChanged 11 SP:Iteration 22Q (11.775844 sec): 3 clusters Score: Raw -163721.494645 + Penalty 945.153370 = -162776.341275 nChanged 12 SP:Iteration 23Q (11.780365 sec): 3 clusters Score: Raw -163718.293519 + Penalty 945.286324 = -162773.007195 nChanged 11 SP:Iteration 24F (11.786358 sec): 3 clusters Score: Raw -163718.096390 + Penalty 928.062701 = -162790.033689 nChanged 12 SP:Iteration 25Q (11.790775 sec): 3 clusters Score: Raw -163713.684212 + Penalty 943.937132 = -162769.747079 nChanged 7 SP:Iteration 26F (11.796324 sec): 3 clusters Score: Raw -163717.836343 + Penalty 960.600494 = -162757.235849 nChanged 4 SP:Iteration 27F (11.801902 sec): 3 clusters Score: Raw -163716.611740 + Penalty 940.634583 = -162775.977157 nChanged 3 SP:Iteration 28Q (11.806219 sec): 3 clusters Score: Raw -163721.293940 + Penalty 940.634583 = -162780.659358 nChanged 0 SP:Iteration 29F (11.811791 sec): 3 clusters Score: Raw -163721.293940 + Penalty 940.634583 = -162780.659358 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 7 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.819034 sec): 2 clusters Score: Raw -57437.721634 + Penalty 615.220780 = -56822.500854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.821167 sec): 3 clusters Score: Raw -56505.785444 + Penalty 1232.335895 = -55273.449549 nChanged 400 SP:Iteration 1F (11.823083 sec): 3 clusters Score: Raw -57179.897397 + Penalty 1218.744525 = -55961.152873 nChanged 142 SP:Iteration 2F (11.824994 sec): 3 clusters Score: Raw -57424.682706 + Penalty 1218.632777 = -56206.049929 nChanged 62 SP:Iteration 3F (11.826894 sec): 3 clusters Score: Raw -57511.570822 + Penalty 1221.623171 = -56289.947651 nChanged 26 SP:Iteration 4Q (11.828481 sec): 3 clusters Score: Raw -57551.974235 + Penalty 1234.053589 = -56317.920645 nChanged 17 SP:Iteration 5Q (11.830043 sec): 3 clusters Score: Raw -57562.780097 + Penalty 1236.511598 = -56326.268498 nChanged 4 SP:Iteration 6Q (11.831582 sec): 3 clusters Score: Raw -57562.141885 + Penalty 1236.511598 = -56325.630287 nChanged 0 SP:Iteration 7F (11.833540 sec): 3 clusters Score: Raw -57562.141885 + Penalty 1236.511598 = -56325.630287 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 8 (4903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11.857367 sec): 2 clusters Score: Raw -255790.057980 + Penalty 398.088924 = -255391.969056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11.866606 sec): 3 clusters Score: Raw -252417.660284 + Penalty 811.523760 = -251606.136524 nChanged 2279 SP:Iteration 1F (11.875546 sec): 3 clusters Score: Raw -254758.218803 + Penalty 834.628089 = -253923.590713 nChanged 647 SP:Iteration 2F (11.884430 sec): 3 clusters Score: Raw -255100.448941 + Penalty 851.869688 = -254248.579253 nChanged 308 SP:Iteration 3F (11.893288 sec): 3 clusters Score: Raw -255268.261455 + Penalty 865.592311 = -254402.669144 nChanged 224 SP:Iteration 4Q (11.902096 sec): 3 clusters Score: Raw -255389.658267 + Penalty 878.744721 = -254510.913546 nChanged 184 SP:Iteration 5Q (11.911048 sec): 3 clusters Score: Raw -255471.182704 + Penalty 888.634998 = -254582.547706 nChanged 168 SP:Iteration 6Q (11.920213 sec): 3 clusters Score: Raw -255538.701099 + Penalty 897.873424 = -254640.827675 nChanged 145 SP:Iteration 7Q (11.929009 sec): 3 clusters Score: Raw -255594.393670 + Penalty 905.327927 = -254689.065743 nChanged 139 SP:Iteration 8Q (11.937766 sec): 3 clusters Score: Raw -255649.658837 + Penalty 912.666116 = -254736.992721 nChanged 125 SP:Iteration 9Q (11.946418 sec): 3 clusters Score: Raw -255711.636625 + Penalty 911.903385 = -254799.733240 nChanged 113 SP:Iteration 10F (11.955206 sec): 3 clusters Score: Raw -255764.489011 + Penalty 905.483857 = -254859.005154 nChanged 88 SP:Iteration 11Q (11.963146 sec): 3 clusters Score: Raw -255797.962638 + Penalty 902.927891 = -254895.034747 nChanged 50 SP:Iteration 12Q (11.970599 sec): 3 clusters Score: Raw -255805.419705 + Penalty 911.804305 = -254893.615400 nChanged 45 SP:Iteration 13F (11.979350 sec): 3 clusters Score: Raw -255811.869376 + Penalty 907.298654 = -254904.570722 nChanged 36 SP:Iteration 14Q (11.987461 sec): 3 clusters Score: Raw -255812.262649 + Penalty 916.467339 = -254895.795310 nChanged 24 SP:Iteration 15F (11.996947 sec): 3 clusters Score: Raw -255816.547366 + Penalty 921.124731 = -254895.422634 nChanged 23 SP:Iteration 16F (12.005641 sec): 3 clusters Score: Raw -255822.483681 + Penalty 912.399013 = -254910.084668 nChanged 17 SP:Iteration 17Q (12.012505 sec): 3 clusters Score: Raw -255819.759950 + Penalty 925.648759 = -254894.111191 nChanged 11 SP:Iteration 18F (12.021637 sec): 3 clusters Score: Raw -255817.292808 + Penalty 897.777798 = -254919.515010 nChanged 7 SP:Iteration 19Q (12.028759 sec): 3 clusters Score: Raw -255816.405218 + Penalty 868.254820 = -254948.150398 nChanged 4 SP:Iteration 20F (12.037457 sec): 3 clusters Score: Raw -255816.904153 + Penalty 868.832999 = -254948.071155 nChanged 2 SP:Iteration 21F (12.046150 sec): 3 clusters Score: Raw -255815.672837 + Penalty 881.327460 = -254934.345377 nChanged 4 SP:Iteration 22F (12.054877 sec): 3 clusters Score: Raw -255815.580631 + Penalty 880.199762 = -254935.380869 nChanged 5 SP:Iteration 23Q (12.061715 sec): 3 clusters Score: Raw -255813.533823 + Penalty 886.431292 = -254927.102531 nChanged 3 SP:Iteration 24F (12.070440 sec): 3 clusters Score: Raw -255812.889748 + Penalty 896.239078 = -254916.650670 nChanged 2 SP:Iteration 25F (12.079083 sec): 3 clusters Score: Raw -255811.802981 + Penalty 896.025887 = -254915.777093 nChanged 2 SP:Iteration 26F (12.087723 sec): 3 clusters Score: Raw -255810.960661 + Penalty 905.270503 = -254905.690157 nChanged 3 SP:Iteration 27F (12.096364 sec): 3 clusters Score: Raw -255808.782900 + Penalty 901.591251 = -254907.191649 nChanged 4 SP:Iteration 28Q (12.103079 sec): 3 clusters Score: Raw -255807.305552 + Penalty 907.038708 = -254900.266844 nChanged 4 SP:Iteration 29F (12.111768 sec): 3 clusters Score: Raw -255806.643615 + Penalty 910.999834 = -254895.643781 nChanged 1 SP:Iteration 30F (12.120484 sec): 3 clusters Score: Raw -255808.147419 + Penalty 910.999834 = -254897.147586 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 9 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.125453 sec): 2 clusters Score: Raw -3878.767948 + Penalty 180.539081 = -3698.228868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.125854 sec): 3 clusters Score: Raw -3850.739275 + Penalty 403.429027 = -3447.310247 nChanged 26 SP:Iteration 1F (12.126223 sec): 3 clusters Score: Raw -3885.422069 + Penalty 408.250531 = -3477.171537 nChanged 5 SP:Iteration 2F (12.126592 sec): 3 clusters Score: Raw -3889.599126 + Penalty 408.980237 = -3480.618889 nChanged 4 SP:Iteration 3Q (12.126952 sec): 3 clusters Score: Raw -3893.090957 + Penalty 422.027254 = -3471.063703 nChanged 2 SP:Iteration 4F (12.127321 sec): 3 clusters Score: Raw -3895.162496 + Penalty 416.279239 = -3478.883256 nChanged 1 SP:Iteration 5Q (12.127675 sec): 3 clusters Score: Raw -3897.034274 + Penalty 416.279239 = -3480.755034 nChanged 0 SP:Iteration 6F (12.128057 sec): 3 clusters Score: Raw -3897.034274 + Penalty 416.279239 = -3480.755034 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (1836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.136991 sec): 2 clusters Score: Raw -96960.361184 + Penalty 404.196176 = -96556.165007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.140461 sec): 3 clusters Score: Raw -95547.605659 + Penalty 867.888380 = -94679.717280 nChanged 774 SP:Iteration 1F (12.143940 sec): 3 clusters Score: Raw -96400.185845 + Penalty 945.729646 = -95454.456198 nChanged 286 SP:Iteration 2F (12.147346 sec): 3 clusters Score: Raw -96673.932052 + Penalty 999.460162 = -95674.471889 nChanged 146 SP:Iteration 3F (12.150681 sec): 3 clusters Score: Raw -96787.606442 + Penalty 1028.784112 = -95758.822330 nChanged 77 SP:Iteration 4Q (12.153803 sec): 3 clusters Score: Raw -96838.830446 + Penalty 1057.163950 = -95781.666495 nChanged 67 SP:Iteration 5Q (12.156754 sec): 3 clusters Score: Raw -96883.549670 + Penalty 1082.985830 = -95800.563840 nChanged 47 SP:Iteration 6Q (12.159560 sec): 3 clusters Score: Raw -96914.793329 + Penalty 1133.520642 = -95781.272687 nChanged 32 SP:Iteration 7F (12.162885 sec): 3 clusters Score: Raw -96937.586470 + Penalty 1188.528359 = -95749.058111 nChanged 15 SP:Iteration 8F (12.166191 sec): 3 clusters Score: Raw -96947.283276 + Penalty 1201.514698 = -95745.768578 nChanged 10 SP:Iteration 9F (12.169484 sec): 3 clusters Score: Raw -96957.859362 + Penalty 1205.788890 = -95752.070472 nChanged 11 SP:Iteration 10F (12.172784 sec): 3 clusters Score: Raw -96967.667338 + Penalty 1215.989522 = -95751.677816 nChanged 5 SP:Iteration 11F (12.176086 sec): 3 clusters Score: Raw -96971.123892 + Penalty 1196.645032 = -95774.478860 nChanged 1 SP:Iteration 12Q (12.178653 sec): 3 clusters Score: Raw -96972.140759 + Penalty 1196.645032 = -95775.495727 nChanged 0 SP:Iteration 13F (12.181954 sec): 3 clusters Score: Raw -96972.140759 + Penalty 1196.645032 = -95775.495727 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 12 (1317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.188023 sec): 2 clusters Score: Raw -87949.638434 + Penalty 998.851973 = -86950.786460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.190574 sec): 3 clusters Score: Raw -86432.749682 + Penalty 1998.015561 = -84434.734121 nChanged 474 SP:Iteration 1F (12.193081 sec): 3 clusters Score: Raw -87034.401933 + Penalty 1994.175889 = -85040.226043 nChanged 244 SP:Iteration 2F (12.195575 sec): 3 clusters Score: Raw -87628.784974 + Penalty 1984.460378 = -85644.324596 nChanged 189 SP:Iteration 3F (12.198048 sec): 3 clusters Score: Raw -88081.732019 + Penalty 1976.953385 = -86104.778634 nChanged 118 SP:Iteration 4F (12.200562 sec): 3 clusters Score: Raw -88262.784275 + Penalty 1978.051580 = -86284.732695 nChanged 78 SP:Iteration 5F (12.203079 sec): 3 clusters Score: Raw -88328.834585 + Penalty 1981.842269 = -86346.992316 nChanged 42 SP:Iteration 6Q (12.205163 sec): 3 clusters Score: Raw -88337.733698 + Penalty 1988.789066 = -86348.944633 nChanged 26 SP:Iteration 7Q (12.207171 sec): 3 clusters Score: Raw -88337.204867 + Penalty 1988.552792 = -86348.652075 nChanged 20 SP:Iteration 8F (12.209622 sec): 3 clusters Score: Raw -88319.474390 + Penalty 1989.411821 = -86330.062570 nChanged 9 SP:Iteration 9F (12.212086 sec): 3 clusters Score: Raw -88307.960996 + Penalty 1987.344109 = -86320.616887 nChanged 1 SP:Iteration 10F (12.214541 sec): 3 clusters Score: Raw -88308.392297 + Penalty 1987.344109 = -86321.048187 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 14 (1032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.218115 sec): 2 clusters Score: Raw -67015.664493 + Penalty 966.123563 = -66049.540931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.220212 sec): 3 clusters Score: Raw -65752.140425 + Penalty 1929.527299 = -63822.613126 nChanged 359 SP:Iteration 1F (12.222286 sec): 3 clusters Score: Raw -66148.625578 + Penalty 1925.477230 = -64223.148348 nChanged 149 SP:Iteration 2F (12.224341 sec): 3 clusters Score: Raw -66509.190457 + Penalty 1935.207075 = -64573.983382 nChanged 171 SP:Iteration 3F (12.226514 sec): 3 clusters Score: Raw -67074.664885 + Penalty 1977.514653 = -65097.150232 nChanged 124 SP:Iteration 4F (12.228707 sec): 3 clusters Score: Raw -67417.373527 + Penalty 2004.428152 = -65412.945375 nChanged 57 SP:Iteration 5F (12.230743 sec): 3 clusters Score: Raw -67464.100387 + Penalty 2013.695430 = -65450.404958 nChanged 23 SP:Iteration 6Q (12.232434 sec): 3 clusters Score: Raw -67477.365833 + Penalty 2026.345897 = -65451.019936 nChanged 14 SP:Iteration 7Q (12.234108 sec): 3 clusters Score: Raw -67476.728540 + Penalty 2035.661145 = -65441.067396 nChanged 9 SP:Iteration 8F (12.236153 sec): 3 clusters Score: Raw -67475.018702 + Penalty 2042.720852 = -65432.297850 nChanged 6 SP:Iteration 9F (12.238187 sec): 3 clusters Score: Raw -67474.353344 + Penalty 2051.841597 = -65422.511747 nChanged 5 SP:Iteration 10F (12.240221 sec): 3 clusters Score: Raw -67471.898568 + Penalty 2055.549909 = -65416.348659 nChanged 3 SP:Iteration 11F (12.242256 sec): 3 clusters Score: Raw -67472.326919 + Penalty 2062.915232 = -65409.411686 nChanged 5 SP:Iteration 12F (12.244290 sec): 3 clusters Score: Raw -67471.425040 + Penalty 2062.836287 = -65408.588753 nChanged 3 SP:Iteration 13F (12.246329 sec): 3 clusters Score: Raw -67465.183005 + Penalty 2062.749326 = -65402.433679 nChanged 1 SP:Iteration 14F (12.248365 sec): 3 clusters Score: Raw -67463.558015 + Penalty 2062.749326 = -65400.808689 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 15 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.249075 sec): 2 clusters Score: Raw -960.435355 + Penalty 94.585180 = -865.850175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.249338 sec): 3 clusters Score: Raw -959.160347 + Penalty 199.831809 = -759.328538 nChanged 1 SP:Iteration 1Q (12.249590 sec): 3 clusters Score: Raw -961.411053 + Penalty 199.831809 = -761.579244 nChanged 0 SP:Iteration 2F (12.249842 sec): 3 clusters Score: Raw -961.411053 + Penalty 199.831809 = -761.579244 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 16 (746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.253923 sec): 2 clusters Score: Raw -34646.635979 + Penalty 168.256895 = -34478.379084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.255458 sec): 3 clusters Score: Raw -34192.397290 + Penalty 343.088143 = -33849.309147 nChanged 330 SP:Iteration 1F (12.257010 sec): 3 clusters Score: Raw -34369.533408 + Penalty 347.725021 = -34021.808387 nChanged 62 SP:Iteration 2F (12.258544 sec): 3 clusters Score: Raw -34397.292452 + Penalty 351.550301 = -34045.742151 nChanged 53 SP:Iteration 3F (12.260105 sec): 3 clusters Score: Raw -34444.859995 + Penalty 359.021607 = -34085.838388 nChanged 66 SP:Iteration 4F (12.261628 sec): 3 clusters Score: Raw -34504.756803 + Penalty 354.588304 = -34150.168499 nChanged 51 SP:Iteration 5F (12.263180 sec): 3 clusters Score: Raw -34536.472021 + Penalty 358.112166 = -34178.359855 nChanged 36 SP:Iteration 6Q (12.264681 sec): 3 clusters Score: Raw -34563.288235 + Penalty 366.528879 = -34196.759356 nChanged 36 SP:Iteration 7Q (12.266150 sec): 3 clusters Score: Raw -34593.706144 + Penalty 372.541312 = -34221.164833 nChanged 23 SP:Iteration 8Q (12.267571 sec): 3 clusters Score: Raw -34609.808507 + Penalty 391.170176 = -34218.638331 nChanged 18 SP:Iteration 9F (12.269146 sec): 3 clusters Score: Raw -34622.595468 + Penalty 361.563649 = -34261.031820 nChanged 14 SP:Iteration 10F (12.270701 sec): 3 clusters Score: Raw -34632.708105 + Penalty 358.185077 = -34274.523028 nChanged 7 SP:Iteration 11Q (12.271967 sec): 3 clusters Score: Raw -34635.631936 + Penalty 359.308077 = -34276.323860 nChanged 4 SP:Iteration 12Q (12.273210 sec): 3 clusters Score: Raw -34638.128844 + Penalty 374.713507 = -34263.415337 nChanged 4 SP:Iteration 13F (12.274704 sec): 3 clusters Score: Raw -34642.914443 + Penalty 378.825358 = -34264.089085 nChanged 1 SP:Iteration 14Q (12.275923 sec): 3 clusters Score: Raw -34643.410372 + Penalty 378.825358 = -34264.585014 nChanged 0 SP:Iteration 15F (12.277409 sec): 3 clusters Score: Raw -34643.410372 + Penalty 378.825358 = -34264.585014 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 17 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.282010 sec): 2 clusters Score: Raw -35215.436020 + Penalty 705.831788 = -34509.604232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.283281 sec): 3 clusters Score: Raw -34484.646870 + Penalty 1417.501292 = -33067.145578 nChanged 226 SP:Iteration 1F (12.284591 sec): 3 clusters Score: Raw -34714.155434 + Penalty 1418.860581 = -33295.294853 nChanged 73 SP:Iteration 2F (12.285838 sec): 3 clusters Score: Raw -34783.626699 + Penalty 1414.190128 = -33369.436571 nChanged 34 SP:Iteration 3F (12.287074 sec): 3 clusters Score: Raw -34819.413950 + Penalty 1405.386022 = -33414.027928 nChanged 39 SP:Iteration 4F (12.288308 sec): 3 clusters Score: Raw -34870.432783 + Penalty 1395.373265 = -33475.059519 nChanged 42 SP:Iteration 5F (12.289538 sec): 3 clusters Score: Raw -34931.592819 + Penalty 1385.704274 = -33545.888545 nChanged 50 SP:Iteration 6F (12.290763 sec): 3 clusters Score: Raw -35007.098220 + Penalty 1382.214955 = -33624.883265 nChanged 52 SP:Iteration 7F (12.291984 sec): 3 clusters Score: Raw -35084.778593 + Penalty 1379.706608 = -33705.071985 nChanged 35 SP:Iteration 8F (12.293202 sec): 3 clusters Score: Raw -35138.845379 + Penalty 1383.702161 = -33755.143218 nChanged 31 SP:Iteration 9F (12.294417 sec): 3 clusters Score: Raw -35192.809948 + Penalty 1386.228773 = -33806.581174 nChanged 21 SP:Iteration 10F (12.295634 sec): 3 clusters Score: Raw -35218.709921 + Penalty 1380.192613 = -33838.517308 nChanged 10 SP:Iteration 11Q (12.296630 sec): 3 clusters Score: Raw -35224.860213 + Penalty 1388.782183 = -33836.078030 nChanged 3 SP:Iteration 12F (12.297834 sec): 3 clusters Score: Raw -35228.957866 + Penalty 1384.724135 = -33844.233731 nChanged 3 SP:Iteration 13Q (12.298812 sec): 3 clusters Score: Raw -35236.292743 + Penalty 1384.724135 = -33851.568608 nChanged 0 SP:Iteration 14F (12.300018 sec): 3 clusters Score: Raw -35236.292743 + Penalty 1384.724135 = -33851.568608 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 18 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.300528 sec): 2 clusters Score: Raw -258.649085 + Penalty 179.910533 = -78.738552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.300754 sec): 3 clusters Score: Raw -253.204189 + Penalty 357.044103 = 103.839914 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 19 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.301265 sec): 2 clusters Score: Raw -155.948331 + Penalty 114.091572 = -41.856759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.301463 sec): 2 clusters Score: Raw -155.948331 + Penalty 114.091572 = -41.856759 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 20 (936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.304535 sec): 2 clusters Score: Raw -62997.945986 + Penalty 946.996441 = -62050.949545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.306419 sec): 3 clusters Score: Raw -61873.097925 + Penalty 1877.821605 = -59995.276321 nChanged 345 SP:Iteration 1F (12.308302 sec): 3 clusters Score: Raw -62613.284757 + Penalty 1872.137892 = -60741.146865 nChanged 169 SP:Iteration 2F (12.310203 sec): 3 clusters Score: Raw -62897.586591 + Penalty 1874.903862 = -61022.682729 nChanged 63 SP:Iteration 3F (12.312118 sec): 3 clusters Score: Raw -62977.518512 + Penalty 1893.081920 = -61084.436593 nChanged 43 SP:Iteration 4Q (12.313753 sec): 3 clusters Score: Raw -63028.410506 + Penalty 1891.087705 = -61137.322801 nChanged 28 SP:Iteration 5Q (12.315351 sec): 3 clusters Score: Raw -63043.227009 + Penalty 1877.704859 = -61165.522150 nChanged 18 SP:Iteration 6Q (12.316882 sec): 3 clusters Score: Raw -63056.647218 + Penalty 1884.681094 = -61171.966123 nChanged 16 SP:Iteration 7Q (12.318313 sec): 3 clusters Score: Raw -63060.744655 + Penalty 1882.142919 = -61178.601736 nChanged 5 SP:Iteration 8Q (12.319728 sec): 3 clusters Score: Raw -63068.040767 + Penalty 1851.779126 = -61216.261642 nChanged 5 SP:Iteration 9Q (12.321184 sec): 3 clusters Score: Raw -63066.222295 + Penalty 1864.356744 = -61201.865552 nChanged 1 SP:Iteration 10F (12.323013 sec): 3 clusters Score: Raw -63084.072844 + Penalty 1828.638879 = -61255.433965 nChanged 6 SP:Iteration 11Q (12.324574 sec): 3 clusters Score: Raw -63089.619348 + Penalty 1828.638879 = -61260.980469 nChanged 0 SP:Iteration 12F (12.326486 sec): 3 clusters Score: Raw -63089.619348 + Penalty 1828.638879 = -61260.980469 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 21 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.327089 sec): 2 clusters Score: Raw -856.887611 + Penalty 302.605161 = -554.282450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.327329 sec): 3 clusters Score: Raw -834.381623 + Penalty 605.477012 = -228.904610 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 23 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.327819 sec): 2 clusters Score: Raw -527.235454 + Penalty 239.308804 = -287.926650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.328047 sec): 3 clusters Score: Raw -524.201384 + Penalty 488.956499 = -35.244885 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 24 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.330258 sec): 2 clusters Score: Raw -29898.878520 + Penalty 232.856105 = -29666.022416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.331602 sec): 3 clusters Score: Raw -29515.843629 + Penalty 536.200396 = -28979.643233 nChanged 258 SP:Iteration 1F (12.332962 sec): 3 clusters Score: Raw -29747.259973 + Penalty 618.490237 = -29128.769736 nChanged 90 SP:Iteration 2F (12.334301 sec): 3 clusters Score: Raw -29839.393582 + Penalty 655.305284 = -29184.088298 nChanged 34 SP:Iteration 3F (12.335645 sec): 3 clusters Score: Raw -29868.227798 + Penalty 675.943902 = -29192.283895 nChanged 19 SP:Iteration 4Q (12.336903 sec): 3 clusters Score: Raw -29879.447647 + Penalty 685.181490 = -29194.266157 nChanged 13 SP:Iteration 5Q (12.338130 sec): 3 clusters Score: Raw -29887.948048 + Penalty 709.158578 = -29178.789470 nChanged 10 SP:Iteration 6F (12.339515 sec): 3 clusters Score: Raw -29893.364321 + Penalty 722.509679 = -29170.854643 nChanged 6 SP:Iteration 7F (12.340874 sec): 3 clusters Score: Raw -29897.003653 + Penalty 742.601898 = -29154.401755 nChanged 4 SP:Iteration 8F (12.342218 sec): 3 clusters Score: Raw -29898.284815 + Penalty 761.916086 = -29136.368728 nChanged 4 SP:Iteration 9F (12.343565 sec): 3 clusters Score: Raw -29899.849915 + Penalty 779.684330 = -29120.165586 nChanged 3 SP:Iteration 10F (12.344926 sec): 3 clusters Score: Raw -29901.512818 + Penalty 790.160300 = -29111.352518 nChanged 2 SP:Iteration 11F (12.346273 sec): 3 clusters Score: Raw -29901.677613 + Penalty 803.326558 = -29098.351055 nChanged 2 SP:Iteration 12F (12.347616 sec): 3 clusters Score: Raw -29901.769007 + Penalty 815.808069 = -29085.960938 nChanged 2 SP:Iteration 13F (12.348981 sec): 3 clusters Score: Raw -29902.881434 + Penalty 855.371539 = -29047.509895 nChanged 4 SP:Iteration 14F (12.350285 sec): 3 clusters Score: Raw -29907.547106 + Penalty 855.371539 = -29052.175567 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 25 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.350860 sec): 2 clusters Score: Raw -1070.829357 + Penalty 132.603445 = -938.225913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.351133 sec): 3 clusters Score: Raw -1055.788376 + Penalty 253.331676 = -802.456699 nChanged 7 SP:Iteration 1F (12.351380 sec): 3 clusters Score: Raw -1067.618771 + Penalty 253.331676 = -814.287095 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 27 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.353689 sec): 2 clusters Score: Raw -30850.263014 + Penalty 227.327296 = -30622.935718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.355143 sec): 3 clusters Score: Raw -30487.535543 + Penalty 442.500320 = -30045.035223 nChanged 274 SP:Iteration 1F (12.356496 sec): 3 clusters Score: Raw -30719.242962 + Penalty 448.773821 = -30270.469142 nChanged 46 SP:Iteration 2F (12.357836 sec): 3 clusters Score: Raw -30752.433179 + Penalty 454.822961 = -30297.610218 nChanged 28 SP:Iteration 3Q (12.359128 sec): 3 clusters Score: Raw -30767.931303 + Penalty 459.579972 = -30308.351331 nChanged 19 SP:Iteration 4Q (12.360421 sec): 3 clusters Score: Raw -30776.616427 + Penalty 463.643030 = -30312.973397 nChanged 16 SP:Iteration 5Q (12.361692 sec): 3 clusters Score: Raw -30784.222087 + Penalty 468.976908 = -30315.245179 nChanged 19 SP:Iteration 6Q (12.362946 sec): 3 clusters Score: Raw -30794.680665 + Penalty 470.521538 = -30324.159127 nChanged 16 SP:Iteration 7Q (12.364185 sec): 3 clusters Score: Raw -30802.555472 + Penalty 481.078048 = -30321.477424 nChanged 11 SP:Iteration 8F (12.365526 sec): 3 clusters Score: Raw -30808.051151 + Penalty 483.778553 = -30324.272598 nChanged 14 SP:Iteration 9Q (12.366746 sec): 3 clusters Score: Raw -30816.729140 + Penalty 506.645995 = -30310.083145 nChanged 13 SP:Iteration 10F (12.368079 sec): 3 clusters Score: Raw -30826.461670 + Penalty 516.993376 = -30309.468293 nChanged 12 SP:Iteration 11F (12.369416 sec): 3 clusters Score: Raw -30835.065099 + Penalty 521.642331 = -30313.422768 nChanged 8 SP:Iteration 12Q (12.370568 sec): 3 clusters Score: Raw -30840.238908 + Penalty 527.821162 = -30312.417746 nChanged 9 SP:Iteration 13F (12.371891 sec): 3 clusters Score: Raw -30848.263131 + Penalty 514.062633 = -30334.200498 nChanged 7 SP:Iteration 14Q (12.373013 sec): 3 clusters Score: Raw -30853.154038 + Penalty 515.443154 = -30337.710884 nChanged 4 SP:Iteration 15Q (12.374117 sec): 3 clusters Score: Raw -30854.399600 + Penalty 539.110190 = -30315.289410 nChanged 3 SP:Iteration 16F (12.375448 sec): 3 clusters Score: Raw -30855.471005 + Penalty 491.957267 = -30363.513738 nChanged 1 SP:Iteration 17Q (12.376544 sec): 3 clusters Score: Raw -30856.048123 + Penalty 491.957267 = -30364.090856 nChanged 0 SP:Iteration 18F (12.377900 sec): 3 clusters Score: Raw -30856.048123 + Penalty 491.957267 = -30364.090856 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 30 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.378397 sec): 2 clusters Score: Raw -47.700959 + Penalty 0.000000 = -47.700959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.378598 sec): 2 clusters Score: Raw -47.700959 + Penalty 0.000000 = -47.700959 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 33 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.379073 sec): 2 clusters Score: Raw -95.645968 + Penalty 58.427870 = -37.218098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.379278 sec): 3 clusters Score: Raw -90.425246 + Penalty 116.855739 = 26.430493 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.379905 sec): 2 clusters Score: Raw -2761.831599 + Penalty 250.241064 = -2511.590535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.380233 sec): 3 clusters Score: Raw -2745.245225 + Penalty 499.445067 = -2245.800158 nChanged 11 SP:Iteration 1F (12.380553 sec): 3 clusters Score: Raw -2757.993405 + Penalty 496.516452 = -2261.476953 nChanged 1 SP:Iteration 2Q (12.380871 sec): 3 clusters Score: Raw -2760.874558 + Penalty 499.068234 = -2261.806324 nChanged 1 SP:Iteration 3Q (12.381185 sec): 3 clusters Score: Raw -2765.767306 + Penalty 499.068234 = -2266.699072 nChanged 0 SP:Iteration 4F (12.381506 sec): 3 clusters Score: Raw -2765.767306 + Penalty 499.068234 = -2266.699072 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.382524 sec): 2 clusters Score: Raw -11718.469834 + Penalty 591.234289 = -11127.235546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.383121 sec): 3 clusters Score: Raw -11462.241964 + Penalty 1171.045895 = -10291.196069 nChanged 53 SP:Iteration 1F (12.383678 sec): 3 clusters Score: Raw -11519.053184 + Penalty 1151.522537 = -10367.530647 nChanged 21 SP:Iteration 2F (12.384249 sec): 3 clusters Score: Raw -11567.280396 + Penalty 1132.074006 = -10435.206389 nChanged 30 SP:Iteration 3F (12.384811 sec): 3 clusters Score: Raw -11649.430643 + Penalty 1116.829957 = -10532.600686 nChanged 22 SP:Iteration 4F (12.385375 sec): 3 clusters Score: Raw -11702.010137 + Penalty 1115.906503 = -10586.103634 nChanged 2 SP:Iteration 5Q (12.385853 sec): 3 clusters Score: Raw -11708.761837 + Penalty 1140.038715 = -10568.723121 nChanged 3 SP:Iteration 6F (12.386410 sec): 3 clusters Score: Raw -11709.519146 + Penalty 1140.038715 = -10569.480430 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.387480 sec): 2 clusters Score: Raw -13374.408490 + Penalty 638.032416 = -12736.376075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.388106 sec): 3 clusters Score: Raw -13082.027096 + Penalty 1264.736563 = -11817.290533 nChanged 73 SP:Iteration 1F (12.388715 sec): 3 clusters Score: Raw -13238.763578 + Penalty 1295.916507 = -11942.847071 nChanged 39 SP:Iteration 2F (12.389318 sec): 3 clusters Score: Raw -13330.620790 + Penalty 1349.243771 = -11981.377019 nChanged 11 SP:Iteration 3Q (12.389836 sec): 3 clusters Score: Raw -13359.275169 + Penalty 1379.347805 = -11979.927364 nChanged 3 SP:Iteration 4F (12.390438 sec): 3 clusters Score: Raw -13369.273053 + Penalty 1379.347805 = -11989.925248 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 38 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.391357 sec): 2 clusters Score: Raw -6381.150740 + Penalty 694.018785 = -5687.131955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.391788 sec): 3 clusters Score: Raw -6166.531606 + Penalty 1389.140022 = -4777.391584 nChanged 26 SP:Iteration 1F (12.392180 sec): 3 clusters Score: Raw -6221.718663 + Penalty 1392.970379 = -4828.748284 nChanged 13 SP:Iteration 2F (12.392580 sec): 3 clusters Score: Raw -6280.760342 + Penalty 1399.894121 = -4880.866220 nChanged 10 SP:Iteration 3F (12.392979 sec): 3 clusters Score: Raw -6312.513227 + Penalty 1401.620661 = -4910.892567 nChanged 5 SP:Iteration 4Q (12.393342 sec): 3 clusters Score: Raw -6329.268048 + Penalty 1400.908261 = -4928.359787 nChanged 3 SP:Iteration 5Q (12.393694 sec): 3 clusters Score: Raw -6350.887867 + Penalty 1409.043569 = -4941.844297 nChanged 3 SP:Iteration 6Q (12.394056 sec): 3 clusters Score: Raw -6370.882955 + Penalty 1422.574993 = -4948.307961 nChanged 2 SP:Iteration 7Q (12.394405 sec): 3 clusters Score: Raw -6391.026327 + Penalty 1422.574993 = -4968.451333 nChanged 0 SP:Iteration 8F (12.394796 sec): 3 clusters Score: Raw -6391.026327 + Penalty 1422.574993 = -4968.451333 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 39 (13 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.395816 sec): 2 clusters Score: Raw -609.019093 + Penalty 193.328589 = -415.690504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.396050 sec): 3 clusters Score: Raw -603.193466 + Penalty 374.539224 = -228.654242 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.398239 sec): 2 clusters Score: Raw -17223.661263 + Penalty 276.747798 = -16946.913465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.399106 sec): 3 clusters Score: Raw -17024.891610 + Penalty 552.745087 = -16472.146523 nChanged 137 SP:Iteration 1F (12.399964 sec): 3 clusters Score: Raw -17151.306865 + Penalty 565.684067 = -16585.622798 nChanged 36 SP:Iteration 2F (12.400823 sec): 3 clusters Score: Raw -17180.291041 + Penalty 608.021102 = -16572.269939 nChanged 28 SP:Iteration 3F (12.401683 sec): 3 clusters Score: Raw -17218.968602 + Penalty 646.892460 = -16572.076142 nChanged 14 SP:Iteration 4F (12.402542 sec): 3 clusters Score: Raw -17234.821856 + Penalty 667.151341 = -16567.670515 nChanged 6 SP:Iteration 5F (12.403370 sec): 3 clusters Score: Raw -17239.191072 + Penalty 667.578161 = -16571.612911 nChanged 4 SP:Iteration 6Q (12.404108 sec): 3 clusters Score: Raw -17240.614123 + Penalty 653.553298 = -16587.060826 nChanged 3 SP:Iteration 7Q (12.404842 sec): 3 clusters Score: Raw -17241.698603 + Penalty 653.553298 = -16588.145306 nChanged 0 SP:Iteration 8F (12.405676 sec): 3 clusters Score: Raw -17241.698603 + Penalty 653.553298 = -16588.145306 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 44 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.406601 sec): 2 clusters Score: Raw -200.830073 + Penalty 137.677735 = -63.152339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.406824 sec): 3 clusters Score: Raw -194.629742 + Penalty 295.397263 = 100.767521 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (22 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.407650 sec): 2 clusters Score: Raw -1038.354439 + Penalty 230.370637 = -807.983803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.407901 sec): 3 clusters Score: Raw -1043.675397 + Penalty 457.061211 = -586.614185 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 46 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.408655 sec): 2 clusters Score: Raw -49.619351 + Penalty 0.000000 = -49.619351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.408876 sec): 2 clusters Score: Raw -49.619351 + Penalty 0.000000 = -49.619351 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 48 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.409642 sec): 2 clusters Score: Raw -245.906627 + Penalty 159.219356 = -86.687271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.409858 sec): 3 clusters Score: Raw -244.998587 + Penalty 304.415784 = 59.417197 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 49 (15 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.410643 sec): 2 clusters Score: Raw -778.649398 + Penalty 255.345674 = -523.303724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.410881 sec): 3 clusters Score: Raw -764.616515 + Penalty 509.985979 = -254.630536 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 51 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.411628 sec): 2 clusters Score: Raw -42.799537 + Penalty 0.000000 = -42.799537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.411817 sec): 2 clusters Score: Raw -42.799537 + Penalty 0.000000 = -42.799537 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 52 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.412585 sec): 2 clusters Score: Raw -345.063686 + Penalty 180.597507 = -164.466179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.412807 sec): 3 clusters Score: Raw -346.228144 + Penalty 360.816026 = 14.587883 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 54 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.413566 sec): 2 clusters Score: Raw -252.476203 + Penalty 193.041464 = -59.434739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.413765 sec): 2 clusters Score: Raw -252.476203 + Penalty 193.041464 = -59.434739 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 55 (10 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.414535 sec): 2 clusters Score: Raw -537.780670 + Penalty 236.589540 = -301.191130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.414762 sec): 3 clusters Score: Raw -535.636976 + Penalty 456.922801 = -78.714175 nChanged 1 SP:Iteration 1F (12.414984 sec): 3 clusters Score: Raw -535.770669 + Penalty 456.922801 = -78.847868 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 58 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.415737 sec): 2 clusters Score: Raw -81.773407 + Penalty 25.052886 = -56.720522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.415937 sec): 3 clusters Score: Raw -81.308574 + Penalty 50.105771 = -31.202803 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 60 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.416694 sec): 2 clusters Score: Raw -254.404397 + Penalty 124.605858 = -129.798539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.416912 sec): 3 clusters Score: Raw -248.806079 + Penalty 255.859258 = 7.053179 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 64 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.417665 sec): 2 clusters Score: Raw -153.905586 + Penalty 114.984955 = -38.920631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.417877 sec): 3 clusters Score: Raw -145.829495 + Penalty 232.178394 = 86.348899 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 70 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.418635 sec): 2 clusters Score: Raw -140.214887 + Penalty 41.464373 = -98.750515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.418831 sec): 3 clusters Score: Raw -133.959481 + Penalty 84.877053 = -49.082428 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 74 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.419584 sec): 2 clusters Score: Raw -97.083083 + Penalty 56.173642 = -40.909441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.419779 sec): 2 clusters Score: Raw -97.083083 + Penalty 56.173642 = -40.909441 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 75 (4 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.420534 sec): 2 clusters Score: Raw -204.819282 + Penalty 164.488594 = -40.330689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.420748 sec): 3 clusters Score: Raw -199.092092 + Penalty 369.500014 = 170.407922 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 81 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.421511 sec): 2 clusters Score: Raw -305.705702 + Penalty 202.671524 = -103.034178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.421730 sec): 3 clusters Score: Raw -302.696811 + Penalty 383.209893 = 80.513083 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 85 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.422486 sec): 2 clusters Score: Raw -266.696564 + Penalty 155.928212 = -110.768352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.422704 sec): 3 clusters Score: Raw -255.713035 + Penalty 274.364360 = 18.651325 nChanged 1 SP:Iteration 1F (12.422913 sec): 3 clusters Score: Raw -259.122813 + Penalty 274.364360 = 15.241546 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 87 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.423659 sec): 2 clusters Score: Raw -46.627026 + Penalty 0.000000 = -46.627026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.423851 sec): 2 clusters Score: Raw -46.627026 + Penalty 0.000000 = -46.627026 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 88 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.424610 sec): 2 clusters Score: Raw -228.657684 + Penalty 113.567229 = -115.090455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.424826 sec): 3 clusters Score: Raw -236.430951 + Penalty 219.133705 = -17.297246 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 89 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.425581 sec): 2 clusters Score: Raw -146.125492 + Penalty 61.286865 = -84.838627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.425793 sec): 3 clusters Score: Raw -138.511339 + Penalty 61.286865 = -77.224474 nChanged 1 SP:Iteration 1F (12.425987 sec): 2 clusters Score: Raw -146.125492 + Penalty 61.286865 = -84.838627 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 90 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.426759 sec): 2 clusters Score: Raw -448.592307 + Penalty 195.270407 = -253.321900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.426985 sec): 3 clusters Score: Raw -453.108723 + Penalty 379.322834 = -73.785889 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 94 (7 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.427751 sec): 2 clusters Score: Raw -333.439341 + Penalty 140.105249 = -193.334093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.427973 sec): 3 clusters Score: Raw -332.852071 + Penalty 282.971731 = -49.880339 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 96 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.428746 sec): 2 clusters Score: Raw -140.977864 + Penalty 82.838759 = -58.139104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.428958 sec): 3 clusters Score: Raw -135.469773 + Penalty 82.838759 = -52.631014 nChanged 1 SP:Iteration 1F (12.429152 sec): 2 clusters Score: Raw -140.977864 + Penalty 82.838759 = -58.139104 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.429998 sec): 2 clusters Score: Raw -1695.280904 + Penalty 164.316710 = -1530.964194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.430282 sec): 3 clusters Score: Raw -1672.897772 + Penalty 328.865789 = -1344.031983 nChanged 10 SP:Iteration 1F (12.430560 sec): 3 clusters Score: Raw -1681.836681 + Penalty 334.759207 = -1347.077474 nChanged 2 SP:Iteration 2F (12.430836 sec): 3 clusters Score: Raw -1684.087504 + Penalty 348.045293 = -1336.042211 nChanged 2 SP:Iteration 3F (12.431112 sec): 3 clusters Score: Raw -1688.361995 + Penalty 348.045293 = -1340.316702 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 101 (6 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.431891 sec): 2 clusters Score: Raw -274.758785 + Penalty 105.889726 = -168.869059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.432109 sec): 3 clusters Score: Raw -274.130525 + Penalty 223.411678 = -50.718847 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 103 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.432865 sec): 2 clusters Score: Raw -149.422874 + Penalty 97.424096 = -51.998777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.433073 sec): 3 clusters Score: Raw -145.159156 + Penalty 185.878463 = 40.719307 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 104 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.433822 sec): 2 clusters Score: Raw -84.967758 + Penalty 44.073384 = -40.894374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.434017 sec): 2 clusters Score: Raw -84.967758 + Penalty 44.073384 = -40.894374 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 107 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.434758 sec): 2 clusters Score: Raw -45.950228 + Penalty 0.000000 = -45.950228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.434948 sec): 2 clusters Score: Raw -45.950228 + Penalty 0.000000 = -45.950228 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 110 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.435694 sec): 2 clusters Score: Raw -46.737499 + Penalty 0.000000 = -46.737499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.435885 sec): 2 clusters Score: Raw -46.737499 + Penalty 0.000000 = -46.737499 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 116 (9 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.436653 sec): 2 clusters Score: Raw -375.840349 + Penalty 103.548631 = -272.291718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.436879 sec): 3 clusters Score: Raw -384.801990 + Penalty 206.721706 = -178.080284 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 118 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.437632 sec): 2 clusters Score: Raw -99.991117 + Penalty 81.824808 = -18.166309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.437844 sec): 2 clusters Score: Raw -99.991117 + Penalty 81.824808 = -18.166309 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 123 (2 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.438591 sec): 2 clusters Score: Raw -90.981535 + Penalty 32.516015 = -58.465519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.438789 sec): 3 clusters Score: Raw -87.147438 + Penalty 65.032031 = -22.115407 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 143 (5 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.439546 sec): 2 clusters Score: Raw -215.308012 + Penalty 35.839542 = -179.468470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.439752 sec): 3 clusters Score: Raw -213.002856 + Penalty 59.794923 = -153.207933 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 144 (3 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.440494 sec): 2 clusters Score: Raw -118.761387 + Penalty 32.630927 = -86.130460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.440691 sec): 3 clusters Score: Raw -118.959718 + Penalty 64.821214 = -54.138504 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 147 (1 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.441435 sec): 2 clusters Score: Raw -45.303049 + Penalty 0.000000 = -45.303049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.441627 sec): 2 clusters Score: Raw -45.303049 + Penalty 0.000000 = -45.303049 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 152 (27 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12.442445 sec): 2 clusters Score: Raw -1088.661818 + Penalty 206.492901 = -882.168917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12.442708 sec): 3 clusters Score: Raw -1124.581378 + Penalty 435.784287 = -688.797090 nChanged 3 SP:Iteration 1F (12.442968 sec): 3 clusters Score: Raw -1135.088432 + Penalty 435.784287 = -699.304145 nChanged 0 Deleting Class 18 (4 points): Lose 26.240525 but Gain 1250.232988 Iteration 20F (13.468275 sec): 69 clusters Score: Raw -1708145.175965 + Penalty 58571.650880 = -1649573.525085 nChanged 119 Deleting Class 118 (2 points): Lose 24.227426 but Gain 1223.382269 Iteration 21Q (13.580607 sec): 68 clusters Score: Raw -1708343.621271 + Penalty 57078.897863 = -1651264.723408 nChanged 42 Deleting Class 54 (5 points): Lose 45.783962 but Gain 1243.022602 Iteration 22Q (13.689408 sec): 67 clusters Score: Raw -1708408.357376 + Penalty 56076.107296 = -1652332.250080 nChanged 39 Deleting Class 75 (4 points): Lose 42.280584 but Gain 1229.654153 Iteration 23Q (13.797181 sec): 66 clusters Score: Raw -1708459.142149 + Penalty 55045.219318 = -1653413.922831 nChanged 41 Deleting Class 46 (1 points): Lose 0.522983 but Gain 1180.506377 Iteration 24Q (13.905523 sec): 65 clusters Score: Raw -1708557.112088 + Penalty 53922.763738 = -1654634.348350 nChanged 36 Deleting Class 147 (2 points): Lose 18.123222 but Gain 1194.726691 Iteration 25Q (14.012461 sec): 64 clusters Score: Raw -1708610.890983 + Penalty 52798.573041 = -1655812.317941 nChanged 19 Deleting Class 110 (1 points): Lose 5.683820 but Gain 1104.228552 Iteration 26Q (14.118709 sec): 63 clusters Score: Raw -1708645.909835 + Penalty 51710.657931 = -1656935.251904 nChanged 12 Deleting Class 81 (6 points): Lose 78.965685 but Gain 1172.237673 Iteration 27Q (14.226261 sec): 62 clusters Score: Raw -1708601.192237 + Penalty 50613.978708 = -1657987.213529 nChanged 12 Deleting Class 23 (11 points): Lose 35.114603 but Gain 1108.495960 Iteration 28Q (14.330972 sec): 61 clusters Score: Raw -1708623.735612 + Penalty 49564.530585 = -1659059.205027 nChanged 15 Deleting Class 19 (3 points): Lose 20.399707 but Gain 1076.246520 Iteration 29Q (14.435385 sec): 60 clusters Score: Raw -1708633.350153 + Penalty 48502.441244 = -1660130.908909 nChanged 4 Deleting Class 64 (9 points): Lose 68.405060 but Gain 1117.651351 Iteration 30F (15.299031 sec): 59 clusters Score: Raw -1708589.635861 + Penalty 47484.221679 = -1661105.414183 nChanged 14 Deleting Class 38 (102 points): Lose 502.313567 but Gain 1550.553128 Iteration 31Q (15.402175 sec): 58 clusters Score: Raw -1708127.197894 + Penalty 46260.874306 = -1661866.323588 nChanged 109 Deleting Class 87 (1 points): Lose 26.487300 but Gain 1052.409942 Iteration 32Q (15.508475 sec): 57 clusters Score: Raw -1708407.729491 + Penalty 45251.427914 = -1663156.301577 nChanged 11 Deleting Class 55 (10 points): Lose 45.949623 but Gain 1064.835452 Iteration 33Q (15.609886 sec): 56 clusters Score: Raw -1708387.284428 + Penalty 44198.759061 = -1664188.525367 nChanged 17 Deleting Class 48 (5 points): Lose 22.134403 but Gain 1025.237034 Iteration 34Q (15.711975 sec): 55 clusters Score: Raw -1708373.971574 + Penalty 43190.154924 = -1665183.816650 nChanged 11 Deleting Class 44 (4 points): Lose 29.100470 but Gain 1029.226369 Iteration 35Q (15.812624 sec): 54 clusters Score: Raw -1708362.004084 + Penalty 42132.922358 = -1666229.081725 nChanged 8 Deleting Class 52 (4 points): Lose 59.742024 but Gain 1056.297927 Iteration 36Q (15.913176 sec): 53 clusters Score: Raw -1708316.078533 + Penalty 41130.024073 = -1667186.054460 nChanged 5 Deleting Class 85 (5 points): Lose 20.192947 but Gain 1004.044868 Iteration 37Q (16.012975 sec): 52 clusters Score: Raw -1708328.013683 + Penalty 40125.488867 = -1668202.524817 nChanged 7 Deleting Class 30 (1 points): Lose 0.911278 but Gain 973.730047 Iteration 38Q (16.113221 sec): 51 clusters Score: Raw -1708334.923534 + Penalty 39391.084905 = -1668943.838629 nChanged 4 Deleting Class 21 (15 points): Lose 236.057127 but Gain 1158.036558 Iteration 39Q (16.211590 sec): 50 clusters Score: Raw -1708114.391762 + Penalty 38219.098375 = -1669895.293387 nChanged 17 Deleting Class 103 (3 points): Lose 16.924830 but Gain 919.019197 Iteration 40F (16.933415 sec): 49 clusters Score: Raw -1708276.239358 + Penalty 37359.733354 = -1670916.506004 nChanged 7 Deleting Class 33 (2 points): Lose 17.206760 but Gain 873.569052 Iteration 41Q (17.031673 sec): 48 clusters Score: Raw -1708292.060351 + Penalty 36512.688641 = -1671779.371711 nChanged 4 Deleting Class 107 (1 points): Lose 4.020328 but Gain 840.425587 Iteration 42Q (17.130016 sec): 47 clusters Score: Raw -1708298.638610 + Penalty 35729.073811 = -1672569.564799 nChanged 2 Deleting Class 74 (2 points): Lose 8.234318 but Gain 839.865555 Iteration 43Q (17.226937 sec): 46 clusters Score: Raw -1708299.008616 + Penalty 34892.092900 = -1673406.915717 nChanged 2 Deleting Class 90 (8 points): Lose 58.821099 but Gain 848.602522 Iteration 44Q (17.323270 sec): 45 clusters Score: Raw -1708244.954440 + Penalty 34059.655569 = -1674185.298870 nChanged 9 Deleting Class 60 (5 points): Lose 17.113522 but Gain 802.355590 Iteration 45Q (17.420175 sec): 44 clusters Score: Raw -1708254.900323 + Penalty 33259.824255 = -1674995.076068 nChanged 5 Deleting Class 96 (3 points): Lose 12.893397 but Gain 781.433065 Iteration 46Q (17.515311 sec): 43 clusters Score: Raw -1708242.159833 + Penalty 32496.702614 = -1675745.457219 nChanged 3 Deleting Class 49 (28 points): Lose 341.180501 but Gain 1040.470066 Iteration 47Q (17.612045 sec): 42 clusters Score: Raw -1707913.653637 + Penalty 31431.582944 = -1676482.070694 nChanged 29 Deleting Class 94 (10 points): Lose 38.416851 but Gain 707.911925 Iteration 48Q (17.708304 sec): 41 clusters Score: Raw -1707990.874814 + Penalty 30772.972199 = -1677217.902615 nChanged 17 Deleting Class 39 (20 points): Lose 104.610956 but Gain 749.877613 Iteration 49Q (17.802887 sec): 40 clusters Score: Raw -1707931.503585 + Penalty 30050.190436 = -1677881.313149 nChanged 27 Deleting Class 116 (7 points): Lose 28.338578 but Gain 697.900391 Iteration 50F (18.385541 sec): 39 clusters Score: Raw -1707985.789082 + Penalty 29322.743638 = -1678663.045444 nChanged 18 Deleting Class 104 (2 points): Lose 27.844936 but Gain 658.951705 Iteration 51Q (18.478152 sec): 38 clusters Score: Raw -1708033.463275 + Penalty 28656.362914 = -1679377.100362 nChanged 11 Deleting Class 89 (4 points): Lose 28.843824 but Gain 641.583525 Iteration 52Q (18.569762 sec): 37 clusters Score: Raw -1708047.588410 + Penalty 26936.706049 = -1681110.882361 nChanged 9 Deleting Class 58 (1 points): Lose 13.424052 but Gain 619.575934 Iteration 53Q (18.660973 sec): 36 clusters Score: Raw -1708078.794644 + Penalty 26300.425432 = -1681778.369211 nChanged 8 Deleting Class 101 (6 points): Lose 31.412312 but Gain 612.458641 Iteration 54Q (18.753014 sec): 35 clusters Score: Raw -1708067.201309 + Penalty 25697.126277 = -1682370.075033 nChanged 8 Deleting Class 88 (9 points): Lose 157.151437 but Gain 707.681857 Iteration 55Q (18.843178 sec): 34 clusters Score: Raw -1707947.965185 + Penalty 25900.181784 = -1682047.783401 nChanged 19 Deleting Class 51 (1 points): Lose 3.472759 but Gain 540.519749 Iteration 56F (19.349896 sec): 33 clusters Score: Raw -1708025.160247 + Penalty 25375.024558 = -1682650.135689 nChanged 8 Deleting Class 123 (2 points): Lose 20.627580 but Gain 486.154721 Iteration 57Q (19.438252 sec): 32 clusters Score: Raw -1708082.616637 + Penalty 24902.150472 = -1683180.466165 nChanged 20 Deleting Class 25 (5 points): Lose 16.421758 but Gain 437.686622 Iteration 58Q (19.527132 sec): 31 clusters Score: Raw -1708166.737867 + Penalty 24517.811973 = -1683648.925895 nChanged 29 Deleting Class 152 (43 points): Lose 339.515595 but Gain 753.977937 Iteration 59Q (19.615489 sec): 30 clusters Score: Raw -1707935.092240 + Penalty 23872.445090 = -1684062.647150 nChanged 61 Deleting Class 70 (3 points): Lose 14.506672 but Gain 391.140958 Iteration 60F (20.064041 sec): 29 clusters Score: Raw -1708182.541906 + Penalty 23805.886137 = -1684376.655769 nChanged 46 Deleting Class 143 (10 points): Lose 76.255621 but Gain 426.888317 Iteration 61Q (20.151319 sec): 28 clusters Score: Raw -1708221.454754 + Penalty 23374.488090 = -1684846.966664 nChanged 41 Deleting Class 144 (7 points): Lose 72.928877 but Gain 290.118069 Iteration 62Q (20.238068 sec): 27 clusters Score: Raw -1708249.811366 + Penalty 23094.949575 = -1685154.861791 nChanged 24 Deleting Class 15 (51 points): Lose 492.772244 but Gain 499.212654 Iteration 63Q (20.324066 sec): 26 clusters Score: Raw -1707802.445208 + Penalty 22366.410147 = -1685436.035061 nChanged 63 Iteration 64Q (20.410474 sec): 26 clusters Score: Raw -1707923.177257 + Penalty 22382.045281 = -1685541.131976 nChanged 30 Iteration 65Q (20.496460 sec): 26 clusters Score: Raw -1707935.179654 + Penalty 22383.707278 = -1685551.472375 nChanged 21 Iteration 66Q (20.581435 sec): 26 clusters Score: Raw -1707944.142011 + Penalty 22387.299447 = -1685556.842564 nChanged 13 Iteration 67Q (20.665955 sec): 26 clusters Score: Raw -1707952.380066 + Penalty 22379.367094 = -1685573.012971 nChanged 15 Iteration 68Q (20.750880 sec): 26 clusters Score: Raw -1707960.540816 + Penalty 22380.611064 = -1685579.929753 nChanged 12 Iteration 69Q (20.835413 sec): 26 clusters Score: Raw -1707964.989948 + Penalty 22380.159770 = -1685584.830178 nChanged 9 Iteration 70F (21.232102 sec): 26 clusters Score: Raw -1707971.226784 + Penalty 22381.844100 = -1685589.382684 nChanged 9 Iteration 71Q (21.317110 sec): 26 clusters Score: Raw -1707978.777678 + Penalty 22381.255623 = -1685597.522055 nChanged 4 Iteration 72Q (21.402564 sec): 26 clusters Score: Raw -1707979.788164 + Penalty 22381.060083 = -1685598.728081 nChanged 1 Iteration 73Q (21.487548 sec): 26 clusters Score: Raw -1707980.023233 + Penalty 22381.060083 = -1685598.963150 nChanged 0 Iteration 74F (21.882956 sec): 26 clusters Score: Raw -1707980.023233 + Penalty 22381.060083 = -1685598.963150 nChanged 0 Writing temp clu file Memory request: 0.15 GB would take us to total of 0.29 GB. Compute initial score before splitting: Score: Raw -1707980.023233 + Penalty 22381.060083 = -1685598.963150Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 1 (1712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21.952341 sec): 2 clusters Score: Raw -117053.676379 + Penalty 1209.862402 = -115843.813977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21.955827 sec): 3 clusters Score: Raw -115184.170467 + Penalty 2419.725362 = -112764.445105 nChanged 648 SP:Iteration 1F (21.959094 sec): 3 clusters Score: Raw -116054.249822 + Penalty 2419.724569 = -113634.525253 nChanged 284 SP:Iteration 2F (21.962295 sec): 3 clusters Score: Raw -116646.499570 + Penalty 2419.720924 = -114226.778645 nChanged 234 SP:Iteration 3F (21.965498 sec): 3 clusters Score: Raw -117083.068073 + Penalty 2419.717481 = -114663.350592 nChanged 132 SP:Iteration 4F (21.968707 sec): 3 clusters Score: Raw -117192.456354 + Penalty 2419.711717 = -114772.744637 nChanged 75 SP:Iteration 5Q (21.971626 sec): 3 clusters Score: Raw -117208.432173 + Penalty 2419.708754 = -114788.723419 nChanged 54 SP:Iteration 6Q (21.974449 sec): 3 clusters Score: Raw -117208.591481 + Penalty 2419.701993 = -114788.889489 nChanged 44 SP:Iteration 7Q (21.977193 sec): 3 clusters Score: Raw -117210.980963 + Penalty 2419.694677 = -114791.286286 nChanged 32 SP:Iteration 8Q (21.979888 sec): 3 clusters Score: Raw -117180.081015 + Penalty 2419.688964 = -114760.392051 nChanged 19 SP:Iteration 9F (21.983111 sec): 3 clusters Score: Raw -117170.860085 + Penalty 2419.686096 = -114751.173989 nChanged 22 SP:Iteration 10F (21.986336 sec): 3 clusters Score: Raw -117161.937974 + Penalty 2419.688257 = -114742.249718 nChanged 21 SP:Iteration 11F (21.989563 sec): 3 clusters Score: Raw -117141.734147 + Penalty 2419.690744 = -114722.043404 nChanged 23 SP:Iteration 12F (21.992789 sec): 3 clusters Score: Raw -117134.084842 + Penalty 2419.741979 = -114714.342864 nChanged 32 SP:Iteration 13F (21.996017 sec): 3 clusters Score: Raw -117144.693383 + Penalty 2419.742226 = -114724.951157 nChanged 22 SP:Iteration 14Q (21.998637 sec): 3 clusters Score: Raw -117155.386719 + Penalty 2419.742424 = -114735.644295 nChanged 18 SP:Iteration 15Q (22.001259 sec): 3 clusters Score: Raw -117180.627748 + Penalty 2419.742532 = -114760.885216 nChanged 10 SP:Iteration 16Q (22.003863 sec): 3 clusters Score: Raw -117174.817641 + Penalty 2419.742586 = -114755.075055 nChanged 5 SP:Iteration 17F (22.007351 sec): 3 clusters Score: Raw -117178.943937 + Penalty 2419.742607 = -114759.201330 nChanged 2 SP:Iteration 18Q (22.010155 sec): 3 clusters Score: Raw -117183.715044 + Penalty 2419.742607 = -114763.972437 nChanged 0 SP:Iteration 19F (22.013644 sec): 3 clusters Score: Raw -117183.715044 + Penalty 2419.742607 = -114763.972437 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 2 (931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.017050 sec): 2 clusters Score: Raw -44553.449404 + Penalty 238.415496 = -44315.033908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.018936 sec): 3 clusters Score: Raw -43887.808365 + Penalty 489.615556 = -43398.192809 nChanged 407 SP:Iteration 1F (22.020741 sec): 3 clusters Score: Raw -44426.073340 + Penalty 542.865997 = -43883.207343 nChanged 125 SP:Iteration 2F (22.022533 sec): 3 clusters Score: Raw -44553.807607 + Penalty 613.953996 = -43939.853611 nChanged 57 SP:Iteration 3F (22.024326 sec): 3 clusters Score: Raw -44602.938684 + Penalty 649.309244 = -43953.629439 nChanged 24 SP:Iteration 4Q (22.026076 sec): 3 clusters Score: Raw -44618.073125 + Penalty 707.900819 = -43910.172306 nChanged 23 SP:Iteration 5F (22.027854 sec): 3 clusters Score: Raw -44635.710204 + Penalty 751.611740 = -43884.098464 nChanged 18 SP:Iteration 6F (22.029657 sec): 3 clusters Score: Raw -44648.748276 + Penalty 804.630782 = -43844.117494 nChanged 14 SP:Iteration 7F (22.031489 sec): 3 clusters Score: Raw -44661.851138 + Penalty 884.027707 = -43777.823431 nChanged 12 SP:Iteration 8F (22.033298 sec): 3 clusters Score: Raw -44678.187243 + Penalty 887.690801 = -43790.496442 nChanged 5 SP:Iteration 9Q (22.034768 sec): 3 clusters Score: Raw -44680.637704 + Penalty 887.467700 = -43793.170004 nChanged 5 SP:Iteration 10F (22.036577 sec): 3 clusters Score: Raw -44681.438147 + Penalty 887.467700 = -43793.970446 nChanged 0 Memory request: 0.01 GB would take us to total of 0.31 GB. Trying to split cluster 3 (2641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.049599 sec): 2 clusters Score: Raw -203466.898412 + Penalty 1280.305201 = -202186.593210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.055143 sec): 3 clusters Score: Raw -200972.258001 + Penalty 2560.610802 = -198411.647199 nChanged 1040 SP:Iteration 1F (22.060288 sec): 3 clusters Score: Raw -202406.268780 + Penalty 2560.611188 = -199845.657592 nChanged 481 SP:Iteration 2F (22.065178 sec): 3 clusters Score: Raw -203395.452727 + Penalty 2560.607425 = -200834.845302 nChanged 364 SP:Iteration 3F (22.070073 sec): 3 clusters Score: Raw -203986.904906 + Penalty 2560.605736 = -201426.299170 nChanged 212 SP:Iteration 4F (22.074974 sec): 3 clusters Score: Raw -204200.109205 + Penalty 2560.602486 = -201639.506719 nChanged 108 SP:Iteration 5Q (22.079386 sec): 3 clusters Score: Raw -204258.528471 + Penalty 2560.599015 = -201697.929455 nChanged 70 SP:Iteration 6Q (22.083741 sec): 3 clusters Score: Raw -204289.713600 + Penalty 2560.609806 = -201729.103794 nChanged 48 SP:Iteration 7Q (22.088042 sec): 3 clusters Score: Raw -204296.407387 + Penalty 2560.615402 = -201735.791985 nChanged 45 SP:Iteration 8Q (22.092290 sec): 3 clusters Score: Raw -204281.161162 + Penalty 2560.614134 = -201720.547027 nChanged 42 SP:Iteration 9F (22.097206 sec): 3 clusters Score: Raw -204251.355545 + Penalty 2560.617788 = -201690.737757 nChanged 31 SP:Iteration 10F (22.102161 sec): 3 clusters Score: Raw -204213.322210 + Penalty 2560.618935 = -201652.703275 nChanged 23 SP:Iteration 11F (22.107077 sec): 3 clusters Score: Raw -204181.846512 + Penalty 2560.618596 = -201621.227916 nChanged 13 SP:Iteration 12F (22.112024 sec): 3 clusters Score: Raw -204159.787483 + Penalty 2560.618078 = -201599.169405 nChanged 17 SP:Iteration 13F (22.116945 sec): 3 clusters Score: Raw -204143.937299 + Penalty 2560.617333 = -201583.319966 nChanged 20 SP:Iteration 14F (22.121868 sec): 3 clusters Score: Raw -204120.390347 + Penalty 2560.616347 = -201559.774000 nChanged 21 SP:Iteration 15F (22.126790 sec): 3 clusters Score: Raw -204095.258454 + Penalty 2560.614939 = -201534.643516 nChanged 23 SP:Iteration 16F (22.131862 sec): 3 clusters Score: Raw -204070.653493 + Penalty 2560.613128 = -201510.040365 nChanged 22 SP:Iteration 17F (22.136784 sec): 3 clusters Score: Raw -204046.381906 + Penalty 2560.611021 = -201485.770885 nChanged 19 SP:Iteration 18F (22.141713 sec): 3 clusters Score: Raw -204019.071327 + Penalty 2560.627708 = -201458.443619 nChanged 12 SP:Iteration 19F (22.147388 sec): 3 clusters Score: Raw -203999.537861 + Penalty 2560.627813 = -201438.910048 nChanged 14 SP:Iteration 20F (22.152837 sec): 3 clusters Score: Raw -203985.071041 + Penalty 2560.627894 = -201424.443147 nChanged 11 SP:Iteration 21F (22.158502 sec): 3 clusters Score: Raw -203961.801848 + Penalty 2560.627931 = -201401.173917 nChanged 5 SP:Iteration 22F (22.164033 sec): 3 clusters Score: Raw -203951.347997 + Penalty 2560.627946 = -201390.720051 nChanged 2 SP:Iteration 23F (22.169244 sec): 3 clusters Score: Raw -203946.113717 + Penalty 2560.627953 = -201385.485764 nChanged 1 SP:Iteration 24F (22.174178 sec): 3 clusters Score: Raw -203944.161015 + Penalty 2560.627953 = -201383.533061 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 4 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.177637 sec): 2 clusters Score: Raw -20323.127573 + Penalty 510.490239 = -19812.637334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.178425 sec): 3 clusters Score: Raw -19784.747537 + Penalty 1006.196073 = -18778.551464 nChanged 113 SP:Iteration 1F (22.179187 sec): 3 clusters Score: Raw -19997.307492 + Penalty 1012.240955 = -18985.066537 nChanged 59 SP:Iteration 2F (22.179980 sec): 3 clusters Score: Raw -20174.345075 + Penalty 1127.130867 = -19047.214209 nChanged 30 SP:Iteration 3F (22.180732 sec): 3 clusters Score: Raw -20271.356080 + Penalty 1178.916366 = -19092.439714 nChanged 11 SP:Iteration 4Q (22.181355 sec): 3 clusters Score: Raw -20310.717504 + Penalty 1359.275397 = -18951.442107 nChanged 4 SP:Iteration 5F (22.182104 sec): 3 clusters Score: Raw -20321.575907 + Penalty 1359.275397 = -18962.300510 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 5 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.184578 sec): 2 clusters Score: Raw -19134.383300 + Penalty 651.461153 = -18482.922148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.185366 sec): 3 clusters Score: Raw -18716.567317 + Penalty 1302.353605 = -17414.213713 nChanged 112 SP:Iteration 1F (22.186144 sec): 3 clusters Score: Raw -18867.057627 + Penalty 1304.335981 = -17562.721646 nChanged 56 SP:Iteration 2F (22.186926 sec): 3 clusters Score: Raw -19002.128606 + Penalty 1310.965093 = -17691.163513 nChanged 42 SP:Iteration 3F (22.187710 sec): 3 clusters Score: Raw -19081.208165 + Penalty 1307.123636 = -17774.084528 nChanged 14 SP:Iteration 4Q (22.188413 sec): 3 clusters Score: Raw -19105.383789 + Penalty 1300.490817 = -17804.892972 nChanged 7 SP:Iteration 5Q (22.189093 sec): 3 clusters Score: Raw -19117.195031 + Penalty 1303.682658 = -17813.512372 nChanged 8 SP:Iteration 6Q (22.189769 sec): 3 clusters Score: Raw -19138.063026 + Penalty 1310.522885 = -17827.540141 nChanged 5 SP:Iteration 7Q (22.190438 sec): 3 clusters Score: Raw -19149.178715 + Penalty 1329.173573 = -17820.005142 nChanged 6 SP:Iteration 8F (22.191266 sec): 3 clusters Score: Raw -19161.245077 + Penalty 1368.186652 = -17793.058425 nChanged 4 SP:Iteration 9F (22.192096 sec): 3 clusters Score: Raw -19170.139156 + Penalty 1370.815907 = -17799.323249 nChanged 1 SP:Iteration 10F (22.192926 sec): 3 clusters Score: Raw -19174.346868 + Penalty 1370.815907 = -17803.530961 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 6 (3140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.206786 sec): 2 clusters Score: Raw -164081.457323 + Penalty 306.272371 = -163775.184952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.212646 sec): 3 clusters Score: Raw -161904.080555 + Penalty 638.603826 = -161265.476730 nChanged 1442 SP:Iteration 1F (22.218385 sec): 3 clusters Score: Raw -163603.508040 + Penalty 668.148590 = -162935.359450 nChanged 422 SP:Iteration 2F (22.224164 sec): 3 clusters Score: Raw -163907.494647 + Penalty 678.057180 = -163229.437467 nChanged 182 SP:Iteration 3F (22.230037 sec): 3 clusters Score: Raw -163984.190063 + Penalty 685.808937 = -163298.381126 nChanged 110 SP:Iteration 4Q (22.235722 sec): 3 clusters Score: Raw -164019.510218 + Penalty 692.213375 = -163327.296843 nChanged 62 SP:Iteration 5Q (22.241364 sec): 3 clusters Score: Raw -164033.993353 + Penalty 697.902739 = -163336.090615 nChanged 44 SP:Iteration 6Q (22.246926 sec): 3 clusters Score: Raw -164046.282480 + Penalty 703.653395 = -163342.629085 nChanged 36 SP:Iteration 7Q (22.252440 sec): 3 clusters Score: Raw -164056.958741 + Penalty 709.870588 = -163347.088152 nChanged 41 SP:Iteration 8Q (22.258038 sec): 3 clusters Score: Raw -164070.172486 + Penalty 717.372182 = -163352.800303 nChanged 34 SP:Iteration 9Q (22.263651 sec): 3 clusters Score: Raw -164073.138849 + Penalty 723.989210 = -163349.149639 nChanged 29 SP:Iteration 10F (22.269419 sec): 3 clusters Score: Raw -164075.342159 + Penalty 730.463319 = -163344.878841 nChanged 30 SP:Iteration 11F (22.275199 sec): 3 clusters Score: Raw -164078.489872 + Penalty 736.402789 = -163342.087083 nChanged 29 SP:Iteration 12F (22.280969 sec): 3 clusters Score: Raw -164079.651456 + Penalty 742.948836 = -163336.702620 nChanged 31 SP:Iteration 13F (22.286732 sec): 3 clusters Score: Raw -164082.123337 + Penalty 751.843593 = -163330.279743 nChanged 42 SP:Iteration 14F (22.292546 sec): 3 clusters Score: Raw -164090.488845 + Penalty 763.762479 = -163326.726367 nChanged 53 SP:Iteration 15F (22.298314 sec): 3 clusters Score: Raw -164104.374454 + Penalty 774.408605 = -163329.965849 nChanged 52 SP:Iteration 16Q (22.303653 sec): 3 clusters Score: Raw -164115.851858 + Penalty 782.884461 = -163332.967397 nChanged 51 SP:Iteration 17Q (22.308989 sec): 3 clusters Score: Raw -164118.884576 + Penalty 790.469046 = -163328.415530 nChanged 37 SP:Iteration 18F (22.314786 sec): 3 clusters Score: Raw -164116.213133 + Penalty 800.146824 = -163316.066309 nChanged 42 SP:Iteration 19F (22.320612 sec): 3 clusters Score: Raw -164116.553197 + Penalty 809.003961 = -163307.549236 nChanged 44 SP:Iteration 20F (22.326572 sec): 3 clusters Score: Raw -164116.821566 + Penalty 818.605159 = -163298.216407 nChanged 44 SP:Iteration 21F (22.332411 sec): 3 clusters Score: Raw -164117.696986 + Penalty 829.875949 = -163287.821037 nChanged 46 SP:Iteration 22F (22.338328 sec): 3 clusters Score: Raw -164122.690882 + Penalty 846.944175 = -163275.746707 nChanged 52 SP:Iteration 23F (22.344158 sec): 3 clusters Score: Raw -164135.310977 + Penalty 861.741494 = -163273.569484 nChanged 39 SP:Iteration 24F (22.349967 sec): 3 clusters Score: Raw -164139.213548 + Penalty 881.562512 = -163257.651036 nChanged 43 SP:Iteration 25F (22.355777 sec): 3 clusters Score: Raw -164141.470043 + Penalty 897.548222 = -163243.921821 nChanged 34 SP:Iteration 26F (22.361737 sec): 3 clusters Score: Raw -164138.893469 + Penalty 917.846145 = -163221.047324 nChanged 32 SP:Iteration 27F (22.367865 sec): 3 clusters Score: Raw -164137.369816 + Penalty 951.800553 = -163185.569263 nChanged 30 SP:Iteration 28F (22.373681 sec): 3 clusters Score: Raw -164137.514289 + Penalty 982.718577 = -163154.795712 nChanged 20 SP:Iteration 29F (22.379493 sec): 3 clusters Score: Raw -164130.084828 + Penalty 993.529192 = -163136.555636 nChanged 10 SP:Iteration 30F (22.385305 sec): 3 clusters Score: Raw -164124.924898 + Penalty 996.689588 = -163128.235310 nChanged 10 SP:Iteration 31F (22.391141 sec): 3 clusters Score: Raw -164119.471786 + Penalty 995.996682 = -163123.475104 nChanged 12 SP:Iteration 32F (22.396950 sec): 3 clusters Score: Raw -164115.766000 + Penalty 1008.634544 = -163107.131457 nChanged 13 SP:Iteration 33F (22.402770 sec): 3 clusters Score: Raw -164114.434480 + Penalty 1021.749258 = -163092.685222 nChanged 11 SP:Iteration 34F (22.408586 sec): 3 clusters Score: Raw -164107.932417 + Penalty 1017.130011 = -163090.802406 nChanged 8 SP:Iteration 35F (22.414443 sec): 3 clusters Score: Raw -164105.924665 + Penalty 1042.076739 = -163063.847926 nChanged 7 SP:Iteration 36F (22.420264 sec): 3 clusters Score: Raw -164102.036013 + Penalty 1087.122835 = -163014.913178 nChanged 4 SP:Iteration 37F (22.426082 sec): 3 clusters Score: Raw -164102.808898 + Penalty 1128.088972 = -162974.719926 nChanged 4 SP:Iteration 38F (22.432034 sec): 3 clusters Score: Raw -164102.247458 + Penalty 1129.245564 = -162973.001894 nChanged 1 SP:Iteration 39F (22.437998 sec): 3 clusters Score: Raw -164101.689579 + Penalty 1129.245564 = -162972.444015 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 7 (1046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.445623 sec): 2 clusters Score: Raw -60039.272865 + Penalty 639.198536 = -59400.074328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.447744 sec): 3 clusters Score: Raw -59050.152117 + Penalty 1278.783314 = -57771.368803 nChanged 413 SP:Iteration 1F (22.449810 sec): 3 clusters Score: Raw -59555.407950 + Penalty 1280.059507 = -58275.348442 nChanged 153 SP:Iteration 2F (22.451848 sec): 3 clusters Score: Raw -59713.619697 + Penalty 1276.493135 = -58437.126562 nChanged 92 SP:Iteration 3F (22.453890 sec): 3 clusters Score: Raw -59819.833471 + Penalty 1264.165719 = -58555.667752 nChanged 82 SP:Iteration 4F (22.455941 sec): 3 clusters Score: Raw -59914.722236 + Penalty 1258.478936 = -58656.243301 nChanged 57 SP:Iteration 5F (22.458035 sec): 3 clusters Score: Raw -59978.528770 + Penalty 1260.323410 = -58718.205359 nChanged 50 SP:Iteration 6Q (22.459998 sec): 3 clusters Score: Raw -60042.396733 + Penalty 1259.546720 = -58782.850012 nChanged 36 SP:Iteration 7Q (22.461877 sec): 3 clusters Score: Raw -60081.010247 + Penalty 1275.186095 = -58805.824152 nChanged 23 SP:Iteration 8Q (22.463666 sec): 3 clusters Score: Raw -60098.128887 + Penalty 1289.102317 = -58809.026569 nChanged 20 SP:Iteration 9Q (22.465410 sec): 3 clusters Score: Raw -60117.982576 + Penalty 1311.206180 = -58806.776396 nChanged 10 SP:Iteration 10F (22.467533 sec): 3 clusters Score: Raw -60134.570725 + Penalty 1361.499941 = -58773.070784 nChanged 12 SP:Iteration 11F (22.469660 sec): 3 clusters Score: Raw -60142.578642 + Penalty 1380.445973 = -58762.132669 nChanged 5 SP:Iteration 12F (22.471760 sec): 3 clusters Score: Raw -60142.840413 + Penalty 1397.039311 = -58745.801102 nChanged 2 SP:Iteration 13F (22.473823 sec): 3 clusters Score: Raw -60151.296036 + Penalty 1397.039311 = -58754.256724 nChanged 0 Memory request: 0.02 GB would take us to total of 0.32 GB. Trying to split cluster 8 (4880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.495147 sec): 2 clusters Score: Raw -254888.266227 + Penalty 397.486520 = -254490.779707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.504361 sec): 3 clusters Score: Raw -251522.034072 + Penalty 770.746887 = -250751.287185 nChanged 2257 SP:Iteration 1F (22.513122 sec): 3 clusters Score: Raw -253387.843932 + Penalty 785.598078 = -252602.245854 nChanged 739 SP:Iteration 2F (22.521833 sec): 3 clusters Score: Raw -254083.838740 + Penalty 829.856839 = -253253.981901 nChanged 462 SP:Iteration 3F (22.530625 sec): 3 clusters Score: Raw -254509.240165 + Penalty 879.102545 = -253630.137620 nChanged 266 SP:Iteration 4F (22.539507 sec): 3 clusters Score: Raw -254746.111542 + Penalty 922.435625 = -253823.675917 nChanged 144 SP:Iteration 5Q (22.547166 sec): 3 clusters Score: Raw -254849.258287 + Penalty 954.279865 = -253894.978422 nChanged 63 SP:Iteration 6Q (22.554178 sec): 3 clusters Score: Raw -254884.167200 + Penalty 994.961759 = -253889.205441 nChanged 27 SP:Iteration 7F (22.562792 sec): 3 clusters Score: Raw -254900.785472 + Penalty 1111.587665 = -253789.197807 nChanged 15 SP:Iteration 8F (22.571776 sec): 3 clusters Score: Raw -254917.670552 + Penalty 1166.177532 = -253751.493020 nChanged 4 SP:Iteration 9F (22.580421 sec): 3 clusters Score: Raw -254921.939328 + Penalty 1169.254135 = -253752.685193 nChanged 2 SP:Iteration 10F (22.589025 sec): 3 clusters Score: Raw -254923.626325 + Penalty 1180.553081 = -253743.073244 nChanged 2 SP:Iteration 11F (22.597820 sec): 3 clusters Score: Raw -254926.109666 + Penalty 1180.553081 = -253745.556585 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 9 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.602040 sec): 2 clusters Score: Raw -4258.744559 + Penalty 188.409972 = -4070.334587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.602431 sec): 3 clusters Score: Raw -4224.664021 + Penalty 380.456751 = -3844.207270 nChanged 34 SP:Iteration 1F (22.602812 sec): 3 clusters Score: Raw -4278.835275 + Penalty 379.297807 = -3899.537468 nChanged 11 SP:Iteration 2F (22.603202 sec): 3 clusters Score: Raw -4301.071858 + Penalty 382.495773 = -3918.576084 nChanged 5 SP:Iteration 3Q (22.603585 sec): 3 clusters Score: Raw -4309.872180 + Penalty 385.143346 = -3924.728834 nChanged 4 SP:Iteration 4Q (22.603967 sec): 3 clusters Score: Raw -4312.614082 + Penalty 391.401139 = -3921.212944 nChanged 2 SP:Iteration 5F (22.604354 sec): 3 clusters Score: Raw -4311.271684 + Penalty 392.550154 = -3918.721530 nChanged 1 SP:Iteration 6F (22.604740 sec): 3 clusters Score: Raw -4310.052836 + Penalty 392.550154 = -3917.502681 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 10 (4420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.617849 sec): 2 clusters Score: Raw -224850.641946 + Penalty 250.293925 = -224600.348021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.626281 sec): 3 clusters Score: Raw -221923.946296 + Penalty 497.526683 = -221426.419612 nChanged 2060 SP:Iteration 1F (22.634218 sec): 3 clusters Score: Raw -223734.637365 + Penalty 500.664594 = -223233.972771 nChanged 461 SP:Iteration 2F (22.642078 sec): 3 clusters Score: Raw -224061.890753 + Penalty 505.329623 = -223556.561131 nChanged 348 SP:Iteration 3F (22.649978 sec): 3 clusters Score: Raw -224389.726375 + Penalty 496.978147 = -223892.748227 nChanged 265 SP:Iteration 4F (22.658012 sec): 3 clusters Score: Raw -224633.068686 + Penalty 475.301531 = -224157.767155 nChanged 152 SP:Iteration 5Q (22.665731 sec): 3 clusters Score: Raw -224772.439584 + Penalty 493.539699 = -224278.899885 nChanged 64 SP:Iteration 6Q (22.672651 sec): 3 clusters Score: Raw -224836.264961 + Penalty 609.920511 = -224226.344450 nChanged 16 SP:Iteration 7F (22.680672 sec): 3 clusters Score: Raw -224857.677831 + Penalty 956.815445 = -223900.862386 nChanged 6 SP:Iteration 8F (22.688525 sec): 3 clusters Score: Raw -224862.690120 + Penalty 979.284757 = -223883.405363 nChanged 1 SP:Iteration 9F (22.696278 sec): 3 clusters Score: Raw -224863.048326 + Penalty 979.284757 = -223883.763569 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 11 (1838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.707093 sec): 2 clusters Score: Raw -97031.452102 + Penalty 404.749438 = -96626.702664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.710896 sec): 3 clusters Score: Raw -95655.780238 + Penalty 964.236412 = -94691.543826 nChanged 805 SP:Iteration 1F (22.714346 sec): 3 clusters Score: Raw -96783.547137 + Penalty 1021.933531 = -95761.613606 nChanged 178 SP:Iteration 2F (22.717795 sec): 3 clusters Score: Raw -96896.952407 + Penalty 1067.289122 = -95829.663285 nChanged 79 SP:Iteration 3Q (22.721131 sec): 3 clusters Score: Raw -96941.258097 + Penalty 1113.337764 = -95827.920334 nChanged 54 SP:Iteration 4F (22.724642 sec): 3 clusters Score: Raw -96969.494101 + Penalty 1175.445864 = -95794.048237 nChanged 39 SP:Iteration 5F (22.728098 sec): 3 clusters Score: Raw -97001.306332 + Penalty 1215.343071 = -95785.963262 nChanged 21 SP:Iteration 6F (22.731562 sec): 3 clusters Score: Raw -97015.660111 + Penalty 1272.481945 = -95743.178166 nChanged 20 SP:Iteration 7F (22.735218 sec): 3 clusters Score: Raw -97037.249217 + Penalty 1254.991557 = -95782.257660 nChanged 8 SP:Iteration 8Q (22.738302 sec): 3 clusters Score: Raw -97043.477435 + Penalty 1223.977660 = -95819.499775 nChanged 2 SP:Iteration 9Q (22.741316 sec): 3 clusters Score: Raw -97046.433941 + Penalty 1197.980792 = -95848.453149 nChanged 1 SP:Iteration 10F (22.745056 sec): 3 clusters Score: Raw -97053.067015 + Penalty 1197.980792 = -95855.086223 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 12 (1293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.751014 sec): 2 clusters Score: Raw -86923.250048 + Penalty 995.684628 = -85927.565420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.753615 sec): 3 clusters Score: Raw -85374.118589 + Penalty 1991.483690 = -83382.634899 nChanged 479 SP:Iteration 1F (22.756058 sec): 3 clusters Score: Raw -85784.774702 + Penalty 1987.165956 = -83797.608747 nChanged 214 SP:Iteration 2F (22.758476 sec): 3 clusters Score: Raw -86317.489857 + Penalty 1981.946262 = -84335.543595 nChanged 212 SP:Iteration 3F (22.760875 sec): 3 clusters Score: Raw -86774.960232 + Penalty 1973.591620 = -84801.368613 nChanged 119 SP:Iteration 4F (22.763389 sec): 3 clusters Score: Raw -86978.205599 + Penalty 1968.978616 = -85009.226983 nChanged 69 SP:Iteration 5F (22.765838 sec): 3 clusters Score: Raw -87029.513457 + Penalty 1973.159206 = -85056.354251 nChanged 37 SP:Iteration 6Q (22.767864 sec): 3 clusters Score: Raw -87062.777489 + Penalty 1969.327383 = -85093.450106 nChanged 27 SP:Iteration 7Q (22.769847 sec): 3 clusters Score: Raw -87066.076719 + Penalty 1966.320876 = -85099.755842 nChanged 12 SP:Iteration 8Q (22.771781 sec): 3 clusters Score: Raw -87055.995300 + Penalty 1963.107698 = -85092.887602 nChanged 10 SP:Iteration 9F (22.774233 sec): 3 clusters Score: Raw -87045.503869 + Penalty 1956.372982 = -85089.130887 nChanged 7 SP:Iteration 10F (22.776631 sec): 3 clusters Score: Raw -87042.787538 + Penalty 1957.806387 = -85084.981151 nChanged 4 SP:Iteration 11F (22.779006 sec): 3 clusters Score: Raw -87037.723463 + Penalty 1959.343567 = -85078.379896 nChanged 2 SP:Iteration 12F (22.781394 sec): 3 clusters Score: Raw -87038.861630 + Penalty 1969.934021 = -85068.927609 nChanged 3 SP:Iteration 13F (22.783770 sec): 3 clusters Score: Raw -87035.284296 + Penalty 1987.746293 = -85047.538004 nChanged 2 SP:Iteration 14F (22.786145 sec): 3 clusters Score: Raw -87033.722986 + Penalty 2002.037516 = -85031.685470 nChanged 3 SP:Iteration 15F (22.788573 sec): 3 clusters Score: Raw -87033.869627 + Penalty 2018.425809 = -85015.443818 nChanged 7 SP:Iteration 16F (22.791072 sec): 3 clusters Score: Raw -87042.149834 + Penalty 2007.673554 = -85034.476280 nChanged 3 SP:Iteration 17Q (22.792972 sec): 3 clusters Score: Raw -87042.850103 + Penalty 2021.715172 = -85021.134931 nChanged 1 SP:Iteration 18F (22.795341 sec): 3 clusters Score: Raw -87042.398604 + Penalty 2031.036884 = -85011.361720 nChanged 2 SP:Iteration 19F (22.797735 sec): 3 clusters Score: Raw -87041.914381 + Penalty 2031.036884 = -85010.877497 nChanged 0 Memory request: 0.02 GB would take us to total of 0.31 GB. Trying to split cluster 13 (3386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.809095 sec): 2 clusters Score: Raw -206078.245510 + Penalty 694.500786 = -205383.744724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.815533 sec): 3 clusters Score: Raw -203468.327012 + Penalty 1375.811742 = -202092.515270 nChanged 1490 SP:Iteration 1F (22.822053 sec): 3 clusters Score: Raw -204580.765896 + Penalty 1346.252312 = -203234.513583 nChanged 513 SP:Iteration 2F (22.828245 sec): 3 clusters Score: Raw -205119.553818 + Penalty 1318.094951 = -203801.458866 nChanged 423 SP:Iteration 3F (22.834323 sec): 3 clusters Score: Raw -205572.377953 + Penalty 1273.414381 = -204298.963572 nChanged 334 SP:Iteration 4F (22.840370 sec): 3 clusters Score: Raw -205850.082307 + Penalty 1234.416393 = -204615.665915 nChanged 179 SP:Iteration 5F (22.846595 sec): 3 clusters Score: Raw -205969.365837 + Penalty 1211.545685 = -204757.820152 nChanged 87 SP:Iteration 6Q (22.851462 sec): 3 clusters Score: Raw -206049.919666 + Penalty 1149.990085 = -204899.929581 nChanged 26 SP:Iteration 7Q (22.856104 sec): 3 clusters Score: Raw -206074.502777 + Penalty 694.500786 = -205380.001991 nChanged 3 SP:Iteration 8Q (22.860671 sec): 2 clusters Score: Raw -206078.245510 + Penalty 694.500786 = -205383.744724 nChanged 0 SP:Iteration 9F (22.865222 sec): 2 clusters Score: Raw -206078.245510 + Penalty 694.500786 = -205383.744724 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 14 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.872323 sec): 2 clusters Score: Raw -59218.323167 + Penalty 934.286844 = -58284.036323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.874152 sec): 3 clusters Score: Raw -58059.582810 + Penalty 1860.332274 = -56199.250536 nChanged 363 SP:Iteration 1F (22.875986 sec): 3 clusters Score: Raw -58916.600248 + Penalty 1854.490310 = -57062.109938 nChanged 148 SP:Iteration 2F (22.877847 sec): 3 clusters Score: Raw -59169.888161 + Penalty 1836.474930 = -57333.413230 nChanged 55 SP:Iteration 3F (22.879674 sec): 3 clusters Score: Raw -59217.604128 + Penalty 1831.646396 = -57385.957732 nChanged 26 SP:Iteration 4Q (22.881228 sec): 3 clusters Score: Raw -59223.852622 + Penalty 1817.902619 = -57405.950003 nChanged 17 SP:Iteration 5Q (22.882690 sec): 3 clusters Score: Raw -59242.362387 + Penalty 1810.546765 = -57431.815622 nChanged 17 SP:Iteration 6Q (22.884143 sec): 3 clusters Score: Raw -59271.244023 + Penalty 1825.851001 = -57445.393022 nChanged 14 SP:Iteration 7Q (22.885584 sec): 3 clusters Score: Raw -59295.181471 + Penalty 1856.944863 = -57438.236608 nChanged 7 SP:Iteration 8F (22.887556 sec): 3 clusters Score: Raw -59302.221151 + Penalty 1861.781722 = -57440.439429 nChanged 2 SP:Iteration 9Q (22.888921 sec): 3 clusters Score: Raw -59318.673774 + Penalty 1861.781722 = -57456.892052 nChanged 0 SP:Iteration 10F (22.890624 sec): 3 clusters Score: Raw -59318.673774 + Penalty 1861.781722 = -57456.892052 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 16 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.894494 sec): 2 clusters Score: Raw -34757.482514 + Penalty 173.869895 = -34583.612619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.896032 sec): 3 clusters Score: Raw -34334.423158 + Penalty 343.664544 = -33990.758614 nChanged 335 SP:Iteration 1F (22.897523 sec): 3 clusters Score: Raw -34676.872633 + Penalty 338.831928 = -34338.040705 nChanged 60 SP:Iteration 2F (22.899053 sec): 3 clusters Score: Raw -34724.422990 + Penalty 343.652676 = -34380.770314 nChanged 49 SP:Iteration 3F (22.900561 sec): 3 clusters Score: Raw -34772.105395 + Penalty 344.455039 = -34427.650356 nChanged 37 SP:Iteration 4Q (22.902044 sec): 3 clusters Score: Raw -34810.218667 + Penalty 355.231982 = -34454.986685 nChanged 30 SP:Iteration 5Q (22.903637 sec): 3 clusters Score: Raw -34837.959628 + Penalty 362.653755 = -34475.305874 nChanged 19 SP:Iteration 6Q (22.905152 sec): 3 clusters Score: Raw -34857.593121 + Penalty 398.934096 = -34458.659025 nChanged 15 SP:Iteration 7F (22.906645 sec): 3 clusters Score: Raw -34869.547838 + Penalty 420.242877 = -34449.304962 nChanged 3 SP:Iteration 8F (22.908121 sec): 3 clusters Score: Raw -34870.777607 + Penalty 436.195313 = -34434.582294 nChanged 4 SP:Iteration 9F (22.909601 sec): 3 clusters Score: Raw -34874.768984 + Penalty 436.195313 = -34438.573671 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 17 (579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.911711 sec): 2 clusters Score: Raw -35179.828922 + Penalty 705.639271 = -34474.189650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.912955 sec): 3 clusters Score: Raw -34453.995582 + Penalty 1408.867326 = -33045.128255 nChanged 217 SP:Iteration 1F (22.914200 sec): 3 clusters Score: Raw -34802.376684 + Penalty 1431.667746 = -33370.708939 nChanged 99 SP:Iteration 2F (22.915415 sec): 3 clusters Score: Raw -34991.998893 + Penalty 1460.818595 = -33531.180298 nChanged 55 SP:Iteration 3F (22.916615 sec): 3 clusters Score: Raw -35119.782525 + Penalty 1559.028743 = -33560.753783 nChanged 18 SP:Iteration 4Q (22.917594 sec): 3 clusters Score: Raw -35167.338219 + Penalty 1541.257504 = -33626.080715 nChanged 3 SP:Iteration 5Q (22.918551 sec): 3 clusters Score: Raw -35177.509409 + Penalty 1541.257504 = -33636.251905 nChanged 0 SP:Iteration 6F (22.919750 sec): 3 clusters Score: Raw -35177.509409 + Penalty 1541.257504 = -33636.251905 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 20 (935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.924330 sec): 2 clusters Score: Raw -62911.929357 + Penalty 946.674733 = -61965.254624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.926196 sec): 3 clusters Score: Raw -61708.047517 + Penalty 1892.946859 = -59815.100658 nChanged 323 SP:Iteration 1F (22.928027 sec): 3 clusters Score: Raw -62141.297169 + Penalty 1895.396040 = -60245.901129 nChanged 146 SP:Iteration 2F (22.929854 sec): 3 clusters Score: Raw -62555.417050 + Penalty 1898.690627 = -60656.726423 nChanged 110 SP:Iteration 3F (22.931850 sec): 3 clusters Score: Raw -62863.552644 + Penalty 1897.627978 = -60965.924665 nChanged 61 SP:Iteration 4F (22.933714 sec): 3 clusters Score: Raw -63043.542663 + Penalty 1895.920518 = -61147.622146 nChanged 22 SP:Iteration 5Q (22.935376 sec): 3 clusters Score: Raw -63094.175353 + Penalty 1895.245178 = -61198.930175 nChanged 11 SP:Iteration 6Q (22.937004 sec): 3 clusters Score: Raw -63112.720137 + Penalty 1894.738360 = -61217.981776 nChanged 9 SP:Iteration 7Q (22.938658 sec): 3 clusters Score: Raw -63120.824112 + Penalty 1894.308137 = -61226.515975 nChanged 6 SP:Iteration 8Q (22.940294 sec): 3 clusters Score: Raw -63128.110083 + Penalty 1894.010539 = -61234.099544 nChanged 6 SP:Iteration 9Q (22.941941 sec): 3 clusters Score: Raw -63135.158308 + Penalty 1893.752346 = -61241.405962 nChanged 5 SP:Iteration 10F (22.943921 sec): 3 clusters Score: Raw -63140.142404 + Penalty 1893.584638 = -61246.557766 nChanged 4 SP:Iteration 11Q (22.945560 sec): 3 clusters Score: Raw -63144.053131 + Penalty 1893.468123 = -61250.585008 nChanged 4 SP:Iteration 12Q (22.947228 sec): 3 clusters Score: Raw -63148.931341 + Penalty 1893.310239 = -61255.621102 nChanged 10 SP:Iteration 13Q (22.948870 sec): 3 clusters Score: Raw -63169.301104 + Penalty 1893.250402 = -61276.050702 nChanged 16 SP:Iteration 14Q (22.950483 sec): 3 clusters Score: Raw -63203.480551 + Penalty 1893.479849 = -61310.000702 nChanged 15 SP:Iteration 15Q (22.952078 sec): 3 clusters Score: Raw -63223.914365 + Penalty 1893.747447 = -61330.166918 nChanged 10 SP:Iteration 16Q (22.953654 sec): 3 clusters Score: Raw -63231.427264 + Penalty 1893.914918 = -61337.512346 nChanged 8 SP:Iteration 17Q (22.955270 sec): 3 clusters Score: Raw -63236.796232 + Penalty 1894.082734 = -61342.713498 nChanged 9 SP:Iteration 18Q (22.956865 sec): 3 clusters Score: Raw -63243.969245 + Penalty 1894.357172 = -61349.612074 nChanged 8 SP:Iteration 19Q (22.958425 sec): 3 clusters Score: Raw -63245.114142 + Penalty 1894.822616 = -61350.291526 nChanged 4 SP:Iteration 20F (22.960393 sec): 3 clusters Score: Raw -63248.126520 + Penalty 1895.132148 = -61352.994372 nChanged 3 SP:Iteration 21Q (22.961984 sec): 3 clusters Score: Raw -63248.566411 + Penalty 1895.166463 = -61353.399948 nChanged 1 SP:Iteration 22Q (22.963578 sec): 3 clusters Score: Raw -63248.005072 + Penalty 1895.166463 = -61352.838609 nChanged 0 SP:Iteration 23F (22.965463 sec): 3 clusters Score: Raw -63248.005072 + Penalty 1895.166463 = -61352.838609 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 24 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.969472 sec): 2 clusters Score: Raw -30094.186953 + Penalty 234.277494 = -29859.909459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.970838 sec): 3 clusters Score: Raw -29705.311043 + Penalty 501.404784 = -29203.906260 nChanged 270 SP:Iteration 1F (22.972174 sec): 3 clusters Score: Raw -29945.600579 + Penalty 528.319310 = -29417.281269 nChanged 75 SP:Iteration 2F (22.973515 sec): 3 clusters Score: Raw -30031.127874 + Penalty 567.070461 = -29464.057413 nChanged 41 SP:Iteration 3F (22.974886 sec): 3 clusters Score: Raw -30071.541001 + Penalty 595.563654 = -29475.977347 nChanged 22 SP:Iteration 4Q (22.976212 sec): 3 clusters Score: Raw -30101.517472 + Penalty 620.934109 = -29480.583363 nChanged 6 SP:Iteration 5Q (22.977432 sec): 3 clusters Score: Raw -30105.861712 + Penalty 632.022493 = -29473.839219 nChanged 3 SP:Iteration 6F (22.978904 sec): 3 clusters Score: Raw -30108.087719 + Penalty 668.502732 = -29439.584986 nChanged 2 SP:Iteration 7F (22.980343 sec): 3 clusters Score: Raw -30111.323940 + Penalty 668.502732 = -29442.821207 nChanged 0 Memory request: 0.01 GB would take us to total of 0.30 GB. Trying to split cluster 27 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.982652 sec): 2 clusters Score: Raw -32317.644232 + Penalty 235.625634 = -32082.018598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.984115 sec): 3 clusters Score: Raw -31909.169901 + Penalty 473.096657 = -31436.073243 nChanged 288 SP:Iteration 1F (22.985554 sec): 3 clusters Score: Raw -32152.794393 + Penalty 478.055731 = -31674.738662 nChanged 74 SP:Iteration 2F (22.987048 sec): 3 clusters Score: Raw -32195.216586 + Penalty 487.975809 = -31707.240776 nChanged 44 SP:Iteration 3F (22.988508 sec): 3 clusters Score: Raw -32226.817651 + Penalty 497.562669 = -31729.254982 nChanged 42 SP:Iteration 4F (22.989934 sec): 3 clusters Score: Raw -32267.066299 + Penalty 520.577108 = -31746.489191 nChanged 33 SP:Iteration 5Q (22.991331 sec): 3 clusters Score: Raw -32297.512267 + Penalty 562.730596 = -31734.781671 nChanged 26 SP:Iteration 6F (22.992767 sec): 3 clusters Score: Raw -32327.874636 + Penalty 611.536007 = -31716.338629 nChanged 20 SP:Iteration 7F (22.994167 sec): 3 clusters Score: Raw -32350.992241 + Penalty 634.229901 = -31716.762340 nChanged 7 SP:Iteration 8Q (22.995422 sec): 3 clusters Score: Raw -32355.605101 + Penalty 599.572495 = -31756.032606 nChanged 2 SP:Iteration 9Q (22.996632 sec): 3 clusters Score: Raw -32356.520591 + Penalty 599.572495 = -31756.948096 nChanged 0 SP:Iteration 10F (22.998021 sec): 3 clusters Score: Raw -32356.520591 + Penalty 599.572495 = -31756.948096 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 34 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.998747 sec): 2 clusters Score: Raw -3395.622727 + Penalty 264.914129 = -3130.708598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22.999102 sec): 3 clusters Score: Raw -3369.926419 + Penalty 534.827455 = -2835.098964 nChanged 23 SP:Iteration 1F (22.999451 sec): 3 clusters Score: Raw -3400.281373 + Penalty 539.260027 = -2861.021345 nChanged 4 SP:Iteration 2Q (22.999796 sec): 3 clusters Score: Raw -3405.477569 + Penalty 547.877207 = -2857.600362 nChanged 3 SP:Iteration 3F (23.000142 sec): 3 clusters Score: Raw -3410.453624 + Penalty 557.270139 = -2853.183485 nChanged 4 SP:Iteration 4F (23.000488 sec): 3 clusters Score: Raw -3416.838815 + Penalty 565.677958 = -2851.160857 nChanged 2 SP:Iteration 5F (23.000835 sec): 3 clusters Score: Raw -3421.748752 + Penalty 577.064044 = -2844.684708 nChanged 3 SP:Iteration 6F (23.001181 sec): 3 clusters Score: Raw -3428.057982 + Penalty 578.444077 = -2849.613906 nChanged 2 SP:Iteration 7Q (23.001516 sec): 3 clusters Score: Raw -3429.710340 + Penalty 578.444077 = -2851.266264 nChanged 0 SP:Iteration 8F (23.001863 sec): 3 clusters Score: Raw -3429.710340 + Penalty 578.444077 = -2851.266264 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 36 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.003025 sec): 2 clusters Score: Raw -12843.926646 + Penalty 621.866248 = -12222.060398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.003629 sec): 3 clusters Score: Raw -12572.170108 + Penalty 1267.370139 = -11304.799969 nChanged 66 SP:Iteration 1F (23.004252 sec): 3 clusters Score: Raw -12706.409989 + Penalty 1266.268807 = -11440.141182 nChanged 31 SP:Iteration 2F (23.004854 sec): 3 clusters Score: Raw -12796.676236 + Penalty 1299.513281 = -11497.162955 nChanged 17 SP:Iteration 3F (23.005490 sec): 3 clusters Score: Raw -12843.322331 + Penalty 1331.740743 = -11511.581588 nChanged 5 SP:Iteration 4Q (23.006042 sec): 3 clusters Score: Raw -12857.135016 + Penalty 1331.740743 = -11525.394273 nChanged 0 SP:Iteration 5F (23.006678 sec): 3 clusters Score: Raw -12857.135016 + Penalty 1331.740743 = -11525.394273 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 37 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.007706 sec): 2 clusters Score: Raw -13193.844943 + Penalty 635.166313 = -12558.678630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.008344 sec): 3 clusters Score: Raw -12893.372488 + Penalty 1312.241018 = -11581.131470 nChanged 65 SP:Iteration 1F (23.008942 sec): 3 clusters Score: Raw -13080.027193 + Penalty 1340.240875 = -11739.786318 nChanged 30 SP:Iteration 2F (23.009536 sec): 3 clusters Score: Raw -13151.862388 + Penalty 1355.290490 = -11796.571898 nChanged 6 SP:Iteration 3Q (23.010051 sec): 3 clusters Score: Raw -13162.696060 + Penalty 1357.399885 = -11805.296174 nChanged 5 SP:Iteration 4Q (23.010558 sec): 3 clusters Score: Raw -13185.144957 + Penalty 1363.596892 = -11821.548065 nChanged 2 SP:Iteration 5Q (23.011057 sec): 3 clusters Score: Raw -13196.976039 + Penalty 1363.596892 = -11833.379147 nChanged 0 SP:Iteration 6F (23.011649 sec): 3 clusters Score: Raw -13196.976039 + Penalty 1363.596892 = -11833.379147 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 41 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.013826 sec): 2 clusters Score: Raw -17797.680119 + Penalty 288.815298 = -17508.864821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.014703 sec): 3 clusters Score: Raw -17582.213089 + Penalty 578.881074 = -17003.332015 nChanged 142 SP:Iteration 1F (23.015566 sec): 3 clusters Score: Raw -17680.718642 + Penalty 584.660045 = -17096.058597 nChanged 40 SP:Iteration 2F (23.016428 sec): 3 clusters Score: Raw -17719.412717 + Penalty 591.224722 = -17128.187996 nChanged 26 SP:Iteration 3F (23.017293 sec): 3 clusters Score: Raw -17742.962149 + Penalty 594.571025 = -17148.391125 nChanged 20 SP:Iteration 4F (23.018158 sec): 3 clusters Score: Raw -17762.214327 + Penalty 599.639152 = -17162.575175 nChanged 17 SP:Iteration 5Q (23.019005 sec): 3 clusters Score: Raw -17773.839418 + Penalty 603.187470 = -17170.651948 nChanged 11 SP:Iteration 6Q (23.019851 sec): 3 clusters Score: Raw -17780.198286 + Penalty 606.169653 = -17174.028633 nChanged 8 SP:Iteration 7Q (23.020698 sec): 3 clusters Score: Raw -17782.996677 + Penalty 607.491806 = -17175.504871 nChanged 7 SP:Iteration 8Q (23.021538 sec): 3 clusters Score: Raw -17784.891981 + Penalty 608.390116 = -17176.501865 nChanged 3 SP:Iteration 9Q (23.022375 sec): 3 clusters Score: Raw -17785.576600 + Penalty 610.158609 = -17175.417990 nChanged 4 SP:Iteration 10F (23.023238 sec): 3 clusters Score: Raw -17786.049606 + Penalty 611.347046 = -17174.702560 nChanged 1 SP:Iteration 11F (23.024102 sec): 3 clusters Score: Raw -17786.199061 + Penalty 612.231721 = -17173.967340 nChanged 1 SP:Iteration 12F (23.024965 sec): 3 clusters Score: Raw -17786.245375 + Penalty 612.231721 = -17174.013654 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 45 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.025889 sec): 2 clusters Score: Raw -7044.509089 + Penalty 491.422595 = -6553.086493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.026350 sec): 3 clusters Score: Raw -6853.599360 + Penalty 1019.160364 = -5834.438997 nChanged 31 SP:Iteration 1F (23.026806 sec): 3 clusters Score: Raw -6940.910237 + Penalty 1073.319444 = -5867.590793 nChanged 16 SP:Iteration 2F (23.027263 sec): 3 clusters Score: Raw -6994.667065 + Penalty 1112.896701 = -5881.770363 nChanged 9 SP:Iteration 3F (23.027745 sec): 3 clusters Score: Raw -7028.073705 + Penalty 1174.893007 = -5853.180698 nChanged 4 SP:Iteration 4F (23.028256 sec): 3 clusters Score: Raw -7046.232214 + Penalty 1201.088788 = -5845.143426 nChanged 1 SP:Iteration 5F (23.028746 sec): 3 clusters Score: Raw -7060.194426 + Penalty 1201.088788 = -5859.105638 nChanged 0 Memory request: 0.00 GB would take us to total of 0.29 GB. Trying to split cluster 100 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23.029547 sec): 2 clusters Score: Raw -5278.300740 + Penalty 305.652590 = -4972.648150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.029997 sec): 3 clusters Score: Raw -5255.848142 + Penalty 643.769445 = -4612.078697 nChanged 42 SP:Iteration 1F (23.030470 sec): 3 clusters Score: Raw -5326.517887 + Penalty 682.022401 = -4644.495486 nChanged 8 SP:Iteration 2F (23.030914 sec): 3 clusters Score: Raw -5341.784361 + Penalty 699.687379 = -4642.096982 nChanged 5 SP:Iteration 3F (23.031356 sec): 3 clusters Score: Raw -5351.686491 + Penalty 697.542083 = -4654.144408 nChanged 2 SP:Iteration 4Q (23.031776 sec): 3 clusters Score: Raw -5358.410578 + Penalty 697.542083 = -4660.868495 nChanged 0 SP:Iteration 5F (23.032220 sec): 3 clusters Score: Raw -5358.410578 + Penalty 697.542083 = -4660.868495 nChanged 0 Time taken for this iteration:22.150771 seconds. 300->26 Clusters: Score -1685598.963150, best is 100000000000000005366162204393472.000000 THE BEST YET! Main iterations: 75 (time per iteration =307.594440 ms) Total iterations: 864 (time per iteration =26.700906 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 2300795000.000000 (time per metric unit =10.026788ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 57519875000.000000 (time per metric unit=401.071508ps) That took 23.069583 seconds.