warning: commands will be executed using /bin/sh job 5735 at Wed Jul 29 02:17:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150319/YutaMouse32-150319 ElecNo 4 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 5.09 and 7.63 GB of RAM. Memory request: 2.54 GB would take us to total of 2.54 GB. ---------------------------------------------------------- Loaded 1364320 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.85 GB would take us to total of 3.39 GB. ------ Running on subset of 454773 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 13 (150 points): Lose 163.524494 but Gain 3230.833311 Iteration 0F (47.530000 sec): 19 clusters Score: Raw -54129393.961318 + Penalty 58154.999593 = -54071238.961725 nChanged 431105 Deleting Class 1 (327 points): Lose 466.519096 but Gain 3230.833311 Iteration 1F (63.840000 sec): 18 clusters Score: Raw -64928587.780473 + Penalty 54924.166283 = -64873663.614191 nChanged 178295 Deleting Class 5 (607 points): Lose 1203.425661 but Gain 3230.833311 Iteration 2F (80.370000 sec): 17 clusters Score: Raw -65745978.852387 + Penalty 51693.332972 = -65694285.519415 nChanged 86495 Iteration 3F (95.910000 sec): 17 clusters Score: Raw -66066157.859706 + Penalty 51693.332972 = -66014464.526734 nChanged 55562 Iteration 4F (111.170000 sec): 17 clusters Score: Raw -66276052.118435 + Penalty 51693.332972 = -66224358.785463 nChanged 33860 Iteration 5F (127.220000 sec): 17 clusters Score: Raw -66350542.386058 + Penalty 51693.332972 = -66298849.053086 nChanged 21765 Iteration 6Q (136.290000 sec): 17 clusters Score: Raw -66400443.114251 + Penalty 51693.332972 = -66348749.781279 nChanged 16466 Iteration 7Q (145.710000 sec): 17 clusters Score: Raw -66428145.687764 + Penalty 51693.332972 = -66376452.354792 nChanged 14251 Iteration 8Q (155.380000 sec): 17 clusters Score: Raw -66449635.405225 + Penalty 51693.332972 = -66397942.072253 nChanged 12310 Iteration 9Q (164.140000 sec): 17 clusters Score: Raw -66467195.417025 + Penalty 51693.332972 = -66415502.084054 nChanged 10881 Iteration 10Q (173.280000 sec): 17 clusters Score: Raw -66484886.263643 + Penalty 51693.332972 = -66433192.930672 nChanged 9622 Iteration 11Q (181.700000 sec): 17 clusters Score: Raw -66492198.006867 + Penalty 51693.332972 = -66440504.673895 nChanged 8548 Iteration 12Q (189.820000 sec): 17 clusters Score: Raw -66498804.841748 + Penalty 51693.332972 = -66447111.508776 nChanged 8045 Iteration 13Q (201.290000 sec): 17 clusters Score: Raw -66506985.892182 + Penalty 51693.332972 = -66455292.559210 nChanged 8172 Iteration 14Q (210.360000 sec): 17 clusters Score: Raw -66513631.284823 + Penalty 51693.332972 = -66461937.951851 nChanged 8645 Iteration 15Q (219.660000 sec): 17 clusters Score: Raw -66524397.212823 + Penalty 51693.332972 = -66472703.879851 nChanged 10355 Iteration 16Q (228.930000 sec): 17 clusters Score: Raw -66549711.572981 + Penalty 51693.332972 = -66498018.240009 nChanged 11721 Iteration 17Q (237.650000 sec): 17 clusters Score: Raw -66583276.665267 + Penalty 51693.332972 = -66531583.332295 nChanged 9564 Iteration 18Q (247.450000 sec): 17 clusters Score: Raw -66594257.656016 + Penalty 51693.332972 = -66542564.323045 nChanged 6416 Iteration 19Q (256.670000 sec): 17 clusters Score: Raw -66597344.069316 + Penalty 51693.332972 = -66545650.736344 nChanged 4816 Writing temp clu file Because OldScore, -66542564.323045, is greater than current (better) Score,-66545650.736344 Compute initial score before splitting: Score: Raw -66597344.069316 + Penalty 51693.332972 = -66545650.736344 Memory request: 0.01 GB would take us to total of 3.40 GB. Trying to split cluster 2 (2393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (256.860000 sec): 2 clusters Score: Raw -288407.817882 + Penalty 1929.515166 = -286478.302716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (257.050000 sec): 3 clusters Score: Raw -287762.197231 + Penalty 3859.030332 = -283903.166900 nChanged 898 SP:Iteration 1F (257.230000 sec): 3 clusters Score: Raw -290965.817219 + Penalty 3859.030332 = -287106.786887 nChanged 494 SP:Iteration 2F (257.410000 sec): 3 clusters Score: Raw -294781.480956 + Penalty 3859.030332 = -290922.450625 nChanged 312 SP:Iteration 3F (257.610000 sec): 3 clusters Score: Raw -296649.881483 + Penalty 3859.030332 = -292790.851152 nChanged 107 SP:Iteration 4Q (257.840000 sec): 3 clusters Score: Raw -297665.754374 + Penalty 3859.030332 = -293806.724042 nChanged 75 SP:Iteration 5Q (257.980000 sec): 3 clusters Score: Raw -298571.047052 + Penalty 3859.030332 = -294712.016720 nChanged 91 SP:Iteration 6Q (258.150000 sec): 3 clusters Score: Raw -299344.675609 + Penalty 3859.030332 = -295485.645278 nChanged 95 SP:Iteration 7Q (258.340000 sec): 3 clusters Score: Raw -300229.278180 + Penalty 3859.030332 = -296370.247849 nChanged 80 SP:Iteration 8Q (258.520000 sec): 3 clusters Score: Raw -301818.128457 + Penalty 3859.030332 = -297959.098126 nChanged 19 SP:Iteration 9Q (258.710000 sec): 3 clusters Score: Raw -302268.581229 + Penalty 3859.030332 = -298409.550897 nChanged 13 SP:Iteration 10Q (258.860000 sec): 3 clusters Score: Raw -302443.397808 + Penalty 3859.030332 = -298584.367476 nChanged 5 SP:Iteration 11Q (259.060000 sec): 3 clusters Score: Raw -302312.754853 + Penalty 3859.030332 = -298453.724522 nChanged 0 SP:Iteration 12F (259.230000 sec): 3 clusters Score: Raw -302552.637203 + Penalty 3859.030332 = -298693.606872 nChanged 48 SP:Iteration 13Q (259.410000 sec): 3 clusters Score: Raw -303452.188744 + Penalty 3859.030332 = -299593.158413 nChanged 69 SP:Iteration 14Q (259.620000 sec): 3 clusters Score: Raw -305036.985740 + Penalty 3859.030332 = -301177.955408 nChanged 43 SP:Iteration 15Q (259.780000 sec): 3 clusters Score: Raw -306314.009381 + Penalty 3859.030332 = -302454.979050 nChanged 27 SP:Iteration 16Q (259.960000 sec): 3 clusters Score: Raw -308437.713268 + Penalty 3859.030332 = -304578.682936 nChanged 2 SP:Iteration 17Q (260.150000 sec): 3 clusters Score: Raw -309068.771563 + Penalty 3859.030332 = -305209.741231 nChanged 2 SP:Iteration 18Q (260.350000 sec): 3 clusters Score: Raw -309154.594920 + Penalty 3859.030332 = -305295.564588 nChanged 1 SP:Iteration 19Q (260.560000 sec): 3 clusters Score: Raw -309157.451023 + Penalty 3859.030332 = -305298.420691 nChanged 0 SP:Iteration 20F (260.790000 sec): 3 clusters Score: Raw -309191.387644 + Penalty 3859.030332 = -305332.357312 nChanged 3 SP:Iteration 21Q (260.970000 sec): 3 clusters Score: Raw -309353.359366 + Penalty 3859.030332 = -305494.329034 nChanged 1 SP:Iteration 22Q (261.160000 sec): 3 clusters Score: Raw -309365.364765 + Penalty 3859.030332 = -305506.334433 nChanged 1 SP:Iteration 23Q (261.340000 sec): 3 clusters Score: Raw -309371.262538 + Penalty 3859.030332 = -305512.232206 nChanged 1 SP:Iteration 24Q (261.510000 sec): 3 clusters Score: Raw -309374.364453 + Penalty 3859.030332 = -305515.334121 nChanged 0 SP:Iteration 25F (261.700000 sec): 3 clusters Score: Raw -309389.881243 + Penalty 3859.030332 = -305530.850911 nChanged 2 SP:Iteration 26Q (261.900000 sec): 3 clusters Score: Raw -309601.414610 + Penalty 3859.030332 = -305742.384279 nChanged 2 SP:Iteration 27Q (262.100000 sec): 3 clusters Score: Raw -309621.891802 + Penalty 3859.030332 = -305762.861470 nChanged 1 SP:Iteration 28Q (262.310000 sec): 3 clusters Score: Raw -309630.493485 + Penalty 3859.030332 = -305771.463153 nChanged 1 SP:Iteration 29Q (262.500000 sec): 3 clusters Score: Raw -309635.367670 + Penalty 3859.030332 = -305776.337339 nChanged 0 SP:Iteration 30F (262.700000 sec): 3 clusters Score: Raw -309649.079542 + Penalty 3859.030332 = -305790.049211 nChanged 3 SP:Iteration 31Q (262.870000 sec): 3 clusters Score: Raw -309814.334827 + Penalty 3859.030332 = -305955.304496 nChanged 5 SP:Iteration 32Q (263.060000 sec): 3 clusters Score: Raw -309968.560010 + Penalty 3859.030332 = -306109.529678 nChanged 2 SP:Iteration 33Q (263.260000 sec): 3 clusters Score: Raw -310069.915036 + Penalty 3859.030332 = -306210.884705 nChanged 2 SP:Iteration 34Q (263.460000 sec): 3 clusters Score: Raw -310089.843249 + Penalty 3859.030332 = -306230.812918 nChanged 0 SP:Iteration 35F (263.620000 sec): 3 clusters Score: Raw -310116.770415 + Penalty 3859.030332 = -306257.740083 nChanged 2 SP:Iteration 36Q (263.810000 sec): 3 clusters Score: Raw -310128.621993 + Penalty 3859.030332 = -306269.591662 nChanged 1 SP:Iteration 37Q (263.980000 sec): 3 clusters Score: Raw -310130.437089 + Penalty 3859.030332 = -306271.406758 nChanged 1 SP:Iteration 38Q (264.190000 sec): 3 clusters Score: Raw -310136.576867 + Penalty 3859.030332 = -306277.546535 nChanged 0 SP:Iteration 39F (264.400000 sec): 3 clusters Score: Raw -310136.576867 + Penalty 3859.030332 = -306277.546535 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (26744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (264.640000 sec): 2 clusters Score: Raw -4057844.593337 + Penalty 2528.128226 = -4055316.465110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (264.930000 sec): 3 clusters Score: Raw -4042019.889086 + Penalty 5056.256452 = -4036963.632633 nChanged 12108 SP:Iteration 1F (265.220000 sec): 3 clusters Score: Raw -4052429.021333 + Penalty 5056.256452 = -4047372.764880 nChanged 3382 SP:Iteration 2F (265.530000 sec): 3 clusters Score: Raw -4058396.487664 + Penalty 5056.256452 = -4053340.231211 nChanged 3591 SP:Iteration 3F (265.850000 sec): 3 clusters Score: Raw -4063710.466143 + Penalty 5056.256452 = -4058654.209690 nChanged 2609 SP:Iteration 4F (266.200000 sec): 3 clusters Score: Raw -4066846.376454 + Penalty 5056.256452 = -4061790.120001 nChanged 1585 SP:Iteration 5F (266.490000 sec): 3 clusters Score: Raw -4069069.856994 + Penalty 5056.256452 = -4064013.600541 nChanged 986 SP:Iteration 6Q (266.810000 sec): 3 clusters Score: Raw -4070503.916100 + Penalty 5056.256452 = -4065447.659647 nChanged 496 SP:Iteration 7Q (267.100000 sec): 3 clusters Score: Raw -4070984.804881 + Penalty 5056.256452 = -4065928.548429 nChanged 219 SP:Iteration 8Q (267.430000 sec): 3 clusters Score: Raw -4071101.319178 + Penalty 5056.256452 = -4066045.062726 nChanged 101 SP:Iteration 9Q (267.690000 sec): 3 clusters Score: Raw -4071140.480898 + Penalty 5056.256452 = -4066084.224446 nChanged 67 SP:Iteration 10Q (267.990000 sec): 3 clusters Score: Raw -4071165.498004 + Penalty 5056.256452 = -4066109.241552 nChanged 52 SP:Iteration 11Q (268.290000 sec): 3 clusters Score: Raw -4071176.076414 + Penalty 5056.256452 = -4066119.819961 nChanged 23 SP:Iteration 12Q (268.570000 sec): 3 clusters Score: Raw -4071180.178984 + Penalty 5056.256452 = -4066123.922532 nChanged 20 SP:Iteration 13Q (268.850000 sec): 3 clusters Score: Raw -4071182.958058 + Penalty 5056.256452 = -4066126.701606 nChanged 6 SP:Iteration 14Q (269.140000 sec): 3 clusters Score: Raw -4071183.511279 + Penalty 5056.256452 = -4066127.254827 nChanged 4 SP:Iteration 15Q (269.480000 sec): 3 clusters Score: Raw -4071183.788212 + Penalty 5056.256452 = -4066127.531760 nChanged 1 SP:Iteration 16Q (269.780000 sec): 3 clusters Score: Raw -4071183.843904 + Penalty 5056.256452 = -4066127.587451 nChanged 0 SP:Iteration 17F (270.100000 sec): 3 clusters Score: Raw -4071183.843904 + Penalty 5056.256452 = -4066127.587451 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (100795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (270.850000 sec): 2 clusters Score: Raw -15145629.567238 + Penalty 2857.169319 = -15142772.397918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (271.560000 sec): 3 clusters Score: Raw -15081078.992707 + Penalty 5714.338639 = -15075364.654068 nChanged 47799 SP:Iteration 1F (272.260000 sec): 3 clusters Score: Raw -15110676.270363 + Penalty 5714.338639 = -15104961.931724 nChanged 5660 SP:Iteration 2F (272.950000 sec): 3 clusters Score: Raw -15113567.250873 + Penalty 5714.338639 = -15107852.912234 nChanged 6694 SP:Iteration 3F (273.690000 sec): 3 clusters Score: Raw -15117842.824545 + Penalty 5714.338639 = -15112128.485906 nChanged 7568 SP:Iteration 4F (274.450000 sec): 3 clusters Score: Raw -15123288.613803 + Penalty 5714.338639 = -15117574.275165 nChanged 7653 SP:Iteration 5F (275.160000 sec): 3 clusters Score: Raw -15128850.753845 + Penalty 5714.338639 = -15123136.415206 nChanged 6720 SP:Iteration 6F (275.840000 sec): 3 clusters Score: Raw -15133546.825498 + Penalty 5714.338639 = -15127832.486859 nChanged 5331 SP:Iteration 7F (276.530000 sec): 3 clusters Score: Raw -15137137.854998 + Penalty 5714.338639 = -15131423.516359 nChanged 4012 SP:Iteration 8Q (277.280000 sec): 3 clusters Score: Raw -15139858.424593 + Penalty 5714.338639 = -15134144.085954 nChanged 3143 SP:Iteration 9Q (278.040000 sec): 3 clusters Score: Raw -15141903.377005 + Penalty 5714.338639 = -15136189.038367 nChanged 2568 SP:Iteration 10Q (278.780000 sec): 3 clusters Score: Raw -15143272.535306 + Penalty 5714.338639 = -15137558.196667 nChanged 2115 SP:Iteration 11Q (279.480000 sec): 3 clusters Score: Raw -15144129.514048 + Penalty 5714.338639 = -15138415.175409 nChanged 1727 SP:Iteration 12Q (280.220000 sec): 3 clusters Score: Raw -15144612.651924 + Penalty 5714.338639 = -15138898.313285 nChanged 1304 SP:Iteration 13Q (280.870000 sec): 3 clusters Score: Raw -15144868.620787 + Penalty 5714.338639 = -15139154.282148 nChanged 968 SP:Iteration 14Q (281.530000 sec): 3 clusters Score: Raw -15145016.649332 + Penalty 5714.338639 = -15139302.310693 nChanged 771 SP:Iteration 15Q (282.130000 sec): 3 clusters Score: Raw -15145120.866754 + Penalty 5714.338639 = -15139406.528115 nChanged 676 SP:Iteration 16Q (282.810000 sec): 3 clusters Score: Raw -15145198.691476 + Penalty 5714.338639 = -15139484.352837 nChanged 585 SP:Iteration 17Q (283.560000 sec): 3 clusters Score: Raw -15145258.749130 + Penalty 5714.338639 = -15139544.410491 nChanged 488 SP:Iteration 18Q (284.380000 sec): 3 clusters Score: Raw -15145307.974474 + Penalty 5714.338639 = -15139593.635835 nChanged 447 SP:Iteration 19Q (285.100000 sec): 3 clusters Score: Raw -15145351.860357 + Penalty 5714.338639 = -15139637.521718 nChanged 408 SP:Iteration 20F (285.820000 sec): 3 clusters Score: Raw -15145391.159902 + Penalty 5714.338639 = -15139676.821263 nChanged 385 SP:Iteration 21Q (286.540000 sec): 3 clusters Score: Raw -15145424.327100 + Penalty 5714.338639 = -15139709.988461 nChanged 354 SP:Iteration 22Q (287.280000 sec): 3 clusters Score: Raw -15145451.602768 + Penalty 5714.338639 = -15139737.264129 nChanged 301 SP:Iteration 23Q (287.950000 sec): 3 clusters Score: Raw -15145472.766236 + Penalty 5714.338639 = -15139758.427597 nChanged 258 SP:Iteration 24Q (288.620000 sec): 3 clusters Score: Raw -15145490.838361 + Penalty 5714.338639 = -15139776.499722 nChanged 255 SP:Iteration 25Q (289.350000 sec): 3 clusters Score: Raw -15145507.534458 + Penalty 5714.338639 = -15139793.195819 nChanged 240 SP:Iteration 26Q (290.080000 sec): 3 clusters Score: Raw -15145524.164976 + Penalty 5714.338639 = -15139809.826337 nChanged 252 SP:Iteration 27Q (290.760000 sec): 3 clusters Score: Raw -15145542.365535 + Penalty 5714.338639 = -15139828.026896 nChanged 237 SP:Iteration 28Q (291.470000 sec): 3 clusters Score: Raw -15145557.620478 + Penalty 5714.338639 = -15139843.281839 nChanged 234 SP:Iteration 29Q (292.210000 sec): 3 clusters Score: Raw -15145573.082183 + Penalty 5714.338639 = -15139858.743544 nChanged 240 SP:Iteration 30Q (292.950000 sec): 3 clusters Score: Raw -15145587.081575 + Penalty 5714.338639 = -15139872.742936 nChanged 220 SP:Iteration 31Q (293.620000 sec): 3 clusters Score: Raw -15145599.497268 + Penalty 5714.338639 = -15139885.158629 nChanged 213 SP:Iteration 32Q (294.310000 sec): 3 clusters Score: Raw -15145612.238806 + Penalty 5714.338639 = -15139897.900167 nChanged 217 SP:Iteration 33Q (295.030000 sec): 3 clusters Score: Raw -15145624.556901 + Penalty 5714.338639 = -15139910.218262 nChanged 185 SP:Iteration 34Q (295.760000 sec): 3 clusters Score: Raw -15145635.509340 + Penalty 5714.338639 = -15139921.170701 nChanged 181 SP:Iteration 35Q (296.470000 sec): 3 clusters Score: Raw -15145645.040530 + Penalty 5714.338639 = -15139930.701891 nChanged 196 SP:Iteration 36Q (297.210000 sec): 3 clusters Score: Raw -15145655.972494 + Penalty 5714.338639 = -15139941.633855 nChanged 197 SP:Iteration 37Q (297.890000 sec): 3 clusters Score: Raw -15145666.272029 + Penalty 5714.338639 = -15139951.933390 nChanged 179 SP:Iteration 38Q (298.590000 sec): 3 clusters Score: Raw -15145676.034727 + Penalty 5714.338639 = -15139961.696088 nChanged 177 SP:Iteration 39Q (299.250000 sec): 3 clusters Score: Raw -15145686.364267 + Penalty 5714.338639 = -15139972.025628 nChanged 176 SP:Iteration 40F (300.080000 sec): 3 clusters Score: Raw -15145695.274236 + Penalty 5714.338639 = -15139980.935597 nChanged 175 SP:Iteration 41Q (300.930000 sec): 3 clusters Score: Raw -15145703.362957 + Penalty 5714.338639 = -15139989.024318 nChanged 168 SP:Iteration 42Q (301.740000 sec): 3 clusters Score: Raw -15145710.970336 + Penalty 5714.338639 = -15139996.631697 nChanged 145 SP:Iteration 43Q (302.490000 sec): 3 clusters Score: Raw -15145717.148436 + Penalty 5714.338639 = -15140002.809797 nChanged 133 SP:Iteration 44Q (303.270000 sec): 3 clusters Score: Raw -15145722.944246 + Penalty 5714.338639 = -15140008.605607 nChanged 128 SP:Iteration 45Q (304.030000 sec): 3 clusters Score: Raw -15145727.630538 + Penalty 5714.338639 = -15140013.291899 nChanged 121 SP:Iteration 46Q (304.750000 sec): 3 clusters Score: Raw -15145732.867164 + Penalty 5714.338639 = -15140018.528525 nChanged 143 SP:Iteration 47Q (305.430000 sec): 3 clusters Score: Raw -15145738.816986 + Penalty 5714.338639 = -15140024.478347 nChanged 142 SP:Iteration 48Q (306.150000 sec): 3 clusters Score: Raw -15145745.655757 + Penalty 5714.338639 = -15140031.317118 nChanged 170 SP:Iteration 49Q (306.890000 sec): 3 clusters Score: Raw -15145753.539355 + Penalty 5714.338639 = -15140039.200716 nChanged 173 SP:Iteration 50Q (307.650000 sec): 3 clusters Score: Raw -15145761.837517 + Penalty 5714.338639 = -15140047.498878 nChanged 171 SP:Iteration 51Q (308.400000 sec): 3 clusters Score: Raw -15145769.774861 + Penalty 5714.338639 = -15140055.436222 nChanged 169 SP:Iteration 52Q (309.110000 sec): 3 clusters Score: Raw -15145777.960227 + Penalty 5714.338639 = -15140063.621588 nChanged 180 SP:Iteration 53Q (309.830000 sec): 3 clusters Score: Raw -15145786.534424 + Penalty 5714.338639 = -15140072.195785 nChanged 212 SP:Iteration 54Q (310.530000 sec): 3 clusters Score: Raw -15145797.454476 + Penalty 5714.338639 = -15140083.115837 nChanged 219 SP:Iteration 55Q (311.300000 sec): 3 clusters Score: Raw -15145811.046356 + Penalty 5714.338639 = -15140096.707717 nChanged 240 SP:Iteration 56Q (312.010000 sec): 3 clusters Score: Raw -15145824.955776 + Penalty 5714.338639 = -15140110.617137 nChanged 237 SP:Iteration 57Q (312.710000 sec): 3 clusters Score: Raw -15145838.603682 + Penalty 5714.338639 = -15140124.265043 nChanged 237 SP:Iteration 58Q (313.380000 sec): 3 clusters Score: Raw -15145853.295315 + Penalty 5714.338639 = -15140138.956676 nChanged 224 SP:Iteration 59Q (314.080000 sec): 3 clusters Score: Raw -15145866.853018 + Penalty 5714.338639 = -15140152.514379 nChanged 254 SP:Iteration 60F (314.810000 sec): 3 clusters Score: Raw -15145884.367629 + Penalty 5714.338639 = -15140170.028990 nChanged 288 SP:Iteration 61Q (315.530000 sec): 3 clusters Score: Raw -15145904.638739 + Penalty 5714.338639 = -15140190.300100 nChanged 323 SP:Iteration 62Q (316.320000 sec): 3 clusters Score: Raw -15145931.860273 + Penalty 5714.338639 = -15140217.521634 nChanged 364 SP:Iteration 63Q (317.110000 sec): 3 clusters Score: Raw -15145963.915453 + Penalty 5714.338639 = -15140249.576814 nChanged 423 SP:Iteration 64Q (317.930000 sec): 3 clusters Score: Raw -15146004.578262 + Penalty 5714.338639 = -15140290.239623 nChanged 477 SP:Iteration 65Q (318.830000 sec): 3 clusters Score: Raw -15146058.332984 + Penalty 5714.338639 = -15140343.994345 nChanged 536 SP:Iteration 66Q (319.620000 sec): 3 clusters Score: Raw -15146121.785401 + Penalty 5714.338639 = -15140407.446762 nChanged 583 SP:Iteration 67Q (320.430000 sec): 3 clusters Score: Raw -15146194.140440 + Penalty 5714.338639 = -15140479.801801 nChanged 650 SP:Iteration 68Q (321.180000 sec): 3 clusters Score: Raw -15146281.930634 + Penalty 5714.338639 = -15140567.591995 nChanged 720 SP:Iteration 69Q (322.020000 sec): 3 clusters Score: Raw -15146387.817227 + Penalty 5714.338639 = -15140673.478588 nChanged 828 SP:Iteration 70Q (322.840000 sec): 3 clusters Score: Raw -15146524.308490 + Penalty 5714.338639 = -15140809.969851 nChanged 947 SP:Iteration 71Q (323.600000 sec): 3 clusters Score: Raw -15146705.303436 + Penalty 5714.338639 = -15140990.964797 nChanged 1105 SP:Iteration 72Q (324.360000 sec): 3 clusters Score: Raw -15146947.114902 + Penalty 5714.338639 = -15141232.776263 nChanged 1256 SP:Iteration 73Q (325.140000 sec): 3 clusters Score: Raw -15147249.613836 + Penalty 5714.338639 = -15141535.275197 nChanged 1470 SP:Iteration 74Q (325.920000 sec): 3 clusters Score: Raw -15147663.213842 + Penalty 5714.338639 = -15141948.875203 nChanged 1735 SP:Iteration 75Q (326.710000 sec): 3 clusters Score: Raw -15148243.086493 + Penalty 5714.338639 = -15142528.747854 nChanged 2037 SP:Iteration 76Q (327.450000 sec): 3 clusters Score: Raw -15149031.787265 + Penalty 5714.338639 = -15143317.448626 nChanged 2351 SP:Iteration 77Q (328.220000 sec): 3 clusters Score: Raw -15150124.867788 + Penalty 5714.338639 = -15144410.529149 nChanged 2731 SP:Iteration 78Q (328.920000 sec): 3 clusters Score: Raw -15151702.282088 + Penalty 5714.338639 = -15145987.943449 nChanged 3216 SP:Iteration 79Q (329.640000 sec): 3 clusters Score: Raw -15153975.682791 + Penalty 5714.338639 = -15148261.344152 nChanged 3498 SP:Iteration 80F (330.320000 sec): 3 clusters Score: Raw -15157121.010278 + Penalty 5714.338639 = -15151406.671639 nChanged 3594 SP:Iteration 81Q (331.030000 sec): 3 clusters Score: Raw -15161046.213425 + Penalty 5714.338639 = -15155331.874786 nChanged 3080 SP:Iteration 82Q (331.690000 sec): 3 clusters Score: Raw -15164522.015615 + Penalty 5714.338639 = -15158807.676976 nChanged 2104 SP:Iteration 83Q (332.410000 sec): 3 clusters Score: Raw -15166273.126476 + Penalty 5714.338639 = -15160558.787837 nChanged 1128 SP:Iteration 84Q (333.030000 sec): 3 clusters Score: Raw -15166802.183306 + Penalty 5714.338639 = -15161087.844667 nChanged 625 SP:Iteration 85Q (333.670000 sec): 3 clusters Score: Raw -15166973.247591 + Penalty 5714.338639 = -15161258.908952 nChanged 345 SP:Iteration 86Q (334.430000 sec): 3 clusters Score: Raw -15167026.906774 + Penalty 5714.338639 = -15161312.568135 nChanged 203 SP:Iteration 87Q (335.150000 sec): 3 clusters Score: Raw -15167046.911692 + Penalty 5714.338639 = -15161332.573053 nChanged 121 SP:Iteration 88Q (335.810000 sec): 3 clusters Score: Raw -15167054.864322 + Penalty 5714.338639 = -15161340.525683 nChanged 67 SP:Iteration 89Q (336.500000 sec): 3 clusters Score: Raw -15167058.188871 + Penalty 5714.338639 = -15161343.850232 nChanged 47 SP:Iteration 90Q (337.270000 sec): 3 clusters Score: Raw -15167060.160126 + Penalty 5714.338639 = -15161345.821487 nChanged 27 SP:Iteration 91Q (337.960000 sec): 3 clusters Score: Raw -15167061.014043 + Penalty 5714.338639 = -15161346.675404 nChanged 20 SP:Iteration 92Q (338.600000 sec): 3 clusters Score: Raw -15167061.496883 + Penalty 5714.338639 = -15161347.158244 nChanged 6 SP:Iteration 93Q (339.230000 sec): 3 clusters Score: Raw -15167061.636042 + Penalty 5714.338639 = -15161347.297403 nChanged 5 SP:Iteration 94Q (339.890000 sec): 3 clusters Score: Raw -15167061.771570 + Penalty 5714.338639 = -15161347.432931 nChanged 7 SP:Iteration 95Q (340.520000 sec): 3 clusters Score: Raw -15167061.924688 + Penalty 5714.338639 = -15161347.586049 nChanged 1 SP:Iteration 96Q (341.140000 sec): 3 clusters Score: Raw -15167061.933160 + Penalty 5714.338639 = -15161347.594521 nChanged 0 SP:Iteration 97F (341.910000 sec): 3 clusters Score: Raw -15167061.933160 + Penalty 5714.338639 = -15161347.594521 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (180905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (343.460000 sec): 2 clusters Score: Raw -27426512.646584 + Penalty 3002.220373 = -27423510.426211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (344.590000 sec): 3 clusters Score: Raw -27308214.324946 + Penalty 6004.440746 = -27302209.884200 nChanged 87140 SP:Iteration 1F (345.730000 sec): 3 clusters Score: Raw -27359414.751966 + Penalty 6004.440746 = -27353410.311220 nChanged 5967 SP:Iteration 2Q (346.920000 sec): 3 clusters Score: Raw -27361309.205158 + Penalty 6004.440746 = -27355304.764412 nChanged 7345 SP:Iteration 3Q (348.190000 sec): 3 clusters Score: Raw -27364585.914292 + Penalty 6004.440746 = -27358581.473546 nChanged 9550 SP:Iteration 4F (349.260000 sec): 3 clusters Score: Raw -27370650.933961 + Penalty 6004.440746 = -27364646.493215 nChanged 12247 SP:Iteration 5F (350.430000 sec): 3 clusters Score: Raw -27380485.800522 + Penalty 6004.440746 = -27374481.359776 nChanged 14141 SP:Iteration 6F (351.540000 sec): 3 clusters Score: Raw -27393295.242434 + Penalty 6004.440746 = -27387290.801688 nChanged 13773 SP:Iteration 7F (352.650000 sec): 3 clusters Score: Raw -27406161.553785 + Penalty 6004.440746 = -27400157.113039 nChanged 11782 SP:Iteration 8F (353.780000 sec): 3 clusters Score: Raw -27416745.159990 + Penalty 6004.440746 = -27410740.719244 nChanged 9597 SP:Iteration 9F (354.860000 sec): 3 clusters Score: Raw -27424974.634092 + Penalty 6004.440746 = -27418970.193346 nChanged 7404 SP:Iteration 10Q (355.920000 sec): 3 clusters Score: Raw -27430806.896818 + Penalty 6004.440746 = -27424802.456072 nChanged 5670 SP:Iteration 11Q (357.050000 sec): 3 clusters Score: Raw -27434875.688828 + Penalty 6004.440746 = -27428871.248082 nChanged 4279 SP:Iteration 12Q (358.100000 sec): 3 clusters Score: Raw -27437593.694382 + Penalty 6004.440746 = -27431589.253636 nChanged 3289 SP:Iteration 13Q (359.140000 sec): 3 clusters Score: Raw -27439496.817408 + Penalty 6004.440746 = -27433492.376662 nChanged 2577 SP:Iteration 14Q (360.210000 sec): 3 clusters Score: Raw -27440895.421576 + Penalty 6004.440746 = -27434890.980830 nChanged 1983 SP:Iteration 15Q (361.250000 sec): 3 clusters Score: Raw -27441866.210553 + Penalty 6004.440746 = -27435861.769807 nChanged 1535 SP:Iteration 16Q (362.310000 sec): 3 clusters Score: Raw -27442509.214750 + Penalty 6004.440746 = -27436504.774004 nChanged 1249 SP:Iteration 17Q (363.300000 sec): 3 clusters Score: Raw -27442953.729807 + Penalty 6004.440746 = -27436949.289061 nChanged 1024 SP:Iteration 18Q (364.310000 sec): 3 clusters Score: Raw -27443233.234221 + Penalty 6004.440746 = -27437228.793475 nChanged 783 SP:Iteration 19Q (365.370000 sec): 3 clusters Score: Raw -27443393.137417 + Penalty 6004.440746 = -27437388.696671 nChanged 578 SP:Iteration 20F (366.470000 sec): 3 clusters Score: Raw -27443481.940449 + Penalty 6004.440746 = -27437477.499702 nChanged 430 SP:Iteration 21Q (367.480000 sec): 3 clusters Score: Raw -27443533.109405 + Penalty 6004.440746 = -27437528.668659 nChanged 319 SP:Iteration 22Q (368.510000 sec): 3 clusters Score: Raw -27443562.978903 + Penalty 6004.440746 = -27437558.538157 nChanged 241 SP:Iteration 23Q (369.630000 sec): 3 clusters Score: Raw -27443581.464854 + Penalty 6004.440746 = -27437577.024107 nChanged 175 SP:Iteration 24Q (370.830000 sec): 3 clusters Score: Raw -27443592.219379 + Penalty 6004.440746 = -27437587.778633 nChanged 113 SP:Iteration 25Q (372.010000 sec): 3 clusters Score: Raw -27443597.324425 + Penalty 6004.440746 = -27437592.883679 nChanged 72 SP:Iteration 26Q (373.080000 sec): 3 clusters Score: Raw -27443600.431674 + Penalty 6004.440746 = -27437595.990928 nChanged 60 SP:Iteration 27Q (374.140000 sec): 3 clusters Score: Raw -27443602.978179 + Penalty 6004.440746 = -27437598.537433 nChanged 50 SP:Iteration 28Q (375.230000 sec): 3 clusters Score: Raw -27443604.998810 + Penalty 6004.440746 = -27437600.558064 nChanged 41 SP:Iteration 29Q (376.260000 sec): 3 clusters Score: Raw -27443606.431123 + Penalty 6004.440746 = -27437601.990377 nChanged 28 SP:Iteration 30Q (377.250000 sec): 3 clusters Score: Raw -27443607.247667 + Penalty 6004.440746 = -27437602.806921 nChanged 17 SP:Iteration 31Q (378.220000 sec): 3 clusters Score: Raw -27443607.780823 + Penalty 6004.440746 = -27437603.340077 nChanged 11 SP:Iteration 32Q (379.310000 sec): 3 clusters Score: Raw -27443608.122068 + Penalty 6004.440746 = -27437603.681322 nChanged 6 SP:Iteration 33Q (380.330000 sec): 3 clusters Score: Raw -27443608.268139 + Penalty 6004.440746 = -27437603.827393 nChanged 4 SP:Iteration 34Q (381.390000 sec): 3 clusters Score: Raw -27443608.368359 + Penalty 6004.440746 = -27437603.927613 nChanged 4 SP:Iteration 35Q (382.480000 sec): 3 clusters Score: Raw -27443608.464810 + Penalty 6004.440746 = -27437604.024064 nChanged 4 SP:Iteration 36Q (383.490000 sec): 3 clusters Score: Raw -27443608.547266 + Penalty 6004.440746 = -27437604.106520 nChanged 2 SP:Iteration 37Q (384.520000 sec): 3 clusters Score: Raw -27443608.627543 + Penalty 6004.440746 = -27437604.186796 nChanged 4 SP:Iteration 38Q (385.490000 sec): 3 clusters Score: Raw -27443608.747298 + Penalty 6004.440746 = -27437604.306552 nChanged 5 SP:Iteration 39Q (386.440000 sec): 3 clusters Score: Raw -27443608.913258 + Penalty 6004.440746 = -27437604.472512 nChanged 5 SP:Iteration 40F (387.620000 sec): 3 clusters Score: Raw -27443609.006782 + Penalty 6004.440746 = -27437604.566036 nChanged 3 SP:Iteration 41Q (388.640000 sec): 3 clusters Score: Raw -27443609.054904 + Penalty 6004.440746 = -27437604.614158 nChanged 3 SP:Iteration 42Q (389.740000 sec): 3 clusters Score: Raw -27443609.129992 + Penalty 6004.440746 = -27437604.689246 nChanged 3 SP:Iteration 43Q (390.860000 sec): 3 clusters Score: Raw -27443609.216213 + Penalty 6004.440746 = -27437604.775467 nChanged 1 SP:Iteration 44Q (392.000000 sec): 3 clusters Score: Raw -27443609.236675 + Penalty 6004.440746 = -27437604.795929 nChanged 0 SP:Iteration 45F (393.300000 sec): 3 clusters Score: Raw -27443609.236675 + Penalty 6004.440746 = -27437604.795929 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (1232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (393.500000 sec): 2 clusters Score: Raw -155008.981388 + Penalty 1764.865748 = -153244.115641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (393.680000 sec): 3 clusters Score: Raw -155132.454583 + Penalty 3529.731495 = -151602.723088 nChanged 437 SP:Iteration 1F (393.840000 sec): 3 clusters Score: Raw -156556.272880 + Penalty 3529.731495 = -153026.541385 nChanged 168 SP:Iteration 2F (394.030000 sec): 3 clusters Score: Raw -157412.683002 + Penalty 3529.731495 = -153882.951506 nChanged 108 SP:Iteration 3F (394.200000 sec): 3 clusters Score: Raw -157891.524536 + Penalty 3529.731495 = -154361.793040 nChanged 61 SP:Iteration 4Q (394.380000 sec): 3 clusters Score: Raw -158239.250022 + Penalty 3529.731495 = -154709.518526 nChanged 43 SP:Iteration 5Q (394.570000 sec): 3 clusters Score: Raw -158588.206918 + Penalty 3529.731495 = -155058.475423 nChanged 29 SP:Iteration 6Q (394.760000 sec): 3 clusters Score: Raw -158796.183310 + Penalty 3529.731495 = -155266.451815 nChanged 19 SP:Iteration 7Q (395.010000 sec): 3 clusters Score: Raw -158885.009107 + Penalty 3529.731495 = -155355.277611 nChanged 14 SP:Iteration 8Q (395.170000 sec): 3 clusters Score: Raw -158940.966716 + Penalty 3529.731495 = -155411.235221 nChanged 10 SP:Iteration 9Q (395.360000 sec): 3 clusters Score: Raw -158971.045915 + Penalty 3529.731495 = -155441.314419 nChanged 4 SP:Iteration 10Q (395.500000 sec): 3 clusters Score: Raw -158979.729967 + Penalty 3529.731495 = -155449.998471 nChanged 4 SP:Iteration 11Q (395.760000 sec): 3 clusters Score: Raw -158983.253560 + Penalty 3529.731495 = -155453.522064 nChanged 3 SP:Iteration 12Q (395.930000 sec): 3 clusters Score: Raw -158986.243900 + Penalty 3529.731495 = -155456.512405 nChanged 2 SP:Iteration 13Q (396.140000 sec): 3 clusters Score: Raw -158988.662694 + Penalty 3529.731495 = -155458.931198 nChanged 3 SP:Iteration 14Q (396.290000 sec): 3 clusters Score: Raw -158991.713174 + Penalty 3529.731495 = -155461.981678 nChanged 2 SP:Iteration 15Q (396.480000 sec): 3 clusters Score: Raw -158993.538871 + Penalty 3529.731495 = -155463.807376 nChanged 1 SP:Iteration 16Q (396.690000 sec): 3 clusters Score: Raw -158994.216301 + Penalty 3529.731495 = -155464.484805 nChanged 0 SP:Iteration 17F (396.860000 sec): 3 clusters Score: Raw -159000.752653 + Penalty 3529.731495 = -155471.021157 nChanged 1 SP:Iteration 18Q (397.050000 sec): 3 clusters Score: Raw -159015.783663 + Penalty 3529.731495 = -155486.052167 nChanged 5 SP:Iteration 19Q (397.270000 sec): 3 clusters Score: Raw -159038.348347 + Penalty 3529.731495 = -155508.616852 nChanged 5 SP:Iteration 20F (397.420000 sec): 3 clusters Score: Raw -159047.662753 + Penalty 3529.731495 = -155517.931257 nChanged 6 SP:Iteration 21Q (397.590000 sec): 3 clusters Score: Raw -159059.341181 + Penalty 3529.731495 = -155529.609685 nChanged 5 SP:Iteration 22Q (397.730000 sec): 3 clusters Score: Raw -159068.455422 + Penalty 3529.731495 = -155538.723926 nChanged 2 SP:Iteration 23Q (397.880000 sec): 3 clusters Score: Raw -159071.027983 + Penalty 3529.731495 = -155541.296487 nChanged 0 SP:Iteration 24F (398.080000 sec): 3 clusters Score: Raw -159071.027983 + Penalty 3529.731495 = -155541.296487 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (398.210000 sec): 2 clusters Score: Raw -149826.950465 + Penalty 1749.074820 = -148077.875645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (398.430000 sec): 3 clusters Score: Raw -149690.251886 + Penalty 3498.149640 = -146192.102245 nChanged 358 SP:Iteration 1F (398.590000 sec): 3 clusters Score: Raw -150528.978164 + Penalty 3498.149640 = -147030.828524 nChanged 107 SP:Iteration 2F (398.800000 sec): 3 clusters Score: Raw -151163.028994 + Penalty 3498.149640 = -147664.879354 nChanged 101 SP:Iteration 3F (398.980000 sec): 3 clusters Score: Raw -151599.705141 + Penalty 3498.149640 = -148101.555500 nChanged 95 SP:Iteration 4F (399.200000 sec): 3 clusters Score: Raw -151797.934824 + Penalty 3498.149640 = -148299.785183 nChanged 54 SP:Iteration 5Q (399.440000 sec): 3 clusters Score: Raw -151900.266339 + Penalty 3498.149640 = -148402.116699 nChanged 22 SP:Iteration 6Q (399.600000 sec): 3 clusters Score: Raw -151943.139999 + Penalty 3498.149640 = -148444.990358 nChanged 13 SP:Iteration 7Q (399.760000 sec): 3 clusters Score: Raw -151972.303685 + Penalty 3498.149640 = -148474.154045 nChanged 7 SP:Iteration 8Q (399.990000 sec): 3 clusters Score: Raw -151985.496197 + Penalty 3498.149640 = -148487.346557 nChanged 5 SP:Iteration 9Q (400.170000 sec): 3 clusters Score: Raw -151997.358709 + Penalty 3498.149640 = -148499.209069 nChanged 2 SP:Iteration 10Q (400.340000 sec): 3 clusters Score: Raw -152002.461789 + Penalty 3498.149640 = -148504.312148 nChanged 1 SP:Iteration 11Q (400.550000 sec): 3 clusters Score: Raw -152007.763268 + Penalty 3498.149640 = -148509.613628 nChanged 2 SP:Iteration 12Q (400.710000 sec): 3 clusters Score: Raw -152010.481288 + Penalty 3498.149640 = -148512.331647 nChanged 2 SP:Iteration 13Q (400.880000 sec): 3 clusters Score: Raw -152012.843325 + Penalty 3498.149640 = -148514.693685 nChanged 0 SP:Iteration 14F (401.100000 sec): 3 clusters Score: Raw -152012.843325 + Penalty 3498.149640 = -148514.693685 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (31086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (401.350000 sec): 2 clusters Score: Raw -4607390.896685 + Penalty 2565.439183 = -4604825.457502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (401.670000 sec): 3 clusters Score: Raw -4588784.911190 + Penalty 5130.878367 = -4583654.032824 nChanged 13950 SP:Iteration 1F (402.050000 sec): 3 clusters Score: Raw -4596953.659239 + Penalty 5130.878367 = -4591822.780872 nChanged 1966 SP:Iteration 2F (402.380000 sec): 3 clusters Score: Raw -4598571.255520 + Penalty 5130.878367 = -4593440.377153 nChanged 2447 SP:Iteration 3F (402.710000 sec): 3 clusters Score: Raw -4601464.829398 + Penalty 5130.878367 = -4596333.951032 nChanged 3278 SP:Iteration 4F (403.030000 sec): 3 clusters Score: Raw -4606721.047274 + Penalty 5130.878367 = -4601590.168907 nChanged 3584 SP:Iteration 5F (403.380000 sec): 3 clusters Score: Raw -4612656.782654 + Penalty 5130.878367 = -4607525.904287 nChanged 2814 SP:Iteration 6F (403.710000 sec): 3 clusters Score: Raw -4616188.356436 + Penalty 5130.878367 = -4611057.478069 nChanged 1754 SP:Iteration 7F (404.050000 sec): 3 clusters Score: Raw -4618092.742382 + Penalty 5130.878367 = -4612961.864016 nChanged 1160 SP:Iteration 8Q (404.420000 sec): 3 clusters Score: Raw -4619159.030384 + Penalty 5130.878367 = -4614028.152017 nChanged 848 SP:Iteration 9Q (404.760000 sec): 3 clusters Score: Raw -4619769.472907 + Penalty 5130.878367 = -4614638.594541 nChanged 560 SP:Iteration 10Q (405.100000 sec): 3 clusters Score: Raw -4620055.692480 + Penalty 5130.878367 = -4614924.814113 nChanged 385 SP:Iteration 11Q (405.450000 sec): 3 clusters Score: Raw -4620214.511191 + Penalty 5130.878367 = -4615083.632824 nChanged 253 SP:Iteration 12Q (405.830000 sec): 3 clusters Score: Raw -4620295.757068 + Penalty 5130.878367 = -4615164.878701 nChanged 163 SP:Iteration 13Q (406.120000 sec): 3 clusters Score: Raw -4620333.836509 + Penalty 5130.878367 = -4615202.958143 nChanged 106 SP:Iteration 14Q (406.400000 sec): 3 clusters Score: Raw -4620352.701331 + Penalty 5130.878367 = -4615221.822965 nChanged 78 SP:Iteration 15Q (406.790000 sec): 3 clusters Score: Raw -4620364.004330 + Penalty 5130.878367 = -4615233.125963 nChanged 58 SP:Iteration 16Q (407.130000 sec): 3 clusters Score: Raw -4620370.570551 + Penalty 5130.878367 = -4615239.692184 nChanged 33 SP:Iteration 17Q (407.450000 sec): 3 clusters Score: Raw -4620373.215427 + Penalty 5130.878367 = -4615242.337061 nChanged 15 SP:Iteration 18Q (407.780000 sec): 3 clusters Score: Raw -4620374.297774 + Penalty 5130.878367 = -4615243.419407 nChanged 7 SP:Iteration 19Q (408.110000 sec): 3 clusters Score: Raw -4620374.883289 + Penalty 5130.878367 = -4615244.004922 nChanged 8 SP:Iteration 20F (408.490000 sec): 3 clusters Score: Raw -4620375.434140 + Penalty 5130.878367 = -4615244.555774 nChanged 9 SP:Iteration 21Q (408.840000 sec): 3 clusters Score: Raw -4620376.366090 + Penalty 5130.878367 = -4615245.487723 nChanged 6 SP:Iteration 22Q (409.200000 sec): 3 clusters Score: Raw -4620376.818484 + Penalty 5130.878367 = -4615245.940117 nChanged 3 SP:Iteration 23Q (409.540000 sec): 3 clusters Score: Raw -4620376.945707 + Penalty 5130.878367 = -4615246.067341 nChanged 1 SP:Iteration 24Q (409.910000 sec): 3 clusters Score: Raw -4620377.025980 + Penalty 5130.878367 = -4615246.147613 nChanged 0 SP:Iteration 25F (410.310000 sec): 3 clusters Score: Raw -4620377.025980 + Penalty 5130.878367 = -4615246.147613 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (53331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.630000 sec): 2 clusters Score: Raw -7923316.026529 + Penalty 2699.299718 = -7920616.726811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (411.180000 sec): 3 clusters Score: Raw -7890259.572985 + Penalty 5398.599435 = -7884860.973549 nChanged 24745 SP:Iteration 1F (411.580000 sec): 3 clusters Score: Raw -7907646.418290 + Penalty 5398.599435 = -7902247.818855 nChanged 5461 SP:Iteration 2F (412.010000 sec): 3 clusters Score: Raw -7916350.699354 + Penalty 5398.599435 = -7910952.099919 nChanged 7201 SP:Iteration 3F (412.400000 sec): 3 clusters Score: Raw -7925401.970642 + Penalty 5398.599435 = -7920003.371207 nChanged 5712 SP:Iteration 4F (412.840000 sec): 3 clusters Score: Raw -7930868.438558 + Penalty 5398.599435 = -7925469.839122 nChanged 3355 SP:Iteration 5F (413.220000 sec): 3 clusters Score: Raw -7933415.505634 + Penalty 5398.599435 = -7928016.906199 nChanged 2011 SP:Iteration 6Q (413.650000 sec): 3 clusters Score: Raw -7934626.948220 + Penalty 5398.599435 = -7929228.348785 nChanged 1392 SP:Iteration 7Q (414.100000 sec): 3 clusters Score: Raw -7935351.360608 + Penalty 5398.599435 = -7929952.761173 nChanged 1090 SP:Iteration 8Q (414.560000 sec): 3 clusters Score: Raw -7935855.241347 + Penalty 5398.599435 = -7930456.641912 nChanged 823 SP:Iteration 9Q (414.980000 sec): 3 clusters Score: Raw -7936154.474596 + Penalty 5398.599435 = -7930755.875161 nChanged 599 SP:Iteration 10Q (415.420000 sec): 3 clusters Score: Raw -7936336.167420 + Penalty 5398.599435 = -7930937.567985 nChanged 430 SP:Iteration 11Q (415.840000 sec): 3 clusters Score: Raw -7936440.687674 + Penalty 5398.599435 = -7931042.088239 nChanged 292 SP:Iteration 12Q (416.260000 sec): 3 clusters Score: Raw -7936493.865117 + Penalty 5398.599435 = -7931095.265682 nChanged 216 SP:Iteration 13Q (416.690000 sec): 3 clusters Score: Raw -7936526.800340 + Penalty 5398.599435 = -7931128.200905 nChanged 156 SP:Iteration 14Q (417.190000 sec): 3 clusters Score: Raw -7936547.713794 + Penalty 5398.599435 = -7931149.114358 nChanged 130 SP:Iteration 15Q (417.660000 sec): 3 clusters Score: Raw -7936562.448992 + Penalty 5398.599435 = -7931163.849557 nChanged 83 SP:Iteration 16Q (418.150000 sec): 3 clusters Score: Raw -7936570.816750 + Penalty 5398.599435 = -7931172.217315 nChanged 70 SP:Iteration 17Q (418.620000 sec): 3 clusters Score: Raw -7936576.780435 + Penalty 5398.599435 = -7931178.180999 nChanged 45 SP:Iteration 18Q (419.140000 sec): 3 clusters Score: Raw -7936580.546703 + Penalty 5398.599435 = -7931181.947268 nChanged 29 SP:Iteration 19Q (419.570000 sec): 3 clusters Score: Raw -7936582.479770 + Penalty 5398.599435 = -7931183.880335 nChanged 20 SP:Iteration 20F (420.090000 sec): 3 clusters Score: Raw -7936583.894243 + Penalty 5398.599435 = -7931185.294808 nChanged 18 SP:Iteration 21Q (420.560000 sec): 3 clusters Score: Raw -7936585.113324 + Penalty 5398.599435 = -7931186.513888 nChanged 12 SP:Iteration 22Q (421.070000 sec): 3 clusters Score: Raw -7936585.827170 + Penalty 5398.599435 = -7931187.227734 nChanged 10 SP:Iteration 23Q (421.520000 sec): 3 clusters Score: Raw -7936586.530977 + Penalty 5398.599435 = -7931187.931542 nChanged 8 SP:Iteration 24Q (421.960000 sec): 3 clusters Score: Raw -7936586.907348 + Penalty 5398.599435 = -7931188.307913 nChanged 3 SP:Iteration 25Q (422.470000 sec): 3 clusters Score: Raw -7936587.192442 + Penalty 5398.599435 = -7931188.593007 nChanged 10 SP:Iteration 26Q (422.950000 sec): 3 clusters Score: Raw -7936588.037839 + Penalty 5398.599435 = -7931189.438403 nChanged 12 SP:Iteration 27Q (423.490000 sec): 3 clusters Score: Raw -7936588.934496 + Penalty 5398.599435 = -7931190.335061 nChanged 10 SP:Iteration 28Q (423.930000 sec): 3 clusters Score: Raw -7936589.516930 + Penalty 5398.599435 = -7931190.917494 nChanged 5 SP:Iteration 29Q (424.390000 sec): 3 clusters Score: Raw -7936589.901783 + Penalty 5398.599435 = -7931191.302348 nChanged 4 SP:Iteration 30Q (424.840000 sec): 3 clusters Score: Raw -7936590.168567 + Penalty 5398.599435 = -7931191.569132 nChanged 3 SP:Iteration 31Q (425.230000 sec): 3 clusters Score: Raw -7936590.511519 + Penalty 5398.599435 = -7931191.912084 nChanged 4 SP:Iteration 32Q (425.650000 sec): 3 clusters Score: Raw -7936590.756189 + Penalty 5398.599435 = -7931192.156754 nChanged 4 SP:Iteration 33Q (426.080000 sec): 3 clusters Score: Raw -7936591.009957 + Penalty 5398.599435 = -7931192.410521 nChanged 2 SP:Iteration 34Q (426.480000 sec): 3 clusters Score: Raw -7936591.183724 + Penalty 5398.599435 = -7931192.584289 nChanged 3 SP:Iteration 35Q (426.910000 sec): 3 clusters Score: Raw -7936591.391102 + Penalty 5398.599435 = -7931192.791667 nChanged 4 SP:Iteration 36Q (427.310000 sec): 3 clusters Score: Raw -7936591.612957 + Penalty 5398.599435 = -7931193.013522 nChanged 5 SP:Iteration 37Q (427.740000 sec): 3 clusters Score: Raw -7936591.815641 + Penalty 5398.599435 = -7931193.216206 nChanged 1 SP:Iteration 38Q (428.160000 sec): 3 clusters Score: Raw -7936591.909755 + Penalty 5398.599435 = -7931193.310320 nChanged 2 SP:Iteration 39Q (428.590000 sec): 3 clusters Score: Raw -7936592.035165 + Penalty 5398.599435 = -7931193.435730 nChanged 1 SP:Iteration 40F (429.030000 sec): 3 clusters Score: Raw -7936592.134438 + Penalty 5398.599435 = -7931193.535003 nChanged 3 SP:Iteration 41Q (429.520000 sec): 3 clusters Score: Raw -7936592.278103 + Penalty 5398.599435 = -7931193.678667 nChanged 1 SP:Iteration 42Q (430.010000 sec): 3 clusters Score: Raw -7936592.308600 + Penalty 5398.599435 = -7931193.709165 nChanged 0 SP:Iteration 43F (430.490000 sec): 3 clusters Score: Raw -7936592.308600 + Penalty 5398.599435 = -7931193.709165 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (1461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (430.580000 sec): 2 clusters Score: Raw -216551.780024 + Penalty 1807.145350 = -214744.634674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.760000 sec): 3 clusters Score: Raw -216171.698604 + Penalty 3614.290700 = -212557.407904 nChanged 469 SP:Iteration 1F (430.930000 sec): 3 clusters Score: Raw -216970.488742 + Penalty 3614.290700 = -213356.198042 nChanged 190 SP:Iteration 2F (431.090000 sec): 3 clusters Score: Raw -217721.111783 + Penalty 3614.290700 = -214106.821083 nChanged 137 SP:Iteration 3F (431.260000 sec): 3 clusters Score: Raw -218260.781030 + Penalty 3614.290700 = -214646.490330 nChanged 96 SP:Iteration 4F (431.450000 sec): 3 clusters Score: Raw -218452.750692 + Penalty 3614.290700 = -214838.459992 nChanged 63 SP:Iteration 5Q (431.650000 sec): 3 clusters Score: Raw -218647.960817 + Penalty 3614.290700 = -215033.670116 nChanged 51 SP:Iteration 6Q (431.820000 sec): 3 clusters Score: Raw -218896.787223 + Penalty 3614.290700 = -215282.496522 nChanged 49 SP:Iteration 7Q (432.030000 sec): 3 clusters Score: Raw -219115.679961 + Penalty 3614.290700 = -215501.389261 nChanged 44 SP:Iteration 8Q (432.150000 sec): 3 clusters Score: Raw -219285.513867 + Penalty 3614.290700 = -215671.223167 nChanged 31 SP:Iteration 9Q (432.320000 sec): 3 clusters Score: Raw -219355.405954 + Penalty 3614.290700 = -215741.115254 nChanged 27 SP:Iteration 10Q (432.470000 sec): 3 clusters Score: Raw -219398.687378 + Penalty 3614.290700 = -215784.396678 nChanged 17 SP:Iteration 11Q (432.650000 sec): 3 clusters Score: Raw -219428.039704 + Penalty 3614.290700 = -215813.749004 nChanged 14 SP:Iteration 12Q (432.810000 sec): 3 clusters Score: Raw -219456.605520 + Penalty 3614.290700 = -215842.314820 nChanged 15 SP:Iteration 13Q (432.960000 sec): 3 clusters Score: Raw -219482.008377 + Penalty 3614.290700 = -215867.717677 nChanged 7 SP:Iteration 14Q (433.130000 sec): 3 clusters Score: Raw -219490.153269 + Penalty 3614.290700 = -215875.862569 nChanged 6 SP:Iteration 15Q (433.340000 sec): 3 clusters Score: Raw -219499.414908 + Penalty 3614.290700 = -215885.124207 nChanged 3 SP:Iteration 16Q (433.480000 sec): 3 clusters Score: Raw -219506.020806 + Penalty 3614.290700 = -215891.730105 nChanged 2 SP:Iteration 17Q (433.680000 sec): 3 clusters Score: Raw -219507.317245 + Penalty 3614.290700 = -215893.026545 nChanged 1 SP:Iteration 18Q (433.860000 sec): 3 clusters Score: Raw -219508.063185 + Penalty 3614.290700 = -215893.772485 nChanged 1 SP:Iteration 19Q (434.050000 sec): 3 clusters Score: Raw -219508.711186 + Penalty 3614.290700 = -215894.420485 nChanged 0 SP:Iteration 20F (434.240000 sec): 3 clusters Score: Raw -219508.711186 + Penalty 3614.290700 = -215894.420485 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (10839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (434.370000 sec): 2 clusters Score: Raw -1532035.263359 + Penalty 2304.144693 = -1529731.118666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (434.610000 sec): 3 clusters Score: Raw -1526284.373786 + Penalty 4608.289386 = -1521676.084400 nChanged 4591 SP:Iteration 1F (434.830000 sec): 3 clusters Score: Raw -1530089.360676 + Penalty 4608.289386 = -1525481.071290 nChanged 1357 SP:Iteration 2F (435.070000 sec): 3 clusters Score: Raw -1532888.018608 + Penalty 4608.289386 = -1528279.729222 nChanged 1283 SP:Iteration 3F (435.290000 sec): 3 clusters Score: Raw -1534877.197608 + Penalty 4608.289386 = -1530268.908222 nChanged 838 SP:Iteration 4F (435.550000 sec): 3 clusters Score: Raw -1535563.752784 + Penalty 4608.289386 = -1530955.463398 nChanged 496 SP:Iteration 5Q (435.790000 sec): 3 clusters Score: Raw -1535808.906358 + Penalty 4608.289386 = -1531200.616972 nChanged 283 SP:Iteration 6Q (436.070000 sec): 3 clusters Score: Raw -1535934.530036 + Penalty 4608.289386 = -1531326.240650 nChanged 209 SP:Iteration 7Q (436.270000 sec): 3 clusters Score: Raw -1536051.380624 + Penalty 4608.289386 = -1531443.091238 nChanged 218 SP:Iteration 8Q (436.540000 sec): 3 clusters Score: Raw -1536206.060866 + Penalty 4608.289386 = -1531597.771480 nChanged 237 SP:Iteration 9Q (436.780000 sec): 3 clusters Score: Raw -1536390.979055 + Penalty 4608.289386 = -1531782.689670 nChanged 221 SP:Iteration 10Q (437.060000 sec): 3 clusters Score: Raw -1536548.821323 + Penalty 4608.289386 = -1531940.531937 nChanged 222 SP:Iteration 11Q (437.290000 sec): 3 clusters Score: Raw -1536677.368790 + Penalty 4608.289386 = -1532069.079404 nChanged 199 SP:Iteration 12Q (437.550000 sec): 3 clusters Score: Raw -1536790.694127 + Penalty 4608.289386 = -1532182.404741 nChanged 184 SP:Iteration 13Q (437.810000 sec): 3 clusters Score: Raw -1536893.271193 + Penalty 4608.289386 = -1532284.981808 nChanged 186 SP:Iteration 14Q (438.110000 sec): 3 clusters Score: Raw -1537009.019617 + Penalty 4608.289386 = -1532400.730232 nChanged 196 SP:Iteration 15Q (438.350000 sec): 3 clusters Score: Raw -1537148.246405 + Penalty 4608.289386 = -1532539.957019 nChanged 207 SP:Iteration 16Q (438.570000 sec): 3 clusters Score: Raw -1537312.013853 + Penalty 4608.289386 = -1532703.724467 nChanged 207 SP:Iteration 17Q (438.800000 sec): 3 clusters Score: Raw -1537550.244080 + Penalty 4608.289386 = -1532941.954694 nChanged 231 SP:Iteration 18Q (439.100000 sec): 3 clusters Score: Raw -1537948.885559 + Penalty 4608.289386 = -1533340.596173 nChanged 204 SP:Iteration 19Q (439.330000 sec): 3 clusters Score: Raw -1538336.530776 + Penalty 4608.289386 = -1533728.241390 nChanged 154 SP:Iteration 20F (439.650000 sec): 3 clusters Score: Raw -1538676.158577 + Penalty 4608.289386 = -1534067.869192 nChanged 129 SP:Iteration 21Q (439.880000 sec): 3 clusters Score: Raw -1539159.986327 + Penalty 4608.289386 = -1534551.696941 nChanged 95 SP:Iteration 22Q (440.110000 sec): 3 clusters Score: Raw -1539509.444247 + Penalty 4608.289386 = -1534901.154861 nChanged 90 SP:Iteration 23Q (440.380000 sec): 3 clusters Score: Raw -1539789.498393 + Penalty 4608.289386 = -1535181.209008 nChanged 77 SP:Iteration 24Q (440.610000 sec): 3 clusters Score: Raw -1540094.909484 + Penalty 4608.289386 = -1535486.620098 nChanged 60 SP:Iteration 25Q (440.820000 sec): 3 clusters Score: Raw -1540442.475951 + Penalty 4608.289386 = -1535834.186565 nChanged 53 SP:Iteration 26Q (441.080000 sec): 3 clusters Score: Raw -1540519.367602 + Penalty 4608.289386 = -1535911.078216 nChanged 27 SP:Iteration 27Q (441.290000 sec): 3 clusters Score: Raw -1540536.470364 + Penalty 4608.289386 = -1535928.180978 nChanged 19 SP:Iteration 28Q (441.480000 sec): 3 clusters Score: Raw -1540552.636085 + Penalty 4608.289386 = -1535944.346699 nChanged 22 SP:Iteration 29Q (441.700000 sec): 3 clusters Score: Raw -1540571.974493 + Penalty 4608.289386 = -1535963.685107 nChanged 16 SP:Iteration 30Q (441.910000 sec): 3 clusters Score: Raw -1540584.940208 + Penalty 4608.289386 = -1535976.650822 nChanged 14 SP:Iteration 31Q (442.160000 sec): 3 clusters Score: Raw -1540596.016698 + Penalty 4608.289386 = -1535987.727312 nChanged 13 SP:Iteration 32Q (442.430000 sec): 3 clusters Score: Raw -1540603.590493 + Penalty 4608.289386 = -1535995.301107 nChanged 5 SP:Iteration 33Q (442.650000 sec): 3 clusters Score: Raw -1540605.173083 + Penalty 4608.289386 = -1535996.883697 nChanged 2 SP:Iteration 34Q (442.900000 sec): 3 clusters Score: Raw -1540605.969282 + Penalty 4608.289386 = -1535997.679896 nChanged 1 SP:Iteration 35Q (443.120000 sec): 3 clusters Score: Raw -1540606.184584 + Penalty 4608.289386 = -1535997.895198 nChanged 0 SP:Iteration 36F (443.400000 sec): 3 clusters Score: Raw -1540606.184584 + Penalty 4608.289386 = -1535997.895198 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (5939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (443.480000 sec): 2 clusters Score: Raw -855500.874981 + Penalty 2154.945420 = -853345.929561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (443.750000 sec): 3 clusters Score: Raw -852648.454168 + Penalty 4309.890840 = -848338.563328 nChanged 2334 SP:Iteration 1F (443.940000 sec): 3 clusters Score: Raw -854777.608175 + Penalty 4309.890840 = -850467.717335 nChanged 693 SP:Iteration 2F (444.170000 sec): 3 clusters Score: Raw -856247.796099 + Penalty 4309.890840 = -851937.905259 nChanged 711 SP:Iteration 3F (444.400000 sec): 3 clusters Score: Raw -857673.001587 + Penalty 4309.890840 = -853363.110747 nChanged 662 SP:Iteration 4F (444.590000 sec): 3 clusters Score: Raw -858788.550732 + Penalty 4309.890840 = -854478.659892 nChanged 480 SP:Iteration 5F (444.820000 sec): 3 clusters Score: Raw -859334.367523 + Penalty 4309.890840 = -855024.476683 nChanged 262 SP:Iteration 6Q (445.030000 sec): 3 clusters Score: Raw -859541.374898 + Penalty 4309.890840 = -855231.484059 nChanged 143 SP:Iteration 7Q (445.270000 sec): 3 clusters Score: Raw -859633.084385 + Penalty 4309.890840 = -855323.193545 nChanged 100 SP:Iteration 8Q (445.470000 sec): 3 clusters Score: Raw -859691.977524 + Penalty 4309.890840 = -855382.086684 nChanged 68 SP:Iteration 9Q (445.650000 sec): 3 clusters Score: Raw -859732.392402 + Penalty 4309.890840 = -855422.501562 nChanged 42 SP:Iteration 10Q (445.900000 sec): 3 clusters Score: Raw -859758.021265 + Penalty 4309.890840 = -855448.130425 nChanged 30 SP:Iteration 11Q (446.090000 sec): 3 clusters Score: Raw -859777.885175 + Penalty 4309.890840 = -855467.994335 nChanged 24 SP:Iteration 12Q (446.360000 sec): 3 clusters Score: Raw -859791.344768 + Penalty 4309.890840 = -855481.453928 nChanged 16 SP:Iteration 13Q (446.550000 sec): 3 clusters Score: Raw -859797.642097 + Penalty 4309.890840 = -855487.751257 nChanged 17 SP:Iteration 14Q (446.780000 sec): 3 clusters Score: Raw -859803.384585 + Penalty 4309.890840 = -855493.493745 nChanged 9 SP:Iteration 15Q (446.970000 sec): 3 clusters Score: Raw -859805.675531 + Penalty 4309.890840 = -855495.784691 nChanged 3 SP:Iteration 16Q (447.230000 sec): 3 clusters Score: Raw -859806.760066 + Penalty 4309.890840 = -855496.869226 nChanged 1 SP:Iteration 17Q (447.440000 sec): 3 clusters Score: Raw -859807.228120 + Penalty 4309.890840 = -855497.337280 nChanged 0 SP:Iteration 18F (447.650000 sec): 3 clusters Score: Raw -859807.228120 + Penalty 4309.890840 = -855497.337280 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (2205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (447.780000 sec): 2 clusters Score: Raw -305851.946349 + Penalty 1909.223731 = -303942.722617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (447.950000 sec): 3 clusters Score: Raw -305355.920471 + Penalty 3818.447463 = -301537.473008 nChanged 839 SP:Iteration 1F (448.140000 sec): 3 clusters Score: Raw -308427.497599 + Penalty 3818.447463 = -304609.050136 nChanged 418 SP:Iteration 2F (448.290000 sec): 3 clusters Score: Raw -310974.021708 + Penalty 3818.447463 = -307155.574245 nChanged 162 SP:Iteration 3F (448.520000 sec): 3 clusters Score: Raw -311930.628183 + Penalty 3818.447463 = -308112.180720 nChanged 74 SP:Iteration 4Q (448.690000 sec): 3 clusters Score: Raw -312456.069295 + Penalty 3818.447463 = -308637.621833 nChanged 53 SP:Iteration 5Q (448.890000 sec): 3 clusters Score: Raw -312707.744602 + Penalty 3818.447463 = -308889.297139 nChanged 28 SP:Iteration 6Q (449.090000 sec): 3 clusters Score: Raw -312761.339015 + Penalty 3818.447463 = -308942.891552 nChanged 17 SP:Iteration 7Q (449.300000 sec): 3 clusters Score: Raw -312777.669819 + Penalty 3818.447463 = -308959.222356 nChanged 6 SP:Iteration 8Q (449.470000 sec): 3 clusters Score: Raw -312784.267064 + Penalty 3818.447463 = -308965.819601 nChanged 0 SP:Iteration 9F (449.690000 sec): 3 clusters Score: Raw -312784.267064 + Penalty 3818.447463 = -308965.819601 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (449.740000 sec): 2 clusters Score: Raw -119998.895701 + Penalty 1680.007524 = -118318.888177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (449.920000 sec): 3 clusters Score: Raw -119970.671603 + Penalty 3360.015048 = -116610.656555 nChanged 283 SP:Iteration 1F (450.080000 sec): 3 clusters Score: Raw -120465.130834 + Penalty 3360.015048 = -117105.115787 nChanged 99 SP:Iteration 2F (450.280000 sec): 3 clusters Score: Raw -120833.367933 + Penalty 3360.015048 = -117473.352885 nChanged 82 SP:Iteration 3F (450.460000 sec): 3 clusters Score: Raw -121754.080745 + Penalty 3360.015048 = -118394.065698 nChanged 82 SP:Iteration 4F (450.670000 sec): 3 clusters Score: Raw -122330.368157 + Penalty 3360.015048 = -118970.353110 nChanged 50 SP:Iteration 5F (450.830000 sec): 3 clusters Score: Raw -122577.800749 + Penalty 3360.015048 = -119217.785701 nChanged 13 SP:Iteration 6Q (451.050000 sec): 3 clusters Score: Raw -122629.220106 + Penalty 3360.015048 = -119269.205058 nChanged 5 SP:Iteration 7Q (451.240000 sec): 3 clusters Score: Raw -122652.115686 + Penalty 3360.015048 = -119292.100638 nChanged 6 SP:Iteration 8Q (451.420000 sec): 3 clusters Score: Raw -122671.443075 + Penalty 3360.015048 = -119311.428028 nChanged 2 SP:Iteration 9Q (451.590000 sec): 3 clusters Score: Raw -122691.223189 + Penalty 3360.015048 = -119331.208142 nChanged 0 SP:Iteration 10F (451.750000 sec): 3 clusters Score: Raw -122691.223189 + Penalty 3360.015048 = -119331.208142 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (4229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (451.830000 sec): 2 clusters Score: Raw -593068.117681 + Penalty 2070.730768 = -590997.386914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (452.060000 sec): 3 clusters Score: Raw -591128.961735 + Penalty 4141.461535 = -586987.500200 nChanged 1609 SP:Iteration 1F (452.210000 sec): 3 clusters Score: Raw -592736.094154 + Penalty 4141.461535 = -588594.632619 nChanged 599 SP:Iteration 2F (452.460000 sec): 3 clusters Score: Raw -594302.690987 + Penalty 4141.461535 = -590161.229452 nChanged 573 SP:Iteration 3F (452.680000 sec): 3 clusters Score: Raw -595835.633331 + Penalty 4141.461535 = -591694.171796 nChanged 395 SP:Iteration 4F (452.840000 sec): 3 clusters Score: Raw -596562.177765 + Penalty 4141.461535 = -592420.716230 nChanged 225 SP:Iteration 5F (453.030000 sec): 3 clusters Score: Raw -596928.802991 + Penalty 4141.461535 = -592787.341456 nChanged 117 SP:Iteration 6Q (453.280000 sec): 3 clusters Score: Raw -597106.016684 + Penalty 4141.461535 = -592964.555148 nChanged 65 SP:Iteration 7Q (453.490000 sec): 3 clusters Score: Raw -597161.370352 + Penalty 4141.461535 = -593019.908816 nChanged 41 SP:Iteration 8Q (453.690000 sec): 3 clusters Score: Raw -597200.347488 + Penalty 4141.461535 = -593058.885953 nChanged 33 SP:Iteration 9Q (453.890000 sec): 3 clusters Score: Raw -597233.492280 + Penalty 4141.461535 = -593092.030745 nChanged 24 SP:Iteration 10Q (454.080000 sec): 3 clusters Score: Raw -597255.497856 + Penalty 4141.461535 = -593114.036320 nChanged 17 SP:Iteration 11Q (454.270000 sec): 3 clusters Score: Raw -597268.496285 + Penalty 4141.461535 = -593127.034750 nChanged 14 SP:Iteration 12Q (454.480000 sec): 3 clusters Score: Raw -597275.455913 + Penalty 4141.461535 = -593133.994377 nChanged 8 SP:Iteration 13Q (454.690000 sec): 3 clusters Score: Raw -597278.590640 + Penalty 4141.461535 = -593137.129105 nChanged 2 SP:Iteration 14Q (454.870000 sec): 3 clusters Score: Raw -597279.340839 + Penalty 4141.461535 = -593137.879303 nChanged 1 SP:Iteration 15Q (455.080000 sec): 3 clusters Score: Raw -597279.664782 + Penalty 4141.461535 = -593138.203247 nChanged 2 SP:Iteration 16Q (455.260000 sec): 3 clusters Score: Raw -597280.963191 + Penalty 4141.461535 = -593139.501656 nChanged 3 SP:Iteration 17Q (455.460000 sec): 3 clusters Score: Raw -597282.322348 + Penalty 4141.461535 = -593140.860812 nChanged 1 SP:Iteration 18Q (455.650000 sec): 3 clusters Score: Raw -597283.161248 + Penalty 4141.461535 = -593141.699713 nChanged 0 SP:Iteration 19F (455.830000 sec): 3 clusters Score: Raw -597283.161248 + Penalty 4141.461535 = -593141.699713 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (25915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (456.010000 sec): 2 clusters Score: Raw -3930144.889508 + Penalty 2520.319153 = -3927624.570355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (456.320000 sec): 3 clusters Score: Raw -3914769.349825 + Penalty 5040.638306 = -3909728.711519 nChanged 11567 SP:Iteration 1F (456.610000 sec): 3 clusters Score: Raw -3920915.827211 + Penalty 5040.638306 = -3915875.188905 nChanged 1403 SP:Iteration 2F (456.960000 sec): 3 clusters Score: Raw -3921468.220637 + Penalty 5040.638306 = -3916427.582330 nChanged 1328 SP:Iteration 3F (457.260000 sec): 3 clusters Score: Raw -3922091.863460 + Penalty 5040.638306 = -3917051.225153 nChanged 1332 SP:Iteration 4F (457.600000 sec): 3 clusters Score: Raw -3923024.137765 + Penalty 5040.638306 = -3917983.499459 nChanged 1644 SP:Iteration 5F (457.890000 sec): 3 clusters Score: Raw -3924549.636159 + Penalty 5040.638306 = -3919508.997853 nChanged 2001 SP:Iteration 6F (458.210000 sec): 3 clusters Score: Raw -3926666.733969 + Penalty 5040.638306 = -3921626.095663 nChanged 2122 SP:Iteration 7F (458.510000 sec): 3 clusters Score: Raw -3928785.579081 + Penalty 5040.638306 = -3923744.940774 nChanged 1840 SP:Iteration 8F (458.850000 sec): 3 clusters Score: Raw -3930273.212338 + Penalty 5040.638306 = -3925232.574032 nChanged 1306 SP:Iteration 9F (459.180000 sec): 3 clusters Score: Raw -3931214.182825 + Penalty 5040.638306 = -3926173.544519 nChanged 950 SP:Iteration 10Q (459.510000 sec): 3 clusters Score: Raw -3931850.603379 + Penalty 5040.638306 = -3926809.965072 nChanged 739 SP:Iteration 11Q (459.830000 sec): 3 clusters Score: Raw -3932301.287888 + Penalty 5040.638306 = -3927260.649582 nChanged 563 SP:Iteration 12Q (460.140000 sec): 3 clusters Score: Raw -3932580.057121 + Penalty 5040.638306 = -3927539.418815 nChanged 413 SP:Iteration 13Q (460.500000 sec): 3 clusters Score: Raw -3932723.404986 + Penalty 5040.638306 = -3927682.766680 nChanged 272 SP:Iteration 14Q (460.820000 sec): 3 clusters Score: Raw -3932796.706680 + Penalty 5040.638306 = -3927756.068374 nChanged 204 SP:Iteration 15Q (461.150000 sec): 3 clusters Score: Raw -3932837.705620 + Penalty 5040.638306 = -3927797.067314 nChanged 155 SP:Iteration 16Q (461.500000 sec): 3 clusters Score: Raw -3932862.271354 + Penalty 5040.638306 = -3927821.633047 nChanged 100 SP:Iteration 17Q (461.780000 sec): 3 clusters Score: Raw -3932874.124255 + Penalty 5040.638306 = -3927833.485948 nChanged 64 SP:Iteration 18Q (462.110000 sec): 3 clusters Score: Raw -3932880.940292 + Penalty 5040.638306 = -3927840.301986 nChanged 46 SP:Iteration 19Q (462.420000 sec): 3 clusters Score: Raw -3932884.421592 + Penalty 5040.638306 = -3927843.783286 nChanged 27 SP:Iteration 20F (462.730000 sec): 3 clusters Score: Raw -3932886.101522 + Penalty 5040.638306 = -3927845.463216 nChanged 15 SP:Iteration 21Q (463.020000 sec): 3 clusters Score: Raw -3932887.271010 + Penalty 5040.638306 = -3927846.632703 nChanged 14 SP:Iteration 22Q (463.360000 sec): 3 clusters Score: Raw -3932888.157344 + Penalty 5040.638306 = -3927847.519038 nChanged 11 SP:Iteration 23Q (463.660000 sec): 3 clusters Score: Raw -3932888.752606 + Penalty 5040.638306 = -3927848.114300 nChanged 13 SP:Iteration 24Q (463.960000 sec): 3 clusters Score: Raw -3932889.670069 + Penalty 5040.638306 = -3927849.031763 nChanged 11 SP:Iteration 25Q (464.290000 sec): 3 clusters Score: Raw -3932890.596885 + Penalty 5040.638306 = -3927849.958578 nChanged 13 SP:Iteration 26Q (464.590000 sec): 3 clusters Score: Raw -3932891.572103 + Penalty 5040.638306 = -3927850.933797 nChanged 10 SP:Iteration 27Q (464.870000 sec): 3 clusters Score: Raw -3932892.230661 + Penalty 5040.638306 = -3927851.592355 nChanged 9 SP:Iteration 28Q (465.230000 sec): 3 clusters Score: Raw -3932892.732411 + Penalty 5040.638306 = -3927852.094105 nChanged 5 SP:Iteration 29Q (465.530000 sec): 3 clusters Score: Raw -3932893.080029 + Penalty 5040.638306 = -3927852.441722 nChanged 5 SP:Iteration 30Q (465.880000 sec): 3 clusters Score: Raw -3932893.432279 + Penalty 5040.638306 = -3927852.793972 nChanged 4 SP:Iteration 31Q (466.180000 sec): 3 clusters Score: Raw -3932893.590767 + Penalty 5040.638306 = -3927852.952461 nChanged 1 SP:Iteration 32Q (466.460000 sec): 3 clusters Score: Raw -3932893.671470 + Penalty 5040.638306 = -3927853.033164 nChanged 0 SP:Iteration 33F (466.780000 sec): 3 clusters Score: Raw -3932893.671470 + Penalty 5040.638306 = -3927853.033164 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (1227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (466.890000 sec): 2 clusters Score: Raw -123716.680650 + Penalty 1763.857206 = -121952.823443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (467.090000 sec): 3 clusters Score: Raw -124200.534607 + Penalty 3527.714413 = -120672.820194 nChanged 453 SP:Iteration 1F (467.280000 sec): 3 clusters Score: Raw -127430.051999 + Penalty 3527.714413 = -123902.337586 nChanged 176 SP:Iteration 2F (467.440000 sec): 3 clusters Score: Raw -129073.772950 + Penalty 3527.714413 = -125546.058538 nChanged 103 SP:Iteration 3F (467.640000 sec): 3 clusters Score: Raw -130951.007674 + Penalty 3527.714413 = -127423.293261 nChanged 53 SP:Iteration 4Q (467.790000 sec): 3 clusters Score: Raw -131953.077196 + Penalty 3527.714413 = -128425.362783 nChanged 47 SP:Iteration 5Q (468.010000 sec): 3 clusters Score: Raw -132524.408170 + Penalty 3527.714413 = -128996.693757 nChanged 47 SP:Iteration 6Q (468.150000 sec): 3 clusters Score: Raw -133215.984577 + Penalty 3527.714413 = -129688.270165 nChanged 45 SP:Iteration 7Q (468.330000 sec): 3 clusters Score: Raw -133910.734125 + Penalty 3527.714413 = -130383.019712 nChanged 29 SP:Iteration 8Q (468.550000 sec): 3 clusters Score: Raw -134644.544579 + Penalty 3527.714413 = -131116.830167 nChanged 25 SP:Iteration 9Q (468.700000 sec): 3 clusters Score: Raw -135182.114050 + Penalty 3527.714413 = -131654.399637 nChanged 14 SP:Iteration 10Q (468.920000 sec): 3 clusters Score: Raw -135397.256076 + Penalty 3527.714413 = -131869.541663 nChanged 9 SP:Iteration 11Q (469.040000 sec): 3 clusters Score: Raw -135475.712531 + Penalty 3527.714413 = -131947.998119 nChanged 6 SP:Iteration 12Q (469.230000 sec): 3 clusters Score: Raw -135502.196329 + Penalty 3527.714413 = -131974.481917 nChanged 3 SP:Iteration 13Q (469.420000 sec): 3 clusters Score: Raw -135538.068637 + Penalty 3527.714413 = -132010.354224 nChanged 6 SP:Iteration 14Q (469.610000 sec): 3 clusters Score: Raw -135595.200423 + Penalty 3527.714413 = -132067.486010 nChanged 3 SP:Iteration 15Q (469.830000 sec): 3 clusters Score: Raw -135617.022888 + Penalty 3527.714413 = -132089.308476 nChanged 2 SP:Iteration 16Q (469.980000 sec): 3 clusters Score: Raw -135647.816281 + Penalty 3527.714413 = -132120.101869 nChanged 4 SP:Iteration 17Q (470.190000 sec): 3 clusters Score: Raw -135672.462946 + Penalty 3527.714413 = -132144.748533 nChanged 0 SP:Iteration 18F (470.370000 sec): 3 clusters Score: Raw -135716.171449 + Penalty 3527.714413 = -132188.457036 nChanged 7 SP:Iteration 19Q (470.530000 sec): 3 clusters Score: Raw -135776.460583 + Penalty 3527.714413 = -132248.746170 nChanged 3 SP:Iteration 20F (470.710000 sec): 3 clusters Score: Raw -135795.653517 + Penalty 3527.714413 = -132267.939104 nChanged 4 SP:Iteration 21Q (470.840000 sec): 3 clusters Score: Raw -135821.170903 + Penalty 3527.714413 = -132293.456490 nChanged 3 SP:Iteration 22Q (471.020000 sec): 3 clusters Score: Raw -135839.071545 + Penalty 3527.714413 = -132311.357132 nChanged 3 SP:Iteration 23Q (471.200000 sec): 3 clusters Score: Raw -135860.132785 + Penalty 3527.714413 = -132332.418373 nChanged 6 SP:Iteration 24Q (471.370000 sec): 3 clusters Score: Raw -135907.459811 + Penalty 3527.714413 = -132379.745398 nChanged 9 SP:Iteration 25Q (471.510000 sec): 3 clusters Score: Raw -135973.002586 + Penalty 3527.714413 = -132445.288173 nChanged 7 SP:Iteration 26Q (471.690000 sec): 3 clusters Score: Raw -136047.908542 + Penalty 3527.714413 = -132520.194129 nChanged 8 SP:Iteration 27Q (471.920000 sec): 3 clusters Score: Raw -136191.886589 + Penalty 3527.714413 = -132664.172177 nChanged 9 SP:Iteration 28Q (472.070000 sec): 3 clusters Score: Raw -136726.757000 + Penalty 3527.714413 = -133199.042588 nChanged 3 SP:Iteration 29Q (472.240000 sec): 3 clusters Score: Raw -137671.419903 + Penalty 3527.714413 = -134143.705490 nChanged 2 SP:Iteration 30Q (472.410000 sec): 3 clusters Score: Raw -137677.028315 + Penalty 3527.714413 = -134149.313902 nChanged 0 SP:Iteration 31F (472.600000 sec): 3 clusters Score: Raw -137677.028315 + Penalty 3527.714413 = -134149.313902 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Iteration 20F (500.700000 sec): 33 clusters Score: Raw -66785745.009331 + Penalty 103386.665944 = -66682358.343387 nChanged 17993 Iteration 21Q (516.220000 sec): 33 clusters Score: Raw -66804342.052615 + Penalty 103386.665944 = -66700955.386671 nChanged 9413 Iteration 22Q (533.720000 sec): 33 clusters Score: Raw -66810129.302976 + Penalty 103386.665944 = -66706742.637033 nChanged 7319 Iteration 23Q (550.100000 sec): 33 clusters Score: Raw -66813512.108284 + Penalty 103386.665944 = -66710125.442340 nChanged 5995 Iteration 24Q (566.890000 sec): 33 clusters Score: Raw -66815861.570641 + Penalty 103386.665944 = -66712474.904698 nChanged 5091 Iteration 25Q (582.470000 sec): 33 clusters Score: Raw -66817714.379349 + Penalty 103386.665944 = -66714327.713405 nChanged 4393 Iteration 26Q (598.350000 sec): 33 clusters Score: Raw -66819198.840799 + Penalty 103386.665944 = -66715812.174855 nChanged 3759 Iteration 27Q (614.460000 sec): 33 clusters Score: Raw -66820422.498684 + Penalty 103386.665944 = -66717035.832740 nChanged 3183 Iteration 28Q (632.750000 sec): 33 clusters Score: Raw -66821386.953015 + Penalty 103386.665944 = -66718000.287071 nChanged 2700 Iteration 29Q (647.460000 sec): 33 clusters Score: Raw -66822167.001117 + Penalty 103386.665944 = -66718780.335173 nChanged 2348 Iteration 30Q (666.360000 sec): 33 clusters Score: Raw -66822797.214187 + Penalty 103386.665944 = -66719410.548243 nChanged 1934 Iteration 31Q (684.810000 sec): 33 clusters Score: Raw -66823261.400030 + Penalty 103386.665944 = -66719874.734086 nChanged 1516 Iteration 32Q (700.520000 sec): 33 clusters Score: Raw -66823566.247581 + Penalty 103386.665944 = -66720179.581637 nChanged 1252 Iteration 33Q (717.990000 sec): 33 clusters Score: Raw -66823841.847585 + Penalty 103386.665944 = -66720455.181641 nChanged 1059 Iteration 34Q (734.360000 sec): 33 clusters Score: Raw -66824071.876870 + Penalty 103386.665944 = -66720685.210926 nChanged 944 Iteration 35Q (751.950000 sec): 33 clusters Score: Raw -66824419.747863 + Penalty 103386.665944 = -66721033.081919 nChanged 854 Iteration 36Q (766.600000 sec): 33 clusters Score: Raw -66824776.288916 + Penalty 103386.665944 = -66721389.622972 nChanged 797 Iteration 37Q (781.370000 sec): 33 clusters Score: Raw -66825315.427163 + Penalty 103386.665944 = -66721928.761220 nChanged 695 Iteration 38Q (797.580000 sec): 33 clusters Score: Raw -66825601.445936 + Penalty 103386.665944 = -66722214.779992 nChanged 648 Iteration 39Q (813.830000 sec): 33 clusters Score: Raw -66825714.139719 + Penalty 103386.665944 = -66722327.473775 nChanged 550 Iteration 40F (844.410000 sec): 33 clusters Score: Raw -66827579.585322 + Penalty 103386.665944 = -66724192.919378 nChanged 778 Iteration 41Q (862.660000 sec): 33 clusters Score: Raw -66832492.476887 + Penalty 103386.665944 = -66729105.810944 nChanged 750 Iteration 42Q (880.430000 sec): 33 clusters Score: Raw -66833431.629082 + Penalty 103386.665944 = -66730044.963138 nChanged 641 Iteration 43Q (895.330000 sec): 33 clusters Score: Raw -66833848.359729 + Penalty 103386.665944 = -66730461.693785 nChanged 555 Iteration 44Q (912.450000 sec): 33 clusters Score: Raw -66834040.799645 + Penalty 103386.665944 = -66730654.133701 nChanged 475 Iteration 45Q (928.400000 sec): 33 clusters Score: Raw -66834173.528202 + Penalty 103386.665944 = -66730786.862258 nChanged 411 Iteration 46Q (942.000000 sec): 33 clusters Score: Raw -66834269.085459 + Penalty 103386.665944 = -66730882.419515 nChanged 385 Iteration 47Q (955.320000 sec): 33 clusters Score: Raw -66834349.106776 + Penalty 103386.665944 = -66730962.440832 nChanged 350 Iteration 48Q (968.950000 sec): 33 clusters Score: Raw -66834406.917468 + Penalty 103386.665944 = -66731020.251525 nChanged 299 Iteration 49Q (987.210000 sec): 33 clusters Score: Raw -66834459.576444 + Penalty 103386.665944 = -66731072.910500 nChanged 252 Iteration 50Q (1003.990000 sec): 33 clusters Score: Raw -66834513.990766 + Penalty 103386.665944 = -66731127.324822 nChanged 218 Iteration 51Q (1017.770000 sec): 33 clusters Score: Raw -66834557.888537 + Penalty 103386.665944 = -66731171.222593 nChanged 194 Iteration 52Q (1031.210000 sec): 33 clusters Score: Raw -66834594.824982 + Penalty 103386.665944 = -66731208.159039 nChanged 164 Iteration 53Q (1044.390000 sec): 33 clusters Score: Raw -66834614.949680 + Penalty 103386.665944 = -66731228.283736 nChanged 142 Iteration 54Q (1058.500000 sec): 33 clusters Score: Raw -66834633.258973 + Penalty 103386.665944 = -66731246.593030 nChanged 122 Iteration 55Q (1072.800000 sec): 33 clusters Score: Raw -66834650.183330 + Penalty 103386.665944 = -66731263.517387 nChanged 126 Iteration 56Q (1085.420000 sec): 33 clusters Score: Raw -66834659.877247 + Penalty 103386.665944 = -66731273.211304 nChanged 122 Iteration 57Q (1099.090000 sec): 33 clusters Score: Raw -66834668.057292 + Penalty 103386.665944 = -66731281.391348 nChanged 107 Iteration 58Q (1113.830000 sec): 33 clusters Score: Raw -66834676.421029 + Penalty 103386.665944 = -66731289.755085 nChanged 110 Writing temp clu file Because OldScore, -66731281.391348, is greater than current (better) Score,-66731289.755085 Compute initial score before splitting: Score: Raw -66834676.421029 + Penalty 103386.665944 = -66731289.755085 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1113.970000 sec): 2 clusters Score: Raw -167022.604288 + Penalty 1790.471226 = -165232.133062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1114.150000 sec): 3 clusters Score: Raw -166723.520736 + Penalty 3580.942452 = -163142.578284 nChanged 437 SP:Iteration 1F (1114.330000 sec): 3 clusters Score: Raw -168633.512712 + Penalty 3580.942452 = -165052.570260 nChanged 275 SP:Iteration 2F (1114.520000 sec): 3 clusters Score: Raw -172709.320082 + Penalty 3580.942452 = -169128.377630 nChanged 257 SP:Iteration 3F (1114.690000 sec): 3 clusters Score: Raw -175353.119244 + Penalty 3580.942452 = -171772.176792 nChanged 36 SP:Iteration 4Q (1114.900000 sec): 3 clusters Score: Raw -175928.456095 + Penalty 3580.942452 = -172347.513643 nChanged 8 SP:Iteration 5Q (1115.070000 sec): 3 clusters Score: Raw -175958.639294 + Penalty 3580.942452 = -172377.696842 nChanged 4 SP:Iteration 6Q (1115.260000 sec): 3 clusters Score: Raw -175986.377006 + Penalty 3580.942452 = -172405.434554 nChanged 1 SP:Iteration 7Q (1115.460000 sec): 3 clusters Score: Raw -175988.556436 + Penalty 3580.942452 = -172407.613985 nChanged 1 SP:Iteration 8Q (1115.650000 sec): 3 clusters Score: Raw -175989.993692 + Penalty 3580.942452 = -172409.051240 nChanged 1 SP:Iteration 9Q (1115.770000 sec): 3 clusters Score: Raw -175994.100475 + Penalty 3580.942452 = -172413.158024 nChanged 2 SP:Iteration 10Q (1115.940000 sec): 3 clusters Score: Raw -176002.030974 + Penalty 3580.942452 = -172421.088522 nChanged 2 SP:Iteration 11Q (1116.130000 sec): 3 clusters Score: Raw -176007.922906 + Penalty 3580.942452 = -172426.980454 nChanged 0 SP:Iteration 12F (1116.310000 sec): 3 clusters Score: Raw -176011.934542 + Penalty 3580.942452 = -172430.992090 nChanged 2 SP:Iteration 13Q (1116.510000 sec): 3 clusters Score: Raw -176025.044468 + Penalty 3580.942452 = -172444.102016 nChanged 2 SP:Iteration 14Q (1116.690000 sec): 3 clusters Score: Raw -176035.064513 + Penalty 3580.942452 = -172454.122061 nChanged 3 SP:Iteration 15Q (1116.890000 sec): 3 clusters Score: Raw -176042.892907 + Penalty 3580.942452 = -172461.950455 nChanged 2 SP:Iteration 16Q (1117.050000 sec): 3 clusters Score: Raw -176048.556224 + Penalty 3580.942452 = -172467.613772 nChanged 2 SP:Iteration 17Q (1117.240000 sec): 3 clusters Score: Raw -176057.530974 + Penalty 3580.942452 = -172476.588522 nChanged 2 SP:Iteration 18Q (1117.430000 sec): 3 clusters Score: Raw -176060.562226 + Penalty 3580.942452 = -172479.619774 nChanged 0 SP:Iteration 19F (1117.580000 sec): 3 clusters Score: Raw -176060.562226 + Penalty 3580.942452 = -172479.619774 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (1306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1117.680000 sec): 2 clusters Score: Raw -183617.638732 + Penalty 1779.331629 = -181838.307103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1117.880000 sec): 3 clusters Score: Raw -183376.702773 + Penalty 3558.663258 = -179818.039515 nChanged 393 SP:Iteration 1F (1118.060000 sec): 3 clusters Score: Raw -184255.998704 + Penalty 3558.663258 = -180697.335446 nChanged 207 SP:Iteration 2F (1118.280000 sec): 3 clusters Score: Raw -185083.463442 + Penalty 3558.663258 = -181524.800184 nChanged 139 SP:Iteration 3F (1118.440000 sec): 3 clusters Score: Raw -185596.339833 + Penalty 3558.663258 = -182037.676576 nChanged 65 SP:Iteration 4Q (1118.630000 sec): 3 clusters Score: Raw -185964.658472 + Penalty 3558.663258 = -182405.995214 nChanged 51 SP:Iteration 5Q (1118.760000 sec): 3 clusters Score: Raw -186187.905258 + Penalty 3558.663258 = -182629.242000 nChanged 33 SP:Iteration 6Q (1118.920000 sec): 3 clusters Score: Raw -186298.960323 + Penalty 3558.663258 = -182740.297066 nChanged 35 SP:Iteration 7Q (1119.100000 sec): 3 clusters Score: Raw -186402.024451 + Penalty 3558.663258 = -182843.361194 nChanged 28 SP:Iteration 8Q (1119.260000 sec): 3 clusters Score: Raw -186547.919625 + Penalty 3558.663258 = -182989.256367 nChanged 28 SP:Iteration 9Q (1119.480000 sec): 3 clusters Score: Raw -186794.146829 + Penalty 3558.663258 = -183235.483571 nChanged 18 SP:Iteration 10Q (1119.660000 sec): 3 clusters Score: Raw -186896.708246 + Penalty 3558.663258 = -183338.044988 nChanged 14 SP:Iteration 11Q (1119.800000 sec): 3 clusters Score: Raw -186967.827442 + Penalty 3558.663258 = -183409.164185 nChanged 13 SP:Iteration 12Q (1119.980000 sec): 3 clusters Score: Raw -187011.824325 + Penalty 3558.663258 = -183453.161067 nChanged 5 SP:Iteration 13Q (1120.210000 sec): 3 clusters Score: Raw -187028.925422 + Penalty 3558.663258 = -183470.262164 nChanged 2 SP:Iteration 14Q (1120.370000 sec): 3 clusters Score: Raw -187031.924650 + Penalty 3558.663258 = -183473.261393 nChanged 0 SP:Iteration 15F (1120.550000 sec): 3 clusters Score: Raw -187066.218799 + Penalty 3558.663258 = -183507.555541 nChanged 5 SP:Iteration 16Q (1120.700000 sec): 3 clusters Score: Raw -187096.098144 + Penalty 3558.663258 = -183537.434887 nChanged 2 SP:Iteration 17Q (1120.870000 sec): 3 clusters Score: Raw -187098.743087 + Penalty 3558.663258 = -183540.079830 nChanged 0 SP:Iteration 18F (1121.040000 sec): 3 clusters Score: Raw -187098.743087 + Penalty 3558.663258 = -183540.079830 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (27993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1121.280000 sec): 2 clusters Score: Raw -4265964.955268 + Penalty 2539.448020 = -4263425.507248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1121.620000 sec): 3 clusters Score: Raw -4249298.377784 + Penalty 5078.896040 = -4244219.481744 nChanged 12548 SP:Iteration 1F (1121.900000 sec): 3 clusters Score: Raw -4256157.726769 + Penalty 5078.896040 = -4251078.830729 nChanged 1383 SP:Iteration 2Q (1122.240000 sec): 3 clusters Score: Raw -4256676.823330 + Penalty 5078.896040 = -4251597.927290 nChanged 1276 SP:Iteration 3Q (1122.590000 sec): 3 clusters Score: Raw -4257187.190639 + Penalty 5078.896040 = -4252108.294599 nChanged 1256 SP:Iteration 4Q (1122.900000 sec): 3 clusters Score: Raw -4257713.748317 + Penalty 5078.896040 = -4252634.852277 nChanged 1292 SP:Iteration 5Q (1123.210000 sec): 3 clusters Score: Raw -4258286.606787 + Penalty 5078.896040 = -4253207.710748 nChanged 1342 SP:Iteration 6Q (1123.540000 sec): 3 clusters Score: Raw -4258947.467228 + Penalty 5078.896040 = -4253868.571188 nChanged 1407 SP:Iteration 7F (1123.890000 sec): 3 clusters Score: Raw -4259707.844597 + Penalty 5078.896040 = -4254628.948557 nChanged 1469 SP:Iteration 8F (1124.220000 sec): 3 clusters Score: Raw -4260538.636715 + Penalty 5078.896040 = -4255459.740675 nChanged 1498 SP:Iteration 9F (1124.550000 sec): 3 clusters Score: Raw -4261420.403294 + Penalty 5078.896040 = -4256341.507254 nChanged 1506 SP:Iteration 10F (1124.910000 sec): 3 clusters Score: Raw -4262266.241157 + Penalty 5078.896040 = -4257187.345117 nChanged 1278 SP:Iteration 11Q (1125.230000 sec): 3 clusters Score: Raw -4262882.259990 + Penalty 5078.896040 = -4257803.363950 nChanged 1069 SP:Iteration 12Q (1125.600000 sec): 3 clusters Score: Raw -4263361.195079 + Penalty 5078.896040 = -4258282.299039 nChanged 939 SP:Iteration 13Q (1125.890000 sec): 3 clusters Score: Raw -4263745.410359 + Penalty 5078.896040 = -4258666.514319 nChanged 780 SP:Iteration 14Q (1126.230000 sec): 3 clusters Score: Raw -4264034.703643 + Penalty 5078.896040 = -4258955.807603 nChanged 668 SP:Iteration 15Q (1126.600000 sec): 3 clusters Score: Raw -4264275.966503 + Penalty 5078.896040 = -4259197.070463 nChanged 579 SP:Iteration 16Q (1126.930000 sec): 3 clusters Score: Raw -4264485.371338 + Penalty 5078.896040 = -4259406.475298 nChanged 550 SP:Iteration 17Q (1127.310000 sec): 3 clusters Score: Raw -4264681.076498 + Penalty 5078.896040 = -4259602.180458 nChanged 518 SP:Iteration 18Q (1127.630000 sec): 3 clusters Score: Raw -4264879.252618 + Penalty 5078.896040 = -4259800.356578 nChanged 494 SP:Iteration 19Q (1127.930000 sec): 3 clusters Score: Raw -4265078.854282 + Penalty 5078.896040 = -4259999.958243 nChanged 485 SP:Iteration 20F (1128.250000 sec): 3 clusters Score: Raw -4265279.051781 + Penalty 5078.896040 = -4260200.155741 nChanged 443 SP:Iteration 21Q (1128.600000 sec): 3 clusters Score: Raw -4265468.360296 + Penalty 5078.896040 = -4260389.464256 nChanged 412 SP:Iteration 22Q (1128.940000 sec): 3 clusters Score: Raw -4265627.147645 + Penalty 5078.896040 = -4260548.251605 nChanged 295 SP:Iteration 23Q (1129.250000 sec): 3 clusters Score: Raw -4265740.619842 + Penalty 5078.896040 = -4260661.723802 nChanged 301 SP:Iteration 24Q (1129.580000 sec): 3 clusters Score: Raw -4265868.022517 + Penalty 5078.896040 = -4260789.126477 nChanged 265 SP:Iteration 25Q (1129.910000 sec): 3 clusters Score: Raw -4265971.588947 + Penalty 5078.896040 = -4260892.692907 nChanged 203 SP:Iteration 26Q (1130.180000 sec): 3 clusters Score: Raw -4266047.979768 + Penalty 5078.896040 = -4260969.083728 nChanged 168 SP:Iteration 27Q (1130.540000 sec): 3 clusters Score: Raw -4266107.064563 + Penalty 5078.896040 = -4261028.168523 nChanged 144 SP:Iteration 28Q (1130.870000 sec): 3 clusters Score: Raw -4266163.980751 + Penalty 5078.896040 = -4261085.084711 nChanged 141 SP:Iteration 29Q (1131.160000 sec): 3 clusters Score: Raw -4266218.425744 + Penalty 5078.896040 = -4261139.529704 nChanged 89 SP:Iteration 30Q (1131.510000 sec): 3 clusters Score: Raw -4266252.539068 + Penalty 5078.896040 = -4261173.643029 nChanged 78 SP:Iteration 31Q (1131.820000 sec): 3 clusters Score: Raw -4266285.599666 + Penalty 5078.896040 = -4261206.703626 nChanged 70 SP:Iteration 32Q (1132.170000 sec): 3 clusters Score: Raw -4266312.659452 + Penalty 5078.896040 = -4261233.763412 nChanged 55 SP:Iteration 33Q (1132.480000 sec): 3 clusters Score: Raw -4266334.250453 + Penalty 5078.896040 = -4261255.354413 nChanged 61 SP:Iteration 34Q (1132.790000 sec): 3 clusters Score: Raw -4266359.210420 + Penalty 5078.896040 = -4261280.314380 nChanged 50 SP:Iteration 35Q (1133.160000 sec): 3 clusters Score: Raw -4266375.473264 + Penalty 5078.896040 = -4261296.577224 nChanged 31 SP:Iteration 36Q (1133.440000 sec): 3 clusters Score: Raw -4266387.146129 + Penalty 5078.896040 = -4261308.250089 nChanged 25 SP:Iteration 37Q (1133.760000 sec): 3 clusters Score: Raw -4266394.457884 + Penalty 5078.896040 = -4261315.561844 nChanged 18 SP:Iteration 38Q (1134.130000 sec): 3 clusters Score: Raw -4266400.461453 + Penalty 5078.896040 = -4261321.565413 nChanged 16 SP:Iteration 39Q (1134.400000 sec): 3 clusters Score: Raw -4266404.999396 + Penalty 5078.896040 = -4261326.103356 nChanged 11 SP:Iteration 40F (1134.720000 sec): 3 clusters Score: Raw -4266408.242970 + Penalty 5078.896040 = -4261329.346930 nChanged 9 SP:Iteration 41Q (1135.010000 sec): 3 clusters Score: Raw -4266411.160317 + Penalty 5078.896040 = -4261332.264278 nChanged 8 SP:Iteration 42Q (1135.270000 sec): 3 clusters Score: Raw -4266414.161938 + Penalty 5078.896040 = -4261335.265898 nChanged 9 SP:Iteration 43Q (1135.590000 sec): 3 clusters Score: Raw -4266417.080895 + Penalty 5078.896040 = -4261338.184855 nChanged 7 SP:Iteration 44Q (1135.930000 sec): 3 clusters Score: Raw -4266418.877389 + Penalty 5078.896040 = -4261339.981349 nChanged 5 SP:Iteration 45Q (1136.240000 sec): 3 clusters Score: Raw -4266420.411180 + Penalty 5078.896040 = -4261341.515140 nChanged 5 SP:Iteration 46Q (1136.520000 sec): 3 clusters Score: Raw -4266421.944242 + Penalty 5078.896040 = -4261343.048202 nChanged 5 SP:Iteration 47Q (1136.820000 sec): 3 clusters Score: Raw -4266423.062458 + Penalty 5078.896040 = -4261344.166418 nChanged 3 SP:Iteration 48Q (1137.150000 sec): 3 clusters Score: Raw -4266423.831573 + Penalty 5078.896040 = -4261344.935533 nChanged 1 SP:Iteration 49Q (1137.450000 sec): 3 clusters Score: Raw -4266424.584481 + Penalty 5078.896040 = -4261345.688441 nChanged 4 SP:Iteration 50Q (1137.760000 sec): 3 clusters Score: Raw -4266425.993665 + Penalty 5078.896040 = -4261347.097625 nChanged 5 SP:Iteration 51Q (1138.100000 sec): 3 clusters Score: Raw -4266427.461757 + Penalty 5078.896040 = -4261348.565717 nChanged 3 SP:Iteration 52Q (1138.410000 sec): 3 clusters Score: Raw -4266428.465373 + Penalty 5078.896040 = -4261349.569333 nChanged 1 SP:Iteration 53Q (1138.740000 sec): 3 clusters Score: Raw -4266428.942053 + Penalty 5078.896040 = -4261350.046013 nChanged 3 SP:Iteration 54Q (1139.030000 sec): 3 clusters Score: Raw -4266429.385931 + Penalty 5078.896040 = -4261350.489891 nChanged 3 SP:Iteration 55Q (1139.330000 sec): 3 clusters Score: Raw -4266429.846373 + Penalty 5078.896040 = -4261350.950333 nChanged 1 SP:Iteration 56Q (1139.630000 sec): 3 clusters Score: Raw -4266430.179747 + Penalty 5078.896040 = -4261351.283707 nChanged 1 SP:Iteration 57Q (1139.940000 sec): 3 clusters Score: Raw -4266430.493381 + Penalty 5078.896040 = -4261351.597341 nChanged 2 SP:Iteration 58Q (1140.240000 sec): 3 clusters Score: Raw -4266430.941636 + Penalty 5078.896040 = -4261352.045597 nChanged 3 SP:Iteration 59Q (1140.510000 sec): 3 clusters Score: Raw -4266432.363404 + Penalty 5078.896040 = -4261353.467364 nChanged 5 SP:Iteration 60F (1140.810000 sec): 3 clusters Score: Raw -4266433.808030 + Penalty 5078.896040 = -4261354.911990 nChanged 5 SP:Iteration 61Q (1141.100000 sec): 3 clusters Score: Raw -4266435.129415 + Penalty 5078.896040 = -4261356.233375 nChanged 3 SP:Iteration 62Q (1141.420000 sec): 3 clusters Score: Raw -4266435.947887 + Penalty 5078.896040 = -4261357.051847 nChanged 4 SP:Iteration 63Q (1141.750000 sec): 3 clusters Score: Raw -4266437.448131 + Penalty 5078.896040 = -4261358.552091 nChanged 6 SP:Iteration 64Q (1142.080000 sec): 3 clusters Score: Raw -4266439.409938 + Penalty 5078.896040 = -4261360.513898 nChanged 0 SP:Iteration 65F (1142.430000 sec): 3 clusters Score: Raw -4266439.409938 + Penalty 5078.896040 = -4261360.513898 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (69023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1142.820000 sec): 2 clusters Score: Raw -10411267.911786 + Penalty 2763.264375 = -10408504.647410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.400000 sec): 3 clusters Score: Raw -10367766.743577 + Penalty 5526.528750 = -10362240.214826 nChanged 32294 SP:Iteration 1F (1143.960000 sec): 3 clusters Score: Raw -10385981.643292 + Penalty 5526.528750 = -10380455.114542 nChanged 2869 SP:Iteration 2Q (1144.530000 sec): 3 clusters Score: Raw -10386982.778688 + Penalty 5526.528750 = -10381456.249938 nChanged 3075 SP:Iteration 3Q (1145.100000 sec): 3 clusters Score: Raw -10388375.921210 + Penalty 5526.528750 = -10382849.392460 nChanged 3709 SP:Iteration 4F (1145.640000 sec): 3 clusters Score: Raw -10390491.742967 + Penalty 5526.528750 = -10384965.214217 nChanged 4454 SP:Iteration 5F (1146.200000 sec): 3 clusters Score: Raw -10393518.329020 + Penalty 5526.528750 = -10387991.800270 nChanged 5249 SP:Iteration 6F (1146.730000 sec): 3 clusters Score: Raw -10397423.233867 + Penalty 5526.528750 = -10391896.705117 nChanged 5368 SP:Iteration 7F (1147.240000 sec): 3 clusters Score: Raw -10401130.934237 + Penalty 5526.528750 = -10395604.405486 nChanged 4553 SP:Iteration 8F (1147.770000 sec): 3 clusters Score: Raw -10403741.304005 + Penalty 5526.528750 = -10398214.775255 nChanged 3356 SP:Iteration 9Q (1148.260000 sec): 3 clusters Score: Raw -10405349.711229 + Penalty 5526.528750 = -10399823.182479 nChanged 2417 SP:Iteration 10Q (1148.800000 sec): 3 clusters Score: Raw -10406345.832944 + Penalty 5526.528750 = -10400819.304193 nChanged 1828 SP:Iteration 11Q (1149.360000 sec): 3 clusters Score: Raw -10407091.093789 + Penalty 5526.528750 = -10401564.565039 nChanged 1559 SP:Iteration 12Q (1149.920000 sec): 3 clusters Score: Raw -10407746.619555 + Penalty 5526.528750 = -10402220.090804 nChanged 1482 SP:Iteration 13Q (1150.460000 sec): 3 clusters Score: Raw -10408364.390597 + Penalty 5526.528750 = -10402837.861847 nChanged 1343 SP:Iteration 14Q (1151.030000 sec): 3 clusters Score: Raw -10408945.102055 + Penalty 5526.528750 = -10403418.573305 nChanged 1288 SP:Iteration 15Q (1151.600000 sec): 3 clusters Score: Raw -10409493.424479 + Penalty 5526.528750 = -10403966.895729 nChanged 1202 SP:Iteration 16Q (1152.180000 sec): 3 clusters Score: Raw -10409989.430944 + Penalty 5526.528750 = -10404462.902194 nChanged 1046 SP:Iteration 17Q (1152.780000 sec): 3 clusters Score: Raw -10410377.848085 + Penalty 5526.528750 = -10404851.319335 nChanged 900 SP:Iteration 18Q (1153.420000 sec): 3 clusters Score: Raw -10410692.377854 + Penalty 5526.528750 = -10405165.849104 nChanged 824 SP:Iteration 19Q (1154.010000 sec): 3 clusters Score: Raw -10410987.722778 + Penalty 5526.528750 = -10405461.194027 nChanged 782 SP:Iteration 20F (1154.630000 sec): 3 clusters Score: Raw -10411287.464448 + Penalty 5526.528750 = -10405760.935697 nChanged 714 SP:Iteration 21Q (1155.220000 sec): 3 clusters Score: Raw -10411584.331370 + Penalty 5526.528750 = -10406057.802619 nChanged 701 SP:Iteration 22Q (1155.740000 sec): 3 clusters Score: Raw -10411885.478195 + Penalty 5526.528750 = -10406358.949445 nChanged 638 SP:Iteration 23Q (1156.290000 sec): 3 clusters Score: Raw -10412166.477117 + Penalty 5526.528750 = -10406639.948367 nChanged 601 SP:Iteration 24Q (1156.790000 sec): 3 clusters Score: Raw -10412455.076788 + Penalty 5526.528750 = -10406928.548038 nChanged 571 SP:Iteration 25Q (1157.370000 sec): 3 clusters Score: Raw -10412760.534392 + Penalty 5526.528750 = -10407234.005641 nChanged 549 SP:Iteration 26Q (1157.860000 sec): 3 clusters Score: Raw -10413066.690723 + Penalty 5526.528750 = -10407540.161973 nChanged 508 SP:Iteration 27Q (1158.350000 sec): 3 clusters Score: Raw -10413381.569814 + Penalty 5526.528750 = -10407855.041064 nChanged 434 SP:Iteration 28Q (1158.790000 sec): 3 clusters Score: Raw -10413649.487394 + Penalty 5526.528750 = -10408122.958644 nChanged 415 SP:Iteration 29Q (1159.260000 sec): 3 clusters Score: Raw -10413874.658326 + Penalty 5526.528750 = -10408348.129576 nChanged 362 SP:Iteration 30Q (1159.760000 sec): 3 clusters Score: Raw -10414037.659666 + Penalty 5526.528750 = -10408511.130915 nChanged 295 SP:Iteration 31Q (1160.270000 sec): 3 clusters Score: Raw -10414156.091376 + Penalty 5526.528750 = -10408629.562626 nChanged 244 SP:Iteration 32Q (1160.710000 sec): 3 clusters Score: Raw -10414261.312681 + Penalty 5526.528750 = -10408734.783930 nChanged 220 SP:Iteration 33Q (1161.340000 sec): 3 clusters Score: Raw -10414357.524593 + Penalty 5526.528750 = -10408830.995842 nChanged 211 SP:Iteration 34Q (1161.860000 sec): 3 clusters Score: Raw -10414437.304171 + Penalty 5526.528750 = -10408910.775421 nChanged 179 SP:Iteration 35Q (1162.340000 sec): 3 clusters Score: Raw -10414510.258725 + Penalty 5526.528750 = -10408983.729974 nChanged 153 SP:Iteration 36Q (1162.890000 sec): 3 clusters Score: Raw -10414574.119976 + Penalty 5526.528750 = -10409047.591225 nChanged 143 SP:Iteration 37Q (1163.420000 sec): 3 clusters Score: Raw -10414630.740561 + Penalty 5526.528750 = -10409104.211810 nChanged 119 SP:Iteration 38Q (1163.940000 sec): 3 clusters Score: Raw -10414674.074639 + Penalty 5526.528750 = -10409147.545889 nChanged 102 SP:Iteration 39Q (1164.440000 sec): 3 clusters Score: Raw -10414705.403672 + Penalty 5526.528750 = -10409178.874921 nChanged 80 SP:Iteration 40F (1165.000000 sec): 3 clusters Score: Raw -10414728.069755 + Penalty 5526.528750 = -10409201.541005 nChanged 68 SP:Iteration 41Q (1165.530000 sec): 3 clusters Score: Raw -10414741.854954 + Penalty 5526.528750 = -10409215.326203 nChanged 57 SP:Iteration 42Q (1166.110000 sec): 3 clusters Score: Raw -10414752.312503 + Penalty 5526.528750 = -10409225.783753 nChanged 46 SP:Iteration 43Q (1166.680000 sec): 3 clusters Score: Raw -10414760.963539 + Penalty 5526.528750 = -10409234.434789 nChanged 37 SP:Iteration 44Q (1167.240000 sec): 3 clusters Score: Raw -10414767.051853 + Penalty 5526.528750 = -10409240.523102 nChanged 26 SP:Iteration 45Q (1167.820000 sec): 3 clusters Score: Raw -10414771.745713 + Penalty 5526.528750 = -10409245.216963 nChanged 23 SP:Iteration 46Q (1168.380000 sec): 3 clusters Score: Raw -10414773.924825 + Penalty 5526.528750 = -10409247.396074 nChanged 16 SP:Iteration 47Q (1168.950000 sec): 3 clusters Score: Raw -10414775.319653 + Penalty 5526.528750 = -10409248.790903 nChanged 10 SP:Iteration 48Q (1169.510000 sec): 3 clusters Score: Raw -10414776.133671 + Penalty 5526.528750 = -10409249.604920 nChanged 7 SP:Iteration 49Q (1170.020000 sec): 3 clusters Score: Raw -10414776.823471 + Penalty 5526.528750 = -10409250.294721 nChanged 12 SP:Iteration 50Q (1170.600000 sec): 3 clusters Score: Raw -10414777.884181 + Penalty 5526.528750 = -10409251.355431 nChanged 9 SP:Iteration 51Q (1171.220000 sec): 3 clusters Score: Raw -10414778.508332 + Penalty 5526.528750 = -10409251.979581 nChanged 3 SP:Iteration 52Q (1171.760000 sec): 3 clusters Score: Raw -10414778.639674 + Penalty 5526.528750 = -10409252.110923 nChanged 2 SP:Iteration 53Q (1172.230000 sec): 3 clusters Score: Raw -10414778.734042 + Penalty 5526.528750 = -10409252.205292 nChanged 0 SP:Iteration 54F (1172.870000 sec): 3 clusters Score: Raw -10414778.734042 + Penalty 5526.528750 = -10409252.205292 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (3724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1173.020000 sec): 2 clusters Score: Raw -567031.872293 + Penalty 2039.193302 = -564992.678991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1173.190000 sec): 3 clusters Score: Raw -565394.175321 + Penalty 4078.386605 = -561315.788716 nChanged 1347 SP:Iteration 1F (1173.400000 sec): 3 clusters Score: Raw -566209.458551 + Penalty 4078.386605 = -562131.071947 nChanged 288 SP:Iteration 2F (1173.590000 sec): 3 clusters Score: Raw -566398.040146 + Penalty 4078.386605 = -562319.653541 nChanged 185 SP:Iteration 3Q (1173.800000 sec): 3 clusters Score: Raw -566513.613429 + Penalty 4078.386605 = -562435.226824 nChanged 114 SP:Iteration 4Q (1173.970000 sec): 3 clusters Score: Raw -566578.706906 + Penalty 4078.386605 = -562500.320301 nChanged 74 SP:Iteration 5Q (1174.170000 sec): 3 clusters Score: Raw -566616.060499 + Penalty 4078.386605 = -562537.673895 nChanged 70 SP:Iteration 6Q (1174.340000 sec): 3 clusters Score: Raw -566652.620685 + Penalty 4078.386605 = -562574.234080 nChanged 55 SP:Iteration 7Q (1174.570000 sec): 3 clusters Score: Raw -566675.519074 + Penalty 4078.386605 = -562597.132469 nChanged 53 SP:Iteration 8Q (1174.760000 sec): 3 clusters Score: Raw -566703.419514 + Penalty 4078.386605 = -562625.032909 nChanged 59 SP:Iteration 9Q (1175.020000 sec): 3 clusters Score: Raw -566731.358651 + Penalty 4078.386605 = -562652.972046 nChanged 52 SP:Iteration 10Q (1175.210000 sec): 3 clusters Score: Raw -566756.143578 + Penalty 4078.386605 = -562677.756973 nChanged 47 SP:Iteration 11Q (1175.400000 sec): 3 clusters Score: Raw -566782.059038 + Penalty 4078.386605 = -562703.672433 nChanged 57 SP:Iteration 12Q (1175.600000 sec): 3 clusters Score: Raw -566807.283655 + Penalty 4078.386605 = -562728.897051 nChanged 54 SP:Iteration 13Q (1175.840000 sec): 3 clusters Score: Raw -566833.622954 + Penalty 4078.386605 = -562755.236349 nChanged 44 SP:Iteration 14Q (1176.020000 sec): 3 clusters Score: Raw -566854.650909 + Penalty 4078.386605 = -562776.264305 nChanged 40 SP:Iteration 15Q (1176.170000 sec): 3 clusters Score: Raw -566873.295466 + Penalty 4078.386605 = -562794.908862 nChanged 36 SP:Iteration 16Q (1176.380000 sec): 3 clusters Score: Raw -566890.383839 + Penalty 4078.386605 = -562811.997235 nChanged 37 SP:Iteration 17Q (1176.570000 sec): 3 clusters Score: Raw -566907.531263 + Penalty 4078.386605 = -562829.144658 nChanged 49 SP:Iteration 18Q (1176.730000 sec): 3 clusters Score: Raw -566932.465384 + Penalty 4078.386605 = -562854.078780 nChanged 54 SP:Iteration 19Q (1176.940000 sec): 3 clusters Score: Raw -566957.794825 + Penalty 4078.386605 = -562879.408220 nChanged 55 SP:Iteration 20F (1177.140000 sec): 3 clusters Score: Raw -566983.709281 + Penalty 4078.386605 = -562905.322676 nChanged 59 SP:Iteration 21Q (1177.360000 sec): 3 clusters Score: Raw -567015.627680 + Penalty 4078.386605 = -562937.241076 nChanged 68 SP:Iteration 22Q (1177.520000 sec): 3 clusters Score: Raw -567056.372081 + Penalty 4078.386605 = -562977.985476 nChanged 90 SP:Iteration 23Q (1177.690000 sec): 3 clusters Score: Raw -567120.513828 + Penalty 4078.386605 = -563042.127223 nChanged 93 SP:Iteration 24Q (1177.960000 sec): 3 clusters Score: Raw -567184.197920 + Penalty 4078.386605 = -563105.811316 nChanged 85 SP:Iteration 25Q (1178.160000 sec): 3 clusters Score: Raw -567250.329806 + Penalty 4078.386605 = -563171.943202 nChanged 88 SP:Iteration 26Q (1178.390000 sec): 3 clusters Score: Raw -567313.085119 + Penalty 4078.386605 = -563234.698514 nChanged 75 SP:Iteration 27Q (1178.570000 sec): 3 clusters Score: Raw -567387.195602 + Penalty 4078.386605 = -563308.808997 nChanged 87 SP:Iteration 28Q (1178.800000 sec): 3 clusters Score: Raw -567476.601506 + Penalty 4078.386605 = -563398.214901 nChanged 71 SP:Iteration 29Q (1178.970000 sec): 3 clusters Score: Raw -567530.965378 + Penalty 4078.386605 = -563452.578773 nChanged 51 SP:Iteration 30Q (1179.180000 sec): 3 clusters Score: Raw -567571.370828 + Penalty 4078.386605 = -563492.984223 nChanged 43 SP:Iteration 31Q (1179.360000 sec): 3 clusters Score: Raw -567610.487478 + Penalty 4078.386605 = -563532.100873 nChanged 36 SP:Iteration 32Q (1179.560000 sec): 3 clusters Score: Raw -567633.737270 + Penalty 4078.386605 = -563555.350665 nChanged 23 SP:Iteration 33Q (1179.820000 sec): 3 clusters Score: Raw -567657.588281 + Penalty 4078.386605 = -563579.201676 nChanged 28 SP:Iteration 34Q (1180.010000 sec): 3 clusters Score: Raw -567675.827293 + Penalty 4078.386605 = -563597.440688 nChanged 12 SP:Iteration 35Q (1180.270000 sec): 3 clusters Score: Raw -567683.057692 + Penalty 4078.386605 = -563604.671087 nChanged 8 SP:Iteration 36Q (1180.500000 sec): 3 clusters Score: Raw -567687.288296 + Penalty 4078.386605 = -563608.901691 nChanged 8 SP:Iteration 37Q (1180.730000 sec): 3 clusters Score: Raw -567692.289721 + Penalty 4078.386605 = -563613.903117 nChanged 12 SP:Iteration 38Q (1180.950000 sec): 3 clusters Score: Raw -567699.345796 + Penalty 4078.386605 = -563620.959192 nChanged 9 SP:Iteration 39Q (1181.160000 sec): 3 clusters Score: Raw -567705.850450 + Penalty 4078.386605 = -563627.463846 nChanged 10 SP:Iteration 40F (1181.350000 sec): 3 clusters Score: Raw -567713.957700 + Penalty 4078.386605 = -563635.571096 nChanged 12 SP:Iteration 41Q (1181.620000 sec): 3 clusters Score: Raw -567728.132327 + Penalty 4078.386605 = -563649.745723 nChanged 10 SP:Iteration 42Q (1181.830000 sec): 3 clusters Score: Raw -567734.528264 + Penalty 4078.386605 = -563656.141659 nChanged 7 SP:Iteration 43Q (1182.070000 sec): 3 clusters Score: Raw -567738.033801 + Penalty 4078.386605 = -563659.647197 nChanged 6 SP:Iteration 44Q (1182.240000 sec): 3 clusters Score: Raw -567741.127598 + Penalty 4078.386605 = -563662.740994 nChanged 4 SP:Iteration 45Q (1182.460000 sec): 3 clusters Score: Raw -567743.527727 + Penalty 4078.386605 = -563665.141123 nChanged 1 SP:Iteration 46Q (1182.740000 sec): 3 clusters Score: Raw -567744.214591 + Penalty 4078.386605 = -563665.827986 nChanged 0 SP:Iteration 47F (1182.900000 sec): 3 clusters Score: Raw -567744.214591 + Penalty 4078.386605 = -563665.827986 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (19772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1183.150000 sec): 2 clusters Score: Raw -3155139.368412 + Penalty 2453.221474 = -3152686.146938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1183.470000 sec): 3 clusters Score: Raw -3143589.904554 + Penalty 4906.442949 = -3138683.461605 nChanged 8832 SP:Iteration 1F (1183.720000 sec): 3 clusters Score: Raw -3148273.182161 + Penalty 4906.442949 = -3143366.739212 nChanged 939 SP:Iteration 2Q (1184.100000 sec): 3 clusters Score: Raw -3148592.822633 + Penalty 4906.442949 = -3143686.379684 nChanged 794 SP:Iteration 3Q (1184.460000 sec): 3 clusters Score: Raw -3148863.379826 + Penalty 4906.442949 = -3143956.936877 nChanged 767 SP:Iteration 4Q (1184.790000 sec): 3 clusters Score: Raw -3149139.523534 + Penalty 4906.442949 = -3144233.080585 nChanged 720 SP:Iteration 5Q (1185.090000 sec): 3 clusters Score: Raw -3149396.952303 + Penalty 4906.442949 = -3144490.509354 nChanged 682 SP:Iteration 6Q (1185.390000 sec): 3 clusters Score: Raw -3149658.927651 + Penalty 4906.442949 = -3144752.484702 nChanged 658 SP:Iteration 7Q (1185.760000 sec): 3 clusters Score: Raw -3149918.052835 + Penalty 4906.442949 = -3145011.609886 nChanged 686 SP:Iteration 8Q (1186.150000 sec): 3 clusters Score: Raw -3150193.085003 + Penalty 4906.442949 = -3145286.642055 nChanged 694 SP:Iteration 9Q (1186.460000 sec): 3 clusters Score: Raw -3150489.257037 + Penalty 4906.442949 = -3145582.814088 nChanged 713 SP:Iteration 10Q (1186.710000 sec): 3 clusters Score: Raw -3150813.593422 + Penalty 4906.442949 = -3145907.150473 nChanged 760 SP:Iteration 11Q (1186.970000 sec): 3 clusters Score: Raw -3151184.182529 + Penalty 4906.442949 = -3146277.739581 nChanged 766 SP:Iteration 12Q (1187.190000 sec): 3 clusters Score: Raw -3151587.478321 + Penalty 4906.442949 = -3146681.035372 nChanged 716 SP:Iteration 13Q (1187.450000 sec): 3 clusters Score: Raw -3151996.808665 + Penalty 4906.442949 = -3147090.365716 nChanged 688 SP:Iteration 14Q (1187.690000 sec): 3 clusters Score: Raw -3152393.739295 + Penalty 4906.442949 = -3147487.296346 nChanged 630 SP:Iteration 15Q (1188.010000 sec): 3 clusters Score: Raw -3152762.417196 + Penalty 4906.442949 = -3147855.974247 nChanged 541 SP:Iteration 16Q (1188.280000 sec): 3 clusters Score: Raw -3153021.029174 + Penalty 4906.442949 = -3148114.586225 nChanged 452 SP:Iteration 17Q (1188.580000 sec): 3 clusters Score: Raw -3153219.749724 + Penalty 4906.442949 = -3148313.306775 nChanged 381 SP:Iteration 18Q (1188.830000 sec): 3 clusters Score: Raw -3153383.252825 + Penalty 4906.442949 = -3148476.809876 nChanged 341 SP:Iteration 19Q (1189.100000 sec): 3 clusters Score: Raw -3153533.407838 + Penalty 4906.442949 = -3148626.964889 nChanged 312 SP:Iteration 20F (1189.380000 sec): 3 clusters Score: Raw -3153662.451324 + Penalty 4906.442949 = -3148756.008375 nChanged 258 SP:Iteration 21Q (1189.630000 sec): 3 clusters Score: Raw -3153766.504504 + Penalty 4906.442949 = -3148860.061555 nChanged 237 SP:Iteration 22Q (1189.860000 sec): 3 clusters Score: Raw -3153853.282505 + Penalty 4906.442949 = -3148946.839557 nChanged 208 SP:Iteration 23Q (1190.100000 sec): 3 clusters Score: Raw -3153939.986054 + Penalty 4906.442949 = -3149033.543105 nChanged 215 SP:Iteration 24Q (1190.370000 sec): 3 clusters Score: Raw -3154037.935586 + Penalty 4906.442949 = -3149131.492637 nChanged 222 SP:Iteration 25Q (1190.620000 sec): 3 clusters Score: Raw -3154143.543700 + Penalty 4906.442949 = -3149237.100751 nChanged 224 SP:Iteration 26Q (1190.840000 sec): 3 clusters Score: Raw -3154254.682812 + Penalty 4906.442949 = -3149348.239863 nChanged 226 SP:Iteration 27Q (1191.100000 sec): 3 clusters Score: Raw -3154354.473941 + Penalty 4906.442949 = -3149448.030992 nChanged 184 SP:Iteration 28Q (1191.360000 sec): 3 clusters Score: Raw -3154434.587623 + Penalty 4906.442949 = -3149528.144674 nChanged 189 SP:Iteration 29Q (1191.660000 sec): 3 clusters Score: Raw -3154513.540801 + Penalty 4906.442949 = -3149607.097852 nChanged 165 SP:Iteration 30Q (1191.920000 sec): 3 clusters Score: Raw -3154578.432429 + Penalty 4906.442949 = -3149671.989480 nChanged 149 SP:Iteration 31Q (1192.220000 sec): 3 clusters Score: Raw -3154628.918703 + Penalty 4906.442949 = -3149722.475754 nChanged 111 SP:Iteration 32Q (1192.540000 sec): 3 clusters Score: Raw -3154666.379469 + Penalty 4906.442949 = -3149759.936520 nChanged 104 SP:Iteration 33Q (1192.820000 sec): 3 clusters Score: Raw -3154698.814803 + Penalty 4906.442949 = -3149792.371854 nChanged 98 SP:Iteration 34Q (1193.110000 sec): 3 clusters Score: Raw -3154729.375684 + Penalty 4906.442949 = -3149822.932735 nChanged 85 SP:Iteration 35Q (1193.400000 sec): 3 clusters Score: Raw -3154760.752933 + Penalty 4906.442949 = -3149854.309984 nChanged 89 SP:Iteration 36Q (1193.700000 sec): 3 clusters Score: Raw -3154794.996750 + Penalty 4906.442949 = -3149888.553801 nChanged 75 SP:Iteration 37Q (1193.950000 sec): 3 clusters Score: Raw -3154820.377798 + Penalty 4906.442949 = -3149913.934849 nChanged 66 SP:Iteration 38Q (1194.230000 sec): 3 clusters Score: Raw -3154843.647248 + Penalty 4906.442949 = -3149937.204299 nChanged 63 SP:Iteration 39Q (1194.540000 sec): 3 clusters Score: Raw -3154863.211270 + Penalty 4906.442949 = -3149956.768321 nChanged 54 SP:Iteration 40F (1194.900000 sec): 3 clusters Score: Raw -3154879.241672 + Penalty 4906.442949 = -3149972.798723 nChanged 46 SP:Iteration 41Q (1195.230000 sec): 3 clusters Score: Raw -3154892.936237 + Penalty 4906.442949 = -3149986.493288 nChanged 40 SP:Iteration 42Q (1195.500000 sec): 3 clusters Score: Raw -3154907.551276 + Penalty 4906.442949 = -3150001.108327 nChanged 47 SP:Iteration 43Q (1195.790000 sec): 3 clusters Score: Raw -3154924.294724 + Penalty 4906.442949 = -3150017.851775 nChanged 56 SP:Iteration 44Q (1196.080000 sec): 3 clusters Score: Raw -3154945.247832 + Penalty 4906.442949 = -3150038.804883 nChanged 48 SP:Iteration 45Q (1196.370000 sec): 3 clusters Score: Raw -3154963.239150 + Penalty 4906.442949 = -3150056.796201 nChanged 47 SP:Iteration 46Q (1196.660000 sec): 3 clusters Score: Raw -3154978.757456 + Penalty 4906.442949 = -3150072.314507 nChanged 44 SP:Iteration 47Q (1196.930000 sec): 3 clusters Score: Raw -3154994.480434 + Penalty 4906.442949 = -3150088.037485 nChanged 51 SP:Iteration 48Q (1197.220000 sec): 3 clusters Score: Raw -3155015.169910 + Penalty 4906.442949 = -3150108.726961 nChanged 50 SP:Iteration 49Q (1197.510000 sec): 3 clusters Score: Raw -3155035.308428 + Penalty 4906.442949 = -3150128.865479 nChanged 42 SP:Iteration 50Q (1197.810000 sec): 3 clusters Score: Raw -3155050.485108 + Penalty 4906.442949 = -3150144.042159 nChanged 37 SP:Iteration 51Q (1198.120000 sec): 3 clusters Score: Raw -3155063.670658 + Penalty 4906.442949 = -3150157.227709 nChanged 36 SP:Iteration 52Q (1198.410000 sec): 3 clusters Score: Raw -3155075.859428 + Penalty 4906.442949 = -3150169.416479 nChanged 32 SP:Iteration 53Q (1198.690000 sec): 3 clusters Score: Raw -3155087.260621 + Penalty 4906.442949 = -3150180.817672 nChanged 34 SP:Iteration 54Q (1199.000000 sec): 3 clusters Score: Raw -3155097.595496 + Penalty 4906.442949 = -3150191.152548 nChanged 25 SP:Iteration 55Q (1199.270000 sec): 3 clusters Score: Raw -3155107.935843 + Penalty 4906.442949 = -3150201.492894 nChanged 29 SP:Iteration 56Q (1199.520000 sec): 3 clusters Score: Raw -3155118.013641 + Penalty 4906.442949 = -3150211.570692 nChanged 25 SP:Iteration 57Q (1199.800000 sec): 3 clusters Score: Raw -3155126.308182 + Penalty 4906.442949 = -3150219.865234 nChanged 18 SP:Iteration 58Q (1200.080000 sec): 3 clusters Score: Raw -3155132.070728 + Penalty 4906.442949 = -3150225.627779 nChanged 16 SP:Iteration 59Q (1200.390000 sec): 3 clusters Score: Raw -3155137.935264 + Penalty 4906.442949 = -3150231.492316 nChanged 19 SP:Iteration 60F (1200.720000 sec): 3 clusters Score: Raw -3155144.370414 + Penalty 4906.442949 = -3150237.927465 nChanged 18 SP:Iteration 61Q (1200.970000 sec): 3 clusters Score: Raw -3155150.162047 + Penalty 4906.442949 = -3150243.719098 nChanged 18 SP:Iteration 62Q (1201.230000 sec): 3 clusters Score: Raw -3155157.241507 + Penalty 4906.442949 = -3150250.798558 nChanged 19 SP:Iteration 63Q (1201.460000 sec): 3 clusters Score: Raw -3155165.127719 + Penalty 4906.442949 = -3150258.684770 nChanged 20 SP:Iteration 64Q (1201.820000 sec): 3 clusters Score: Raw -3155173.514293 + Penalty 4906.442949 = -3150267.071344 nChanged 32 SP:Iteration 65Q (1202.110000 sec): 3 clusters Score: Raw -3155186.279574 + Penalty 4906.442949 = -3150279.836626 nChanged 35 SP:Iteration 66Q (1202.410000 sec): 3 clusters Score: Raw -3155200.314105 + Penalty 4906.442949 = -3150293.871156 nChanged 28 SP:Iteration 67Q (1202.730000 sec): 3 clusters Score: Raw -3155213.265644 + Penalty 4906.442949 = -3150306.822695 nChanged 27 SP:Iteration 68Q (1202.980000 sec): 3 clusters Score: Raw -3155224.866493 + Penalty 4906.442949 = -3150318.423544 nChanged 22 SP:Iteration 69Q (1203.260000 sec): 3 clusters Score: Raw -3155233.858477 + Penalty 4906.442949 = -3150327.415528 nChanged 27 SP:Iteration 70Q (1203.490000 sec): 3 clusters Score: Raw -3155249.766594 + Penalty 4906.442949 = -3150343.323645 nChanged 38 SP:Iteration 71Q (1203.780000 sec): 3 clusters Score: Raw -3155273.567989 + Penalty 4906.442949 = -3150367.125040 nChanged 48 SP:Iteration 72Q (1204.130000 sec): 3 clusters Score: Raw -3155301.536318 + Penalty 4906.442949 = -3150395.093369 nChanged 46 SP:Iteration 73Q (1204.370000 sec): 3 clusters Score: Raw -3155325.438245 + Penalty 4906.442949 = -3150418.995296 nChanged 42 SP:Iteration 74Q (1204.670000 sec): 3 clusters Score: Raw -3155345.572253 + Penalty 4906.442949 = -3150439.129304 nChanged 28 SP:Iteration 75Q (1205.010000 sec): 3 clusters Score: Raw -3155359.748234 + Penalty 4906.442949 = -3150453.305285 nChanged 25 SP:Iteration 76Q (1205.310000 sec): 3 clusters Score: Raw -3155373.094741 + Penalty 4906.442949 = -3150466.651793 nChanged 22 SP:Iteration 77Q (1205.660000 sec): 3 clusters Score: Raw -3155388.041437 + Penalty 4906.442949 = -3150481.598488 nChanged 28 SP:Iteration 78Q (1205.950000 sec): 3 clusters Score: Raw -3155406.252404 + Penalty 4906.442949 = -3150499.809455 nChanged 25 SP:Iteration 79Q (1206.290000 sec): 3 clusters Score: Raw -3155422.428779 + Penalty 4906.442949 = -3150515.985830 nChanged 17 SP:Iteration 80F (1206.620000 sec): 3 clusters Score: Raw -3155432.222749 + Penalty 4906.442949 = -3150525.779800 nChanged 14 SP:Iteration 81Q (1206.810000 sec): 3 clusters Score: Raw -3155440.495663 + Penalty 4906.442949 = -3150534.052714 nChanged 10 SP:Iteration 82Q (1207.120000 sec): 3 clusters Score: Raw -3155445.982833 + Penalty 4906.442949 = -3150539.539884 nChanged 5 SP:Iteration 83Q (1207.400000 sec): 3 clusters Score: Raw -3155448.895881 + Penalty 4906.442949 = -3150542.452932 nChanged 3 SP:Iteration 84Q (1207.660000 sec): 3 clusters Score: Raw -3155450.396292 + Penalty 4906.442949 = -3150543.953343 nChanged 5 SP:Iteration 85Q (1207.930000 sec): 3 clusters Score: Raw -3155453.139797 + Penalty 4906.442949 = -3150546.696848 nChanged 10 SP:Iteration 86Q (1208.160000 sec): 3 clusters Score: Raw -3155459.734349 + Penalty 4906.442949 = -3150553.291400 nChanged 13 SP:Iteration 87Q (1208.430000 sec): 3 clusters Score: Raw -3155467.678169 + Penalty 4906.442949 = -3150561.235220 nChanged 9 SP:Iteration 88Q (1208.690000 sec): 3 clusters Score: Raw -3155473.590439 + Penalty 4906.442949 = -3150567.147490 nChanged 11 SP:Iteration 89Q (1208.970000 sec): 3 clusters Score: Raw -3155480.491850 + Penalty 4906.442949 = -3150574.048902 nChanged 10 SP:Iteration 90Q (1209.220000 sec): 3 clusters Score: Raw -3155486.792556 + Penalty 4906.442949 = -3150580.349607 nChanged 10 SP:Iteration 91Q (1209.450000 sec): 3 clusters Score: Raw -3155491.716070 + Penalty 4906.442949 = -3150585.273121 nChanged 10 SP:Iteration 92Q (1209.730000 sec): 3 clusters Score: Raw -3155497.883905 + Penalty 4906.442949 = -3150591.440956 nChanged 6 SP:Iteration 93Q (1209.940000 sec): 3 clusters Score: Raw -3155501.256262 + Penalty 4906.442949 = -3150594.813313 nChanged 5 SP:Iteration 94Q (1210.220000 sec): 3 clusters Score: Raw -3155503.201290 + Penalty 4906.442949 = -3150596.758341 nChanged 4 SP:Iteration 95Q (1210.520000 sec): 3 clusters Score: Raw -3155505.364812 + Penalty 4906.442949 = -3150598.921863 nChanged 5 SP:Iteration 96Q (1210.770000 sec): 3 clusters Score: Raw -3155508.643168 + Penalty 4906.442949 = -3150602.200219 nChanged 7 SP:Iteration 97Q (1211.050000 sec): 3 clusters Score: Raw -3155512.380168 + Penalty 4906.442949 = -3150605.937219 nChanged 2 SP:Iteration 98Q (1211.320000 sec): 3 clusters Score: Raw -3155513.330566 + Penalty 4906.442949 = -3150606.887617 nChanged 3 SP:Iteration 99Q (1211.560000 sec): 3 clusters Score: Raw -3155514.784675 + Penalty 4906.442949 = -3150608.341726 nChanged 1 SP:Iteration 100F (1211.840000 sec): 3 clusters Score: Raw -3155515.241728 + Penalty 4906.442949 = -3150608.798779 nChanged 3 SP:Iteration 101Q (1212.160000 sec): 3 clusters Score: Raw -3155517.086371 + Penalty 4906.442949 = -3150610.643422 nChanged 2 SP:Iteration 102Q (1212.390000 sec): 3 clusters Score: Raw -3155517.823899 + Penalty 4906.442949 = -3150611.380950 nChanged 1 SP:Iteration 103Q (1212.680000 sec): 3 clusters Score: Raw -3155518.708782 + Penalty 4906.442949 = -3150612.265833 nChanged 3 SP:Iteration 104Q (1212.930000 sec): 3 clusters Score: Raw -3155520.744535 + Penalty 4906.442949 = -3150614.301586 nChanged 3 SP:Iteration 105Q (1213.160000 sec): 3 clusters Score: Raw -3155522.236338 + Penalty 4906.442949 = -3150615.793389 nChanged 3 SP:Iteration 106Q (1213.490000 sec): 3 clusters Score: Raw -3155524.260313 + Penalty 4906.442949 = -3150617.817364 nChanged 3 SP:Iteration 107Q (1213.760000 sec): 3 clusters Score: Raw -3155525.901504 + Penalty 4906.442949 = -3150619.458555 nChanged 1 SP:Iteration 108Q (1214.030000 sec): 3 clusters Score: Raw -3155526.389570 + Penalty 4906.442949 = -3150619.946621 nChanged 0 SP:Iteration 109F (1214.270000 sec): 3 clusters Score: Raw -3155526.389570 + Penalty 4906.442949 = -3150619.946621 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1214.380000 sec): 2 clusters Score: Raw -45338.216717 + Penalty 1471.853761 = -43866.362957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.550000 sec): 3 clusters Score: Raw -45708.190155 + Penalty 2943.707521 = -42764.482634 nChanged 90 SP:Iteration 1F (1214.770000 sec): 3 clusters Score: Raw -45983.450565 + Penalty 2943.707521 = -43039.743044 nChanged 26 SP:Iteration 2F (1214.900000 sec): 3 clusters Score: Raw -46127.119565 + Penalty 2943.707521 = -43183.412044 nChanged 17 SP:Iteration 3Q (1215.090000 sec): 3 clusters Score: Raw -46197.353971 + Penalty 2943.707521 = -43253.646450 nChanged 9 SP:Iteration 4Q (1215.350000 sec): 3 clusters Score: Raw -46231.222067 + Penalty 2943.707521 = -43287.514546 nChanged 8 SP:Iteration 5Q (1215.520000 sec): 3 clusters Score: Raw -46270.256322 + Penalty 2943.707521 = -43326.548801 nChanged 7 SP:Iteration 6Q (1215.760000 sec): 3 clusters Score: Raw -46285.248790 + Penalty 2943.707521 = -43341.541269 nChanged 3 SP:Iteration 7Q (1215.890000 sec): 3 clusters Score: Raw -46305.839011 + Penalty 2943.707521 = -43362.131490 nChanged 1 SP:Iteration 8Q (1216.070000 sec): 3 clusters Score: Raw -46309.711541 + Penalty 2943.707521 = -43366.004020 nChanged 2 SP:Iteration 9Q (1216.270000 sec): 3 clusters Score: Raw -46311.535416 + Penalty 2943.707521 = -43367.827895 nChanged 1 SP:Iteration 10Q (1216.460000 sec): 3 clusters Score: Raw -46312.256170 + Penalty 2943.707521 = -43368.548649 nChanged 1 SP:Iteration 11Q (1216.660000 sec): 3 clusters Score: Raw -46315.098418 + Penalty 2943.707521 = -43371.390897 nChanged 0 SP:Iteration 12F (1216.870000 sec): 3 clusters Score: Raw -46315.098418 + Penalty 2943.707521 = -43371.390897 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1216.960000 sec): 2 clusters Score: Raw -129511.022269 + Penalty 1705.824964 = -127805.197304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1217.110000 sec): 3 clusters Score: Raw -129356.703930 + Penalty 3411.649928 = -125945.054002 nChanged 260 SP:Iteration 1F (1217.290000 sec): 3 clusters Score: Raw -129713.982232 + Penalty 3411.649928 = -126302.332304 nChanged 69 SP:Iteration 2F (1217.470000 sec): 3 clusters Score: Raw -129950.972976 + Penalty 3411.649928 = -126539.323047 nChanged 47 SP:Iteration 3Q (1217.660000 sec): 3 clusters Score: Raw -130156.797857 + Penalty 3411.649928 = -126745.147929 nChanged 47 SP:Iteration 4Q (1217.860000 sec): 3 clusters Score: Raw -131688.094663 + Penalty 3411.649928 = -128276.444735 nChanged 210 SP:Iteration 5F (1218.060000 sec): 3 clusters Score: Raw -132369.557085 + Penalty 3411.649928 = -128957.907157 nChanged 105 SP:Iteration 6F (1218.210000 sec): 3 clusters Score: Raw -132705.330104 + Penalty 3411.649928 = -129293.680175 nChanged 37 SP:Iteration 7Q (1218.410000 sec): 3 clusters Score: Raw -132838.168076 + Penalty 3411.649928 = -129426.518148 nChanged 5 SP:Iteration 8Q (1218.600000 sec): 3 clusters Score: Raw -132857.729541 + Penalty 3411.649928 = -129446.079613 nChanged 2 SP:Iteration 9Q (1218.800000 sec): 3 clusters Score: Raw -132865.805013 + Penalty 3411.649928 = -129454.155084 nChanged 1 SP:Iteration 10Q (1218.950000 sec): 3 clusters Score: Raw -132870.355034 + Penalty 3411.649928 = -129458.705106 nChanged 1 SP:Iteration 11Q (1219.140000 sec): 3 clusters Score: Raw -132874.472044 + Penalty 3411.649928 = -129462.822115 nChanged 1 SP:Iteration 12Q (1219.310000 sec): 3 clusters Score: Raw -132880.890686 + Penalty 3411.649928 = -129469.240758 nChanged 0 SP:Iteration 13F (1219.490000 sec): 3 clusters Score: Raw -132880.890686 + Penalty 3411.649928 = -129469.240758 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (15030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1219.660000 sec): 2 clusters Score: Raw -2242251.135763 + Penalty 2385.215264 = -2239865.920499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1219.920000 sec): 3 clusters Score: Raw -2233814.916966 + Penalty 4770.430527 = -2229044.486438 nChanged 6393 SP:Iteration 1F (1220.220000 sec): 3 clusters Score: Raw -2237323.446583 + Penalty 4770.430527 = -2232553.016056 nChanged 969 SP:Iteration 2F (1220.470000 sec): 3 clusters Score: Raw -2237824.747236 + Penalty 4770.430527 = -2233054.316709 nChanged 842 SP:Iteration 3F (1220.730000 sec): 3 clusters Score: Raw -2238266.805771 + Penalty 4770.430527 = -2233496.375244 nChanged 765 SP:Iteration 4F (1221.030000 sec): 3 clusters Score: Raw -2238677.096942 + Penalty 4770.430527 = -2233906.666415 nChanged 719 SP:Iteration 5Q (1221.350000 sec): 3 clusters Score: Raw -2239024.243094 + Penalty 4770.430527 = -2234253.812567 nChanged 695 SP:Iteration 6Q (1221.630000 sec): 3 clusters Score: Raw -2239332.640975 + Penalty 4770.430527 = -2234562.210447 nChanged 614 SP:Iteration 7Q (1221.980000 sec): 3 clusters Score: Raw -2239617.729285 + Penalty 4770.430527 = -2234847.298757 nChanged 583 SP:Iteration 8Q (1222.270000 sec): 3 clusters Score: Raw -2239906.203723 + Penalty 4770.430527 = -2235135.773196 nChanged 560 SP:Iteration 9Q (1222.520000 sec): 3 clusters Score: Raw -2240190.661096 + Penalty 4770.430527 = -2235420.230569 nChanged 496 SP:Iteration 10Q (1222.770000 sec): 3 clusters Score: Raw -2240431.514813 + Penalty 4770.430527 = -2235661.084285 nChanged 457 SP:Iteration 11Q (1223.100000 sec): 3 clusters Score: Raw -2240629.044920 + Penalty 4770.430527 = -2235858.614393 nChanged 373 SP:Iteration 12Q (1223.350000 sec): 3 clusters Score: Raw -2240787.001756 + Penalty 4770.430527 = -2236016.571229 nChanged 314 SP:Iteration 13Q (1223.660000 sec): 3 clusters Score: Raw -2240908.986568 + Penalty 4770.430527 = -2236138.556040 nChanged 260 SP:Iteration 14Q (1223.940000 sec): 3 clusters Score: Raw -2241016.470351 + Penalty 4770.430527 = -2236246.039824 nChanged 244 SP:Iteration 15Q (1224.230000 sec): 3 clusters Score: Raw -2241110.895217 + Penalty 4770.430527 = -2236340.464690 nChanged 220 SP:Iteration 16Q (1224.460000 sec): 3 clusters Score: Raw -2241202.921574 + Penalty 4770.430527 = -2236432.491046 nChanged 240 SP:Iteration 17Q (1224.780000 sec): 3 clusters Score: Raw -2241306.318382 + Penalty 4770.430527 = -2236535.887855 nChanged 250 SP:Iteration 18Q (1225.030000 sec): 3 clusters Score: Raw -2241429.396703 + Penalty 4770.430527 = -2236658.966176 nChanged 232 SP:Iteration 19Q (1225.360000 sec): 3 clusters Score: Raw -2241544.518602 + Penalty 4770.430527 = -2236774.088074 nChanged 224 SP:Iteration 20F (1225.660000 sec): 3 clusters Score: Raw -2241653.970856 + Penalty 4770.430527 = -2236883.540328 nChanged 208 SP:Iteration 21Q (1225.920000 sec): 3 clusters Score: Raw -2241745.049746 + Penalty 4770.430527 = -2236974.619218 nChanged 191 SP:Iteration 22Q (1226.160000 sec): 3 clusters Score: Raw -2241820.304291 + Penalty 4770.430527 = -2237049.873763 nChanged 177 SP:Iteration 23Q (1226.440000 sec): 3 clusters Score: Raw -2241889.007058 + Penalty 4770.430527 = -2237118.576531 nChanged 185 SP:Iteration 24Q (1226.720000 sec): 3 clusters Score: Raw -2241960.047224 + Penalty 4770.430527 = -2237189.616697 nChanged 174 SP:Iteration 25Q (1226.970000 sec): 3 clusters Score: Raw -2242026.082294 + Penalty 4770.430527 = -2237255.651767 nChanged 157 SP:Iteration 26Q (1227.180000 sec): 3 clusters Score: Raw -2242077.386313 + Penalty 4770.430527 = -2237306.955785 nChanged 139 SP:Iteration 27Q (1227.470000 sec): 3 clusters Score: Raw -2242117.708918 + Penalty 4770.430527 = -2237347.278390 nChanged 131 SP:Iteration 28Q (1227.750000 sec): 3 clusters Score: Raw -2242161.417930 + Penalty 4770.430527 = -2237390.987403 nChanged 150 SP:Iteration 29Q (1228.010000 sec): 3 clusters Score: Raw -2242216.328300 + Penalty 4770.430527 = -2237445.897772 nChanged 156 SP:Iteration 30Q (1228.260000 sec): 3 clusters Score: Raw -2242269.317755 + Penalty 4770.430527 = -2237498.887228 nChanged 134 SP:Iteration 31Q (1228.510000 sec): 3 clusters Score: Raw -2242310.253396 + Penalty 4770.430527 = -2237539.822868 nChanged 123 SP:Iteration 32Q (1228.730000 sec): 3 clusters Score: Raw -2242351.179084 + Penalty 4770.430527 = -2237580.748556 nChanged 126 SP:Iteration 33Q (1229.010000 sec): 3 clusters Score: Raw -2242397.602301 + Penalty 4770.430527 = -2237627.171774 nChanged 107 SP:Iteration 34Q (1229.250000 sec): 3 clusters Score: Raw -2242433.987105 + Penalty 4770.430527 = -2237663.556578 nChanged 120 SP:Iteration 35Q (1229.470000 sec): 3 clusters Score: Raw -2242478.224206 + Penalty 4770.430527 = -2237707.793678 nChanged 109 SP:Iteration 36Q (1229.700000 sec): 3 clusters Score: Raw -2242515.766459 + Penalty 4770.430527 = -2237745.335931 nChanged 90 SP:Iteration 37Q (1229.960000 sec): 3 clusters Score: Raw -2242543.993796 + Penalty 4770.430527 = -2237773.563268 nChanged 76 SP:Iteration 38Q (1230.190000 sec): 3 clusters Score: Raw -2242566.006022 + Penalty 4770.430527 = -2237795.575495 nChanged 51 SP:Iteration 39Q (1230.450000 sec): 3 clusters Score: Raw -2242580.004554 + Penalty 4770.430527 = -2237809.574027 nChanged 44 SP:Iteration 40F (1230.720000 sec): 3 clusters Score: Raw -2242591.744086 + Penalty 4770.430527 = -2237821.313559 nChanged 42 SP:Iteration 41Q (1230.990000 sec): 3 clusters Score: Raw -2242602.900249 + Penalty 4770.430527 = -2237832.469721 nChanged 39 SP:Iteration 42Q (1231.240000 sec): 3 clusters Score: Raw -2242613.814322 + Penalty 4770.430527 = -2237843.383795 nChanged 46 SP:Iteration 43Q (1231.430000 sec): 3 clusters Score: Raw -2242628.810723 + Penalty 4770.430527 = -2237858.380195 nChanged 46 SP:Iteration 44Q (1231.640000 sec): 3 clusters Score: Raw -2242646.065464 + Penalty 4770.430527 = -2237875.634936 nChanged 39 SP:Iteration 45Q (1231.840000 sec): 3 clusters Score: Raw -2242657.882570 + Penalty 4770.430527 = -2237887.452042 nChanged 36 SP:Iteration 46Q (1232.090000 sec): 3 clusters Score: Raw -2242668.635581 + Penalty 4770.430527 = -2237898.205054 nChanged 34 SP:Iteration 47Q (1232.290000 sec): 3 clusters Score: Raw -2242679.204940 + Penalty 4770.430527 = -2237908.774412 nChanged 29 SP:Iteration 48Q (1232.580000 sec): 3 clusters Score: Raw -2242687.823985 + Penalty 4770.430527 = -2237917.393458 nChanged 32 SP:Iteration 49Q (1232.890000 sec): 3 clusters Score: Raw -2242696.628315 + Penalty 4770.430527 = -2237926.197788 nChanged 26 SP:Iteration 50Q (1233.140000 sec): 3 clusters Score: Raw -2242704.021224 + Penalty 4770.430527 = -2237933.590697 nChanged 25 SP:Iteration 51Q (1233.440000 sec): 3 clusters Score: Raw -2242712.803159 + Penalty 4770.430527 = -2237942.372632 nChanged 25 SP:Iteration 52Q (1233.660000 sec): 3 clusters Score: Raw -2242722.335621 + Penalty 4770.430527 = -2237951.905093 nChanged 27 SP:Iteration 53Q (1233.870000 sec): 3 clusters Score: Raw -2242734.280697 + Penalty 4770.430527 = -2237963.850170 nChanged 23 SP:Iteration 54Q (1234.170000 sec): 3 clusters Score: Raw -2242741.902094 + Penalty 4770.430527 = -2237971.471567 nChanged 22 SP:Iteration 55Q (1234.410000 sec): 3 clusters Score: Raw -2242748.580411 + Penalty 4770.430527 = -2237978.149883 nChanged 22 SP:Iteration 56Q (1234.640000 sec): 3 clusters Score: Raw -2242754.012500 + Penalty 4770.430527 = -2237983.581973 nChanged 14 SP:Iteration 57Q (1234.880000 sec): 3 clusters Score: Raw -2242759.087982 + Penalty 4770.430527 = -2237988.657455 nChanged 18 SP:Iteration 58Q (1235.140000 sec): 3 clusters Score: Raw -2242766.393249 + Penalty 4770.430527 = -2237995.962722 nChanged 19 SP:Iteration 59Q (1235.400000 sec): 3 clusters Score: Raw -2242774.310470 + Penalty 4770.430527 = -2238003.879942 nChanged 21 SP:Iteration 60F (1235.660000 sec): 3 clusters Score: Raw -2242783.264205 + Penalty 4770.430527 = -2238012.833678 nChanged 27 SP:Iteration 61Q (1235.920000 sec): 3 clusters Score: Raw -2242795.643309 + Penalty 4770.430527 = -2238025.212781 nChanged 31 SP:Iteration 62Q (1236.200000 sec): 3 clusters Score: Raw -2242807.834001 + Penalty 4770.430527 = -2238037.403474 nChanged 29 SP:Iteration 63Q (1236.450000 sec): 3 clusters Score: Raw -2242823.151440 + Penalty 4770.430527 = -2238052.720912 nChanged 28 SP:Iteration 64Q (1236.700000 sec): 3 clusters Score: Raw -2242837.345715 + Penalty 4770.430527 = -2238066.915187 nChanged 33 SP:Iteration 65Q (1236.960000 sec): 3 clusters Score: Raw -2242849.450585 + Penalty 4770.430527 = -2238079.020058 nChanged 32 SP:Iteration 66Q (1237.260000 sec): 3 clusters Score: Raw -2242868.099736 + Penalty 4770.430527 = -2238097.669209 nChanged 35 SP:Iteration 67Q (1237.490000 sec): 3 clusters Score: Raw -2242893.409427 + Penalty 4770.430527 = -2238122.978900 nChanged 40 SP:Iteration 68Q (1237.780000 sec): 3 clusters Score: Raw -2242920.078306 + Penalty 4770.430527 = -2238149.647779 nChanged 38 SP:Iteration 69Q (1238.040000 sec): 3 clusters Score: Raw -2242940.258233 + Penalty 4770.430527 = -2238169.827706 nChanged 45 SP:Iteration 70Q (1238.290000 sec): 3 clusters Score: Raw -2242963.812017 + Penalty 4770.430527 = -2238193.381489 nChanged 42 SP:Iteration 71Q (1238.560000 sec): 3 clusters Score: Raw -2242993.037959 + Penalty 4770.430527 = -2238222.607432 nChanged 48 SP:Iteration 72Q (1238.790000 sec): 3 clusters Score: Raw -2243021.493630 + Penalty 4770.430527 = -2238251.063103 nChanged 42 SP:Iteration 73Q (1239.080000 sec): 3 clusters Score: Raw -2243045.864215 + Penalty 4770.430527 = -2238275.433688 nChanged 33 SP:Iteration 74Q (1239.340000 sec): 3 clusters Score: Raw -2243068.170780 + Penalty 4770.430527 = -2238297.740253 nChanged 39 SP:Iteration 75Q (1239.620000 sec): 3 clusters Score: Raw -2243086.061213 + Penalty 4770.430527 = -2238315.630685 nChanged 31 SP:Iteration 76Q (1239.880000 sec): 3 clusters Score: Raw -2243109.908008 + Penalty 4770.430527 = -2238339.477480 nChanged 42 SP:Iteration 77Q (1240.120000 sec): 3 clusters Score: Raw -2243131.981727 + Penalty 4770.430527 = -2238361.551200 nChanged 27 SP:Iteration 78Q (1240.420000 sec): 3 clusters Score: Raw -2243145.394105 + Penalty 4770.430527 = -2238374.963578 nChanged 20 SP:Iteration 79Q (1240.650000 sec): 3 clusters Score: Raw -2243154.400747 + Penalty 4770.430527 = -2238383.970220 nChanged 18 SP:Iteration 80F (1240.900000 sec): 3 clusters Score: Raw -2243160.492611 + Penalty 4770.430527 = -2238390.062084 nChanged 10 SP:Iteration 81Q (1241.140000 sec): 3 clusters Score: Raw -2243164.463942 + Penalty 4770.430527 = -2238394.033414 nChanged 10 SP:Iteration 82Q (1241.410000 sec): 3 clusters Score: Raw -2243168.431764 + Penalty 4770.430527 = -2238398.001237 nChanged 9 SP:Iteration 83Q (1241.650000 sec): 3 clusters Score: Raw -2243172.364378 + Penalty 4770.430527 = -2238401.933850 nChanged 10 SP:Iteration 84Q (1241.910000 sec): 3 clusters Score: Raw -2243176.281588 + Penalty 4770.430527 = -2238405.851060 nChanged 9 SP:Iteration 85Q (1242.150000 sec): 3 clusters Score: Raw -2243181.201306 + Penalty 4770.430527 = -2238410.770778 nChanged 11 SP:Iteration 86Q (1242.470000 sec): 3 clusters Score: Raw -2243185.882689 + Penalty 4770.430527 = -2238415.452161 nChanged 9 SP:Iteration 87Q (1242.740000 sec): 3 clusters Score: Raw -2243190.508585 + Penalty 4770.430527 = -2238420.078057 nChanged 14 SP:Iteration 88Q (1242.960000 sec): 3 clusters Score: Raw -2243199.534444 + Penalty 4770.430527 = -2238429.103917 nChanged 15 SP:Iteration 89Q (1243.190000 sec): 3 clusters Score: Raw -2243210.257137 + Penalty 4770.430527 = -2238439.826610 nChanged 24 SP:Iteration 90Q (1243.450000 sec): 3 clusters Score: Raw -2243227.385380 + Penalty 4770.430527 = -2238456.954853 nChanged 20 SP:Iteration 91Q (1243.700000 sec): 3 clusters Score: Raw -2243241.764361 + Penalty 4770.430527 = -2238471.333834 nChanged 17 SP:Iteration 92Q (1243.930000 sec): 3 clusters Score: Raw -2243249.771398 + Penalty 4770.430527 = -2238479.340871 nChanged 15 SP:Iteration 93Q (1244.180000 sec): 3 clusters Score: Raw -2243258.149760 + Penalty 4770.430527 = -2238487.719233 nChanged 6 SP:Iteration 94Q (1244.420000 sec): 3 clusters Score: Raw -2243262.041165 + Penalty 4770.430527 = -2238491.610638 nChanged 7 SP:Iteration 95Q (1244.690000 sec): 3 clusters Score: Raw -2243266.117711 + Penalty 4770.430527 = -2238495.687183 nChanged 12 SP:Iteration 96Q (1244.910000 sec): 3 clusters Score: Raw -2243273.189167 + Penalty 4770.430527 = -2238502.758639 nChanged 6 SP:Iteration 97Q (1245.200000 sec): 3 clusters Score: Raw -2243276.973623 + Penalty 4770.430527 = -2238506.543095 nChanged 7 SP:Iteration 98Q (1245.410000 sec): 3 clusters Score: Raw -2243280.420126 + Penalty 4770.430527 = -2238509.989599 nChanged 7 SP:Iteration 99Q (1245.670000 sec): 3 clusters Score: Raw -2243286.711704 + Penalty 4770.430527 = -2238516.281176 nChanged 8 SP:Iteration 100F (1245.900000 sec): 3 clusters Score: Raw -2243292.288012 + Penalty 4770.430527 = -2238521.857485 nChanged 10 SP:Iteration 101Q (1246.190000 sec): 3 clusters Score: Raw -2243297.785277 + Penalty 4770.430527 = -2238527.354750 nChanged 9 SP:Iteration 102Q (1246.460000 sec): 3 clusters Score: Raw -2243303.256814 + Penalty 4770.430527 = -2238532.826286 nChanged 10 SP:Iteration 103Q (1246.750000 sec): 3 clusters Score: Raw -2243308.163019 + Penalty 4770.430527 = -2238537.732491 nChanged 11 SP:Iteration 104Q (1247.000000 sec): 3 clusters Score: Raw -2243314.463720 + Penalty 4770.430527 = -2238544.033193 nChanged 6 SP:Iteration 105Q (1247.290000 sec): 3 clusters Score: Raw -2243318.376818 + Penalty 4770.430527 = -2238547.946291 nChanged 9 SP:Iteration 106Q (1247.530000 sec): 3 clusters Score: Raw -2243325.929119 + Penalty 4770.430527 = -2238555.498592 nChanged 11 SP:Iteration 107Q (1247.820000 sec): 3 clusters Score: Raw -2243332.557788 + Penalty 4770.430527 = -2238562.127261 nChanged 15 SP:Iteration 108Q (1248.080000 sec): 3 clusters Score: Raw -2243344.640024 + Penalty 4770.430527 = -2238574.209497 nChanged 14 SP:Iteration 109Q (1248.380000 sec): 3 clusters Score: Raw -2243356.223645 + Penalty 4770.430527 = -2238585.793118 nChanged 17 SP:Iteration 110Q (1248.630000 sec): 3 clusters Score: Raw -2243368.268441 + Penalty 4770.430527 = -2238597.837914 nChanged 12 SP:Iteration 111Q (1248.850000 sec): 3 clusters Score: Raw -2243375.646220 + Penalty 4770.430527 = -2238605.215693 nChanged 14 SP:Iteration 112Q (1249.120000 sec): 3 clusters Score: Raw -2243386.153595 + Penalty 4770.430527 = -2238615.723068 nChanged 15 SP:Iteration 113Q (1249.360000 sec): 3 clusters Score: Raw -2243396.334564 + Penalty 4770.430527 = -2238625.904037 nChanged 11 SP:Iteration 114Q (1249.590000 sec): 3 clusters Score: Raw -2243404.341762 + Penalty 4770.430527 = -2238633.911234 nChanged 10 SP:Iteration 115Q (1249.880000 sec): 3 clusters Score: Raw -2243409.910175 + Penalty 4770.430527 = -2238639.479648 nChanged 8 SP:Iteration 116Q (1250.070000 sec): 3 clusters Score: Raw -2243414.305869 + Penalty 4770.430527 = -2238643.875341 nChanged 8 SP:Iteration 117Q (1250.330000 sec): 3 clusters Score: Raw -2243417.840567 + Penalty 4770.430527 = -2238647.410040 nChanged 2 SP:Iteration 118Q (1250.590000 sec): 3 clusters Score: Raw -2243418.560122 + Penalty 4770.430527 = -2238648.129595 nChanged 0 SP:Iteration 119F (1250.850000 sec): 3 clusters Score: Raw -2243418.560122 + Penalty 4770.430527 = -2238648.129595 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (6893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1250.990000 sec): 2 clusters Score: Raw -997114.338852 + Penalty 2191.888897 = -994922.449955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1251.150000 sec): 3 clusters Score: Raw -993669.361547 + Penalty 4383.777795 = -989285.583752 nChanged 2760 SP:Iteration 1F (1251.350000 sec): 3 clusters Score: Raw -995199.335675 + Penalty 4383.777795 = -990815.557880 nChanged 511 SP:Iteration 2F (1251.600000 sec): 3 clusters Score: Raw -995510.444451 + Penalty 4383.777795 = -991126.666656 nChanged 415 SP:Iteration 3F (1251.810000 sec): 3 clusters Score: Raw -995733.292178 + Penalty 4383.777795 = -991349.514383 nChanged 320 SP:Iteration 4Q (1252.010000 sec): 3 clusters Score: Raw -995915.912870 + Penalty 4383.777795 = -991532.135075 nChanged 303 SP:Iteration 5Q (1252.240000 sec): 3 clusters Score: Raw -996111.008557 + Penalty 4383.777795 = -991727.230762 nChanged 327 SP:Iteration 6Q (1252.470000 sec): 3 clusters Score: Raw -996358.343983 + Penalty 4383.777795 = -991974.566188 nChanged 335 SP:Iteration 7Q (1252.690000 sec): 3 clusters Score: Raw -996639.150483 + Penalty 4383.777795 = -992255.372689 nChanged 330 SP:Iteration 8Q (1252.900000 sec): 3 clusters Score: Raw -996907.124169 + Penalty 4383.777795 = -992523.346374 nChanged 281 SP:Iteration 9Q (1253.110000 sec): 3 clusters Score: Raw -997115.613827 + Penalty 4383.777795 = -992731.836032 nChanged 221 SP:Iteration 10Q (1253.320000 sec): 3 clusters Score: Raw -997292.667085 + Penalty 4383.777795 = -992908.889290 nChanged 186 SP:Iteration 11Q (1253.520000 sec): 3 clusters Score: Raw -997448.356720 + Penalty 4383.777795 = -993064.578925 nChanged 175 SP:Iteration 12Q (1253.750000 sec): 3 clusters Score: Raw -997593.203796 + Penalty 4383.777795 = -993209.426002 nChanged 144 SP:Iteration 13Q (1253.980000 sec): 3 clusters Score: Raw -997728.231123 + Penalty 4383.777795 = -993344.453328 nChanged 158 SP:Iteration 14Q (1254.200000 sec): 3 clusters Score: Raw -997860.238798 + Penalty 4383.777795 = -993476.461003 nChanged 126 SP:Iteration 15Q (1254.410000 sec): 3 clusters Score: Raw -997933.670993 + Penalty 4383.777795 = -993549.893198 nChanged 88 SP:Iteration 16Q (1254.620000 sec): 3 clusters Score: Raw -997974.668924 + Penalty 4383.777795 = -993590.891129 nChanged 62 SP:Iteration 17Q (1254.880000 sec): 3 clusters Score: Raw -998003.668836 + Penalty 4383.777795 = -993619.891041 nChanged 37 SP:Iteration 18Q (1255.180000 sec): 3 clusters Score: Raw -998017.479658 + Penalty 4383.777795 = -993633.701863 nChanged 27 SP:Iteration 19Q (1255.390000 sec): 3 clusters Score: Raw -998025.724248 + Penalty 4383.777795 = -993641.946453 nChanged 26 SP:Iteration 20F (1255.610000 sec): 3 clusters Score: Raw -998035.835260 + Penalty 4383.777795 = -993652.057466 nChanged 21 SP:Iteration 21Q (1255.810000 sec): 3 clusters Score: Raw -998045.327009 + Penalty 4383.777795 = -993661.549214 nChanged 23 SP:Iteration 22Q (1256.030000 sec): 3 clusters Score: Raw -998054.786783 + Penalty 4383.777795 = -993671.008988 nChanged 12 SP:Iteration 23Q (1256.280000 sec): 3 clusters Score: Raw -998061.115595 + Penalty 4383.777795 = -993677.337800 nChanged 14 SP:Iteration 24Q (1256.480000 sec): 3 clusters Score: Raw -998065.086920 + Penalty 4383.777795 = -993681.309125 nChanged 4 SP:Iteration 25Q (1256.710000 sec): 3 clusters Score: Raw -998066.201060 + Penalty 4383.777795 = -993682.423265 nChanged 9 SP:Iteration 26Q (1256.940000 sec): 3 clusters Score: Raw -998072.505044 + Penalty 4383.777795 = -993688.727250 nChanged 10 SP:Iteration 27Q (1257.160000 sec): 3 clusters Score: Raw -998076.126195 + Penalty 4383.777795 = -993692.348400 nChanged 9 SP:Iteration 28Q (1257.390000 sec): 3 clusters Score: Raw -998078.484755 + Penalty 4383.777795 = -993694.706960 nChanged 7 SP:Iteration 29Q (1257.600000 sec): 3 clusters Score: Raw -998079.785549 + Penalty 4383.777795 = -993696.007755 nChanged 7 SP:Iteration 30Q (1257.810000 sec): 3 clusters Score: Raw -998081.375006 + Penalty 4383.777795 = -993697.597211 nChanged 4 SP:Iteration 31Q (1258.010000 sec): 3 clusters Score: Raw -998083.145526 + Penalty 4383.777795 = -993699.367732 nChanged 5 SP:Iteration 32Q (1258.220000 sec): 3 clusters Score: Raw -998084.284098 + Penalty 4383.777795 = -993700.506303 nChanged 5 SP:Iteration 33Q (1258.440000 sec): 3 clusters Score: Raw -998086.425482 + Penalty 4383.777795 = -993702.647687 nChanged 4 SP:Iteration 34Q (1258.620000 sec): 3 clusters Score: Raw -998087.055314 + Penalty 4383.777795 = -993703.277519 nChanged 3 SP:Iteration 35Q (1258.840000 sec): 3 clusters Score: Raw -998088.021618 + Penalty 4383.777795 = -993704.243824 nChanged 9 SP:Iteration 36Q (1259.080000 sec): 3 clusters Score: Raw -998089.417042 + Penalty 4383.777795 = -993705.639247 nChanged 5 SP:Iteration 37Q (1259.260000 sec): 3 clusters Score: Raw -998090.267255 + Penalty 4383.777795 = -993706.489460 nChanged 0 SP:Iteration 38F (1259.500000 sec): 3 clusters Score: Raw -998090.267255 + Penalty 4383.777795 = -993706.489460 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (1136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.580000 sec): 2 clusters Score: Raw -176772.750551 + Penalty 1744.746613 = -175028.003939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.740000 sec): 3 clusters Score: Raw -176542.068701 + Penalty 3489.493225 = -173052.575476 nChanged 313 SP:Iteration 1F (1259.950000 sec): 3 clusters Score: Raw -176917.841737 + Penalty 3489.493225 = -173428.348511 nChanged 84 SP:Iteration 2F (1260.110000 sec): 3 clusters Score: Raw -177068.769590 + Penalty 3489.493225 = -173579.276364 nChanged 54 SP:Iteration 3Q (1260.300000 sec): 3 clusters Score: Raw -177179.558284 + Penalty 3489.493225 = -173690.065059 nChanged 52 SP:Iteration 4Q (1260.520000 sec): 3 clusters Score: Raw -177273.575514 + Penalty 3489.493225 = -173784.082289 nChanged 30 SP:Iteration 5Q (1260.680000 sec): 3 clusters Score: Raw -177317.158491 + Penalty 3489.493225 = -173827.665266 nChanged 25 SP:Iteration 6Q (1260.840000 sec): 3 clusters Score: Raw -177379.287089 + Penalty 3489.493225 = -173889.793863 nChanged 22 SP:Iteration 7Q (1261.050000 sec): 3 clusters Score: Raw -177448.340500 + Penalty 3489.493225 = -173958.847274 nChanged 38 SP:Iteration 8Q (1261.200000 sec): 3 clusters Score: Raw -177554.519198 + Penalty 3489.493225 = -174065.025973 nChanged 43 SP:Iteration 9Q (1261.400000 sec): 3 clusters Score: Raw -177661.180974 + Penalty 3489.493225 = -174171.687749 nChanged 43 SP:Iteration 10Q (1261.580000 sec): 3 clusters Score: Raw -177778.510389 + Penalty 3489.493225 = -174289.017163 nChanged 34 SP:Iteration 11Q (1261.690000 sec): 3 clusters Score: Raw -177895.467614 + Penalty 3489.493225 = -174405.974389 nChanged 30 SP:Iteration 12Q (1261.910000 sec): 3 clusters Score: Raw -177963.075539 + Penalty 3489.493225 = -174473.582314 nChanged 20 SP:Iteration 13Q (1262.100000 sec): 3 clusters Score: Raw -178001.325440 + Penalty 3489.493225 = -174511.832215 nChanged 13 SP:Iteration 14Q (1262.290000 sec): 3 clusters Score: Raw -178032.513041 + Penalty 3489.493225 = -174543.019816 nChanged 13 SP:Iteration 15Q (1262.490000 sec): 3 clusters Score: Raw -178060.423938 + Penalty 3489.493225 = -174570.930713 nChanged 11 SP:Iteration 16Q (1262.660000 sec): 3 clusters Score: Raw -178076.860921 + Penalty 3489.493225 = -174587.367696 nChanged 9 SP:Iteration 17Q (1262.850000 sec): 3 clusters Score: Raw -178089.098689 + Penalty 3489.493225 = -174599.605464 nChanged 7 SP:Iteration 18Q (1263.030000 sec): 3 clusters Score: Raw -178098.779339 + Penalty 3489.493225 = -174609.286114 nChanged 3 SP:Iteration 19Q (1263.200000 sec): 3 clusters Score: Raw -178101.301805 + Penalty 3489.493225 = -174611.808580 nChanged 2 SP:Iteration 20F (1263.390000 sec): 3 clusters Score: Raw -178107.874958 + Penalty 3489.493225 = -174618.381732 nChanged 2 SP:Iteration 21Q (1263.540000 sec): 3 clusters Score: Raw -178112.679184 + Penalty 3489.493225 = -174623.185958 nChanged 5 SP:Iteration 22Q (1263.750000 sec): 3 clusters Score: Raw -178117.629978 + Penalty 3489.493225 = -174628.136753 nChanged 1 SP:Iteration 23Q (1263.930000 sec): 3 clusters Score: Raw -178118.262025 + Penalty 3489.493225 = -174628.768800 nChanged 1 SP:Iteration 24Q (1264.120000 sec): 3 clusters Score: Raw -178119.563245 + Penalty 3489.493225 = -174630.070020 nChanged 2 SP:Iteration 25Q (1264.280000 sec): 3 clusters Score: Raw -178121.775277 + Penalty 3489.493225 = -174632.282051 nChanged 1 SP:Iteration 26Q (1264.460000 sec): 3 clusters Score: Raw -178122.258635 + Penalty 3489.493225 = -174632.765410 nChanged 0 SP:Iteration 27F (1264.670000 sec): 3 clusters Score: Raw -178122.258635 + Penalty 3489.493225 = -174632.765410 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (5946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1264.740000 sec): 2 clusters Score: Raw -835062.179713 + Penalty 2155.237553 = -832906.942160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1265.000000 sec): 3 clusters Score: Raw -832176.606361 + Penalty 4310.475106 = -827866.131255 nChanged 2319 SP:Iteration 1F (1265.210000 sec): 3 clusters Score: Raw -834071.272143 + Penalty 4310.475106 = -829760.797037 nChanged 692 SP:Iteration 2F (1265.420000 sec): 3 clusters Score: Raw -834929.435235 + Penalty 4310.475106 = -830618.960130 nChanged 579 SP:Iteration 3F (1265.640000 sec): 3 clusters Score: Raw -835703.097092 + Penalty 4310.475106 = -831392.621986 nChanged 474 SP:Iteration 4F (1265.810000 sec): 3 clusters Score: Raw -836207.905264 + Penalty 4310.475106 = -831897.430159 nChanged 310 SP:Iteration 5F (1266.050000 sec): 3 clusters Score: Raw -836485.003228 + Penalty 4310.475106 = -832174.528122 nChanged 197 SP:Iteration 6Q (1266.240000 sec): 3 clusters Score: Raw -836666.850148 + Penalty 4310.475106 = -832356.375042 nChanged 129 SP:Iteration 7Q (1266.410000 sec): 3 clusters Score: Raw -836759.140761 + Penalty 4310.475106 = -832448.665655 nChanged 78 SP:Iteration 8Q (1266.650000 sec): 3 clusters Score: Raw -836800.361429 + Penalty 4310.475106 = -832489.886323 nChanged 48 SP:Iteration 9Q (1266.810000 sec): 3 clusters Score: Raw -836820.043711 + Penalty 4310.475106 = -832509.568605 nChanged 34 SP:Iteration 10Q (1267.000000 sec): 3 clusters Score: Raw -836833.010088 + Penalty 4310.475106 = -832522.534982 nChanged 22 SP:Iteration 11Q (1267.180000 sec): 3 clusters Score: Raw -836841.707503 + Penalty 4310.475106 = -832531.232397 nChanged 21 SP:Iteration 12Q (1267.350000 sec): 3 clusters Score: Raw -836848.860156 + Penalty 4310.475106 = -832538.385050 nChanged 19 SP:Iteration 13Q (1267.530000 sec): 3 clusters Score: Raw -836854.032327 + Penalty 4310.475106 = -832543.557221 nChanged 11 SP:Iteration 14Q (1267.720000 sec): 3 clusters Score: Raw -836857.485145 + Penalty 4310.475106 = -832547.010040 nChanged 14 SP:Iteration 15Q (1267.920000 sec): 3 clusters Score: Raw -836861.465990 + Penalty 4310.475106 = -832550.990884 nChanged 13 SP:Iteration 16Q (1268.080000 sec): 3 clusters Score: Raw -836865.821489 + Penalty 4310.475106 = -832555.346384 nChanged 11 SP:Iteration 17Q (1268.260000 sec): 3 clusters Score: Raw -836869.092719 + Penalty 4310.475106 = -832558.617613 nChanged 11 SP:Iteration 18Q (1268.450000 sec): 3 clusters Score: Raw -836872.607830 + Penalty 4310.475106 = -832562.132725 nChanged 8 SP:Iteration 19Q (1268.610000 sec): 3 clusters Score: Raw -836875.131535 + Penalty 4310.475106 = -832564.656429 nChanged 7 SP:Iteration 20F (1268.770000 sec): 3 clusters Score: Raw -836877.997845 + Penalty 4310.475106 = -832567.522740 nChanged 7 SP:Iteration 21Q (1268.930000 sec): 3 clusters Score: Raw -836880.000300 + Penalty 4310.475106 = -832569.525194 nChanged 8 SP:Iteration 22Q (1269.090000 sec): 3 clusters Score: Raw -836882.450171 + Penalty 4310.475106 = -832571.975065 nChanged 6 SP:Iteration 23Q (1269.250000 sec): 3 clusters Score: Raw -836883.790009 + Penalty 4310.475106 = -832573.314904 nChanged 6 SP:Iteration 24Q (1269.440000 sec): 3 clusters Score: Raw -836885.177859 + Penalty 4310.475106 = -832574.702753 nChanged 6 SP:Iteration 25Q (1269.670000 sec): 3 clusters Score: Raw -836886.518932 + Penalty 4310.475106 = -832576.043826 nChanged 3 SP:Iteration 26Q (1269.910000 sec): 3 clusters Score: Raw -836887.168088 + Penalty 4310.475106 = -832576.692982 nChanged 4 SP:Iteration 27Q (1270.110000 sec): 3 clusters Score: Raw -836888.282373 + Penalty 4310.475106 = -832577.807267 nChanged 3 SP:Iteration 28Q (1270.320000 sec): 3 clusters Score: Raw -836888.899315 + Penalty 4310.475106 = -832578.424209 nChanged 5 SP:Iteration 29Q (1270.600000 sec): 3 clusters Score: Raw -836889.991764 + Penalty 4310.475106 = -832579.516658 nChanged 2 SP:Iteration 30Q (1270.820000 sec): 3 clusters Score: Raw -836890.571045 + Penalty 4310.475106 = -832580.095940 nChanged 2 SP:Iteration 31Q (1271.030000 sec): 3 clusters Score: Raw -836890.797118 + Penalty 4310.475106 = -832580.322012 nChanged 0 SP:Iteration 32F (1271.200000 sec): 3 clusters Score: Raw -836890.797118 + Penalty 4310.475106 = -832580.322012 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (10869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1271.320000 sec): 2 clusters Score: Raw -1648791.903329 + Penalty 2304.830155 = -1646487.073174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1271.580000 sec): 3 clusters Score: Raw -1642923.079296 + Penalty 4609.660310 = -1638313.418986 nChanged 4543 SP:Iteration 1F (1271.840000 sec): 3 clusters Score: Raw -1645296.150194 + Penalty 4609.660310 = -1640686.489884 nChanged 661 SP:Iteration 2F (1272.090000 sec): 3 clusters Score: Raw -1645562.488355 + Penalty 4609.660310 = -1640952.828045 nChanged 473 SP:Iteration 3Q (1272.300000 sec): 3 clusters Score: Raw -1645733.410042 + Penalty 4609.660310 = -1641123.749732 nChanged 350 SP:Iteration 4Q (1272.510000 sec): 3 clusters Score: Raw -1645847.083499 + Penalty 4609.660310 = -1641237.423189 nChanged 303 SP:Iteration 5Q (1272.790000 sec): 3 clusters Score: Raw -1645940.222826 + Penalty 4609.660310 = -1641330.562516 nChanged 263 SP:Iteration 6Q (1273.040000 sec): 3 clusters Score: Raw -1646022.987338 + Penalty 4609.660310 = -1641413.327028 nChanged 251 SP:Iteration 7Q (1273.300000 sec): 3 clusters Score: Raw -1646092.445734 + Penalty 4609.660310 = -1641482.785425 nChanged 215 SP:Iteration 8Q (1273.560000 sec): 3 clusters Score: Raw -1646160.427619 + Penalty 4609.660310 = -1641550.767309 nChanged 228 SP:Iteration 9Q (1273.820000 sec): 3 clusters Score: Raw -1646231.636250 + Penalty 4609.660310 = -1641621.975940 nChanged 222 SP:Iteration 10Q (1274.060000 sec): 3 clusters Score: Raw -1646306.924971 + Penalty 4609.660310 = -1641697.264661 nChanged 241 SP:Iteration 11Q (1274.310000 sec): 3 clusters Score: Raw -1646402.825423 + Penalty 4609.660310 = -1641793.165113 nChanged 269 SP:Iteration 12Q (1274.520000 sec): 3 clusters Score: Raw -1646518.819822 + Penalty 4609.660310 = -1641909.159512 nChanged 295 SP:Iteration 13Q (1274.740000 sec): 3 clusters Score: Raw -1646670.601392 + Penalty 4609.660310 = -1642060.941082 nChanged 317 SP:Iteration 14Q (1274.980000 sec): 3 clusters Score: Raw -1646863.829111 + Penalty 4609.660310 = -1642254.168801 nChanged 372 SP:Iteration 15Q (1275.230000 sec): 3 clusters Score: Raw -1647101.573543 + Penalty 4609.660310 = -1642491.913233 nChanged 405 SP:Iteration 16Q (1275.450000 sec): 3 clusters Score: Raw -1647402.531172 + Penalty 4609.660310 = -1642792.870863 nChanged 438 SP:Iteration 17Q (1275.690000 sec): 3 clusters Score: Raw -1647701.458488 + Penalty 4609.660310 = -1643091.798178 nChanged 408 SP:Iteration 18Q (1275.970000 sec): 3 clusters Score: Raw -1647972.486171 + Penalty 4609.660310 = -1643362.825861 nChanged 402 SP:Iteration 19Q (1276.190000 sec): 3 clusters Score: Raw -1648199.381155 + Penalty 4609.660310 = -1643589.720845 nChanged 364 SP:Iteration 20F (1276.400000 sec): 3 clusters Score: Raw -1648403.096350 + Penalty 4609.660310 = -1643793.436040 nChanged 354 SP:Iteration 21Q (1276.670000 sec): 3 clusters Score: Raw -1648598.769108 + Penalty 4609.660310 = -1643989.108798 nChanged 302 SP:Iteration 22Q (1276.930000 sec): 3 clusters Score: Raw -1648754.609982 + Penalty 4609.660310 = -1644144.949672 nChanged 238 SP:Iteration 23Q (1277.180000 sec): 3 clusters Score: Raw -1648857.397808 + Penalty 4609.660310 = -1644247.737498 nChanged 212 SP:Iteration 24Q (1277.420000 sec): 3 clusters Score: Raw -1648951.310896 + Penalty 4609.660310 = -1644341.650586 nChanged 201 SP:Iteration 25Q (1277.660000 sec): 3 clusters Score: Raw -1649037.900374 + Penalty 4609.660310 = -1644428.240065 nChanged 197 SP:Iteration 26Q (1277.860000 sec): 3 clusters Score: Raw -1649116.075171 + Penalty 4609.660310 = -1644506.414861 nChanged 166 SP:Iteration 27Q (1278.120000 sec): 3 clusters Score: Raw -1649175.618755 + Penalty 4609.660310 = -1644565.958445 nChanged 155 SP:Iteration 28Q (1278.370000 sec): 3 clusters Score: Raw -1649234.016039 + Penalty 4609.660310 = -1644624.355729 nChanged 120 SP:Iteration 29Q (1278.630000 sec): 3 clusters Score: Raw -1649274.386259 + Penalty 4609.660310 = -1644664.725949 nChanged 120 SP:Iteration 30Q (1278.850000 sec): 3 clusters Score: Raw -1649308.569374 + Penalty 4609.660310 = -1644698.909064 nChanged 89 SP:Iteration 31Q (1279.100000 sec): 3 clusters Score: Raw -1649331.880583 + Penalty 4609.660310 = -1644722.220273 nChanged 78 SP:Iteration 32Q (1279.350000 sec): 3 clusters Score: Raw -1649348.290788 + Penalty 4609.660310 = -1644738.630478 nChanged 58 SP:Iteration 33Q (1279.690000 sec): 3 clusters Score: Raw -1649360.017110 + Penalty 4609.660310 = -1644750.356800 nChanged 56 SP:Iteration 34Q (1279.930000 sec): 3 clusters Score: Raw -1649371.189238 + Penalty 4609.660310 = -1644761.528929 nChanged 42 SP:Iteration 35Q (1280.180000 sec): 3 clusters Score: Raw -1649378.638310 + Penalty 4609.660310 = -1644768.978000 nChanged 34 SP:Iteration 36Q (1280.470000 sec): 3 clusters Score: Raw -1649384.317964 + Penalty 4609.660310 = -1644774.657654 nChanged 31 SP:Iteration 37Q (1280.730000 sec): 3 clusters Score: Raw -1649389.562480 + Penalty 4609.660310 = -1644779.902170 nChanged 29 SP:Iteration 38Q (1280.960000 sec): 3 clusters Score: Raw -1649395.268832 + Penalty 4609.660310 = -1644785.608522 nChanged 31 SP:Iteration 39Q (1281.190000 sec): 3 clusters Score: Raw -1649400.690684 + Penalty 4609.660310 = -1644791.030374 nChanged 27 SP:Iteration 40F (1281.440000 sec): 3 clusters Score: Raw -1649404.975641 + Penalty 4609.660310 = -1644795.315331 nChanged 21 SP:Iteration 41Q (1281.660000 sec): 3 clusters Score: Raw -1649408.083041 + Penalty 4609.660310 = -1644798.422731 nChanged 13 SP:Iteration 42Q (1281.890000 sec): 3 clusters Score: Raw -1649409.344658 + Penalty 4609.660310 = -1644799.684349 nChanged 13 SP:Iteration 43Q (1282.150000 sec): 3 clusters Score: Raw -1649410.829270 + Penalty 4609.660310 = -1644801.168960 nChanged 13 SP:Iteration 44Q (1282.400000 sec): 3 clusters Score: Raw -1649412.665120 + Penalty 4609.660310 = -1644803.004810 nChanged 13 SP:Iteration 45Q (1282.620000 sec): 3 clusters Score: Raw -1649414.371038 + Penalty 4609.660310 = -1644804.710729 nChanged 12 SP:Iteration 46Q (1282.800000 sec): 3 clusters Score: Raw -1649416.153236 + Penalty 4609.660310 = -1644806.492926 nChanged 19 SP:Iteration 47Q (1283.040000 sec): 3 clusters Score: Raw -1649419.221820 + Penalty 4609.660310 = -1644809.561510 nChanged 17 SP:Iteration 48Q (1283.300000 sec): 3 clusters Score: Raw -1649421.896440 + Penalty 4609.660310 = -1644812.236130 nChanged 26 SP:Iteration 49Q (1283.590000 sec): 3 clusters Score: Raw -1649425.419935 + Penalty 4609.660310 = -1644815.759625 nChanged 19 SP:Iteration 50Q (1283.790000 sec): 3 clusters Score: Raw -1649428.021498 + Penalty 4609.660310 = -1644818.361188 nChanged 22 SP:Iteration 51Q (1283.990000 sec): 3 clusters Score: Raw -1649431.166951 + Penalty 4609.660310 = -1644821.506641 nChanged 25 SP:Iteration 52Q (1284.250000 sec): 3 clusters Score: Raw -1649435.357320 + Penalty 4609.660310 = -1644825.697010 nChanged 33 SP:Iteration 53Q (1284.480000 sec): 3 clusters Score: Raw -1649441.461498 + Penalty 4609.660310 = -1644831.801188 nChanged 24 SP:Iteration 54Q (1284.730000 sec): 3 clusters Score: Raw -1649444.945670 + Penalty 4609.660310 = -1644835.285360 nChanged 17 SP:Iteration 55Q (1284.970000 sec): 3 clusters Score: Raw -1649447.853515 + Penalty 4609.660310 = -1644838.193205 nChanged 16 SP:Iteration 56Q (1285.250000 sec): 3 clusters Score: Raw -1649450.460283 + Penalty 4609.660310 = -1644840.799973 nChanged 11 SP:Iteration 57Q (1285.450000 sec): 3 clusters Score: Raw -1649451.842690 + Penalty 4609.660310 = -1644842.182380 nChanged 10 SP:Iteration 58Q (1285.690000 sec): 3 clusters Score: Raw -1649453.362854 + Penalty 4609.660310 = -1644843.702544 nChanged 9 SP:Iteration 59Q (1285.870000 sec): 3 clusters Score: Raw -1649454.379311 + Penalty 4609.660310 = -1644844.719002 nChanged 7 SP:Iteration 60F (1286.050000 sec): 3 clusters Score: Raw -1649455.111644 + Penalty 4609.660310 = -1644845.451334 nChanged 7 SP:Iteration 61Q (1286.320000 sec): 3 clusters Score: Raw -1649456.140905 + Penalty 4609.660310 = -1644846.480595 nChanged 9 SP:Iteration 62Q (1286.570000 sec): 3 clusters Score: Raw -1649457.938205 + Penalty 4609.660310 = -1644848.277895 nChanged 12 SP:Iteration 63Q (1286.780000 sec): 3 clusters Score: Raw -1649459.482520 + Penalty 4609.660310 = -1644849.822210 nChanged 12 SP:Iteration 64Q (1286.990000 sec): 3 clusters Score: Raw -1649461.312016 + Penalty 4609.660310 = -1644851.651706 nChanged 15 SP:Iteration 65Q (1287.210000 sec): 3 clusters Score: Raw -1649463.837770 + Penalty 4609.660310 = -1644854.177460 nChanged 16 SP:Iteration 66Q (1287.530000 sec): 3 clusters Score: Raw -1649467.083043 + Penalty 4609.660310 = -1644857.422733 nChanged 17 SP:Iteration 67Q (1287.840000 sec): 3 clusters Score: Raw -1649469.640202 + Penalty 4609.660310 = -1644859.979892 nChanged 11 SP:Iteration 68Q (1288.150000 sec): 3 clusters Score: Raw -1649471.626963 + Penalty 4609.660310 = -1644861.966653 nChanged 11 SP:Iteration 69Q (1288.440000 sec): 3 clusters Score: Raw -1649473.431025 + Penalty 4609.660310 = -1644863.770715 nChanged 15 SP:Iteration 70Q (1288.700000 sec): 3 clusters Score: Raw -1649475.688865 + Penalty 4609.660310 = -1644866.028556 nChanged 5 SP:Iteration 71Q (1288.980000 sec): 3 clusters Score: Raw -1649476.201442 + Penalty 4609.660310 = -1644866.541132 nChanged 4 SP:Iteration 72Q (1289.270000 sec): 3 clusters Score: Raw -1649476.634411 + Penalty 4609.660310 = -1644866.974101 nChanged 6 SP:Iteration 73Q (1289.550000 sec): 3 clusters Score: Raw -1649477.248631 + Penalty 4609.660310 = -1644867.588321 nChanged 3 SP:Iteration 74Q (1289.810000 sec): 3 clusters Score: Raw -1649477.761949 + Penalty 4609.660310 = -1644868.101639 nChanged 3 SP:Iteration 75Q (1290.100000 sec): 3 clusters Score: Raw -1649478.397334 + Penalty 4609.660310 = -1644868.737025 nChanged 3 SP:Iteration 76Q (1290.390000 sec): 3 clusters Score: Raw -1649478.841228 + Penalty 4609.660310 = -1644869.180918 nChanged 3 SP:Iteration 77Q (1290.740000 sec): 3 clusters Score: Raw -1649479.120772 + Penalty 4609.660310 = -1644869.460462 nChanged 1 SP:Iteration 78Q (1291.030000 sec): 3 clusters Score: Raw -1649479.155716 + Penalty 4609.660310 = -1644869.495406 nChanged 0 SP:Iteration 79F (1291.360000 sec): 3 clusters Score: Raw -1649479.155716 + Penalty 4609.660310 = -1644869.495406 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (4235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1291.520000 sec): 2 clusters Score: Raw -619637.759016 + Penalty 2071.082375 = -617566.676641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1291.730000 sec): 3 clusters Score: Raw -617705.487966 + Penalty 4142.164749 = -613563.323217 nChanged 1535 SP:Iteration 1F (1292.020000 sec): 3 clusters Score: Raw -618641.313877 + Penalty 4142.164749 = -614499.149127 nChanged 319 SP:Iteration 2F (1292.240000 sec): 3 clusters Score: Raw -618893.241744 + Penalty 4142.164749 = -614751.076995 nChanged 255 SP:Iteration 3F (1292.520000 sec): 3 clusters Score: Raw -619146.115068 + Penalty 4142.164749 = -615003.950319 nChanged 245 SP:Iteration 4F (1292.680000 sec): 3 clusters Score: Raw -619542.021596 + Penalty 4142.164749 = -615399.856847 nChanged 259 SP:Iteration 5F (1292.890000 sec): 3 clusters Score: Raw -620124.134036 + Penalty 4142.164749 = -615981.969287 nChanged 292 SP:Iteration 6F (1293.070000 sec): 3 clusters Score: Raw -620879.946083 + Penalty 4142.164749 = -616737.781334 nChanged 307 SP:Iteration 7F (1293.290000 sec): 3 clusters Score: Raw -621338.829879 + Penalty 4142.164749 = -617196.665130 nChanged 265 SP:Iteration 8F (1293.490000 sec): 3 clusters Score: Raw -621600.716018 + Penalty 4142.164749 = -617458.551269 nChanged 213 SP:Iteration 9F (1293.700000 sec): 3 clusters Score: Raw -621795.844008 + Penalty 4142.164749 = -617653.679259 nChanged 182 SP:Iteration 10Q (1293.920000 sec): 3 clusters Score: Raw -621953.094448 + Penalty 4142.164749 = -617810.929698 nChanged 161 SP:Iteration 11Q (1294.130000 sec): 3 clusters Score: Raw -622098.239062 + Penalty 4142.164749 = -617956.074312 nChanged 153 SP:Iteration 12Q (1294.320000 sec): 3 clusters Score: Raw -622268.350290 + Penalty 4142.164749 = -618126.185541 nChanged 142 SP:Iteration 13Q (1294.520000 sec): 3 clusters Score: Raw -622423.216469 + Penalty 4142.164749 = -618281.051720 nChanged 101 SP:Iteration 14Q (1294.700000 sec): 3 clusters Score: Raw -622546.195982 + Penalty 4142.164749 = -618404.031233 nChanged 85 SP:Iteration 15Q (1294.920000 sec): 3 clusters Score: Raw -622653.806783 + Penalty 4142.164749 = -618511.642034 nChanged 63 SP:Iteration 16Q (1295.130000 sec): 3 clusters Score: Raw -622753.757298 + Penalty 4142.164749 = -618611.592549 nChanged 49 SP:Iteration 17Q (1295.310000 sec): 3 clusters Score: Raw -622849.248417 + Penalty 4142.164749 = -618707.083668 nChanged 38 SP:Iteration 18Q (1295.520000 sec): 3 clusters Score: Raw -622920.695543 + Penalty 4142.164749 = -618778.530794 nChanged 23 SP:Iteration 19Q (1295.700000 sec): 3 clusters Score: Raw -622951.456416 + Penalty 4142.164749 = -618809.291667 nChanged 19 SP:Iteration 20F (1295.980000 sec): 3 clusters Score: Raw -622976.760861 + Penalty 4142.164749 = -618834.596112 nChanged 15 SP:Iteration 21Q (1296.170000 sec): 3 clusters Score: Raw -622990.990046 + Penalty 4142.164749 = -618848.825297 nChanged 4 SP:Iteration 22Q (1296.360000 sec): 3 clusters Score: Raw -622994.194298 + Penalty 4142.164749 = -618852.029549 nChanged 1 SP:Iteration 23Q (1296.580000 sec): 3 clusters Score: Raw -622995.931357 + Penalty 4142.164749 = -618853.766608 nChanged 0 SP:Iteration 24F (1296.780000 sec): 3 clusters Score: Raw -622995.931357 + Penalty 4142.164749 = -618853.766608 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1296.860000 sec): 2 clusters Score: Raw -93652.402549 + Penalty 1627.135605 = -92025.266944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1297.020000 sec): 3 clusters Score: Raw -93638.072490 + Penalty 3254.271210 = -90383.801279 nChanged 209 SP:Iteration 1F (1297.240000 sec): 3 clusters Score: Raw -94148.063747 + Penalty 3254.271210 = -90893.792537 nChanged 63 SP:Iteration 2F (1297.370000 sec): 3 clusters Score: Raw -94509.125877 + Penalty 3254.271210 = -91254.854667 nChanged 56 SP:Iteration 3F (1297.560000 sec): 3 clusters Score: Raw -94869.918893 + Penalty 3254.271210 = -91615.647683 nChanged 50 SP:Iteration 4F (1297.740000 sec): 3 clusters Score: Raw -95077.968058 + Penalty 3254.271210 = -91823.696847 nChanged 37 SP:Iteration 5F (1297.960000 sec): 3 clusters Score: Raw -95235.739442 + Penalty 3254.271210 = -91981.468232 nChanged 21 SP:Iteration 6Q (1298.170000 sec): 3 clusters Score: Raw -95318.562900 + Penalty 3254.271210 = -92064.291689 nChanged 21 SP:Iteration 7Q (1298.320000 sec): 3 clusters Score: Raw -95391.178858 + Penalty 3254.271210 = -92136.907647 nChanged 12 SP:Iteration 8Q (1298.530000 sec): 3 clusters Score: Raw -95441.009954 + Penalty 3254.271210 = -92186.738744 nChanged 12 SP:Iteration 9Q (1298.710000 sec): 3 clusters Score: Raw -95480.418303 + Penalty 3254.271210 = -92226.147093 nChanged 12 SP:Iteration 10Q (1298.920000 sec): 3 clusters Score: Raw -95508.910378 + Penalty 3254.271210 = -92254.639168 nChanged 13 SP:Iteration 11Q (1299.110000 sec): 3 clusters Score: Raw -95549.811042 + Penalty 3254.271210 = -92295.539831 nChanged 10 SP:Iteration 12Q (1299.340000 sec): 3 clusters Score: Raw -95581.386207 + Penalty 3254.271210 = -92327.114996 nChanged 7 SP:Iteration 13Q (1299.580000 sec): 3 clusters Score: Raw -95599.637343 + Penalty 3254.271210 = -92345.366133 nChanged 8 SP:Iteration 14Q (1299.760000 sec): 3 clusters Score: Raw -95627.891891 + Penalty 3254.271210 = -92373.620681 nChanged 13 SP:Iteration 15Q (1299.960000 sec): 3 clusters Score: Raw -95674.443312 + Penalty 3254.271210 = -92420.172101 nChanged 7 SP:Iteration 16Q (1300.220000 sec): 3 clusters Score: Raw -95698.776488 + Penalty 3254.271210 = -92444.505278 nChanged 3 SP:Iteration 17Q (1300.380000 sec): 3 clusters Score: Raw -95712.684078 + Penalty 3254.271210 = -92458.412868 nChanged 6 SP:Iteration 18Q (1300.580000 sec): 3 clusters Score: Raw -95728.899217 + Penalty 3254.271210 = -92474.628007 nChanged 2 SP:Iteration 19Q (1300.760000 sec): 3 clusters Score: Raw -95733.088122 + Penalty 3254.271210 = -92478.816912 nChanged 1 SP:Iteration 20F (1300.960000 sec): 3 clusters Score: Raw -95755.175396 + Penalty 3254.271210 = -92500.904185 nChanged 9 SP:Iteration 21Q (1301.160000 sec): 3 clusters Score: Raw -95784.087264 + Penalty 3254.271210 = -92529.816053 nChanged 7 SP:Iteration 22Q (1301.420000 sec): 3 clusters Score: Raw -95803.705184 + Penalty 3254.271210 = -92549.433973 nChanged 2 SP:Iteration 23Q (1301.630000 sec): 3 clusters Score: Raw -95809.638909 + Penalty 3254.271210 = -92555.367698 nChanged 1 SP:Iteration 24Q (1301.800000 sec): 3 clusters Score: Raw -95811.014145 + Penalty 3254.271210 = -92556.742935 nChanged 4 SP:Iteration 25Q (1302.000000 sec): 3 clusters Score: Raw -95822.845661 + Penalty 3254.271210 = -92568.574451 nChanged 7 SP:Iteration 26Q (1302.230000 sec): 3 clusters Score: Raw -95852.591494 + Penalty 3254.271210 = -92598.320284 nChanged 9 SP:Iteration 27Q (1302.370000 sec): 3 clusters Score: Raw -95906.409969 + Penalty 3254.271210 = -92652.138759 nChanged 6 SP:Iteration 28Q (1302.590000 sec): 3 clusters Score: Raw -95924.955272 + Penalty 3254.271210 = -92670.684061 nChanged 7 SP:Iteration 29Q (1302.790000 sec): 3 clusters Score: Raw -95941.956633 + Penalty 3254.271210 = -92687.685422 nChanged 5 SP:Iteration 30Q (1302.950000 sec): 3 clusters Score: Raw -95953.607027 + Penalty 3254.271210 = -92699.335817 nChanged 2 SP:Iteration 31Q (1303.090000 sec): 3 clusters Score: Raw -95957.957106 + Penalty 3254.271210 = -92703.685896 nChanged 1 SP:Iteration 32Q (1303.280000 sec): 3 clusters Score: Raw -95958.938981 + Penalty 3254.271210 = -92704.667770 nChanged 0 SP:Iteration 33F (1303.510000 sec): 3 clusters Score: Raw -95958.938981 + Penalty 3254.271210 = -92704.667770 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1303.590000 sec): 2 clusters Score: Raw -101402.728606 + Penalty 1627.486135 = -99775.242471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1303.760000 sec): 3 clusters Score: Raw -101290.601326 + Penalty 3254.972270 = -98035.629055 nChanged 173 SP:Iteration 1F (1304.000000 sec): 3 clusters Score: Raw -101529.656541 + Penalty 3254.972270 = -98274.684270 nChanged 34 SP:Iteration 2Q (1304.190000 sec): 3 clusters Score: Raw -101586.604491 + Penalty 3254.972270 = -98331.632221 nChanged 26 SP:Iteration 3Q (1304.330000 sec): 3 clusters Score: Raw -101643.162651 + Penalty 3254.972270 = -98388.190381 nChanged 21 SP:Iteration 4Q (1304.470000 sec): 3 clusters Score: Raw -101676.414143 + Penalty 3254.972270 = -98421.441873 nChanged 15 SP:Iteration 5Q (1304.680000 sec): 3 clusters Score: Raw -101709.012281 + Penalty 3254.972270 = -98454.040010 nChanged 14 SP:Iteration 6Q (1304.830000 sec): 3 clusters Score: Raw -101751.650188 + Penalty 3254.972270 = -98496.677918 nChanged 14 SP:Iteration 7Q (1305.000000 sec): 3 clusters Score: Raw -101793.238055 + Penalty 3254.972270 = -98538.265784 nChanged 13 SP:Iteration 8Q (1305.190000 sec): 3 clusters Score: Raw -101827.740556 + Penalty 3254.972270 = -98572.768286 nChanged 12 SP:Iteration 9Q (1305.340000 sec): 3 clusters Score: Raw -101855.189081 + Penalty 3254.972270 = -98600.216810 nChanged 8 SP:Iteration 10Q (1305.530000 sec): 3 clusters Score: Raw -101878.572088 + Penalty 3254.972270 = -98623.599818 nChanged 12 SP:Iteration 11Q (1305.710000 sec): 3 clusters Score: Raw -101909.902866 + Penalty 3254.972270 = -98654.930595 nChanged 13 SP:Iteration 12Q (1305.900000 sec): 3 clusters Score: Raw -101947.212933 + Penalty 3254.972270 = -98692.240662 nChanged 19 SP:Iteration 13Q (1306.040000 sec): 3 clusters Score: Raw -102013.447311 + Penalty 3254.972270 = -98758.475040 nChanged 20 SP:Iteration 14Q (1306.280000 sec): 3 clusters Score: Raw -102093.052352 + Penalty 3254.972270 = -98838.080081 nChanged 17 SP:Iteration 15Q (1306.440000 sec): 3 clusters Score: Raw -102202.729322 + Penalty 3254.972270 = -98947.757051 nChanged 21 SP:Iteration 16Q (1306.650000 sec): 3 clusters Score: Raw -102355.490999 + Penalty 3254.972270 = -99100.518729 nChanged 24 SP:Iteration 17Q (1306.880000 sec): 3 clusters Score: Raw -102509.443519 + Penalty 3254.972270 = -99254.471249 nChanged 33 SP:Iteration 18Q (1307.040000 sec): 3 clusters Score: Raw -102705.885581 + Penalty 3254.972270 = -99450.913311 nChanged 29 SP:Iteration 19Q (1307.210000 sec): 3 clusters Score: Raw -102861.801808 + Penalty 3254.972270 = -99606.829538 nChanged 21 SP:Iteration 20F (1307.370000 sec): 3 clusters Score: Raw -102985.700676 + Penalty 3254.972270 = -99730.728406 nChanged 19 SP:Iteration 21Q (1307.570000 sec): 3 clusters Score: Raw -103070.900445 + Penalty 3254.972270 = -99815.928174 nChanged 13 SP:Iteration 22Q (1307.720000 sec): 3 clusters Score: Raw -103170.307408 + Penalty 3254.972270 = -99915.335137 nChanged 10 SP:Iteration 23Q (1307.860000 sec): 3 clusters Score: Raw -103226.606350 + Penalty 3254.972270 = -99971.634080 nChanged 3 SP:Iteration 24Q (1308.040000 sec): 3 clusters Score: Raw -103240.654168 + Penalty 3254.972270 = -99985.681898 nChanged 0 SP:Iteration 25F (1308.190000 sec): 3 clusters Score: Raw -103240.654168 + Penalty 3254.972270 = -99985.681898 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (3212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1308.320000 sec): 2 clusters Score: Raw -451074.128190 + Penalty 2002.512971 = -449071.615219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1308.490000 sec): 3 clusters Score: Raw -449699.124966 + Penalty 4005.025941 = -445694.099025 nChanged 1175 SP:Iteration 1F (1308.680000 sec): 3 clusters Score: Raw -450705.563517 + Penalty 4005.025941 = -446700.537576 nChanged 331 SP:Iteration 2F (1308.880000 sec): 3 clusters Score: Raw -451228.044213 + Penalty 4005.025941 = -447223.018272 nChanged 267 SP:Iteration 3F (1309.070000 sec): 3 clusters Score: Raw -451728.908652 + Penalty 4005.025941 = -447723.882711 nChanged 255 SP:Iteration 4F (1309.260000 sec): 3 clusters Score: Raw -452247.301076 + Penalty 4005.025941 = -448242.275135 nChanged 257 SP:Iteration 5F (1309.510000 sec): 3 clusters Score: Raw -452802.954750 + Penalty 4005.025941 = -448797.928809 nChanged 189 SP:Iteration 6F (1309.710000 sec): 3 clusters Score: Raw -453111.171338 + Penalty 4005.025941 = -449106.145397 nChanged 137 SP:Iteration 7Q (1309.880000 sec): 3 clusters Score: Raw -453251.687310 + Penalty 4005.025941 = -449246.661369 nChanged 63 SP:Iteration 8Q (1310.030000 sec): 3 clusters Score: Raw -453320.406057 + Penalty 4005.025941 = -449315.380116 nChanged 42 SP:Iteration 9Q (1310.210000 sec): 3 clusters Score: Raw -453358.204186 + Penalty 4005.025941 = -449353.178245 nChanged 31 SP:Iteration 10Q (1310.390000 sec): 3 clusters Score: Raw -453379.575480 + Penalty 4005.025941 = -449374.549539 nChanged 16 SP:Iteration 11Q (1310.580000 sec): 3 clusters Score: Raw -453389.700793 + Penalty 4005.025941 = -449384.674851 nChanged 14 SP:Iteration 12Q (1310.710000 sec): 3 clusters Score: Raw -453399.284865 + Penalty 4005.025941 = -449394.258923 nChanged 9 SP:Iteration 13Q (1310.840000 sec): 3 clusters Score: Raw -453408.495471 + Penalty 4005.025941 = -449403.469530 nChanged 11 SP:Iteration 14Q (1311.030000 sec): 3 clusters Score: Raw -453416.185306 + Penalty 4005.025941 = -449411.159365 nChanged 8 SP:Iteration 15Q (1311.180000 sec): 3 clusters Score: Raw -453423.376054 + Penalty 4005.025941 = -449418.350113 nChanged 11 SP:Iteration 16Q (1311.350000 sec): 3 clusters Score: Raw -453429.258482 + Penalty 4005.025941 = -449424.232541 nChanged 6 SP:Iteration 17Q (1311.490000 sec): 3 clusters Score: Raw -453432.295693 + Penalty 4005.025941 = -449427.269752 nChanged 1 SP:Iteration 18Q (1311.620000 sec): 3 clusters Score: Raw -453434.939667 + Penalty 4005.025941 = -449429.913726 nChanged 2 SP:Iteration 19Q (1311.730000 sec): 3 clusters Score: Raw -453435.649392 + Penalty 4005.025941 = -449430.623450 nChanged 0 SP:Iteration 20F (1311.840000 sec): 3 clusters Score: Raw -453435.854630 + Penalty 4005.025941 = -449430.828688 nChanged 1 SP:Iteration 21Q (1311.950000 sec): 3 clusters Score: Raw -453437.640288 + Penalty 4005.025941 = -449432.614346 nChanged 4 SP:Iteration 22Q (1312.070000 sec): 3 clusters Score: Raw -453439.315395 + Penalty 4005.025941 = -449434.289454 nChanged 2 SP:Iteration 23Q (1312.190000 sec): 3 clusters Score: Raw -453440.301846 + Penalty 4005.025941 = -449435.275905 nChanged 1 SP:Iteration 24Q (1312.320000 sec): 3 clusters Score: Raw -453440.687626 + Penalty 4005.025941 = -449435.661684 nChanged 1 SP:Iteration 25Q (1312.450000 sec): 3 clusters Score: Raw -453441.900414 + Penalty 4005.025941 = -449436.874473 nChanged 2 SP:Iteration 26Q (1312.580000 sec): 3 clusters Score: Raw -453444.154549 + Penalty 4005.025941 = -449439.128608 nChanged 4 SP:Iteration 27Q (1312.790000 sec): 3 clusters Score: Raw -453445.768690 + Penalty 4005.025941 = -449440.742749 nChanged 2 SP:Iteration 28Q (1312.950000 sec): 3 clusters Score: Raw -453446.732747 + Penalty 4005.025941 = -449441.706806 nChanged 0 SP:Iteration 29F (1313.080000 sec): 3 clusters Score: Raw -453446.732747 + Penalty 4005.025941 = -449441.706806 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (11252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1313.250000 sec): 2 clusters Score: Raw -1734072.126406 + Penalty 2313.418690 = -1731758.707716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1313.460000 sec): 3 clusters Score: Raw -1727853.771427 + Penalty 4626.837380 = -1723226.934047 nChanged 4795 SP:Iteration 1F (1313.720000 sec): 3 clusters Score: Raw -1730368.054441 + Penalty 4626.837380 = -1725741.217061 nChanged 770 SP:Iteration 2F (1313.960000 sec): 3 clusters Score: Raw -1730719.662290 + Penalty 4626.837380 = -1726092.824910 nChanged 553 SP:Iteration 3Q (1314.260000 sec): 3 clusters Score: Raw -1730942.509652 + Penalty 4626.837380 = -1726315.672272 nChanged 452 SP:Iteration 4Q (1314.530000 sec): 3 clusters Score: Raw -1731119.486888 + Penalty 4626.837380 = -1726492.649508 nChanged 417 SP:Iteration 5Q (1314.790000 sec): 3 clusters Score: Raw -1731304.796029 + Penalty 4626.837380 = -1726677.958649 nChanged 450 SP:Iteration 6Q (1315.060000 sec): 3 clusters Score: Raw -1731536.889725 + Penalty 4626.837380 = -1726910.052345 nChanged 503 SP:Iteration 7Q (1315.300000 sec): 3 clusters Score: Raw -1731831.658324 + Penalty 4626.837380 = -1727204.820944 nChanged 578 SP:Iteration 8F (1315.570000 sec): 3 clusters Score: Raw -1732189.560106 + Penalty 4626.837380 = -1727562.722725 nChanged 568 SP:Iteration 9F (1315.780000 sec): 3 clusters Score: Raw -1732572.366993 + Penalty 4626.837380 = -1727945.529613 nChanged 575 SP:Iteration 10F (1316.020000 sec): 3 clusters Score: Raw -1732973.554834 + Penalty 4626.837380 = -1728346.717453 nChanged 487 SP:Iteration 11Q (1316.240000 sec): 3 clusters Score: Raw -1733340.615030 + Penalty 4626.837380 = -1728713.777650 nChanged 399 SP:Iteration 12Q (1316.490000 sec): 3 clusters Score: Raw -1733614.988130 + Penalty 4626.837380 = -1728988.150750 nChanged 318 SP:Iteration 13Q (1316.730000 sec): 3 clusters Score: Raw -1733843.438216 + Penalty 4626.837380 = -1729216.600836 nChanged 250 SP:Iteration 14Q (1317.000000 sec): 3 clusters Score: Raw -1734010.059013 + Penalty 4626.837380 = -1729383.221633 nChanged 189 SP:Iteration 15Q (1317.240000 sec): 3 clusters Score: Raw -1734122.723127 + Penalty 4626.837380 = -1729495.885747 nChanged 146 SP:Iteration 16Q (1317.540000 sec): 3 clusters Score: Raw -1734211.297294 + Penalty 4626.837380 = -1729584.459914 nChanged 100 SP:Iteration 17Q (1317.770000 sec): 3 clusters Score: Raw -1734270.290571 + Penalty 4626.837380 = -1729643.453191 nChanged 72 SP:Iteration 18Q (1317.990000 sec): 3 clusters Score: Raw -1734316.259610 + Penalty 4626.837380 = -1729689.422230 nChanged 67 SP:Iteration 19Q (1318.220000 sec): 3 clusters Score: Raw -1734355.851496 + Penalty 4626.837380 = -1729729.014116 nChanged 53 SP:Iteration 20F (1318.500000 sec): 3 clusters Score: Raw -1734383.029009 + Penalty 4626.837380 = -1729756.191629 nChanged 32 SP:Iteration 21Q (1318.700000 sec): 3 clusters Score: Raw -1734399.802059 + Penalty 4626.837380 = -1729772.964678 nChanged 26 SP:Iteration 22Q (1318.960000 sec): 3 clusters Score: Raw -1734412.403956 + Penalty 4626.837380 = -1729785.566576 nChanged 17 SP:Iteration 23Q (1319.210000 sec): 3 clusters Score: Raw -1734422.839157 + Penalty 4626.837380 = -1729796.001777 nChanged 25 SP:Iteration 24Q (1319.450000 sec): 3 clusters Score: Raw -1734434.014645 + Penalty 4626.837380 = -1729807.177265 nChanged 14 SP:Iteration 25Q (1319.670000 sec): 3 clusters Score: Raw -1734442.094523 + Penalty 4626.837380 = -1729815.257143 nChanged 7 SP:Iteration 26Q (1319.870000 sec): 3 clusters Score: Raw -1734445.369153 + Penalty 4626.837380 = -1729818.531773 nChanged 7 SP:Iteration 27Q (1320.110000 sec): 3 clusters Score: Raw -1734448.937379 + Penalty 4626.837380 = -1729822.099998 nChanged 4 SP:Iteration 28Q (1320.370000 sec): 3 clusters Score: Raw -1734450.678555 + Penalty 4626.837380 = -1729823.841175 nChanged 5 SP:Iteration 29Q (1320.610000 sec): 3 clusters Score: Raw -1734453.639145 + Penalty 4626.837380 = -1729826.801765 nChanged 7 SP:Iteration 30Q (1320.880000 sec): 3 clusters Score: Raw -1734457.632766 + Penalty 4626.837380 = -1729830.795386 nChanged 5 SP:Iteration 31Q (1321.100000 sec): 3 clusters Score: Raw -1734460.092920 + Penalty 4626.837380 = -1729833.255539 nChanged 6 SP:Iteration 32Q (1321.350000 sec): 3 clusters Score: Raw -1734463.391030 + Penalty 4626.837380 = -1729836.553650 nChanged 6 SP:Iteration 33Q (1321.630000 sec): 3 clusters Score: Raw -1734468.153038 + Penalty 4626.837380 = -1729841.315658 nChanged 10 SP:Iteration 34Q (1321.870000 sec): 3 clusters Score: Raw -1734474.568595 + Penalty 4626.837380 = -1729847.731215 nChanged 11 SP:Iteration 35Q (1322.130000 sec): 3 clusters Score: Raw -1734479.736527 + Penalty 4626.837380 = -1729852.899147 nChanged 4 SP:Iteration 36Q (1322.390000 sec): 3 clusters Score: Raw -1734481.802127 + Penalty 4626.837380 = -1729854.964747 nChanged 7 SP:Iteration 37Q (1322.650000 sec): 3 clusters Score: Raw -1734486.851022 + Penalty 4626.837380 = -1729860.013642 nChanged 10 SP:Iteration 38Q (1322.920000 sec): 3 clusters Score: Raw -1734493.167602 + Penalty 4626.837380 = -1729866.330222 nChanged 9 SP:Iteration 39Q (1323.190000 sec): 3 clusters Score: Raw -1734499.354175 + Penalty 4626.837380 = -1729872.516795 nChanged 7 SP:Iteration 40F (1323.440000 sec): 3 clusters Score: Raw -1734503.130907 + Penalty 4626.837380 = -1729876.293527 nChanged 3 SP:Iteration 41Q (1323.720000 sec): 3 clusters Score: Raw -1734504.438131 + Penalty 4626.837380 = -1729877.600751 nChanged 1 SP:Iteration 42Q (1323.970000 sec): 3 clusters Score: Raw -1734505.468485 + Penalty 4626.837380 = -1729878.631105 nChanged 1 SP:Iteration 43Q (1324.220000 sec): 3 clusters Score: Raw -1734506.026630 + Penalty 4626.837380 = -1729879.189250 nChanged 1 SP:Iteration 44Q (1324.470000 sec): 3 clusters Score: Raw -1734506.248629 + Penalty 4626.837380 = -1729879.411249 nChanged 1 SP:Iteration 45Q (1324.720000 sec): 3 clusters Score: Raw -1734506.661982 + Penalty 4626.837380 = -1729879.824602 nChanged 1 SP:Iteration 46Q (1325.010000 sec): 3 clusters Score: Raw -1734506.904637 + Penalty 4626.837380 = -1729880.067256 nChanged 0 SP:Iteration 47F (1325.250000 sec): 3 clusters Score: Raw -1734506.904637 + Penalty 4626.837380 = -1729880.067256 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1325.370000 sec): 2 clusters Score: Raw -59418.331434 + Penalty 1594.170108 = -57824.161326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1325.550000 sec): 3 clusters Score: Raw -59791.896630 + Penalty 3188.340215 = -56603.556415 nChanged 205 SP:Iteration 1F (1325.730000 sec): 3 clusters Score: Raw -60820.241247 + Penalty 3188.340215 = -57631.901031 nChanged 102 SP:Iteration 2F (1325.930000 sec): 3 clusters Score: Raw -61635.190254 + Penalty 3188.340215 = -58446.850038 nChanged 46 SP:Iteration 3F (1326.110000 sec): 3 clusters Score: Raw -62152.076458 + Penalty 3188.340215 = -58963.736242 nChanged 23 SP:Iteration 4Q (1326.330000 sec): 3 clusters Score: Raw -62407.328131 + Penalty 3188.340215 = -59218.987916 nChanged 20 SP:Iteration 5Q (1326.510000 sec): 3 clusters Score: Raw -62579.536402 + Penalty 3188.340215 = -59391.196187 nChanged 8 SP:Iteration 6Q (1326.700000 sec): 3 clusters Score: Raw -62787.976285 + Penalty 3188.340215 = -59599.636070 nChanged 4 SP:Iteration 7Q (1326.890000 sec): 3 clusters Score: Raw -62885.546828 + Penalty 3188.340215 = -59697.206613 nChanged 3 SP:Iteration 8Q (1327.110000 sec): 3 clusters Score: Raw -62900.864180 + Penalty 3188.340215 = -59712.523965 nChanged 3 SP:Iteration 9Q (1327.310000 sec): 3 clusters Score: Raw -62907.393379 + Penalty 3188.340215 = -59719.053164 nChanged 0 SP:Iteration 10F (1327.490000 sec): 3 clusters Score: Raw -62935.773174 + Penalty 3188.340215 = -59747.432959 nChanged 3 SP:Iteration 11Q (1327.700000 sec): 3 clusters Score: Raw -63036.249100 + Penalty 3188.340215 = -59847.908884 nChanged 2 SP:Iteration 12Q (1327.900000 sec): 3 clusters Score: Raw -63114.840192 + Penalty 3188.340215 = -59926.499977 nChanged 3 SP:Iteration 13Q (1328.110000 sec): 3 clusters Score: Raw -63239.811124 + Penalty 3188.340215 = -60051.470909 nChanged 4 SP:Iteration 14Q (1328.320000 sec): 3 clusters Score: Raw -63276.766835 + Penalty 3188.340215 = -60088.426620 nChanged 5 SP:Iteration 15Q (1328.490000 sec): 3 clusters Score: Raw -63327.864992 + Penalty 3188.340215 = -60139.524776 nChanged 5 SP:Iteration 16Q (1328.680000 sec): 3 clusters Score: Raw -63435.507562 + Penalty 3188.340215 = -60247.167347 nChanged 2 SP:Iteration 17Q (1328.910000 sec): 3 clusters Score: Raw -63697.927194 + Penalty 3188.340215 = -60509.586979 nChanged 2 SP:Iteration 18Q (1329.050000 sec): 3 clusters Score: Raw -63746.184461 + Penalty 3188.340215 = -60557.844246 nChanged 2 SP:Iteration 19Q (1329.230000 sec): 3 clusters Score: Raw -63766.949093 + Penalty 3188.340215 = -60578.608878 nChanged 0 SP:Iteration 20F (1329.370000 sec): 3 clusters Score: Raw -63766.949093 + Penalty 3188.340215 = -60578.608878 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (148857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1330.230000 sec): 2 clusters Score: Raw -22536179.372948 + Penalty 2953.863865 = -22533225.509082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1331.310000 sec): 3 clusters Score: Raw -22439534.489821 + Penalty 5907.727731 = -22433626.762090 nChanged 71038 SP:Iteration 1F (1332.270000 sec): 3 clusters Score: Raw -22480556.323159 + Penalty 5907.727731 = -22474648.595429 nChanged 4243 SP:Iteration 2Q (1333.300000 sec): 3 clusters Score: Raw -22481481.062437 + Penalty 5907.727731 = -22475573.334706 nChanged 4377 SP:Iteration 3Q (1334.420000 sec): 3 clusters Score: Raw -22482531.942782 + Penalty 5907.727731 = -22476624.215051 nChanged 4735 SP:Iteration 4Q (1335.530000 sec): 3 clusters Score: Raw -22483858.759659 + Penalty 5907.727731 = -22477951.031928 nChanged 5270 SP:Iteration 5Q (1336.640000 sec): 3 clusters Score: Raw -22485551.041152 + Penalty 5907.727731 = -22479643.313421 nChanged 5704 SP:Iteration 6Q (1337.870000 sec): 3 clusters Score: Raw -22487584.031140 + Penalty 5907.727731 = -22481676.303409 nChanged 6093 SP:Iteration 7Q (1338.990000 sec): 3 clusters Score: Raw -22489960.380646 + Penalty 5907.727731 = -22484052.652915 nChanged 6372 SP:Iteration 8Q (1340.020000 sec): 3 clusters Score: Raw -22492481.300281 + Penalty 5907.727731 = -22486573.572550 nChanged 6414 SP:Iteration 9Q (1341.110000 sec): 3 clusters Score: Raw -22495015.826995 + Penalty 5907.727731 = -22489108.099264 nChanged 6326 SP:Iteration 10Q (1342.150000 sec): 3 clusters Score: Raw -22497561.866076 + Penalty 5907.727731 = -22491654.138345 nChanged 6196 SP:Iteration 11Q (1343.110000 sec): 3 clusters Score: Raw -22500089.750223 + Penalty 5907.727731 = -22494182.022492 nChanged 6341 SP:Iteration 12Q (1344.060000 sec): 3 clusters Score: Raw -22502951.944103 + Penalty 5907.727731 = -22497044.216372 nChanged 7068 SP:Iteration 13Q (1345.100000 sec): 3 clusters Score: Raw -22506581.147086 + Penalty 5907.727731 = -22500673.419356 nChanged 7851 SP:Iteration 14F (1346.070000 sec): 3 clusters Score: Raw -22511098.301087 + Penalty 5907.727731 = -22505190.573356 nChanged 8163 SP:Iteration 15F (1346.960000 sec): 3 clusters Score: Raw -22516198.787646 + Penalty 5907.727731 = -22510291.059915 nChanged 7953 SP:Iteration 16F (1347.820000 sec): 3 clusters Score: Raw -22521466.942918 + Penalty 5907.727731 = -22515559.215187 nChanged 7038 SP:Iteration 17Q (1348.720000 sec): 3 clusters Score: Raw -22526381.554375 + Penalty 5907.727731 = -22520473.826644 nChanged 5623 SP:Iteration 18Q (1349.650000 sec): 3 clusters Score: Raw -22530407.539986 + Penalty 5907.727731 = -22524499.812255 nChanged 3858 SP:Iteration 19Q (1350.570000 sec): 3 clusters Score: Raw -22533151.873219 + Penalty 5907.727731 = -22527244.145488 nChanged 2309 SP:Iteration 20F (1351.720000 sec): 3 clusters Score: Raw -22534757.682458 + Penalty 5907.727731 = -22528849.954727 nChanged 1233 SP:Iteration 21Q (1352.650000 sec): 3 clusters Score: Raw -22535591.234531 + Penalty 5907.727731 = -22529683.506800 nChanged 690 SP:Iteration 22Q (1353.590000 sec): 3 clusters Score: Raw -22536071.982770 + Penalty 5907.727731 = -22530164.255039 nChanged 345 SP:Iteration 23Q (1354.510000 sec): 3 clusters Score: Raw -22536312.760909 + Penalty 5907.727731 = -22530405.033179 nChanged 193 SP:Iteration 24Q (1355.370000 sec): 3 clusters Score: Raw -22536446.697872 + Penalty 5907.727731 = -22530538.970141 nChanged 121 SP:Iteration 25Q (1356.370000 sec): 3 clusters Score: Raw -22536532.652070 + Penalty 5907.727731 = -22530624.924339 nChanged 78 SP:Iteration 26Q (1357.190000 sec): 3 clusters Score: Raw -22536585.811285 + Penalty 5907.727731 = -22530678.083554 nChanged 56 SP:Iteration 27Q (1358.150000 sec): 3 clusters Score: Raw -22536630.290478 + Penalty 5907.727731 = -22530722.562748 nChanged 45 SP:Iteration 28Q (1359.000000 sec): 3 clusters Score: Raw -22536666.854792 + Penalty 5907.727731 = -22530759.127061 nChanged 23 SP:Iteration 29Q (1359.780000 sec): 3 clusters Score: Raw -22536684.318843 + Penalty 5907.727731 = -22530776.591112 nChanged 16 SP:Iteration 30Q (1360.560000 sec): 3 clusters Score: Raw -22536696.947577 + Penalty 5907.727731 = -22530789.219846 nChanged 17 SP:Iteration 31Q (1361.330000 sec): 3 clusters Score: Raw -22536709.648335 + Penalty 5907.727731 = -22530801.920604 nChanged 16 SP:Iteration 32Q (1362.100000 sec): 3 clusters Score: Raw -22536720.987667 + Penalty 5907.727731 = -22530813.259936 nChanged 14 SP:Iteration 33Q (1362.860000 sec): 3 clusters Score: Raw -22536730.717193 + Penalty 5907.727731 = -22530822.989463 nChanged 14 SP:Iteration 34Q (1363.600000 sec): 3 clusters Score: Raw -22536743.397517 + Penalty 5907.727731 = -22530835.669787 nChanged 9 SP:Iteration 35Q (1364.400000 sec): 3 clusters Score: Raw -22536749.969853 + Penalty 5907.727731 = -22530842.242122 nChanged 8 SP:Iteration 36Q (1365.220000 sec): 3 clusters Score: Raw -22536754.139733 + Penalty 5907.727731 = -22530846.412002 nChanged 6 SP:Iteration 37Q (1366.010000 sec): 3 clusters Score: Raw -22536757.208562 + Penalty 5907.727731 = -22530849.480832 nChanged 5 SP:Iteration 38Q (1366.830000 sec): 3 clusters Score: Raw -22536761.912813 + Penalty 5907.727731 = -22530854.185082 nChanged 5 SP:Iteration 39Q (1367.650000 sec): 3 clusters Score: Raw -22536765.213472 + Penalty 5907.727731 = -22530857.485741 nChanged 3 SP:Iteration 40F (1368.540000 sec): 3 clusters Score: Raw -22536766.553265 + Penalty 5907.727731 = -22530858.825534 nChanged 3 SP:Iteration 41Q (1369.320000 sec): 3 clusters Score: Raw -22536768.595528 + Penalty 5907.727731 = -22530860.867797 nChanged 5 SP:Iteration 42Q (1370.140000 sec): 3 clusters Score: Raw -22536770.519228 + Penalty 5907.727731 = -22530862.791497 nChanged 4 SP:Iteration 43Q (1370.920000 sec): 3 clusters Score: Raw -22536773.786651 + Penalty 5907.727731 = -22530866.058921 nChanged 3 SP:Iteration 44Q (1371.680000 sec): 3 clusters Score: Raw -22536775.059220 + Penalty 5907.727731 = -22530867.331489 nChanged 2 SP:Iteration 45Q (1372.470000 sec): 3 clusters Score: Raw -22536776.516974 + Penalty 5907.727731 = -22530868.789243 nChanged 1 SP:Iteration 46Q (1373.220000 sec): 3 clusters Score: Raw -22536777.650093 + Penalty 5907.727731 = -22530869.922362 nChanged 2 SP:Iteration 47Q (1373.980000 sec): 3 clusters Score: Raw -22536778.320234 + Penalty 5907.727731 = -22530870.592503 nChanged 1 SP:Iteration 48Q (1374.820000 sec): 3 clusters Score: Raw -22536778.626772 + Penalty 5907.727731 = -22530870.899041 nChanged 1 SP:Iteration 49Q (1375.620000 sec): 3 clusters Score: Raw -22536779.547836 + Penalty 5907.727731 = -22530871.820105 nChanged 2 SP:Iteration 50Q (1376.440000 sec): 3 clusters Score: Raw -22536781.215744 + Penalty 5907.727731 = -22530873.488013 nChanged 2 SP:Iteration 51Q (1377.290000 sec): 3 clusters Score: Raw -22536782.055217 + Penalty 5907.727731 = -22530874.327486 nChanged 2 SP:Iteration 52Q (1378.110000 sec): 3 clusters Score: Raw -22536783.484628 + Penalty 5907.727731 = -22530875.756898 nChanged 0 SP:Iteration 53F (1379.120000 sec): 3 clusters Score: Raw -22536783.484628 + Penalty 5907.727731 = -22530875.756898 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (1007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1379.250000 sec): 2 clusters Score: Raw -136580.151715 + Penalty 1714.853261 = -134865.298454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1379.450000 sec): 3 clusters Score: Raw -136469.823172 + Penalty 3429.706523 = -133040.116649 nChanged 290 SP:Iteration 1F (1379.640000 sec): 3 clusters Score: Raw -137200.563286 + Penalty 3429.706523 = -133770.856763 nChanged 115 SP:Iteration 2F (1379.780000 sec): 3 clusters Score: Raw -137728.794311 + Penalty 3429.706523 = -134299.087789 nChanged 120 SP:Iteration 3F (1379.970000 sec): 3 clusters Score: Raw -138308.447034 + Penalty 3429.706523 = -134878.740511 nChanged 114 SP:Iteration 4F (1380.150000 sec): 3 clusters Score: Raw -139182.491437 + Penalty 3429.706523 = -135752.784914 nChanged 91 SP:Iteration 5F (1380.340000 sec): 3 clusters Score: Raw -140012.206592 + Penalty 3429.706523 = -136582.500069 nChanged 62 SP:Iteration 6F (1380.530000 sec): 3 clusters Score: Raw -140613.264047 + Penalty 3429.706523 = -137183.557524 nChanged 34 SP:Iteration 7Q (1380.730000 sec): 3 clusters Score: Raw -140966.356513 + Penalty 3429.706523 = -137536.649990 nChanged 10 SP:Iteration 8Q (1380.870000 sec): 3 clusters Score: Raw -141177.528963 + Penalty 3429.706523 = -137747.822441 nChanged 5 SP:Iteration 9Q (1381.060000 sec): 3 clusters Score: Raw -141306.415276 + Penalty 3429.706523 = -137876.708753 nChanged 0 SP:Iteration 10F (1381.270000 sec): 3 clusters Score: Raw -141306.415276 + Penalty 3429.706523 = -137876.708753 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.370000 sec): 2 clusters Score: Raw -26760.354242 + Penalty 1327.260817 = -25433.093425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.500000 sec): 3 clusters Score: Raw -26993.664248 + Penalty 2654.521634 = -24339.142613 nChanged 22 SP:Iteration 1F (1381.680000 sec): 3 clusters Score: Raw -27106.975501 + Penalty 2654.521634 = -24452.453867 nChanged 6 SP:Iteration 2Q (1381.880000 sec): 3 clusters Score: Raw -27136.393866 + Penalty 2654.521634 = -24481.872232 nChanged 1 SP:Iteration 3Q (1382.050000 sec): 3 clusters Score: Raw -27141.066945 + Penalty 2654.521634 = -24486.545310 nChanged 0 SP:Iteration 4F (1382.210000 sec): 3 clusters Score: Raw -27141.066945 + Penalty 2654.521634 = -24486.545310 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (16654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.370000 sec): 2 clusters Score: Raw -2503854.695780 + Penalty 2410.660615 = -2501444.035165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.650000 sec): 3 clusters Score: Raw -2494392.060655 + Penalty 4821.321231 = -2489570.739424 nChanged 7200 SP:Iteration 1F (1382.930000 sec): 3 clusters Score: Raw -2498320.296551 + Penalty 4821.321231 = -2493498.975320 nChanged 900 SP:Iteration 2F (1383.170000 sec): 3 clusters Score: Raw -2498655.874885 + Penalty 4821.321231 = -2493834.553654 nChanged 729 SP:Iteration 3Q (1383.460000 sec): 3 clusters Score: Raw -2498894.470961 + Penalty 4821.321231 = -2494073.149730 nChanged 567 SP:Iteration 4Q (1383.720000 sec): 3 clusters Score: Raw -2499069.889921 + Penalty 4821.321231 = -2494248.568690 nChanged 517 SP:Iteration 5Q (1384.000000 sec): 3 clusters Score: Raw -2499244.486958 + Penalty 4821.321231 = -2494423.165728 nChanged 540 SP:Iteration 6Q (1384.280000 sec): 3 clusters Score: Raw -2499428.574440 + Penalty 4821.321231 = -2494607.253209 nChanged 527 SP:Iteration 7Q (1384.560000 sec): 3 clusters Score: Raw -2499622.241058 + Penalty 4821.321231 = -2494800.919827 nChanged 568 SP:Iteration 8Q (1384.840000 sec): 3 clusters Score: Raw -2499860.931856 + Penalty 4821.321231 = -2495039.610626 nChanged 663 SP:Iteration 9Q (1385.120000 sec): 3 clusters Score: Raw -2500199.470195 + Penalty 4821.321231 = -2495378.148965 nChanged 811 SP:Iteration 10Q (1385.390000 sec): 3 clusters Score: Raw -2500676.649720 + Penalty 4821.321231 = -2495855.328490 nChanged 887 SP:Iteration 11F (1385.670000 sec): 3 clusters Score: Raw -2501280.822772 + Penalty 4821.321231 = -2496459.501542 nChanged 861 SP:Iteration 12F (1385.930000 sec): 3 clusters Score: Raw -2501946.123599 + Penalty 4821.321231 = -2497124.802368 nChanged 828 SP:Iteration 13Q (1386.170000 sec): 3 clusters Score: Raw -2502660.008364 + Penalty 4821.321231 = -2497838.687133 nChanged 664 SP:Iteration 14Q (1386.490000 sec): 3 clusters Score: Raw -2503270.888168 + Penalty 4821.321231 = -2498449.566938 nChanged 461 SP:Iteration 15Q (1386.740000 sec): 3 clusters Score: Raw -2503734.704401 + Penalty 4821.321231 = -2498913.383170 nChanged 297 SP:Iteration 16Q (1387.020000 sec): 3 clusters Score: Raw -2504029.400835 + Penalty 4821.321231 = -2499208.079605 nChanged 188 SP:Iteration 17Q (1387.230000 sec): 3 clusters Score: Raw -2504222.360004 + Penalty 4821.321231 = -2499401.038773 nChanged 111 SP:Iteration 18Q (1387.480000 sec): 3 clusters Score: Raw -2504306.827205 + Penalty 4821.321231 = -2499485.505975 nChanged 82 SP:Iteration 19Q (1387.740000 sec): 3 clusters Score: Raw -2504365.046015 + Penalty 4821.321231 = -2499543.724785 nChanged 52 SP:Iteration 20F (1388.040000 sec): 3 clusters Score: Raw -2504393.410952 + Penalty 4821.321231 = -2499572.089721 nChanged 34 SP:Iteration 21Q (1388.280000 sec): 3 clusters Score: Raw -2504413.705179 + Penalty 4821.321231 = -2499592.383949 nChanged 24 SP:Iteration 22Q (1388.530000 sec): 3 clusters Score: Raw -2504427.565996 + Penalty 4821.321231 = -2499606.244766 nChanged 28 SP:Iteration 23Q (1388.730000 sec): 3 clusters Score: Raw -2504440.287426 + Penalty 4821.321231 = -2499618.966195 nChanged 19 SP:Iteration 24Q (1388.950000 sec): 3 clusters Score: Raw -2504451.314450 + Penalty 4821.321231 = -2499629.993219 nChanged 25 SP:Iteration 25Q (1389.200000 sec): 3 clusters Score: Raw -2504462.816606 + Penalty 4821.321231 = -2499641.495376 nChanged 22 SP:Iteration 26Q (1389.450000 sec): 3 clusters Score: Raw -2504474.074894 + Penalty 4821.321231 = -2499652.753664 nChanged 18 SP:Iteration 27Q (1389.710000 sec): 3 clusters Score: Raw -2504479.662732 + Penalty 4821.321231 = -2499658.341501 nChanged 5 SP:Iteration 28Q (1389.960000 sec): 3 clusters Score: Raw -2504481.711436 + Penalty 4821.321231 = -2499660.390205 nChanged 5 SP:Iteration 29Q (1390.220000 sec): 3 clusters Score: Raw -2504483.457284 + Penalty 4821.321231 = -2499662.136054 nChanged 3 SP:Iteration 30Q (1390.470000 sec): 3 clusters Score: Raw -2504484.465483 + Penalty 4821.321231 = -2499663.144253 nChanged 5 SP:Iteration 31Q (1390.780000 sec): 3 clusters Score: Raw -2504487.263915 + Penalty 4821.321231 = -2499665.942684 nChanged 3 SP:Iteration 32Q (1391.020000 sec): 3 clusters Score: Raw -2504488.366416 + Penalty 4821.321231 = -2499667.045185 nChanged 3 SP:Iteration 33Q (1391.300000 sec): 3 clusters Score: Raw -2504489.966512 + Penalty 4821.321231 = -2499668.645282 nChanged 3 SP:Iteration 34Q (1391.550000 sec): 3 clusters Score: Raw -2504491.401668 + Penalty 4821.321231 = -2499670.080438 nChanged 6 SP:Iteration 35Q (1391.780000 sec): 3 clusters Score: Raw -2504493.089647 + Penalty 4821.321231 = -2499671.768417 nChanged 3 SP:Iteration 36Q (1392.070000 sec): 3 clusters Score: Raw -2504494.009041 + Penalty 4821.321231 = -2499672.687811 nChanged 3 SP:Iteration 37Q (1392.330000 sec): 3 clusters Score: Raw -2504495.292257 + Penalty 4821.321231 = -2499673.971026 nChanged 3 SP:Iteration 38Q (1392.590000 sec): 3 clusters Score: Raw -2504496.420863 + Penalty 4821.321231 = -2499675.099632 nChanged 2 SP:Iteration 39Q (1392.880000 sec): 3 clusters Score: Raw -2504496.996626 + Penalty 4821.321231 = -2499675.675395 nChanged 1 SP:Iteration 40F (1393.170000 sec): 3 clusters Score: Raw -2504497.463451 + Penalty 4821.321231 = -2499676.142221 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (68084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1393.600000 sec): 2 clusters Score: Raw -10225406.264114 + Penalty 2759.867384 = -10222646.396730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1394.180000 sec): 3 clusters Score: Raw -10182473.669022 + Penalty 5519.734768 = -10176953.934254 nChanged 31759 SP:Iteration 1F (1394.720000 sec): 3 clusters Score: Raw -10200601.797661 + Penalty 5519.734768 = -10195082.062893 nChanged 2971 SP:Iteration 2Q (1395.340000 sec): 3 clusters Score: Raw -10201959.028889 + Penalty 5519.734768 = -10196439.294121 nChanged 3436 SP:Iteration 3F (1395.960000 sec): 3 clusters Score: Raw -10204379.267712 + Penalty 5519.734768 = -10198859.532944 nChanged 4277 SP:Iteration 4F (1396.520000 sec): 3 clusters Score: Raw -10207950.967147 + Penalty 5519.734768 = -10202431.232379 nChanged 4963 SP:Iteration 5F (1397.160000 sec): 3 clusters Score: Raw -10211406.623044 + Penalty 5519.734768 = -10205886.888276 nChanged 4815 SP:Iteration 6F (1397.770000 sec): 3 clusters Score: Raw -10214219.988935 + Penalty 5519.734768 = -10208700.254167 nChanged 4219 SP:Iteration 7F (1398.340000 sec): 3 clusters Score: Raw -10216458.211437 + Penalty 5519.734768 = -10210938.476669 nChanged 3523 SP:Iteration 8F (1398.890000 sec): 3 clusters Score: Raw -10218254.051532 + Penalty 5519.734768 = -10212734.316764 nChanged 2879 SP:Iteration 9Q (1399.460000 sec): 3 clusters Score: Raw -10219747.965180 + Penalty 5519.734768 = -10214228.230412 nChanged 2634 SP:Iteration 10Q (1400.040000 sec): 3 clusters Score: Raw -10221145.556305 + Penalty 5519.734768 = -10215625.821537 nChanged 2356 SP:Iteration 11Q (1400.620000 sec): 3 clusters Score: Raw -10222394.442662 + Penalty 5519.734768 = -10216874.707894 nChanged 2225 SP:Iteration 12Q (1401.210000 sec): 3 clusters Score: Raw -10223589.667751 + Penalty 5519.734768 = -10218069.932983 nChanged 2146 SP:Iteration 13Q (1401.800000 sec): 3 clusters Score: Raw -10224736.870804 + Penalty 5519.734768 = -10219217.136036 nChanged 1995 SP:Iteration 14Q (1402.370000 sec): 3 clusters Score: Raw -10225830.197306 + Penalty 5519.734768 = -10220310.462538 nChanged 1856 SP:Iteration 15Q (1402.930000 sec): 3 clusters Score: Raw -10226799.396462 + Penalty 5519.734768 = -10221279.661694 nChanged 1525 SP:Iteration 16Q (1403.530000 sec): 3 clusters Score: Raw -10227598.202168 + Penalty 5519.734768 = -10222078.467400 nChanged 1323 SP:Iteration 17Q (1404.090000 sec): 3 clusters Score: Raw -10228316.374529 + Penalty 5519.734768 = -10222796.639762 nChanged 1100 SP:Iteration 18Q (1404.620000 sec): 3 clusters Score: Raw -10228970.328486 + Penalty 5519.734768 = -10223450.593718 nChanged 935 SP:Iteration 19Q (1405.210000 sec): 3 clusters Score: Raw -10229548.732583 + Penalty 5519.734768 = -10224028.997815 nChanged 776 SP:Iteration 20F (1405.770000 sec): 3 clusters Score: Raw -10230046.332224 + Penalty 5519.734768 = -10224526.597456 nChanged 582 SP:Iteration 21Q (1406.330000 sec): 3 clusters Score: Raw -10230442.083364 + Penalty 5519.734768 = -10224922.348596 nChanged 481 SP:Iteration 22Q (1406.990000 sec): 3 clusters Score: Raw -10230721.415342 + Penalty 5519.734768 = -10225201.680574 nChanged 377 SP:Iteration 23Q (1407.490000 sec): 3 clusters Score: Raw -10230883.568790 + Penalty 5519.734768 = -10225363.834022 nChanged 287 SP:Iteration 24Q (1408.060000 sec): 3 clusters Score: Raw -10230985.941188 + Penalty 5519.734768 = -10225466.206420 nChanged 246 SP:Iteration 25Q (1408.630000 sec): 3 clusters Score: Raw -10231062.894169 + Penalty 5519.734768 = -10225543.159401 nChanged 212 SP:Iteration 26Q (1409.140000 sec): 3 clusters Score: Raw -10231120.708214 + Penalty 5519.734768 = -10225600.973446 nChanged 164 SP:Iteration 27Q (1409.690000 sec): 3 clusters Score: Raw -10231154.815932 + Penalty 5519.734768 = -10225635.081164 nChanged 114 SP:Iteration 28Q (1410.230000 sec): 3 clusters Score: Raw -10231175.080488 + Penalty 5519.734768 = -10225655.345720 nChanged 106 SP:Iteration 29Q (1410.750000 sec): 3 clusters Score: Raw -10231192.106420 + Penalty 5519.734768 = -10225672.371652 nChanged 88 SP:Iteration 30Q (1411.350000 sec): 3 clusters Score: Raw -10231206.347228 + Penalty 5519.734768 = -10225686.612460 nChanged 75 SP:Iteration 31Q (1411.900000 sec): 3 clusters Score: Raw -10231218.761741 + Penalty 5519.734768 = -10225699.026973 nChanged 79 SP:Iteration 32Q (1412.500000 sec): 3 clusters Score: Raw -10231230.740035 + Penalty 5519.734768 = -10225711.005267 nChanged 65 SP:Iteration 33Q (1413.050000 sec): 3 clusters Score: Raw -10231239.788554 + Penalty 5519.734768 = -10225720.053786 nChanged 63 SP:Iteration 34Q (1413.610000 sec): 3 clusters Score: Raw -10231250.237398 + Penalty 5519.734768 = -10225730.502630 nChanged 64 SP:Iteration 35Q (1414.190000 sec): 3 clusters Score: Raw -10231260.031447 + Penalty 5519.734768 = -10225740.296679 nChanged 61 SP:Iteration 36Q (1414.710000 sec): 3 clusters Score: Raw -10231268.838672 + Penalty 5519.734768 = -10225749.103904 nChanged 47 SP:Iteration 37Q (1415.290000 sec): 3 clusters Score: Raw -10231274.316030 + Penalty 5519.734768 = -10225754.581263 nChanged 33 SP:Iteration 38Q (1415.820000 sec): 3 clusters Score: Raw -10231277.457556 + Penalty 5519.734768 = -10225757.722788 nChanged 29 SP:Iteration 39Q (1416.350000 sec): 3 clusters Score: Raw -10231280.048150 + Penalty 5519.734768 = -10225760.313383 nChanged 31 SP:Iteration 40F (1417.000000 sec): 3 clusters Score: Raw -10231282.441997 + Penalty 5519.734768 = -10225762.707229 nChanged 21 SP:Iteration 41Q (1417.550000 sec): 3 clusters Score: Raw -10231284.406136 + Penalty 5519.734768 = -10225764.671369 nChanged 15 SP:Iteration 42Q (1418.080000 sec): 3 clusters Score: Raw -10231286.071702 + Penalty 5519.734768 = -10225766.336935 nChanged 15 SP:Iteration 43Q (1418.630000 sec): 3 clusters Score: Raw -10231287.426490 + Penalty 5519.734768 = -10225767.691722 nChanged 14 SP:Iteration 44Q (1419.200000 sec): 3 clusters Score: Raw -10231288.512266 + Penalty 5519.734768 = -10225768.777498 nChanged 14 SP:Iteration 45Q (1419.770000 sec): 3 clusters Score: Raw -10231289.719253 + Penalty 5519.734768 = -10225769.984485 nChanged 16 SP:Iteration 46Q (1420.300000 sec): 3 clusters Score: Raw -10231291.178724 + Penalty 5519.734768 = -10225771.443956 nChanged 15 SP:Iteration 47Q (1420.760000 sec): 3 clusters Score: Raw -10231292.802285 + Penalty 5519.734768 = -10225773.067518 nChanged 16 SP:Iteration 48Q (1421.300000 sec): 3 clusters Score: Raw -10231294.539364 + Penalty 5519.734768 = -10225774.804596 nChanged 20 SP:Iteration 49Q (1421.780000 sec): 3 clusters Score: Raw -10231296.207315 + Penalty 5519.734768 = -10225776.472547 nChanged 16 SP:Iteration 50Q (1422.260000 sec): 3 clusters Score: Raw -10231297.200038 + Penalty 5519.734768 = -10225777.465270 nChanged 10 SP:Iteration 51Q (1422.750000 sec): 3 clusters Score: Raw -10231297.848005 + Penalty 5519.734768 = -10225778.113237 nChanged 15 SP:Iteration 52Q (1423.270000 sec): 3 clusters Score: Raw -10231298.958776 + Penalty 5519.734768 = -10225779.224008 nChanged 15 SP:Iteration 53Q (1423.760000 sec): 3 clusters Score: Raw -10231300.147655 + Penalty 5519.734768 = -10225780.412887 nChanged 16 SP:Iteration 54Q (1424.310000 sec): 3 clusters Score: Raw -10231301.464209 + Penalty 5519.734768 = -10225781.729441 nChanged 21 SP:Iteration 55Q (1424.890000 sec): 3 clusters Score: Raw -10231303.607461 + Penalty 5519.734768 = -10225783.872693 nChanged 23 SP:Iteration 56Q (1425.440000 sec): 3 clusters Score: Raw -10231306.508352 + Penalty 5519.734768 = -10225786.773584 nChanged 22 SP:Iteration 57Q (1426.030000 sec): 3 clusters Score: Raw -10231309.044101 + Penalty 5519.734768 = -10225789.309333 nChanged 24 SP:Iteration 58Q (1426.610000 sec): 3 clusters Score: Raw -10231312.512548 + Penalty 5519.734768 = -10225792.777780 nChanged 24 SP:Iteration 59Q (1427.150000 sec): 3 clusters Score: Raw -10231315.140455 + Penalty 5519.734768 = -10225795.405687 nChanged 25 SP:Iteration 60F (1427.720000 sec): 3 clusters Score: Raw -10231316.914133 + Penalty 5519.734768 = -10225797.179365 nChanged 14 SP:Iteration 61Q (1428.260000 sec): 3 clusters Score: Raw -10231317.891161 + Penalty 5519.734768 = -10225798.156393 nChanged 16 SP:Iteration 62Q (1428.790000 sec): 3 clusters Score: Raw -10231319.408014 + Penalty 5519.734768 = -10225799.673246 nChanged 14 SP:Iteration 63Q (1429.320000 sec): 3 clusters Score: Raw -10231320.391691 + Penalty 5519.734768 = -10225800.656923 nChanged 6 SP:Iteration 64Q (1429.860000 sec): 3 clusters Score: Raw -10231320.697890 + Penalty 5519.734768 = -10225800.963122 nChanged 5 SP:Iteration 65Q (1430.370000 sec): 3 clusters Score: Raw -10231321.013543 + Penalty 5519.734768 = -10225801.278775 nChanged 3 SP:Iteration 66Q (1430.920000 sec): 3 clusters Score: Raw -10231321.181968 + Penalty 5519.734768 = -10225801.447200 nChanged 1 SP:Iteration 67Q (1431.420000 sec): 3 clusters Score: Raw -10231321.215741 + Penalty 5519.734768 = -10225801.480973 nChanged 0 SP:Iteration 68F (1432.020000 sec): 3 clusters Score: Raw -10231321.215741 + Penalty 5519.734768 = -10225801.480973 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1432.160000 sec): 2 clusters Score: Raw -146034.181793 + Penalty 1706.844493 = -144327.337300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1432.290000 sec): 3 clusters Score: Raw -145805.734989 + Penalty 3413.688986 = -142392.046003 nChanged 243 SP:Iteration 1F (1432.440000 sec): 3 clusters Score: Raw -146119.837868 + Penalty 3413.688986 = -142706.148882 nChanged 64 SP:Iteration 2F (1432.660000 sec): 3 clusters Score: Raw -146212.482901 + Penalty 3413.688986 = -142798.793916 nChanged 39 SP:Iteration 3Q (1432.810000 sec): 3 clusters Score: Raw -146280.397874 + Penalty 3413.688986 = -142866.708888 nChanged 37 SP:Iteration 4Q (1433.000000 sec): 3 clusters Score: Raw -146343.285180 + Penalty 3413.688986 = -142929.596195 nChanged 23 SP:Iteration 5Q (1433.150000 sec): 3 clusters Score: Raw -146384.603274 + Penalty 3413.688986 = -142970.914289 nChanged 17 SP:Iteration 6Q (1433.280000 sec): 3 clusters Score: Raw -146410.276005 + Penalty 3413.688986 = -142996.587019 nChanged 11 SP:Iteration 7Q (1433.400000 sec): 3 clusters Score: Raw -146427.516219 + Penalty 3413.688986 = -143013.827233 nChanged 11 SP:Iteration 8Q (1433.510000 sec): 3 clusters Score: Raw -146442.920648 + Penalty 3413.688986 = -143029.231662 nChanged 14 SP:Iteration 9Q (1433.620000 sec): 3 clusters Score: Raw -146470.114024 + Penalty 3413.688986 = -143056.425039 nChanged 13 SP:Iteration 10Q (1433.730000 sec): 3 clusters Score: Raw -146494.490999 + Penalty 3413.688986 = -143080.802013 nChanged 18 SP:Iteration 11Q (1433.840000 sec): 3 clusters Score: Raw -146523.334933 + Penalty 3413.688986 = -143109.645947 nChanged 14 SP:Iteration 12Q (1433.960000 sec): 3 clusters Score: Raw -146568.198948 + Penalty 3413.688986 = -143154.509963 nChanged 17 SP:Iteration 13Q (1434.070000 sec): 3 clusters Score: Raw -146611.551447 + Penalty 3413.688986 = -143197.862462 nChanged 27 SP:Iteration 14Q (1434.180000 sec): 3 clusters Score: Raw -146667.843144 + Penalty 3413.688986 = -143254.154158 nChanged 24 SP:Iteration 15Q (1434.290000 sec): 3 clusters Score: Raw -146716.207093 + Penalty 3413.688986 = -143302.518108 nChanged 20 SP:Iteration 16Q (1434.400000 sec): 3 clusters Score: Raw -146746.226146 + Penalty 3413.688986 = -143332.537161 nChanged 10 SP:Iteration 17Q (1434.520000 sec): 3 clusters Score: Raw -146768.975310 + Penalty 3413.688986 = -143355.286324 nChanged 20 SP:Iteration 18Q (1434.630000 sec): 3 clusters Score: Raw -146822.936398 + Penalty 3413.688986 = -143409.247412 nChanged 20 SP:Iteration 19Q (1434.740000 sec): 3 clusters Score: Raw -146874.834038 + Penalty 3413.688986 = -143461.145052 nChanged 19 SP:Iteration 20F (1434.850000 sec): 3 clusters Score: Raw -146915.877853 + Penalty 3413.688986 = -143502.188867 nChanged 24 SP:Iteration 21Q (1434.970000 sec): 3 clusters Score: Raw -146998.076424 + Penalty 3413.688986 = -143584.387439 nChanged 26 SP:Iteration 22Q (1435.100000 sec): 3 clusters Score: Raw -147075.062898 + Penalty 3413.688986 = -143661.373912 nChanged 27 SP:Iteration 23Q (1435.270000 sec): 3 clusters Score: Raw -147151.547597 + Penalty 3413.688986 = -143737.858611 nChanged 22 SP:Iteration 24Q (1435.460000 sec): 3 clusters Score: Raw -147233.447850 + Penalty 3413.688986 = -143819.758864 nChanged 18 SP:Iteration 25Q (1435.640000 sec): 3 clusters Score: Raw -147295.393033 + Penalty 3413.688986 = -143881.704047 nChanged 18 SP:Iteration 26Q (1435.800000 sec): 3 clusters Score: Raw -147349.390624 + Penalty 3413.688986 = -143935.701639 nChanged 20 SP:Iteration 27Q (1435.950000 sec): 3 clusters Score: Raw -147407.160436 + Penalty 3413.688986 = -143993.471450 nChanged 12 SP:Iteration 28Q (1436.130000 sec): 3 clusters Score: Raw -147428.065483 + Penalty 3413.688986 = -144014.376498 nChanged 4 SP:Iteration 29Q (1436.310000 sec): 3 clusters Score: Raw -147432.656634 + Penalty 3413.688986 = -144018.967648 nChanged 2 SP:Iteration 30Q (1436.480000 sec): 3 clusters Score: Raw -147435.008440 + Penalty 3413.688986 = -144021.319454 nChanged 1 SP:Iteration 31Q (1436.700000 sec): 3 clusters Score: Raw -147435.772868 + Penalty 3413.688986 = -144022.083883 nChanged 3 SP:Iteration 32Q (1436.850000 sec): 3 clusters Score: Raw -147441.713685 + Penalty 3413.688986 = -144028.024700 nChanged 1 SP:Iteration 33Q (1437.040000 sec): 3 clusters Score: Raw -147442.199727 + Penalty 3413.688986 = -144028.510742 nChanged 0 SP:Iteration 34F (1437.260000 sec): 3 clusters Score: Raw -147442.199727 + Penalty 3413.688986 = -144028.510742 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (2712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1437.350000 sec): 2 clusters Score: Raw -414042.028909 + Penalty 1960.549529 = -412081.479380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1437.540000 sec): 3 clusters Score: Raw -412917.916314 + Penalty 3921.099058 = -408996.817256 nChanged 936 SP:Iteration 1F (1437.720000 sec): 3 clusters Score: Raw -413525.245575 + Penalty 3921.099058 = -409604.146517 nChanged 187 SP:Iteration 2F (1437.910000 sec): 3 clusters Score: Raw -413674.060795 + Penalty 3921.099058 = -409752.961737 nChanged 123 SP:Iteration 3Q (1438.070000 sec): 3 clusters Score: Raw -413776.188125 + Penalty 3921.099058 = -409855.089067 nChanged 86 SP:Iteration 4Q (1438.260000 sec): 3 clusters Score: Raw -413845.018948 + Penalty 3921.099058 = -409923.919890 nChanged 76 SP:Iteration 5Q (1438.430000 sec): 3 clusters Score: Raw -413915.381160 + Penalty 3921.099058 = -409994.282102 nChanged 66 SP:Iteration 6Q (1438.610000 sec): 3 clusters Score: Raw -413972.238283 + Penalty 3921.099058 = -410051.139225 nChanged 62 SP:Iteration 7Q (1438.760000 sec): 3 clusters Score: Raw -414025.520348 + Penalty 3921.099058 = -410104.421290 nChanged 62 SP:Iteration 8Q (1438.970000 sec): 3 clusters Score: Raw -414109.378508 + Penalty 3921.099058 = -410188.279450 nChanged 78 SP:Iteration 9Q (1439.230000 sec): 3 clusters Score: Raw -414215.670558 + Penalty 3921.099058 = -410294.571500 nChanged 90 SP:Iteration 10Q (1439.370000 sec): 3 clusters Score: Raw -414312.163222 + Penalty 3921.099058 = -410391.064164 nChanged 97 SP:Iteration 11Q (1439.640000 sec): 3 clusters Score: Raw -414398.181391 + Penalty 3921.099058 = -410477.082333 nChanged 94 SP:Iteration 12Q (1439.830000 sec): 3 clusters Score: Raw -414475.225139 + Penalty 3921.099058 = -410554.126081 nChanged 72 SP:Iteration 13Q (1440.010000 sec): 3 clusters Score: Raw -414531.991869 + Penalty 3921.099058 = -410610.892811 nChanged 80 SP:Iteration 14Q (1440.200000 sec): 3 clusters Score: Raw -414608.563057 + Penalty 3921.099058 = -410687.463999 nChanged 73 SP:Iteration 15Q (1440.420000 sec): 3 clusters Score: Raw -414673.270603 + Penalty 3921.099058 = -410752.171545 nChanged 55 SP:Iteration 16Q (1440.620000 sec): 3 clusters Score: Raw -414722.533763 + Penalty 3921.099058 = -410801.434705 nChanged 54 SP:Iteration 17Q (1440.820000 sec): 3 clusters Score: Raw -414759.969885 + Penalty 3921.099058 = -410838.870827 nChanged 36 SP:Iteration 18Q (1440.980000 sec): 3 clusters Score: Raw -414787.237827 + Penalty 3921.099058 = -410866.138769 nChanged 31 SP:Iteration 19Q (1441.220000 sec): 3 clusters Score: Raw -414807.264327 + Penalty 3921.099058 = -410886.165269 nChanged 17 SP:Iteration 20F (1441.410000 sec): 3 clusters Score: Raw -414816.070539 + Penalty 3921.099058 = -410894.971482 nChanged 9 SP:Iteration 21Q (1441.600000 sec): 3 clusters Score: Raw -414822.959558 + Penalty 3921.099058 = -410901.860500 nChanged 6 SP:Iteration 22Q (1441.740000 sec): 3 clusters Score: Raw -414827.129672 + Penalty 3921.099058 = -410906.030614 nChanged 8 SP:Iteration 23Q (1441.980000 sec): 3 clusters Score: Raw -414832.031665 + Penalty 3921.099058 = -410910.932607 nChanged 9 SP:Iteration 24Q (1442.130000 sec): 3 clusters Score: Raw -414836.881032 + Penalty 3921.099058 = -410915.781974 nChanged 8 SP:Iteration 25Q (1442.320000 sec): 3 clusters Score: Raw -414840.428850 + Penalty 3921.099058 = -410919.329792 nChanged 4 SP:Iteration 26Q (1442.490000 sec): 3 clusters Score: Raw -414843.262993 + Penalty 3921.099058 = -410922.163935 nChanged 1 SP:Iteration 27Q (1442.690000 sec): 3 clusters Score: Raw -414843.505356 + Penalty 3921.099058 = -410922.406298 nChanged 0 SP:Iteration 28F (1442.900000 sec): 3 clusters Score: Raw -414843.505356 + Penalty 3921.099058 = -410922.406298 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (1307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1442.980000 sec): 2 clusters Score: Raw -188900.022990 + Penalty 1779.521449 = -187120.501541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1443.180000 sec): 3 clusters Score: Raw -188553.720791 + Penalty 3559.042898 = -184994.677893 nChanged 387 SP:Iteration 1F (1443.380000 sec): 3 clusters Score: Raw -189016.812565 + Penalty 3559.042898 = -185457.769667 nChanged 105 SP:Iteration 2F (1443.540000 sec): 3 clusters Score: Raw -189193.781419 + Penalty 3559.042898 = -185634.738521 nChanged 68 SP:Iteration 3F (1443.740000 sec): 3 clusters Score: Raw -189304.464412 + Penalty 3559.042898 = -185745.421514 nChanged 45 SP:Iteration 4Q (1443.900000 sec): 3 clusters Score: Raw -189393.547241 + Penalty 3559.042898 = -185834.504343 nChanged 47 SP:Iteration 5Q (1444.120000 sec): 3 clusters Score: Raw -189512.183111 + Penalty 3559.042898 = -185953.140213 nChanged 53 SP:Iteration 6Q (1444.340000 sec): 3 clusters Score: Raw -189703.832433 + Penalty 3559.042898 = -186144.789535 nChanged 65 SP:Iteration 7Q (1444.540000 sec): 3 clusters Score: Raw -189930.711286 + Penalty 3559.042898 = -186371.668388 nChanged 60 SP:Iteration 8Q (1444.710000 sec): 3 clusters Score: Raw -190046.332679 + Penalty 3559.042898 = -186487.289781 nChanged 42 SP:Iteration 9Q (1444.920000 sec): 3 clusters Score: Raw -190109.353309 + Penalty 3559.042898 = -186550.310411 nChanged 30 SP:Iteration 10Q (1445.070000 sec): 3 clusters Score: Raw -190161.240453 + Penalty 3559.042898 = -186602.197555 nChanged 30 SP:Iteration 11Q (1445.280000 sec): 3 clusters Score: Raw -190215.718344 + Penalty 3559.042898 = -186656.675446 nChanged 34 SP:Iteration 12Q (1445.490000 sec): 3 clusters Score: Raw -190290.137327 + Penalty 3559.042898 = -186731.094429 nChanged 41 SP:Iteration 13Q (1445.680000 sec): 3 clusters Score: Raw -190421.289441 + Penalty 3559.042898 = -186862.246543 nChanged 35 SP:Iteration 14Q (1445.880000 sec): 3 clusters Score: Raw -190557.619509 + Penalty 3559.042898 = -186998.576611 nChanged 38 SP:Iteration 15Q (1446.040000 sec): 3 clusters Score: Raw -190820.389027 + Penalty 3559.042898 = -187261.346129 nChanged 34 SP:Iteration 16Q (1446.240000 sec): 3 clusters Score: Raw -191132.075937 + Penalty 3559.042898 = -187573.033039 nChanged 23 SP:Iteration 17Q (1446.450000 sec): 3 clusters Score: Raw -191345.021249 + Penalty 3559.042898 = -187785.978351 nChanged 9 SP:Iteration 18Q (1446.620000 sec): 3 clusters Score: Raw -191401.318779 + Penalty 3559.042898 = -187842.275881 nChanged 3 SP:Iteration 19Q (1446.810000 sec): 3 clusters Score: Raw -191417.242789 + Penalty 3559.042898 = -187858.199891 nChanged 1 SP:Iteration 20F (1446.990000 sec): 3 clusters Score: Raw -191422.024426 + Penalty 3559.042898 = -187862.981528 nChanged 1 SP:Iteration 21Q (1447.180000 sec): 3 clusters Score: Raw -191426.383651 + Penalty 3559.042898 = -187867.340753 nChanged 1 SP:Iteration 22Q (1447.360000 sec): 3 clusters Score: Raw -191438.285856 + Penalty 3559.042898 = -187879.242958 nChanged 4 SP:Iteration 23Q (1447.490000 sec): 3 clusters Score: Raw -191545.155811 + Penalty 3559.042898 = -187986.112913 nChanged 2 SP:Iteration 24Q (1447.680000 sec): 3 clusters Score: Raw -191585.453053 + Penalty 3559.042898 = -188026.410155 nChanged 0 SP:Iteration 25F (1447.850000 sec): 3 clusters Score: Raw -191585.453053 + Penalty 3559.042898 = -188026.410155 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (1576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1447.960000 sec): 2 clusters Score: Raw -229293.671309 + Penalty 1825.936027 = -227467.735282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1448.080000 sec): 3 clusters Score: Raw -228862.386438 + Penalty 3651.872054 = -225210.514383 nChanged 499 SP:Iteration 1F (1448.240000 sec): 3 clusters Score: Raw -230191.207018 + Penalty 3651.872054 = -226539.334964 nChanged 244 SP:Iteration 2F (1448.440000 sec): 3 clusters Score: Raw -231806.290284 + Penalty 3651.872054 = -228154.418230 nChanged 227 SP:Iteration 3F (1448.640000 sec): 3 clusters Score: Raw -234504.861170 + Penalty 3651.872054 = -230852.989116 nChanged 155 SP:Iteration 4F (1448.840000 sec): 3 clusters Score: Raw -236538.258695 + Penalty 3651.872054 = -232886.386641 nChanged 27 SP:Iteration 5Q (1449.020000 sec): 3 clusters Score: Raw -237350.242483 + Penalty 3651.872054 = -233698.370429 nChanged 0 SP:Iteration 6F (1449.240000 sec): 3 clusters Score: Raw -237350.242483 + Penalty 3651.872054 = -233698.370429 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1449.320000 sec): 2 clusters Score: Raw -25769.653790 + Penalty 1303.858852 = -24465.794937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1449.520000 sec): 3 clusters Score: Raw -26008.381077 + Penalty 2607.717705 = -23400.663373 nChanged 15 SP:Iteration 1F (1449.700000 sec): 3 clusters Score: Raw -26072.928000 + Penalty 2607.717705 = -23465.210296 nChanged 10 SP:Iteration 2F (1449.880000 sec): 3 clusters Score: Raw -26128.870329 + Penalty 2607.717705 = -23521.152624 nChanged 7 SP:Iteration 3Q (1450.060000 sec): 3 clusters Score: Raw -26164.418248 + Penalty 2607.717705 = -23556.700544 nChanged 4 SP:Iteration 4Q (1450.240000 sec): 3 clusters Score: Raw -26184.081040 + Penalty 2607.717705 = -23576.363336 nChanged 0 SP:Iteration 5F (1450.430000 sec): 3 clusters Score: Raw -26184.081040 + Penalty 2607.717705 = -23576.363336 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (1716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1450.560000 sec): 2 clusters Score: Raw -245197.770603 + Penalty 1847.042317 = -243350.728286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1450.760000 sec): 3 clusters Score: Raw -244667.536966 + Penalty 3694.084635 = -240973.452331 nChanged 551 SP:Iteration 1F (1450.960000 sec): 3 clusters Score: Raw -245433.814089 + Penalty 3694.084635 = -241739.729454 nChanged 218 SP:Iteration 2F (1451.110000 sec): 3 clusters Score: Raw -246067.898423 + Penalty 3694.084635 = -242373.813788 nChanged 180 SP:Iteration 3F (1451.280000 sec): 3 clusters Score: Raw -246681.722047 + Penalty 3694.084635 = -242987.637413 nChanged 171 SP:Iteration 4F (1451.440000 sec): 3 clusters Score: Raw -247193.663184 + Penalty 3694.084635 = -243499.578549 nChanged 118 SP:Iteration 5F (1451.650000 sec): 3 clusters Score: Raw -247421.014725 + Penalty 3694.084635 = -243726.930090 nChanged 68 SP:Iteration 6Q (1451.850000 sec): 3 clusters Score: Raw -247513.757748 + Penalty 3694.084635 = -243819.673113 nChanged 27 SP:Iteration 7Q (1452.040000 sec): 3 clusters Score: Raw -247553.955089 + Penalty 3694.084635 = -243859.870454 nChanged 25 SP:Iteration 8Q (1452.220000 sec): 3 clusters Score: Raw -247589.982200 + Penalty 3694.084635 = -243895.897566 nChanged 18 SP:Iteration 9Q (1452.400000 sec): 3 clusters Score: Raw -247614.048851 + Penalty 3694.084635 = -243919.964216 nChanged 18 SP:Iteration 10Q (1452.590000 sec): 3 clusters Score: Raw -247640.786799 + Penalty 3694.084635 = -243946.702164 nChanged 20 SP:Iteration 11Q (1452.780000 sec): 3 clusters Score: Raw -247669.696481 + Penalty 3694.084635 = -243975.611846 nChanged 17 SP:Iteration 12Q (1452.950000 sec): 3 clusters Score: Raw -247705.961672 + Penalty 3694.084635 = -244011.877037 nChanged 20 SP:Iteration 13Q (1453.140000 sec): 3 clusters Score: Raw -247759.550046 + Penalty 3694.084635 = -244065.465411 nChanged 17 SP:Iteration 14Q (1453.340000 sec): 3 clusters Score: Raw -247809.593013 + Penalty 3694.084635 = -244115.508378 nChanged 16 SP:Iteration 15Q (1453.500000 sec): 3 clusters Score: Raw -247854.083993 + Penalty 3694.084635 = -244159.999358 nChanged 19 SP:Iteration 16Q (1453.730000 sec): 3 clusters Score: Raw -247893.824799 + Penalty 3694.084635 = -244199.740165 nChanged 25 SP:Iteration 17Q (1453.920000 sec): 3 clusters Score: Raw -247933.233693 + Penalty 3694.084635 = -244239.149058 nChanged 8 SP:Iteration 18Q (1454.090000 sec): 3 clusters Score: Raw -247942.592665 + Penalty 3694.084635 = -244248.508030 nChanged 1 SP:Iteration 19Q (1454.280000 sec): 3 clusters Score: Raw -247943.251767 + Penalty 3694.084635 = -244249.167132 nChanged 2 SP:Iteration 20F (1454.460000 sec): 3 clusters Score: Raw -247948.976367 + Penalty 3694.084635 = -244254.891732 nChanged 2 SP:Iteration 21Q (1454.650000 sec): 3 clusters Score: Raw -247954.439360 + Penalty 3694.084635 = -244260.354726 nChanged 3 SP:Iteration 22Q (1454.840000 sec): 3 clusters Score: Raw -247964.628270 + Penalty 3694.084635 = -244270.543635 nChanged 3 SP:Iteration 23Q (1454.980000 sec): 3 clusters Score: Raw -247980.794005 + Penalty 3694.084635 = -244286.709370 nChanged 3 SP:Iteration 24Q (1455.170000 sec): 3 clusters Score: Raw -248011.291373 + Penalty 3694.084635 = -244317.206738 nChanged 6 SP:Iteration 25Q (1455.380000 sec): 3 clusters Score: Raw -248119.581430 + Penalty 3694.084635 = -244425.496795 nChanged 7 SP:Iteration 26Q (1455.560000 sec): 3 clusters Score: Raw -248188.186622 + Penalty 3694.084635 = -244494.101987 nChanged 6 SP:Iteration 27Q (1455.750000 sec): 3 clusters Score: Raw -248205.496543 + Penalty 3694.084635 = -244511.411908 nChanged 3 SP:Iteration 28Q (1455.950000 sec): 3 clusters Score: Raw -248209.368544 + Penalty 3694.084635 = -244515.283910 nChanged 0 SP:Iteration 29F (1456.150000 sec): 3 clusters Score: Raw -248209.368544 + Penalty 3694.084635 = -244515.283910 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (21706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1456.400000 sec): 2 clusters Score: Raw -3259751.228351 + Penalty 2476.365312 = -3257274.863039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1456.670000 sec): 3 clusters Score: Raw -3247014.893910 + Penalty 4952.730624 = -3242062.163286 nChanged 9613 SP:Iteration 1F (1457.000000 sec): 3 clusters Score: Raw -3252292.932425 + Penalty 4952.730624 = -3247340.201802 nChanged 1126 SP:Iteration 2F (1457.390000 sec): 3 clusters Score: Raw -3252717.152724 + Penalty 4952.730624 = -3247764.422100 nChanged 1036 SP:Iteration 3Q (1457.700000 sec): 3 clusters Score: Raw -3253145.726680 + Penalty 4952.730624 = -3248192.996056 nChanged 998 SP:Iteration 4Q (1458.070000 sec): 3 clusters Score: Raw -3253587.929747 + Penalty 4952.730624 = -3248635.199123 nChanged 975 SP:Iteration 5Q (1458.390000 sec): 3 clusters Score: Raw -3254023.435533 + Penalty 4952.730624 = -3249070.704909 nChanged 932 SP:Iteration 6Q (1458.690000 sec): 3 clusters Score: Raw -3254502.827346 + Penalty 4952.730624 = -3249550.096722 nChanged 1015 SP:Iteration 7Q (1459.010000 sec): 3 clusters Score: Raw -3255040.995245 + Penalty 4952.730624 = -3250088.264621 nChanged 1043 SP:Iteration 8Q (1459.260000 sec): 3 clusters Score: Raw -3255619.869129 + Penalty 4952.730624 = -3250667.138505 nChanged 1025 SP:Iteration 9Q (1459.570000 sec): 3 clusters Score: Raw -3256192.491612 + Penalty 4952.730624 = -3251239.760988 nChanged 985 SP:Iteration 10Q (1459.850000 sec): 3 clusters Score: Raw -3256733.257262 + Penalty 4952.730624 = -3251780.526638 nChanged 854 SP:Iteration 11Q (1460.100000 sec): 3 clusters Score: Raw -3257218.556900 + Penalty 4952.730624 = -3252265.826277 nChanged 818 SP:Iteration 12Q (1460.410000 sec): 3 clusters Score: Raw -3257698.980447 + Penalty 4952.730624 = -3252746.249823 nChanged 760 SP:Iteration 13Q (1460.690000 sec): 3 clusters Score: Raw -3258166.113614 + Penalty 4952.730624 = -3253213.382990 nChanged 665 SP:Iteration 14Q (1461.010000 sec): 3 clusters Score: Raw -3258564.011944 + Penalty 4952.730624 = -3253611.281321 nChanged 555 SP:Iteration 15Q (1461.250000 sec): 3 clusters Score: Raw -3258914.671224 + Penalty 4952.730624 = -3253961.940601 nChanged 480 SP:Iteration 16Q (1461.530000 sec): 3 clusters Score: Raw -3259240.995648 + Penalty 4952.730624 = -3254288.265024 nChanged 375 SP:Iteration 17Q (1461.800000 sec): 3 clusters Score: Raw -3259509.617889 + Penalty 4952.730624 = -3254556.887265 nChanged 287 SP:Iteration 18Q (1462.060000 sec): 3 clusters Score: Raw -3259714.816636 + Penalty 4952.730624 = -3254762.086012 nChanged 198 SP:Iteration 19Q (1462.360000 sec): 3 clusters Score: Raw -3259861.257042 + Penalty 4952.730624 = -3254908.526418 nChanged 125 SP:Iteration 20F (1462.670000 sec): 3 clusters Score: Raw -3259953.745235 + Penalty 4952.730624 = -3255001.014611 nChanged 92 SP:Iteration 21Q (1462.970000 sec): 3 clusters Score: Raw -3260028.161624 + Penalty 4952.730624 = -3255075.431000 nChanged 58 SP:Iteration 22Q (1463.270000 sec): 3 clusters Score: Raw -3260069.093659 + Penalty 4952.730624 = -3255116.363035 nChanged 36 SP:Iteration 23Q (1463.520000 sec): 3 clusters Score: Raw -3260091.005793 + Penalty 4952.730624 = -3255138.275169 nChanged 24 SP:Iteration 24Q (1463.790000 sec): 3 clusters Score: Raw -3260105.916986 + Penalty 4952.730624 = -3255153.186363 nChanged 18 SP:Iteration 25Q (1464.100000 sec): 3 clusters Score: Raw -3260121.474848 + Penalty 4952.730624 = -3255168.744225 nChanged 20 SP:Iteration 26Q (1464.470000 sec): 3 clusters Score: Raw -3260136.676421 + Penalty 4952.730624 = -3255183.945797 nChanged 20 SP:Iteration 27Q (1464.800000 sec): 3 clusters Score: Raw -3260149.078482 + Penalty 4952.730624 = -3255196.347858 nChanged 15 SP:Iteration 28Q (1465.040000 sec): 3 clusters Score: Raw -3260157.390974 + Penalty 4952.730624 = -3255204.660350 nChanged 9 SP:Iteration 29Q (1465.350000 sec): 3 clusters Score: Raw -3260163.975295 + Penalty 4952.730624 = -3255211.244672 nChanged 11 SP:Iteration 30Q (1465.620000 sec): 3 clusters Score: Raw -3260171.071592 + Penalty 4952.730624 = -3255218.340969 nChanged 5 SP:Iteration 31Q (1465.930000 sec): 3 clusters Score: Raw -3260174.854293 + Penalty 4952.730624 = -3255222.123669 nChanged 3 SP:Iteration 32Q (1466.220000 sec): 3 clusters Score: Raw -3260176.049212 + Penalty 4952.730624 = -3255223.318589 nChanged 1 SP:Iteration 33Q (1466.540000 sec): 3 clusters Score: Raw -3260176.541099 + Penalty 4952.730624 = -3255223.810475 nChanged 0 SP:Iteration 34F (1466.820000 sec): 3 clusters Score: Raw -3260176.541099 + Penalty 4952.730624 = -3255223.810475 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1466.920000 sec): 2 clusters Score: Raw -63722.161296 + Penalty 1545.159399 = -62177.001897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1467.130000 sec): 3 clusters Score: Raw -63873.337195 + Penalty 3090.318798 = -60783.018397 nChanged 114 SP:Iteration 1F (1467.320000 sec): 3 clusters Score: Raw -64309.412315 + Penalty 3090.318798 = -61219.093517 nChanged 67 SP:Iteration 2F (1467.520000 sec): 3 clusters Score: Raw -64816.942692 + Penalty 3090.318798 = -61726.623894 nChanged 56 SP:Iteration 3F (1467.720000 sec): 3 clusters Score: Raw -65760.090023 + Penalty 3090.318798 = -62669.771225 nChanged 45 SP:Iteration 4F (1467.920000 sec): 3 clusters Score: Raw -66718.817423 + Penalty 3090.318798 = -63628.498625 nChanged 10 SP:Iteration 5Q (1468.130000 sec): 3 clusters Score: Raw -67053.218858 + Penalty 3090.318798 = -63962.900060 nChanged 3 SP:Iteration 6Q (1468.310000 sec): 3 clusters Score: Raw -67064.190640 + Penalty 3090.318798 = -63973.871842 nChanged 0 SP:Iteration 7F (1468.490000 sec): 3 clusters Score: Raw -67064.190640 + Penalty 3090.318798 = -63973.871842 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Deleting Class 8 (67 points): Lose 2360.461128 but Gain 3230.833311 Iteration 59Q (1493.540000 sec): 47 clusters Score: Raw -66895379.611683 + Penalty 148618.332294 = -66746761.279389 nChanged 2226 Deleting Class 16 (334 points): Lose 3159.241931 but Gain 3230.833311 Iteration 60F (1535.510000 sec): 46 clusters Score: Raw -66902419.221450 + Penalty 145387.498983 = -66757031.722467 nChanged 2206 Iteration 61Q (1558.560000 sec): 46 clusters Score: Raw -66908645.067983 + Penalty 145387.498983 = -66763257.569000 nChanged 1110 Iteration 62Q (1578.350000 sec): 46 clusters Score: Raw -66909599.775560 + Penalty 145387.498983 = -66764212.276577 nChanged 760 Iteration 63Q (1597.820000 sec): 46 clusters Score: Raw -66909976.752479 + Penalty 145387.498983 = -66764589.253495 nChanged 572 Iteration 64Q (1619.550000 sec): 46 clusters Score: Raw -66910272.151918 + Penalty 145387.498983 = -66764884.652935 nChanged 477 Iteration 65Q (1639.970000 sec): 46 clusters Score: Raw -66910490.862828 + Penalty 145387.498983 = -66765103.363845 nChanged 427 Iteration 66Q (1658.680000 sec): 46 clusters Score: Raw -66910684.689972 + Penalty 145387.498983 = -66765297.190989 nChanged 345 Iteration 67Q (1681.010000 sec): 46 clusters Score: Raw -66910791.352494 + Penalty 145387.498983 = -66765403.853511 nChanged 291 Iteration 68Q (1700.510000 sec): 46 clusters Score: Raw -66910912.898148 + Penalty 145387.498983 = -66765525.399164 nChanged 249 Iteration 69Q (1718.300000 sec): 46 clusters Score: Raw -66911018.136022 + Penalty 145387.498983 = -66765630.637039 nChanged 209 Iteration 70Q (1740.000000 sec): 46 clusters Score: Raw -66911093.251259 + Penalty 145387.498983 = -66765705.752276 nChanged 183 Iteration 71Q (1755.080000 sec): 46 clusters Score: Raw -66911143.637381 + Penalty 145387.498983 = -66765756.138397 nChanged 158 Iteration 72Q (1773.570000 sec): 46 clusters Score: Raw -66911162.544136 + Penalty 145387.498983 = -66765775.045153 nChanged 135 Iteration 73Q (1794.880000 sec): 46 clusters Score: Raw -66911181.215584 + Penalty 145387.498983 = -66765793.716601 nChanged 126 Iteration 74Q (1813.690000 sec): 46 clusters Score: Raw -66911212.334931 + Penalty 145387.498983 = -66765824.835948 nChanged 108 Iteration 75Q (1832.470000 sec): 46 clusters Score: Raw -66911224.848599 + Penalty 145387.498983 = -66765837.349616 nChanged 106 Iteration 76Q (1854.620000 sec): 46 clusters Score: Raw -66911235.274191 + Penalty 145387.498983 = -66765847.775207 nChanged 114 Iteration 77Q (1876.960000 sec): 46 clusters Score: Raw -66911244.853616 + Penalty 145387.498983 = -66765857.354632 nChanged 113 Iteration 78Q (1900.190000 sec): 46 clusters Score: Raw -66911254.960818 + Penalty 145387.498983 = -66765867.461834 nChanged 106 Iteration 79Q (1919.740000 sec): 46 clusters Score: Raw -66911267.893898 + Penalty 145387.498983 = -66765880.394915 nChanged 103 Iteration 80F (1960.470000 sec): 46 clusters Score: Raw -66912068.669727 + Penalty 145387.498983 = -66766681.170744 nChanged 131 Iteration 81Q (1979.240000 sec): 46 clusters Score: Raw -66912783.090889 + Penalty 145387.498983 = -66767395.591906 nChanged 123 Iteration 82Q (2001.050000 sec): 46 clusters Score: Raw -66912917.110124 + Penalty 145387.498983 = -66767529.611141 nChanged 109 Iteration 83Q (2020.320000 sec): 46 clusters Score: Raw -66912995.098517 + Penalty 145387.498983 = -66767607.599533 nChanged 88 Iteration 84Q (2040.280000 sec): 46 clusters Score: Raw -66913081.909545 + Penalty 145387.498983 = -66767694.410561 nChanged 80 Iteration 85Q (2062.930000 sec): 46 clusters Score: Raw -66913167.814949 + Penalty 145387.498983 = -66767780.315966 nChanged 67 Iteration 86Q (2083.890000 sec): 46 clusters Score: Raw -66913212.320541 + Penalty 145387.498983 = -66767824.821558 nChanged 57 Iteration 87Q (2105.800000 sec): 46 clusters Score: Raw -66913260.783734 + Penalty 145387.498983 = -66767873.284751 nChanged 53 Iteration 88Q (2126.100000 sec): 46 clusters Score: Raw -66913290.113734 + Penalty 145387.498983 = -66767902.614750 nChanged 41 Iteration 89Q (2146.710000 sec): 46 clusters Score: Raw -66913310.344184 + Penalty 145387.498983 = -66767922.845200 nChanged 36 Iteration 90Q (2167.310000 sec): 46 clusters Score: Raw -66913328.478104 + Penalty 145387.498983 = -66767940.979121 nChanged 42 Iteration 91Q (2189.200000 sec): 46 clusters Score: Raw -66913349.821681 + Penalty 145387.498983 = -66767962.322698 nChanged 42 Iteration 92Q (2208.670000 sec): 46 clusters Score: Raw -66913390.513402 + Penalty 145387.498983 = -66768003.014418 nChanged 47 Iteration 93Q (2228.070000 sec): 46 clusters Score: Raw -66913414.149026 + Penalty 145387.498983 = -66768026.650042 nChanged 51 Iteration 94Q (2249.400000 sec): 46 clusters Score: Raw -66913424.328164 + Penalty 145387.498983 = -66768036.829180 nChanged 55 Iteration 95Q (2269.290000 sec): 46 clusters Score: Raw -66913436.713261 + Penalty 145387.498983 = -66768049.214277 nChanged 36 Iteration 96Q (2292.340000 sec): 46 clusters Score: Raw -66913449.000543 + Penalty 145387.498983 = -66768061.501560 nChanged 39 Iteration 97Q (2312.400000 sec): 46 clusters Score: Raw -66913452.780503 + Penalty 145387.498983 = -66768065.281519 nChanged 30 Iteration 98Q (2332.850000 sec): 46 clusters Score: Raw -66913454.593219 + Penalty 145387.498983 = -66768067.094235 nChanged 33 Writing temp clu file Because OldScore, -66768065.281519, is greater than current (better) Score,-66768067.094235 Compute initial score before splitting: Score: Raw -66913454.593219 + Penalty 145387.498983 = -66768067.094235 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2333.020000 sec): 2 clusters Score: Raw -133717.216492 + Penalty 1721.654863 = -131995.561629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2333.170000 sec): 3 clusters Score: Raw -133634.252258 + Penalty 3443.309726 = -130190.942532 nChanged 293 SP:Iteration 1F (2333.330000 sec): 3 clusters Score: Raw -134544.901780 + Penalty 3443.309726 = -131101.592054 nChanged 137 SP:Iteration 2F (2333.510000 sec): 3 clusters Score: Raw -135159.608512 + Penalty 3443.309726 = -131716.298786 nChanged 80 SP:Iteration 3F (2333.700000 sec): 3 clusters Score: Raw -135467.630511 + Penalty 3443.309726 = -132024.320785 nChanged 48 SP:Iteration 4Q (2333.880000 sec): 3 clusters Score: Raw -135669.026915 + Penalty 3443.309726 = -132225.717189 nChanged 29 SP:Iteration 5Q (2334.040000 sec): 3 clusters Score: Raw -135781.488005 + Penalty 3443.309726 = -132338.178279 nChanged 27 SP:Iteration 6Q (2334.170000 sec): 3 clusters Score: Raw -135931.828575 + Penalty 3443.309726 = -132488.518849 nChanged 20 SP:Iteration 7Q (2334.330000 sec): 3 clusters Score: Raw -136038.037693 + Penalty 3443.309726 = -132594.727967 nChanged 12 SP:Iteration 8Q (2334.540000 sec): 3 clusters Score: Raw -136059.082700 + Penalty 3443.309726 = -132615.772974 nChanged 11 SP:Iteration 9Q (2334.700000 sec): 3 clusters Score: Raw -136082.490522 + Penalty 3443.309726 = -132639.180796 nChanged 6 SP:Iteration 10Q (2334.840000 sec): 3 clusters Score: Raw -136092.165420 + Penalty 3443.309726 = -132648.855694 nChanged 6 SP:Iteration 11Q (2335.050000 sec): 3 clusters Score: Raw -136101.739707 + Penalty 3443.309726 = -132658.429981 nChanged 8 SP:Iteration 12Q (2335.240000 sec): 3 clusters Score: Raw -136148.321400 + Penalty 3443.309726 = -132705.011674 nChanged 14 SP:Iteration 13Q (2335.410000 sec): 3 clusters Score: Raw -136185.833671 + Penalty 3443.309726 = -132742.523945 nChanged 12 SP:Iteration 14Q (2335.620000 sec): 3 clusters Score: Raw -136212.914699 + Penalty 3443.309726 = -132769.604973 nChanged 6 SP:Iteration 15Q (2335.770000 sec): 3 clusters Score: Raw -136243.046636 + Penalty 3443.309726 = -132799.736910 nChanged 6 SP:Iteration 16Q (2335.980000 sec): 3 clusters Score: Raw -136263.221861 + Penalty 3443.309726 = -132819.912135 nChanged 4 SP:Iteration 17Q (2336.180000 sec): 3 clusters Score: Raw -136274.783230 + Penalty 3443.309726 = -132831.473504 nChanged 5 SP:Iteration 18Q (2336.350000 sec): 3 clusters Score: Raw -136280.417695 + Penalty 3443.309726 = -132837.107969 nChanged 0 SP:Iteration 19F (2336.500000 sec): 3 clusters Score: Raw -136280.417695 + Penalty 3443.309726 = -132837.107969 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2336.600000 sec): 2 clusters Score: Raw -87818.385277 + Penalty 1603.989284 = -86214.395993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2336.810000 sec): 3 clusters Score: Raw -87879.313211 + Penalty 3207.978568 = -84671.334643 nChanged 150 SP:Iteration 1F (2336.970000 sec): 3 clusters Score: Raw -88537.534820 + Penalty 3207.978568 = -85329.556251 nChanged 77 SP:Iteration 2F (2337.180000 sec): 3 clusters Score: Raw -88996.504346 + Penalty 3207.978568 = -85788.525778 nChanged 59 SP:Iteration 3F (2337.370000 sec): 3 clusters Score: Raw -89249.533833 + Penalty 3207.978568 = -86041.555265 nChanged 26 SP:Iteration 4Q (2337.500000 sec): 3 clusters Score: Raw -89350.097125 + Penalty 3207.978568 = -86142.118557 nChanged 14 SP:Iteration 5Q (2337.690000 sec): 3 clusters Score: Raw -89413.800742 + Penalty 3207.978568 = -86205.822174 nChanged 15 SP:Iteration 6Q (2337.910000 sec): 3 clusters Score: Raw -89465.357540 + Penalty 3207.978568 = -86257.378971 nChanged 7 SP:Iteration 7Q (2338.120000 sec): 3 clusters Score: Raw -89485.366311 + Penalty 3207.978568 = -86277.387743 nChanged 9 SP:Iteration 8Q (2338.310000 sec): 3 clusters Score: Raw -89519.746617 + Penalty 3207.978568 = -86311.768049 nChanged 3 SP:Iteration 9Q (2338.570000 sec): 3 clusters Score: Raw -89524.308496 + Penalty 3207.978568 = -86316.329927 nChanged 4 SP:Iteration 10Q (2338.730000 sec): 3 clusters Score: Raw -89535.914191 + Penalty 3207.978568 = -86327.935623 nChanged 3 SP:Iteration 11Q (2338.850000 sec): 3 clusters Score: Raw -89548.048151 + Penalty 3207.978568 = -86340.069583 nChanged 2 SP:Iteration 12Q (2339.100000 sec): 3 clusters Score: Raw -89551.336183 + Penalty 3207.978568 = -86343.357615 nChanged 1 SP:Iteration 13Q (2339.250000 sec): 3 clusters Score: Raw -89552.822981 + Penalty 3207.978568 = -86344.844413 nChanged 1 SP:Iteration 14Q (2339.460000 sec): 3 clusters Score: Raw -89555.886094 + Penalty 3207.978568 = -86347.907525 nChanged 2 SP:Iteration 15Q (2339.670000 sec): 3 clusters Score: Raw -89560.376797 + Penalty 3207.978568 = -86352.398229 nChanged 2 SP:Iteration 16Q (2339.900000 sec): 3 clusters Score: Raw -89564.110274 + Penalty 3207.978568 = -86356.131705 nChanged 0 SP:Iteration 17F (2340.080000 sec): 3 clusters Score: Raw -89564.110274 + Penalty 3207.978568 = -86356.131705 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (27895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2340.340000 sec): 2 clusters Score: Raw -4252800.208323 + Penalty 2538.578280 = -4250261.630043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2340.690000 sec): 3 clusters Score: Raw -4236326.560706 + Penalty 5077.156559 = -4231249.404147 nChanged 12421 SP:Iteration 1F (2341.020000 sec): 3 clusters Score: Raw -4243546.803916 + Penalty 5077.156559 = -4238469.647357 nChanged 1591 SP:Iteration 2F (2341.340000 sec): 3 clusters Score: Raw -4244388.053424 + Penalty 5077.156559 = -4239310.896865 nChanged 1502 SP:Iteration 3F (2341.690000 sec): 3 clusters Score: Raw -4245190.478766 + Penalty 5077.156559 = -4240113.322207 nChanged 1500 SP:Iteration 4F (2342.060000 sec): 3 clusters Score: Raw -4245916.385308 + Penalty 5077.156559 = -4240839.228749 nChanged 1360 SP:Iteration 5Q (2342.390000 sec): 3 clusters Score: Raw -4246509.023891 + Penalty 5077.156559 = -4241431.867332 nChanged 1275 SP:Iteration 6Q (2342.710000 sec): 3 clusters Score: Raw -4247077.283261 + Penalty 5077.156559 = -4242000.126702 nChanged 1157 SP:Iteration 7Q (2343.010000 sec): 3 clusters Score: Raw -4247568.872310 + Penalty 5077.156559 = -4242491.715751 nChanged 1068 SP:Iteration 8Q (2343.350000 sec): 3 clusters Score: Raw -4247976.995357 + Penalty 5077.156559 = -4242899.838798 nChanged 1034 SP:Iteration 9Q (2343.680000 sec): 3 clusters Score: Raw -4248416.725848 + Penalty 5077.156559 = -4243339.569289 nChanged 1019 SP:Iteration 10Q (2343.980000 sec): 3 clusters Score: Raw -4248888.619607 + Penalty 5077.156559 = -4243811.463048 nChanged 1007 SP:Iteration 11Q (2344.330000 sec): 3 clusters Score: Raw -4249371.036990 + Penalty 5077.156559 = -4244293.880431 nChanged 878 SP:Iteration 12Q (2344.720000 sec): 3 clusters Score: Raw -4249808.104590 + Penalty 5077.156559 = -4244730.948031 nChanged 849 SP:Iteration 13Q (2345.030000 sec): 3 clusters Score: Raw -4250200.305189 + Penalty 5077.156559 = -4245123.148630 nChanged 748 SP:Iteration 14Q (2345.430000 sec): 3 clusters Score: Raw -4250489.263886 + Penalty 5077.156559 = -4245412.107327 nChanged 639 SP:Iteration 15Q (2345.720000 sec): 3 clusters Score: Raw -4250691.459115 + Penalty 5077.156559 = -4245614.302556 nChanged 536 SP:Iteration 16Q (2346.080000 sec): 3 clusters Score: Raw -4250866.091103 + Penalty 5077.156559 = -4245788.934543 nChanged 540 SP:Iteration 17Q (2346.470000 sec): 3 clusters Score: Raw -4251042.881974 + Penalty 5077.156559 = -4245965.725415 nChanged 509 SP:Iteration 18Q (2346.830000 sec): 3 clusters Score: Raw -4251213.007511 + Penalty 5077.156559 = -4246135.850952 nChanged 507 SP:Iteration 19Q (2347.190000 sec): 3 clusters Score: Raw -4251390.951629 + Penalty 5077.156559 = -4246313.795070 nChanged 507 SP:Iteration 20F (2347.590000 sec): 3 clusters Score: Raw -4251588.775649 + Penalty 5077.156559 = -4246511.619090 nChanged 521 SP:Iteration 21Q (2347.960000 sec): 3 clusters Score: Raw -4251803.392953 + Penalty 5077.156559 = -4246726.236393 nChanged 462 SP:Iteration 22Q (2348.330000 sec): 3 clusters Score: Raw -4251985.659468 + Penalty 5077.156559 = -4246908.502909 nChanged 416 SP:Iteration 23Q (2348.690000 sec): 3 clusters Score: Raw -4252148.507214 + Penalty 5077.156559 = -4247071.350654 nChanged 352 SP:Iteration 24Q (2349.060000 sec): 3 clusters Score: Raw -4252287.690960 + Penalty 5077.156559 = -4247210.534401 nChanged 309 SP:Iteration 25Q (2349.400000 sec): 3 clusters Score: Raw -4252410.172419 + Penalty 5077.156559 = -4247333.015860 nChanged 289 SP:Iteration 26Q (2349.730000 sec): 3 clusters Score: Raw -4252529.197766 + Penalty 5077.156559 = -4247452.041207 nChanged 257 SP:Iteration 27Q (2350.050000 sec): 3 clusters Score: Raw -4252645.458961 + Penalty 5077.156559 = -4247568.302402 nChanged 197 SP:Iteration 28Q (2350.380000 sec): 3 clusters Score: Raw -4252728.991771 + Penalty 5077.156559 = -4247651.835212 nChanged 164 SP:Iteration 29Q (2350.750000 sec): 3 clusters Score: Raw -4252795.651213 + Penalty 5077.156559 = -4247718.494654 nChanged 136 SP:Iteration 30Q (2351.120000 sec): 3 clusters Score: Raw -4252848.330478 + Penalty 5077.156559 = -4247771.173919 nChanged 116 SP:Iteration 31Q (2351.500000 sec): 3 clusters Score: Raw -4252900.055918 + Penalty 5077.156559 = -4247822.899358 nChanged 98 SP:Iteration 32Q (2351.850000 sec): 3 clusters Score: Raw -4252944.822607 + Penalty 5077.156559 = -4247867.666048 nChanged 94 SP:Iteration 33Q (2352.210000 sec): 3 clusters Score: Raw -4252985.139032 + Penalty 5077.156559 = -4247907.982473 nChanged 68 SP:Iteration 34Q (2352.620000 sec): 3 clusters Score: Raw -4253013.959074 + Penalty 5077.156559 = -4247936.802515 nChanged 51 SP:Iteration 35Q (2352.980000 sec): 3 clusters Score: Raw -4253033.727428 + Penalty 5077.156559 = -4247956.570869 nChanged 44 SP:Iteration 36Q (2353.320000 sec): 3 clusters Score: Raw -4253049.782713 + Penalty 5077.156559 = -4247972.626154 nChanged 36 SP:Iteration 37Q (2353.620000 sec): 3 clusters Score: Raw -4253065.060074 + Penalty 5077.156559 = -4247987.903515 nChanged 31 SP:Iteration 38Q (2353.940000 sec): 3 clusters Score: Raw -4253079.876085 + Penalty 5077.156559 = -4248002.719525 nChanged 29 SP:Iteration 39Q (2354.300000 sec): 3 clusters Score: Raw -4253093.342437 + Penalty 5077.156559 = -4248016.185878 nChanged 24 SP:Iteration 40F (2354.650000 sec): 3 clusters Score: Raw -4253101.770696 + Penalty 5077.156559 = -4248024.614136 nChanged 19 SP:Iteration 41Q (2354.970000 sec): 3 clusters Score: Raw -4253108.070207 + Penalty 5077.156559 = -4248030.913648 nChanged 15 SP:Iteration 42Q (2355.320000 sec): 3 clusters Score: Raw -4253112.408224 + Penalty 5077.156559 = -4248035.251664 nChanged 11 SP:Iteration 43Q (2355.700000 sec): 3 clusters Score: Raw -4253116.423141 + Penalty 5077.156559 = -4248039.266582 nChanged 10 SP:Iteration 44Q (2356.020000 sec): 3 clusters Score: Raw -4253120.910352 + Penalty 5077.156559 = -4248043.753793 nChanged 13 SP:Iteration 45Q (2356.360000 sec): 3 clusters Score: Raw -4253125.400634 + Penalty 5077.156559 = -4248048.244075 nChanged 14 SP:Iteration 46Q (2356.700000 sec): 3 clusters Score: Raw -4253130.063914 + Penalty 5077.156559 = -4248052.907355 nChanged 11 SP:Iteration 47Q (2357.010000 sec): 3 clusters Score: Raw -4253133.572142 + Penalty 5077.156559 = -4248056.415583 nChanged 12 SP:Iteration 48Q (2357.360000 sec): 3 clusters Score: Raw -4253137.973031 + Penalty 5077.156559 = -4248060.816472 nChanged 11 SP:Iteration 49Q (2357.730000 sec): 3 clusters Score: Raw -4253142.440929 + Penalty 5077.156559 = -4248065.284370 nChanged 6 SP:Iteration 50Q (2358.120000 sec): 3 clusters Score: Raw -4253144.151914 + Penalty 5077.156559 = -4248066.995355 nChanged 4 SP:Iteration 51Q (2358.460000 sec): 3 clusters Score: Raw -4253145.874893 + Penalty 5077.156559 = -4248068.718334 nChanged 3 SP:Iteration 52Q (2358.800000 sec): 3 clusters Score: Raw -4253147.129114 + Penalty 5077.156559 = -4248069.972554 nChanged 4 SP:Iteration 53Q (2359.130000 sec): 3 clusters Score: Raw -4253147.898293 + Penalty 5077.156559 = -4248070.741734 nChanged 2 SP:Iteration 54Q (2359.430000 sec): 3 clusters Score: Raw -4253148.772698 + Penalty 5077.156559 = -4248071.616139 nChanged 0 SP:Iteration 55F (2359.820000 sec): 3 clusters Score: Raw -4253148.772698 + Penalty 5077.156559 = -4248071.616139 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (62856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2360.280000 sec): 2 clusters Score: Raw -9500543.135931 + Penalty 2740.053215 = -9497803.082716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2360.890000 sec): 3 clusters Score: Raw -9461028.659678 + Penalty 5480.106431 = -9455548.553248 nChanged 29248 SP:Iteration 1F (2361.500000 sec): 3 clusters Score: Raw -9477813.505577 + Penalty 5480.106431 = -9472333.399146 nChanged 3084 SP:Iteration 2Q (2362.130000 sec): 3 clusters Score: Raw -9479093.134137 + Penalty 5480.106431 = -9473613.027706 nChanged 3515 SP:Iteration 3F (2362.660000 sec): 3 clusters Score: Raw -9480938.894477 + Penalty 5480.106431 = -9475458.788046 nChanged 4229 SP:Iteration 4F (2363.200000 sec): 3 clusters Score: Raw -9483708.094305 + Penalty 5480.106431 = -9478227.987874 nChanged 4882 SP:Iteration 5F (2363.710000 sec): 3 clusters Score: Raw -9487214.447105 + Penalty 5480.106431 = -9481734.340675 nChanged 4858 SP:Iteration 6F (2364.260000 sec): 3 clusters Score: Raw -9490621.013269 + Penalty 5480.106431 = -9485140.906838 nChanged 4032 SP:Iteration 7F (2364.800000 sec): 3 clusters Score: Raw -9493084.959244 + Penalty 5480.106431 = -9487604.852814 nChanged 3089 SP:Iteration 8Q (2365.350000 sec): 3 clusters Score: Raw -9494679.245066 + Penalty 5480.106431 = -9489199.138635 nChanged 2330 SP:Iteration 9Q (2365.990000 sec): 3 clusters Score: Raw -9495780.465532 + Penalty 5480.106431 = -9490300.359101 nChanged 1835 SP:Iteration 10Q (2366.550000 sec): 3 clusters Score: Raw -9496605.997223 + Penalty 5480.106431 = -9491125.890792 nChanged 1503 SP:Iteration 11Q (2367.090000 sec): 3 clusters Score: Raw -9497283.876722 + Penalty 5480.106431 = -9491803.770291 nChanged 1296 SP:Iteration 12Q (2367.640000 sec): 3 clusters Score: Raw -9497849.031285 + Penalty 5480.106431 = -9492368.924854 nChanged 1138 SP:Iteration 13Q (2368.210000 sec): 3 clusters Score: Raw -9498357.996719 + Penalty 5480.106431 = -9492877.890288 nChanged 1051 SP:Iteration 14Q (2368.840000 sec): 3 clusters Score: Raw -9498800.734059 + Penalty 5480.106431 = -9493320.627628 nChanged 869 SP:Iteration 15Q (2369.420000 sec): 3 clusters Score: Raw -9499136.847342 + Penalty 5480.106431 = -9493656.740911 nChanged 725 SP:Iteration 16Q (2370.000000 sec): 3 clusters Score: Raw -9499421.171850 + Penalty 5480.106431 = -9493941.065419 nChanged 641 SP:Iteration 17Q (2370.600000 sec): 3 clusters Score: Raw -9499656.983133 + Penalty 5480.106431 = -9494176.876703 nChanged 531 SP:Iteration 18Q (2371.100000 sec): 3 clusters Score: Raw -9499838.047368 + Penalty 5480.106431 = -9494357.940937 nChanged 443 SP:Iteration 19Q (2371.590000 sec): 3 clusters Score: Raw -9499985.518492 + Penalty 5480.106431 = -9494505.412061 nChanged 405 SP:Iteration 20F (2372.150000 sec): 3 clusters Score: Raw -9500124.156650 + Penalty 5480.106431 = -9494644.050219 nChanged 359 SP:Iteration 21Q (2372.710000 sec): 3 clusters Score: Raw -9500252.714608 + Penalty 5480.106431 = -9494772.608177 nChanged 367 SP:Iteration 22Q (2373.310000 sec): 3 clusters Score: Raw -9500376.884151 + Penalty 5480.106431 = -9494896.777721 nChanged 302 SP:Iteration 23Q (2373.820000 sec): 3 clusters Score: Raw -9500468.535089 + Penalty 5480.106431 = -9494988.428658 nChanged 277 SP:Iteration 24Q (2374.340000 sec): 3 clusters Score: Raw -9500553.552135 + Penalty 5480.106431 = -9495073.445704 nChanged 226 SP:Iteration 25Q (2374.820000 sec): 3 clusters Score: Raw -9500619.598222 + Penalty 5480.106431 = -9495139.491791 nChanged 199 SP:Iteration 26Q (2375.290000 sec): 3 clusters Score: Raw -9500677.240098 + Penalty 5480.106431 = -9495197.133667 nChanged 178 SP:Iteration 27Q (2375.810000 sec): 3 clusters Score: Raw -9500729.962926 + Penalty 5480.106431 = -9495249.856496 nChanged 155 SP:Iteration 28Q (2376.330000 sec): 3 clusters Score: Raw -9500775.363350 + Penalty 5480.106431 = -9495295.256919 nChanged 137 SP:Iteration 29Q (2376.900000 sec): 3 clusters Score: Raw -9500819.992646 + Penalty 5480.106431 = -9495339.886215 nChanged 135 SP:Iteration 30Q (2377.460000 sec): 3 clusters Score: Raw -9500864.795075 + Penalty 5480.106431 = -9495384.688644 nChanged 126 SP:Iteration 31Q (2377.950000 sec): 3 clusters Score: Raw -9500898.909107 + Penalty 5480.106431 = -9495418.802677 nChanged 115 SP:Iteration 32Q (2378.450000 sec): 3 clusters Score: Raw -9500935.552357 + Penalty 5480.106431 = -9495455.445926 nChanged 113 SP:Iteration 33Q (2378.920000 sec): 3 clusters Score: Raw -9500970.592106 + Penalty 5480.106431 = -9495490.485676 nChanged 92 SP:Iteration 34Q (2379.430000 sec): 3 clusters Score: Raw -9500999.049861 + Penalty 5480.106431 = -9495518.943430 nChanged 76 SP:Iteration 35Q (2379.950000 sec): 3 clusters Score: Raw -9501023.188554 + Penalty 5480.106431 = -9495543.082123 nChanged 69 SP:Iteration 36Q (2380.450000 sec): 3 clusters Score: Raw -9501046.036448 + Penalty 5480.106431 = -9495565.930017 nChanged 68 SP:Iteration 37Q (2381.010000 sec): 3 clusters Score: Raw -9501066.307690 + Penalty 5480.106431 = -9495586.201259 nChanged 59 SP:Iteration 38Q (2381.520000 sec): 3 clusters Score: Raw -9501083.674878 + Penalty 5480.106431 = -9495603.568447 nChanged 50 SP:Iteration 39Q (2382.070000 sec): 3 clusters Score: Raw -9501098.876699 + Penalty 5480.106431 = -9495618.770269 nChanged 49 SP:Iteration 40F (2382.560000 sec): 3 clusters Score: Raw -9501115.126548 + Penalty 5480.106431 = -9495635.020117 nChanged 58 SP:Iteration 41Q (2382.980000 sec): 3 clusters Score: Raw -9501131.112973 + Penalty 5480.106431 = -9495651.006542 nChanged 40 SP:Iteration 42Q (2383.500000 sec): 3 clusters Score: Raw -9501143.252141 + Penalty 5480.106431 = -9495663.145710 nChanged 42 SP:Iteration 43Q (2383.930000 sec): 3 clusters Score: Raw -9501156.515878 + Penalty 5480.106431 = -9495676.409447 nChanged 43 SP:Iteration 44Q (2384.430000 sec): 3 clusters Score: Raw -9501168.859416 + Penalty 5480.106431 = -9495688.752985 nChanged 39 SP:Iteration 45Q (2384.920000 sec): 3 clusters Score: Raw -9501180.068466 + Penalty 5480.106431 = -9495699.962035 nChanged 43 SP:Iteration 46Q (2385.360000 sec): 3 clusters Score: Raw -9501192.227992 + Penalty 5480.106431 = -9495712.121561 nChanged 40 SP:Iteration 47Q (2385.910000 sec): 3 clusters Score: Raw -9501204.984910 + Penalty 5480.106431 = -9495724.878479 nChanged 39 SP:Iteration 48Q (2386.320000 sec): 3 clusters Score: Raw -9501218.440078 + Penalty 5480.106431 = -9495738.333647 nChanged 38 SP:Iteration 49Q (2386.840000 sec): 3 clusters Score: Raw -9501233.200374 + Penalty 5480.106431 = -9495753.093943 nChanged 42 SP:Iteration 50Q (2387.320000 sec): 3 clusters Score: Raw -9501248.447180 + Penalty 5480.106431 = -9495768.340749 nChanged 45 SP:Iteration 51Q (2387.810000 sec): 3 clusters Score: Raw -9501264.788653 + Penalty 5480.106431 = -9495784.682222 nChanged 43 SP:Iteration 52Q (2388.330000 sec): 3 clusters Score: Raw -9501279.038246 + Penalty 5480.106431 = -9495798.931816 nChanged 42 SP:Iteration 53Q (2388.780000 sec): 3 clusters Score: Raw -9501292.105406 + Penalty 5480.106431 = -9495811.998975 nChanged 41 SP:Iteration 54Q (2389.300000 sec): 3 clusters Score: Raw -9501306.006346 + Penalty 5480.106431 = -9495825.899915 nChanged 30 SP:Iteration 55Q (2389.810000 sec): 3 clusters Score: Raw -9501314.276346 + Penalty 5480.106431 = -9495834.169916 nChanged 21 SP:Iteration 56Q (2390.380000 sec): 3 clusters Score: Raw -9501321.506308 + Penalty 5480.106431 = -9495841.399877 nChanged 25 SP:Iteration 57Q (2390.860000 sec): 3 clusters Score: Raw -9501331.216689 + Penalty 5480.106431 = -9495851.110258 nChanged 18 SP:Iteration 58Q (2391.320000 sec): 3 clusters Score: Raw -9501337.220180 + Penalty 5480.106431 = -9495857.113749 nChanged 26 SP:Iteration 59Q (2391.790000 sec): 3 clusters Score: Raw -9501346.105537 + Penalty 5480.106431 = -9495865.999106 nChanged 24 SP:Iteration 60F (2392.420000 sec): 3 clusters Score: Raw -9501352.900303 + Penalty 5480.106431 = -9495872.793872 nChanged 23 SP:Iteration 61Q (2392.940000 sec): 3 clusters Score: Raw -9501361.775977 + Penalty 5480.106431 = -9495881.669547 nChanged 25 SP:Iteration 62Q (2393.480000 sec): 3 clusters Score: Raw -9501370.018460 + Penalty 5480.106431 = -9495889.912030 nChanged 31 SP:Iteration 63Q (2393.930000 sec): 3 clusters Score: Raw -9501382.752175 + Penalty 5480.106431 = -9495902.645744 nChanged 30 SP:Iteration 64Q (2394.490000 sec): 3 clusters Score: Raw -9501393.679852 + Penalty 5480.106431 = -9495913.573421 nChanged 27 SP:Iteration 65Q (2394.960000 sec): 3 clusters Score: Raw -9501403.947580 + Penalty 5480.106431 = -9495923.841150 nChanged 34 SP:Iteration 66Q (2395.500000 sec): 3 clusters Score: Raw -9501418.019144 + Penalty 5480.106431 = -9495937.912713 nChanged 25 SP:Iteration 67Q (2395.970000 sec): 3 clusters Score: Raw -9501429.732200 + Penalty 5480.106431 = -9495949.625769 nChanged 32 SP:Iteration 68Q (2396.390000 sec): 3 clusters Score: Raw -9501443.718120 + Penalty 5480.106431 = -9495963.611689 nChanged 21 SP:Iteration 69Q (2396.830000 sec): 3 clusters Score: Raw -9501452.226989 + Penalty 5480.106431 = -9495972.120558 nChanged 24 SP:Iteration 70Q (2397.320000 sec): 3 clusters Score: Raw -9501459.682299 + Penalty 5480.106431 = -9495979.575868 nChanged 13 SP:Iteration 71Q (2397.830000 sec): 3 clusters Score: Raw -9501463.890430 + Penalty 5480.106431 = -9495983.784000 nChanged 10 SP:Iteration 72Q (2398.270000 sec): 3 clusters Score: Raw -9501468.418600 + Penalty 5480.106431 = -9495988.312169 nChanged 9 SP:Iteration 73Q (2398.700000 sec): 3 clusters Score: Raw -9501470.375990 + Penalty 5480.106431 = -9495990.269559 nChanged 6 SP:Iteration 74Q (2399.150000 sec): 3 clusters Score: Raw -9501472.112776 + Penalty 5480.106431 = -9495992.006346 nChanged 5 SP:Iteration 75Q (2399.630000 sec): 3 clusters Score: Raw -9501473.891757 + Penalty 5480.106431 = -9495993.785326 nChanged 5 SP:Iteration 76Q (2400.110000 sec): 3 clusters Score: Raw -9501475.143359 + Penalty 5480.106431 = -9495995.036928 nChanged 3 SP:Iteration 77Q (2400.570000 sec): 3 clusters Score: Raw -9501476.240233 + Penalty 5480.106431 = -9495996.133802 nChanged 4 SP:Iteration 78Q (2401.070000 sec): 3 clusters Score: Raw -9501477.720419 + Penalty 5480.106431 = -9495997.613988 nChanged 4 SP:Iteration 79Q (2401.520000 sec): 3 clusters Score: Raw -9501479.155758 + Penalty 5480.106431 = -9495999.049327 nChanged 6 SP:Iteration 80F (2402.010000 sec): 3 clusters Score: Raw -9501481.437907 + Penalty 5480.106431 = -9496001.331477 nChanged 14 SP:Iteration 81Q (2402.450000 sec): 3 clusters Score: Raw -9501485.687154 + Penalty 5480.106431 = -9496005.580723 nChanged 11 SP:Iteration 82Q (2402.930000 sec): 3 clusters Score: Raw -9501490.824995 + Penalty 5480.106431 = -9496010.718565 nChanged 12 SP:Iteration 83Q (2403.460000 sec): 3 clusters Score: Raw -9501493.865364 + Penalty 5480.106431 = -9496013.758933 nChanged 12 SP:Iteration 84Q (2403.990000 sec): 3 clusters Score: Raw -9501498.139943 + Penalty 5480.106431 = -9496018.033512 nChanged 13 SP:Iteration 85Q (2404.510000 sec): 3 clusters Score: Raw -9501501.919804 + Penalty 5480.106431 = -9496021.813373 nChanged 11 SP:Iteration 86Q (2405.020000 sec): 3 clusters Score: Raw -9501506.461063 + Penalty 5480.106431 = -9496026.354633 nChanged 12 SP:Iteration 87Q (2405.470000 sec): 3 clusters Score: Raw -9501510.225923 + Penalty 5480.106431 = -9496030.119492 nChanged 12 SP:Iteration 88Q (2405.900000 sec): 3 clusters Score: Raw -9501514.318365 + Penalty 5480.106431 = -9496034.211934 nChanged 14 SP:Iteration 89Q (2406.350000 sec): 3 clusters Score: Raw -9501519.819429 + Penalty 5480.106431 = -9496039.712998 nChanged 13 SP:Iteration 90Q (2406.820000 sec): 3 clusters Score: Raw -9501522.949284 + Penalty 5480.106431 = -9496042.842853 nChanged 8 SP:Iteration 91Q (2407.290000 sec): 3 clusters Score: Raw -9501525.071163 + Penalty 5480.106431 = -9496044.964733 nChanged 4 SP:Iteration 92Q (2407.840000 sec): 3 clusters Score: Raw -9501526.343001 + Penalty 5480.106431 = -9496046.236570 nChanged 7 SP:Iteration 93Q (2408.380000 sec): 3 clusters Score: Raw -9501528.379314 + Penalty 5480.106431 = -9496048.272884 nChanged 4 SP:Iteration 94Q (2408.910000 sec): 3 clusters Score: Raw -9501529.993341 + Penalty 5480.106431 = -9496049.886911 nChanged 5 SP:Iteration 95Q (2409.390000 sec): 3 clusters Score: Raw -9501531.197680 + Penalty 5480.106431 = -9496051.091250 nChanged 7 SP:Iteration 96Q (2409.900000 sec): 3 clusters Score: Raw -9501533.563154 + Penalty 5480.106431 = -9496053.456723 nChanged 8 SP:Iteration 97Q (2410.430000 sec): 3 clusters Score: Raw -9501536.474350 + Penalty 5480.106431 = -9496056.367919 nChanged 8 SP:Iteration 98Q (2410.900000 sec): 3 clusters Score: Raw -9501539.123758 + Penalty 5480.106431 = -9496059.017327 nChanged 8 SP:Iteration 99Q (2411.430000 sec): 3 clusters Score: Raw -9501541.793861 + Penalty 5480.106431 = -9496061.687431 nChanged 7 SP:Iteration 100F (2412.000000 sec): 3 clusters Score: Raw -9501544.075661 + Penalty 5480.106431 = -9496063.969230 nChanged 9 SP:Iteration 101Q (2412.500000 sec): 3 clusters Score: Raw -9501547.093772 + Penalty 5480.106431 = -9496066.987341 nChanged 6 SP:Iteration 102Q (2412.980000 sec): 3 clusters Score: Raw -9501549.231315 + Penalty 5480.106431 = -9496069.124885 nChanged 5 SP:Iteration 103Q (2413.440000 sec): 3 clusters Score: Raw -9501550.797929 + Penalty 5480.106431 = -9496070.691498 nChanged 2 SP:Iteration 104Q (2413.940000 sec): 3 clusters Score: Raw -9501551.432041 + Penalty 5480.106431 = -9496071.325610 nChanged 4 SP:Iteration 105Q (2414.460000 sec): 3 clusters Score: Raw -9501552.572867 + Penalty 5480.106431 = -9496072.466437 nChanged 5 SP:Iteration 106Q (2414.970000 sec): 3 clusters Score: Raw -9501555.089497 + Penalty 5480.106431 = -9496074.983066 nChanged 6 SP:Iteration 107Q (2415.420000 sec): 3 clusters Score: Raw -9501556.830929 + Penalty 5480.106431 = -9496076.724498 nChanged 4 SP:Iteration 108Q (2415.900000 sec): 3 clusters Score: Raw -9501558.599621 + Penalty 5480.106431 = -9496078.493190 nChanged 2 SP:Iteration 109Q (2416.390000 sec): 3 clusters Score: Raw -9501559.129758 + Penalty 5480.106431 = -9496079.023327 nChanged 1 SP:Iteration 110Q (2416.830000 sec): 3 clusters Score: Raw -9501559.479168 + Penalty 5480.106431 = -9496079.372738 nChanged 3 SP:Iteration 111Q (2417.300000 sec): 3 clusters Score: Raw -9501560.418844 + Penalty 5480.106431 = -9496080.312413 nChanged 5 SP:Iteration 112Q (2417.800000 sec): 3 clusters Score: Raw -9501561.582470 + Penalty 5480.106431 = -9496081.476039 nChanged 2 SP:Iteration 113Q (2418.240000 sec): 3 clusters Score: Raw -9501562.146340 + Penalty 5480.106431 = -9496082.039909 nChanged 3 SP:Iteration 114Q (2418.720000 sec): 3 clusters Score: Raw -9501563.242660 + Penalty 5480.106431 = -9496083.136229 nChanged 4 SP:Iteration 115Q (2419.200000 sec): 3 clusters Score: Raw -9501564.361912 + Penalty 5480.106431 = -9496084.255481 nChanged 3 SP:Iteration 116Q (2419.740000 sec): 3 clusters Score: Raw -9501565.149591 + Penalty 5480.106431 = -9496085.043160 nChanged 1 SP:Iteration 117Q (2420.210000 sec): 3 clusters Score: Raw -9501565.470889 + Penalty 5480.106431 = -9496085.364458 nChanged 0 SP:Iteration 118F (2420.800000 sec): 3 clusters Score: Raw -9501565.470889 + Penalty 5480.106431 = -9496085.364458 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (3711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2420.910000 sec): 2 clusters Score: Raw -565097.400097 + Penalty 2038.326052 = -563059.074045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2421.100000 sec): 3 clusters Score: Raw -563426.247945 + Penalty 4076.652104 = -559349.595841 nChanged 1390 SP:Iteration 1F (2421.300000 sec): 3 clusters Score: Raw -564403.627210 + Penalty 4076.652104 = -560326.975106 nChanged 357 SP:Iteration 2F (2421.480000 sec): 3 clusters Score: Raw -564787.718399 + Penalty 4076.652104 = -560711.066295 nChanged 296 SP:Iteration 3F (2421.690000 sec): 3 clusters Score: Raw -565205.183327 + Penalty 4076.652104 = -561128.531223 nChanged 286 SP:Iteration 4F (2421.880000 sec): 3 clusters Score: Raw -565608.166018 + Penalty 4076.652104 = -561531.513914 nChanged 246 SP:Iteration 5F (2422.090000 sec): 3 clusters Score: Raw -565913.838917 + Penalty 4076.652104 = -561837.186813 nChanged 160 SP:Iteration 6Q (2422.300000 sec): 3 clusters Score: Raw -566057.238354 + Penalty 4076.652104 = -561980.586250 nChanged 101 SP:Iteration 7Q (2422.480000 sec): 3 clusters Score: Raw -566122.415130 + Penalty 4076.652104 = -562045.763026 nChanged 60 SP:Iteration 8Q (2422.690000 sec): 3 clusters Score: Raw -566161.412694 + Penalty 4076.652104 = -562084.760590 nChanged 41 SP:Iteration 9Q (2422.890000 sec): 3 clusters Score: Raw -566180.378140 + Penalty 4076.652104 = -562103.726036 nChanged 25 SP:Iteration 10Q (2423.060000 sec): 3 clusters Score: Raw -566194.650182 + Penalty 4076.652104 = -562117.998078 nChanged 16 SP:Iteration 11Q (2423.280000 sec): 3 clusters Score: Raw -566202.325832 + Penalty 4076.652104 = -562125.673728 nChanged 10 SP:Iteration 12Q (2423.470000 sec): 3 clusters Score: Raw -566206.702604 + Penalty 4076.652104 = -562130.050500 nChanged 8 SP:Iteration 13Q (2423.650000 sec): 3 clusters Score: Raw -566209.887530 + Penalty 4076.652104 = -562133.235426 nChanged 4 SP:Iteration 14Q (2423.880000 sec): 3 clusters Score: Raw -566212.383737 + Penalty 4076.652104 = -562135.731633 nChanged 4 SP:Iteration 15Q (2424.100000 sec): 3 clusters Score: Raw -566214.435411 + Penalty 4076.652104 = -562137.783307 nChanged 4 SP:Iteration 16Q (2424.340000 sec): 3 clusters Score: Raw -566216.787384 + Penalty 4076.652104 = -562140.135280 nChanged 3 SP:Iteration 17Q (2424.560000 sec): 3 clusters Score: Raw -566218.606052 + Penalty 4076.652104 = -562141.953948 nChanged 3 SP:Iteration 18Q (2424.740000 sec): 3 clusters Score: Raw -566219.961565 + Penalty 4076.652104 = -562143.309461 nChanged 1 SP:Iteration 19Q (2424.940000 sec): 3 clusters Score: Raw -566220.969626 + Penalty 4076.652104 = -562144.317522 nChanged 1 SP:Iteration 20F (2425.190000 sec): 3 clusters Score: Raw -566221.377072 + Penalty 4076.652104 = -562144.724969 nChanged 2 SP:Iteration 21Q (2425.400000 sec): 3 clusters Score: Raw -566222.564900 + Penalty 4076.652104 = -562145.912796 nChanged 2 SP:Iteration 22Q (2425.620000 sec): 3 clusters Score: Raw -566223.319485 + Penalty 4076.652104 = -562146.667381 nChanged 1 SP:Iteration 23Q (2425.790000 sec): 3 clusters Score: Raw -566223.900575 + Penalty 4076.652104 = -562147.248472 nChanged 1 SP:Iteration 24Q (2426.010000 sec): 3 clusters Score: Raw -566224.275889 + Penalty 4076.652104 = -562147.623786 nChanged 0 SP:Iteration 25F (2426.170000 sec): 3 clusters Score: Raw -566224.275889 + Penalty 4076.652104 = -562147.623786 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (19996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2426.340000 sec): 2 clusters Score: Raw -3189676.162790 + Penalty 2456.015308 = -3187220.147482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2426.610000 sec): 3 clusters Score: Raw -3177876.218930 + Penalty 4912.030616 = -3172964.188314 nChanged 8874 SP:Iteration 1F (2426.930000 sec): 3 clusters Score: Raw -3182634.814906 + Penalty 4912.030616 = -3177722.784290 nChanged 1147 SP:Iteration 2F (2427.330000 sec): 3 clusters Score: Raw -3183074.111264 + Penalty 4912.030616 = -3178162.080648 nChanged 970 SP:Iteration 3Q (2427.630000 sec): 3 clusters Score: Raw -3183403.219373 + Penalty 4912.030616 = -3178491.188757 nChanged 819 SP:Iteration 4Q (2427.930000 sec): 3 clusters Score: Raw -3183673.041897 + Penalty 4912.030616 = -3178761.011281 nChanged 689 SP:Iteration 5Q (2428.260000 sec): 3 clusters Score: Raw -3183890.791426 + Penalty 4912.030616 = -3178978.760810 nChanged 667 SP:Iteration 6Q (2428.600000 sec): 3 clusters Score: Raw -3184097.096651 + Penalty 4912.030616 = -3179185.066035 nChanged 612 SP:Iteration 7Q (2428.910000 sec): 3 clusters Score: Raw -3184285.683666 + Penalty 4912.030616 = -3179373.653050 nChanged 573 SP:Iteration 8Q (2429.200000 sec): 3 clusters Score: Raw -3184479.168934 + Penalty 4912.030616 = -3179567.138318 nChanged 628 SP:Iteration 9Q (2429.500000 sec): 3 clusters Score: Raw -3184699.544449 + Penalty 4912.030616 = -3179787.513833 nChanged 599 SP:Iteration 10Q (2429.820000 sec): 3 clusters Score: Raw -3184905.796348 + Penalty 4912.030616 = -3179993.765732 nChanged 612 SP:Iteration 11Q (2430.120000 sec): 3 clusters Score: Raw -3185124.705630 + Penalty 4912.030616 = -3180212.675014 nChanged 594 SP:Iteration 12Q (2430.370000 sec): 3 clusters Score: Raw -3185355.516308 + Penalty 4912.030616 = -3180443.485692 nChanged 625 SP:Iteration 13Q (2430.640000 sec): 3 clusters Score: Raw -3185628.949446 + Penalty 4912.030616 = -3180716.918829 nChanged 634 SP:Iteration 14Q (2430.900000 sec): 3 clusters Score: Raw -3185918.243981 + Penalty 4912.030616 = -3181006.213365 nChanged 650 SP:Iteration 15Q (2431.230000 sec): 3 clusters Score: Raw -3186219.325907 + Penalty 4912.030616 = -3181307.295291 nChanged 624 SP:Iteration 16Q (2431.590000 sec): 3 clusters Score: Raw -3186520.583143 + Penalty 4912.030616 = -3181608.552527 nChanged 603 SP:Iteration 17Q (2431.850000 sec): 3 clusters Score: Raw -3186787.846821 + Penalty 4912.030616 = -3181875.816205 nChanged 529 SP:Iteration 18Q (2432.190000 sec): 3 clusters Score: Raw -3187019.972768 + Penalty 4912.030616 = -3182107.942152 nChanged 450 SP:Iteration 19Q (2432.430000 sec): 3 clusters Score: Raw -3187189.077949 + Penalty 4912.030616 = -3182277.047333 nChanged 385 SP:Iteration 20F (2432.740000 sec): 3 clusters Score: Raw -3187317.867620 + Penalty 4912.030616 = -3182405.837003 nChanged 317 SP:Iteration 21Q (2433.010000 sec): 3 clusters Score: Raw -3187424.742074 + Penalty 4912.030616 = -3182512.711458 nChanged 303 SP:Iteration 22Q (2433.390000 sec): 3 clusters Score: Raw -3187529.395387 + Penalty 4912.030616 = -3182617.364770 nChanged 264 SP:Iteration 23Q (2433.700000 sec): 3 clusters Score: Raw -3187611.093916 + Penalty 4912.030616 = -3182699.063300 nChanged 229 SP:Iteration 24Q (2433.970000 sec): 3 clusters Score: Raw -3187677.264500 + Penalty 4912.030616 = -3182765.233884 nChanged 199 SP:Iteration 25Q (2434.260000 sec): 3 clusters Score: Raw -3187740.537669 + Penalty 4912.030616 = -3182828.507053 nChanged 179 SP:Iteration 26Q (2434.560000 sec): 3 clusters Score: Raw -3187787.824293 + Penalty 4912.030616 = -3182875.793677 nChanged 164 SP:Iteration 27Q (2434.880000 sec): 3 clusters Score: Raw -3187827.020003 + Penalty 4912.030616 = -3182914.989387 nChanged 155 SP:Iteration 28Q (2435.170000 sec): 3 clusters Score: Raw -3187864.016740 + Penalty 4912.030616 = -3182951.986124 nChanged 142 SP:Iteration 29Q (2435.440000 sec): 3 clusters Score: Raw -3187900.201688 + Penalty 4912.030616 = -3182988.171072 nChanged 155 SP:Iteration 30Q (2435.720000 sec): 3 clusters Score: Raw -3187939.602535 + Penalty 4912.030616 = -3183027.571918 nChanged 147 SP:Iteration 31Q (2436.050000 sec): 3 clusters Score: Raw -3187977.602799 + Penalty 4912.030616 = -3183065.572182 nChanged 158 SP:Iteration 32Q (2436.340000 sec): 3 clusters Score: Raw -3188025.333767 + Penalty 4912.030616 = -3183113.303151 nChanged 167 SP:Iteration 33Q (2436.660000 sec): 3 clusters Score: Raw -3188071.272309 + Penalty 4912.030616 = -3183159.241693 nChanged 155 SP:Iteration 34Q (2436.930000 sec): 3 clusters Score: Raw -3188111.118237 + Penalty 4912.030616 = -3183199.087621 nChanged 163 SP:Iteration 35Q (2437.190000 sec): 3 clusters Score: Raw -3188157.611261 + Penalty 4912.030616 = -3183245.580645 nChanged 180 SP:Iteration 36Q (2437.450000 sec): 3 clusters Score: Raw -3188208.931039 + Penalty 4912.030616 = -3183296.900422 nChanged 195 SP:Iteration 37Q (2437.730000 sec): 3 clusters Score: Raw -3188268.545009 + Penalty 4912.030616 = -3183356.514393 nChanged 184 SP:Iteration 38Q (2438.060000 sec): 3 clusters Score: Raw -3188324.710640 + Penalty 4912.030616 = -3183412.680024 nChanged 189 SP:Iteration 39Q (2438.350000 sec): 3 clusters Score: Raw -3188389.880029 + Penalty 4912.030616 = -3183477.849413 nChanged 186 SP:Iteration 40F (2438.650000 sec): 3 clusters Score: Raw -3188449.454215 + Penalty 4912.030616 = -3183537.423599 nChanged 177 SP:Iteration 41Q (2438.930000 sec): 3 clusters Score: Raw -3188506.495219 + Penalty 4912.030616 = -3183594.464603 nChanged 171 SP:Iteration 42Q (2439.210000 sec): 3 clusters Score: Raw -3188568.337917 + Penalty 4912.030616 = -3183656.307300 nChanged 184 SP:Iteration 43Q (2439.490000 sec): 3 clusters Score: Raw -3188634.211468 + Penalty 4912.030616 = -3183722.180852 nChanged 184 SP:Iteration 44Q (2439.770000 sec): 3 clusters Score: Raw -3188702.499632 + Penalty 4912.030616 = -3183790.469016 nChanged 182 SP:Iteration 45Q (2440.010000 sec): 3 clusters Score: Raw -3188772.262033 + Penalty 4912.030616 = -3183860.231417 nChanged 165 SP:Iteration 46Q (2440.320000 sec): 3 clusters Score: Raw -3188837.995754 + Penalty 4912.030616 = -3183925.965138 nChanged 161 SP:Iteration 47Q (2440.570000 sec): 3 clusters Score: Raw -3188895.440155 + Penalty 4912.030616 = -3183983.409539 nChanged 139 SP:Iteration 48Q (2440.850000 sec): 3 clusters Score: Raw -3188943.138964 + Penalty 4912.030616 = -3184031.108348 nChanged 156 SP:Iteration 49Q (2441.140000 sec): 3 clusters Score: Raw -3189007.105131 + Penalty 4912.030616 = -3184095.074515 nChanged 172 SP:Iteration 50Q (2441.460000 sec): 3 clusters Score: Raw -3189075.234967 + Penalty 4912.030616 = -3184163.204351 nChanged 163 SP:Iteration 51Q (2441.720000 sec): 3 clusters Score: Raw -3189143.423659 + Penalty 4912.030616 = -3184231.393042 nChanged 147 SP:Iteration 52Q (2441.990000 sec): 3 clusters Score: Raw -3189208.832677 + Penalty 4912.030616 = -3184296.802061 nChanged 146 SP:Iteration 53Q (2442.270000 sec): 3 clusters Score: Raw -3189276.542789 + Penalty 4912.030616 = -3184364.512173 nChanged 137 SP:Iteration 54Q (2442.540000 sec): 3 clusters Score: Raw -3189342.001451 + Penalty 4912.030616 = -3184429.970835 nChanged 127 SP:Iteration 55Q (2442.830000 sec): 3 clusters Score: Raw -3189401.631645 + Penalty 4912.030616 = -3184489.601029 nChanged 113 SP:Iteration 56Q (2443.130000 sec): 3 clusters Score: Raw -3189464.729020 + Penalty 4912.030616 = -3184552.698403 nChanged 115 SP:Iteration 57Q (2443.410000 sec): 3 clusters Score: Raw -3189523.484627 + Penalty 4912.030616 = -3184611.454011 nChanged 97 SP:Iteration 58Q (2443.680000 sec): 3 clusters Score: Raw -3189576.107467 + Penalty 4912.030616 = -3184664.076850 nChanged 90 SP:Iteration 59Q (2443.900000 sec): 3 clusters Score: Raw -3189624.060163 + Penalty 4912.030616 = -3184712.029547 nChanged 79 SP:Iteration 60F (2444.230000 sec): 3 clusters Score: Raw -3189668.916418 + Penalty 4912.030616 = -3184756.885802 nChanged 84 SP:Iteration 61Q (2444.490000 sec): 3 clusters Score: Raw -3189721.087390 + Penalty 4912.030616 = -3184809.056774 nChanged 76 SP:Iteration 62Q (2444.730000 sec): 3 clusters Score: Raw -3189768.819223 + Penalty 4912.030616 = -3184856.788607 nChanged 61 SP:Iteration 63Q (2444.980000 sec): 3 clusters Score: Raw -3189812.204277 + Penalty 4912.030616 = -3184900.173660 nChanged 52 SP:Iteration 64Q (2445.270000 sec): 3 clusters Score: Raw -3189845.120462 + Penalty 4912.030616 = -3184933.089846 nChanged 41 SP:Iteration 65Q (2445.590000 sec): 3 clusters Score: Raw -3189867.811573 + Penalty 4912.030616 = -3184955.780957 nChanged 15 SP:Iteration 66Q (2445.840000 sec): 3 clusters Score: Raw -3189876.973046 + Penalty 4912.030616 = -3184964.942430 nChanged 18 SP:Iteration 67Q (2446.110000 sec): 3 clusters Score: Raw -3189886.919598 + Penalty 4912.030616 = -3184974.888982 nChanged 12 SP:Iteration 68Q (2446.370000 sec): 3 clusters Score: Raw -3189893.282655 + Penalty 4912.030616 = -3184981.252039 nChanged 9 SP:Iteration 69Q (2446.680000 sec): 3 clusters Score: Raw -3189899.383346 + Penalty 4912.030616 = -3184987.352730 nChanged 13 SP:Iteration 70Q (2446.910000 sec): 3 clusters Score: Raw -3189906.241688 + Penalty 4912.030616 = -3184994.211072 nChanged 9 SP:Iteration 71Q (2447.210000 sec): 3 clusters Score: Raw -3189911.994184 + Penalty 4912.030616 = -3184999.963568 nChanged 7 SP:Iteration 72Q (2447.440000 sec): 3 clusters Score: Raw -3189918.513104 + Penalty 4912.030616 = -3185006.482488 nChanged 8 SP:Iteration 73Q (2447.700000 sec): 3 clusters Score: Raw -3189922.912034 + Penalty 4912.030616 = -3185010.881418 nChanged 8 SP:Iteration 74Q (2448.030000 sec): 3 clusters Score: Raw -3189929.961072 + Penalty 4912.030616 = -3185017.930456 nChanged 14 SP:Iteration 75Q (2448.330000 sec): 3 clusters Score: Raw -3189942.053085 + Penalty 4912.030616 = -3185030.022469 nChanged 14 SP:Iteration 76Q (2448.590000 sec): 3 clusters Score: Raw -3189952.032369 + Penalty 4912.030616 = -3185040.001753 nChanged 8 SP:Iteration 77Q (2448.910000 sec): 3 clusters Score: Raw -3189956.273274 + Penalty 4912.030616 = -3185044.242658 nChanged 7 SP:Iteration 78Q (2449.190000 sec): 3 clusters Score: Raw -3189961.577236 + Penalty 4912.030616 = -3185049.546620 nChanged 6 SP:Iteration 79Q (2449.430000 sec): 3 clusters Score: Raw -3189965.014850 + Penalty 4912.030616 = -3185052.984234 nChanged 2 SP:Iteration 80F (2449.690000 sec): 3 clusters Score: Raw -3189966.135989 + Penalty 4912.030616 = -3185054.105373 nChanged 1 SP:Iteration 81Q (2449.970000 sec): 3 clusters Score: Raw -3189967.004659 + Penalty 4912.030616 = -3185054.974043 nChanged 2 SP:Iteration 82Q (2450.230000 sec): 3 clusters Score: Raw -3189968.030590 + Penalty 4912.030616 = -3185055.999974 nChanged 2 SP:Iteration 83Q (2450.470000 sec): 3 clusters Score: Raw -3189970.123591 + Penalty 4912.030616 = -3185058.092974 nChanged 2 SP:Iteration 84Q (2450.750000 sec): 3 clusters Score: Raw -3189971.009843 + Penalty 4912.030616 = -3185058.979227 nChanged 2 SP:Iteration 85Q (2451.010000 sec): 3 clusters Score: Raw -3189972.853937 + Penalty 4912.030616 = -3185060.823321 nChanged 3 SP:Iteration 86Q (2451.310000 sec): 3 clusters Score: Raw -3189974.537448 + Penalty 4912.030616 = -3185062.506832 nChanged 3 SP:Iteration 87Q (2451.580000 sec): 3 clusters Score: Raw -3189976.237508 + Penalty 4912.030616 = -3185064.206891 nChanged 3 SP:Iteration 88Q (2451.890000 sec): 3 clusters Score: Raw -3189977.785528 + Penalty 4912.030616 = -3185065.754912 nChanged 1 SP:Iteration 89Q (2452.130000 sec): 3 clusters Score: Raw -3189978.595842 + Penalty 4912.030616 = -3185066.565226 nChanged 1 SP:Iteration 90Q (2452.380000 sec): 3 clusters Score: Raw -3189978.725478 + Penalty 4912.030616 = -3185066.694862 nChanged 1 SP:Iteration 91Q (2452.670000 sec): 3 clusters Score: Raw -3189979.811313 + Penalty 4912.030616 = -3185067.780697 nChanged 2 SP:Iteration 92Q (2452.910000 sec): 3 clusters Score: Raw -3189981.540695 + Penalty 4912.030616 = -3185069.510079 nChanged 2 SP:Iteration 93Q (2453.190000 sec): 3 clusters Score: Raw -3189983.488689 + Penalty 4912.030616 = -3185071.458073 nChanged 3 SP:Iteration 94Q (2453.460000 sec): 3 clusters Score: Raw -3189984.727238 + Penalty 4912.030616 = -3185072.696622 nChanged 1 SP:Iteration 95Q (2453.700000 sec): 3 clusters Score: Raw -3189985.077637 + Penalty 4912.030616 = -3185073.047021 nChanged 1 SP:Iteration 96Q (2453.940000 sec): 3 clusters Score: Raw -3189985.948565 + Penalty 4912.030616 = -3185073.917949 nChanged 0 SP:Iteration 97F (2454.230000 sec): 3 clusters Score: Raw -3189985.948565 + Penalty 4912.030616 = -3185073.917949 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2454.360000 sec): 2 clusters Score: Raw -35934.838047 + Penalty 1419.449105 = -34515.388942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2454.550000 sec): 3 clusters Score: Raw -36252.829016 + Penalty 2838.898211 = -33413.930805 nChanged 53 SP:Iteration 1F (2454.730000 sec): 3 clusters Score: Raw -36516.357758 + Penalty 2838.898211 = -33677.459547 nChanged 17 SP:Iteration 2F (2454.920000 sec): 3 clusters Score: Raw -36618.750327 + Penalty 2838.898211 = -33779.852116 nChanged 18 SP:Iteration 3F (2455.110000 sec): 3 clusters Score: Raw -36791.661112 + Penalty 2838.898211 = -33952.762902 nChanged 15 SP:Iteration 4Q (2455.270000 sec): 3 clusters Score: Raw -36874.780180 + Penalty 2838.898211 = -34035.881969 nChanged 12 SP:Iteration 5Q (2455.500000 sec): 3 clusters Score: Raw -36955.716074 + Penalty 2838.898211 = -34116.817864 nChanged 12 SP:Iteration 6Q (2455.720000 sec): 3 clusters Score: Raw -37016.684214 + Penalty 2838.898211 = -34177.786004 nChanged 8 SP:Iteration 7Q (2455.960000 sec): 3 clusters Score: Raw -37073.382031 + Penalty 2838.898211 = -34234.483821 nChanged 5 SP:Iteration 8Q (2456.100000 sec): 3 clusters Score: Raw -37105.647531 + Penalty 2838.898211 = -34266.749320 nChanged 0 SP:Iteration 9F (2456.300000 sec): 3 clusters Score: Raw -37105.647531 + Penalty 2838.898211 = -34266.749320 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (14431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2456.440000 sec): 2 clusters Score: Raw -2155144.571847 + Penalty 2375.129219 = -2152769.442627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2456.690000 sec): 3 clusters Score: Raw -2147110.149180 + Penalty 4750.258439 = -2142359.890741 nChanged 6150 SP:Iteration 1F (2456.900000 sec): 3 clusters Score: Raw -2150262.134289 + Penalty 4750.258439 = -2145511.875850 nChanged 827 SP:Iteration 2F (2457.180000 sec): 3 clusters Score: Raw -2150596.819641 + Penalty 4750.258439 = -2145846.561202 nChanged 652 SP:Iteration 3Q (2457.400000 sec): 3 clusters Score: Raw -2150841.245330 + Penalty 4750.258439 = -2146090.986891 nChanged 544 SP:Iteration 4Q (2457.720000 sec): 3 clusters Score: Raw -2151049.145060 + Penalty 4750.258439 = -2146298.886621 nChanged 519 SP:Iteration 5Q (2457.960000 sec): 3 clusters Score: Raw -2151261.976659 + Penalty 4750.258439 = -2146511.718220 nChanged 527 SP:Iteration 6Q (2458.240000 sec): 3 clusters Score: Raw -2151505.463092 + Penalty 4750.258439 = -2146755.204653 nChanged 573 SP:Iteration 7Q (2458.460000 sec): 3 clusters Score: Raw -2151776.184126 + Penalty 4750.258439 = -2147025.925687 nChanged 594 SP:Iteration 8Q (2458.690000 sec): 3 clusters Score: Raw -2152092.057963 + Penalty 4750.258439 = -2147341.799524 nChanged 616 SP:Iteration 9Q (2458.950000 sec): 3 clusters Score: Raw -2152430.581416 + Penalty 4750.258439 = -2147680.322977 nChanged 678 SP:Iteration 10Q (2459.180000 sec): 3 clusters Score: Raw -2152814.331487 + Penalty 4750.258439 = -2148064.073048 nChanged 676 SP:Iteration 11Q (2459.430000 sec): 3 clusters Score: Raw -2153214.119030 + Penalty 4750.258439 = -2148463.860591 nChanged 616 SP:Iteration 12Q (2459.730000 sec): 3 clusters Score: Raw -2153519.725377 + Penalty 4750.258439 = -2148769.466938 nChanged 492 SP:Iteration 13Q (2459.950000 sec): 3 clusters Score: Raw -2153763.997077 + Penalty 4750.258439 = -2149013.738638 nChanged 412 SP:Iteration 14Q (2460.280000 sec): 3 clusters Score: Raw -2153954.839525 + Penalty 4750.258439 = -2149204.581086 nChanged 309 SP:Iteration 15Q (2460.520000 sec): 3 clusters Score: Raw -2154078.798595 + Penalty 4750.258439 = -2149328.540157 nChanged 254 SP:Iteration 16Q (2460.830000 sec): 3 clusters Score: Raw -2154165.607379 + Penalty 4750.258439 = -2149415.348940 nChanged 202 SP:Iteration 17Q (2461.040000 sec): 3 clusters Score: Raw -2154223.813399 + Penalty 4750.258439 = -2149473.554960 nChanged 162 SP:Iteration 18Q (2461.350000 sec): 3 clusters Score: Raw -2154267.132260 + Penalty 4750.258439 = -2149516.873821 nChanged 147 SP:Iteration 19Q (2461.660000 sec): 3 clusters Score: Raw -2154300.635703 + Penalty 4750.258439 = -2149550.377264 nChanged 106 SP:Iteration 20F (2461.900000 sec): 3 clusters Score: Raw -2154322.606930 + Penalty 4750.258439 = -2149572.348491 nChanged 83 SP:Iteration 21Q (2462.210000 sec): 3 clusters Score: Raw -2154337.657604 + Penalty 4750.258439 = -2149587.399165 nChanged 65 SP:Iteration 22Q (2462.490000 sec): 3 clusters Score: Raw -2154346.562661 + Penalty 4750.258439 = -2149596.304222 nChanged 39 SP:Iteration 23Q (2462.740000 sec): 3 clusters Score: Raw -2154352.954542 + Penalty 4750.258439 = -2149602.696103 nChanged 45 SP:Iteration 24Q (2462.980000 sec): 3 clusters Score: Raw -2154360.673329 + Penalty 4750.258439 = -2149610.414890 nChanged 43 SP:Iteration 25Q (2463.250000 sec): 3 clusters Score: Raw -2154367.448117 + Penalty 4750.258439 = -2149617.189678 nChanged 39 SP:Iteration 26Q (2463.510000 sec): 3 clusters Score: Raw -2154373.203452 + Penalty 4750.258439 = -2149622.945013 nChanged 39 SP:Iteration 27Q (2463.800000 sec): 3 clusters Score: Raw -2154379.504243 + Penalty 4750.258439 = -2149629.245804 nChanged 36 SP:Iteration 28Q (2464.070000 sec): 3 clusters Score: Raw -2154384.344638 + Penalty 4750.258439 = -2149634.086199 nChanged 30 SP:Iteration 29Q (2464.330000 sec): 3 clusters Score: Raw -2154388.272064 + Penalty 4750.258439 = -2149638.013625 nChanged 20 SP:Iteration 30Q (2464.580000 sec): 3 clusters Score: Raw -2154390.921516 + Penalty 4750.258439 = -2149640.663077 nChanged 18 SP:Iteration 31Q (2464.890000 sec): 3 clusters Score: Raw -2154393.362014 + Penalty 4750.258439 = -2149643.103575 nChanged 16 SP:Iteration 32Q (2465.150000 sec): 3 clusters Score: Raw -2154395.195221 + Penalty 4750.258439 = -2149644.936782 nChanged 16 SP:Iteration 33Q (2465.440000 sec): 3 clusters Score: Raw -2154397.100147 + Penalty 4750.258439 = -2149646.841708 nChanged 21 SP:Iteration 34Q (2465.690000 sec): 3 clusters Score: Raw -2154399.494747 + Penalty 4750.258439 = -2149649.236308 nChanged 14 SP:Iteration 35Q (2466.010000 sec): 3 clusters Score: Raw -2154400.906323 + Penalty 4750.258439 = -2149650.647884 nChanged 15 SP:Iteration 36Q (2466.230000 sec): 3 clusters Score: Raw -2154402.285889 + Penalty 4750.258439 = -2149652.027450 nChanged 10 SP:Iteration 37Q (2466.510000 sec): 3 clusters Score: Raw -2154403.092789 + Penalty 4750.258439 = -2149652.834350 nChanged 5 SP:Iteration 38Q (2466.780000 sec): 3 clusters Score: Raw -2154403.833839 + Penalty 4750.258439 = -2149653.575400 nChanged 12 SP:Iteration 39Q (2467.020000 sec): 3 clusters Score: Raw -2154405.221536 + Penalty 4750.258439 = -2149654.963097 nChanged 11 SP:Iteration 40F (2467.280000 sec): 3 clusters Score: Raw -2154406.143123 + Penalty 4750.258439 = -2149655.884684 nChanged 6 SP:Iteration 41Q (2467.500000 sec): 3 clusters Score: Raw -2154406.624762 + Penalty 4750.258439 = -2149656.366323 nChanged 7 SP:Iteration 42Q (2467.760000 sec): 3 clusters Score: Raw -2154407.424205 + Penalty 4750.258439 = -2149657.165766 nChanged 5 SP:Iteration 43Q (2468.130000 sec): 3 clusters Score: Raw -2154407.759517 + Penalty 4750.258439 = -2149657.501078 nChanged 5 SP:Iteration 44Q (2468.400000 sec): 3 clusters Score: Raw -2154408.365051 + Penalty 4750.258439 = -2149658.106612 nChanged 5 SP:Iteration 45Q (2468.710000 sec): 3 clusters Score: Raw -2154408.857712 + Penalty 4750.258439 = -2149658.599273 nChanged 5 SP:Iteration 46Q (2469.030000 sec): 3 clusters Score: Raw -2154409.119937 + Penalty 4750.258439 = -2149658.861498 nChanged 5 SP:Iteration 47Q (2469.260000 sec): 3 clusters Score: Raw -2154409.634215 + Penalty 4750.258439 = -2149659.375776 nChanged 6 SP:Iteration 48Q (2469.560000 sec): 3 clusters Score: Raw -2154410.037455 + Penalty 4750.258439 = -2149659.779016 nChanged 4 SP:Iteration 49Q (2469.820000 sec): 3 clusters Score: Raw -2154410.432493 + Penalty 4750.258439 = -2149660.174055 nChanged 4 SP:Iteration 50Q (2470.040000 sec): 3 clusters Score: Raw -2154410.754417 + Penalty 4750.258439 = -2149660.495978 nChanged 4 SP:Iteration 51Q (2470.280000 sec): 3 clusters Score: Raw -2154411.067931 + Penalty 4750.258439 = -2149660.809492 nChanged 3 SP:Iteration 52Q (2470.570000 sec): 3 clusters Score: Raw -2154411.255995 + Penalty 4750.258439 = -2149660.997556 nChanged 1 SP:Iteration 53Q (2470.780000 sec): 3 clusters Score: Raw -2154411.407785 + Penalty 4750.258439 = -2149661.149346 nChanged 1 SP:Iteration 54Q (2471.120000 sec): 3 clusters Score: Raw -2154411.578818 + Penalty 4750.258439 = -2149661.320379 nChanged 0 SP:Iteration 55F (2471.380000 sec): 3 clusters Score: Raw -2154411.578818 + Penalty 4750.258439 = -2149661.320379 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (6825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2471.530000 sec): 2 clusters Score: Raw -986885.942444 + Penalty 2189.430210 = -984696.512234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2471.750000 sec): 3 clusters Score: Raw -983471.082310 + Penalty 4378.860420 = -979092.221890 nChanged 2749 SP:Iteration 1F (2471.990000 sec): 3 clusters Score: Raw -985017.069857 + Penalty 4378.860420 = -980638.209437 nChanged 499 SP:Iteration 2F (2472.200000 sec): 3 clusters Score: Raw -985283.070914 + Penalty 4378.860420 = -980904.210495 nChanged 338 SP:Iteration 3Q (2472.450000 sec): 3 clusters Score: Raw -985469.883746 + Penalty 4378.860420 = -981091.023326 nChanged 287 SP:Iteration 4Q (2472.580000 sec): 3 clusters Score: Raw -985657.561664 + Penalty 4378.860420 = -981278.701244 nChanged 286 SP:Iteration 5Q (2472.790000 sec): 3 clusters Score: Raw -985839.889489 + Penalty 4378.860420 = -981461.029069 nChanged 250 SP:Iteration 6Q (2472.980000 sec): 3 clusters Score: Raw -986010.973806 + Penalty 4378.860420 = -981632.113387 nChanged 274 SP:Iteration 7Q (2473.220000 sec): 3 clusters Score: Raw -986202.100807 + Penalty 4378.860420 = -981823.240387 nChanged 281 SP:Iteration 8Q (2473.440000 sec): 3 clusters Score: Raw -986392.524931 + Penalty 4378.860420 = -982013.664511 nChanged 261 SP:Iteration 9Q (2473.680000 sec): 3 clusters Score: Raw -986569.865822 + Penalty 4378.860420 = -982191.005402 nChanged 260 SP:Iteration 10Q (2473.860000 sec): 3 clusters Score: Raw -986753.424009 + Penalty 4378.860420 = -982374.563590 nChanged 236 SP:Iteration 11Q (2474.110000 sec): 3 clusters Score: Raw -986908.783074 + Penalty 4378.860420 = -982529.922654 nChanged 191 SP:Iteration 12Q (2474.280000 sec): 3 clusters Score: Raw -987037.829239 + Penalty 4378.860420 = -982658.968819 nChanged 172 SP:Iteration 13Q (2474.500000 sec): 3 clusters Score: Raw -987183.372154 + Penalty 4378.860420 = -982804.511734 nChanged 149 SP:Iteration 14Q (2474.690000 sec): 3 clusters Score: Raw -987314.990482 + Penalty 4378.860420 = -982936.130062 nChanged 121 SP:Iteration 15Q (2474.900000 sec): 3 clusters Score: Raw -987438.242605 + Penalty 4378.860420 = -983059.382186 nChanged 115 SP:Iteration 16Q (2475.120000 sec): 3 clusters Score: Raw -987582.772065 + Penalty 4378.860420 = -983203.911645 nChanged 92 SP:Iteration 17Q (2475.340000 sec): 3 clusters Score: Raw -987656.917767 + Penalty 4378.860420 = -983278.057348 nChanged 68 SP:Iteration 18Q (2475.550000 sec): 3 clusters Score: Raw -987711.458365 + Penalty 4378.860420 = -983332.597945 nChanged 60 SP:Iteration 19Q (2475.730000 sec): 3 clusters Score: Raw -987746.603851 + Penalty 4378.860420 = -983367.743431 nChanged 38 SP:Iteration 20F (2475.940000 sec): 3 clusters Score: Raw -987765.119880 + Penalty 4378.860420 = -983386.259461 nChanged 24 SP:Iteration 21Q (2476.160000 sec): 3 clusters Score: Raw -987777.470842 + Penalty 4378.860420 = -983398.610423 nChanged 14 SP:Iteration 22Q (2476.430000 sec): 3 clusters Score: Raw -987783.621974 + Penalty 4378.860420 = -983404.761555 nChanged 11 SP:Iteration 23Q (2476.620000 sec): 3 clusters Score: Raw -987791.917714 + Penalty 4378.860420 = -983413.057295 nChanged 18 SP:Iteration 24Q (2476.860000 sec): 3 clusters Score: Raw -987798.682817 + Penalty 4378.860420 = -983419.822397 nChanged 8 SP:Iteration 25Q (2477.040000 sec): 3 clusters Score: Raw -987801.279998 + Penalty 4378.860420 = -983422.419579 nChanged 3 SP:Iteration 26Q (2477.250000 sec): 3 clusters Score: Raw -987802.386960 + Penalty 4378.860420 = -983423.526541 nChanged 4 SP:Iteration 27Q (2477.490000 sec): 3 clusters Score: Raw -987803.372951 + Penalty 4378.860420 = -983424.512532 nChanged 0 SP:Iteration 28F (2477.680000 sec): 3 clusters Score: Raw -987803.372951 + Penalty 4378.860420 = -983424.512532 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (1039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2477.770000 sec): 2 clusters Score: Raw -162102.799102 + Penalty 1722.611470 = -160380.187632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2477.910000 sec): 3 clusters Score: Raw -161895.461280 + Penalty 3445.222940 = -158450.238341 nChanged 273 SP:Iteration 1F (2478.030000 sec): 3 clusters Score: Raw -162177.402229 + Penalty 3445.222940 = -158732.179289 nChanged 73 SP:Iteration 2F (2478.160000 sec): 3 clusters Score: Raw -162311.592905 + Penalty 3445.222940 = -158866.369966 nChanged 45 SP:Iteration 3Q (2478.370000 sec): 3 clusters Score: Raw -162381.680539 + Penalty 3445.222940 = -158936.457599 nChanged 34 SP:Iteration 4Q (2478.570000 sec): 3 clusters Score: Raw -162440.633386 + Penalty 3445.222940 = -158995.410446 nChanged 32 SP:Iteration 5Q (2478.750000 sec): 3 clusters Score: Raw -162494.291637 + Penalty 3445.222940 = -159049.068697 nChanged 31 SP:Iteration 6Q (2478.910000 sec): 3 clusters Score: Raw -162540.839988 + Penalty 3445.222940 = -159095.617048 nChanged 25 SP:Iteration 7Q (2479.120000 sec): 3 clusters Score: Raw -162595.975865 + Penalty 3445.222940 = -159150.752925 nChanged 27 SP:Iteration 8Q (2479.260000 sec): 3 clusters Score: Raw -162677.425771 + Penalty 3445.222940 = -159232.202831 nChanged 28 SP:Iteration 9Q (2479.490000 sec): 3 clusters Score: Raw -162756.014395 + Penalty 3445.222940 = -159310.791455 nChanged 21 SP:Iteration 10Q (2479.650000 sec): 3 clusters Score: Raw -162809.552026 + Penalty 3445.222940 = -159364.329087 nChanged 24 SP:Iteration 11Q (2479.810000 sec): 3 clusters Score: Raw -162883.136820 + Penalty 3445.222940 = -159437.913880 nChanged 23 SP:Iteration 12Q (2480.000000 sec): 3 clusters Score: Raw -162922.704663 + Penalty 3445.222940 = -159477.481723 nChanged 12 SP:Iteration 13Q (2480.150000 sec): 3 clusters Score: Raw -162952.153086 + Penalty 3445.222940 = -159506.930146 nChanged 9 SP:Iteration 14Q (2480.320000 sec): 3 clusters Score: Raw -162966.717371 + Penalty 3445.222940 = -159521.494431 nChanged 11 SP:Iteration 15Q (2480.480000 sec): 3 clusters Score: Raw -162993.331388 + Penalty 3445.222940 = -159548.108448 nChanged 9 SP:Iteration 16Q (2480.640000 sec): 3 clusters Score: Raw -163012.131842 + Penalty 3445.222940 = -159566.908903 nChanged 13 SP:Iteration 17Q (2480.800000 sec): 3 clusters Score: Raw -163030.683669 + Penalty 3445.222940 = -159585.460730 nChanged 11 SP:Iteration 18Q (2480.980000 sec): 3 clusters Score: Raw -163052.889632 + Penalty 3445.222940 = -159607.666692 nChanged 5 SP:Iteration 19Q (2481.170000 sec): 3 clusters Score: Raw -163061.430736 + Penalty 3445.222940 = -159616.207796 nChanged 6 SP:Iteration 20F (2481.390000 sec): 3 clusters Score: Raw -163076.103247 + Penalty 3445.222940 = -159630.880307 nChanged 8 SP:Iteration 21Q (2481.560000 sec): 3 clusters Score: Raw -163096.363827 + Penalty 3445.222940 = -159651.140887 nChanged 4 SP:Iteration 22Q (2481.750000 sec): 3 clusters Score: Raw -163102.110835 + Penalty 3445.222940 = -159656.887895 nChanged 1 SP:Iteration 23Q (2481.930000 sec): 3 clusters Score: Raw -163104.505087 + Penalty 3445.222940 = -159659.282147 nChanged 2 SP:Iteration 24Q (2482.120000 sec): 3 clusters Score: Raw -163109.459973 + Penalty 3445.222940 = -159664.237033 nChanged 3 SP:Iteration 25Q (2482.260000 sec): 3 clusters Score: Raw -163113.161084 + Penalty 3445.222940 = -159667.938144 nChanged 1 SP:Iteration 26Q (2482.460000 sec): 3 clusters Score: Raw -163115.332444 + Penalty 3445.222940 = -159670.109504 nChanged 3 SP:Iteration 27Q (2482.630000 sec): 3 clusters Score: Raw -163120.102800 + Penalty 3445.222940 = -159674.879861 nChanged 1 SP:Iteration 28Q (2482.860000 sec): 3 clusters Score: Raw -163122.502469 + Penalty 3445.222940 = -159677.279529 nChanged 1 SP:Iteration 29Q (2483.000000 sec): 3 clusters Score: Raw -163124.778458 + Penalty 3445.222940 = -159679.555518 nChanged 0 SP:Iteration 30F (2483.220000 sec): 3 clusters Score: Raw -163124.778458 + Penalty 3445.222940 = -159679.555518 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (5957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2483.320000 sec): 2 clusters Score: Raw -838688.209032 + Penalty 2155.695925 = -836532.513107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2483.570000 sec): 3 clusters Score: Raw -835869.164726 + Penalty 4311.391850 = -831557.772876 nChanged 2360 SP:Iteration 1F (2483.800000 sec): 3 clusters Score: Raw -837431.119089 + Penalty 4311.391850 = -833119.727239 nChanged 526 SP:Iteration 2F (2484.060000 sec): 3 clusters Score: Raw -837940.289564 + Penalty 4311.391850 = -833628.897715 nChanged 406 SP:Iteration 3F (2484.300000 sec): 3 clusters Score: Raw -838343.675652 + Penalty 4311.391850 = -834032.283803 nChanged 357 SP:Iteration 4F (2484.470000 sec): 3 clusters Score: Raw -838681.397659 + Penalty 4311.391850 = -834370.005809 nChanged 349 SP:Iteration 5F (2484.760000 sec): 3 clusters Score: Raw -839016.702296 + Penalty 4311.391850 = -834705.310446 nChanged 306 SP:Iteration 6F (2484.980000 sec): 3 clusters Score: Raw -839326.897089 + Penalty 4311.391850 = -835015.505239 nChanged 245 SP:Iteration 7Q (2485.180000 sec): 3 clusters Score: Raw -839530.485618 + Penalty 4311.391850 = -835219.093768 nChanged 189 SP:Iteration 8Q (2485.380000 sec): 3 clusters Score: Raw -839659.850330 + Penalty 4311.391850 = -835348.458480 nChanged 148 SP:Iteration 9Q (2485.560000 sec): 3 clusters Score: Raw -839737.260008 + Penalty 4311.391850 = -835425.868159 nChanged 92 SP:Iteration 10Q (2485.780000 sec): 3 clusters Score: Raw -839783.952279 + Penalty 4311.391850 = -835472.560430 nChanged 68 SP:Iteration 11Q (2485.980000 sec): 3 clusters Score: Raw -839809.178197 + Penalty 4311.391850 = -835497.786347 nChanged 53 SP:Iteration 12Q (2486.180000 sec): 3 clusters Score: Raw -839825.613611 + Penalty 4311.391850 = -835514.221761 nChanged 36 SP:Iteration 13Q (2486.350000 sec): 3 clusters Score: Raw -839837.605670 + Penalty 4311.391850 = -835526.213821 nChanged 23 SP:Iteration 14Q (2486.590000 sec): 3 clusters Score: Raw -839843.663831 + Penalty 4311.391850 = -835532.271981 nChanged 22 SP:Iteration 15Q (2486.800000 sec): 3 clusters Score: Raw -839850.433828 + Penalty 4311.391850 = -835539.041978 nChanged 15 SP:Iteration 16Q (2487.000000 sec): 3 clusters Score: Raw -839854.823953 + Penalty 4311.391850 = -835543.432103 nChanged 12 SP:Iteration 17Q (2487.210000 sec): 3 clusters Score: Raw -839857.423942 + Penalty 4311.391850 = -835546.032092 nChanged 14 SP:Iteration 18Q (2487.440000 sec): 3 clusters Score: Raw -839860.123808 + Penalty 4311.391850 = -835548.731958 nChanged 6 SP:Iteration 19Q (2487.620000 sec): 3 clusters Score: Raw -839861.594517 + Penalty 4311.391850 = -835550.202668 nChanged 5 SP:Iteration 20F (2487.860000 sec): 3 clusters Score: Raw -839862.646574 + Penalty 4311.391850 = -835551.254724 nChanged 8 SP:Iteration 21Q (2488.080000 sec): 3 clusters Score: Raw -839864.658739 + Penalty 4311.391850 = -835553.266890 nChanged 6 SP:Iteration 22Q (2488.290000 sec): 3 clusters Score: Raw -839866.379559 + Penalty 4311.391850 = -835554.987709 nChanged 10 SP:Iteration 23Q (2488.510000 sec): 3 clusters Score: Raw -839869.669571 + Penalty 4311.391850 = -835558.277722 nChanged 11 SP:Iteration 24Q (2488.700000 sec): 3 clusters Score: Raw -839873.278728 + Penalty 4311.391850 = -835561.886878 nChanged 12 SP:Iteration 25Q (2488.900000 sec): 3 clusters Score: Raw -839877.552471 + Penalty 4311.391850 = -835566.160621 nChanged 8 SP:Iteration 26Q (2489.100000 sec): 3 clusters Score: Raw -839880.322073 + Penalty 4311.391850 = -835568.930224 nChanged 8 SP:Iteration 27Q (2489.320000 sec): 3 clusters Score: Raw -839883.445578 + Penalty 4311.391850 = -835572.053729 nChanged 9 SP:Iteration 28Q (2489.540000 sec): 3 clusters Score: Raw -839886.282365 + Penalty 4311.391850 = -835574.890516 nChanged 9 SP:Iteration 29Q (2489.760000 sec): 3 clusters Score: Raw -839888.316547 + Penalty 4311.391850 = -835576.924697 nChanged 4 SP:Iteration 30Q (2489.960000 sec): 3 clusters Score: Raw -839889.433188 + Penalty 4311.391850 = -835578.041338 nChanged 1 SP:Iteration 31Q (2490.200000 sec): 3 clusters Score: Raw -839889.607988 + Penalty 4311.391850 = -835578.216138 nChanged 1 SP:Iteration 32Q (2490.410000 sec): 3 clusters Score: Raw -839889.790712 + Penalty 4311.391850 = -835578.398862 nChanged 2 SP:Iteration 33Q (2490.620000 sec): 3 clusters Score: Raw -839890.304550 + Penalty 4311.391850 = -835578.912700 nChanged 2 SP:Iteration 34Q (2490.810000 sec): 3 clusters Score: Raw -839890.568310 + Penalty 4311.391850 = -835579.176461 nChanged 3 SP:Iteration 35Q (2491.060000 sec): 3 clusters Score: Raw -839891.688792 + Penalty 4311.391850 = -835580.296942 nChanged 4 SP:Iteration 36Q (2491.290000 sec): 3 clusters Score: Raw -839892.622684 + Penalty 4311.391850 = -835581.230835 nChanged 3 SP:Iteration 37Q (2491.480000 sec): 3 clusters Score: Raw -839893.193646 + Penalty 4311.391850 = -835581.801796 nChanged 2 SP:Iteration 38Q (2491.710000 sec): 3 clusters Score: Raw -839894.009596 + Penalty 4311.391850 = -835582.617746 nChanged 4 SP:Iteration 39Q (2491.910000 sec): 3 clusters Score: Raw -839894.888071 + Penalty 4311.391850 = -835583.496221 nChanged 2 SP:Iteration 40F (2492.100000 sec): 3 clusters Score: Raw -839895.389187 + Penalty 4311.391850 = -835583.997337 nChanged 3 SP:Iteration 41Q (2492.300000 sec): 3 clusters Score: Raw -839896.420026 + Penalty 4311.391850 = -835585.028177 nChanged 6 SP:Iteration 42Q (2492.530000 sec): 3 clusters Score: Raw -839897.662746 + Penalty 4311.391850 = -835586.270896 nChanged 6 SP:Iteration 43Q (2492.740000 sec): 3 clusters Score: Raw -839898.933031 + Penalty 4311.391850 = -835587.541181 nChanged 1 SP:Iteration 44Q (2492.930000 sec): 3 clusters Score: Raw -839899.092951 + Penalty 4311.391850 = -835587.701101 nChanged 1 SP:Iteration 45Q (2493.170000 sec): 3 clusters Score: Raw -839899.303759 + Penalty 4311.391850 = -835587.911909 nChanged 3 SP:Iteration 46Q (2493.380000 sec): 3 clusters Score: Raw -839900.196091 + Penalty 4311.391850 = -835588.804241 nChanged 5 SP:Iteration 47Q (2493.580000 sec): 3 clusters Score: Raw -839901.293044 + Penalty 4311.391850 = -835589.901195 nChanged 3 SP:Iteration 48Q (2493.770000 sec): 3 clusters Score: Raw -839902.129040 + Penalty 4311.391850 = -835590.737190 nChanged 4 SP:Iteration 49Q (2494.000000 sec): 3 clusters Score: Raw -839903.160238 + Penalty 4311.391850 = -835591.768388 nChanged 3 SP:Iteration 50Q (2494.190000 sec): 3 clusters Score: Raw -839903.732988 + Penalty 4311.391850 = -835592.341138 nChanged 0 SP:Iteration 51F (2494.410000 sec): 3 clusters Score: Raw -839903.732988 + Penalty 4311.391850 = -835592.341138 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (10632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2494.590000 sec): 2 clusters Score: Raw -1612813.536142 + Penalty 2299.362653 = -1610514.173489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2494.860000 sec): 3 clusters Score: Raw -1606936.728398 + Penalty 4598.725306 = -1602338.003093 nChanged 4440 SP:Iteration 1F (2495.090000 sec): 3 clusters Score: Raw -1609268.759542 + Penalty 4598.725306 = -1604670.034236 nChanged 690 SP:Iteration 2F (2495.290000 sec): 3 clusters Score: Raw -1609626.150917 + Penalty 4598.725306 = -1605027.425611 nChanged 610 SP:Iteration 3F (2495.510000 sec): 3 clusters Score: Raw -1609959.705583 + Penalty 4598.725306 = -1605360.980278 nChanged 550 SP:Iteration 4F (2495.750000 sec): 3 clusters Score: Raw -1610294.546693 + Penalty 4598.725306 = -1605695.821388 nChanged 529 SP:Iteration 5Q (2496.020000 sec): 3 clusters Score: Raw -1610670.959893 + Penalty 4598.725306 = -1606072.234587 nChanged 555 SP:Iteration 6F (2496.210000 sec): 3 clusters Score: Raw -1611093.055299 + Penalty 4598.725306 = -1606494.329994 nChanged 617 SP:Iteration 7F (2496.450000 sec): 3 clusters Score: Raw -1611585.846988 + Penalty 4598.725306 = -1606987.121682 nChanged 625 SP:Iteration 8F (2496.670000 sec): 3 clusters Score: Raw -1612079.049999 + Penalty 4598.725306 = -1607480.324694 nChanged 626 SP:Iteration 9F (2496.950000 sec): 3 clusters Score: Raw -1612583.219951 + Penalty 4598.725306 = -1607984.494645 nChanged 552 SP:Iteration 10F (2497.140000 sec): 3 clusters Score: Raw -1612965.436000 + Penalty 4598.725306 = -1608366.710694 nChanged 378 SP:Iteration 11Q (2497.340000 sec): 3 clusters Score: Raw -1613171.509459 + Penalty 4598.725306 = -1608572.784153 nChanged 274 SP:Iteration 12Q (2497.590000 sec): 3 clusters Score: Raw -1613303.774782 + Penalty 4598.725306 = -1608705.049476 nChanged 198 SP:Iteration 13Q (2497.820000 sec): 3 clusters Score: Raw -1613386.248759 + Penalty 4598.725306 = -1608787.523453 nChanged 134 SP:Iteration 14Q (2498.040000 sec): 3 clusters Score: Raw -1613435.234082 + Penalty 4598.725306 = -1608836.508776 nChanged 116 SP:Iteration 15Q (2498.270000 sec): 3 clusters Score: Raw -1613469.482913 + Penalty 4598.725306 = -1608870.757607 nChanged 67 SP:Iteration 16Q (2498.450000 sec): 3 clusters Score: Raw -1613484.989315 + Penalty 4598.725306 = -1608886.264009 nChanged 51 SP:Iteration 17Q (2498.710000 sec): 3 clusters Score: Raw -1613496.905660 + Penalty 4598.725306 = -1608898.180354 nChanged 37 SP:Iteration 18Q (2498.910000 sec): 3 clusters Score: Raw -1613503.956649 + Penalty 4598.725306 = -1608905.231344 nChanged 29 SP:Iteration 19Q (2499.130000 sec): 3 clusters Score: Raw -1613509.752829 + Penalty 4598.725306 = -1608911.027523 nChanged 30 SP:Iteration 20F (2499.360000 sec): 3 clusters Score: Raw -1613515.980587 + Penalty 4598.725306 = -1608917.255281 nChanged 31 SP:Iteration 21Q (2499.570000 sec): 3 clusters Score: Raw -1613522.680010 + Penalty 4598.725306 = -1608923.954704 nChanged 40 SP:Iteration 22Q (2499.820000 sec): 3 clusters Score: Raw -1613531.030574 + Penalty 4598.725306 = -1608932.305269 nChanged 33 SP:Iteration 23Q (2500.080000 sec): 3 clusters Score: Raw -1613536.874212 + Penalty 4598.725306 = -1608938.148906 nChanged 35 SP:Iteration 24Q (2500.300000 sec): 3 clusters Score: Raw -1613542.742173 + Penalty 4598.725306 = -1608944.016867 nChanged 33 SP:Iteration 25Q (2500.540000 sec): 3 clusters Score: Raw -1613548.906324 + Penalty 4598.725306 = -1608950.181019 nChanged 40 SP:Iteration 26Q (2500.760000 sec): 3 clusters Score: Raw -1613556.410852 + Penalty 4598.725306 = -1608957.685546 nChanged 37 SP:Iteration 27Q (2500.970000 sec): 3 clusters Score: Raw -1613563.522320 + Penalty 4598.725306 = -1608964.797015 nChanged 34 SP:Iteration 28Q (2501.190000 sec): 3 clusters Score: Raw -1613571.167511 + Penalty 4598.725306 = -1608972.442206 nChanged 40 SP:Iteration 29Q (2501.420000 sec): 3 clusters Score: Raw -1613580.956441 + Penalty 4598.725306 = -1608982.231135 nChanged 36 SP:Iteration 30Q (2501.670000 sec): 3 clusters Score: Raw -1613587.883656 + Penalty 4598.725306 = -1608989.158350 nChanged 36 SP:Iteration 31Q (2501.890000 sec): 3 clusters Score: Raw -1613597.954465 + Penalty 4598.725306 = -1608999.229159 nChanged 41 SP:Iteration 32Q (2502.150000 sec): 3 clusters Score: Raw -1613607.692764 + Penalty 4598.725306 = -1609008.967458 nChanged 40 SP:Iteration 33Q (2502.340000 sec): 3 clusters Score: Raw -1613617.213964 + Penalty 4598.725306 = -1609018.488658 nChanged 39 SP:Iteration 34Q (2502.600000 sec): 3 clusters Score: Raw -1613627.132594 + Penalty 4598.725306 = -1609028.407288 nChanged 39 SP:Iteration 35Q (2502.840000 sec): 3 clusters Score: Raw -1613637.540688 + Penalty 4598.725306 = -1609038.815382 nChanged 45 SP:Iteration 36Q (2503.070000 sec): 3 clusters Score: Raw -1613651.871133 + Penalty 4598.725306 = -1609053.145827 nChanged 45 SP:Iteration 37Q (2503.280000 sec): 3 clusters Score: Raw -1613665.595986 + Penalty 4598.725306 = -1609066.870680 nChanged 52 SP:Iteration 38Q (2503.480000 sec): 3 clusters Score: Raw -1613677.047586 + Penalty 4598.725306 = -1609078.322280 nChanged 39 SP:Iteration 39Q (2503.720000 sec): 3 clusters Score: Raw -1613685.296690 + Penalty 4598.725306 = -1609086.571384 nChanged 35 SP:Iteration 40F (2504.000000 sec): 3 clusters Score: Raw -1613693.378241 + Penalty 4598.725306 = -1609094.652935 nChanged 30 SP:Iteration 41Q (2504.210000 sec): 3 clusters Score: Raw -1613701.018107 + Penalty 4598.725306 = -1609102.292801 nChanged 34 SP:Iteration 42Q (2504.460000 sec): 3 clusters Score: Raw -1613710.507889 + Penalty 4598.725306 = -1609111.782583 nChanged 31 SP:Iteration 43Q (2504.690000 sec): 3 clusters Score: Raw -1613718.841289 + Penalty 4598.725306 = -1609120.115983 nChanged 25 SP:Iteration 44Q (2504.940000 sec): 3 clusters Score: Raw -1613724.688398 + Penalty 4598.725306 = -1609125.963092 nChanged 24 SP:Iteration 45Q (2505.160000 sec): 3 clusters Score: Raw -1613731.145247 + Penalty 4598.725306 = -1609132.419941 nChanged 33 SP:Iteration 46Q (2505.390000 sec): 3 clusters Score: Raw -1613739.651279 + Penalty 4598.725306 = -1609140.925974 nChanged 26 SP:Iteration 47Q (2505.600000 sec): 3 clusters Score: Raw -1613746.355457 + Penalty 4598.725306 = -1609147.630151 nChanged 36 SP:Iteration 48Q (2505.840000 sec): 3 clusters Score: Raw -1613756.813928 + Penalty 4598.725306 = -1609158.088622 nChanged 27 SP:Iteration 49Q (2506.060000 sec): 3 clusters Score: Raw -1613765.721859 + Penalty 4598.725306 = -1609166.996553 nChanged 36 SP:Iteration 50Q (2506.320000 sec): 3 clusters Score: Raw -1613776.077247 + Penalty 4598.725306 = -1609177.351942 nChanged 32 SP:Iteration 51Q (2506.610000 sec): 3 clusters Score: Raw -1613784.403146 + Penalty 4598.725306 = -1609185.677840 nChanged 35 SP:Iteration 52Q (2506.830000 sec): 3 clusters Score: Raw -1613795.910459 + Penalty 4598.725306 = -1609197.185153 nChanged 42 SP:Iteration 53Q (2507.100000 sec): 3 clusters Score: Raw -1613809.705366 + Penalty 4598.725306 = -1609210.980060 nChanged 49 SP:Iteration 54Q (2507.310000 sec): 3 clusters Score: Raw -1613829.438507 + Penalty 4598.725306 = -1609230.713201 nChanged 55 SP:Iteration 55Q (2507.600000 sec): 3 clusters Score: Raw -1613851.403881 + Penalty 4598.725306 = -1609252.678575 nChanged 47 SP:Iteration 56Q (2507.810000 sec): 3 clusters Score: Raw -1613867.811108 + Penalty 4598.725306 = -1609269.085802 nChanged 42 SP:Iteration 57Q (2508.070000 sec): 3 clusters Score: Raw -1613881.395532 + Penalty 4598.725306 = -1609282.670226 nChanged 34 SP:Iteration 58Q (2508.290000 sec): 3 clusters Score: Raw -1613893.423688 + Penalty 4598.725306 = -1609294.698383 nChanged 47 SP:Iteration 59Q (2508.560000 sec): 3 clusters Score: Raw -1613910.648146 + Penalty 4598.725306 = -1609311.922840 nChanged 44 SP:Iteration 60F (2508.840000 sec): 3 clusters Score: Raw -1613926.048486 + Penalty 4598.725306 = -1609327.323180 nChanged 39 SP:Iteration 61Q (2509.060000 sec): 3 clusters Score: Raw -1613939.533825 + Penalty 4598.725306 = -1609340.808519 nChanged 27 SP:Iteration 62Q (2509.290000 sec): 3 clusters Score: Raw -1613946.860173 + Penalty 4598.725306 = -1609348.134867 nChanged 22 SP:Iteration 63Q (2509.480000 sec): 3 clusters Score: Raw -1613951.592012 + Penalty 4598.725306 = -1609352.866706 nChanged 24 SP:Iteration 64Q (2509.700000 sec): 3 clusters Score: Raw -1613957.183679 + Penalty 4598.725306 = -1609358.458373 nChanged 16 SP:Iteration 65Q (2509.910000 sec): 3 clusters Score: Raw -1613961.488355 + Penalty 4598.725306 = -1609362.763049 nChanged 14 SP:Iteration 66Q (2510.160000 sec): 3 clusters Score: Raw -1613964.995552 + Penalty 4598.725306 = -1609366.270246 nChanged 8 SP:Iteration 67Q (2510.400000 sec): 3 clusters Score: Raw -1613967.465126 + Penalty 4598.725306 = -1609368.739820 nChanged 10 SP:Iteration 68Q (2510.610000 sec): 3 clusters Score: Raw -1613970.321509 + Penalty 4598.725306 = -1609371.596203 nChanged 6 SP:Iteration 69Q (2510.890000 sec): 3 clusters Score: Raw -1613972.232945 + Penalty 4598.725306 = -1609373.507639 nChanged 8 SP:Iteration 70Q (2511.120000 sec): 3 clusters Score: Raw -1613974.160647 + Penalty 4598.725306 = -1609375.435341 nChanged 3 SP:Iteration 71Q (2511.400000 sec): 3 clusters Score: Raw -1613974.511889 + Penalty 4598.725306 = -1609375.786583 nChanged 1 SP:Iteration 72Q (2511.630000 sec): 3 clusters Score: Raw -1613974.762291 + Penalty 4598.725306 = -1609376.036985 nChanged 1 SP:Iteration 73Q (2511.880000 sec): 3 clusters Score: Raw -1613975.101626 + Penalty 4598.725306 = -1609376.376320 nChanged 1 SP:Iteration 74Q (2512.140000 sec): 3 clusters Score: Raw -1613975.217936 + Penalty 4598.725306 = -1609376.492630 nChanged 1 SP:Iteration 75Q (2512.360000 sec): 3 clusters Score: Raw -1613975.349008 + Penalty 4598.725306 = -1609376.623702 nChanged 1 SP:Iteration 76Q (2512.600000 sec): 3 clusters Score: Raw -1613975.431512 + Penalty 4598.725306 = -1609376.706206 nChanged 0 SP:Iteration 77F (2512.810000 sec): 3 clusters Score: Raw -1613975.431512 + Penalty 4598.725306 = -1609376.706206 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2512.960000 sec): 2 clusters Score: Raw -105637.125806 + Penalty 1627.836171 = -104009.289635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2513.130000 sec): 3 clusters Score: Raw -105517.452270 + Penalty 3255.672341 = -102261.779929 nChanged 131 SP:Iteration 1F (2513.340000 sec): 3 clusters Score: Raw -105730.966105 + Penalty 3255.672341 = -102475.293764 nChanged 43 SP:Iteration 2F (2513.520000 sec): 3 clusters Score: Raw -105805.926412 + Penalty 3255.672341 = -102550.254071 nChanged 24 SP:Iteration 3Q (2513.710000 sec): 3 clusters Score: Raw -105842.647867 + Penalty 3255.672341 = -102586.975526 nChanged 7 SP:Iteration 4Q (2513.880000 sec): 3 clusters Score: Raw -105850.782848 + Penalty 3255.672341 = -102595.110506 nChanged 5 SP:Iteration 5Q (2514.080000 sec): 3 clusters Score: Raw -105859.824265 + Penalty 3255.672341 = -102604.151924 nChanged 5 SP:Iteration 6Q (2514.230000 sec): 3 clusters Score: Raw -105866.318922 + Penalty 3255.672341 = -102610.646581 nChanged 1 SP:Iteration 7Q (2514.430000 sec): 3 clusters Score: Raw -105869.230262 + Penalty 3255.672341 = -102613.557921 nChanged 1 SP:Iteration 8Q (2514.590000 sec): 3 clusters Score: Raw -105871.408409 + Penalty 3255.672341 = -102615.736068 nChanged 1 SP:Iteration 9Q (2514.780000 sec): 3 clusters Score: Raw -105872.908548 + Penalty 3255.672341 = -102617.236207 nChanged 1 SP:Iteration 10Q (2514.920000 sec): 3 clusters Score: Raw -105873.660346 + Penalty 3255.672341 = -102617.988005 nChanged 0 SP:Iteration 11F (2515.070000 sec): 3 clusters Score: Raw -105873.660346 + Penalty 3255.672341 = -102617.988005 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2515.180000 sec): 2 clusters Score: Raw -38360.978595 + Penalty 1407.834943 = -36953.143652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2515.350000 sec): 3 clusters Score: Raw -38571.041383 + Penalty 2815.669886 = -35755.371497 nChanged 41 SP:Iteration 1F (2515.470000 sec): 3 clusters Score: Raw -38747.241257 + Penalty 2815.669886 = -35931.571371 nChanged 9 SP:Iteration 2Q (2515.650000 sec): 3 clusters Score: Raw -38802.147855 + Penalty 2815.669886 = -35986.477969 nChanged 4 SP:Iteration 3Q (2515.810000 sec): 3 clusters Score: Raw -38861.811593 + Penalty 2815.669886 = -36046.141707 nChanged 8 SP:Iteration 4Q (2515.980000 sec): 3 clusters Score: Raw -38941.643675 + Penalty 2815.669886 = -36125.973789 nChanged 6 SP:Iteration 5Q (2516.150000 sec): 3 clusters Score: Raw -38974.022930 + Penalty 2815.669886 = -36158.353044 nChanged 5 SP:Iteration 6Q (2516.330000 sec): 3 clusters Score: Raw -38996.124429 + Penalty 2815.669886 = -36180.454543 nChanged 3 SP:Iteration 7Q (2516.490000 sec): 3 clusters Score: Raw -39003.804368 + Penalty 2815.669886 = -36188.134482 nChanged 1 SP:Iteration 8Q (2516.680000 sec): 3 clusters Score: Raw -39007.602973 + Penalty 2815.669886 = -36191.933087 nChanged 3 SP:Iteration 9Q (2516.900000 sec): 3 clusters Score: Raw -39018.391226 + Penalty 2815.669886 = -36202.721340 nChanged 3 SP:Iteration 10Q (2517.080000 sec): 3 clusters Score: Raw -39023.156296 + Penalty 2815.669886 = -36207.486410 nChanged 0 SP:Iteration 11F (2517.280000 sec): 3 clusters Score: Raw -39023.156296 + Penalty 2815.669886 = -36207.486410 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (2503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2517.390000 sec): 2 clusters Score: Raw -353932.960226 + Penalty 1940.660832 = -351992.299393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2517.600000 sec): 3 clusters Score: Raw -353027.109481 + Penalty 3881.321665 = -349145.787816 nChanged 831 SP:Iteration 1F (2517.780000 sec): 3 clusters Score: Raw -353753.758878 + Penalty 3881.321665 = -349872.437214 nChanged 250 SP:Iteration 2F (2518.000000 sec): 3 clusters Score: Raw -354059.968229 + Penalty 3881.321665 = -350178.646565 nChanged 189 SP:Iteration 3F (2518.180000 sec): 3 clusters Score: Raw -354267.578170 + Penalty 3881.321665 = -350386.256505 nChanged 126 SP:Iteration 4F (2518.350000 sec): 3 clusters Score: Raw -354413.522210 + Penalty 3881.321665 = -350532.200545 nChanged 104 SP:Iteration 5Q (2518.550000 sec): 3 clusters Score: Raw -354532.349429 + Penalty 3881.321665 = -350651.027764 nChanged 73 SP:Iteration 6Q (2518.810000 sec): 3 clusters Score: Raw -354624.359971 + Penalty 3881.321665 = -350743.038307 nChanged 57 SP:Iteration 7Q (2518.980000 sec): 3 clusters Score: Raw -354690.494937 + Penalty 3881.321665 = -350809.173273 nChanged 48 SP:Iteration 8Q (2519.130000 sec): 3 clusters Score: Raw -354755.537625 + Penalty 3881.321665 = -350874.215961 nChanged 40 SP:Iteration 9Q (2519.350000 sec): 3 clusters Score: Raw -354807.734877 + Penalty 3881.321665 = -350926.413212 nChanged 30 SP:Iteration 10Q (2519.510000 sec): 3 clusters Score: Raw -354851.386493 + Penalty 3881.321665 = -350970.064828 nChanged 28 SP:Iteration 11Q (2519.750000 sec): 3 clusters Score: Raw -354897.251875 + Penalty 3881.321665 = -351015.930211 nChanged 23 SP:Iteration 12Q (2519.920000 sec): 3 clusters Score: Raw -354930.893131 + Penalty 3881.321665 = -351049.571466 nChanged 16 SP:Iteration 13Q (2520.100000 sec): 3 clusters Score: Raw -354954.563128 + Penalty 3881.321665 = -351073.241463 nChanged 15 SP:Iteration 14Q (2520.270000 sec): 3 clusters Score: Raw -354965.650325 + Penalty 3881.321665 = -351084.328660 nChanged 8 SP:Iteration 15Q (2520.470000 sec): 3 clusters Score: Raw -354973.323237 + Penalty 3881.321665 = -351092.001572 nChanged 7 SP:Iteration 16Q (2520.600000 sec): 3 clusters Score: Raw -354979.374242 + Penalty 3881.321665 = -351098.052578 nChanged 5 SP:Iteration 17Q (2520.810000 sec): 3 clusters Score: Raw -354982.796722 + Penalty 3881.321665 = -351101.475057 nChanged 4 SP:Iteration 18Q (2521.060000 sec): 3 clusters Score: Raw -354984.677907 + Penalty 3881.321665 = -351103.356243 nChanged 2 SP:Iteration 19Q (2521.230000 sec): 3 clusters Score: Raw -354986.111475 + Penalty 3881.321665 = -351104.789811 nChanged 2 SP:Iteration 20F (2521.430000 sec): 3 clusters Score: Raw -354988.083121 + Penalty 3881.321665 = -351106.761456 nChanged 3 SP:Iteration 21Q (2521.690000 sec): 3 clusters Score: Raw -354989.964775 + Penalty 3881.321665 = -351108.643110 nChanged 2 SP:Iteration 22Q (2521.890000 sec): 3 clusters Score: Raw -354995.830173 + Penalty 3881.321665 = -351114.508508 nChanged 4 SP:Iteration 23Q (2522.070000 sec): 3 clusters Score: Raw -354998.088726 + Penalty 3881.321665 = -351116.767062 nChanged 2 SP:Iteration 24Q (2522.250000 sec): 3 clusters Score: Raw -354999.123073 + Penalty 3881.321665 = -351117.801408 nChanged 0 SP:Iteration 25F (2522.420000 sec): 3 clusters Score: Raw -354999.123073 + Penalty 3881.321665 = -351117.801408 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (11352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2522.510000 sec): 2 clusters Score: Raw -1749194.114590 + Penalty 2315.613006 = -1746878.501584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2522.750000 sec): 3 clusters Score: Raw -1742975.795218 + Penalty 4631.226013 = -1738344.569206 nChanged 4800 SP:Iteration 1F (2522.950000 sec): 3 clusters Score: Raw -1745429.296887 + Penalty 4631.226013 = -1740798.070874 nChanged 670 SP:Iteration 2F (2523.170000 sec): 3 clusters Score: Raw -1745717.609614 + Penalty 4631.226013 = -1741086.383601 nChanged 550 SP:Iteration 3Q (2523.400000 sec): 3 clusters Score: Raw -1745921.135676 + Penalty 4631.226013 = -1741289.909664 nChanged 432 SP:Iteration 4Q (2523.590000 sec): 3 clusters Score: Raw -1746065.589278 + Penalty 4631.226013 = -1741434.363265 nChanged 343 SP:Iteration 5Q (2523.830000 sec): 3 clusters Score: Raw -1746178.167160 + Penalty 4631.226013 = -1741546.941148 nChanged 263 SP:Iteration 6Q (2524.070000 sec): 3 clusters Score: Raw -1746256.085255 + Penalty 4631.226013 = -1741624.859243 nChanged 228 SP:Iteration 7Q (2524.260000 sec): 3 clusters Score: Raw -1746319.641822 + Penalty 4631.226013 = -1741688.415810 nChanged 208 SP:Iteration 8Q (2524.510000 sec): 3 clusters Score: Raw -1746375.043101 + Penalty 4631.226013 = -1741743.817088 nChanged 170 SP:Iteration 9Q (2524.700000 sec): 3 clusters Score: Raw -1746425.157439 + Penalty 4631.226013 = -1741793.931427 nChanged 200 SP:Iteration 10Q (2524.940000 sec): 3 clusters Score: Raw -1746485.935107 + Penalty 4631.226013 = -1741854.709095 nChanged 212 SP:Iteration 11Q (2525.190000 sec): 3 clusters Score: Raw -1746549.894985 + Penalty 4631.226013 = -1741918.668972 nChanged 231 SP:Iteration 12Q (2525.460000 sec): 3 clusters Score: Raw -1746618.501350 + Penalty 4631.226013 = -1741987.275337 nChanged 238 SP:Iteration 13Q (2525.690000 sec): 3 clusters Score: Raw -1746695.902116 + Penalty 4631.226013 = -1742064.676103 nChanged 249 SP:Iteration 14Q (2525.920000 sec): 3 clusters Score: Raw -1746776.331040 + Penalty 4631.226013 = -1742145.105028 nChanged 257 SP:Iteration 15Q (2526.150000 sec): 3 clusters Score: Raw -1746866.517143 + Penalty 4631.226013 = -1742235.291131 nChanged 309 SP:Iteration 16Q (2526.350000 sec): 3 clusters Score: Raw -1746989.600194 + Penalty 4631.226013 = -1742358.374181 nChanged 351 SP:Iteration 17Q (2526.590000 sec): 3 clusters Score: Raw -1747148.333282 + Penalty 4631.226013 = -1742517.107269 nChanged 402 SP:Iteration 18Q (2526.890000 sec): 3 clusters Score: Raw -1747372.230711 + Penalty 4631.226013 = -1742741.004698 nChanged 450 SP:Iteration 19Q (2527.120000 sec): 3 clusters Score: Raw -1747631.547508 + Penalty 4631.226013 = -1743000.321496 nChanged 463 SP:Iteration 20F (2527.390000 sec): 3 clusters Score: Raw -1747948.840685 + Penalty 4631.226013 = -1743317.614673 nChanged 500 SP:Iteration 21Q (2527.650000 sec): 3 clusters Score: Raw -1748334.049960 + Penalty 4631.226013 = -1743702.823948 nChanged 446 SP:Iteration 22Q (2527.930000 sec): 3 clusters Score: Raw -1748700.648245 + Penalty 4631.226013 = -1744069.422232 nChanged 340 SP:Iteration 23Q (2528.170000 sec): 3 clusters Score: Raw -1749000.659407 + Penalty 4631.226013 = -1744369.433395 nChanged 242 SP:Iteration 24Q (2528.390000 sec): 3 clusters Score: Raw -1749215.353270 + Penalty 4631.226013 = -1744584.127257 nChanged 147 SP:Iteration 25Q (2528.610000 sec): 3 clusters Score: Raw -1749345.933282 + Penalty 4631.226013 = -1744714.707269 nChanged 89 SP:Iteration 26Q (2528.850000 sec): 3 clusters Score: Raw -1749423.332187 + Penalty 4631.226013 = -1744792.106174 nChanged 60 SP:Iteration 27Q (2529.090000 sec): 3 clusters Score: Raw -1749481.289091 + Penalty 4631.226013 = -1744850.063078 nChanged 43 SP:Iteration 28Q (2529.320000 sec): 3 clusters Score: Raw -1749518.388139 + Penalty 4631.226013 = -1744887.162127 nChanged 23 SP:Iteration 29Q (2529.550000 sec): 3 clusters Score: Raw -1749534.442594 + Penalty 4631.226013 = -1744903.216582 nChanged 18 SP:Iteration 30Q (2529.780000 sec): 3 clusters Score: Raw -1749548.188046 + Penalty 4631.226013 = -1744916.962033 nChanged 9 SP:Iteration 31Q (2529.980000 sec): 3 clusters Score: Raw -1749556.731584 + Penalty 4631.226013 = -1744925.505572 nChanged 4 SP:Iteration 32Q (2530.190000 sec): 3 clusters Score: Raw -1749560.132411 + Penalty 4631.226013 = -1744928.906398 nChanged 3 SP:Iteration 33Q (2530.420000 sec): 3 clusters Score: Raw -1749561.310417 + Penalty 4631.226013 = -1744930.084404 nChanged 1 SP:Iteration 34Q (2530.700000 sec): 3 clusters Score: Raw -1749562.042850 + Penalty 4631.226013 = -1744930.816837 nChanged 1 SP:Iteration 35Q (2530.910000 sec): 3 clusters Score: Raw -1749563.284094 + Penalty 4631.226013 = -1744932.058082 nChanged 3 SP:Iteration 36Q (2531.170000 sec): 3 clusters Score: Raw -1749565.640604 + Penalty 4631.226013 = -1744934.414591 nChanged 5 SP:Iteration 37Q (2531.440000 sec): 3 clusters Score: Raw -1749570.587338 + Penalty 4631.226013 = -1744939.361326 nChanged 2 SP:Iteration 38Q (2531.730000 sec): 3 clusters Score: Raw -1749572.117603 + Penalty 4631.226013 = -1744940.891590 nChanged 2 SP:Iteration 39Q (2531.950000 sec): 3 clusters Score: Raw -1749573.192362 + Penalty 4631.226013 = -1744941.966350 nChanged 0 SP:Iteration 40F (2532.240000 sec): 3 clusters Score: Raw -1749573.192362 + Penalty 4631.226013 = -1744941.966350 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2532.330000 sec): 2 clusters Score: Raw -28430.314641 + Penalty 1425.849461 = -27004.465180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2532.540000 sec): 3 clusters Score: Raw -28954.381966 + Penalty 2851.698921 = -26102.683045 nChanged 80 SP:Iteration 1F (2532.640000 sec): 3 clusters Score: Raw -29525.812970 + Penalty 2851.698921 = -26674.114049 nChanged 34 SP:Iteration 2F (2532.850000 sec): 3 clusters Score: Raw -29920.206842 + Penalty 2851.698921 = -27068.507921 nChanged 19 SP:Iteration 3F (2533.010000 sec): 3 clusters Score: Raw -30102.703014 + Penalty 2851.698921 = -27251.004093 nChanged 10 SP:Iteration 4Q (2533.210000 sec): 3 clusters Score: Raw -30349.380879 + Penalty 2851.698921 = -27497.681958 nChanged 4 SP:Iteration 5Q (2533.420000 sec): 3 clusters Score: Raw -30461.523079 + Penalty 2851.698921 = -27609.824158 nChanged 5 SP:Iteration 6Q (2533.590000 sec): 3 clusters Score: Raw -30511.119844 + Penalty 2851.698921 = -27659.420923 nChanged 2 SP:Iteration 7Q (2533.760000 sec): 3 clusters Score: Raw -30552.026700 + Penalty 2851.698921 = -27700.327779 nChanged 2 SP:Iteration 8Q (2533.930000 sec): 3 clusters Score: Raw -30570.746521 + Penalty 2851.698921 = -27719.047600 nChanged 2 SP:Iteration 9Q (2534.120000 sec): 3 clusters Score: Raw -30643.200528 + Penalty 2851.698921 = -27791.501607 nChanged 1 SP:Iteration 10Q (2534.300000 sec): 3 clusters Score: Raw -30652.955555 + Penalty 2851.698921 = -27801.256634 nChanged 0 SP:Iteration 11F (2534.490000 sec): 3 clusters Score: Raw -30660.694110 + Penalty 2851.698921 = -27808.995189 nChanged 1 SP:Iteration 12Q (2534.660000 sec): 3 clusters Score: Raw -30744.630362 + Penalty 2851.698921 = -27892.931441 nChanged 0 SP:Iteration 13F (2534.880000 sec): 3 clusters Score: Raw -30746.281007 + Penalty 2851.698921 = -27894.582086 nChanged 1 SP:Iteration 14Q (2535.080000 sec): 3 clusters Score: Raw -30749.949551 + Penalty 2851.698921 = -27898.250630 nChanged 0 SP:Iteration 15F (2535.250000 sec): 3 clusters Score: Raw -30749.949551 + Penalty 2851.698921 = -27898.250630 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (146631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2536.050000 sec): 2 clusters Score: Raw -22206952.022416 + Penalty 2950.127277 = -22204001.895139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2536.980000 sec): 3 clusters Score: Raw -22111734.767398 + Penalty 5900.254555 = -22105834.512843 nChanged 70017 SP:Iteration 1F (2538.130000 sec): 3 clusters Score: Raw -22152578.999314 + Penalty 5900.254555 = -22146678.744759 nChanged 5496 SP:Iteration 2Q (2539.240000 sec): 3 clusters Score: Raw -22154164.827222 + Penalty 5900.254555 = -22148264.572667 nChanged 6167 SP:Iteration 3Q (2540.270000 sec): 3 clusters Score: Raw -22156447.741792 + Penalty 5900.254555 = -22150547.487237 nChanged 7584 SP:Iteration 4F (2541.220000 sec): 3 clusters Score: Raw -22160077.001432 + Penalty 5900.254555 = -22154176.746877 nChanged 9178 SP:Iteration 5F (2542.530000 sec): 3 clusters Score: Raw -22165555.465451 + Penalty 5900.254555 = -22159655.210896 nChanged 10778 SP:Iteration 6F (2543.800000 sec): 3 clusters Score: Raw -22173237.180398 + Penalty 5900.254555 = -22167336.925843 nChanged 11253 SP:Iteration 7F (2544.760000 sec): 3 clusters Score: Raw -22182164.424365 + Penalty 5900.254555 = -22176264.169810 nChanged 10231 SP:Iteration 8F (2545.800000 sec): 3 clusters Score: Raw -22190744.279304 + Penalty 5900.254555 = -22184844.024749 nChanged 8360 SP:Iteration 9F (2546.870000 sec): 3 clusters Score: Raw -22197818.746633 + Penalty 5900.254555 = -22191918.492078 nChanged 5799 SP:Iteration 10Q (2547.890000 sec): 3 clusters Score: Raw -22202538.942128 + Penalty 5900.254555 = -22196638.687573 nChanged 3408 SP:Iteration 11Q (2548.920000 sec): 3 clusters Score: Raw -22205098.255209 + Penalty 5900.254555 = -22199198.000654 nChanged 1781 SP:Iteration 12Q (2549.980000 sec): 3 clusters Score: Raw -22206278.794226 + Penalty 5900.254555 = -22200378.539671 nChanged 897 SP:Iteration 13Q (2550.900000 sec): 3 clusters Score: Raw -22206835.304952 + Penalty 5900.254555 = -22200935.050397 nChanged 452 SP:Iteration 14Q (2551.800000 sec): 3 clusters Score: Raw -22207094.955688 + Penalty 5900.254555 = -22201194.701133 nChanged 244 SP:Iteration 15Q (2552.640000 sec): 3 clusters Score: Raw -22207229.281342 + Penalty 5900.254555 = -22201329.026787 nChanged 154 SP:Iteration 16Q (2553.500000 sec): 3 clusters Score: Raw -22207315.324164 + Penalty 5900.254555 = -22201415.069609 nChanged 95 SP:Iteration 17Q (2554.460000 sec): 3 clusters Score: Raw -22207371.072602 + Penalty 5900.254555 = -22201470.818047 nChanged 61 SP:Iteration 18Q (2555.280000 sec): 3 clusters Score: Raw -22207404.262505 + Penalty 5900.254555 = -22201504.007950 nChanged 41 SP:Iteration 19Q (2556.140000 sec): 3 clusters Score: Raw -22207425.863358 + Penalty 5900.254555 = -22201525.608803 nChanged 38 SP:Iteration 20F (2557.020000 sec): 3 clusters Score: Raw -22207447.362719 + Penalty 5900.254555 = -22201547.108165 nChanged 33 SP:Iteration 21Q (2557.830000 sec): 3 clusters Score: Raw -22207463.352664 + Penalty 5900.254555 = -22201563.098110 nChanged 28 SP:Iteration 22Q (2558.560000 sec): 3 clusters Score: Raw -22207479.546718 + Penalty 5900.254555 = -22201579.292164 nChanged 27 SP:Iteration 23Q (2559.400000 sec): 3 clusters Score: Raw -22207495.638855 + Penalty 5900.254555 = -22201595.384300 nChanged 30 SP:Iteration 24Q (2560.250000 sec): 3 clusters Score: Raw -22207516.725929 + Penalty 5900.254555 = -22201616.471375 nChanged 14 SP:Iteration 25Q (2561.360000 sec): 3 clusters Score: Raw -22207523.844079 + Penalty 5900.254555 = -22201623.589524 nChanged 10 SP:Iteration 26Q (2562.190000 sec): 3 clusters Score: Raw -22207529.186136 + Penalty 5900.254555 = -22201628.931582 nChanged 6 SP:Iteration 27Q (2563.000000 sec): 3 clusters Score: Raw -22207532.489317 + Penalty 5900.254555 = -22201632.234762 nChanged 6 SP:Iteration 28Q (2564.000000 sec): 3 clusters Score: Raw -22207535.818300 + Penalty 5900.254555 = -22201635.563745 nChanged 6 SP:Iteration 29Q (2564.840000 sec): 3 clusters Score: Raw -22207538.436215 + Penalty 5900.254555 = -22201638.181660 nChanged 4 SP:Iteration 30Q (2565.700000 sec): 3 clusters Score: Raw -22207540.164277 + Penalty 5900.254555 = -22201639.909722 nChanged 6 SP:Iteration 31Q (2566.640000 sec): 3 clusters Score: Raw -22207542.754407 + Penalty 5900.254555 = -22201642.499852 nChanged 5 SP:Iteration 32Q (2567.430000 sec): 3 clusters Score: Raw -22207546.349939 + Penalty 5900.254555 = -22201646.095384 nChanged 5 SP:Iteration 33Q (2568.300000 sec): 3 clusters Score: Raw -22207548.040248 + Penalty 5900.254555 = -22201647.785693 nChanged 3 SP:Iteration 34Q (2569.110000 sec): 3 clusters Score: Raw -22207549.696289 + Penalty 5900.254555 = -22201649.441734 nChanged 3 SP:Iteration 35Q (2570.050000 sec): 3 clusters Score: Raw -22207550.925744 + Penalty 5900.254555 = -22201650.671189 nChanged 2 SP:Iteration 36Q (2570.990000 sec): 3 clusters Score: Raw -22207551.575697 + Penalty 5900.254555 = -22201651.321142 nChanged 0 SP:Iteration 37F (2571.940000 sec): 3 clusters Score: Raw -22207551.575697 + Penalty 5900.254555 = -22201651.321142 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2572.090000 sec): 2 clusters Score: Raw -111944.645110 + Penalty 1657.162932 = -110287.482178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2572.280000 sec): 3 clusters Score: Raw -111859.659627 + Penalty 3314.325864 = -108545.333763 nChanged 176 SP:Iteration 1F (2572.460000 sec): 3 clusters Score: Raw -112306.701620 + Penalty 3314.325864 = -108992.375756 nChanged 84 SP:Iteration 2F (2572.640000 sec): 3 clusters Score: Raw -112741.848742 + Penalty 3314.325864 = -109427.522878 nChanged 77 SP:Iteration 3F (2572.860000 sec): 3 clusters Score: Raw -113170.069382 + Penalty 3314.325864 = -109855.743518 nChanged 66 SP:Iteration 4F (2573.060000 sec): 3 clusters Score: Raw -113466.662154 + Penalty 3314.325864 = -110152.336289 nChanged 36 SP:Iteration 5Q (2573.250000 sec): 3 clusters Score: Raw -113650.470271 + Penalty 3314.325864 = -110336.144407 nChanged 21 SP:Iteration 6Q (2573.470000 sec): 3 clusters Score: Raw -113736.888274 + Penalty 3314.325864 = -110422.562409 nChanged 10 SP:Iteration 7Q (2573.640000 sec): 3 clusters Score: Raw -113776.468772 + Penalty 3314.325864 = -110462.142907 nChanged 7 SP:Iteration 8Q (2573.850000 sec): 3 clusters Score: Raw -113800.297948 + Penalty 3314.325864 = -110485.972084 nChanged 4 SP:Iteration 9Q (2574.070000 sec): 3 clusters Score: Raw -113811.995862 + Penalty 3314.325864 = -110497.669998 nChanged 4 SP:Iteration 10Q (2574.250000 sec): 3 clusters Score: Raw -113824.562283 + Penalty 3314.325864 = -110510.236419 nChanged 1 SP:Iteration 11Q (2574.410000 sec): 3 clusters Score: Raw -113828.664111 + Penalty 3314.325864 = -110514.338247 nChanged 0 SP:Iteration 12F (2574.610000 sec): 3 clusters Score: Raw -113828.664111 + Penalty 3314.325864 = -110514.338247 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2574.710000 sec): 2 clusters Score: Raw -13444.605185 + Penalty 1149.412789 = -12295.192396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2574.880000 sec): 3 clusters Score: Raw -13835.711989 + Penalty 2298.825578 = -11536.886410 nChanged 3 SP:Iteration 1Q (2575.070000 sec): 3 clusters Score: Raw -13859.312383 + Penalty 2298.825578 = -11560.486805 nChanged 1 SP:Iteration 2Q (2575.250000 sec): 3 clusters Score: Raw -13878.319170 + Penalty 2298.825578 = -11579.493592 nChanged 1 SP:Iteration 3Q (2575.430000 sec): 3 clusters Score: Raw -13901.524690 + Penalty 2298.825578 = -11602.699112 nChanged 0 SP:Iteration 4F (2575.630000 sec): 3 clusters Score: Raw -13901.524690 + Penalty 2298.825578 = -11602.699112 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (17344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2575.850000 sec): 2 clusters Score: Raw -2612785.216032 + Penalty 2420.728472 = -2610364.487559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2576.130000 sec): 3 clusters Score: Raw -2602836.225578 + Penalty 4841.456945 = -2597994.768633 nChanged 7558 SP:Iteration 1F (2576.450000 sec): 3 clusters Score: Raw -2606817.407021 + Penalty 4841.456945 = -2601975.950076 nChanged 925 SP:Iteration 2F (2576.740000 sec): 3 clusters Score: Raw -2607159.207621 + Penalty 4841.456945 = -2602317.750677 nChanged 805 SP:Iteration 3Q (2577.090000 sec): 3 clusters Score: Raw -2607477.101803 + Penalty 4841.456945 = -2602635.644859 nChanged 804 SP:Iteration 4Q (2577.360000 sec): 3 clusters Score: Raw -2607849.732578 + Penalty 4841.456945 = -2603008.275633 nChanged 846 SP:Iteration 5Q (2577.640000 sec): 3 clusters Score: Raw -2608299.515920 + Penalty 4841.456945 = -2603458.058976 nChanged 944 SP:Iteration 6F (2577.930000 sec): 3 clusters Score: Raw -2608874.642926 + Penalty 4841.456945 = -2604033.185981 nChanged 1020 SP:Iteration 7F (2578.210000 sec): 3 clusters Score: Raw -2609594.584037 + Penalty 4841.456945 = -2604753.127093 nChanged 1041 SP:Iteration 8F (2578.460000 sec): 3 clusters Score: Raw -2610332.856172 + Penalty 4841.456945 = -2605491.399227 nChanged 946 SP:Iteration 9F (2578.740000 sec): 3 clusters Score: Raw -2610957.831096 + Penalty 4841.456945 = -2606116.374151 nChanged 793 SP:Iteration 10Q (2579.040000 sec): 3 clusters Score: Raw -2611402.250722 + Penalty 4841.456945 = -2606560.793778 nChanged 588 SP:Iteration 11Q (2579.350000 sec): 3 clusters Score: Raw -2611689.445389 + Penalty 4841.456945 = -2606847.988445 nChanged 434 SP:Iteration 12Q (2579.630000 sec): 3 clusters Score: Raw -2611883.157045 + Penalty 4841.456945 = -2607041.700101 nChanged 377 SP:Iteration 13Q (2579.930000 sec): 3 clusters Score: Raw -2612049.094598 + Penalty 4841.456945 = -2607207.637653 nChanged 334 SP:Iteration 14Q (2580.230000 sec): 3 clusters Score: Raw -2612178.162834 + Penalty 4841.456945 = -2607336.705889 nChanged 264 SP:Iteration 15Q (2580.480000 sec): 3 clusters Score: Raw -2612268.512614 + Penalty 4841.456945 = -2607427.055669 nChanged 216 SP:Iteration 16Q (2580.780000 sec): 3 clusters Score: Raw -2612327.206539 + Penalty 4841.456945 = -2607485.749594 nChanged 154 SP:Iteration 17Q (2580.970000 sec): 3 clusters Score: Raw -2612360.926515 + Penalty 4841.456945 = -2607519.469570 nChanged 104 SP:Iteration 18Q (2581.230000 sec): 3 clusters Score: Raw -2612382.777470 + Penalty 4841.456945 = -2607541.320526 nChanged 74 SP:Iteration 19Q (2581.490000 sec): 3 clusters Score: Raw -2612396.334454 + Penalty 4841.456945 = -2607554.877509 nChanged 54 SP:Iteration 20F (2581.770000 sec): 3 clusters Score: Raw -2612405.847838 + Penalty 4841.456945 = -2607564.390894 nChanged 41 SP:Iteration 21Q (2582.010000 sec): 3 clusters Score: Raw -2612412.960882 + Penalty 4841.456945 = -2607571.503937 nChanged 43 SP:Iteration 22Q (2582.260000 sec): 3 clusters Score: Raw -2612419.239374 + Penalty 4841.456945 = -2607577.782429 nChanged 40 SP:Iteration 23Q (2582.540000 sec): 3 clusters Score: Raw -2612424.488658 + Penalty 4841.456945 = -2607583.031713 nChanged 25 SP:Iteration 24Q (2582.780000 sec): 3 clusters Score: Raw -2612427.362630 + Penalty 4841.456945 = -2607585.905686 nChanged 19 SP:Iteration 25Q (2583.040000 sec): 3 clusters Score: Raw -2612429.240183 + Penalty 4841.456945 = -2607587.783239 nChanged 15 SP:Iteration 26Q (2583.280000 sec): 3 clusters Score: Raw -2612430.776743 + Penalty 4841.456945 = -2607589.319798 nChanged 14 SP:Iteration 27Q (2583.560000 sec): 3 clusters Score: Raw -2612432.154670 + Penalty 4841.456945 = -2607590.697726 nChanged 15 SP:Iteration 28Q (2583.770000 sec): 3 clusters Score: Raw -2612434.246502 + Penalty 4841.456945 = -2607592.789558 nChanged 18 SP:Iteration 29Q (2584.040000 sec): 3 clusters Score: Raw -2612436.611116 + Penalty 4841.456945 = -2607595.154172 nChanged 12 SP:Iteration 30Q (2584.290000 sec): 3 clusters Score: Raw -2612438.093069 + Penalty 4841.456945 = -2607596.636124 nChanged 15 SP:Iteration 31Q (2584.580000 sec): 3 clusters Score: Raw -2612440.311729 + Penalty 4841.456945 = -2607598.854785 nChanged 19 SP:Iteration 32Q (2584.860000 sec): 3 clusters Score: Raw -2612443.544918 + Penalty 4841.456945 = -2607602.087974 nChanged 26 SP:Iteration 33Q (2585.110000 sec): 3 clusters Score: Raw -2612446.745424 + Penalty 4841.456945 = -2607605.288479 nChanged 16 SP:Iteration 34Q (2585.380000 sec): 3 clusters Score: Raw -2612448.428024 + Penalty 4841.456945 = -2607606.971080 nChanged 9 SP:Iteration 35Q (2585.630000 sec): 3 clusters Score: Raw -2612449.509701 + Penalty 4841.456945 = -2607608.052756 nChanged 6 SP:Iteration 36Q (2585.880000 sec): 3 clusters Score: Raw -2612450.233663 + Penalty 4841.456945 = -2607608.776719 nChanged 7 SP:Iteration 37Q (2586.170000 sec): 3 clusters Score: Raw -2612451.103288 + Penalty 4841.456945 = -2607609.646343 nChanged 12 SP:Iteration 38Q (2586.410000 sec): 3 clusters Score: Raw -2612452.375610 + Penalty 4841.456945 = -2607610.918666 nChanged 9 SP:Iteration 39Q (2586.680000 sec): 3 clusters Score: Raw -2612453.380001 + Penalty 4841.456945 = -2607611.923056 nChanged 7 SP:Iteration 40F (2587.010000 sec): 3 clusters Score: Raw -2612454.057469 + Penalty 4841.456945 = -2607612.600524 nChanged 8 SP:Iteration 41Q (2587.240000 sec): 3 clusters Score: Raw -2612454.817293 + Penalty 4841.456945 = -2607613.360348 nChanged 11 SP:Iteration 42Q (2587.520000 sec): 3 clusters Score: Raw -2612455.963927 + Penalty 4841.456945 = -2607614.506983 nChanged 11 SP:Iteration 43Q (2587.810000 sec): 3 clusters Score: Raw -2612456.960755 + Penalty 4841.456945 = -2607615.503810 nChanged 10 SP:Iteration 44Q (2588.040000 sec): 3 clusters Score: Raw -2612458.383093 + Penalty 4841.456945 = -2607616.926148 nChanged 11 SP:Iteration 45Q (2588.300000 sec): 3 clusters Score: Raw -2612459.251958 + Penalty 4841.456945 = -2607617.795013 nChanged 9 SP:Iteration 46Q (2588.570000 sec): 3 clusters Score: Raw -2612460.040968 + Penalty 4841.456945 = -2607618.584024 nChanged 7 SP:Iteration 47Q (2588.850000 sec): 3 clusters Score: Raw -2612460.700279 + Penalty 4841.456945 = -2607619.243334 nChanged 8 SP:Iteration 48Q (2589.120000 sec): 3 clusters Score: Raw -2612461.537429 + Penalty 4841.456945 = -2607620.080484 nChanged 8 SP:Iteration 49Q (2589.420000 sec): 3 clusters Score: Raw -2612462.264493 + Penalty 4841.456945 = -2607620.807548 nChanged 9 SP:Iteration 50Q (2589.700000 sec): 3 clusters Score: Raw -2612463.101490 + Penalty 4841.456945 = -2607621.644546 nChanged 6 SP:Iteration 51Q (2589.950000 sec): 3 clusters Score: Raw -2612463.813920 + Penalty 4841.456945 = -2607622.356976 nChanged 9 SP:Iteration 52Q (2590.230000 sec): 3 clusters Score: Raw -2612464.587384 + Penalty 4841.456945 = -2607623.130440 nChanged 6 SP:Iteration 53Q (2590.490000 sec): 3 clusters Score: Raw -2612465.033496 + Penalty 4841.456945 = -2607623.576552 nChanged 7 SP:Iteration 54Q (2590.750000 sec): 3 clusters Score: Raw -2612465.780394 + Penalty 4841.456945 = -2607624.323449 nChanged 4 SP:Iteration 55Q (2590.990000 sec): 3 clusters Score: Raw -2612466.040549 + Penalty 4841.456945 = -2607624.583604 nChanged 6 SP:Iteration 56Q (2591.240000 sec): 3 clusters Score: Raw -2612466.589604 + Penalty 4841.456945 = -2607625.132660 nChanged 6 SP:Iteration 57Q (2591.500000 sec): 3 clusters Score: Raw -2612466.939796 + Penalty 4841.456945 = -2607625.482851 nChanged 4 SP:Iteration 58Q (2591.800000 sec): 3 clusters Score: Raw -2612467.168415 + Penalty 4841.456945 = -2607625.711470 nChanged 2 SP:Iteration 59Q (2592.040000 sec): 3 clusters Score: Raw -2612467.293627 + Penalty 4841.456945 = -2607625.836683 nChanged 2 SP:Iteration 60F (2592.300000 sec): 3 clusters Score: Raw -2612467.458785 + Penalty 4841.456945 = -2607626.001840 nChanged 5 SP:Iteration 61Q (2592.580000 sec): 3 clusters Score: Raw -2612467.979952 + Penalty 4841.456945 = -2607626.523007 nChanged 7 SP:Iteration 62Q (2592.840000 sec): 3 clusters Score: Raw -2612468.631496 + Penalty 4841.456945 = -2607627.174552 nChanged 9 SP:Iteration 63Q (2593.110000 sec): 3 clusters Score: Raw -2612469.298351 + Penalty 4841.456945 = -2607627.841406 nChanged 5 SP:Iteration 64Q (2593.410000 sec): 3 clusters Score: Raw -2612469.690206 + Penalty 4841.456945 = -2607628.233261 nChanged 4 SP:Iteration 65Q (2593.680000 sec): 3 clusters Score: Raw -2612470.142320 + Penalty 4841.456945 = -2607628.685376 nChanged 3 SP:Iteration 66Q (2593.920000 sec): 3 clusters Score: Raw -2612470.476379 + Penalty 4841.456945 = -2607629.019435 nChanged 1 SP:Iteration 67Q (2594.210000 sec): 3 clusters Score: Raw -2612470.512843 + Penalty 4841.456945 = -2607629.055899 nChanged 2 SP:Iteration 68Q (2594.460000 sec): 3 clusters Score: Raw -2612470.635212 + Penalty 4841.456945 = -2607629.178268 nChanged 3 SP:Iteration 69Q (2594.680000 sec): 3 clusters Score: Raw -2612470.902057 + Penalty 4841.456945 = -2607629.445113 nChanged 2 SP:Iteration 70Q (2594.900000 sec): 3 clusters Score: Raw -2612470.989006 + Penalty 4841.456945 = -2607629.532061 nChanged 0 SP:Iteration 71F (2595.180000 sec): 3 clusters Score: Raw -2612470.989006 + Penalty 4841.456945 = -2607629.532061 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (63406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2595.510000 sec): 2 clusters Score: Raw -9543434.166735 + Penalty 2742.213816 = -9540691.952919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2595.970000 sec): 3 clusters Score: Raw -9503551.848552 + Penalty 5484.427631 = -9498067.420920 nChanged 29515 SP:Iteration 1F (2596.500000 sec): 3 clusters Score: Raw -9520251.633391 + Penalty 5484.427631 = -9514767.205760 nChanged 2249 SP:Iteration 2Q (2596.990000 sec): 3 clusters Score: Raw -9520788.274674 + Penalty 5484.427631 = -9515303.847043 nChanged 2118 SP:Iteration 3Q (2597.550000 sec): 3 clusters Score: Raw -9521324.726659 + Penalty 5484.427631 = -9515840.299028 nChanged 2097 SP:Iteration 4Q (2598.120000 sec): 3 clusters Score: Raw -9521891.956474 + Penalty 5484.427631 = -9516407.528842 nChanged 2121 SP:Iteration 5Q (2598.680000 sec): 3 clusters Score: Raw -9522513.172081 + Penalty 5484.427631 = -9517028.744449 nChanged 2301 SP:Iteration 6Q (2599.190000 sec): 3 clusters Score: Raw -9523313.844428 + Penalty 5484.427631 = -9517829.416797 nChanged 2681 SP:Iteration 7Q (2599.660000 sec): 3 clusters Score: Raw -9524447.462164 + Penalty 5484.427631 = -9518963.034533 nChanged 3153 SP:Iteration 8Q (2600.150000 sec): 3 clusters Score: Raw -9526105.889098 + Penalty 5484.427631 = -9520621.461467 nChanged 3828 SP:Iteration 9F (2600.690000 sec): 3 clusters Score: Raw -9528525.278697 + Penalty 5484.427631 = -9523040.851066 nChanged 4304 SP:Iteration 10F (2601.210000 sec): 3 clusters Score: Raw -9531665.190120 + Penalty 5484.427631 = -9526180.762488 nChanged 4413 SP:Iteration 11F (2601.670000 sec): 3 clusters Score: Raw -9535302.978051 + Penalty 5484.427631 = -9529818.550419 nChanged 3867 SP:Iteration 12F (2602.160000 sec): 3 clusters Score: Raw -9538678.831874 + Penalty 5484.427631 = -9533194.404243 nChanged 2759 SP:Iteration 13Q (2602.600000 sec): 3 clusters Score: Raw -9541130.416878 + Penalty 5484.427631 = -9535645.989247 nChanged 1612 SP:Iteration 14Q (2603.080000 sec): 3 clusters Score: Raw -9542556.396176 + Penalty 5484.427631 = -9537071.968545 nChanged 793 SP:Iteration 15Q (2603.560000 sec): 3 clusters Score: Raw -9543230.577685 + Penalty 5484.427631 = -9537746.150054 nChanged 355 SP:Iteration 16Q (2603.980000 sec): 3 clusters Score: Raw -9543542.727260 + Penalty 5484.427631 = -9538058.299628 nChanged 186 SP:Iteration 17Q (2604.410000 sec): 3 clusters Score: Raw -9543704.244511 + Penalty 5484.427631 = -9538219.816879 nChanged 106 SP:Iteration 18Q (2604.850000 sec): 3 clusters Score: Raw -9543788.483696 + Penalty 5484.427631 = -9538304.056064 nChanged 61 SP:Iteration 19Q (2605.260000 sec): 3 clusters Score: Raw -9543833.112369 + Penalty 5484.427631 = -9538348.684737 nChanged 44 SP:Iteration 20F (2605.730000 sec): 3 clusters Score: Raw -9543867.307472 + Penalty 5484.427631 = -9538382.879841 nChanged 28 SP:Iteration 21Q (2606.130000 sec): 3 clusters Score: Raw -9543886.321984 + Penalty 5484.427631 = -9538401.894352 nChanged 23 SP:Iteration 22Q (2606.630000 sec): 3 clusters Score: Raw -9543898.381624 + Penalty 5484.427631 = -9538413.953993 nChanged 12 SP:Iteration 23Q (2607.050000 sec): 3 clusters Score: Raw -9543906.159133 + Penalty 5484.427631 = -9538421.731501 nChanged 8 SP:Iteration 24Q (2607.440000 sec): 3 clusters Score: Raw -9543912.760954 + Penalty 5484.427631 = -9538428.333322 nChanged 8 SP:Iteration 25Q (2607.870000 sec): 3 clusters Score: Raw -9543919.510464 + Penalty 5484.427631 = -9538435.082832 nChanged 9 SP:Iteration 26Q (2608.270000 sec): 3 clusters Score: Raw -9543928.603807 + Penalty 5484.427631 = -9538444.176175 nChanged 9 SP:Iteration 27Q (2608.720000 sec): 3 clusters Score: Raw -9543934.776526 + Penalty 5484.427631 = -9538450.348895 nChanged 4 SP:Iteration 28Q (2609.100000 sec): 3 clusters Score: Raw -9543936.458017 + Penalty 5484.427631 = -9538452.030385 nChanged 4 SP:Iteration 29Q (2609.510000 sec): 3 clusters Score: Raw -9543937.966053 + Penalty 5484.427631 = -9538453.538421 nChanged 3 SP:Iteration 30Q (2609.940000 sec): 3 clusters Score: Raw -9543940.086442 + Penalty 5484.427631 = -9538455.658811 nChanged 2 SP:Iteration 31Q (2610.350000 sec): 3 clusters Score: Raw -9543941.730390 + Penalty 5484.427631 = -9538457.302758 nChanged 3 SP:Iteration 32Q (2610.810000 sec): 3 clusters Score: Raw -9543944.278213 + Penalty 5484.427631 = -9538459.850582 nChanged 7 SP:Iteration 33Q (2611.270000 sec): 3 clusters Score: Raw -9543948.567974 + Penalty 5484.427631 = -9538464.140343 nChanged 7 SP:Iteration 34Q (2611.730000 sec): 3 clusters Score: Raw -9543952.032985 + Penalty 5484.427631 = -9538467.605353 nChanged 2 SP:Iteration 35Q (2612.170000 sec): 3 clusters Score: Raw -9543953.881748 + Penalty 5484.427631 = -9538469.454116 nChanged 2 SP:Iteration 36Q (2612.610000 sec): 3 clusters Score: Raw -9543955.305364 + Penalty 5484.427631 = -9538470.877733 nChanged 0 SP:Iteration 37F (2613.170000 sec): 3 clusters Score: Raw -9543955.305364 + Penalty 5484.427631 = -9538470.877733 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2613.270000 sec): 2 clusters Score: Raw -141173.072358 + Penalty 1697.514239 = -139475.558120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2613.430000 sec): 3 clusters Score: Raw -140995.915092 + Penalty 3395.028478 = -137600.886614 nChanged 230 SP:Iteration 1F (2613.630000 sec): 3 clusters Score: Raw -141306.706026 + Penalty 3395.028478 = -137911.677548 nChanged 79 SP:Iteration 2F (2613.790000 sec): 3 clusters Score: Raw -141485.971930 + Penalty 3395.028478 = -138090.943452 nChanged 57 SP:Iteration 3F (2613.960000 sec): 3 clusters Score: Raw -141632.766221 + Penalty 3395.028478 = -138237.737744 nChanged 50 SP:Iteration 4F (2614.110000 sec): 3 clusters Score: Raw -141744.966775 + Penalty 3395.028478 = -138349.938297 nChanged 34 SP:Iteration 5Q (2614.270000 sec): 3 clusters Score: Raw -141814.249338 + Penalty 3395.028478 = -138419.220861 nChanged 29 SP:Iteration 6Q (2614.420000 sec): 3 clusters Score: Raw -141899.826086 + Penalty 3395.028478 = -138504.797609 nChanged 25 SP:Iteration 7Q (2614.550000 sec): 3 clusters Score: Raw -141961.175207 + Penalty 3395.028478 = -138566.146729 nChanged 28 SP:Iteration 8Q (2614.710000 sec): 3 clusters Score: Raw -142048.776057 + Penalty 3395.028478 = -138653.747579 nChanged 30 SP:Iteration 9Q (2614.840000 sec): 3 clusters Score: Raw -142172.171734 + Penalty 3395.028478 = -138777.143256 nChanged 23 SP:Iteration 10Q (2614.970000 sec): 3 clusters Score: Raw -142262.823066 + Penalty 3395.028478 = -138867.794589 nChanged 19 SP:Iteration 11Q (2615.110000 sec): 3 clusters Score: Raw -142321.283445 + Penalty 3395.028478 = -138926.254968 nChanged 20 SP:Iteration 12Q (2615.290000 sec): 3 clusters Score: Raw -142378.374584 + Penalty 3395.028478 = -138983.346107 nChanged 18 SP:Iteration 13Q (2615.450000 sec): 3 clusters Score: Raw -142421.459388 + Penalty 3395.028478 = -139026.430911 nChanged 10 SP:Iteration 14Q (2615.620000 sec): 3 clusters Score: Raw -142434.498866 + Penalty 3395.028478 = -139039.470388 nChanged 1 SP:Iteration 15Q (2615.780000 sec): 3 clusters Score: Raw -142436.941075 + Penalty 3395.028478 = -139041.912598 nChanged 2 SP:Iteration 16Q (2615.940000 sec): 3 clusters Score: Raw -142441.674433 + Penalty 3395.028478 = -139046.645956 nChanged 1 SP:Iteration 17Q (2616.170000 sec): 3 clusters Score: Raw -142445.661061 + Penalty 3395.028478 = -139050.632584 nChanged 0 SP:Iteration 18F (2616.390000 sec): 3 clusters Score: Raw -142445.661061 + Penalty 3395.028478 = -139050.632584 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (2706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2616.530000 sec): 2 clusters Score: Raw -413149.906241 + Penalty 1960.000249 = -411189.905992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2616.710000 sec): 3 clusters Score: Raw -412046.410162 + Penalty 3920.000497 = -408126.409665 nChanged 914 SP:Iteration 1F (2616.870000 sec): 3 clusters Score: Raw -412654.184497 + Penalty 3920.000497 = -408734.184000 nChanged 210 SP:Iteration 2F (2617.030000 sec): 3 clusters Score: Raw -412871.940076 + Penalty 3920.000497 = -408951.939579 nChanged 174 SP:Iteration 3F (2617.190000 sec): 3 clusters Score: Raw -413054.810164 + Penalty 3920.000497 = -409134.809667 nChanged 142 SP:Iteration 4F (2617.390000 sec): 3 clusters Score: Raw -413221.701018 + Penalty 3920.000497 = -409301.700521 nChanged 126 SP:Iteration 5Q (2617.590000 sec): 3 clusters Score: Raw -413379.431447 + Penalty 3920.000497 = -409459.430950 nChanged 134 SP:Iteration 6Q (2617.790000 sec): 3 clusters Score: Raw -413517.904180 + Penalty 3920.000497 = -409597.903682 nChanged 117 SP:Iteration 7Q (2618.020000 sec): 3 clusters Score: Raw -413632.551714 + Penalty 3920.000497 = -409712.551216 nChanged 87 SP:Iteration 8Q (2618.200000 sec): 3 clusters Score: Raw -413715.678948 + Penalty 3920.000497 = -409795.678451 nChanged 69 SP:Iteration 9Q (2618.410000 sec): 3 clusters Score: Raw -413780.076305 + Penalty 3920.000497 = -409860.075808 nChanged 60 SP:Iteration 10Q (2618.620000 sec): 3 clusters Score: Raw -413828.548828 + Penalty 3920.000497 = -409908.548331 nChanged 45 SP:Iteration 11Q (2618.810000 sec): 3 clusters Score: Raw -413866.706076 + Penalty 3920.000497 = -409946.705578 nChanged 38 SP:Iteration 12Q (2619.000000 sec): 3 clusters Score: Raw -413896.496178 + Penalty 3920.000497 = -409976.495681 nChanged 26 SP:Iteration 13Q (2619.240000 sec): 3 clusters Score: Raw -413914.602245 + Penalty 3920.000497 = -409994.601748 nChanged 15 SP:Iteration 14Q (2619.420000 sec): 3 clusters Score: Raw -413923.827717 + Penalty 3920.000497 = -410003.827220 nChanged 8 SP:Iteration 15Q (2619.600000 sec): 3 clusters Score: Raw -413931.714324 + Penalty 3920.000497 = -410011.713827 nChanged 13 SP:Iteration 16Q (2619.790000 sec): 3 clusters Score: Raw -413939.980188 + Penalty 3920.000497 = -410019.979691 nChanged 10 SP:Iteration 17Q (2619.960000 sec): 3 clusters Score: Raw -413947.056977 + Penalty 3920.000497 = -410027.056479 nChanged 12 SP:Iteration 18Q (2620.150000 sec): 3 clusters Score: Raw -413956.598493 + Penalty 3920.000497 = -410036.597996 nChanged 8 SP:Iteration 19Q (2620.320000 sec): 3 clusters Score: Raw -413962.905578 + Penalty 3920.000497 = -410042.905081 nChanged 5 SP:Iteration 20F (2620.520000 sec): 3 clusters Score: Raw -413965.985215 + Penalty 3920.000497 = -410045.984717 nChanged 6 SP:Iteration 21Q (2620.730000 sec): 3 clusters Score: Raw -413969.298840 + Penalty 3920.000497 = -410049.298343 nChanged 4 SP:Iteration 22Q (2620.920000 sec): 3 clusters Score: Raw -413971.288035 + Penalty 3920.000497 = -410051.287538 nChanged 1 SP:Iteration 23Q (2621.130000 sec): 3 clusters Score: Raw -413972.074423 + Penalty 3920.000497 = -410052.073926 nChanged 0 SP:Iteration 24F (2621.300000 sec): 3 clusters Score: Raw -413972.074423 + Penalty 3920.000497 = -410052.073926 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2621.410000 sec): 2 clusters Score: Raw -60454.949044 + Penalty 1492.006976 = -58962.942069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2621.600000 sec): 3 clusters Score: Raw -60513.355724 + Penalty 2984.013951 = -57529.341773 nChanged 50 SP:Iteration 1F (2621.810000 sec): 3 clusters Score: Raw -60624.321794 + Penalty 2984.013951 = -57640.307843 nChanged 13 SP:Iteration 2Q (2622.010000 sec): 3 clusters Score: Raw -60663.644828 + Penalty 2984.013951 = -57679.630877 nChanged 9 SP:Iteration 3Q (2622.170000 sec): 3 clusters Score: Raw -60686.609497 + Penalty 2984.013951 = -57702.595546 nChanged 7 SP:Iteration 4Q (2622.330000 sec): 3 clusters Score: Raw -60707.552379 + Penalty 2984.013951 = -57723.538428 nChanged 2 SP:Iteration 5Q (2622.510000 sec): 3 clusters Score: Raw -60712.675947 + Penalty 2984.013951 = -57728.661996 nChanged 2 SP:Iteration 6Q (2622.710000 sec): 3 clusters Score: Raw -60716.549021 + Penalty 2984.013951 = -57732.535070 nChanged 0 SP:Iteration 7F (2622.870000 sec): 3 clusters Score: Raw -60716.549021 + Penalty 2984.013951 = -57732.535070 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2622.980000 sec): 2 clusters Score: Raw -139880.396626 + Penalty 1695.924490 = -138184.472136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2623.090000 sec): 3 clusters Score: Raw -139715.385881 + Penalty 3391.848980 = -136323.536901 nChanged 246 SP:Iteration 1F (2623.230000 sec): 3 clusters Score: Raw -140267.101130 + Penalty 3391.848980 = -136875.252150 nChanged 110 SP:Iteration 2F (2623.420000 sec): 3 clusters Score: Raw -140692.987153 + Penalty 3391.848980 = -137301.138173 nChanged 83 SP:Iteration 3F (2623.590000 sec): 3 clusters Score: Raw -140934.130640 + Penalty 3391.848980 = -137542.281660 nChanged 62 SP:Iteration 4F (2623.790000 sec): 3 clusters Score: Raw -141141.325028 + Penalty 3391.848980 = -137749.476049 nChanged 40 SP:Iteration 5Q (2623.950000 sec): 3 clusters Score: Raw -141276.761748 + Penalty 3391.848980 = -137884.912769 nChanged 29 SP:Iteration 6Q (2624.140000 sec): 3 clusters Score: Raw -141359.867197 + Penalty 3391.848980 = -137968.018217 nChanged 20 SP:Iteration 7Q (2624.300000 sec): 3 clusters Score: Raw -141406.403465 + Penalty 3391.848980 = -138014.554485 nChanged 17 SP:Iteration 8Q (2624.460000 sec): 3 clusters Score: Raw -141448.989285 + Penalty 3391.848980 = -138057.140306 nChanged 5 SP:Iteration 9Q (2624.640000 sec): 3 clusters Score: Raw -141465.685750 + Penalty 3391.848980 = -138073.836770 nChanged 3 SP:Iteration 10Q (2624.830000 sec): 3 clusters Score: Raw -141481.695046 + Penalty 3391.848980 = -138089.846067 nChanged 4 SP:Iteration 11Q (2625.010000 sec): 3 clusters Score: Raw -141490.012829 + Penalty 3391.848980 = -138098.163850 nChanged 3 SP:Iteration 12Q (2625.190000 sec): 3 clusters Score: Raw -141493.156101 + Penalty 3391.848980 = -138101.307122 nChanged 0 SP:Iteration 13F (2625.350000 sec): 3 clusters Score: Raw -141498.614382 + Penalty 3391.848980 = -138106.765403 nChanged 3 SP:Iteration 14Q (2625.480000 sec): 3 clusters Score: Raw -141514.947952 + Penalty 3391.848980 = -138123.098972 nChanged 3 SP:Iteration 15Q (2625.640000 sec): 3 clusters Score: Raw -141525.371612 + Penalty 3391.848980 = -138133.522632 nChanged 3 SP:Iteration 16Q (2625.850000 sec): 3 clusters Score: Raw -141532.422588 + Penalty 3391.848980 = -138140.573608 nChanged 2 SP:Iteration 17Q (2626.000000 sec): 3 clusters Score: Raw -141536.402096 + Penalty 3391.848980 = -138144.553116 nChanged 0 SP:Iteration 18F (2626.190000 sec): 3 clusters Score: Raw -141536.402096 + Penalty 3391.848980 = -138144.553116 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2626.280000 sec): 2 clusters Score: Raw -62365.913008 + Penalty 1516.741247 = -60849.171761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2626.470000 sec): 3 clusters Score: Raw -62505.924740 + Penalty 3033.482494 = -59472.442246 nChanged 105 SP:Iteration 1F (2626.650000 sec): 3 clusters Score: Raw -62744.553216 + Penalty 3033.482494 = -59711.070722 nChanged 21 SP:Iteration 2Q (2626.810000 sec): 3 clusters Score: Raw -62886.092764 + Penalty 3033.482494 = -59852.610269 nChanged 19 SP:Iteration 3Q (2627.030000 sec): 3 clusters Score: Raw -62935.280351 + Penalty 3033.482494 = -59901.797856 nChanged 12 SP:Iteration 4Q (2627.190000 sec): 3 clusters Score: Raw -62979.728326 + Penalty 3033.482494 = -59946.245831 nChanged 10 SP:Iteration 5Q (2627.400000 sec): 3 clusters Score: Raw -62998.487347 + Penalty 3033.482494 = -59965.004853 nChanged 6 SP:Iteration 6Q (2627.580000 sec): 3 clusters Score: Raw -63017.880934 + Penalty 3033.482494 = -59984.398439 nChanged 5 SP:Iteration 7Q (2627.710000 sec): 3 clusters Score: Raw -63026.418463 + Penalty 3033.482494 = -59992.935969 nChanged 3 SP:Iteration 8Q (2627.930000 sec): 3 clusters Score: Raw -63031.585770 + Penalty 3033.482494 = -59998.103275 nChanged 4 SP:Iteration 9Q (2628.120000 sec): 3 clusters Score: Raw -63039.006759 + Penalty 3033.482494 = -60005.524265 nChanged 5 SP:Iteration 10Q (2628.310000 sec): 3 clusters Score: Raw -63050.436314 + Penalty 3033.482494 = -60016.953819 nChanged 6 SP:Iteration 11Q (2628.510000 sec): 3 clusters Score: Raw -63061.801153 + Penalty 3033.482494 = -60028.318658 nChanged 8 SP:Iteration 12Q (2628.670000 sec): 3 clusters Score: Raw -63094.101632 + Penalty 3033.482494 = -60060.619138 nChanged 11 SP:Iteration 13Q (2628.860000 sec): 3 clusters Score: Raw -63116.735571 + Penalty 3033.482494 = -60083.253077 nChanged 4 SP:Iteration 14Q (2629.030000 sec): 3 clusters Score: Raw -63129.000981 + Penalty 3033.482494 = -60095.518487 nChanged 9 SP:Iteration 15Q (2629.190000 sec): 3 clusters Score: Raw -63152.479251 + Penalty 3033.482494 = -60118.996757 nChanged 10 SP:Iteration 16Q (2629.400000 sec): 3 clusters Score: Raw -63212.981141 + Penalty 3033.482494 = -60179.498646 nChanged 14 SP:Iteration 17Q (2629.580000 sec): 3 clusters Score: Raw -63271.196022 + Penalty 3033.482494 = -60237.713528 nChanged 14 SP:Iteration 18Q (2629.780000 sec): 3 clusters Score: Raw -63327.232209 + Penalty 3033.482494 = -60293.749715 nChanged 8 SP:Iteration 19Q (2629.980000 sec): 3 clusters Score: Raw -63350.478721 + Penalty 3033.482494 = -60316.996227 nChanged 4 SP:Iteration 20F (2630.240000 sec): 3 clusters Score: Raw -63378.789290 + Penalty 3033.482494 = -60345.306795 nChanged 8 SP:Iteration 21Q (2630.440000 sec): 3 clusters Score: Raw -63445.523651 + Penalty 3033.482494 = -60412.041157 nChanged 8 SP:Iteration 22Q (2630.640000 sec): 3 clusters Score: Raw -63525.229134 + Penalty 3033.482494 = -60491.746640 nChanged 9 SP:Iteration 23Q (2630.820000 sec): 3 clusters Score: Raw -63625.508492 + Penalty 3033.482494 = -60592.025998 nChanged 5 SP:Iteration 24Q (2631.010000 sec): 3 clusters Score: Raw -63635.962667 + Penalty 3033.482494 = -60602.480173 nChanged 2 SP:Iteration 25Q (2631.190000 sec): 3 clusters Score: Raw -63639.615637 + Penalty 3033.482494 = -60606.133142 nChanged 1 SP:Iteration 26Q (2631.360000 sec): 3 clusters Score: Raw -63643.909365 + Penalty 3033.482494 = -60610.426870 nChanged 0 SP:Iteration 27F (2631.500000 sec): 3 clusters Score: Raw -63643.909365 + Penalty 3033.482494 = -60610.426870 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2631.610000 sec): 2 clusters Score: Raw -151218.213511 + Penalty 1728.508086 = -149489.705424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2631.830000 sec): 3 clusters Score: Raw -150944.288132 + Penalty 3457.016172 = -147487.271959 nChanged 286 SP:Iteration 1F (2631.980000 sec): 3 clusters Score: Raw -151210.776729 + Penalty 3457.016172 = -147753.760557 nChanged 77 SP:Iteration 2F (2632.120000 sec): 3 clusters Score: Raw -151334.968859 + Penalty 3457.016172 = -147877.952687 nChanged 52 SP:Iteration 3Q (2632.330000 sec): 3 clusters Score: Raw -151458.506534 + Penalty 3457.016172 = -148001.490361 nChanged 40 SP:Iteration 4Q (2632.480000 sec): 3 clusters Score: Raw -151529.716419 + Penalty 3457.016172 = -148072.700247 nChanged 25 SP:Iteration 5Q (2632.700000 sec): 3 clusters Score: Raw -151579.422566 + Penalty 3457.016172 = -148122.406394 nChanged 23 SP:Iteration 6Q (2632.900000 sec): 3 clusters Score: Raw -151608.782584 + Penalty 3457.016172 = -148151.766412 nChanged 21 SP:Iteration 7Q (2633.070000 sec): 3 clusters Score: Raw -151629.945766 + Penalty 3457.016172 = -148172.929593 nChanged 11 SP:Iteration 8Q (2633.250000 sec): 3 clusters Score: Raw -151645.806067 + Penalty 3457.016172 = -148188.789895 nChanged 6 SP:Iteration 9Q (2633.420000 sec): 3 clusters Score: Raw -151653.714655 + Penalty 3457.016172 = -148196.698482 nChanged 6 SP:Iteration 10Q (2633.590000 sec): 3 clusters Score: Raw -151664.921067 + Penalty 3457.016172 = -148207.904895 nChanged 5 SP:Iteration 11Q (2633.780000 sec): 3 clusters Score: Raw -151674.095564 + Penalty 3457.016172 = -148217.079391 nChanged 7 SP:Iteration 12Q (2633.970000 sec): 3 clusters Score: Raw -151683.395349 + Penalty 3457.016172 = -148226.379176 nChanged 5 SP:Iteration 13Q (2634.130000 sec): 3 clusters Score: Raw -151690.120038 + Penalty 3457.016172 = -148233.103866 nChanged 4 SP:Iteration 14Q (2634.320000 sec): 3 clusters Score: Raw -151698.522256 + Penalty 3457.016172 = -148241.506083 nChanged 8 SP:Iteration 15Q (2634.510000 sec): 3 clusters Score: Raw -151716.697190 + Penalty 3457.016172 = -148259.681018 nChanged 14 SP:Iteration 16Q (2634.690000 sec): 3 clusters Score: Raw -151745.317115 + Penalty 3457.016172 = -148288.300943 nChanged 18 SP:Iteration 17Q (2634.870000 sec): 3 clusters Score: Raw -151787.787061 + Penalty 3457.016172 = -148330.770888 nChanged 21 SP:Iteration 18Q (2635.000000 sec): 3 clusters Score: Raw -151821.971267 + Penalty 3457.016172 = -148364.955094 nChanged 15 SP:Iteration 19Q (2635.200000 sec): 3 clusters Score: Raw -151845.414583 + Penalty 3457.016172 = -148388.398411 nChanged 14 SP:Iteration 20F (2635.360000 sec): 3 clusters Score: Raw -151866.618239 + Penalty 3457.016172 = -148409.602067 nChanged 10 SP:Iteration 21Q (2635.540000 sec): 3 clusters Score: Raw -151884.867759 + Penalty 3457.016172 = -148427.851586 nChanged 10 SP:Iteration 22Q (2635.710000 sec): 3 clusters Score: Raw -151904.030370 + Penalty 3457.016172 = -148447.014197 nChanged 15 SP:Iteration 23Q (2635.830000 sec): 3 clusters Score: Raw -151934.166437 + Penalty 3457.016172 = -148477.150265 nChanged 10 SP:Iteration 24Q (2636.040000 sec): 3 clusters Score: Raw -151955.426527 + Penalty 3457.016172 = -148498.410354 nChanged 11 SP:Iteration 25Q (2636.180000 sec): 3 clusters Score: Raw -151973.634836 + Penalty 3457.016172 = -148516.618664 nChanged 9 SP:Iteration 26Q (2636.390000 sec): 3 clusters Score: Raw -151984.138697 + Penalty 3457.016172 = -148527.122525 nChanged 7 SP:Iteration 27Q (2636.570000 sec): 3 clusters Score: Raw -151992.848459 + Penalty 3457.016172 = -148535.832287 nChanged 9 SP:Iteration 28Q (2636.730000 sec): 3 clusters Score: Raw -152004.054550 + Penalty 3457.016172 = -148547.038378 nChanged 10 SP:Iteration 29Q (2636.890000 sec): 3 clusters Score: Raw -152019.435783 + Penalty 3457.016172 = -148562.419610 nChanged 8 SP:Iteration 30Q (2637.040000 sec): 3 clusters Score: Raw -152033.282397 + Penalty 3457.016172 = -148576.266224 nChanged 7 SP:Iteration 31Q (2637.150000 sec): 3 clusters Score: Raw -152048.477001 + Penalty 3457.016172 = -148591.460829 nChanged 8 SP:Iteration 32Q (2637.260000 sec): 3 clusters Score: Raw -152058.984105 + Penalty 3457.016172 = -148601.967933 nChanged 7 SP:Iteration 33Q (2637.410000 sec): 3 clusters Score: Raw -152067.849440 + Penalty 3457.016172 = -148610.833268 nChanged 3 SP:Iteration 34Q (2637.620000 sec): 3 clusters Score: Raw -152071.847039 + Penalty 3457.016172 = -148614.830867 nChanged 2 SP:Iteration 35Q (2637.760000 sec): 3 clusters Score: Raw -152075.387305 + Penalty 3457.016172 = -148618.371133 nChanged 4 SP:Iteration 36Q (2637.960000 sec): 3 clusters Score: Raw -152079.921627 + Penalty 3457.016172 = -148622.905455 nChanged 5 SP:Iteration 37Q (2638.170000 sec): 3 clusters Score: Raw -152085.588122 + Penalty 3457.016172 = -148628.571950 nChanged 6 SP:Iteration 38Q (2638.360000 sec): 3 clusters Score: Raw -152093.620073 + Penalty 3457.016172 = -148636.603900 nChanged 7 SP:Iteration 39Q (2638.530000 sec): 3 clusters Score: Raw -152111.077483 + Penalty 3457.016172 = -148654.061311 nChanged 11 SP:Iteration 40F (2638.680000 sec): 3 clusters Score: Raw -152132.513523 + Penalty 3457.016172 = -148675.497351 nChanged 6 SP:Iteration 41Q (2638.840000 sec): 3 clusters Score: Raw -152141.471981 + Penalty 3457.016172 = -148684.455809 nChanged 6 SP:Iteration 42Q (2639.010000 sec): 3 clusters Score: Raw -152149.051124 + Penalty 3457.016172 = -148692.034951 nChanged 4 SP:Iteration 43Q (2639.240000 sec): 3 clusters Score: Raw -152164.272761 + Penalty 3457.016172 = -148707.256589 nChanged 10 SP:Iteration 44Q (2639.460000 sec): 3 clusters Score: Raw -152223.466672 + Penalty 3457.016172 = -148766.450500 nChanged 17 SP:Iteration 45Q (2639.640000 sec): 3 clusters Score: Raw -152312.461528 + Penalty 3457.016172 = -148855.445356 nChanged 15 SP:Iteration 46Q (2639.820000 sec): 3 clusters Score: Raw -152358.654217 + Penalty 3457.016172 = -148901.638044 nChanged 8 SP:Iteration 47Q (2639.990000 sec): 3 clusters Score: Raw -152383.912954 + Penalty 3457.016172 = -148926.896781 nChanged 6 SP:Iteration 48Q (2640.170000 sec): 3 clusters Score: Raw -152392.345082 + Penalty 3457.016172 = -148935.328909 nChanged 3 SP:Iteration 49Q (2640.360000 sec): 3 clusters Score: Raw -152395.658304 + Penalty 3457.016172 = -148938.642132 nChanged 4 SP:Iteration 50Q (2640.570000 sec): 3 clusters Score: Raw -152402.483095 + Penalty 3457.016172 = -148945.466923 nChanged 8 SP:Iteration 51Q (2640.720000 sec): 3 clusters Score: Raw -152413.909776 + Penalty 3457.016172 = -148956.893604 nChanged 3 SP:Iteration 52Q (2640.890000 sec): 3 clusters Score: Raw -152416.863225 + Penalty 3457.016172 = -148959.847053 nChanged 1 SP:Iteration 53Q (2641.070000 sec): 3 clusters Score: Raw -152417.342377 + Penalty 3457.016172 = -148960.326205 nChanged 0 SP:Iteration 54F (2641.270000 sec): 3 clusters Score: Raw -152417.342377 + Penalty 3457.016172 = -148960.326205 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (21777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2641.510000 sec): 2 clusters Score: Raw -3269693.207384 + Penalty 2477.175192 = -3267216.032191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2641.830000 sec): 3 clusters Score: Raw -3256863.196868 + Penalty 4954.350384 = -3251908.846484 nChanged 9721 SP:Iteration 1F (2642.160000 sec): 3 clusters Score: Raw -3262066.765454 + Penalty 4954.350384 = -3257112.415070 nChanged 1272 SP:Iteration 2F (2642.470000 sec): 3 clusters Score: Raw -3262566.325319 + Penalty 4954.350384 = -3257611.974934 nChanged 1111 SP:Iteration 3F (2642.810000 sec): 3 clusters Score: Raw -3262982.269524 + Penalty 4954.350384 = -3258027.919140 nChanged 984 SP:Iteration 4Q (2643.180000 sec): 3 clusters Score: Raw -3263370.722065 + Penalty 4954.350384 = -3258416.371680 nChanged 1007 SP:Iteration 5Q (2643.530000 sec): 3 clusters Score: Raw -3263769.048884 + Penalty 4954.350384 = -3258814.698499 nChanged 922 SP:Iteration 6Q (2643.800000 sec): 3 clusters Score: Raw -3264146.207333 + Penalty 4954.350384 = -3259191.856948 nChanged 943 SP:Iteration 7Q (2644.100000 sec): 3 clusters Score: Raw -3264595.501930 + Penalty 4954.350384 = -3259641.151545 nChanged 996 SP:Iteration 8Q (2644.430000 sec): 3 clusters Score: Raw -3265119.112778 + Penalty 4954.350384 = -3260164.762394 nChanged 1066 SP:Iteration 9Q (2644.700000 sec): 3 clusters Score: Raw -3265729.310196 + Penalty 4954.350384 = -3260774.959812 nChanged 1043 SP:Iteration 10Q (2645.020000 sec): 3 clusters Score: Raw -3266364.709371 + Penalty 4954.350384 = -3261410.358987 nChanged 995 SP:Iteration 11Q (2645.370000 sec): 3 clusters Score: Raw -3266996.332556 + Penalty 4954.350384 = -3262041.982172 nChanged 875 SP:Iteration 12Q (2645.670000 sec): 3 clusters Score: Raw -3267614.192689 + Penalty 4954.350384 = -3262659.842304 nChanged 716 SP:Iteration 13Q (2645.930000 sec): 3 clusters Score: Raw -3268129.962086 + Penalty 4954.350384 = -3263175.611702 nChanged 596 SP:Iteration 14Q (2646.310000 sec): 3 clusters Score: Raw -3268540.305461 + Penalty 4954.350384 = -3263585.955076 nChanged 476 SP:Iteration 15Q (2646.600000 sec): 3 clusters Score: Raw -3268870.444483 + Penalty 4954.350384 = -3263916.094098 nChanged 402 SP:Iteration 16Q (2646.950000 sec): 3 clusters Score: Raw -3269133.449045 + Penalty 4954.350384 = -3264179.098660 nChanged 333 SP:Iteration 17Q (2647.250000 sec): 3 clusters Score: Raw -3269344.503026 + Penalty 4954.350384 = -3264390.152642 nChanged 243 SP:Iteration 18Q (2647.530000 sec): 3 clusters Score: Raw -3269485.175704 + Penalty 4954.350384 = -3264530.825320 nChanged 208 SP:Iteration 19Q (2647.860000 sec): 3 clusters Score: Raw -3269610.310130 + Penalty 4954.350384 = -3264655.959746 nChanged 189 SP:Iteration 20F (2648.130000 sec): 3 clusters Score: Raw -3269733.534767 + Penalty 4954.350384 = -3264779.184383 nChanged 174 SP:Iteration 21Q (2648.390000 sec): 3 clusters Score: Raw -3269835.007144 + Penalty 4954.350384 = -3264880.656759 nChanged 124 SP:Iteration 22Q (2648.620000 sec): 3 clusters Score: Raw -3269902.781716 + Penalty 4954.350384 = -3264948.431332 nChanged 109 SP:Iteration 23Q (2648.900000 sec): 3 clusters Score: Raw -3269971.361047 + Penalty 4954.350384 = -3265017.010662 nChanged 109 SP:Iteration 24Q (2649.180000 sec): 3 clusters Score: Raw -3270028.819643 + Penalty 4954.350384 = -3265074.469258 nChanged 84 SP:Iteration 25Q (2649.450000 sec): 3 clusters Score: Raw -3270069.837094 + Penalty 4954.350384 = -3265115.486710 nChanged 74 SP:Iteration 26Q (2649.690000 sec): 3 clusters Score: Raw -3270107.726989 + Penalty 4954.350384 = -3265153.376604 nChanged 59 SP:Iteration 27Q (2650.000000 sec): 3 clusters Score: Raw -3270136.422715 + Penalty 4954.350384 = -3265182.072331 nChanged 48 SP:Iteration 28Q (2650.330000 sec): 3 clusters Score: Raw -3270157.578206 + Penalty 4954.350384 = -3265203.227822 nChanged 35 SP:Iteration 29Q (2650.650000 sec): 3 clusters Score: Raw -3270174.095991 + Penalty 4954.350384 = -3265219.745607 nChanged 29 SP:Iteration 30Q (2650.950000 sec): 3 clusters Score: Raw -3270186.255796 + Penalty 4954.350384 = -3265231.905411 nChanged 33 SP:Iteration 31Q (2651.200000 sec): 3 clusters Score: Raw -3270199.616852 + Penalty 4954.350384 = -3265245.266468 nChanged 23 SP:Iteration 32Q (2651.510000 sec): 3 clusters Score: Raw -3270211.254779 + Penalty 4954.350384 = -3265256.904395 nChanged 26 SP:Iteration 33Q (2651.880000 sec): 3 clusters Score: Raw -3270221.924724 + Penalty 4954.350384 = -3265267.574340 nChanged 21 SP:Iteration 34Q (2652.170000 sec): 3 clusters Score: Raw -3270229.411817 + Penalty 4954.350384 = -3265275.061433 nChanged 13 SP:Iteration 35Q (2652.410000 sec): 3 clusters Score: Raw -3270234.319096 + Penalty 4954.350384 = -3265279.968711 nChanged 10 SP:Iteration 36Q (2652.750000 sec): 3 clusters Score: Raw -3270238.764461 + Penalty 4954.350384 = -3265284.414077 nChanged 13 SP:Iteration 37Q (2653.010000 sec): 3 clusters Score: Raw -3270245.296377 + Penalty 4954.350384 = -3265290.945993 nChanged 17 SP:Iteration 38Q (2653.290000 sec): 3 clusters Score: Raw -3270251.089870 + Penalty 4954.350384 = -3265296.739486 nChanged 12 SP:Iteration 39Q (2653.630000 sec): 3 clusters Score: Raw -3270254.421820 + Penalty 4954.350384 = -3265300.071436 nChanged 8 SP:Iteration 40F (2653.920000 sec): 3 clusters Score: Raw -3270256.348588 + Penalty 4954.350384 = -3265301.998204 nChanged 5 SP:Iteration 41Q (2654.280000 sec): 3 clusters Score: Raw -3270258.014548 + Penalty 4954.350384 = -3265303.664164 nChanged 3 SP:Iteration 42Q (2654.500000 sec): 3 clusters Score: Raw -3270259.097294 + Penalty 4954.350384 = -3265304.746910 nChanged 2 SP:Iteration 43Q (2654.830000 sec): 3 clusters Score: Raw -3270260.081124 + Penalty 4954.350384 = -3265305.730739 nChanged 7 SP:Iteration 44Q (2655.120000 sec): 3 clusters Score: Raw -3270262.184380 + Penalty 4954.350384 = -3265307.833996 nChanged 1 SP:Iteration 45Q (2655.450000 sec): 3 clusters Score: Raw -3270262.316163 + Penalty 4954.350384 = -3265307.965779 nChanged 1 SP:Iteration 46Q (2655.730000 sec): 3 clusters Score: Raw -3270262.530730 + Penalty 4954.350384 = -3265308.180345 nChanged 1 SP:Iteration 47Q (2656.040000 sec): 3 clusters Score: Raw -3270262.826389 + Penalty 4954.350384 = -3265308.476005 nChanged 1 SP:Iteration 48Q (2656.320000 sec): 3 clusters Score: Raw -3270263.062018 + Penalty 4954.350384 = -3265308.711634 nChanged 0 SP:Iteration 49F (2656.570000 sec): 3 clusters Score: Raw -3270263.062018 + Penalty 4954.350384 = -3265308.711634 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2656.670000 sec): 2 clusters Score: Raw -39659.089101 + Penalty 1410.369888 = -38248.719213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2656.850000 sec): 3 clusters Score: Raw -39831.421579 + Penalty 2820.739777 = -37010.681802 nChanged 37 SP:Iteration 1F (2656.990000 sec): 3 clusters Score: Raw -39933.489676 + Penalty 2820.739777 = -37112.749899 nChanged 10 SP:Iteration 2Q (2657.220000 sec): 3 clusters Score: Raw -39979.221533 + Penalty 2820.739777 = -37158.481757 nChanged 5 SP:Iteration 3Q (2657.370000 sec): 3 clusters Score: Raw -39994.274406 + Penalty 2820.739777 = -37173.534630 nChanged 2 SP:Iteration 4Q (2657.580000 sec): 3 clusters Score: Raw -40003.043456 + Penalty 2820.739777 = -37182.303679 nChanged 1 SP:Iteration 5Q (2657.710000 sec): 3 clusters Score: Raw -40018.980663 + Penalty 2820.739777 = -37198.240886 nChanged 2 SP:Iteration 6Q (2657.920000 sec): 3 clusters Score: Raw -40026.077478 + Penalty 2820.739777 = -37205.337702 nChanged 0 SP:Iteration 7F (2658.100000 sec): 3 clusters Score: Raw -40026.077478 + Penalty 2820.739777 = -37205.337702 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2658.170000 sec): 2 clusters Score: Raw -43665.971058 + Penalty 1442.643568 = -42223.327491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2658.370000 sec): 3 clusters Score: Raw -43742.152248 + Penalty 2885.287135 = -40856.865113 nChanged 50 SP:Iteration 1F (2658.540000 sec): 3 clusters Score: Raw -43893.581795 + Penalty 2885.287135 = -41008.294660 nChanged 17 SP:Iteration 2F (2658.680000 sec): 3 clusters Score: Raw -43950.812049 + Penalty 2885.287135 = -41065.524914 nChanged 7 SP:Iteration 3Q (2658.890000 sec): 3 clusters Score: Raw -43985.955123 + Penalty 2885.287135 = -41100.667988 nChanged 10 SP:Iteration 4Q (2659.010000 sec): 3 clusters Score: Raw -44043.619039 + Penalty 2885.287135 = -41158.331904 nChanged 10 SP:Iteration 5Q (2659.190000 sec): 3 clusters Score: Raw -44086.615111 + Penalty 2885.287135 = -41201.327976 nChanged 6 SP:Iteration 6Q (2659.350000 sec): 3 clusters Score: Raw -44111.659765 + Penalty 2885.287135 = -41226.372629 nChanged 3 SP:Iteration 7Q (2659.510000 sec): 3 clusters Score: Raw -44121.520296 + Penalty 2885.287135 = -41236.233160 nChanged 1 SP:Iteration 8Q (2659.670000 sec): 3 clusters Score: Raw -44129.151401 + Penalty 2885.287135 = -41243.864266 nChanged 2 SP:Iteration 9Q (2659.820000 sec): 3 clusters Score: Raw -44152.442886 + Penalty 2885.287135 = -41267.155751 nChanged 5 SP:Iteration 10Q (2659.950000 sec): 3 clusters Score: Raw -44172.312322 + Penalty 2885.287135 = -41287.025187 nChanged 6 SP:Iteration 11Q (2660.130000 sec): 3 clusters Score: Raw -44198.557867 + Penalty 2885.287135 = -41313.270731 nChanged 6 SP:Iteration 12Q (2660.270000 sec): 3 clusters Score: Raw -44223.384712 + Penalty 2885.287135 = -41338.097577 nChanged 6 SP:Iteration 13Q (2660.370000 sec): 3 clusters Score: Raw -44250.386644 + Penalty 2885.287135 = -41365.099508 nChanged 5 SP:Iteration 14Q (2660.510000 sec): 3 clusters Score: Raw -44265.720031 + Penalty 2885.287135 = -41380.432895 nChanged 4 SP:Iteration 15Q (2660.660000 sec): 3 clusters Score: Raw -44282.427878 + Penalty 2885.287135 = -41397.140743 nChanged 1 SP:Iteration 16Q (2660.830000 sec): 3 clusters Score: Raw -44284.737049 + Penalty 2885.287135 = -41399.449913 nChanged 0 SP:Iteration 17F (2661.030000 sec): 3 clusters Score: Raw -44284.737049 + Penalty 2885.287135 = -41399.449913 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2661.150000 sec): 2 clusters Score: Raw -113795.006686 + Penalty 1647.982560 = -112147.024125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2661.330000 sec): 3 clusters Score: Raw -113692.359378 + Penalty 3295.965121 = -110396.394258 nChanged 173 SP:Iteration 1F (2661.480000 sec): 3 clusters Score: Raw -113957.993659 + Penalty 3295.965121 = -110662.028538 nChanged 50 SP:Iteration 2F (2661.640000 sec): 3 clusters Score: Raw -114066.292734 + Penalty 3295.965121 = -110770.327614 nChanged 30 SP:Iteration 3Q (2661.810000 sec): 3 clusters Score: Raw -114122.488879 + Penalty 3295.965121 = -110826.523758 nChanged 24 SP:Iteration 4Q (2662.000000 sec): 3 clusters Score: Raw -114190.743099 + Penalty 3295.965121 = -110894.777978 nChanged 22 SP:Iteration 5Q (2662.200000 sec): 3 clusters Score: Raw -114258.736728 + Penalty 3295.965121 = -110962.771607 nChanged 22 SP:Iteration 6Q (2662.370000 sec): 3 clusters Score: Raw -114325.575967 + Penalty 3295.965121 = -111029.610846 nChanged 30 SP:Iteration 7Q (2662.540000 sec): 3 clusters Score: Raw -114401.380857 + Penalty 3295.965121 = -111105.415737 nChanged 15 SP:Iteration 8Q (2662.740000 sec): 3 clusters Score: Raw -114437.797716 + Penalty 3295.965121 = -111141.832595 nChanged 12 SP:Iteration 9Q (2662.900000 sec): 3 clusters Score: Raw -114475.311210 + Penalty 3295.965121 = -111179.346090 nChanged 15 SP:Iteration 10Q (2663.080000 sec): 3 clusters Score: Raw -114533.112037 + Penalty 3295.965121 = -111237.146916 nChanged 20 SP:Iteration 11Q (2663.270000 sec): 3 clusters Score: Raw -114578.494487 + Penalty 3295.965121 = -111282.529366 nChanged 16 SP:Iteration 12Q (2663.460000 sec): 3 clusters Score: Raw -114633.183651 + Penalty 3295.965121 = -111337.218531 nChanged 16 SP:Iteration 13Q (2663.670000 sec): 3 clusters Score: Raw -114675.412097 + Penalty 3295.965121 = -111379.446976 nChanged 10 SP:Iteration 14Q (2663.810000 sec): 3 clusters Score: Raw -114687.825698 + Penalty 3295.965121 = -111391.860577 nChanged 7 SP:Iteration 15Q (2663.970000 sec): 3 clusters Score: Raw -114696.044387 + Penalty 3295.965121 = -111400.079266 nChanged 7 SP:Iteration 16Q (2664.170000 sec): 3 clusters Score: Raw -114708.843486 + Penalty 3295.965121 = -111412.878365 nChanged 4 SP:Iteration 17Q (2664.350000 sec): 3 clusters Score: Raw -114713.557384 + Penalty 3295.965121 = -111417.592264 nChanged 2 SP:Iteration 18Q (2664.500000 sec): 3 clusters Score: Raw -114715.623959 + Penalty 3295.965121 = -111419.658839 nChanged 1 SP:Iteration 19Q (2664.690000 sec): 3 clusters Score: Raw -114717.022956 + Penalty 3295.965121 = -111421.057835 nChanged 2 SP:Iteration 20F (2664.950000 sec): 3 clusters Score: Raw -114719.335713 + Penalty 3295.965121 = -111423.370592 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (5658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2665.040000 sec): 2 clusters Score: Raw -859324.879067 + Penalty 2142.924786 = -857181.954280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2665.260000 sec): 3 clusters Score: Raw -856582.980072 + Penalty 4285.849573 = -852297.130499 nChanged 2241 SP:Iteration 1F (2665.470000 sec): 3 clusters Score: Raw -857868.555611 + Penalty 4285.849573 = -853582.706038 nChanged 399 SP:Iteration 2F (2665.710000 sec): 3 clusters Score: Raw -858113.278839 + Penalty 4285.849573 = -853827.429266 nChanged 297 SP:Iteration 3F (2665.890000 sec): 3 clusters Score: Raw -858272.079777 + Penalty 4285.849573 = -853986.230204 nChanged 229 SP:Iteration 4Q (2666.100000 sec): 3 clusters Score: Raw -858415.312622 + Penalty 4285.849573 = -854129.463049 nChanged 221 SP:Iteration 5Q (2666.290000 sec): 3 clusters Score: Raw -858561.827811 + Penalty 4285.849573 = -854275.978238 nChanged 209 SP:Iteration 6Q (2666.520000 sec): 3 clusters Score: Raw -858703.017490 + Penalty 4285.849573 = -854417.167918 nChanged 211 SP:Iteration 7Q (2666.710000 sec): 3 clusters Score: Raw -858833.641586 + Penalty 4285.849573 = -854547.792013 nChanged 189 SP:Iteration 8Q (2666.950000 sec): 3 clusters Score: Raw -858957.196421 + Penalty 4285.849573 = -854671.346848 nChanged 161 SP:Iteration 9Q (2667.120000 sec): 3 clusters Score: Raw -859060.114458 + Penalty 4285.849573 = -854774.264885 nChanged 152 SP:Iteration 10Q (2667.340000 sec): 3 clusters Score: Raw -859141.992631 + Penalty 4285.849573 = -854856.143058 nChanged 116 SP:Iteration 11Q (2667.580000 sec): 3 clusters Score: Raw -859211.250846 + Penalty 4285.849573 = -854925.401273 nChanged 115 SP:Iteration 12Q (2667.820000 sec): 3 clusters Score: Raw -859278.312290 + Penalty 4285.849573 = -854992.462717 nChanged 122 SP:Iteration 13Q (2668.020000 sec): 3 clusters Score: Raw -859332.281605 + Penalty 4285.849573 = -855046.432032 nChanged 94 SP:Iteration 14Q (2668.220000 sec): 3 clusters Score: Raw -859373.704122 + Penalty 4285.849573 = -855087.854549 nChanged 84 SP:Iteration 15Q (2668.480000 sec): 3 clusters Score: Raw -859404.841201 + Penalty 4285.849573 = -855118.991628 nChanged 62 SP:Iteration 16Q (2668.650000 sec): 3 clusters Score: Raw -859429.437029 + Penalty 4285.849573 = -855143.587456 nChanged 56 SP:Iteration 17Q (2668.900000 sec): 3 clusters Score: Raw -859448.296079 + Penalty 4285.849573 = -855162.446506 nChanged 36 SP:Iteration 18Q (2669.070000 sec): 3 clusters Score: Raw -859465.340318 + Penalty 4285.849573 = -855179.490745 nChanged 51 SP:Iteration 19Q (2669.260000 sec): 3 clusters Score: Raw -859484.174209 + Penalty 4285.849573 = -855198.324636 nChanged 46 SP:Iteration 20F (2669.500000 sec): 3 clusters Score: Raw -859500.541241 + Penalty 4285.849573 = -855214.691668 nChanged 38 SP:Iteration 21Q (2669.700000 sec): 3 clusters Score: Raw -859512.778809 + Penalty 4285.849573 = -855226.929236 nChanged 33 SP:Iteration 22Q (2669.890000 sec): 3 clusters Score: Raw -859523.351165 + Penalty 4285.849573 = -855237.501592 nChanged 25 SP:Iteration 23Q (2670.070000 sec): 3 clusters Score: Raw -859531.795666 + Penalty 4285.849573 = -855245.946093 nChanged 18 SP:Iteration 24Q (2670.310000 sec): 3 clusters Score: Raw -859535.919673 + Penalty 4285.849573 = -855250.070100 nChanged 15 SP:Iteration 25Q (2670.520000 sec): 3 clusters Score: Raw -859540.118355 + Penalty 4285.849573 = -855254.268782 nChanged 15 SP:Iteration 26Q (2670.710000 sec): 3 clusters Score: Raw -859544.641855 + Penalty 4285.849573 = -855258.792282 nChanged 17 SP:Iteration 27Q (2670.940000 sec): 3 clusters Score: Raw -859549.158338 + Penalty 4285.849573 = -855263.308765 nChanged 16 SP:Iteration 28Q (2671.150000 sec): 3 clusters Score: Raw -859553.488352 + Penalty 4285.849573 = -855267.638779 nChanged 14 SP:Iteration 29Q (2671.370000 sec): 3 clusters Score: Raw -859557.483155 + Penalty 4285.849573 = -855271.633582 nChanged 13 SP:Iteration 30Q (2671.570000 sec): 3 clusters Score: Raw -859560.185125 + Penalty 4285.849573 = -855274.335552 nChanged 7 SP:Iteration 31Q (2671.760000 sec): 3 clusters Score: Raw -859562.524430 + Penalty 4285.849573 = -855276.674857 nChanged 8 SP:Iteration 32Q (2671.940000 sec): 3 clusters Score: Raw -859564.302273 + Penalty 4285.849573 = -855278.452700 nChanged 9 SP:Iteration 33Q (2672.100000 sec): 3 clusters Score: Raw -859566.024248 + Penalty 4285.849573 = -855280.174675 nChanged 9 SP:Iteration 34Q (2672.320000 sec): 3 clusters Score: Raw -859568.283830 + Penalty 4285.849573 = -855282.434257 nChanged 12 SP:Iteration 35Q (2672.540000 sec): 3 clusters Score: Raw -859571.084350 + Penalty 4285.849573 = -855285.234777 nChanged 10 SP:Iteration 36Q (2672.720000 sec): 3 clusters Score: Raw -859574.344195 + Penalty 4285.849573 = -855288.494622 nChanged 14 SP:Iteration 37Q (2672.930000 sec): 3 clusters Score: Raw -859578.777514 + Penalty 4285.849573 = -855292.927941 nChanged 13 SP:Iteration 38Q (2673.130000 sec): 3 clusters Score: Raw -859581.816041 + Penalty 4285.849573 = -855295.966468 nChanged 7 SP:Iteration 39Q (2673.330000 sec): 3 clusters Score: Raw -859584.761420 + Penalty 4285.849573 = -855298.911847 nChanged 14 SP:Iteration 40F (2673.510000 sec): 3 clusters Score: Raw -859588.698007 + Penalty 4285.849573 = -855302.848434 nChanged 17 SP:Iteration 41Q (2673.700000 sec): 3 clusters Score: Raw -859593.358332 + Penalty 4285.849573 = -855307.508759 nChanged 12 SP:Iteration 42Q (2673.910000 sec): 3 clusters Score: Raw -859596.216242 + Penalty 4285.849573 = -855310.366669 nChanged 8 SP:Iteration 43Q (2674.090000 sec): 3 clusters Score: Raw -859598.442861 + Penalty 4285.849573 = -855312.593288 nChanged 10 SP:Iteration 44Q (2674.310000 sec): 3 clusters Score: Raw -859601.179242 + Penalty 4285.849573 = -855315.329669 nChanged 4 SP:Iteration 45Q (2674.490000 sec): 3 clusters Score: Raw -859602.143176 + Penalty 4285.849573 = -855316.293603 nChanged 1 SP:Iteration 46Q (2674.720000 sec): 3 clusters Score: Raw -859602.327135 + Penalty 4285.849573 = -855316.477563 nChanged 1 SP:Iteration 47Q (2674.920000 sec): 3 clusters Score: Raw -859602.428534 + Penalty 4285.849573 = -855316.578961 nChanged 0 SP:Iteration 48F (2675.140000 sec): 3 clusters Score: Raw -859602.428534 + Penalty 4285.849573 = -855316.578961 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2675.250000 sec): 2 clusters Score: Raw -153782.600788 + Penalty 1743.652654 = -152038.948134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2675.460000 sec): 3 clusters Score: Raw -153517.910045 + Penalty 3487.305308 = -150030.604736 nChanged 308 SP:Iteration 1F (2675.670000 sec): 3 clusters Score: Raw -153862.249943 + Penalty 3487.305308 = -150374.944635 nChanged 93 SP:Iteration 2F (2675.870000 sec): 3 clusters Score: Raw -153985.373832 + Penalty 3487.305308 = -150498.068523 nChanged 43 SP:Iteration 3Q (2676.080000 sec): 3 clusters Score: Raw -154053.733518 + Penalty 3487.305308 = -150566.428209 nChanged 40 SP:Iteration 4Q (2676.260000 sec): 3 clusters Score: Raw -154123.578374 + Penalty 3487.305308 = -150636.273066 nChanged 41 SP:Iteration 5Q (2676.410000 sec): 3 clusters Score: Raw -154215.147524 + Penalty 3487.305308 = -150727.842216 nChanged 42 SP:Iteration 6Q (2676.620000 sec): 3 clusters Score: Raw -154312.011732 + Penalty 3487.305308 = -150824.706424 nChanged 41 SP:Iteration 7Q (2676.800000 sec): 3 clusters Score: Raw -154416.911281 + Penalty 3487.305308 = -150929.605973 nChanged 47 SP:Iteration 8Q (2677.010000 sec): 3 clusters Score: Raw -154503.611981 + Penalty 3487.305308 = -151016.306673 nChanged 39 SP:Iteration 9Q (2677.200000 sec): 3 clusters Score: Raw -154588.407630 + Penalty 3487.305308 = -151101.102322 nChanged 36 SP:Iteration 10Q (2677.430000 sec): 3 clusters Score: Raw -154662.630459 + Penalty 3487.305308 = -151175.325150 nChanged 28 SP:Iteration 11Q (2677.600000 sec): 3 clusters Score: Raw -154732.245066 + Penalty 3487.305308 = -151244.939757 nChanged 24 SP:Iteration 12Q (2677.820000 sec): 3 clusters Score: Raw -154814.966627 + Penalty 3487.305308 = -151327.661319 nChanged 26 SP:Iteration 13Q (2677.980000 sec): 3 clusters Score: Raw -154892.369845 + Penalty 3487.305308 = -151405.064537 nChanged 21 SP:Iteration 14Q (2678.130000 sec): 3 clusters Score: Raw -154924.747884 + Penalty 3487.305308 = -151437.442576 nChanged 10 SP:Iteration 15Q (2678.330000 sec): 3 clusters Score: Raw -154937.301986 + Penalty 3487.305308 = -151449.996678 nChanged 7 SP:Iteration 16Q (2678.540000 sec): 3 clusters Score: Raw -154945.704713 + Penalty 3487.305308 = -151458.399404 nChanged 6 SP:Iteration 17Q (2678.690000 sec): 3 clusters Score: Raw -154954.851057 + Penalty 3487.305308 = -151467.545749 nChanged 3 SP:Iteration 18Q (2678.880000 sec): 3 clusters Score: Raw -154959.450791 + Penalty 3487.305308 = -151472.145482 nChanged 2 SP:Iteration 19Q (2679.090000 sec): 3 clusters Score: Raw -154961.849199 + Penalty 3487.305308 = -151474.543891 nChanged 0 SP:Iteration 20F (2679.250000 sec): 3 clusters Score: Raw -154961.849199 + Penalty 3487.305308 = -151474.543891 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (3400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2679.380000 sec): 2 clusters Score: Raw -501105.102970 + Penalty 2016.619616 = -499088.483354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2679.560000 sec): 3 clusters Score: Raw -499597.891874 + Penalty 4033.239232 = -495564.652641 nChanged 1231 SP:Iteration 1F (2679.770000 sec): 3 clusters Score: Raw -500448.819681 + Penalty 4033.239232 = -496415.580448 nChanged 286 SP:Iteration 2F (2679.990000 sec): 3 clusters Score: Raw -500732.765091 + Penalty 4033.239232 = -496699.525859 nChanged 212 SP:Iteration 3F (2680.200000 sec): 3 clusters Score: Raw -500975.136562 + Penalty 4033.239232 = -496941.897329 nChanged 208 SP:Iteration 4F (2680.400000 sec): 3 clusters Score: Raw -501256.859255 + Penalty 4033.239232 = -497223.620022 nChanged 231 SP:Iteration 5F (2680.660000 sec): 3 clusters Score: Raw -501575.171936 + Penalty 4033.239232 = -497541.932704 nChanged 224 SP:Iteration 6F (2680.970000 sec): 3 clusters Score: Raw -501886.073802 + Penalty 4033.239232 = -497852.834570 nChanged 184 SP:Iteration 7F (2681.150000 sec): 3 clusters Score: Raw -502159.024645 + Penalty 4033.239232 = -498125.785413 nChanged 150 SP:Iteration 8Q (2681.360000 sec): 3 clusters Score: Raw -502356.263320 + Penalty 4033.239232 = -498323.024087 nChanged 96 SP:Iteration 9Q (2681.520000 sec): 3 clusters Score: Raw -502475.890294 + Penalty 4033.239232 = -498442.651062 nChanged 81 SP:Iteration 10Q (2681.860000 sec): 3 clusters Score: Raw -502562.470276 + Penalty 4033.239232 = -498529.231044 nChanged 52 SP:Iteration 11Q (2682.070000 sec): 3 clusters Score: Raw -502623.513282 + Penalty 4033.239232 = -498590.274049 nChanged 42 SP:Iteration 12Q (2682.360000 sec): 3 clusters Score: Raw -502648.035338 + Penalty 4033.239232 = -498614.796106 nChanged 24 SP:Iteration 13Q (2682.550000 sec): 3 clusters Score: Raw -502659.688648 + Penalty 4033.239232 = -498626.449416 nChanged 13 SP:Iteration 14Q (2682.830000 sec): 3 clusters Score: Raw -502665.984950 + Penalty 4033.239232 = -498632.745718 nChanged 11 SP:Iteration 15Q (2683.040000 sec): 3 clusters Score: Raw -502670.114089 + Penalty 4033.239232 = -498636.874856 nChanged 12 SP:Iteration 16Q (2683.210000 sec): 3 clusters Score: Raw -502678.221788 + Penalty 4033.239232 = -498644.982556 nChanged 9 SP:Iteration 17Q (2683.430000 sec): 3 clusters Score: Raw -502683.209438 + Penalty 4033.239232 = -498649.970205 nChanged 7 SP:Iteration 18Q (2683.620000 sec): 3 clusters Score: Raw -502688.043314 + Penalty 4033.239232 = -498654.804082 nChanged 8 SP:Iteration 19Q (2683.850000 sec): 3 clusters Score: Raw -502692.210156 + Penalty 4033.239232 = -498658.970923 nChanged 10 SP:Iteration 20F (2684.010000 sec): 3 clusters Score: Raw -502697.166741 + Penalty 4033.239232 = -498663.927509 nChanged 7 SP:Iteration 21Q (2684.230000 sec): 3 clusters Score: Raw -502699.565874 + Penalty 4033.239232 = -498666.326642 nChanged 3 SP:Iteration 22Q (2684.490000 sec): 3 clusters Score: Raw -502700.809378 + Penalty 4033.239232 = -498667.570145 nChanged 3 SP:Iteration 23Q (2684.710000 sec): 3 clusters Score: Raw -502702.284999 + Penalty 4033.239232 = -498669.045767 nChanged 1 SP:Iteration 24Q (2684.890000 sec): 3 clusters Score: Raw -502702.723768 + Penalty 4033.239232 = -498669.484536 nChanged 0 SP:Iteration 25F (2685.130000 sec): 3 clusters Score: Raw -502702.723768 + Penalty 4033.239232 = -498669.484536 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2685.220000 sec): 2 clusters Score: Raw -50881.001171 + Penalty 1463.174544 = -49417.826627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2685.410000 sec): 3 clusters Score: Raw -51036.636646 + Penalty 2926.349087 = -48110.287558 nChanged 58 SP:Iteration 1F (2685.580000 sec): 3 clusters Score: Raw -51264.020767 + Penalty 2926.349087 = -48337.671680 nChanged 22 SP:Iteration 2F (2685.760000 sec): 3 clusters Score: Raw -51365.108808 + Penalty 2926.349087 = -48438.759721 nChanged 15 SP:Iteration 3Q (2685.950000 sec): 3 clusters Score: Raw -51448.050472 + Penalty 2926.349087 = -48521.701385 nChanged 8 SP:Iteration 4Q (2686.110000 sec): 3 clusters Score: Raw -51487.235896 + Penalty 2926.349087 = -48560.886809 nChanged 8 SP:Iteration 5Q (2686.280000 sec): 3 clusters Score: Raw -51521.867971 + Penalty 2926.349087 = -48595.518883 nChanged 5 SP:Iteration 6Q (2686.470000 sec): 3 clusters Score: Raw -51552.680164 + Penalty 2926.349087 = -48626.331077 nChanged 3 SP:Iteration 7Q (2686.670000 sec): 3 clusters Score: Raw -51588.147725 + Penalty 2926.349087 = -48661.798638 nChanged 8 SP:Iteration 8Q (2686.850000 sec): 3 clusters Score: Raw -51643.001524 + Penalty 2926.349087 = -48716.652437 nChanged 7 SP:Iteration 9Q (2687.030000 sec): 3 clusters Score: Raw -51706.244226 + Penalty 2926.349087 = -48779.895139 nChanged 11 SP:Iteration 10Q (2687.220000 sec): 3 clusters Score: Raw -51785.180092 + Penalty 2926.349087 = -48858.831005 nChanged 9 SP:Iteration 11Q (2687.490000 sec): 3 clusters Score: Raw -51832.258984 + Penalty 2926.349087 = -48905.909896 nChanged 9 SP:Iteration 12Q (2687.680000 sec): 3 clusters Score: Raw -51891.362118 + Penalty 2926.349087 = -48965.013031 nChanged 7 SP:Iteration 13Q (2687.920000 sec): 3 clusters Score: Raw -51928.849756 + Penalty 2926.349087 = -49002.500669 nChanged 5 SP:Iteration 14Q (2688.070000 sec): 3 clusters Score: Raw -51966.908750 + Penalty 2926.349087 = -49040.559662 nChanged 3 SP:Iteration 15Q (2688.290000 sec): 3 clusters Score: Raw -51985.022233 + Penalty 2926.349087 = -49058.673146 nChanged 4 SP:Iteration 16Q (2688.450000 sec): 3 clusters Score: Raw -52007.814361 + Penalty 2926.349087 = -49081.465273 nChanged 8 SP:Iteration 17Q (2688.640000 sec): 3 clusters Score: Raw -52073.246100 + Penalty 2926.349087 = -49146.897012 nChanged 12 SP:Iteration 18Q (2688.840000 sec): 3 clusters Score: Raw -52211.130329 + Penalty 2926.349087 = -49284.781242 nChanged 7 SP:Iteration 19Q (2689.040000 sec): 3 clusters Score: Raw -52326.608958 + Penalty 2926.349087 = -49400.259871 nChanged 8 SP:Iteration 20F (2689.230000 sec): 3 clusters Score: Raw -52416.499687 + Penalty 2926.349087 = -49490.150600 nChanged 5 SP:Iteration 21Q (2689.410000 sec): 3 clusters Score: Raw -52489.945151 + Penalty 2926.349087 = -49563.596063 nChanged 1 SP:Iteration 22Q (2689.660000 sec): 3 clusters Score: Raw -52502.982305 + Penalty 2926.349087 = -49576.633218 nChanged 1 SP:Iteration 23Q (2689.830000 sec): 3 clusters Score: Raw -52517.540227 + Penalty 2926.349087 = -49591.191140 nChanged 0 SP:Iteration 24F (2690.030000 sec): 3 clusters Score: Raw -52517.540227 + Penalty 2926.349087 = -49591.191140 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2690.130000 sec): 2 clusters Score: Raw -68094.827698 + Penalty 1521.082715 = -66573.744983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2690.320000 sec): 3 clusters Score: Raw -68137.378809 + Penalty 3042.165429 = -65095.213380 nChanged 75 SP:Iteration 1F (2690.510000 sec): 3 clusters Score: Raw -68299.020939 + Penalty 3042.165429 = -65256.855509 nChanged 17 SP:Iteration 2Q (2690.750000 sec): 3 clusters Score: Raw -68337.164658 + Penalty 3042.165429 = -65294.999229 nChanged 13 SP:Iteration 3Q (2690.890000 sec): 3 clusters Score: Raw -68370.651040 + Penalty 3042.165429 = -65328.485610 nChanged 7 SP:Iteration 4Q (2691.090000 sec): 3 clusters Score: Raw -68386.462371 + Penalty 3042.165429 = -65344.296941 nChanged 4 SP:Iteration 5Q (2691.250000 sec): 3 clusters Score: Raw -68391.555137 + Penalty 3042.165429 = -65349.389708 nChanged 1 SP:Iteration 6Q (2691.470000 sec): 3 clusters Score: Raw -68393.191165 + Penalty 3042.165429 = -65351.025736 nChanged 0 SP:Iteration 7F (2691.610000 sec): 3 clusters Score: Raw -68393.191165 + Penalty 3042.165429 = -65351.025736 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (1716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2691.700000 sec): 2 clusters Score: Raw -247166.439492 + Penalty 1847.042317 = -245319.397174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2691.890000 sec): 3 clusters Score: Raw -246584.817480 + Penalty 3694.084635 = -242890.732845 nChanged 550 SP:Iteration 1F (2692.050000 sec): 3 clusters Score: Raw -247069.657280 + Penalty 3694.084635 = -243375.572646 nChanged 124 SP:Iteration 2F (2692.250000 sec): 3 clusters Score: Raw -247177.054642 + Penalty 3694.084635 = -243482.970007 nChanged 67 SP:Iteration 3Q (2692.430000 sec): 3 clusters Score: Raw -247240.252849 + Penalty 3694.084635 = -243546.168214 nChanged 38 SP:Iteration 4Q (2692.630000 sec): 3 clusters Score: Raw -247285.935375 + Penalty 3694.084635 = -243591.850740 nChanged 39 SP:Iteration 5Q (2692.800000 sec): 3 clusters Score: Raw -247326.645322 + Penalty 3694.084635 = -243632.560687 nChanged 31 SP:Iteration 6Q (2693.010000 sec): 3 clusters Score: Raw -247356.836132 + Penalty 3694.084635 = -243662.751497 nChanged 25 SP:Iteration 7Q (2693.200000 sec): 3 clusters Score: Raw -247378.524051 + Penalty 3694.084635 = -243684.439417 nChanged 20 SP:Iteration 8Q (2693.360000 sec): 3 clusters Score: Raw -247394.272798 + Penalty 3694.084635 = -243700.188163 nChanged 17 SP:Iteration 9Q (2693.570000 sec): 3 clusters Score: Raw -247405.844446 + Penalty 3694.084635 = -243711.759811 nChanged 17 SP:Iteration 10Q (2693.740000 sec): 3 clusters Score: Raw -247417.839047 + Penalty 3694.084635 = -243723.754412 nChanged 18 SP:Iteration 11Q (2693.920000 sec): 3 clusters Score: Raw -247432.225591 + Penalty 3694.084635 = -243738.140956 nChanged 15 SP:Iteration 12Q (2694.120000 sec): 3 clusters Score: Raw -247443.025514 + Penalty 3694.084635 = -243748.940879 nChanged 12 SP:Iteration 13Q (2694.270000 sec): 3 clusters Score: Raw -247454.261241 + Penalty 3694.084635 = -243760.176606 nChanged 13 SP:Iteration 14Q (2694.480000 sec): 3 clusters Score: Raw -247463.922094 + Penalty 3694.084635 = -243769.837459 nChanged 10 SP:Iteration 15Q (2694.650000 sec): 3 clusters Score: Raw -247469.458910 + Penalty 3694.084635 = -243775.374275 nChanged 9 SP:Iteration 16Q (2694.840000 sec): 3 clusters Score: Raw -247474.382219 + Penalty 3694.084635 = -243780.297584 nChanged 5 SP:Iteration 17Q (2695.060000 sec): 3 clusters Score: Raw -247478.243766 + Penalty 3694.084635 = -243784.159131 nChanged 4 SP:Iteration 18Q (2695.250000 sec): 3 clusters Score: Raw -247481.041526 + Penalty 3694.084635 = -243786.956891 nChanged 3 SP:Iteration 19Q (2695.440000 sec): 3 clusters Score: Raw -247482.424993 + Penalty 3694.084635 = -243788.340358 nChanged 4 SP:Iteration 20F (2695.630000 sec): 3 clusters Score: Raw -247484.469473 + Penalty 3694.084635 = -243790.384838 nChanged 1 SP:Iteration 21Q (2695.860000 sec): 3 clusters Score: Raw -247485.151694 + Penalty 3694.084635 = -243791.067059 nChanged 1 SP:Iteration 22Q (2696.050000 sec): 3 clusters Score: Raw -247485.664985 + Penalty 3694.084635 = -243791.580350 nChanged 1 SP:Iteration 23Q (2696.250000 sec): 3 clusters Score: Raw -247486.502145 + Penalty 3694.084635 = -243792.417510 nChanged 1 SP:Iteration 24Q (2696.410000 sec): 3 clusters Score: Raw -247486.942921 + Penalty 3694.084635 = -243792.858286 nChanged 0 SP:Iteration 25F (2696.570000 sec): 3 clusters Score: Raw -247486.942921 + Penalty 3694.084635 = -243792.858286 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2696.650000 sec): 2 clusters Score: Raw -33220.859120 + Penalty 1416.185900 = -31804.673220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2696.860000 sec): 3 clusters Score: Raw -33485.164303 + Penalty 2832.371801 = -30652.792502 nChanged 57 SP:Iteration 1F (2697.070000 sec): 3 clusters Score: Raw -33767.176050 + Penalty 2832.371801 = -30934.804250 nChanged 21 SP:Iteration 2F (2697.260000 sec): 3 clusters Score: Raw -33893.422646 + Penalty 2832.371801 = -31061.050846 nChanged 13 SP:Iteration 3Q (2697.470000 sec): 3 clusters Score: Raw -34025.375431 + Penalty 2832.371801 = -31193.003631 nChanged 10 SP:Iteration 4Q (2697.600000 sec): 3 clusters Score: Raw -34143.685850 + Penalty 2832.371801 = -31311.314050 nChanged 8 SP:Iteration 5Q (2697.810000 sec): 3 clusters Score: Raw -34186.248769 + Penalty 2832.371801 = -31353.876968 nChanged 6 SP:Iteration 6Q (2697.940000 sec): 3 clusters Score: Raw -34223.454155 + Penalty 2832.371801 = -31391.082354 nChanged 9 SP:Iteration 7Q (2698.160000 sec): 3 clusters Score: Raw -34342.366895 + Penalty 2832.371801 = -31509.995094 nChanged 9 SP:Iteration 8Q (2698.350000 sec): 3 clusters Score: Raw -34438.336989 + Penalty 2832.371801 = -31605.965189 nChanged 11 SP:Iteration 9Q (2698.490000 sec): 3 clusters Score: Raw -34559.610562 + Penalty 2832.371801 = -31727.238761 nChanged 12 SP:Iteration 10Q (2698.720000 sec): 3 clusters Score: Raw -34675.559232 + Penalty 2832.371801 = -31843.187432 nChanged 9 SP:Iteration 11Q (2698.910000 sec): 3 clusters Score: Raw -34802.721300 + Penalty 2832.371801 = -31970.349499 nChanged 5 SP:Iteration 12Q (2699.100000 sec): 3 clusters Score: Raw -34925.080665 + Penalty 2832.371801 = -32092.708864 nChanged 4 SP:Iteration 13Q (2699.260000 sec): 3 clusters Score: Raw -35029.742386 + Penalty 2832.371801 = -32197.370585 nChanged 1 SP:Iteration 14Q (2699.440000 sec): 3 clusters Score: Raw -35034.811457 + Penalty 2832.371801 = -32202.439657 nChanged 0 SP:Iteration 15F (2699.660000 sec): 3 clusters Score: Raw -35043.336721 + Penalty 2832.371801 = -32210.964920 nChanged 1 SP:Iteration 16Q (2699.840000 sec): 3 clusters Score: Raw -35047.660243 + Penalty 2832.371801 = -32215.288442 nChanged 0 SP:Iteration 17F (2700.060000 sec): 3 clusters Score: Raw -35047.660243 + Penalty 2832.371801 = -32215.288442 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2700.160000 sec): 2 clusters Score: Raw -34066.320107 + Penalty 1345.387604 = -32720.932503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2700.360000 sec): 3 clusters Score: Raw -34491.379400 + Penalty 2690.775209 = -31800.604192 nChanged 44 SP:Iteration 1F (2700.510000 sec): 3 clusters Score: Raw -34668.359442 + Penalty 2690.775209 = -31977.584233 nChanged 8 SP:Iteration 2Q (2700.700000 sec): 3 clusters Score: Raw -34722.674134 + Penalty 2690.775209 = -32031.898925 nChanged 1 SP:Iteration 3Q (2700.900000 sec): 3 clusters Score: Raw -34730.075850 + Penalty 2690.775209 = -32039.300641 nChanged 2 SP:Iteration 4Q (2701.070000 sec): 3 clusters Score: Raw -34738.714341 + Penalty 2690.775209 = -32047.939133 nChanged 0 SP:Iteration 5F (2701.260000 sec): 3 clusters Score: Raw -34738.714341 + Penalty 2690.775209 = -32047.939133 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (5276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2701.430000 sec): 2 clusters Score: Raw -796677.164026 + Penalty 2125.589031 = -794551.574995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2701.600000 sec): 3 clusters Score: Raw -794093.021474 + Penalty 4251.178063 = -789841.843411 nChanged 2023 SP:Iteration 1F (2701.820000 sec): 3 clusters Score: Raw -795201.220121 + Penalty 4251.178063 = -790950.042058 nChanged 381 SP:Iteration 2F (2702.030000 sec): 3 clusters Score: Raw -795431.573626 + Penalty 4251.178063 = -791180.395563 nChanged 277 SP:Iteration 3F (2702.230000 sec): 3 clusters Score: Raw -795586.559720 + Penalty 4251.178063 = -791335.381657 nChanged 223 SP:Iteration 4Q (2702.460000 sec): 3 clusters Score: Raw -795707.753391 + Penalty 4251.178063 = -791456.575328 nChanged 187 SP:Iteration 5Q (2702.620000 sec): 3 clusters Score: Raw -795800.157046 + Penalty 4251.178063 = -791548.978983 nChanged 133 SP:Iteration 6Q (2702.790000 sec): 3 clusters Score: Raw -795875.373650 + Penalty 4251.178063 = -791624.195587 nChanged 132 SP:Iteration 7Q (2702.990000 sec): 3 clusters Score: Raw -795933.197022 + Penalty 4251.178063 = -791682.018959 nChanged 90 SP:Iteration 8Q (2703.200000 sec): 3 clusters Score: Raw -795972.380361 + Penalty 4251.178063 = -791721.202298 nChanged 85 SP:Iteration 9Q (2703.410000 sec): 3 clusters Score: Raw -796012.021952 + Penalty 4251.178063 = -791760.843889 nChanged 86 SP:Iteration 10Q (2703.580000 sec): 3 clusters Score: Raw -796046.605099 + Penalty 4251.178063 = -791795.427036 nChanged 57 SP:Iteration 11Q (2703.770000 sec): 3 clusters Score: Raw -796068.237901 + Penalty 4251.178063 = -791817.059838 nChanged 51 SP:Iteration 12Q (2703.950000 sec): 3 clusters Score: Raw -796083.400074 + Penalty 4251.178063 = -791832.222011 nChanged 42 SP:Iteration 13Q (2704.080000 sec): 3 clusters Score: Raw -796097.414369 + Penalty 4251.178063 = -791846.236306 nChanged 31 SP:Iteration 14Q (2704.290000 sec): 3 clusters Score: Raw -796106.823719 + Penalty 4251.178063 = -791855.645656 nChanged 24 SP:Iteration 15Q (2704.460000 sec): 3 clusters Score: Raw -796113.988490 + Penalty 4251.178063 = -791862.810427 nChanged 30 SP:Iteration 16Q (2704.640000 sec): 3 clusters Score: Raw -796123.061204 + Penalty 4251.178063 = -791871.883141 nChanged 24 SP:Iteration 17Q (2704.810000 sec): 3 clusters Score: Raw -796129.572478 + Penalty 4251.178063 = -791878.394415 nChanged 24 SP:Iteration 18Q (2704.980000 sec): 3 clusters Score: Raw -796138.891586 + Penalty 4251.178063 = -791887.713523 nChanged 26 SP:Iteration 19Q (2705.180000 sec): 3 clusters Score: Raw -796146.359110 + Penalty 4251.178063 = -791895.181047 nChanged 26 SP:Iteration 20F (2705.350000 sec): 3 clusters Score: Raw -796157.178079 + Penalty 4251.178063 = -791906.000016 nChanged 33 SP:Iteration 21Q (2705.510000 sec): 3 clusters Score: Raw -796170.484999 + Penalty 4251.178063 = -791919.306936 nChanged 31 SP:Iteration 22Q (2705.710000 sec): 3 clusters Score: Raw -796184.189884 + Penalty 4251.178063 = -791933.011821 nChanged 37 SP:Iteration 23Q (2705.920000 sec): 3 clusters Score: Raw -796197.227654 + Penalty 4251.178063 = -791946.049592 nChanged 36 SP:Iteration 24Q (2706.110000 sec): 3 clusters Score: Raw -796211.032640 + Penalty 4251.178063 = -791959.854578 nChanged 33 SP:Iteration 25Q (2706.310000 sec): 3 clusters Score: Raw -796221.803410 + Penalty 4251.178063 = -791970.625347 nChanged 30 SP:Iteration 26Q (2706.490000 sec): 3 clusters Score: Raw -796234.867406 + Penalty 4251.178063 = -791983.689343 nChanged 36 SP:Iteration 27Q (2706.730000 sec): 3 clusters Score: Raw -796247.926669 + Penalty 4251.178063 = -791996.748607 nChanged 34 SP:Iteration 28Q (2706.920000 sec): 3 clusters Score: Raw -796260.425713 + Penalty 4251.178063 = -792009.247650 nChanged 41 SP:Iteration 29Q (2707.110000 sec): 3 clusters Score: Raw -796278.990364 + Penalty 4251.178063 = -792027.812301 nChanged 51 SP:Iteration 30Q (2707.290000 sec): 3 clusters Score: Raw -796306.717671 + Penalty 4251.178063 = -792055.539609 nChanged 66 SP:Iteration 31Q (2707.510000 sec): 3 clusters Score: Raw -796347.067399 + Penalty 4251.178063 = -792095.889336 nChanged 71 SP:Iteration 32Q (2707.750000 sec): 3 clusters Score: Raw -796379.613735 + Penalty 4251.178063 = -792128.435673 nChanged 62 SP:Iteration 33Q (2707.940000 sec): 3 clusters Score: Raw -796409.080309 + Penalty 4251.178063 = -792157.902247 nChanged 59 SP:Iteration 34Q (2708.150000 sec): 3 clusters Score: Raw -796437.418212 + Penalty 4251.178063 = -792186.240149 nChanged 65 SP:Iteration 35Q (2708.380000 sec): 3 clusters Score: Raw -796465.835492 + Penalty 4251.178063 = -792214.657429 nChanged 62 SP:Iteration 36Q (2708.600000 sec): 3 clusters Score: Raw -796496.561882 + Penalty 4251.178063 = -792245.383819 nChanged 71 SP:Iteration 37Q (2708.800000 sec): 3 clusters Score: Raw -796533.048604 + Penalty 4251.178063 = -792281.870541 nChanged 65 SP:Iteration 38Q (2709.030000 sec): 3 clusters Score: Raw -796572.542845 + Penalty 4251.178063 = -792321.364782 nChanged 69 SP:Iteration 39Q (2709.270000 sec): 3 clusters Score: Raw -796612.124674 + Penalty 4251.178063 = -792360.946611 nChanged 72 SP:Iteration 40F (2709.480000 sec): 3 clusters Score: Raw -796652.891962 + Penalty 4251.178063 = -792401.713899 nChanged 58 SP:Iteration 41Q (2709.720000 sec): 3 clusters Score: Raw -796687.335157 + Penalty 4251.178063 = -792436.157094 nChanged 58 SP:Iteration 42Q (2709.950000 sec): 3 clusters Score: Raw -796719.627980 + Penalty 4251.178063 = -792468.449917 nChanged 63 SP:Iteration 43Q (2710.120000 sec): 3 clusters Score: Raw -796747.696842 + Penalty 4251.178063 = -792496.518779 nChanged 41 SP:Iteration 44Q (2710.350000 sec): 3 clusters Score: Raw -796768.546241 + Penalty 4251.178063 = -792517.368178 nChanged 41 SP:Iteration 45Q (2710.590000 sec): 3 clusters Score: Raw -796788.397060 + Penalty 4251.178063 = -792537.218997 nChanged 38 SP:Iteration 46Q (2710.830000 sec): 3 clusters Score: Raw -796809.070170 + Penalty 4251.178063 = -792557.892107 nChanged 44 SP:Iteration 47Q (2711.020000 sec): 3 clusters Score: Raw -796827.514925 + Penalty 4251.178063 = -792576.336862 nChanged 31 SP:Iteration 48Q (2711.230000 sec): 3 clusters Score: Raw -796842.788359 + Penalty 4251.178063 = -792591.610296 nChanged 27 SP:Iteration 49Q (2711.420000 sec): 3 clusters Score: Raw -796851.913777 + Penalty 4251.178063 = -792600.735714 nChanged 22 SP:Iteration 50Q (2711.580000 sec): 3 clusters Score: Raw -796861.129963 + Penalty 4251.178063 = -792609.951900 nChanged 18 SP:Iteration 51Q (2711.820000 sec): 3 clusters Score: Raw -796869.335941 + Penalty 4251.178063 = -792618.157878 nChanged 25 SP:Iteration 52Q (2712.000000 sec): 3 clusters Score: Raw -796880.414518 + Penalty 4251.178063 = -792629.236455 nChanged 24 SP:Iteration 53Q (2712.220000 sec): 3 clusters Score: Raw -796891.259105 + Penalty 4251.178063 = -792640.081042 nChanged 22 SP:Iteration 54Q (2712.410000 sec): 3 clusters Score: Raw -796901.337734 + Penalty 4251.178063 = -792650.159672 nChanged 24 SP:Iteration 55Q (2712.630000 sec): 3 clusters Score: Raw -796913.277740 + Penalty 4251.178063 = -792662.099677 nChanged 20 SP:Iteration 56Q (2712.850000 sec): 3 clusters Score: Raw -796921.075955 + Penalty 4251.178063 = -792669.897893 nChanged 10 SP:Iteration 57Q (2713.040000 sec): 3 clusters Score: Raw -796925.351882 + Penalty 4251.178063 = -792674.173819 nChanged 14 SP:Iteration 58Q (2713.240000 sec): 3 clusters Score: Raw -796929.702630 + Penalty 4251.178063 = -792678.524567 nChanged 6 SP:Iteration 59Q (2713.420000 sec): 3 clusters Score: Raw -796932.340008 + Penalty 4251.178063 = -792681.161945 nChanged 9 SP:Iteration 60F (2713.650000 sec): 3 clusters Score: Raw -796936.408895 + Penalty 4251.178063 = -792685.230832 nChanged 8 SP:Iteration 61Q (2713.890000 sec): 3 clusters Score: Raw -796938.800999 + Penalty 4251.178063 = -792687.622936 nChanged 3 SP:Iteration 62Q (2714.060000 sec): 3 clusters Score: Raw -796939.564099 + Penalty 4251.178063 = -792688.386036 nChanged 4 SP:Iteration 63Q (2714.240000 sec): 3 clusters Score: Raw -796941.425192 + Penalty 4251.178063 = -792690.247129 nChanged 4 SP:Iteration 64Q (2714.460000 sec): 3 clusters Score: Raw -796942.738346 + Penalty 4251.178063 = -792691.560283 nChanged 4 SP:Iteration 65Q (2714.660000 sec): 3 clusters Score: Raw -796945.377970 + Penalty 4251.178063 = -792694.199907 nChanged 5 SP:Iteration 66Q (2714.890000 sec): 3 clusters Score: Raw -796947.131881 + Penalty 4251.178063 = -792695.953818 nChanged 2 SP:Iteration 67Q (2715.060000 sec): 3 clusters Score: Raw -796948.033517 + Penalty 4251.178063 = -792696.855454 nChanged 2 SP:Iteration 68Q (2715.250000 sec): 3 clusters Score: Raw -796948.231508 + Penalty 4251.178063 = -792697.053445 nChanged 0 SP:Iteration 69F (2715.460000 sec): 3 clusters Score: Raw -796948.231508 + Penalty 4251.178063 = -792697.053445 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2715.540000 sec): 2 clusters Score: Raw -160355.948373 + Penalty 1732.897581 = -158623.050792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2715.780000 sec): 3 clusters Score: Raw -160142.455245 + Penalty 3465.795163 = -156676.660083 nChanged 272 SP:Iteration 1F (2715.940000 sec): 3 clusters Score: Raw -160467.624343 + Penalty 3465.795163 = -157001.829181 nChanged 77 SP:Iteration 2F (2716.140000 sec): 3 clusters Score: Raw -160577.470344 + Penalty 3465.795163 = -157111.675181 nChanged 44 SP:Iteration 3Q (2716.340000 sec): 3 clusters Score: Raw -160631.565424 + Penalty 3465.795163 = -157165.770262 nChanged 27 SP:Iteration 4Q (2716.520000 sec): 3 clusters Score: Raw -160678.795863 + Penalty 3465.795163 = -157213.000700 nChanged 27 SP:Iteration 5Q (2716.650000 sec): 3 clusters Score: Raw -160713.666579 + Penalty 3465.795163 = -157247.871417 nChanged 15 SP:Iteration 6Q (2716.840000 sec): 3 clusters Score: Raw -160735.722479 + Penalty 3465.795163 = -157269.927316 nChanged 21 SP:Iteration 7Q (2717.070000 sec): 3 clusters Score: Raw -160767.888427 + Penalty 3465.795163 = -157302.093265 nChanged 20 SP:Iteration 8Q (2717.250000 sec): 3 clusters Score: Raw -160801.919859 + Penalty 3465.795163 = -157336.124697 nChanged 25 SP:Iteration 9Q (2717.430000 sec): 3 clusters Score: Raw -160857.812596 + Penalty 3465.795163 = -157392.017434 nChanged 29 SP:Iteration 10Q (2717.620000 sec): 3 clusters Score: Raw -160925.982779 + Penalty 3465.795163 = -157460.187617 nChanged 37 SP:Iteration 11Q (2717.850000 sec): 3 clusters Score: Raw -161002.738507 + Penalty 3465.795163 = -157536.943344 nChanged 38 SP:Iteration 12Q (2718.020000 sec): 3 clusters Score: Raw -161085.640228 + Penalty 3465.795163 = -157619.845065 nChanged 37 SP:Iteration 13Q (2718.200000 sec): 3 clusters Score: Raw -161174.778559 + Penalty 3465.795163 = -157708.983396 nChanged 48 SP:Iteration 14Q (2718.370000 sec): 3 clusters Score: Raw -161346.571675 + Penalty 3465.795163 = -157880.776512 nChanged 41 SP:Iteration 15Q (2718.570000 sec): 3 clusters Score: Raw -161489.407494 + Penalty 3465.795163 = -158023.612331 nChanged 31 SP:Iteration 16Q (2718.730000 sec): 3 clusters Score: Raw -161565.616984 + Penalty 3465.795163 = -158099.821822 nChanged 23 SP:Iteration 17Q (2718.880000 sec): 3 clusters Score: Raw -161630.846307 + Penalty 3465.795163 = -158165.051144 nChanged 16 SP:Iteration 18Q (2719.090000 sec): 3 clusters Score: Raw -161687.442108 + Penalty 3465.795163 = -158221.646945 nChanged 12 SP:Iteration 19Q (2719.310000 sec): 3 clusters Score: Raw -161707.630742 + Penalty 3465.795163 = -158241.835579 nChanged 9 SP:Iteration 20F (2719.480000 sec): 3 clusters Score: Raw -161718.656113 + Penalty 3465.795163 = -158252.860951 nChanged 7 SP:Iteration 21Q (2719.640000 sec): 3 clusters Score: Raw -161724.164582 + Penalty 3465.795163 = -158258.369419 nChanged 5 SP:Iteration 22Q (2719.820000 sec): 3 clusters Score: Raw -161728.452609 + Penalty 3465.795163 = -158262.657446 nChanged 1 SP:Iteration 23Q (2720.000000 sec): 3 clusters Score: Raw -161731.026428 + Penalty 3465.795163 = -158265.231266 nChanged 3 SP:Iteration 24Q (2720.190000 sec): 3 clusters Score: Raw -161737.884425 + Penalty 3465.795163 = -158272.089262 nChanged 3 SP:Iteration 25Q (2720.360000 sec): 3 clusters Score: Raw -161741.204656 + Penalty 3465.795163 = -158275.409494 nChanged 1 SP:Iteration 26Q (2720.540000 sec): 3 clusters Score: Raw -161742.366504 + Penalty 3465.795163 = -158276.571342 nChanged 2 SP:Iteration 27Q (2720.700000 sec): 3 clusters Score: Raw -161744.252660 + Penalty 3465.795163 = -158278.457497 nChanged 0 SP:Iteration 28F (2720.870000 sec): 3 clusters Score: Raw -161744.252660 + Penalty 3465.795163 = -158278.457497 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2720.960000 sec): 2 clusters Score: Raw -113111.324139 + Penalty 1640.451949 = -111470.872190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2721.160000 sec): 3 clusters Score: Raw -112992.889638 + Penalty 3280.903898 = -109711.985740 nChanged 167 SP:Iteration 1F (2721.390000 sec): 3 clusters Score: Raw -113240.446170 + Penalty 3280.903898 = -109959.542272 nChanged 48 SP:Iteration 2F (2721.560000 sec): 3 clusters Score: Raw -113359.239220 + Penalty 3280.903898 = -110078.335322 nChanged 30 SP:Iteration 3Q (2721.770000 sec): 3 clusters Score: Raw -113423.833321 + Penalty 3280.903898 = -110142.929424 nChanged 21 SP:Iteration 4Q (2721.950000 sec): 3 clusters Score: Raw -113478.557137 + Penalty 3280.903898 = -110197.653239 nChanged 18 SP:Iteration 5Q (2722.160000 sec): 3 clusters Score: Raw -113527.846551 + Penalty 3280.903898 = -110246.942654 nChanged 13 SP:Iteration 6Q (2722.400000 sec): 3 clusters Score: Raw -113550.905451 + Penalty 3280.903898 = -110270.001554 nChanged 7 SP:Iteration 7Q (2722.580000 sec): 3 clusters Score: Raw -113562.616052 + Penalty 3280.903898 = -110281.712154 nChanged 5 SP:Iteration 8Q (2722.770000 sec): 3 clusters Score: Raw -113572.996125 + Penalty 3280.903898 = -110292.092227 nChanged 5 SP:Iteration 9Q (2722.950000 sec): 3 clusters Score: Raw -113584.224629 + Penalty 3280.903898 = -110303.320731 nChanged 3 SP:Iteration 10Q (2723.150000 sec): 3 clusters Score: Raw -113592.568022 + Penalty 3280.903898 = -110311.664124 nChanged 1 SP:Iteration 11Q (2723.330000 sec): 3 clusters Score: Raw -113595.679554 + Penalty 3280.903898 = -110314.775657 nChanged 2 SP:Iteration 12Q (2723.500000 sec): 3 clusters Score: Raw -113600.926746 + Penalty 3280.903898 = -110320.022848 nChanged 1 SP:Iteration 13Q (2723.680000 sec): 3 clusters Score: Raw -113602.159453 + Penalty 3280.903898 = -110321.255555 nChanged 1 SP:Iteration 14Q (2723.900000 sec): 3 clusters Score: Raw -113602.709996 + Penalty 3280.903898 = -110321.806098 nChanged 0 SP:Iteration 15F (2724.030000 sec): 3 clusters Score: Raw -113602.709996 + Penalty 3280.903898 = -110321.806098 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (1643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2724.130000 sec): 2 clusters Score: Raw -246535.499300 + Penalty 1836.261221 = -244699.238079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2724.340000 sec): 3 clusters Score: Raw -245979.258066 + Penalty 3672.522443 = -242306.735624 nChanged 522 SP:Iteration 1F (2724.490000 sec): 3 clusters Score: Raw -246485.380099 + Penalty 3672.522443 = -242812.857657 nChanged 149 SP:Iteration 2F (2724.620000 sec): 3 clusters Score: Raw -246704.284938 + Penalty 3672.522443 = -243031.762496 nChanged 99 SP:Iteration 3F (2724.800000 sec): 3 clusters Score: Raw -246883.703270 + Penalty 3672.522443 = -243211.180827 nChanged 115 SP:Iteration 4F (2725.030000 sec): 3 clusters Score: Raw -247168.180325 + Penalty 3672.522443 = -243495.657883 nChanged 104 SP:Iteration 5F (2725.240000 sec): 3 clusters Score: Raw -247359.022673 + Penalty 3672.522443 = -243686.500230 nChanged 97 SP:Iteration 6F (2725.440000 sec): 3 clusters Score: Raw -247516.665373 + Penalty 3672.522443 = -243844.142930 nChanged 67 SP:Iteration 7Q (2725.610000 sec): 3 clusters Score: Raw -247631.431034 + Penalty 3672.522443 = -243958.908591 nChanged 45 SP:Iteration 8Q (2725.770000 sec): 3 clusters Score: Raw -247704.217062 + Penalty 3672.522443 = -244031.694619 nChanged 26 SP:Iteration 9Q (2725.990000 sec): 3 clusters Score: Raw -247748.672870 + Penalty 3672.522443 = -244076.150428 nChanged 19 SP:Iteration 10Q (2726.200000 sec): 3 clusters Score: Raw -247771.426631 + Penalty 3672.522443 = -244098.904189 nChanged 11 SP:Iteration 11Q (2726.400000 sec): 3 clusters Score: Raw -247791.767079 + Penalty 3672.522443 = -244119.244637 nChanged 4 SP:Iteration 12Q (2726.580000 sec): 3 clusters Score: Raw -247795.571092 + Penalty 3672.522443 = -244123.048649 nChanged 0 SP:Iteration 13F (2726.730000 sec): 3 clusters Score: Raw -247795.571092 + Penalty 3672.522443 = -244123.048649 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2726.790000 sec): 2 clusters Score: Raw -38269.312949 + Penalty 1406.130469 = -36863.182480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2726.920000 sec): 3 clusters Score: Raw -38510.640223 + Penalty 2812.260938 = -35698.379286 nChanged 38 SP:Iteration 1F (2727.070000 sec): 3 clusters Score: Raw -38650.644508 + Penalty 2812.260938 = -35838.383570 nChanged 11 SP:Iteration 2Q (2727.240000 sec): 3 clusters Score: Raw -38688.790916 + Penalty 2812.260938 = -35876.529978 nChanged 6 SP:Iteration 3Q (2727.410000 sec): 3 clusters Score: Raw -38716.177131 + Penalty 2812.260938 = -35903.916193 nChanged 3 SP:Iteration 4Q (2727.610000 sec): 3 clusters Score: Raw -38726.365424 + Penalty 2812.260938 = -35914.104486 nChanged 2 SP:Iteration 5Q (2727.770000 sec): 3 clusters Score: Raw -38737.764435 + Penalty 2812.260938 = -35925.503498 nChanged 3 SP:Iteration 6Q (2727.960000 sec): 3 clusters Score: Raw -38752.284752 + Penalty 2812.260938 = -35940.023814 nChanged 2 SP:Iteration 7Q (2728.130000 sec): 3 clusters Score: Raw -38763.453587 + Penalty 2812.260938 = -35951.192649 nChanged 0 SP:Iteration 8F (2728.300000 sec): 3 clusters Score: Raw -38763.453587 + Penalty 2812.260938 = -35951.192649 nChanged 0 Deleting Class 38 (151 points): Lose 1778.950332 but Gain 3230.833311 Iteration 99Q (2752.020000 sec): 51 clusters Score: Raw -66927967.579726 + Penalty 161541.665537 = -66766425.914189 nChanged 322 Deleting Class 49 (327 points): Lose 2214.658996 but Gain 3230.833311 Iteration 100F (2799.820000 sec): 50 clusters Score: Raw -66930784.775231 + Penalty 158310.832226 = -66772473.943004 nChanged 423 Deleting Class 51 (104 points): Lose 2842.406059 but Gain 3230.833311 Iteration 101Q (2824.160000 sec): 49 clusters Score: Raw -66931704.440308 + Penalty 155079.998916 = -66776624.441392 nChanged 231 Iteration 102Q (2846.570000 sec): 49 clusters Score: Raw -66934128.994045 + Penalty 155079.998916 = -66779048.995129 nChanged 96 Iteration 103Q (2869.780000 sec): 49 clusters Score: Raw -66934443.725054 + Penalty 155079.998916 = -66779363.726138 nChanged 60 Iteration 104Q (2894.180000 sec): 49 clusters Score: Raw -66934546.363796 + Penalty 155079.998916 = -66779466.364880 nChanged 43 Iteration 105Q (2913.560000 sec): 49 clusters Score: Raw -66934750.176274 + Penalty 155079.998916 = -66779670.177359 nChanged 35 Iteration 106Q (2932.970000 sec): 49 clusters Score: Raw -66934814.947441 + Penalty 155079.998916 = -66779734.948525 nChanged 32 Iteration 107Q (2953.780000 sec): 49 clusters Score: Raw -66934867.440383 + Penalty 155079.998916 = -66779787.441467 nChanged 36 Iteration 108Q (2976.260000 sec): 49 clusters Score: Raw -66934894.287239 + Penalty 155079.998916 = -66779814.288324 nChanged 19 Iteration 109Q (2998.750000 sec): 49 clusters Score: Raw -66934906.364888 + Penalty 155079.998916 = -66779826.365973 nChanged 32 Iteration 110Q (3022.980000 sec): 49 clusters Score: Raw -66934943.780625 + Penalty 155079.998916 = -66779863.781709 nChanged 17 Iteration 111Q (3048.470000 sec): 49 clusters Score: Raw -66934966.359225 + Penalty 155079.998916 = -66779886.360309 nChanged 15 Iteration 112Q (3070.560000 sec): 49 clusters Score: Raw -66934975.430964 + Penalty 155079.998916 = -66779895.432048 nChanged 8 Iteration 113Q (3095.820000 sec): 49 clusters Score: Raw -66934977.833663 + Penalty 155079.998916 = -66779897.834748 nChanged 10 Iteration 114Q (3119.890000 sec): 49 clusters Score: Raw -66934980.492061 + Penalty 155079.998916 = -66779900.493145 nChanged 12 Iteration 115Q (3142.140000 sec): 49 clusters Score: Raw -66934983.771394 + Penalty 155079.998916 = -66779903.772478 nChanged 9 Iteration 116Q (3163.670000 sec): 49 clusters Score: Raw -66934987.550313 + Penalty 155079.998916 = -66779907.551398 nChanged 18 Iteration 117Q (3186.010000 sec): 49 clusters Score: Raw -66934990.792121 + Penalty 155079.998916 = -66779910.793205 nChanged 20 Iteration 118Q (3210.670000 sec): 49 clusters Score: Raw -66934995.934440 + Penalty 155079.998916 = -66779915.935525 nChanged 18 Iteration 119Q (3236.150000 sec): 49 clusters Score: Raw -66934998.196112 + Penalty 155079.998916 = -66779918.197197 nChanged 15 Iteration 120F (3281.820000 sec): 49 clusters Score: Raw -66951346.866005 + Penalty 155079.998916 = -66796266.867090 nChanged 407 Iteration 121Q (3307.430000 sec): 49 clusters Score: Raw -66969514.498855 + Penalty 155079.998916 = -66814434.499939 nChanged 69 Iteration 122Q (3330.910000 sec): 49 clusters Score: Raw -66969952.705564 + Penalty 155079.998916 = -66814872.706649 nChanged 40 Iteration 123Q (3355.110000 sec): 49 clusters Score: Raw -66970178.943374 + Penalty 155079.998916 = -66815098.944458 nChanged 30 Iteration 124Q (3379.380000 sec): 49 clusters Score: Raw -66970296.296014 + Penalty 155079.998916 = -66815216.297099 nChanged 18 Iteration 125Q (3405.300000 sec): 49 clusters Score: Raw -66970338.733954 + Penalty 155079.998916 = -66815258.735038 nChanged 23 Iteration 126Q (3429.770000 sec): 49 clusters Score: Raw -66970373.752969 + Penalty 155079.998916 = -66815293.754054 nChanged 25 Iteration 127Q (3456.090000 sec): 49 clusters Score: Raw -66970419.368719 + Penalty 155079.998916 = -66815339.369804 nChanged 24 Iteration 128Q (3480.410000 sec): 49 clusters Score: Raw -66970451.756343 + Penalty 155079.998916 = -66815371.757428 nChanged 17 Iteration 129Q (3504.790000 sec): 49 clusters Score: Raw -66970482.382686 + Penalty 155079.998916 = -66815402.383771 nChanged 15 Iteration 130Q (3528.690000 sec): 49 clusters Score: Raw -66970490.993304 + Penalty 155079.998916 = -66815410.994388 nChanged 7 Iteration 131Q (3550.970000 sec): 49 clusters Score: Raw -66970491.233995 + Penalty 155079.998916 = -66815411.235079 nChanged 10 Iteration 132Q (3571.740000 sec): 49 clusters Score: Raw -66970491.535728 + Penalty 155079.998916 = -66815411.536812 nChanged 10 Iteration 133Q (3589.360000 sec): 49 clusters Score: Raw -66970491.760889 + Penalty 155079.998916 = -66815411.761974 nChanged 10 Iteration 134Q (3614.430000 sec): 49 clusters Score: Raw -66970492.039800 + Penalty 155079.998916 = -66815412.040885 nChanged 13 Iteration 135Q (3638.190000 sec): 49 clusters Score: Raw -66970492.349902 + Penalty 155079.998916 = -66815412.350986 nChanged 10 Iteration 136Q (3660.910000 sec): 49 clusters Score: Raw -66970492.543463 + Penalty 155079.998916 = -66815412.544548 nChanged 10 Iteration 137Q (3683.430000 sec): 49 clusters Score: Raw -66970492.850127 + Penalty 155079.998916 = -66815412.851211 nChanged 7 Iteration 138Q (3708.780000 sec): 49 clusters Score: Raw -66970493.110545 + Penalty 155079.998916 = -66815413.111629 nChanged 5 Writing temp clu file Because OldScore, -66815412.851211, is greater than current (better) Score,-66815413.111629 Compute initial score before splitting: Score: Raw -66970493.110545 + Penalty 155079.998916 = -66815413.111629 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3709.020000 sec): 2 clusters Score: Raw -55266.613652 + Penalty 1498.572943 = -53768.040710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3709.170000 sec): 3 clusters Score: Raw -55363.183274 + Penalty 2997.145886 = -52366.037388 nChanged 69 SP:Iteration 1F (3709.360000 sec): 3 clusters Score: Raw -55635.327513 + Penalty 2997.145886 = -52638.181627 nChanged 34 SP:Iteration 2F (3709.550000 sec): 3 clusters Score: Raw -55787.837562 + Penalty 2997.145886 = -52790.691676 nChanged 13 SP:Iteration 3Q (3709.750000 sec): 3 clusters Score: Raw -55848.730398 + Penalty 2997.145886 = -52851.584513 nChanged 11 SP:Iteration 4Q (3709.930000 sec): 3 clusters Score: Raw -55917.797784 + Penalty 2997.145886 = -52920.651899 nChanged 8 SP:Iteration 5Q (3710.070000 sec): 3 clusters Score: Raw -55977.724587 + Penalty 2997.145886 = -52980.578701 nChanged 10 SP:Iteration 6Q (3710.310000 sec): 3 clusters Score: Raw -56030.678230 + Penalty 2997.145886 = -53033.532344 nChanged 7 SP:Iteration 7Q (3710.500000 sec): 3 clusters Score: Raw -56059.616017 + Penalty 2997.145886 = -53062.470131 nChanged 3 SP:Iteration 8Q (3710.670000 sec): 3 clusters Score: Raw -56076.367122 + Penalty 2997.145886 = -53079.221237 nChanged 3 SP:Iteration 9Q (3710.870000 sec): 3 clusters Score: Raw -56082.590270 + Penalty 2997.145886 = -53085.444384 nChanged 2 SP:Iteration 10Q (3711.050000 sec): 3 clusters Score: Raw -56087.330912 + Penalty 2997.145886 = -53090.185027 nChanged 0 SP:Iteration 11F (3711.220000 sec): 3 clusters Score: Raw -56087.330912 + Penalty 2997.145886 = -53090.185027 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3711.360000 sec): 2 clusters Score: Raw -44827.206515 + Penalty 1441.162966 = -43386.043549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3711.550000 sec): 3 clusters Score: Raw -44902.241806 + Penalty 2882.325933 = -42019.915874 nChanged 51 SP:Iteration 1F (3711.740000 sec): 3 clusters Score: Raw -45071.214913 + Penalty 2882.325933 = -42188.888980 nChanged 15 SP:Iteration 2Q (3711.950000 sec): 3 clusters Score: Raw -45136.770375 + Penalty 2882.325933 = -42254.444443 nChanged 3 SP:Iteration 3Q (3712.110000 sec): 3 clusters Score: Raw -45156.079836 + Penalty 2882.325933 = -42273.753904 nChanged 1 SP:Iteration 4Q (3712.310000 sec): 3 clusters Score: Raw -45158.576684 + Penalty 2882.325933 = -42276.250752 nChanged 2 SP:Iteration 5Q (3712.470000 sec): 3 clusters Score: Raw -45167.201138 + Penalty 2882.325933 = -42284.875206 nChanged 3 SP:Iteration 6Q (3712.690000 sec): 3 clusters Score: Raw -45183.578417 + Penalty 2882.325933 = -42301.252485 nChanged 2 SP:Iteration 7Q (3712.910000 sec): 3 clusters Score: Raw -45190.592209 + Penalty 2882.325933 = -42308.266276 nChanged 1 SP:Iteration 8Q (3713.130000 sec): 3 clusters Score: Raw -45192.728851 + Penalty 2882.325933 = -42310.402918 nChanged 0 SP:Iteration 9F (3713.300000 sec): 3 clusters Score: Raw -45192.728851 + Penalty 2882.325933 = -42310.402918 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (27898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3713.530000 sec): 2 clusters Score: Raw -4253289.572261 + Penalty 2538.604950 = -4250750.967312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3713.880000 sec): 3 clusters Score: Raw -4236878.627272 + Penalty 5077.209899 = -4231801.417372 nChanged 12437 SP:Iteration 1F (3714.230000 sec): 3 clusters Score: Raw -4243661.350406 + Penalty 5077.209899 = -4238584.140507 nChanged 1658 SP:Iteration 2F (3714.610000 sec): 3 clusters Score: Raw -4244523.572921 + Penalty 5077.209899 = -4239446.363022 nChanged 1659 SP:Iteration 3F (3714.910000 sec): 3 clusters Score: Raw -4245488.307003 + Penalty 5077.209899 = -4240411.097104 nChanged 1692 SP:Iteration 4F (3715.200000 sec): 3 clusters Score: Raw -4246553.698460 + Penalty 5077.209899 = -4241476.488561 nChanged 1740 SP:Iteration 5F (3715.530000 sec): 3 clusters Score: Raw -4247663.523574 + Penalty 5077.209899 = -4242586.313674 nChanged 1760 SP:Iteration 6F (3715.820000 sec): 3 clusters Score: Raw -4248744.103625 + Penalty 5077.209899 = -4243666.893726 nChanged 1593 SP:Iteration 7F (3716.170000 sec): 3 clusters Score: Raw -4249628.414758 + Penalty 5077.209899 = -4244551.204858 nChanged 1381 SP:Iteration 8Q (3716.500000 sec): 3 clusters Score: Raw -4250285.331051 + Penalty 5077.209899 = -4245208.121152 nChanged 1056 SP:Iteration 9Q (3716.830000 sec): 3 clusters Score: Raw -4250686.775832 + Penalty 5077.209899 = -4245609.565933 nChanged 793 SP:Iteration 10Q (3717.170000 sec): 3 clusters Score: Raw -4250942.661904 + Penalty 5077.209899 = -4245865.452005 nChanged 611 SP:Iteration 11Q (3717.480000 sec): 3 clusters Score: Raw -4251115.254946 + Penalty 5077.209899 = -4246038.045046 nChanged 531 SP:Iteration 12Q (3717.820000 sec): 3 clusters Score: Raw -4251267.783733 + Penalty 5077.209899 = -4246190.573834 nChanged 531 SP:Iteration 13Q (3718.170000 sec): 3 clusters Score: Raw -4251431.695507 + Penalty 5077.209899 = -4246354.485608 nChanged 574 SP:Iteration 14Q (3718.530000 sec): 3 clusters Score: Raw -4251628.232186 + Penalty 5077.209899 = -4246551.022287 nChanged 627 SP:Iteration 15Q (3718.860000 sec): 3 clusters Score: Raw -4251838.518633 + Penalty 5077.209899 = -4246761.308734 nChanged 690 SP:Iteration 16Q (3719.230000 sec): 3 clusters Score: Raw -4252091.067752 + Penalty 5077.209899 = -4247013.857853 nChanged 763 SP:Iteration 17Q (3719.550000 sec): 3 clusters Score: Raw -4252396.033600 + Penalty 5077.209899 = -4247318.823700 nChanged 783 SP:Iteration 18Q (3719.880000 sec): 3 clusters Score: Raw -4252710.771057 + Penalty 5077.209899 = -4247633.561158 nChanged 757 SP:Iteration 19Q (3720.200000 sec): 3 clusters Score: Raw -4253011.658113 + Penalty 5077.209899 = -4247934.448213 nChanged 747 SP:Iteration 20F (3720.520000 sec): 3 clusters Score: Raw -4253295.032535 + Penalty 5077.209899 = -4248217.822636 nChanged 667 SP:Iteration 21Q (3720.860000 sec): 3 clusters Score: Raw -4253536.583786 + Penalty 5077.209899 = -4248459.373887 nChanged 614 SP:Iteration 22Q (3721.180000 sec): 3 clusters Score: Raw -4253758.383030 + Penalty 5077.209899 = -4248681.173131 nChanged 574 SP:Iteration 23Q (3721.550000 sec): 3 clusters Score: Raw -4253961.178434 + Penalty 5077.209899 = -4248883.968535 nChanged 484 SP:Iteration 24Q (3721.850000 sec): 3 clusters Score: Raw -4254123.154273 + Penalty 5077.209899 = -4249045.944374 nChanged 432 SP:Iteration 25Q (3722.240000 sec): 3 clusters Score: Raw -4254263.413554 + Penalty 5077.209899 = -4249186.203655 nChanged 343 SP:Iteration 26Q (3722.600000 sec): 3 clusters Score: Raw -4254366.191960 + Penalty 5077.209899 = -4249288.982061 nChanged 279 SP:Iteration 27Q (3722.990000 sec): 3 clusters Score: Raw -4254451.669931 + Penalty 5077.209899 = -4249374.460032 nChanged 241 SP:Iteration 28Q (3723.330000 sec): 3 clusters Score: Raw -4254518.842958 + Penalty 5077.209899 = -4249441.633059 nChanged 216 SP:Iteration 29Q (3723.730000 sec): 3 clusters Score: Raw -4254574.130785 + Penalty 5077.209899 = -4249496.920886 nChanged 182 SP:Iteration 30Q (3724.050000 sec): 3 clusters Score: Raw -4254614.509579 + Penalty 5077.209899 = -4249537.299680 nChanged 149 SP:Iteration 31Q (3724.410000 sec): 3 clusters Score: Raw -4254644.774894 + Penalty 5077.209899 = -4249567.564995 nChanged 93 SP:Iteration 32Q (3724.800000 sec): 3 clusters Score: Raw -4254660.857484 + Penalty 5077.209899 = -4249583.647585 nChanged 83 SP:Iteration 33Q (3725.180000 sec): 3 clusters Score: Raw -4254676.881095 + Penalty 5077.209899 = -4249599.671196 nChanged 74 SP:Iteration 34Q (3725.500000 sec): 3 clusters Score: Raw -4254689.331692 + Penalty 5077.209899 = -4249612.121793 nChanged 73 SP:Iteration 35Q (3725.840000 sec): 3 clusters Score: Raw -4254700.440550 + Penalty 5077.209899 = -4249623.230650 nChanged 63 SP:Iteration 36Q (3726.180000 sec): 3 clusters Score: Raw -4254710.653594 + Penalty 5077.209899 = -4249633.443695 nChanged 43 SP:Iteration 37Q (3726.520000 sec): 3 clusters Score: Raw -4254717.430714 + Penalty 5077.209899 = -4249640.220815 nChanged 52 SP:Iteration 38Q (3726.880000 sec): 3 clusters Score: Raw -4254727.439496 + Penalty 5077.209899 = -4249650.229597 nChanged 46 SP:Iteration 39Q (3727.210000 sec): 3 clusters Score: Raw -4254735.997592 + Penalty 5077.209899 = -4249658.787692 nChanged 47 SP:Iteration 40F (3727.580000 sec): 3 clusters Score: Raw -4254744.318565 + Penalty 5077.209899 = -4249667.108666 nChanged 40 SP:Iteration 41Q (3727.940000 sec): 3 clusters Score: Raw -4254750.748099 + Penalty 5077.209899 = -4249673.538199 nChanged 31 SP:Iteration 42Q (3728.220000 sec): 3 clusters Score: Raw -4254755.705150 + Penalty 5077.209899 = -4249678.495251 nChanged 30 SP:Iteration 43Q (3728.600000 sec): 3 clusters Score: Raw -4254760.120487 + Penalty 5077.209899 = -4249682.910588 nChanged 24 SP:Iteration 44Q (3728.980000 sec): 3 clusters Score: Raw -4254763.547298 + Penalty 5077.209899 = -4249686.337399 nChanged 19 SP:Iteration 45Q (3729.330000 sec): 3 clusters Score: Raw -4254766.940928 + Penalty 5077.209899 = -4249689.731029 nChanged 24 SP:Iteration 46Q (3729.690000 sec): 3 clusters Score: Raw -4254770.490649 + Penalty 5077.209899 = -4249693.280750 nChanged 20 SP:Iteration 47Q (3730.010000 sec): 3 clusters Score: Raw -4254773.519331 + Penalty 5077.209899 = -4249696.309432 nChanged 19 SP:Iteration 48Q (3730.380000 sec): 3 clusters Score: Raw -4254775.466038 + Penalty 5077.209899 = -4249698.256139 nChanged 12 SP:Iteration 49Q (3730.710000 sec): 3 clusters Score: Raw -4254777.058254 + Penalty 5077.209899 = -4249699.848355 nChanged 15 SP:Iteration 50Q (3731.090000 sec): 3 clusters Score: Raw -4254779.478302 + Penalty 5077.209899 = -4249702.268402 nChanged 11 SP:Iteration 51Q (3731.420000 sec): 3 clusters Score: Raw -4254781.466529 + Penalty 5077.209899 = -4249704.256630 nChanged 13 SP:Iteration 52Q (3731.740000 sec): 3 clusters Score: Raw -4254782.569532 + Penalty 5077.209899 = -4249705.359633 nChanged 9 SP:Iteration 53Q (3732.140000 sec): 3 clusters Score: Raw -4254783.683394 + Penalty 5077.209899 = -4249706.473495 nChanged 8 SP:Iteration 54Q (3732.510000 sec): 3 clusters Score: Raw -4254784.745509 + Penalty 5077.209899 = -4249707.535609 nChanged 8 SP:Iteration 55Q (3732.860000 sec): 3 clusters Score: Raw -4254785.947937 + Penalty 5077.209899 = -4249708.738038 nChanged 9 SP:Iteration 56Q (3733.180000 sec): 3 clusters Score: Raw -4254787.096918 + Penalty 5077.209899 = -4249709.887019 nChanged 10 SP:Iteration 57Q (3733.520000 sec): 3 clusters Score: Raw -4254788.087804 + Penalty 5077.209899 = -4249710.877904 nChanged 7 SP:Iteration 58Q (3733.820000 sec): 3 clusters Score: Raw -4254788.922970 + Penalty 5077.209899 = -4249711.713071 nChanged 8 SP:Iteration 59Q (3734.140000 sec): 3 clusters Score: Raw -4254789.798578 + Penalty 5077.209899 = -4249712.588678 nChanged 6 SP:Iteration 60F (3734.430000 sec): 3 clusters Score: Raw -4254790.471108 + Penalty 5077.209899 = -4249713.261209 nChanged 5 SP:Iteration 61Q (3734.760000 sec): 3 clusters Score: Raw -4254791.032715 + Penalty 5077.209899 = -4249713.822816 nChanged 6 SP:Iteration 62Q (3735.110000 sec): 3 clusters Score: Raw -4254791.900356 + Penalty 5077.209899 = -4249714.690457 nChanged 5 SP:Iteration 63Q (3735.400000 sec): 3 clusters Score: Raw -4254792.399012 + Penalty 5077.209899 = -4249715.189113 nChanged 5 SP:Iteration 64Q (3735.740000 sec): 3 clusters Score: Raw -4254792.870210 + Penalty 5077.209899 = -4249715.660311 nChanged 4 SP:Iteration 65Q (3736.050000 sec): 3 clusters Score: Raw -4254793.447032 + Penalty 5077.209899 = -4249716.237133 nChanged 7 SP:Iteration 66Q (3736.390000 sec): 3 clusters Score: Raw -4254794.346731 + Penalty 5077.209899 = -4249717.136832 nChanged 3 SP:Iteration 67Q (3736.650000 sec): 3 clusters Score: Raw -4254794.802341 + Penalty 5077.209899 = -4249717.592442 nChanged 4 SP:Iteration 68Q (3736.980000 sec): 3 clusters Score: Raw -4254795.166330 + Penalty 5077.209899 = -4249717.956430 nChanged 0 SP:Iteration 69F (3737.240000 sec): 3 clusters Score: Raw -4254795.166330 + Penalty 5077.209899 = -4249717.956430 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (62856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3737.670000 sec): 2 clusters Score: Raw -9500543.135931 + Penalty 2740.053215 = -9497803.082716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3738.170000 sec): 3 clusters Score: Raw -9461172.227112 + Penalty 5480.106431 = -9455692.120682 nChanged 29408 SP:Iteration 1F (3738.710000 sec): 3 clusters Score: Raw -9477752.857530 + Penalty 5480.106431 = -9472272.751099 nChanged 2510 SP:Iteration 2Q (3739.360000 sec): 3 clusters Score: Raw -9478511.674973 + Penalty 5480.106431 = -9473031.568542 nChanged 2445 SP:Iteration 3Q (3739.960000 sec): 3 clusters Score: Raw -9479358.421704 + Penalty 5480.106431 = -9473878.315273 nChanged 2666 SP:Iteration 4Q (3740.550000 sec): 3 clusters Score: Raw -9480400.902147 + Penalty 5480.106431 = -9474920.795716 nChanged 3058 SP:Iteration 5Q (3741.140000 sec): 3 clusters Score: Raw -9481835.543618 + Penalty 5480.106431 = -9476355.437187 nChanged 3638 SP:Iteration 6F (3741.660000 sec): 3 clusters Score: Raw -9483931.259981 + Penalty 5480.106431 = -9478451.153550 nChanged 4222 SP:Iteration 7F (3742.130000 sec): 3 clusters Score: Raw -9486926.860365 + Penalty 5480.106431 = -9481446.753935 nChanged 4656 SP:Iteration 8F (3742.660000 sec): 3 clusters Score: Raw -9490724.966094 + Penalty 5480.106431 = -9485244.859663 nChanged 4378 SP:Iteration 9F (3743.150000 sec): 3 clusters Score: Raw -9494453.259673 + Penalty 5480.106431 = -9488973.153243 nChanged 3381 SP:Iteration 10F (3743.640000 sec): 3 clusters Score: Raw -9497177.876235 + Penalty 5480.106431 = -9491697.769805 nChanged 2230 SP:Iteration 11Q (3744.160000 sec): 3 clusters Score: Raw -9498712.181983 + Penalty 5480.106431 = -9493232.075552 nChanged 1340 SP:Iteration 12Q (3744.680000 sec): 3 clusters Score: Raw -9499521.603795 + Penalty 5480.106431 = -9494041.497365 nChanged 907 SP:Iteration 13Q (3745.180000 sec): 3 clusters Score: Raw -9500039.220590 + Penalty 5480.106431 = -9494559.114160 nChanged 594 SP:Iteration 14Q (3745.710000 sec): 3 clusters Score: Raw -9500361.612304 + Penalty 5480.106431 = -9494881.505874 nChanged 452 SP:Iteration 15Q (3746.220000 sec): 3 clusters Score: Raw -9500591.582237 + Penalty 5480.106431 = -9495111.475806 nChanged 336 SP:Iteration 16Q (3746.720000 sec): 3 clusters Score: Raw -9500745.332449 + Penalty 5480.106431 = -9495265.226018 nChanged 252 SP:Iteration 17Q (3747.200000 sec): 3 clusters Score: Raw -9500848.465670 + Penalty 5480.106431 = -9495368.359239 nChanged 168 SP:Iteration 18Q (3747.660000 sec): 3 clusters Score: Raw -9500916.971991 + Penalty 5480.106431 = -9495436.865560 nChanged 132 SP:Iteration 19Q (3748.140000 sec): 3 clusters Score: Raw -9500962.216198 + Penalty 5480.106431 = -9495482.109767 nChanged 99 SP:Iteration 20F (3748.590000 sec): 3 clusters Score: Raw -9500996.690556 + Penalty 5480.106431 = -9495516.584125 nChanged 76 SP:Iteration 21Q (3749.050000 sec): 3 clusters Score: Raw -9501023.626693 + Penalty 5480.106431 = -9495543.520262 nChanged 60 SP:Iteration 22Q (3749.570000 sec): 3 clusters Score: Raw -9501043.789929 + Penalty 5480.106431 = -9495563.683498 nChanged 61 SP:Iteration 23Q (3750.050000 sec): 3 clusters Score: Raw -9501061.373320 + Penalty 5480.106431 = -9495581.266889 nChanged 58 SP:Iteration 24Q (3750.500000 sec): 3 clusters Score: Raw -9501080.519956 + Penalty 5480.106431 = -9495600.413525 nChanged 47 SP:Iteration 25Q (3750.950000 sec): 3 clusters Score: Raw -9501095.433848 + Penalty 5480.106431 = -9495615.327418 nChanged 44 SP:Iteration 26Q (3751.390000 sec): 3 clusters Score: Raw -9501108.451060 + Penalty 5480.106431 = -9495628.344630 nChanged 39 SP:Iteration 27Q (3751.930000 sec): 3 clusters Score: Raw -9501118.292597 + Penalty 5480.106431 = -9495638.186166 nChanged 25 SP:Iteration 28Q (3752.400000 sec): 3 clusters Score: Raw -9501125.154070 + Penalty 5480.106431 = -9495645.047639 nChanged 19 SP:Iteration 29Q (3752.880000 sec): 3 clusters Score: Raw -9501130.278180 + Penalty 5480.106431 = -9495650.171749 nChanged 23 SP:Iteration 30Q (3753.360000 sec): 3 clusters Score: Raw -9501137.093234 + Penalty 5480.106431 = -9495656.986804 nChanged 27 SP:Iteration 31Q (3753.850000 sec): 3 clusters Score: Raw -9501147.446008 + Penalty 5480.106431 = -9495667.339578 nChanged 36 SP:Iteration 32Q (3754.350000 sec): 3 clusters Score: Raw -9501159.595576 + Penalty 5480.106431 = -9495679.489145 nChanged 37 SP:Iteration 33Q (3754.850000 sec): 3 clusters Score: Raw -9501174.524593 + Penalty 5480.106431 = -9495694.418162 nChanged 36 SP:Iteration 34Q (3755.310000 sec): 3 clusters Score: Raw -9501186.726778 + Penalty 5480.106431 = -9495706.620347 nChanged 35 SP:Iteration 35Q (3755.840000 sec): 3 clusters Score: Raw -9501197.311540 + Penalty 5480.106431 = -9495717.205109 nChanged 28 SP:Iteration 36Q (3756.380000 sec): 3 clusters Score: Raw -9501205.841964 + Penalty 5480.106431 = -9495725.735533 nChanged 26 SP:Iteration 37Q (3756.860000 sec): 3 clusters Score: Raw -9501213.598495 + Penalty 5480.106431 = -9495733.492064 nChanged 27 SP:Iteration 38Q (3757.280000 sec): 3 clusters Score: Raw -9501223.392322 + Penalty 5480.106431 = -9495743.285892 nChanged 19 SP:Iteration 39Q (3757.760000 sec): 3 clusters Score: Raw -9501228.707808 + Penalty 5480.106431 = -9495748.601377 nChanged 20 SP:Iteration 40F (3758.270000 sec): 3 clusters Score: Raw -9501234.654385 + Penalty 5480.106431 = -9495754.547954 nChanged 20 SP:Iteration 41Q (3758.760000 sec): 3 clusters Score: Raw -9501239.360909 + Penalty 5480.106431 = -9495759.254478 nChanged 10 SP:Iteration 42Q (3759.240000 sec): 3 clusters Score: Raw -9501242.955978 + Penalty 5480.106431 = -9495762.849548 nChanged 12 SP:Iteration 43Q (3759.700000 sec): 3 clusters Score: Raw -9501246.343775 + Penalty 5480.106431 = -9495766.237345 nChanged 11 SP:Iteration 44Q (3760.130000 sec): 3 clusters Score: Raw -9501250.294303 + Penalty 5480.106431 = -9495770.187873 nChanged 8 SP:Iteration 45Q (3760.560000 sec): 3 clusters Score: Raw -9501253.060270 + Penalty 5480.106431 = -9495772.953839 nChanged 11 SP:Iteration 46Q (3761.020000 sec): 3 clusters Score: Raw -9501256.497229 + Penalty 5480.106431 = -9495776.390798 nChanged 13 SP:Iteration 47Q (3761.400000 sec): 3 clusters Score: Raw -9501262.684443 + Penalty 5480.106431 = -9495782.578012 nChanged 17 SP:Iteration 48Q (3761.860000 sec): 3 clusters Score: Raw -9501269.137704 + Penalty 5480.106431 = -9495789.031274 nChanged 11 SP:Iteration 49Q (3762.320000 sec): 3 clusters Score: Raw -9501273.134619 + Penalty 5480.106431 = -9495793.028188 nChanged 12 SP:Iteration 50Q (3762.750000 sec): 3 clusters Score: Raw -9501276.944009 + Penalty 5480.106431 = -9495796.837578 nChanged 7 SP:Iteration 51Q (3763.240000 sec): 3 clusters Score: Raw -9501278.985765 + Penalty 5480.106431 = -9495798.879335 nChanged 9 SP:Iteration 52Q (3763.710000 sec): 3 clusters Score: Raw -9501281.171109 + Penalty 5480.106431 = -9495801.064678 nChanged 6 SP:Iteration 53Q (3764.140000 sec): 3 clusters Score: Raw -9501283.949543 + Penalty 5480.106431 = -9495803.843112 nChanged 12 SP:Iteration 54Q (3764.600000 sec): 3 clusters Score: Raw -9501287.260339 + Penalty 5480.106431 = -9495807.153908 nChanged 3 SP:Iteration 55Q (3765.090000 sec): 3 clusters Score: Raw -9501288.210038 + Penalty 5480.106431 = -9495808.103607 nChanged 2 SP:Iteration 56Q (3765.550000 sec): 3 clusters Score: Raw -9501288.638820 + Penalty 5480.106431 = -9495808.532390 nChanged 2 SP:Iteration 57Q (3765.950000 sec): 3 clusters Score: Raw -9501289.010500 + Penalty 5480.106431 = -9495808.904069 nChanged 0 SP:Iteration 58F (3766.460000 sec): 3 clusters Score: Raw -9501289.010500 + Penalty 5480.106431 = -9495808.904069 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (3709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3766.560000 sec): 2 clusters Score: Raw -564784.542874 + Penalty 2038.192359 = -562746.350515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3766.760000 sec): 3 clusters Score: Raw -563096.963819 + Penalty 4076.384718 = -559020.579100 nChanged 1343 SP:Iteration 1F (3766.940000 sec): 3 clusters Score: Raw -563927.674902 + Penalty 4076.384718 = -559851.290183 nChanged 306 SP:Iteration 2F (3767.130000 sec): 3 clusters Score: Raw -564134.794281 + Penalty 4076.384718 = -560058.409562 nChanged 200 SP:Iteration 3F (3767.310000 sec): 3 clusters Score: Raw -564270.883880 + Penalty 4076.384718 = -560194.499162 nChanged 162 SP:Iteration 4Q (3767.490000 sec): 3 clusters Score: Raw -564394.008448 + Penalty 4076.384718 = -560317.623730 nChanged 140 SP:Iteration 5Q (3767.650000 sec): 3 clusters Score: Raw -564533.438674 + Penalty 4076.384718 = -560457.053956 nChanged 158 SP:Iteration 6Q (3767.820000 sec): 3 clusters Score: Raw -564686.065760 + Penalty 4076.384718 = -560609.681041 nChanged 154 SP:Iteration 7Q (3768.040000 sec): 3 clusters Score: Raw -564852.709313 + Penalty 4076.384718 = -560776.324594 nChanged 189 SP:Iteration 8F (3768.230000 sec): 3 clusters Score: Raw -565065.632168 + Penalty 4076.384718 = -560989.247450 nChanged 175 SP:Iteration 9Q (3768.440000 sec): 3 clusters Score: Raw -565252.397529 + Penalty 4076.384718 = -561176.012810 nChanged 162 SP:Iteration 10Q (3768.600000 sec): 3 clusters Score: Raw -565429.818462 + Penalty 4076.384718 = -561353.433744 nChanged 130 SP:Iteration 11Q (3768.770000 sec): 3 clusters Score: Raw -565561.436605 + Penalty 4076.384718 = -561485.051886 nChanged 112 SP:Iteration 12Q (3768.970000 sec): 3 clusters Score: Raw -565646.335298 + Penalty 4076.384718 = -561569.950580 nChanged 72 SP:Iteration 13Q (3769.150000 sec): 3 clusters Score: Raw -565692.834723 + Penalty 4076.384718 = -561616.450005 nChanged 58 SP:Iteration 14Q (3769.380000 sec): 3 clusters Score: Raw -565726.658492 + Penalty 4076.384718 = -561650.273773 nChanged 42 SP:Iteration 15Q (3769.530000 sec): 3 clusters Score: Raw -565755.069036 + Penalty 4076.384718 = -561678.684317 nChanged 51 SP:Iteration 16Q (3769.770000 sec): 3 clusters Score: Raw -565788.011709 + Penalty 4076.384718 = -561711.626991 nChanged 38 SP:Iteration 17Q (3769.990000 sec): 3 clusters Score: Raw -565811.591379 + Penalty 4076.384718 = -561735.206660 nChanged 26 SP:Iteration 18Q (3770.220000 sec): 3 clusters Score: Raw -565827.050251 + Penalty 4076.384718 = -561750.665533 nChanged 27 SP:Iteration 19Q (3770.420000 sec): 3 clusters Score: Raw -565839.438116 + Penalty 4076.384718 = -561763.053398 nChanged 20 SP:Iteration 20F (3770.610000 sec): 3 clusters Score: Raw -565850.460933 + Penalty 4076.384718 = -561774.076214 nChanged 17 SP:Iteration 21Q (3770.800000 sec): 3 clusters Score: Raw -565858.061277 + Penalty 4076.384718 = -561781.676559 nChanged 15 SP:Iteration 22Q (3771.030000 sec): 3 clusters Score: Raw -565864.722775 + Penalty 4076.384718 = -561788.338056 nChanged 10 SP:Iteration 23Q (3771.230000 sec): 3 clusters Score: Raw -565869.357394 + Penalty 4076.384718 = -561792.972676 nChanged 10 SP:Iteration 24Q (3771.470000 sec): 3 clusters Score: Raw -565873.189845 + Penalty 4076.384718 = -561796.805126 nChanged 6 SP:Iteration 25Q (3771.630000 sec): 3 clusters Score: Raw -565876.387109 + Penalty 4076.384718 = -561800.002390 nChanged 6 SP:Iteration 26Q (3771.870000 sec): 3 clusters Score: Raw -565878.663848 + Penalty 4076.384718 = -561802.279130 nChanged 5 SP:Iteration 27Q (3772.050000 sec): 3 clusters Score: Raw -565881.462216 + Penalty 4076.384718 = -561805.077498 nChanged 4 SP:Iteration 28Q (3772.270000 sec): 3 clusters Score: Raw -565883.237670 + Penalty 4076.384718 = -561806.852951 nChanged 2 SP:Iteration 29Q (3772.430000 sec): 3 clusters Score: Raw -565884.599202 + Penalty 4076.384718 = -561808.214484 nChanged 5 SP:Iteration 30Q (3772.690000 sec): 3 clusters Score: Raw -565887.447765 + Penalty 4076.384718 = -561811.063047 nChanged 7 SP:Iteration 31Q (3772.870000 sec): 3 clusters Score: Raw -565890.894414 + Penalty 4076.384718 = -561814.509695 nChanged 5 SP:Iteration 32Q (3773.050000 sec): 3 clusters Score: Raw -565893.281146 + Penalty 4076.384718 = -561816.896428 nChanged 3 SP:Iteration 33Q (3773.190000 sec): 3 clusters Score: Raw -565896.174643 + Penalty 4076.384718 = -561819.789925 nChanged 5 SP:Iteration 34Q (3773.380000 sec): 3 clusters Score: Raw -565899.157600 + Penalty 4076.384718 = -561822.772882 nChanged 5 SP:Iteration 35Q (3773.550000 sec): 3 clusters Score: Raw -565901.715993 + Penalty 4076.384718 = -561825.331274 nChanged 4 SP:Iteration 36Q (3773.750000 sec): 3 clusters Score: Raw -565903.577130 + Penalty 4076.384718 = -561827.192412 nChanged 4 SP:Iteration 37Q (3773.970000 sec): 3 clusters Score: Raw -565905.487697 + Penalty 4076.384718 = -561829.102979 nChanged 2 SP:Iteration 38Q (3774.190000 sec): 3 clusters Score: Raw -565906.309910 + Penalty 4076.384718 = -561829.925191 nChanged 1 SP:Iteration 39Q (3774.390000 sec): 3 clusters Score: Raw -565906.826486 + Penalty 4076.384718 = -561830.441767 nChanged 0 SP:Iteration 40F (3774.590000 sec): 3 clusters Score: Raw -565906.826486 + Penalty 4076.384718 = -561830.441767 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (20098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3774.790000 sec): 2 clusters Score: Raw -3205378.544841 + Penalty 2457.277145 = -3202921.267695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3775.110000 sec): 3 clusters Score: Raw -3193758.014155 + Penalty 4914.554291 = -3188843.459864 nChanged 8744 SP:Iteration 1F (3775.400000 sec): 3 clusters Score: Raw -3198340.094113 + Penalty 4914.554291 = -3193425.539822 nChanged 1066 SP:Iteration 2F (3775.720000 sec): 3 clusters Score: Raw -3198750.460306 + Penalty 4914.554291 = -3193835.906015 nChanged 956 SP:Iteration 3Q (3776.030000 sec): 3 clusters Score: Raw -3199107.622432 + Penalty 4914.554291 = -3194193.068142 nChanged 892 SP:Iteration 4Q (3776.330000 sec): 3 clusters Score: Raw -3199480.751197 + Penalty 4914.554291 = -3194566.196906 nChanged 885 SP:Iteration 5Q (3776.700000 sec): 3 clusters Score: Raw -3199892.798897 + Penalty 4914.554291 = -3194978.244606 nChanged 979 SP:Iteration 6Q (3777.010000 sec): 3 clusters Score: Raw -3200418.904339 + Penalty 4914.554291 = -3195504.350048 nChanged 1075 SP:Iteration 7F (3777.300000 sec): 3 clusters Score: Raw -3201078.877865 + Penalty 4914.554291 = -3196164.323574 nChanged 1174 SP:Iteration 8F (3777.610000 sec): 3 clusters Score: Raw -3201911.012890 + Penalty 4914.554291 = -3196996.458599 nChanged 1212 SP:Iteration 9F (3777.970000 sec): 3 clusters Score: Raw -3202880.931661 + Penalty 4914.554291 = -3197966.377370 nChanged 1047 SP:Iteration 10F (3778.310000 sec): 3 clusters Score: Raw -3203776.462049 + Penalty 4914.554291 = -3198861.907758 nChanged 825 SP:Iteration 11Q (3778.630000 sec): 3 clusters Score: Raw -3204520.605927 + Penalty 4914.554291 = -3199606.051636 nChanged 532 SP:Iteration 12Q (3778.940000 sec): 3 clusters Score: Raw -3205017.838436 + Penalty 4914.554291 = -3200103.284145 nChanged 289 SP:Iteration 13Q (3779.220000 sec): 3 clusters Score: Raw -3205302.487242 + Penalty 4914.554291 = -3200387.932951 nChanged 163 SP:Iteration 14Q (3779.520000 sec): 3 clusters Score: Raw -3205468.999061 + Penalty 4914.554291 = -3200554.444770 nChanged 91 SP:Iteration 15Q (3779.810000 sec): 3 clusters Score: Raw -3205553.695344 + Penalty 4914.554291 = -3200639.141053 nChanged 50 SP:Iteration 16Q (3780.110000 sec): 3 clusters Score: Raw -3205612.283419 + Penalty 4914.554291 = -3200697.729128 nChanged 35 SP:Iteration 17Q (3780.400000 sec): 3 clusters Score: Raw -3205644.884424 + Penalty 4914.554291 = -3200730.330133 nChanged 14 SP:Iteration 18Q (3780.690000 sec): 3 clusters Score: Raw -3205660.051257 + Penalty 4914.554291 = -3200745.496966 nChanged 18 SP:Iteration 19Q (3780.960000 sec): 3 clusters Score: Raw -3205677.197019 + Penalty 4914.554291 = -3200762.642728 nChanged 11 SP:Iteration 20F (3781.310000 sec): 3 clusters Score: Raw -3205687.748310 + Penalty 4914.554291 = -3200773.194019 nChanged 4 SP:Iteration 21Q (3781.600000 sec): 3 clusters Score: Raw -3205693.544626 + Penalty 4914.554291 = -3200778.990336 nChanged 5 SP:Iteration 22Q (3781.890000 sec): 3 clusters Score: Raw -3205697.914113 + Penalty 4914.554291 = -3200783.359822 nChanged 2 SP:Iteration 23Q (3782.190000 sec): 3 clusters Score: Raw -3205702.327987 + Penalty 4914.554291 = -3200787.773696 nChanged 6 SP:Iteration 24Q (3782.490000 sec): 3 clusters Score: Raw -3205709.755629 + Penalty 4914.554291 = -3200795.201338 nChanged 7 SP:Iteration 25Q (3782.800000 sec): 3 clusters Score: Raw -3205715.509490 + Penalty 4914.554291 = -3200800.955199 nChanged 7 SP:Iteration 26Q (3783.110000 sec): 3 clusters Score: Raw -3205720.838490 + Penalty 4914.554291 = -3200806.284199 nChanged 4 SP:Iteration 27Q (3783.400000 sec): 3 clusters Score: Raw -3205723.371697 + Penalty 4914.554291 = -3200808.817406 nChanged 3 SP:Iteration 28Q (3783.690000 sec): 3 clusters Score: Raw -3205726.056741 + Penalty 4914.554291 = -3200811.502450 nChanged 1 SP:Iteration 29Q (3783.990000 sec): 3 clusters Score: Raw -3205726.899870 + Penalty 4914.554291 = -3200812.345579 nChanged 0 SP:Iteration 30F (3784.250000 sec): 3 clusters Score: Raw -3205726.899870 + Penalty 4914.554291 = -3200812.345579 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3784.360000 sec): 2 clusters Score: Raw -36330.060386 + Penalty 1422.669930 = -34907.390456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3784.550000 sec): 3 clusters Score: Raw -36571.553947 + Penalty 2845.339860 = -33726.214087 nChanged 59 SP:Iteration 1F (3784.750000 sec): 3 clusters Score: Raw -36790.160639 + Penalty 2845.339860 = -33944.820779 nChanged 22 SP:Iteration 2F (3784.950000 sec): 3 clusters Score: Raw -36968.222304 + Penalty 2845.339860 = -34122.882445 nChanged 11 SP:Iteration 3Q (3785.110000 sec): 3 clusters Score: Raw -37026.536238 + Penalty 2845.339860 = -34181.196378 nChanged 8 SP:Iteration 4Q (3785.300000 sec): 3 clusters Score: Raw -37074.007895 + Penalty 2845.339860 = -34228.668035 nChanged 6 SP:Iteration 5Q (3785.470000 sec): 3 clusters Score: Raw -37124.275135 + Penalty 2845.339860 = -34278.935275 nChanged 6 SP:Iteration 6Q (3785.770000 sec): 3 clusters Score: Raw -37146.315872 + Penalty 2845.339860 = -34300.976012 nChanged 5 SP:Iteration 7Q (3785.920000 sec): 3 clusters Score: Raw -37172.379325 + Penalty 2845.339860 = -34327.039465 nChanged 3 SP:Iteration 8Q (3786.110000 sec): 3 clusters Score: Raw -37188.187966 + Penalty 2845.339860 = -34342.848106 nChanged 1 SP:Iteration 9Q (3786.320000 sec): 3 clusters Score: Raw -37191.105796 + Penalty 2845.339860 = -34345.765936 nChanged 0 SP:Iteration 10F (3786.490000 sec): 3 clusters Score: Raw -37191.105796 + Penalty 2845.339860 = -34345.765936 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3786.590000 sec): 2 clusters Score: Raw -87665.829295 + Penalty 1610.450952 = -86055.378343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3786.800000 sec): 3 clusters Score: Raw -87580.524930 + Penalty 3220.901905 = -84359.623026 nChanged 133 SP:Iteration 1F (3786.950000 sec): 3 clusters Score: Raw -87828.942925 + Penalty 3220.901905 = -84608.041020 nChanged 44 SP:Iteration 2F (3787.170000 sec): 3 clusters Score: Raw -87927.901671 + Penalty 3220.901905 = -84706.999766 nChanged 29 SP:Iteration 3Q (3787.390000 sec): 3 clusters Score: Raw -88000.573878 + Penalty 3220.901905 = -84779.671973 nChanged 27 SP:Iteration 4Q (3787.570000 sec): 3 clusters Score: Raw -88089.008077 + Penalty 3220.901905 = -84868.106172 nChanged 19 SP:Iteration 5Q (3787.830000 sec): 3 clusters Score: Raw -88159.425528 + Penalty 3220.901905 = -84938.523624 nChanged 20 SP:Iteration 6Q (3787.980000 sec): 3 clusters Score: Raw -88269.118366 + Penalty 3220.901905 = -85048.216462 nChanged 28 SP:Iteration 7Q (3788.170000 sec): 3 clusters Score: Raw -88394.235126 + Penalty 3220.901905 = -85173.333221 nChanged 14 SP:Iteration 8Q (3788.330000 sec): 3 clusters Score: Raw -88493.269199 + Penalty 3220.901905 = -85272.367294 nChanged 16 SP:Iteration 9Q (3788.500000 sec): 3 clusters Score: Raw -88567.745193 + Penalty 3220.901905 = -85346.843288 nChanged 12 SP:Iteration 10Q (3788.670000 sec): 3 clusters Score: Raw -88595.863879 + Penalty 3220.901905 = -85374.961974 nChanged 7 SP:Iteration 11Q (3788.830000 sec): 3 clusters Score: Raw -88612.218191 + Penalty 3220.901905 = -85391.316287 nChanged 5 SP:Iteration 12Q (3789.000000 sec): 3 clusters Score: Raw -88622.687696 + Penalty 3220.901905 = -85401.785792 nChanged 1 SP:Iteration 13Q (3789.190000 sec): 3 clusters Score: Raw -88623.191014 + Penalty 3220.901905 = -85402.289109 nChanged 0 SP:Iteration 14F (3789.340000 sec): 3 clusters Score: Raw -88623.191014 + Penalty 3220.901905 = -85402.289109 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (14442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3789.510000 sec): 2 clusters Score: Raw -2156911.621422 + Penalty 2375.318185 = -2154536.303237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3789.850000 sec): 3 clusters Score: Raw -2148782.898468 + Penalty 4750.636370 = -2144032.262098 nChanged 6197 SP:Iteration 1F (3790.110000 sec): 3 clusters Score: Raw -2152036.518570 + Penalty 4750.636370 = -2147285.882201 nChanged 901 SP:Iteration 2F (3790.360000 sec): 3 clusters Score: Raw -2152446.541253 + Penalty 4750.636370 = -2147695.904883 nChanged 791 SP:Iteration 3F (3790.620000 sec): 3 clusters Score: Raw -2152834.562594 + Penalty 4750.636370 = -2148083.926224 nChanged 810 SP:Iteration 4F (3790.890000 sec): 3 clusters Score: Raw -2153248.001602 + Penalty 4750.636370 = -2148497.365233 nChanged 760 SP:Iteration 5F (3791.120000 sec): 3 clusters Score: Raw -2153680.218183 + Penalty 4750.636370 = -2148929.581813 nChanged 806 SP:Iteration 6F (3791.370000 sec): 3 clusters Score: Raw -2154188.398752 + Penalty 4750.636370 = -2149437.762382 nChanged 785 SP:Iteration 7F (3791.600000 sec): 3 clusters Score: Raw -2154734.899070 + Penalty 4750.636370 = -2149984.262700 nChanged 732 SP:Iteration 8F (3791.840000 sec): 3 clusters Score: Raw -2155272.094233 + Penalty 4750.636370 = -2150521.457863 nChanged 649 SP:Iteration 9Q (3792.070000 sec): 3 clusters Score: Raw -2155789.733161 + Penalty 4750.636370 = -2151039.096791 nChanged 549 SP:Iteration 10Q (3792.310000 sec): 3 clusters Score: Raw -2156219.512531 + Penalty 4750.636370 = -2151468.876161 nChanged 360 SP:Iteration 11Q (3792.570000 sec): 3 clusters Score: Raw -2156513.757369 + Penalty 4750.636370 = -2151763.120999 nChanged 268 SP:Iteration 12Q (3792.810000 sec): 3 clusters Score: Raw -2156759.526439 + Penalty 4750.636370 = -2152008.890069 nChanged 198 SP:Iteration 13Q (3793.120000 sec): 3 clusters Score: Raw -2156951.300989 + Penalty 4750.636370 = -2152200.664619 nChanged 136 SP:Iteration 14Q (3793.390000 sec): 3 clusters Score: Raw -2157125.787386 + Penalty 4750.636370 = -2152375.151016 nChanged 102 SP:Iteration 15Q (3793.650000 sec): 3 clusters Score: Raw -2157277.714852 + Penalty 4750.636370 = -2152527.078482 nChanged 71 SP:Iteration 16Q (3793.930000 sec): 3 clusters Score: Raw -2157359.947886 + Penalty 4750.636370 = -2152609.311516 nChanged 61 SP:Iteration 17Q (3794.180000 sec): 3 clusters Score: Raw -2157423.389436 + Penalty 4750.636370 = -2152672.753066 nChanged 44 SP:Iteration 18Q (3794.390000 sec): 3 clusters Score: Raw -2157463.141877 + Penalty 4750.636370 = -2152712.505507 nChanged 31 SP:Iteration 19Q (3794.630000 sec): 3 clusters Score: Raw -2157497.469637 + Penalty 4750.636370 = -2152746.833267 nChanged 27 SP:Iteration 20F (3794.890000 sec): 3 clusters Score: Raw -2157517.082852 + Penalty 4750.636370 = -2152766.446482 nChanged 14 SP:Iteration 21Q (3795.120000 sec): 3 clusters Score: Raw -2157525.547148 + Penalty 4750.636370 = -2152774.910778 nChanged 6 SP:Iteration 22Q (3795.350000 sec): 3 clusters Score: Raw -2157530.358115 + Penalty 4750.636370 = -2152779.721745 nChanged 4 SP:Iteration 23Q (3795.640000 sec): 3 clusters Score: Raw -2157533.861305 + Penalty 4750.636370 = -2152783.224936 nChanged 4 SP:Iteration 24Q (3795.940000 sec): 3 clusters Score: Raw -2157536.571379 + Penalty 4750.636370 = -2152785.935009 nChanged 6 SP:Iteration 25Q (3796.160000 sec): 3 clusters Score: Raw -2157539.671922 + Penalty 4750.636370 = -2152789.035552 nChanged 9 SP:Iteration 26Q (3796.420000 sec): 3 clusters Score: Raw -2157543.972757 + Penalty 4750.636370 = -2152793.336387 nChanged 3 SP:Iteration 27Q (3796.700000 sec): 3 clusters Score: Raw -2157545.403007 + Penalty 4750.636370 = -2152794.766637 nChanged 4 SP:Iteration 28Q (3796.940000 sec): 3 clusters Score: Raw -2157546.930919 + Penalty 4750.636370 = -2152796.294549 nChanged 2 SP:Iteration 29Q (3797.240000 sec): 3 clusters Score: Raw -2157548.079541 + Penalty 4750.636370 = -2152797.443171 nChanged 2 SP:Iteration 30Q (3797.450000 sec): 3 clusters Score: Raw -2157548.832529 + Penalty 4750.636370 = -2152798.196159 nChanged 2 SP:Iteration 31Q (3797.720000 sec): 3 clusters Score: Raw -2157549.793671 + Penalty 4750.636370 = -2152799.157301 nChanged 0 SP:Iteration 32F (3797.950000 sec): 3 clusters Score: Raw -2157549.793671 + Penalty 4750.636370 = -2152799.157301 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (6826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3798.090000 sec): 2 clusters Score: Raw -987022.347163 + Penalty 2189.466544 = -984832.880619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3798.340000 sec): 3 clusters Score: Raw -983500.796796 + Penalty 4378.933088 = -979121.863708 nChanged 2734 SP:Iteration 1F (3798.590000 sec): 3 clusters Score: Raw -985017.551380 + Penalty 4378.933088 = -980638.618291 nChanged 481 SP:Iteration 2F (3798.810000 sec): 3 clusters Score: Raw -985297.596467 + Penalty 4378.933088 = -980918.663378 nChanged 390 SP:Iteration 3F (3799.030000 sec): 3 clusters Score: Raw -985527.554968 + Penalty 4378.933088 = -981148.621879 nChanged 354 SP:Iteration 4F (3799.310000 sec): 3 clusters Score: Raw -985785.840190 + Penalty 4378.933088 = -981406.907102 nChanged 382 SP:Iteration 5F (3799.480000 sec): 3 clusters Score: Raw -986092.423090 + Penalty 4378.933088 = -981713.490002 nChanged 388 SP:Iteration 6F (3799.710000 sec): 3 clusters Score: Raw -986419.838218 + Penalty 4378.933088 = -982040.905130 nChanged 342 SP:Iteration 7F (3800.020000 sec): 3 clusters Score: Raw -986748.621506 + Penalty 4378.933088 = -982369.688418 nChanged 331 SP:Iteration 8Q (3800.260000 sec): 3 clusters Score: Raw -987084.452717 + Penalty 4378.933088 = -982705.519629 nChanged 305 SP:Iteration 9Q (3800.490000 sec): 3 clusters Score: Raw -987368.435700 + Penalty 4378.933088 = -982989.502612 nChanged 228 SP:Iteration 10Q (3800.750000 sec): 3 clusters Score: Raw -987571.139607 + Penalty 4378.933088 = -983192.206519 nChanged 167 SP:Iteration 11Q (3800.940000 sec): 3 clusters Score: Raw -987701.158213 + Penalty 4378.933088 = -983322.225124 nChanged 126 SP:Iteration 12Q (3801.150000 sec): 3 clusters Score: Raw -987778.847965 + Penalty 4378.933088 = -983399.914876 nChanged 98 SP:Iteration 13Q (3801.360000 sec): 3 clusters Score: Raw -987836.054530 + Penalty 4378.933088 = -983457.121441 nChanged 72 SP:Iteration 14Q (3801.540000 sec): 3 clusters Score: Raw -987868.463803 + Penalty 4378.933088 = -983489.530715 nChanged 39 SP:Iteration 15Q (3801.780000 sec): 3 clusters Score: Raw -987886.930385 + Penalty 4378.933088 = -983507.997297 nChanged 38 SP:Iteration 16Q (3801.970000 sec): 3 clusters Score: Raw -987902.118413 + Penalty 4378.933088 = -983523.185324 nChanged 22 SP:Iteration 17Q (3802.180000 sec): 3 clusters Score: Raw -987910.194840 + Penalty 4378.933088 = -983531.261752 nChanged 26 SP:Iteration 18Q (3802.410000 sec): 3 clusters Score: Raw -987920.490036 + Penalty 4378.933088 = -983541.556948 nChanged 19 SP:Iteration 19Q (3802.670000 sec): 3 clusters Score: Raw -987927.621766 + Penalty 4378.933088 = -983548.688678 nChanged 14 SP:Iteration 20F (3802.860000 sec): 3 clusters Score: Raw -987933.206817 + Penalty 4378.933088 = -983554.273729 nChanged 12 SP:Iteration 21Q (3803.100000 sec): 3 clusters Score: Raw -987937.504243 + Penalty 4378.933088 = -983558.571155 nChanged 7 SP:Iteration 22Q (3803.300000 sec): 3 clusters Score: Raw -987939.998301 + Penalty 4378.933088 = -983561.065213 nChanged 5 SP:Iteration 23Q (3803.520000 sec): 3 clusters Score: Raw -987941.733747 + Penalty 4378.933088 = -983562.800659 nChanged 4 SP:Iteration 24Q (3803.760000 sec): 3 clusters Score: Raw -987942.909201 + Penalty 4378.933088 = -983563.976113 nChanged 3 SP:Iteration 25Q (3803.940000 sec): 3 clusters Score: Raw -987943.949731 + Penalty 4378.933088 = -983565.016643 nChanged 2 SP:Iteration 26Q (3804.150000 sec): 3 clusters Score: Raw -987944.439332 + Penalty 4378.933088 = -983565.506244 nChanged 2 SP:Iteration 27Q (3804.390000 sec): 3 clusters Score: Raw -987944.827639 + Penalty 4378.933088 = -983565.894550 nChanged 1 SP:Iteration 28Q (3804.620000 sec): 3 clusters Score: Raw -987945.189213 + Penalty 4378.933088 = -983566.256125 nChanged 1 SP:Iteration 29Q (3804.800000 sec): 3 clusters Score: Raw -987946.328129 + Penalty 4378.933088 = -983567.395041 nChanged 2 SP:Iteration 30Q (3805.030000 sec): 3 clusters Score: Raw -987946.634764 + Penalty 4378.933088 = -983567.701676 nChanged 1 SP:Iteration 31Q (3805.290000 sec): 3 clusters Score: Raw -987946.935001 + Penalty 4378.933088 = -983568.001912 nChanged 1 SP:Iteration 32Q (3805.500000 sec): 3 clusters Score: Raw -987947.062149 + Penalty 4378.933088 = -983568.129061 nChanged 0 SP:Iteration 33F (3805.720000 sec): 3 clusters Score: Raw -987947.062149 + Penalty 4378.933088 = -983568.129061 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (1036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3805.840000 sec): 2 clusters Score: Raw -161643.716686 + Penalty 1721.894361 = -159921.822326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3806.020000 sec): 3 clusters Score: Raw -161411.133969 + Penalty 3443.788722 = -157967.345247 nChanged 281 SP:Iteration 1F (3806.200000 sec): 3 clusters Score: Raw -161748.160106 + Penalty 3443.788722 = -158304.371384 nChanged 81 SP:Iteration 2F (3806.380000 sec): 3 clusters Score: Raw -161854.715351 + Penalty 3443.788722 = -158410.926629 nChanged 42 SP:Iteration 3Q (3806.570000 sec): 3 clusters Score: Raw -161905.911803 + Penalty 3443.788722 = -158462.123082 nChanged 29 SP:Iteration 4Q (3806.750000 sec): 3 clusters Score: Raw -161945.874350 + Penalty 3443.788722 = -158502.085628 nChanged 23 SP:Iteration 5Q (3806.960000 sec): 3 clusters Score: Raw -161979.560746 + Penalty 3443.788722 = -158535.772024 nChanged 19 SP:Iteration 6Q (3807.150000 sec): 3 clusters Score: Raw -162011.172207 + Penalty 3443.788722 = -158567.383485 nChanged 14 SP:Iteration 7Q (3807.360000 sec): 3 clusters Score: Raw -162029.130398 + Penalty 3443.788722 = -158585.341676 nChanged 15 SP:Iteration 8Q (3807.560000 sec): 3 clusters Score: Raw -162047.080013 + Penalty 3443.788722 = -158603.291291 nChanged 14 SP:Iteration 9Q (3807.740000 sec): 3 clusters Score: Raw -162062.371071 + Penalty 3443.788722 = -158618.582350 nChanged 9 SP:Iteration 10Q (3807.900000 sec): 3 clusters Score: Raw -162072.413759 + Penalty 3443.788722 = -158628.625037 nChanged 9 SP:Iteration 11Q (3808.080000 sec): 3 clusters Score: Raw -162088.759045 + Penalty 3443.788722 = -158644.970323 nChanged 7 SP:Iteration 12Q (3808.270000 sec): 3 clusters Score: Raw -162104.466809 + Penalty 3443.788722 = -158660.678087 nChanged 6 SP:Iteration 13Q (3808.450000 sec): 3 clusters Score: Raw -162140.262706 + Penalty 3443.788722 = -158696.473985 nChanged 9 SP:Iteration 14Q (3808.620000 sec): 3 clusters Score: Raw -162169.473824 + Penalty 3443.788722 = -158725.685102 nChanged 11 SP:Iteration 15Q (3808.810000 sec): 3 clusters Score: Raw -162190.940491 + Penalty 3443.788722 = -158747.151769 nChanged 13 SP:Iteration 16Q (3808.980000 sec): 3 clusters Score: Raw -162212.681270 + Penalty 3443.788722 = -158768.892548 nChanged 10 SP:Iteration 17Q (3809.130000 sec): 3 clusters Score: Raw -162225.173391 + Penalty 3443.788722 = -158781.384670 nChanged 5 SP:Iteration 18Q (3809.320000 sec): 3 clusters Score: Raw -162234.803516 + Penalty 3443.788722 = -158791.014794 nChanged 8 SP:Iteration 19Q (3809.540000 sec): 3 clusters Score: Raw -162245.845379 + Penalty 3443.788722 = -158802.056657 nChanged 6 SP:Iteration 20F (3809.740000 sec): 3 clusters Score: Raw -162254.891257 + Penalty 3443.788722 = -158811.102535 nChanged 4 SP:Iteration 21Q (3809.920000 sec): 3 clusters Score: Raw -162259.128341 + Penalty 3443.788722 = -158815.339619 nChanged 1 SP:Iteration 22Q (3810.100000 sec): 3 clusters Score: Raw -162260.233656 + Penalty 3443.788722 = -158816.444934 nChanged 0 SP:Iteration 23F (3810.270000 sec): 3 clusters Score: Raw -162260.233656 + Penalty 3443.788722 = -158816.444934 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (5951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3810.440000 sec): 2 clusters Score: Raw -837870.827532 + Penalty 2155.446009 = -835715.381523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3810.730000 sec): 3 clusters Score: Raw -834915.419752 + Penalty 4310.892018 = -830604.527734 nChanged 2324 SP:Iteration 1F (3810.980000 sec): 3 clusters Score: Raw -836294.522815 + Penalty 4310.892018 = -831983.630797 nChanged 537 SP:Iteration 2F (3811.180000 sec): 3 clusters Score: Raw -836766.521858 + Penalty 4310.892018 = -832455.629840 nChanged 460 SP:Iteration 3F (3811.400000 sec): 3 clusters Score: Raw -837171.252321 + Penalty 4310.892018 = -832860.360303 nChanged 396 SP:Iteration 4F (3811.640000 sec): 3 clusters Score: Raw -837541.060298 + Penalty 4310.892018 = -833230.168281 nChanged 427 SP:Iteration 5F (3811.870000 sec): 3 clusters Score: Raw -838051.282446 + Penalty 4310.892018 = -833740.390428 nChanged 431 SP:Iteration 6F (3812.080000 sec): 3 clusters Score: Raw -838567.517509 + Penalty 4310.892018 = -834256.625491 nChanged 351 SP:Iteration 7F (3812.310000 sec): 3 clusters Score: Raw -838924.221206 + Penalty 4310.892018 = -834613.329189 nChanged 295 SP:Iteration 8Q (3812.560000 sec): 3 clusters Score: Raw -839196.252091 + Penalty 4310.892018 = -834885.360074 nChanged 257 SP:Iteration 9Q (3812.760000 sec): 3 clusters Score: Raw -839433.145470 + Penalty 4310.892018 = -835122.253452 nChanged 204 SP:Iteration 10Q (3813.000000 sec): 3 clusters Score: Raw -839613.543335 + Penalty 4310.892018 = -835302.651318 nChanged 157 SP:Iteration 11Q (3813.250000 sec): 3 clusters Score: Raw -839772.372713 + Penalty 4310.892018 = -835461.480696 nChanged 140 SP:Iteration 12Q (3813.450000 sec): 3 clusters Score: Raw -839935.814288 + Penalty 4310.892018 = -835624.922271 nChanged 103 SP:Iteration 13Q (3813.680000 sec): 3 clusters Score: Raw -840058.583034 + Penalty 4310.892018 = -835747.691017 nChanged 72 SP:Iteration 14Q (3813.910000 sec): 3 clusters Score: Raw -840132.520695 + Penalty 4310.892018 = -835821.628677 nChanged 46 SP:Iteration 15Q (3814.150000 sec): 3 clusters Score: Raw -840161.378290 + Penalty 4310.892018 = -835850.486273 nChanged 25 SP:Iteration 16Q (3814.420000 sec): 3 clusters Score: Raw -840174.394268 + Penalty 4310.892018 = -835863.502250 nChanged 18 SP:Iteration 17Q (3814.670000 sec): 3 clusters Score: Raw -840185.828077 + Penalty 4310.892018 = -835874.936059 nChanged 8 SP:Iteration 18Q (3814.900000 sec): 3 clusters Score: Raw -840190.265104 + Penalty 4310.892018 = -835879.373087 nChanged 9 SP:Iteration 19Q (3815.090000 sec): 3 clusters Score: Raw -840192.332872 + Penalty 4310.892018 = -835881.440855 nChanged 5 SP:Iteration 20F (3815.260000 sec): 3 clusters Score: Raw -840207.857932 + Penalty 4310.892018 = -835896.965914 nChanged 5 SP:Iteration 21Q (3815.470000 sec): 3 clusters Score: Raw -840223.736756 + Penalty 4310.892018 = -835912.844738 nChanged 5 SP:Iteration 22Q (3815.660000 sec): 3 clusters Score: Raw -840231.092701 + Penalty 4310.892018 = -835920.200683 nChanged 5 SP:Iteration 23Q (3815.900000 sec): 3 clusters Score: Raw -840234.947551 + Penalty 4310.892018 = -835924.055533 nChanged 6 SP:Iteration 24Q (3816.110000 sec): 3 clusters Score: Raw -840236.585351 + Penalty 4310.892018 = -835925.693333 nChanged 4 SP:Iteration 25Q (3816.310000 sec): 3 clusters Score: Raw -840237.966662 + Penalty 4310.892018 = -835927.074644 nChanged 0 SP:Iteration 26F (3816.520000 sec): 3 clusters Score: Raw -840237.966662 + Penalty 4310.892018 = -835927.074644 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (10632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3816.670000 sec): 2 clusters Score: Raw -1612813.536142 + Penalty 2299.362653 = -1610514.173489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3816.930000 sec): 3 clusters Score: Raw -1607021.463098 + Penalty 4598.725306 = -1602422.737792 nChanged 4402 SP:Iteration 1F (3817.210000 sec): 3 clusters Score: Raw -1609437.916728 + Penalty 4598.725306 = -1604839.191422 nChanged 737 SP:Iteration 2F (3817.460000 sec): 3 clusters Score: Raw -1609786.314713 + Penalty 4598.725306 = -1605187.589408 nChanged 551 SP:Iteration 3F (3817.720000 sec): 3 clusters Score: Raw -1610029.170684 + Penalty 4598.725306 = -1605430.445378 nChanged 423 SP:Iteration 4Q (3817.940000 sec): 3 clusters Score: Raw -1610218.542192 + Penalty 4598.725306 = -1605619.816886 nChanged 400 SP:Iteration 5Q (3818.210000 sec): 3 clusters Score: Raw -1610427.990639 + Penalty 4598.725306 = -1605829.265333 nChanged 390 SP:Iteration 6Q (3818.450000 sec): 3 clusters Score: Raw -1610644.265586 + Penalty 4598.725306 = -1606045.540280 nChanged 408 SP:Iteration 7Q (3818.730000 sec): 3 clusters Score: Raw -1610884.187569 + Penalty 4598.725306 = -1606285.462263 nChanged 417 SP:Iteration 8Q (3818.960000 sec): 3 clusters Score: Raw -1611172.432277 + Penalty 4598.725306 = -1606573.706971 nChanged 439 SP:Iteration 9Q (3819.140000 sec): 3 clusters Score: Raw -1611487.459159 + Penalty 4598.725306 = -1606888.733853 nChanged 428 SP:Iteration 10Q (3819.420000 sec): 3 clusters Score: Raw -1611770.813226 + Penalty 4598.725306 = -1607172.087920 nChanged 385 SP:Iteration 11Q (3819.640000 sec): 3 clusters Score: Raw -1612000.350848 + Penalty 4598.725306 = -1607401.625542 nChanged 360 SP:Iteration 12Q (3819.880000 sec): 3 clusters Score: Raw -1612183.106024 + Penalty 4598.725306 = -1607584.380718 nChanged 315 SP:Iteration 13Q (3820.130000 sec): 3 clusters Score: Raw -1612314.038376 + Penalty 4598.725306 = -1607715.313070 nChanged 225 SP:Iteration 14Q (3820.400000 sec): 3 clusters Score: Raw -1612399.989578 + Penalty 4598.725306 = -1607801.264272 nChanged 188 SP:Iteration 15Q (3820.660000 sec): 3 clusters Score: Raw -1612468.328720 + Penalty 4598.725306 = -1607869.603414 nChanged 155 SP:Iteration 16Q (3820.910000 sec): 3 clusters Score: Raw -1612523.592616 + Penalty 4598.725306 = -1607924.867311 nChanged 126 SP:Iteration 17Q (3821.160000 sec): 3 clusters Score: Raw -1612563.431430 + Penalty 4598.725306 = -1607964.706124 nChanged 115 SP:Iteration 18Q (3821.490000 sec): 3 clusters Score: Raw -1612598.519215 + Penalty 4598.725306 = -1607999.793909 nChanged 104 SP:Iteration 19Q (3821.780000 sec): 3 clusters Score: Raw -1612629.295811 + Penalty 4598.725306 = -1608030.570505 nChanged 99 SP:Iteration 20F (3822.060000 sec): 3 clusters Score: Raw -1612661.923583 + Penalty 4598.725306 = -1608063.198277 nChanged 110 SP:Iteration 21Q (3822.340000 sec): 3 clusters Score: Raw -1612702.473805 + Penalty 4598.725306 = -1608103.748499 nChanged 97 SP:Iteration 22Q (3822.600000 sec): 3 clusters Score: Raw -1612733.735801 + Penalty 4598.725306 = -1608135.010495 nChanged 97 SP:Iteration 23Q (3822.880000 sec): 3 clusters Score: Raw -1612762.615387 + Penalty 4598.725306 = -1608163.890081 nChanged 96 SP:Iteration 24Q (3823.080000 sec): 3 clusters Score: Raw -1612786.546892 + Penalty 4598.725306 = -1608187.821586 nChanged 83 SP:Iteration 25Q (3823.350000 sec): 3 clusters Score: Raw -1612808.020610 + Penalty 4598.725306 = -1608209.295304 nChanged 74 SP:Iteration 26Q (3823.620000 sec): 3 clusters Score: Raw -1612829.244323 + Penalty 4598.725306 = -1608230.519017 nChanged 80 SP:Iteration 27Q (3823.810000 sec): 3 clusters Score: Raw -1612849.370179 + Penalty 4598.725306 = -1608250.644874 nChanged 76 SP:Iteration 28Q (3824.040000 sec): 3 clusters Score: Raw -1612868.442875 + Penalty 4598.725306 = -1608269.717569 nChanged 76 SP:Iteration 29Q (3824.330000 sec): 3 clusters Score: Raw -1612889.199948 + Penalty 4598.725306 = -1608290.474642 nChanged 78 SP:Iteration 30Q (3824.570000 sec): 3 clusters Score: Raw -1612909.723069 + Penalty 4598.725306 = -1608310.997764 nChanged 83 SP:Iteration 31Q (3824.820000 sec): 3 clusters Score: Raw -1612932.784831 + Penalty 4598.725306 = -1608334.059525 nChanged 85 SP:Iteration 32Q (3825.040000 sec): 3 clusters Score: Raw -1612967.021497 + Penalty 4598.725306 = -1608368.296191 nChanged 103 SP:Iteration 33Q (3825.330000 sec): 3 clusters Score: Raw -1613002.706787 + Penalty 4598.725306 = -1608403.981481 nChanged 107 SP:Iteration 34Q (3825.600000 sec): 3 clusters Score: Raw -1613042.238543 + Penalty 4598.725306 = -1608443.513237 nChanged 106 SP:Iteration 35Q (3825.840000 sec): 3 clusters Score: Raw -1613079.218503 + Penalty 4598.725306 = -1608480.493198 nChanged 93 SP:Iteration 36Q (3826.090000 sec): 3 clusters Score: Raw -1613112.371789 + Penalty 4598.725306 = -1608513.646483 nChanged 103 SP:Iteration 37Q (3826.380000 sec): 3 clusters Score: Raw -1613155.767599 + Penalty 4598.725306 = -1608557.042293 nChanged 96 SP:Iteration 38Q (3826.590000 sec): 3 clusters Score: Raw -1613197.628163 + Penalty 4598.725306 = -1608598.902858 nChanged 117 SP:Iteration 39Q (3826.790000 sec): 3 clusters Score: Raw -1613245.149937 + Penalty 4598.725306 = -1608646.424631 nChanged 108 SP:Iteration 40F (3827.040000 sec): 3 clusters Score: Raw -1613283.358068 + Penalty 4598.725306 = -1608684.632762 nChanged 105 SP:Iteration 41Q (3827.310000 sec): 3 clusters Score: Raw -1613320.209290 + Penalty 4598.725306 = -1608721.483984 nChanged 96 SP:Iteration 42Q (3827.510000 sec): 3 clusters Score: Raw -1613352.576759 + Penalty 4598.725306 = -1608753.851453 nChanged 77 SP:Iteration 43Q (3827.780000 sec): 3 clusters Score: Raw -1613376.601658 + Penalty 4598.725306 = -1608777.876352 nChanged 85 SP:Iteration 44Q (3828.030000 sec): 3 clusters Score: Raw -1613406.112816 + Penalty 4598.725306 = -1608807.387510 nChanged 98 SP:Iteration 45Q (3828.260000 sec): 3 clusters Score: Raw -1613443.556608 + Penalty 4598.725306 = -1608844.831302 nChanged 105 SP:Iteration 46Q (3828.550000 sec): 3 clusters Score: Raw -1613481.945028 + Penalty 4598.725306 = -1608883.219723 nChanged 94 SP:Iteration 47Q (3828.770000 sec): 3 clusters Score: Raw -1613515.026737 + Penalty 4598.725306 = -1608916.301431 nChanged 95 SP:Iteration 48Q (3829.010000 sec): 3 clusters Score: Raw -1613548.657549 + Penalty 4598.725306 = -1608949.932243 nChanged 76 SP:Iteration 49Q (3829.230000 sec): 3 clusters Score: Raw -1613573.851390 + Penalty 4598.725306 = -1608975.126085 nChanged 70 SP:Iteration 50Q (3829.460000 sec): 3 clusters Score: Raw -1613597.394585 + Penalty 4598.725306 = -1608998.669279 nChanged 69 SP:Iteration 51Q (3829.690000 sec): 3 clusters Score: Raw -1613620.004130 + Penalty 4598.725306 = -1609021.278824 nChanged 62 SP:Iteration 52Q (3829.940000 sec): 3 clusters Score: Raw -1613637.207002 + Penalty 4598.725306 = -1609038.481696 nChanged 43 SP:Iteration 53Q (3830.200000 sec): 3 clusters Score: Raw -1613649.046940 + Penalty 4598.725306 = -1609050.321634 nChanged 40 SP:Iteration 54Q (3830.460000 sec): 3 clusters Score: Raw -1613661.646635 + Penalty 4598.725306 = -1609062.921329 nChanged 48 SP:Iteration 55Q (3830.680000 sec): 3 clusters Score: Raw -1613678.091092 + Penalty 4598.725306 = -1609079.365786 nChanged 47 SP:Iteration 56Q (3830.970000 sec): 3 clusters Score: Raw -1613693.272172 + Penalty 4598.725306 = -1609094.546866 nChanged 54 SP:Iteration 57Q (3831.200000 sec): 3 clusters Score: Raw -1613711.925794 + Penalty 4598.725306 = -1609113.200488 nChanged 55 SP:Iteration 58Q (3831.420000 sec): 3 clusters Score: Raw -1613732.689949 + Penalty 4598.725306 = -1609133.964643 nChanged 55 SP:Iteration 59Q (3831.700000 sec): 3 clusters Score: Raw -1613751.692882 + Penalty 4598.725306 = -1609152.967576 nChanged 40 SP:Iteration 60F (3831.940000 sec): 3 clusters Score: Raw -1613765.850408 + Penalty 4598.725306 = -1609167.125102 nChanged 49 SP:Iteration 61Q (3832.200000 sec): 3 clusters Score: Raw -1613789.087100 + Penalty 4598.725306 = -1609190.361795 nChanged 59 SP:Iteration 62Q (3832.420000 sec): 3 clusters Score: Raw -1613813.880619 + Penalty 4598.725306 = -1609215.155313 nChanged 57 SP:Iteration 63Q (3832.640000 sec): 3 clusters Score: Raw -1613838.513194 + Penalty 4598.725306 = -1609239.787888 nChanged 51 SP:Iteration 64Q (3832.850000 sec): 3 clusters Score: Raw -1613859.932302 + Penalty 4598.725306 = -1609261.206996 nChanged 47 SP:Iteration 65Q (3833.090000 sec): 3 clusters Score: Raw -1613876.806176 + Penalty 4598.725306 = -1609278.080870 nChanged 38 SP:Iteration 66Q (3833.330000 sec): 3 clusters Score: Raw -1613890.072880 + Penalty 4598.725306 = -1609291.347574 nChanged 37 SP:Iteration 67Q (3833.520000 sec): 3 clusters Score: Raw -1613903.695384 + Penalty 4598.725306 = -1609304.970078 nChanged 34 SP:Iteration 68Q (3833.760000 sec): 3 clusters Score: Raw -1613915.797730 + Penalty 4598.725306 = -1609317.072425 nChanged 34 SP:Iteration 69Q (3833.990000 sec): 3 clusters Score: Raw -1613925.080928 + Penalty 4598.725306 = -1609326.355622 nChanged 26 SP:Iteration 70Q (3834.240000 sec): 3 clusters Score: Raw -1613932.679200 + Penalty 4598.725306 = -1609333.953894 nChanged 26 SP:Iteration 71Q (3834.470000 sec): 3 clusters Score: Raw -1613939.808636 + Penalty 4598.725306 = -1609341.083330 nChanged 15 SP:Iteration 72Q (3834.720000 sec): 3 clusters Score: Raw -1613943.643622 + Penalty 4598.725306 = -1609344.918316 nChanged 15 SP:Iteration 73Q (3835.000000 sec): 3 clusters Score: Raw -1613947.486885 + Penalty 4598.725306 = -1609348.761580 nChanged 16 SP:Iteration 74Q (3835.320000 sec): 3 clusters Score: Raw -1613951.199890 + Penalty 4598.725306 = -1609352.474584 nChanged 9 SP:Iteration 75Q (3835.620000 sec): 3 clusters Score: Raw -1613953.540793 + Penalty 4598.725306 = -1609354.815487 nChanged 7 SP:Iteration 76Q (3835.800000 sec): 3 clusters Score: Raw -1613955.200838 + Penalty 4598.725306 = -1609356.475532 nChanged 6 SP:Iteration 77Q (3836.090000 sec): 3 clusters Score: Raw -1613956.873357 + Penalty 4598.725306 = -1609358.148051 nChanged 10 SP:Iteration 78Q (3836.370000 sec): 3 clusters Score: Raw -1613958.993278 + Penalty 4598.725306 = -1609360.267972 nChanged 9 SP:Iteration 79Q (3836.600000 sec): 3 clusters Score: Raw -1613960.782269 + Penalty 4598.725306 = -1609362.056963 nChanged 7 SP:Iteration 80F (3836.890000 sec): 3 clusters Score: Raw -1613962.183581 + Penalty 4598.725306 = -1609363.458276 nChanged 6 SP:Iteration 81Q (3837.140000 sec): 3 clusters Score: Raw -1613963.462845 + Penalty 4598.725306 = -1609364.737539 nChanged 8 SP:Iteration 82Q (3837.450000 sec): 3 clusters Score: Raw -1613965.486725 + Penalty 4598.725306 = -1609366.761420 nChanged 3 SP:Iteration 83Q (3837.720000 sec): 3 clusters Score: Raw -1613965.997120 + Penalty 4598.725306 = -1609367.271814 nChanged 2 SP:Iteration 84Q (3837.990000 sec): 3 clusters Score: Raw -1613966.189940 + Penalty 4598.725306 = -1609367.464635 nChanged 2 SP:Iteration 85Q (3838.280000 sec): 3 clusters Score: Raw -1613966.362713 + Penalty 4598.725306 = -1609367.637407 nChanged 1 SP:Iteration 86Q (3838.480000 sec): 3 clusters Score: Raw -1613966.514003 + Penalty 4598.725306 = -1609367.788697 nChanged 0 SP:Iteration 87F (3838.750000 sec): 3 clusters Score: Raw -1613966.514003 + Penalty 4598.725306 = -1609367.788697 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3838.860000 sec): 2 clusters Score: Raw -105646.163002 + Penalty 1627.836171 = -104018.326831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3839.040000 sec): 3 clusters Score: Raw -105558.226949 + Penalty 3255.672341 = -102302.554608 nChanged 152 SP:Iteration 1F (3839.220000 sec): 3 clusters Score: Raw -105798.014864 + Penalty 3255.672341 = -102542.342523 nChanged 48 SP:Iteration 2F (3839.400000 sec): 3 clusters Score: Raw -105881.741677 + Penalty 3255.672341 = -102626.069336 nChanged 21 SP:Iteration 3Q (3839.600000 sec): 3 clusters Score: Raw -105921.951772 + Penalty 3255.672341 = -102666.279431 nChanged 5 SP:Iteration 4Q (3839.790000 sec): 3 clusters Score: Raw -105932.111091 + Penalty 3255.672341 = -102676.438750 nChanged 2 SP:Iteration 5Q (3840.000000 sec): 3 clusters Score: Raw -105936.837579 + Penalty 3255.672341 = -102681.165238 nChanged 2 SP:Iteration 6Q (3840.140000 sec): 3 clusters Score: Raw -105941.477294 + Penalty 3255.672341 = -102685.804952 nChanged 2 SP:Iteration 7Q (3840.330000 sec): 3 clusters Score: Raw -105944.743915 + Penalty 3255.672341 = -102689.071574 nChanged 0 SP:Iteration 8F (3840.510000 sec): 3 clusters Score: Raw -105944.743915 + Penalty 3255.672341 = -102689.071574 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3840.600000 sec): 2 clusters Score: Raw -49211.586618 + Penalty 1469.215438 = -47742.371180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3840.770000 sec): 3 clusters Score: Raw -49410.551830 + Penalty 2938.430876 = -46472.120954 nChanged 65 SP:Iteration 1F (3840.900000 sec): 3 clusters Score: Raw -49752.312110 + Penalty 2938.430876 = -46813.881235 nChanged 42 SP:Iteration 2F (3841.060000 sec): 3 clusters Score: Raw -49964.698278 + Penalty 2938.430876 = -47026.267403 nChanged 27 SP:Iteration 3F (3841.220000 sec): 3 clusters Score: Raw -50082.193995 + Penalty 2938.430876 = -47143.763120 nChanged 8 SP:Iteration 4Q (3841.330000 sec): 3 clusters Score: Raw -50208.707351 + Penalty 2938.430876 = -47270.276476 nChanged 7 SP:Iteration 5Q (3841.500000 sec): 3 clusters Score: Raw -50363.317043 + Penalty 2938.430876 = -47424.886168 nChanged 9 SP:Iteration 6Q (3841.660000 sec): 3 clusters Score: Raw -50500.274344 + Penalty 2938.430876 = -47561.843469 nChanged 12 SP:Iteration 7Q (3841.800000 sec): 3 clusters Score: Raw -50617.308193 + Penalty 2938.430876 = -47678.877318 nChanged 6 SP:Iteration 8Q (3842.040000 sec): 3 clusters Score: Raw -50664.451190 + Penalty 2938.430876 = -47726.020314 nChanged 5 SP:Iteration 9Q (3842.240000 sec): 3 clusters Score: Raw -50683.934496 + Penalty 2938.430876 = -47745.503620 nChanged 0 SP:Iteration 10F (3842.420000 sec): 3 clusters Score: Raw -50683.934496 + Penalty 2938.430876 = -47745.503620 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3842.490000 sec): 2 clusters Score: Raw -60215.823749 + Penalty 1500.918114 = -58714.905635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3842.660000 sec): 3 clusters Score: Raw -60275.697177 + Penalty 3001.836228 = -57273.860949 nChanged 83 SP:Iteration 1F (3842.820000 sec): 3 clusters Score: Raw -60476.770651 + Penalty 3001.836228 = -57474.934423 nChanged 15 SP:Iteration 2Q (3843.030000 sec): 3 clusters Score: Raw -60509.817267 + Penalty 3001.836228 = -57507.981039 nChanged 6 SP:Iteration 3Q (3843.240000 sec): 3 clusters Score: Raw -60538.896499 + Penalty 3001.836228 = -57537.060272 nChanged 5 SP:Iteration 4Q (3843.420000 sec): 3 clusters Score: Raw -60554.637433 + Penalty 3001.836228 = -57552.801205 nChanged 1 SP:Iteration 5Q (3843.630000 sec): 3 clusters Score: Raw -60556.769932 + Penalty 3001.836228 = -57554.933704 nChanged 1 SP:Iteration 6Q (3843.810000 sec): 3 clusters Score: Raw -60559.397703 + Penalty 3001.836228 = -57557.561476 nChanged 1 SP:Iteration 7Q (3843.980000 sec): 3 clusters Score: Raw -60563.784624 + Penalty 3001.836228 = -57561.948396 nChanged 1 SP:Iteration 8Q (3844.150000 sec): 3 clusters Score: Raw -60566.633452 + Penalty 3001.836228 = -57564.797225 nChanged 0 SP:Iteration 9F (3844.310000 sec): 3 clusters Score: Raw -60566.633452 + Penalty 3001.836228 = -57564.797225 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (2524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3844.430000 sec): 2 clusters Score: Raw -356882.880467 + Penalty 1942.732855 = -354940.147612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3844.630000 sec): 3 clusters Score: Raw -355924.146029 + Penalty 3885.465711 = -352038.680318 nChanged 872 SP:Iteration 1F (3844.840000 sec): 3 clusters Score: Raw -356612.379753 + Penalty 3885.465711 = -352726.914042 nChanged 219 SP:Iteration 2F (3845.040000 sec): 3 clusters Score: Raw -356781.098956 + Penalty 3885.465711 = -352895.633245 nChanged 104 SP:Iteration 3Q (3845.230000 sec): 3 clusters Score: Raw -356868.879218 + Penalty 3885.465711 = -352983.413507 nChanged 70 SP:Iteration 4Q (3845.400000 sec): 3 clusters Score: Raw -356924.715346 + Penalty 3885.465711 = -353039.249635 nChanged 57 SP:Iteration 5Q (3845.590000 sec): 3 clusters Score: Raw -356970.200198 + Penalty 3885.465711 = -353084.734487 nChanged 66 SP:Iteration 6Q (3845.750000 sec): 3 clusters Score: Raw -357034.695269 + Penalty 3885.465711 = -353149.229558 nChanged 62 SP:Iteration 7Q (3845.950000 sec): 3 clusters Score: Raw -357084.547895 + Penalty 3885.465711 = -353199.082184 nChanged 54 SP:Iteration 8Q (3846.120000 sec): 3 clusters Score: Raw -357134.622254 + Penalty 3885.465711 = -353249.156543 nChanged 61 SP:Iteration 9Q (3846.270000 sec): 3 clusters Score: Raw -357180.287156 + Penalty 3885.465711 = -353294.821445 nChanged 40 SP:Iteration 10Q (3846.430000 sec): 3 clusters Score: Raw -357208.425819 + Penalty 3885.465711 = -353322.960108 nChanged 35 SP:Iteration 11Q (3846.640000 sec): 3 clusters Score: Raw -357234.731858 + Penalty 3885.465711 = -353349.266147 nChanged 41 SP:Iteration 12Q (3846.830000 sec): 3 clusters Score: Raw -357266.630239 + Penalty 3885.465711 = -353381.164528 nChanged 45 SP:Iteration 13Q (3847.060000 sec): 3 clusters Score: Raw -357301.007994 + Penalty 3885.465711 = -353415.542283 nChanged 41 SP:Iteration 14Q (3847.230000 sec): 3 clusters Score: Raw -357332.740309 + Penalty 3885.465711 = -353447.274598 nChanged 35 SP:Iteration 15Q (3847.410000 sec): 3 clusters Score: Raw -357369.696633 + Penalty 3885.465711 = -353484.230922 nChanged 41 SP:Iteration 16Q (3847.580000 sec): 3 clusters Score: Raw -357426.273244 + Penalty 3885.465711 = -353540.807533 nChanged 39 SP:Iteration 17Q (3847.830000 sec): 3 clusters Score: Raw -357484.609055 + Penalty 3885.465711 = -353599.143344 nChanged 44 SP:Iteration 18Q (3847.990000 sec): 3 clusters Score: Raw -357548.453072 + Penalty 3885.465711 = -353662.987362 nChanged 62 SP:Iteration 19Q (3848.190000 sec): 3 clusters Score: Raw -357641.617230 + Penalty 3885.465711 = -353756.151519 nChanged 61 SP:Iteration 20F (3848.420000 sec): 3 clusters Score: Raw -357752.590351 + Penalty 3885.465711 = -353867.124641 nChanged 61 SP:Iteration 21Q (3848.580000 sec): 3 clusters Score: Raw -357875.927730 + Penalty 3885.465711 = -353990.462020 nChanged 72 SP:Iteration 22Q (3848.790000 sec): 3 clusters Score: Raw -357940.386571 + Penalty 3885.465711 = -354054.920860 nChanged 44 SP:Iteration 23Q (3848.950000 sec): 3 clusters Score: Raw -357980.059873 + Penalty 3885.465711 = -354094.594162 nChanged 44 SP:Iteration 24Q (3849.180000 sec): 3 clusters Score: Raw -358010.898878 + Penalty 3885.465711 = -354125.433167 nChanged 34 SP:Iteration 25Q (3849.350000 sec): 3 clusters Score: Raw -358035.598780 + Penalty 3885.465711 = -354150.133069 nChanged 24 SP:Iteration 26Q (3849.560000 sec): 3 clusters Score: Raw -358055.507765 + Penalty 3885.465711 = -354170.042054 nChanged 19 SP:Iteration 27Q (3849.740000 sec): 3 clusters Score: Raw -358076.370609 + Penalty 3885.465711 = -354190.904898 nChanged 19 SP:Iteration 28Q (3849.900000 sec): 3 clusters Score: Raw -358091.573855 + Penalty 3885.465711 = -354206.108144 nChanged 16 SP:Iteration 29Q (3850.130000 sec): 3 clusters Score: Raw -358100.619705 + Penalty 3885.465711 = -354215.153994 nChanged 11 SP:Iteration 30Q (3850.310000 sec): 3 clusters Score: Raw -358107.218696 + Penalty 3885.465711 = -354221.752985 nChanged 17 SP:Iteration 31Q (3850.510000 sec): 3 clusters Score: Raw -358123.615267 + Penalty 3885.465711 = -354238.149556 nChanged 14 SP:Iteration 32Q (3850.730000 sec): 3 clusters Score: Raw -358136.457370 + Penalty 3885.465711 = -354250.991659 nChanged 11 SP:Iteration 33Q (3850.940000 sec): 3 clusters Score: Raw -358141.751514 + Penalty 3885.465711 = -354256.285803 nChanged 6 SP:Iteration 34Q (3851.130000 sec): 3 clusters Score: Raw -358145.414933 + Penalty 3885.465711 = -354259.949222 nChanged 5 SP:Iteration 35Q (3851.350000 sec): 3 clusters Score: Raw -358147.684726 + Penalty 3885.465711 = -354262.219015 nChanged 6 SP:Iteration 36Q (3851.550000 sec): 3 clusters Score: Raw -358150.947996 + Penalty 3885.465711 = -354265.482285 nChanged 4 SP:Iteration 37Q (3851.700000 sec): 3 clusters Score: Raw -358152.937444 + Penalty 3885.465711 = -354267.471733 nChanged 4 SP:Iteration 38Q (3851.850000 sec): 3 clusters Score: Raw -358154.129624 + Penalty 3885.465711 = -354268.663913 nChanged 3 SP:Iteration 39Q (3852.010000 sec): 3 clusters Score: Raw -358155.286276 + Penalty 3885.465711 = -354269.820566 nChanged 0 SP:Iteration 40F (3852.180000 sec): 3 clusters Score: Raw -358155.286276 + Penalty 3885.465711 = -354269.820566 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (11356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3852.350000 sec): 2 clusters Score: Raw -1749806.731589 + Penalty 2315.700376 = -1747491.031213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3852.590000 sec): 3 clusters Score: Raw -1743610.190905 + Penalty 4631.400753 = -1738978.790152 nChanged 4822 SP:Iteration 1F (3852.800000 sec): 3 clusters Score: Raw -1746232.953165 + Penalty 4631.400753 = -1741601.552412 nChanged 683 SP:Iteration 2F (3852.990000 sec): 3 clusters Score: Raw -1746534.336523 + Penalty 4631.400753 = -1741902.935770 nChanged 536 SP:Iteration 3Q (3853.220000 sec): 3 clusters Score: Raw -1746743.719610 + Penalty 4631.400753 = -1742112.318857 nChanged 443 SP:Iteration 4Q (3853.480000 sec): 3 clusters Score: Raw -1746896.742412 + Penalty 4631.400753 = -1742265.341659 nChanged 330 SP:Iteration 5Q (3853.710000 sec): 3 clusters Score: Raw -1747001.105543 + Penalty 4631.400753 = -1742369.704790 nChanged 283 SP:Iteration 6Q (3853.980000 sec): 3 clusters Score: Raw -1747088.537553 + Penalty 4631.400753 = -1742457.136800 nChanged 251 SP:Iteration 7Q (3854.230000 sec): 3 clusters Score: Raw -1747178.240483 + Penalty 4631.400753 = -1742546.839731 nChanged 264 SP:Iteration 8Q (3854.540000 sec): 3 clusters Score: Raw -1747267.715797 + Penalty 4631.400753 = -1742636.315044 nChanged 278 SP:Iteration 9Q (3854.830000 sec): 3 clusters Score: Raw -1747370.511873 + Penalty 4631.400753 = -1742739.111120 nChanged 295 SP:Iteration 10Q (3855.080000 sec): 3 clusters Score: Raw -1747490.760197 + Penalty 4631.400753 = -1742859.359444 nChanged 345 SP:Iteration 11Q (3855.380000 sec): 3 clusters Score: Raw -1747636.258707 + Penalty 4631.400753 = -1743004.857954 nChanged 364 SP:Iteration 12Q (3855.660000 sec): 3 clusters Score: Raw -1747801.976298 + Penalty 4631.400753 = -1743170.575545 nChanged 392 SP:Iteration 13Q (3855.890000 sec): 3 clusters Score: Raw -1748007.937430 + Penalty 4631.400753 = -1743376.536677 nChanged 440 SP:Iteration 14Q (3856.120000 sec): 3 clusters Score: Raw -1748253.754349 + Penalty 4631.400753 = -1743622.353596 nChanged 449 SP:Iteration 15Q (3856.370000 sec): 3 clusters Score: Raw -1748550.143318 + Penalty 4631.400753 = -1743918.742565 nChanged 476 SP:Iteration 16Q (3856.680000 sec): 3 clusters Score: Raw -1748896.413102 + Penalty 4631.400753 = -1744265.012349 nChanged 434 SP:Iteration 17Q (3856.880000 sec): 3 clusters Score: Raw -1749239.305797 + Penalty 4631.400753 = -1744607.905044 nChanged 366 SP:Iteration 18Q (3857.090000 sec): 3 clusters Score: Raw -1749527.941352 + Penalty 4631.400753 = -1744896.540599 nChanged 271 SP:Iteration 19Q (3857.340000 sec): 3 clusters Score: Raw -1749742.235365 + Penalty 4631.400753 = -1745110.834613 nChanged 172 SP:Iteration 20F (3857.580000 sec): 3 clusters Score: Raw -1749884.530281 + Penalty 4631.400753 = -1745253.129529 nChanged 131 SP:Iteration 21Q (3857.850000 sec): 3 clusters Score: Raw -1749997.974973 + Penalty 4631.400753 = -1745366.574220 nChanged 73 SP:Iteration 22Q (3858.120000 sec): 3 clusters Score: Raw -1750062.235827 + Penalty 4631.400753 = -1745430.835074 nChanged 47 SP:Iteration 23Q (3858.430000 sec): 3 clusters Score: Raw -1750103.067150 + Penalty 4631.400753 = -1745471.666398 nChanged 35 SP:Iteration 24Q (3858.670000 sec): 3 clusters Score: Raw -1750136.084952 + Penalty 4631.400753 = -1745504.684199 nChanged 20 SP:Iteration 25Q (3858.920000 sec): 3 clusters Score: Raw -1750154.714489 + Penalty 4631.400753 = -1745523.313736 nChanged 13 SP:Iteration 26Q (3859.180000 sec): 3 clusters Score: Raw -1750165.365285 + Penalty 4631.400753 = -1745533.964533 nChanged 10 SP:Iteration 27Q (3859.410000 sec): 3 clusters Score: Raw -1750175.908668 + Penalty 4631.400753 = -1745544.507915 nChanged 9 SP:Iteration 28Q (3859.660000 sec): 3 clusters Score: Raw -1750183.008492 + Penalty 4631.400753 = -1745551.607739 nChanged 5 SP:Iteration 29Q (3859.890000 sec): 3 clusters Score: Raw -1750187.514964 + Penalty 4631.400753 = -1745556.114212 nChanged 2 SP:Iteration 30Q (3860.150000 sec): 3 clusters Score: Raw -1750189.691804 + Penalty 4631.400753 = -1745558.291052 nChanged 3 SP:Iteration 31Q (3860.350000 sec): 3 clusters Score: Raw -1750192.542630 + Penalty 4631.400753 = -1745561.141877 nChanged 3 SP:Iteration 32Q (3860.610000 sec): 3 clusters Score: Raw -1750195.244462 + Penalty 4631.400753 = -1745563.843710 nChanged 6 SP:Iteration 33Q (3860.810000 sec): 3 clusters Score: Raw -1750201.945654 + Penalty 4631.400753 = -1745570.544901 nChanged 6 SP:Iteration 34Q (3861.060000 sec): 3 clusters Score: Raw -1750207.668146 + Penalty 4631.400753 = -1745576.267393 nChanged 3 SP:Iteration 35Q (3861.370000 sec): 3 clusters Score: Raw -1750209.914847 + Penalty 4631.400753 = -1745578.514094 nChanged 4 SP:Iteration 36Q (3861.600000 sec): 3 clusters Score: Raw -1750215.283181 + Penalty 4631.400753 = -1745583.882429 nChanged 3 SP:Iteration 37Q (3861.880000 sec): 3 clusters Score: Raw -1750220.779707 + Penalty 4631.400753 = -1745589.378954 nChanged 1 SP:Iteration 38Q (3862.100000 sec): 3 clusters Score: Raw -1750221.183081 + Penalty 4631.400753 = -1745589.782328 nChanged 0 SP:Iteration 39F (3862.390000 sec): 3 clusters Score: Raw -1750221.183081 + Penalty 4631.400753 = -1745589.782328 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3862.520000 sec): 2 clusters Score: Raw -19321.308219 + Penalty 1305.147167 = -18016.161052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3862.700000 sec): 3 clusters Score: Raw -19999.812786 + Penalty 2610.294334 = -17389.518452 nChanged 33 SP:Iteration 1F (3862.920000 sec): 3 clusters Score: Raw -20185.673890 + Penalty 2610.294334 = -17575.379557 nChanged 17 SP:Iteration 2F (3863.050000 sec): 3 clusters Score: Raw -20298.278374 + Penalty 2610.294334 = -17687.984040 nChanged 10 SP:Iteration 3F (3863.290000 sec): 3 clusters Score: Raw -20399.736299 + Penalty 2610.294334 = -17789.441965 nChanged 6 SP:Iteration 4Q (3863.490000 sec): 3 clusters Score: Raw -20810.648610 + Penalty 2610.294334 = -18200.354277 nChanged 4 SP:Iteration 5Q (3863.690000 sec): 3 clusters Score: Raw -20847.397820 + Penalty 2610.294334 = -18237.103487 nChanged 2 SP:Iteration 6Q (3863.880000 sec): 3 clusters Score: Raw -20886.803495 + Penalty 2610.294334 = -18276.509162 nChanged 2 SP:Iteration 7Q (3864.050000 sec): 3 clusters Score: Raw -20913.143759 + Penalty 2610.294334 = -18302.849425 nChanged 0 SP:Iteration 8F (3864.240000 sec): 3 clusters Score: Raw -20913.294636 + Penalty 2610.294334 = -18303.000303 nChanged 1 SP:Iteration 9Q (3864.420000 sec): 3 clusters Score: Raw -20932.912453 + Penalty 2610.294334 = -18322.618120 nChanged 0 SP:Iteration 10F (3864.580000 sec): 3 clusters Score: Raw -20932.912453 + Penalty 2610.294334 = -18322.618120 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (146251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3865.460000 sec): 2 clusters Score: Raw -22150319.687835 + Penalty 2949.483741 = -22147370.204094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3866.500000 sec): 3 clusters Score: Raw -22055407.899184 + Penalty 5898.967483 = -22049508.931701 nChanged 69714 SP:Iteration 1F (3867.460000 sec): 3 clusters Score: Raw -22096379.876173 + Penalty 5898.967483 = -22090480.908690 nChanged 5697 SP:Iteration 2Q (3868.710000 sec): 3 clusters Score: Raw -22098270.423160 + Penalty 5898.967483 = -22092371.455677 nChanged 7031 SP:Iteration 3Q (3869.710000 sec): 3 clusters Score: Raw -22101368.297866 + Penalty 5898.967483 = -22095469.330383 nChanged 8895 SP:Iteration 4F (3870.680000 sec): 3 clusters Score: Raw -22106565.275331 + Penalty 5898.967483 = -22100666.307848 nChanged 11190 SP:Iteration 5F (3871.680000 sec): 3 clusters Score: Raw -22115014.359372 + Penalty 5898.967483 = -22109115.391889 nChanged 12506 SP:Iteration 6F (3872.680000 sec): 3 clusters Score: Raw -22126395.501881 + Penalty 5898.967483 = -22120496.534398 nChanged 11407 SP:Iteration 7F (3873.700000 sec): 3 clusters Score: Raw -22137474.535908 + Penalty 5898.967483 = -22131575.568425 nChanged 7747 SP:Iteration 8F (3874.720000 sec): 3 clusters Score: Raw -22144719.325698 + Penalty 5898.967483 = -22138820.358215 nChanged 4187 SP:Iteration 9Q (3875.670000 sec): 3 clusters Score: Raw -22148292.415877 + Penalty 5898.967483 = -22142393.448394 nChanged 1882 SP:Iteration 10Q (3876.600000 sec): 3 clusters Score: Raw -22149749.723479 + Penalty 5898.967483 = -22143850.755996 nChanged 803 SP:Iteration 11Q (3877.510000 sec): 3 clusters Score: Raw -22150309.674430 + Penalty 5898.967483 = -22144410.706947 nChanged 351 SP:Iteration 12Q (3878.430000 sec): 3 clusters Score: Raw -22150533.994589 + Penalty 5898.967483 = -22144635.027106 nChanged 192 SP:Iteration 13Q (3879.400000 sec): 3 clusters Score: Raw -22150664.695568 + Penalty 5898.967483 = -22144765.728085 nChanged 117 SP:Iteration 14Q (3880.140000 sec): 3 clusters Score: Raw -22150739.227151 + Penalty 5898.967483 = -22144840.259668 nChanged 58 SP:Iteration 15Q (3881.120000 sec): 3 clusters Score: Raw -22150780.422056 + Penalty 5898.967483 = -22144881.454573 nChanged 62 SP:Iteration 16Q (3882.100000 sec): 3 clusters Score: Raw -22150822.966904 + Penalty 5898.967483 = -22144923.999421 nChanged 37 SP:Iteration 17Q (3882.980000 sec): 3 clusters Score: Raw -22150846.120753 + Penalty 5898.967483 = -22144947.153270 nChanged 24 SP:Iteration 18Q (3883.820000 sec): 3 clusters Score: Raw -22150862.686585 + Penalty 5898.967483 = -22144963.719102 nChanged 29 SP:Iteration 19Q (3884.700000 sec): 3 clusters Score: Raw -22150879.986785 + Penalty 5898.967483 = -22144981.019302 nChanged 18 SP:Iteration 20F (3885.650000 sec): 3 clusters Score: Raw -22150889.296800 + Penalty 5898.967483 = -22144990.329317 nChanged 15 SP:Iteration 21Q (3886.460000 sec): 3 clusters Score: Raw -22150897.348788 + Penalty 5898.967483 = -22144998.381305 nChanged 16 SP:Iteration 22Q (3887.450000 sec): 3 clusters Score: Raw -22150906.035406 + Penalty 5898.967483 = -22145007.067923 nChanged 9 SP:Iteration 23Q (3888.370000 sec): 3 clusters Score: Raw -22150911.117425 + Penalty 5898.967483 = -22145012.149942 nChanged 8 SP:Iteration 24Q (3889.250000 sec): 3 clusters Score: Raw -22150917.038230 + Penalty 5898.967483 = -22145018.070747 nChanged 13 SP:Iteration 25Q (3889.980000 sec): 3 clusters Score: Raw -22150923.299614 + Penalty 5898.967483 = -22145024.332131 nChanged 8 SP:Iteration 26Q (3890.830000 sec): 3 clusters Score: Raw -22150929.710638 + Penalty 5898.967483 = -22145030.743155 nChanged 10 SP:Iteration 27Q (3891.640000 sec): 3 clusters Score: Raw -22150936.368295 + Penalty 5898.967483 = -22145037.400812 nChanged 13 SP:Iteration 28Q (3892.470000 sec): 3 clusters Score: Raw -22150944.313403 + Penalty 5898.967483 = -22145045.345921 nChanged 13 SP:Iteration 29Q (3893.300000 sec): 3 clusters Score: Raw -22150952.386149 + Penalty 5898.967483 = -22145053.418666 nChanged 5 SP:Iteration 30Q (3894.120000 sec): 3 clusters Score: Raw -22150954.536110 + Penalty 5898.967483 = -22145055.568627 nChanged 6 SP:Iteration 31Q (3894.940000 sec): 3 clusters Score: Raw -22150957.675725 + Penalty 5898.967483 = -22145058.708242 nChanged 2 SP:Iteration 32Q (3895.820000 sec): 3 clusters Score: Raw -22150959.859366 + Penalty 5898.967483 = -22145060.891883 nChanged 5 SP:Iteration 33Q (3896.730000 sec): 3 clusters Score: Raw -22150962.028711 + Penalty 5898.967483 = -22145063.061228 nChanged 1 SP:Iteration 34Q (3897.530000 sec): 3 clusters Score: Raw -22150962.689095 + Penalty 5898.967483 = -22145063.721612 nChanged 1 SP:Iteration 35Q (3898.340000 sec): 3 clusters Score: Raw -22150962.924450 + Penalty 5898.967483 = -22145063.956967 nChanged 1 SP:Iteration 36Q (3899.180000 sec): 3 clusters Score: Raw -22150963.412849 + Penalty 5898.967483 = -22145064.445366 nChanged 2 SP:Iteration 37Q (3900.220000 sec): 3 clusters Score: Raw -22150964.121254 + Penalty 5898.967483 = -22145065.153771 nChanged 1 SP:Iteration 38Q (3901.060000 sec): 3 clusters Score: Raw -22150964.665280 + Penalty 5898.967483 = -22145065.697797 nChanged 0 SP:Iteration 39F (3902.090000 sec): 3 clusters Score: Raw -22150964.665280 + Penalty 5898.967483 = -22145065.697797 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3902.280000 sec): 2 clusters Score: Raw -84295.644138 + Penalty 1581.428283 = -82714.215855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3902.520000 sec): 3 clusters Score: Raw -84250.972129 + Penalty 3162.856566 = -81088.115563 nChanged 124 SP:Iteration 1F (3902.770000 sec): 3 clusters Score: Raw -84489.558601 + Penalty 3162.856566 = -81326.702035 nChanged 29 SP:Iteration 2Q (3902.970000 sec): 3 clusters Score: Raw -84552.658431 + Penalty 3162.856566 = -81389.801865 nChanged 13 SP:Iteration 3Q (3903.180000 sec): 3 clusters Score: Raw -84587.511289 + Penalty 3162.856566 = -81424.654723 nChanged 11 SP:Iteration 4Q (3903.360000 sec): 3 clusters Score: Raw -84621.940797 + Penalty 3162.856566 = -81459.084231 nChanged 5 SP:Iteration 5Q (3903.560000 sec): 3 clusters Score: Raw -84634.535647 + Penalty 3162.856566 = -81471.679081 nChanged 6 SP:Iteration 6Q (3903.740000 sec): 3 clusters Score: Raw -84651.046106 + Penalty 3162.856566 = -81488.189540 nChanged 4 SP:Iteration 7Q (3903.910000 sec): 3 clusters Score: Raw -84658.360047 + Penalty 3162.856566 = -81495.503480 nChanged 3 SP:Iteration 8Q (3904.100000 sec): 3 clusters Score: Raw -84667.633046 + Penalty 3162.856566 = -81504.776479 nChanged 7 SP:Iteration 9Q (3904.300000 sec): 3 clusters Score: Raw -84687.900881 + Penalty 3162.856566 = -81525.044315 nChanged 9 SP:Iteration 10Q (3904.500000 sec): 3 clusters Score: Raw -84713.868816 + Penalty 3162.856566 = -81551.012250 nChanged 5 SP:Iteration 11Q (3904.690000 sec): 3 clusters Score: Raw -84727.295668 + Penalty 3162.856566 = -81564.439102 nChanged 1 SP:Iteration 12Q (3904.870000 sec): 3 clusters Score: Raw -84728.960699 + Penalty 3162.856566 = -81566.104132 nChanged 1 SP:Iteration 13Q (3905.040000 sec): 3 clusters Score: Raw -84730.123167 + Penalty 3162.856566 = -81567.266601 nChanged 1 SP:Iteration 14Q (3905.290000 sec): 3 clusters Score: Raw -84731.758030 + Penalty 3162.856566 = -81568.901464 nChanged 2 SP:Iteration 15Q (3905.470000 sec): 3 clusters Score: Raw -84734.872812 + Penalty 3162.856566 = -81572.016246 nChanged 0 SP:Iteration 16F (3905.650000 sec): 3 clusters Score: Raw -84734.872812 + Penalty 3162.856566 = -81572.016246 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3905.780000 sec): 2 clusters Score: Raw -13444.605185 + Penalty 1149.412789 = -12295.192396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3905.970000 sec): 3 clusters Score: Raw -13896.331762 + Penalty 2298.825578 = -11597.506184 nChanged 1 SP:Iteration 1Q (3906.200000 sec): 3 clusters Score: Raw -13914.710721 + Penalty 2298.825578 = -11615.885143 nChanged 1 SP:Iteration 2Q (3906.400000 sec): 3 clusters Score: Raw -13917.588853 + Penalty 2298.825578 = -11618.763275 nChanged 0 SP:Iteration 3F (3906.540000 sec): 3 clusters Score: Raw -13917.588853 + Penalty 2298.825578 = -11618.763275 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (17509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3906.760000 sec): 2 clusters Score: Raw -2637961.616357 + Penalty 2423.076638 = -2635538.539719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3907.030000 sec): 3 clusters Score: Raw -2627980.172111 + Penalty 4846.153275 = -2623134.018835 nChanged 7597 SP:Iteration 1F (3907.290000 sec): 3 clusters Score: Raw -2632293.190198 + Penalty 4846.153275 = -2627447.036923 nChanged 1166 SP:Iteration 2F (3907.550000 sec): 3 clusters Score: Raw -2633001.918921 + Penalty 4846.153275 = -2628155.765645 nChanged 1158 SP:Iteration 3F (3907.830000 sec): 3 clusters Score: Raw -2633845.815551 + Penalty 4846.153275 = -2628999.662276 nChanged 1194 SP:Iteration 4F (3908.120000 sec): 3 clusters Score: Raw -2634854.537337 + Penalty 4846.153275 = -2630008.384061 nChanged 1204 SP:Iteration 5F (3908.380000 sec): 3 clusters Score: Raw -2635755.024851 + Penalty 4846.153275 = -2630908.871575 nChanged 1018 SP:Iteration 6F (3908.700000 sec): 3 clusters Score: Raw -2636453.745415 + Penalty 4846.153275 = -2631607.592139 nChanged 839 SP:Iteration 7Q (3908.950000 sec): 3 clusters Score: Raw -2636929.060207 + Penalty 4846.153275 = -2632082.906931 nChanged 673 SP:Iteration 8Q (3909.270000 sec): 3 clusters Score: Raw -2637265.175951 + Penalty 4846.153275 = -2632419.022675 nChanged 526 SP:Iteration 9Q (3909.500000 sec): 3 clusters Score: Raw -2637493.346448 + Penalty 4846.153275 = -2632647.193173 nChanged 412 SP:Iteration 10Q (3909.850000 sec): 3 clusters Score: Raw -2637635.218513 + Penalty 4846.153275 = -2632789.065238 nChanged 301 SP:Iteration 11Q (3910.130000 sec): 3 clusters Score: Raw -2637730.875626 + Penalty 4846.153275 = -2632884.722351 nChanged 244 SP:Iteration 12Q (3910.370000 sec): 3 clusters Score: Raw -2637798.584208 + Penalty 4846.153275 = -2632952.430933 nChanged 198 SP:Iteration 13Q (3910.670000 sec): 3 clusters Score: Raw -2637846.700834 + Penalty 4846.153275 = -2633000.547559 nChanged 185 SP:Iteration 14Q (3910.910000 sec): 3 clusters Score: Raw -2637887.914014 + Penalty 4846.153275 = -2633041.760738 nChanged 161 SP:Iteration 15Q (3911.200000 sec): 3 clusters Score: Raw -2637922.004760 + Penalty 4846.153275 = -2633075.851484 nChanged 142 SP:Iteration 16Q (3911.480000 sec): 3 clusters Score: Raw -2637951.908661 + Penalty 4846.153275 = -2633105.755386 nChanged 132 SP:Iteration 17Q (3911.750000 sec): 3 clusters Score: Raw -2637980.188586 + Penalty 4846.153275 = -2633134.035311 nChanged 118 SP:Iteration 18Q (3912.060000 sec): 3 clusters Score: Raw -2638001.980886 + Penalty 4846.153275 = -2633155.827611 nChanged 94 SP:Iteration 19Q (3912.330000 sec): 3 clusters Score: Raw -2638019.284131 + Penalty 4846.153275 = -2633173.130855 nChanged 88 SP:Iteration 20F (3912.580000 sec): 3 clusters Score: Raw -2638034.353386 + Penalty 4846.153275 = -2633188.200111 nChanged 88 SP:Iteration 21Q (3912.860000 sec): 3 clusters Score: Raw -2638048.407536 + Penalty 4846.153275 = -2633202.254261 nChanged 83 SP:Iteration 22Q (3913.140000 sec): 3 clusters Score: Raw -2638063.154866 + Penalty 4846.153275 = -2633217.001590 nChanged 95 SP:Iteration 23Q (3913.390000 sec): 3 clusters Score: Raw -2638078.157925 + Penalty 4846.153275 = -2633232.004649 nChanged 79 SP:Iteration 24Q (3913.710000 sec): 3 clusters Score: Raw -2638092.117749 + Penalty 4846.153275 = -2633245.964474 nChanged 76 SP:Iteration 25Q (3913.970000 sec): 3 clusters Score: Raw -2638106.329370 + Penalty 4846.153275 = -2633260.176095 nChanged 82 SP:Iteration 26Q (3914.250000 sec): 3 clusters Score: Raw -2638120.457006 + Penalty 4846.153275 = -2633274.303731 nChanged 66 SP:Iteration 27Q (3914.560000 sec): 3 clusters Score: Raw -2638131.562123 + Penalty 4846.153275 = -2633285.408848 nChanged 70 SP:Iteration 28Q (3914.830000 sec): 3 clusters Score: Raw -2638145.837353 + Penalty 4846.153275 = -2633299.684077 nChanged 76 SP:Iteration 29Q (3915.160000 sec): 3 clusters Score: Raw -2638159.813514 + Penalty 4846.153275 = -2633313.660238 nChanged 73 SP:Iteration 30Q (3915.410000 sec): 3 clusters Score: Raw -2638173.347029 + Penalty 4846.153275 = -2633327.193753 nChanged 73 SP:Iteration 31Q (3915.720000 sec): 3 clusters Score: Raw -2638186.658415 + Penalty 4846.153275 = -2633340.505139 nChanged 74 SP:Iteration 32Q (3916.030000 sec): 3 clusters Score: Raw -2638199.775957 + Penalty 4846.153275 = -2633353.622681 nChanged 68 SP:Iteration 33Q (3916.280000 sec): 3 clusters Score: Raw -2638209.887244 + Penalty 4846.153275 = -2633363.733968 nChanged 59 SP:Iteration 34Q (3916.620000 sec): 3 clusters Score: Raw -2638220.565338 + Penalty 4846.153275 = -2633374.412062 nChanged 62 SP:Iteration 35Q (3916.920000 sec): 3 clusters Score: Raw -2638231.446754 + Penalty 4846.153275 = -2633385.293479 nChanged 60 SP:Iteration 36Q (3917.180000 sec): 3 clusters Score: Raw -2638240.856460 + Penalty 4846.153275 = -2633394.703184 nChanged 51 SP:Iteration 37Q (3917.460000 sec): 3 clusters Score: Raw -2638249.434692 + Penalty 4846.153275 = -2633403.281416 nChanged 44 SP:Iteration 38Q (3917.740000 sec): 3 clusters Score: Raw -2638255.579205 + Penalty 4846.153275 = -2633409.425930 nChanged 35 SP:Iteration 39Q (3918.000000 sec): 3 clusters Score: Raw -2638261.576342 + Penalty 4846.153275 = -2633415.423067 nChanged 36 SP:Iteration 40F (3918.270000 sec): 3 clusters Score: Raw -2638268.148995 + Penalty 4846.153275 = -2633421.995720 nChanged 47 SP:Iteration 41Q (3918.600000 sec): 3 clusters Score: Raw -2638275.579646 + Penalty 4846.153275 = -2633429.426371 nChanged 40 SP:Iteration 42Q (3918.910000 sec): 3 clusters Score: Raw -2638282.475691 + Penalty 4846.153275 = -2633436.322416 nChanged 50 SP:Iteration 43Q (3919.200000 sec): 3 clusters Score: Raw -2638289.935404 + Penalty 4846.153275 = -2633443.782128 nChanged 47 SP:Iteration 44Q (3919.480000 sec): 3 clusters Score: Raw -2638297.646477 + Penalty 4846.153275 = -2633451.493202 nChanged 31 SP:Iteration 45Q (3919.770000 sec): 3 clusters Score: Raw -2638302.972864 + Penalty 4846.153275 = -2633456.819588 nChanged 36 SP:Iteration 46Q (3920.030000 sec): 3 clusters Score: Raw -2638309.158873 + Penalty 4846.153275 = -2633463.005598 nChanged 32 SP:Iteration 47Q (3920.340000 sec): 3 clusters Score: Raw -2638314.146056 + Penalty 4846.153275 = -2633467.992781 nChanged 32 SP:Iteration 48Q (3920.600000 sec): 3 clusters Score: Raw -2638319.103623 + Penalty 4846.153275 = -2633472.950348 nChanged 34 SP:Iteration 49Q (3920.940000 sec): 3 clusters Score: Raw -2638325.023614 + Penalty 4846.153275 = -2633478.870339 nChanged 37 SP:Iteration 50Q (3921.220000 sec): 3 clusters Score: Raw -2638331.655389 + Penalty 4846.153275 = -2633485.502114 nChanged 47 SP:Iteration 51Q (3921.550000 sec): 3 clusters Score: Raw -2638340.657475 + Penalty 4846.153275 = -2633494.504200 nChanged 49 SP:Iteration 52Q (3921.790000 sec): 3 clusters Score: Raw -2638348.938328 + Penalty 4846.153275 = -2633502.785052 nChanged 46 SP:Iteration 53Q (3922.080000 sec): 3 clusters Score: Raw -2638356.673039 + Penalty 4846.153275 = -2633510.519763 nChanged 45 SP:Iteration 54Q (3922.340000 sec): 3 clusters Score: Raw -2638366.552441 + Penalty 4846.153275 = -2633520.399165 nChanged 52 SP:Iteration 55Q (3922.600000 sec): 3 clusters Score: Raw -2638376.088593 + Penalty 4846.153275 = -2633529.935318 nChanged 40 SP:Iteration 56Q (3922.930000 sec): 3 clusters Score: Raw -2638382.265962 + Penalty 4846.153275 = -2633536.112687 nChanged 28 SP:Iteration 57Q (3923.200000 sec): 3 clusters Score: Raw -2638386.016331 + Penalty 4846.153275 = -2633539.863055 nChanged 24 SP:Iteration 58Q (3923.470000 sec): 3 clusters Score: Raw -2638389.908059 + Penalty 4846.153275 = -2633543.754784 nChanged 27 SP:Iteration 59Q (3923.730000 sec): 3 clusters Score: Raw -2638394.246164 + Penalty 4846.153275 = -2633548.092889 nChanged 17 SP:Iteration 60F (3924.040000 sec): 3 clusters Score: Raw -2638396.376434 + Penalty 4846.153275 = -2633550.223158 nChanged 14 SP:Iteration 61Q (3924.340000 sec): 3 clusters Score: Raw -2638398.345282 + Penalty 4846.153275 = -2633552.192007 nChanged 21 SP:Iteration 62Q (3924.590000 sec): 3 clusters Score: Raw -2638401.321243 + Penalty 4846.153275 = -2633555.167967 nChanged 26 SP:Iteration 63Q (3924.910000 sec): 3 clusters Score: Raw -2638405.262288 + Penalty 4846.153275 = -2633559.109013 nChanged 32 SP:Iteration 64Q (3925.200000 sec): 3 clusters Score: Raw -2638409.936179 + Penalty 4846.153275 = -2633563.782904 nChanged 26 SP:Iteration 65Q (3925.490000 sec): 3 clusters Score: Raw -2638413.865737 + Penalty 4846.153275 = -2633567.712461 nChanged 30 SP:Iteration 66Q (3925.770000 sec): 3 clusters Score: Raw -2638417.792015 + Penalty 4846.153275 = -2633571.638740 nChanged 25 SP:Iteration 67Q (3926.030000 sec): 3 clusters Score: Raw -2638421.024355 + Penalty 4846.153275 = -2633574.871079 nChanged 19 SP:Iteration 68Q (3926.380000 sec): 3 clusters Score: Raw -2638424.056174 + Penalty 4846.153275 = -2633577.902899 nChanged 20 SP:Iteration 69Q (3926.710000 sec): 3 clusters Score: Raw -2638427.292642 + Penalty 4846.153275 = -2633581.139367 nChanged 19 SP:Iteration 70Q (3926.950000 sec): 3 clusters Score: Raw -2638429.714818 + Penalty 4846.153275 = -2633583.561543 nChanged 16 SP:Iteration 71Q (3927.240000 sec): 3 clusters Score: Raw -2638432.098414 + Penalty 4846.153275 = -2633585.945138 nChanged 18 SP:Iteration 72Q (3927.610000 sec): 3 clusters Score: Raw -2638434.269689 + Penalty 4846.153275 = -2633588.116414 nChanged 11 SP:Iteration 73Q (3927.910000 sec): 3 clusters Score: Raw -2638435.577760 + Penalty 4846.153275 = -2633589.424485 nChanged 13 SP:Iteration 74Q (3928.240000 sec): 3 clusters Score: Raw -2638437.384913 + Penalty 4846.153275 = -2633591.231638 nChanged 17 SP:Iteration 75Q (3928.600000 sec): 3 clusters Score: Raw -2638440.141946 + Penalty 4846.153275 = -2633593.988670 nChanged 16 SP:Iteration 76Q (3928.890000 sec): 3 clusters Score: Raw -2638442.512846 + Penalty 4846.153275 = -2633596.359571 nChanged 16 SP:Iteration 77Q (3929.190000 sec): 3 clusters Score: Raw -2638445.181670 + Penalty 4846.153275 = -2633599.028395 nChanged 16 SP:Iteration 78Q (3929.500000 sec): 3 clusters Score: Raw -2638447.125309 + Penalty 4846.153275 = -2633600.972033 nChanged 16 SP:Iteration 79Q (3929.790000 sec): 3 clusters Score: Raw -2638449.474353 + Penalty 4846.153275 = -2633603.321077 nChanged 12 SP:Iteration 80F (3930.100000 sec): 3 clusters Score: Raw -2638451.654661 + Penalty 4846.153275 = -2633605.501385 nChanged 17 SP:Iteration 81Q (3930.350000 sec): 3 clusters Score: Raw -2638454.287471 + Penalty 4846.153275 = -2633608.134195 nChanged 21 SP:Iteration 82Q (3930.610000 sec): 3 clusters Score: Raw -2638457.830977 + Penalty 4846.153275 = -2633611.677701 nChanged 23 SP:Iteration 83Q (3930.890000 sec): 3 clusters Score: Raw -2638461.254079 + Penalty 4846.153275 = -2633615.100803 nChanged 22 SP:Iteration 84Q (3931.240000 sec): 3 clusters Score: Raw -2638464.787675 + Penalty 4846.153275 = -2633618.634400 nChanged 15 SP:Iteration 85Q (3931.570000 sec): 3 clusters Score: Raw -2638467.150332 + Penalty 4846.153275 = -2633620.997057 nChanged 12 SP:Iteration 86Q (3931.830000 sec): 3 clusters Score: Raw -2638468.917575 + Penalty 4846.153275 = -2633622.764300 nChanged 11 SP:Iteration 87Q (3932.110000 sec): 3 clusters Score: Raw -2638470.400213 + Penalty 4846.153275 = -2633624.246937 nChanged 9 SP:Iteration 88Q (3932.360000 sec): 3 clusters Score: Raw -2638471.846272 + Penalty 4846.153275 = -2633625.692996 nChanged 12 SP:Iteration 89Q (3932.650000 sec): 3 clusters Score: Raw -2638473.515743 + Penalty 4846.153275 = -2633627.362468 nChanged 14 SP:Iteration 90Q (3932.920000 sec): 3 clusters Score: Raw -2638475.654308 + Penalty 4846.153275 = -2633629.501032 nChanged 16 SP:Iteration 91Q (3933.120000 sec): 3 clusters Score: Raw -2638477.742611 + Penalty 4846.153275 = -2633631.589335 nChanged 9 SP:Iteration 92Q (3933.420000 sec): 3 clusters Score: Raw -2638479.337828 + Penalty 4846.153275 = -2633633.184552 nChanged 9 SP:Iteration 93Q (3933.660000 sec): 3 clusters Score: Raw -2638480.752352 + Penalty 4846.153275 = -2633634.599077 nChanged 7 SP:Iteration 94Q (3933.930000 sec): 3 clusters Score: Raw -2638481.663475 + Penalty 4846.153275 = -2633635.510200 nChanged 10 SP:Iteration 95Q (3934.200000 sec): 3 clusters Score: Raw -2638482.837383 + Penalty 4846.153275 = -2633636.684108 nChanged 5 SP:Iteration 96Q (3934.400000 sec): 3 clusters Score: Raw -2638483.538336 + Penalty 4846.153275 = -2633637.385060 nChanged 5 SP:Iteration 97Q (3934.660000 sec): 3 clusters Score: Raw -2638484.528538 + Penalty 4846.153275 = -2633638.375262 nChanged 7 SP:Iteration 98Q (3934.970000 sec): 3 clusters Score: Raw -2638485.299995 + Penalty 4846.153275 = -2633639.146719 nChanged 8 SP:Iteration 99Q (3935.250000 sec): 3 clusters Score: Raw -2638486.576874 + Penalty 4846.153275 = -2633640.423598 nChanged 13 SP:Iteration 100F (3935.510000 sec): 3 clusters Score: Raw -2638488.297116 + Penalty 4846.153275 = -2633642.143840 nChanged 8 SP:Iteration 101Q (3935.810000 sec): 3 clusters Score: Raw -2638489.262493 + Penalty 4846.153275 = -2633643.109217 nChanged 6 SP:Iteration 102Q (3936.050000 sec): 3 clusters Score: Raw -2638490.133488 + Penalty 4846.153275 = -2633643.980213 nChanged 6 SP:Iteration 103Q (3936.380000 sec): 3 clusters Score: Raw -2638491.399315 + Penalty 4846.153275 = -2633645.246040 nChanged 11 SP:Iteration 104Q (3936.640000 sec): 3 clusters Score: Raw -2638493.185295 + Penalty 4846.153275 = -2633647.032020 nChanged 9 SP:Iteration 105Q (3936.910000 sec): 3 clusters Score: Raw -2638494.502961 + Penalty 4846.153275 = -2633648.349686 nChanged 11 SP:Iteration 106Q (3937.220000 sec): 3 clusters Score: Raw -2638496.376457 + Penalty 4846.153275 = -2633650.223182 nChanged 10 SP:Iteration 107Q (3937.480000 sec): 3 clusters Score: Raw -2638497.774234 + Penalty 4846.153275 = -2633651.620958 nChanged 7 SP:Iteration 108Q (3937.780000 sec): 3 clusters Score: Raw -2638498.895716 + Penalty 4846.153275 = -2633652.742441 nChanged 5 SP:Iteration 109Q (3938.080000 sec): 3 clusters Score: Raw -2638499.619211 + Penalty 4846.153275 = -2633653.465936 nChanged 5 SP:Iteration 110Q (3938.390000 sec): 3 clusters Score: Raw -2638500.379154 + Penalty 4846.153275 = -2633654.225879 nChanged 4 SP:Iteration 111Q (3938.680000 sec): 3 clusters Score: Raw -2638500.908122 + Penalty 4846.153275 = -2633654.754846 nChanged 2 SP:Iteration 112Q (3938.960000 sec): 3 clusters Score: Raw -2638501.160345 + Penalty 4846.153275 = -2633655.007069 nChanged 4 SP:Iteration 113Q (3939.250000 sec): 3 clusters Score: Raw -2638501.672226 + Penalty 4846.153275 = -2633655.518950 nChanged 1 SP:Iteration 114Q (3939.490000 sec): 3 clusters Score: Raw -2638501.824519 + Penalty 4846.153275 = -2633655.671243 nChanged 1 SP:Iteration 115Q (3939.730000 sec): 3 clusters Score: Raw -2638501.913597 + Penalty 4846.153275 = -2633655.760322 nChanged 0 SP:Iteration 116F (3940.030000 sec): 3 clusters Score: Raw -2638501.913597 + Penalty 4846.153275 = -2633655.760322 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (63407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3940.380000 sec): 2 clusters Score: Raw -9543577.222449 + Penalty 2742.217727 = -9540835.004722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3940.930000 sec): 3 clusters Score: Raw -9503669.495154 + Penalty 5484.435454 = -9498185.059700 nChanged 29640 SP:Iteration 1F (3941.430000 sec): 3 clusters Score: Raw -9520237.920664 + Penalty 5484.435454 = -9514753.485210 nChanged 2396 SP:Iteration 2Q (3942.000000 sec): 3 clusters Score: Raw -9520849.565022 + Penalty 5484.435454 = -9515365.129568 nChanged 2262 SP:Iteration 3Q (3942.610000 sec): 3 clusters Score: Raw -9521474.464154 + Penalty 5484.435454 = -9515990.028700 nChanged 2394 SP:Iteration 4Q (3943.130000 sec): 3 clusters Score: Raw -9522270.460466 + Penalty 5484.435454 = -9516786.025012 nChanged 2672 SP:Iteration 5Q (3943.710000 sec): 3 clusters Score: Raw -9523347.409426 + Penalty 5484.435454 = -9517862.973972 nChanged 3239 SP:Iteration 6F (3944.240000 sec): 3 clusters Score: Raw -9525026.210750 + Penalty 5484.435454 = -9519541.775295 nChanged 4149 SP:Iteration 7F (3944.770000 sec): 3 clusters Score: Raw -9527701.425792 + Penalty 5484.435454 = -9522216.990338 nChanged 5070 SP:Iteration 8F (3945.290000 sec): 3 clusters Score: Raw -9531774.748400 + Penalty 5484.435454 = -9526290.312946 nChanged 5155 SP:Iteration 9F (3945.790000 sec): 3 clusters Score: Raw -9536589.956890 + Penalty 5484.435454 = -9531105.521435 nChanged 4077 SP:Iteration 10F (3946.310000 sec): 3 clusters Score: Raw -9540561.091952 + Penalty 5484.435454 = -9535076.656498 nChanged 2189 SP:Iteration 11Q (3946.850000 sec): 3 clusters Score: Raw -9542662.996694 + Penalty 5484.435454 = -9537178.561240 nChanged 811 SP:Iteration 12Q (3947.480000 sec): 3 clusters Score: Raw -9543417.977404 + Penalty 5484.435454 = -9537933.541950 nChanged 288 SP:Iteration 13Q (3947.970000 sec): 3 clusters Score: Raw -9543719.538721 + Penalty 5484.435454 = -9538235.103267 nChanged 109 SP:Iteration 14Q (3948.550000 sec): 3 clusters Score: Raw -9543841.324983 + Penalty 5484.435454 = -9538356.889529 nChanged 50 SP:Iteration 15Q (3949.020000 sec): 3 clusters Score: Raw -9543898.606785 + Penalty 5484.435454 = -9538414.171331 nChanged 36 SP:Iteration 16Q (3949.520000 sec): 3 clusters Score: Raw -9543939.320093 + Penalty 5484.435454 = -9538454.884639 nChanged 18 SP:Iteration 17Q (3949.940000 sec): 3 clusters Score: Raw -9543959.846349 + Penalty 5484.435454 = -9538475.410895 nChanged 10 SP:Iteration 18Q (3950.380000 sec): 3 clusters Score: Raw -9543969.562969 + Penalty 5484.435454 = -9538485.127515 nChanged 5 SP:Iteration 19Q (3950.810000 sec): 3 clusters Score: Raw -9543974.743350 + Penalty 5484.435454 = -9538490.307896 nChanged 3 SP:Iteration 20F (3951.330000 sec): 3 clusters Score: Raw -9543979.409322 + Penalty 5484.435454 = -9538494.973868 nChanged 4 SP:Iteration 21Q (3951.770000 sec): 3 clusters Score: Raw -9543982.475541 + Penalty 5484.435454 = -9538498.040087 nChanged 1 SP:Iteration 22Q (3952.250000 sec): 3 clusters Score: Raw -9543984.479352 + Penalty 5484.435454 = -9538500.043898 nChanged 2 SP:Iteration 23Q (3952.690000 sec): 3 clusters Score: Raw -9543986.518725 + Penalty 5484.435454 = -9538502.083271 nChanged 0 SP:Iteration 24F (3953.230000 sec): 3 clusters Score: Raw -9543986.518725 + Penalty 5484.435454 = -9538502.083271 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3953.350000 sec): 2 clusters Score: Raw -140895.795529 + Penalty 1696.985454 = -139198.810075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3953.510000 sec): 3 clusters Score: Raw -140702.094326 + Penalty 3393.970908 = -137308.123418 nChanged 232 SP:Iteration 1F (3953.610000 sec): 3 clusters Score: Raw -141008.640185 + Penalty 3393.970908 = -137614.669277 nChanged 70 SP:Iteration 2F (3953.780000 sec): 3 clusters Score: Raw -141180.571104 + Penalty 3393.970908 = -137786.600196 nChanged 49 SP:Iteration 3F (3953.990000 sec): 3 clusters Score: Raw -141327.068599 + Penalty 3393.970908 = -137933.097691 nChanged 50 SP:Iteration 4F (3954.140000 sec): 3 clusters Score: Raw -141496.548979 + Penalty 3393.970908 = -138102.578071 nChanged 57 SP:Iteration 5F (3954.310000 sec): 3 clusters Score: Raw -141663.863315 + Penalty 3393.970908 = -138269.892407 nChanged 46 SP:Iteration 6Q (3954.470000 sec): 3 clusters Score: Raw -141845.159079 + Penalty 3393.970908 = -138451.188171 nChanged 53 SP:Iteration 7F (3954.670000 sec): 3 clusters Score: Raw -142012.593839 + Penalty 3393.970908 = -138618.622931 nChanged 34 SP:Iteration 8Q (3954.870000 sec): 3 clusters Score: Raw -142076.160363 + Penalty 3393.970908 = -138682.189455 nChanged 14 SP:Iteration 9Q (3955.050000 sec): 3 clusters Score: Raw -142106.780682 + Penalty 3393.970908 = -138712.809774 nChanged 12 SP:Iteration 10Q (3955.250000 sec): 3 clusters Score: Raw -142125.939033 + Penalty 3393.970908 = -138731.968125 nChanged 3 SP:Iteration 11Q (3955.390000 sec): 3 clusters Score: Raw -142128.859949 + Penalty 3393.970908 = -138734.889041 nChanged 1 SP:Iteration 12Q (3955.570000 sec): 3 clusters Score: Raw -142130.428389 + Penalty 3393.970908 = -138736.457481 nChanged 1 SP:Iteration 13Q (3955.760000 sec): 3 clusters Score: Raw -142131.964947 + Penalty 3393.970908 = -138737.994039 nChanged 2 SP:Iteration 14Q (3955.950000 sec): 3 clusters Score: Raw -142135.244572 + Penalty 3393.970908 = -138741.273664 nChanged 2 SP:Iteration 15Q (3956.230000 sec): 3 clusters Score: Raw -142137.105345 + Penalty 3393.970908 = -138743.134437 nChanged 1 SP:Iteration 16Q (3956.380000 sec): 3 clusters Score: Raw -142138.216705 + Penalty 3393.970908 = -138744.245797 nChanged 0 SP:Iteration 17F (3956.570000 sec): 3 clusters Score: Raw -142138.216705 + Penalty 3393.970908 = -138744.245797 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (2706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3956.680000 sec): 2 clusters Score: Raw -413149.906241 + Penalty 1960.000249 = -411189.905992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3956.870000 sec): 3 clusters Score: Raw -412012.630384 + Penalty 3920.000497 = -408092.629887 nChanged 922 SP:Iteration 1F (3957.000000 sec): 3 clusters Score: Raw -412608.395274 + Penalty 3920.000497 = -408688.394777 nChanged 205 SP:Iteration 2F (3957.190000 sec): 3 clusters Score: Raw -412750.664820 + Penalty 3920.000497 = -408830.664322 nChanged 116 SP:Iteration 3Q (3957.330000 sec): 3 clusters Score: Raw -412848.068989 + Penalty 3920.000497 = -408928.068491 nChanged 89 SP:Iteration 4Q (3957.540000 sec): 3 clusters Score: Raw -412920.559222 + Penalty 3920.000497 = -409000.558725 nChanged 78 SP:Iteration 5Q (3957.670000 sec): 3 clusters Score: Raw -413005.816303 + Penalty 3920.000497 = -409085.815806 nChanged 82 SP:Iteration 6Q (3957.830000 sec): 3 clusters Score: Raw -413101.907984 + Penalty 3920.000497 = -409181.907487 nChanged 97 SP:Iteration 7Q (3957.990000 sec): 3 clusters Score: Raw -413205.787324 + Penalty 3920.000497 = -409285.786827 nChanged 106 SP:Iteration 8Q (3958.150000 sec): 3 clusters Score: Raw -413295.438848 + Penalty 3920.000497 = -409375.438351 nChanged 95 SP:Iteration 9Q (3958.360000 sec): 3 clusters Score: Raw -413373.092732 + Penalty 3920.000497 = -409453.092235 nChanged 73 SP:Iteration 10Q (3958.570000 sec): 3 clusters Score: Raw -413432.710806 + Penalty 3920.000497 = -409512.710309 nChanged 73 SP:Iteration 11Q (3958.740000 sec): 3 clusters Score: Raw -413489.234895 + Penalty 3920.000497 = -409569.234398 nChanged 58 SP:Iteration 12Q (3958.930000 sec): 3 clusters Score: Raw -413531.206831 + Penalty 3920.000497 = -409611.206334 nChanged 43 SP:Iteration 13Q (3959.130000 sec): 3 clusters Score: Raw -413564.009734 + Penalty 3920.000497 = -409644.009237 nChanged 53 SP:Iteration 14Q (3959.290000 sec): 3 clusters Score: Raw -413601.225813 + Penalty 3920.000497 = -409681.225316 nChanged 48 SP:Iteration 15Q (3959.510000 sec): 3 clusters Score: Raw -413647.432058 + Penalty 3920.000497 = -409727.431561 nChanged 70 SP:Iteration 16Q (3959.720000 sec): 3 clusters Score: Raw -413700.305035 + Penalty 3920.000497 = -409780.304538 nChanged 43 SP:Iteration 17Q (3959.940000 sec): 3 clusters Score: Raw -413731.277327 + Penalty 3920.000497 = -409811.276830 nChanged 45 SP:Iteration 18Q (3960.160000 sec): 3 clusters Score: Raw -413765.206099 + Penalty 3920.000497 = -409845.205602 nChanged 37 SP:Iteration 19Q (3960.360000 sec): 3 clusters Score: Raw -413789.243207 + Penalty 3920.000497 = -409869.242709 nChanged 26 SP:Iteration 20F (3960.530000 sec): 3 clusters Score: Raw -413808.354400 + Penalty 3920.000497 = -409888.353903 nChanged 25 SP:Iteration 21Q (3960.760000 sec): 3 clusters Score: Raw -413829.906904 + Penalty 3920.000497 = -409909.906407 nChanged 25 SP:Iteration 22Q (3960.970000 sec): 3 clusters Score: Raw -413843.356276 + Penalty 3920.000497 = -409923.355778 nChanged 13 SP:Iteration 23Q (3961.200000 sec): 3 clusters Score: Raw -413851.072916 + Penalty 3920.000497 = -409931.072419 nChanged 13 SP:Iteration 24Q (3961.430000 sec): 3 clusters Score: Raw -413859.549086 + Penalty 3920.000497 = -409939.548589 nChanged 12 SP:Iteration 25Q (3961.650000 sec): 3 clusters Score: Raw -413866.473419 + Penalty 3920.000497 = -409946.472922 nChanged 10 SP:Iteration 26Q (3961.920000 sec): 3 clusters Score: Raw -413872.100247 + Penalty 3920.000497 = -409952.099750 nChanged 8 SP:Iteration 27Q (3962.120000 sec): 3 clusters Score: Raw -413877.072129 + Penalty 3920.000497 = -409957.071632 nChanged 9 SP:Iteration 28Q (3962.340000 sec): 3 clusters Score: Raw -413883.872831 + Penalty 3920.000497 = -409963.872334 nChanged 11 SP:Iteration 29Q (3962.540000 sec): 3 clusters Score: Raw -413889.458171 + Penalty 3920.000497 = -409969.457674 nChanged 6 SP:Iteration 30Q (3962.710000 sec): 3 clusters Score: Raw -413892.794260 + Penalty 3920.000497 = -409972.793763 nChanged 4 SP:Iteration 31Q (3962.930000 sec): 3 clusters Score: Raw -413895.099988 + Penalty 3920.000497 = -409975.099491 nChanged 1 SP:Iteration 32Q (3963.130000 sec): 3 clusters Score: Raw -413895.759383 + Penalty 3920.000497 = -409975.758886 nChanged 2 SP:Iteration 33Q (3963.330000 sec): 3 clusters Score: Raw -413897.488481 + Penalty 3920.000497 = -409977.487984 nChanged 6 SP:Iteration 34Q (3963.540000 sec): 3 clusters Score: Raw -413900.717821 + Penalty 3920.000497 = -409980.717324 nChanged 3 SP:Iteration 35Q (3963.760000 sec): 3 clusters Score: Raw -413902.638215 + Penalty 3920.000497 = -409982.637718 nChanged 2 SP:Iteration 36Q (3963.970000 sec): 3 clusters Score: Raw -413903.647926 + Penalty 3920.000497 = -409983.647429 nChanged 2 SP:Iteration 37Q (3964.150000 sec): 3 clusters Score: Raw -413905.059215 + Penalty 3920.000497 = -409985.058718 nChanged 0 SP:Iteration 38F (3964.370000 sec): 3 clusters Score: Raw -413905.059215 + Penalty 3920.000497 = -409985.058718 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3964.420000 sec): 2 clusters Score: Raw -60454.949044 + Penalty 1492.006976 = -58962.942069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3964.620000 sec): 3 clusters Score: Raw -60495.092860 + Penalty 2984.013951 = -57511.078909 nChanged 65 SP:Iteration 1F (3964.820000 sec): 3 clusters Score: Raw -60627.454837 + Penalty 2984.013951 = -57643.440886 nChanged 18 SP:Iteration 2Q (3964.970000 sec): 3 clusters Score: Raw -60669.894209 + Penalty 2984.013951 = -57685.880257 nChanged 2 SP:Iteration 3Q (3965.200000 sec): 3 clusters Score: Raw -60678.779196 + Penalty 2984.013951 = -57694.765245 nChanged 1 SP:Iteration 4Q (3965.370000 sec): 3 clusters Score: Raw -60680.973413 + Penalty 2984.013951 = -57696.959462 nChanged 2 SP:Iteration 5Q (3965.620000 sec): 3 clusters Score: Raw -60688.783397 + Penalty 2984.013951 = -57704.769445 nChanged 2 SP:Iteration 6Q (3965.760000 sec): 3 clusters Score: Raw -60695.528670 + Penalty 2984.013951 = -57711.514718 nChanged 1 SP:Iteration 7Q (3966.050000 sec): 3 clusters Score: Raw -60697.775150 + Penalty 2984.013951 = -57713.761199 nChanged 2 SP:Iteration 8Q (3966.240000 sec): 3 clusters Score: Raw -60702.853904 + Penalty 2984.013951 = -57718.839953 nChanged 1 SP:Iteration 9Q (3966.470000 sec): 3 clusters Score: Raw -60707.744470 + Penalty 2984.013951 = -57723.730519 nChanged 1 SP:Iteration 10Q (3966.690000 sec): 3 clusters Score: Raw -60709.961465 + Penalty 2984.013951 = -57725.947514 nChanged 2 SP:Iteration 11Q (3966.900000 sec): 3 clusters Score: Raw -60711.993806 + Penalty 2984.013951 = -57727.979854 nChanged 2 SP:Iteration 12Q (3967.030000 sec): 3 clusters Score: Raw -60719.958402 + Penalty 2984.013951 = -57735.944451 nChanged 3 SP:Iteration 13Q (3967.170000 sec): 3 clusters Score: Raw -60732.043279 + Penalty 2984.013951 = -57748.029328 nChanged 4 SP:Iteration 14Q (3967.320000 sec): 3 clusters Score: Raw -60745.157728 + Penalty 2984.013951 = -57761.143776 nChanged 3 SP:Iteration 15Q (3967.510000 sec): 3 clusters Score: Raw -60750.899852 + Penalty 2984.013951 = -57766.885901 nChanged 0 SP:Iteration 16F (3967.700000 sec): 3 clusters Score: Raw -60750.899852 + Penalty 2984.013951 = -57766.885901 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3967.820000 sec): 2 clusters Score: Raw -130581.297169 + Penalty 1678.301095 = -128902.996074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3967.970000 sec): 3 clusters Score: Raw -130477.526001 + Penalty 3356.602190 = -127120.923811 nChanged 231 SP:Iteration 1F (3968.240000 sec): 3 clusters Score: Raw -131069.246851 + Penalty 3356.602190 = -127712.644660 nChanged 117 SP:Iteration 2F (3968.430000 sec): 3 clusters Score: Raw -131814.521827 + Penalty 3356.602190 = -128457.919637 nChanged 86 SP:Iteration 3F (3968.610000 sec): 3 clusters Score: Raw -132427.127966 + Penalty 3356.602190 = -129070.525776 nChanged 55 SP:Iteration 4F (3968.770000 sec): 3 clusters Score: Raw -132843.669423 + Penalty 3356.602190 = -129487.067233 nChanged 21 SP:Iteration 5Q (3968.950000 sec): 3 clusters Score: Raw -132955.598196 + Penalty 3356.602190 = -129598.996006 nChanged 9 SP:Iteration 6Q (3969.140000 sec): 3 clusters Score: Raw -133003.406895 + Penalty 3356.602190 = -129646.804705 nChanged 5 SP:Iteration 7Q (3969.320000 sec): 3 clusters Score: Raw -133036.015235 + Penalty 3356.602190 = -129679.413044 nChanged 4 SP:Iteration 8Q (3969.500000 sec): 3 clusters Score: Raw -133071.124153 + Penalty 3356.602190 = -129714.521963 nChanged 7 SP:Iteration 9Q (3969.690000 sec): 3 clusters Score: Raw -133111.406140 + Penalty 3356.602190 = -129754.803950 nChanged 6 SP:Iteration 10Q (3969.850000 sec): 3 clusters Score: Raw -133153.171622 + Penalty 3356.602190 = -129796.569432 nChanged 7 SP:Iteration 11Q (3969.990000 sec): 3 clusters Score: Raw -133185.427613 + Penalty 3356.602190 = -129828.825423 nChanged 4 SP:Iteration 12Q (3970.130000 sec): 3 clusters Score: Raw -133199.351409 + Penalty 3356.602190 = -129842.749219 nChanged 1 SP:Iteration 13Q (3970.270000 sec): 3 clusters Score: Raw -133205.303252 + Penalty 3356.602190 = -129848.701062 nChanged 2 SP:Iteration 14Q (3970.420000 sec): 3 clusters Score: Raw -133208.316837 + Penalty 3356.602190 = -129851.714647 nChanged 0 SP:Iteration 15F (3970.580000 sec): 3 clusters Score: Raw -133208.316837 + Penalty 3356.602190 = -129851.714647 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3970.680000 sec): 2 clusters Score: Raw -62151.603900 + Penalty 1515.643900 = -60635.960000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3970.830000 sec): 3 clusters Score: Raw -62396.290960 + Penalty 3031.287800 = -59365.003159 nChanged 95 SP:Iteration 1F (3971.000000 sec): 3 clusters Score: Raw -62826.618360 + Penalty 3031.287800 = -59795.330560 nChanged 47 SP:Iteration 2F (3971.210000 sec): 3 clusters Score: Raw -63141.104607 + Penalty 3031.287800 = -60109.816806 nChanged 41 SP:Iteration 3F (3971.350000 sec): 3 clusters Score: Raw -63416.044298 + Penalty 3031.287800 = -60384.756498 nChanged 30 SP:Iteration 4F (3971.550000 sec): 3 clusters Score: Raw -63555.597556 + Penalty 3031.287800 = -60524.309756 nChanged 12 SP:Iteration 5Q (3971.690000 sec): 3 clusters Score: Raw -63598.959781 + Penalty 3031.287800 = -60567.671981 nChanged 3 SP:Iteration 6Q (3971.920000 sec): 3 clusters Score: Raw -63615.249985 + Penalty 3031.287800 = -60583.962184 nChanged 1 SP:Iteration 7Q (3972.100000 sec): 3 clusters Score: Raw -63619.606002 + Penalty 3031.287800 = -60588.318202 nChanged 1 SP:Iteration 8Q (3972.270000 sec): 3 clusters Score: Raw -63622.967084 + Penalty 3031.287800 = -60591.679284 nChanged 1 SP:Iteration 9Q (3972.440000 sec): 3 clusters Score: Raw -63626.464044 + Penalty 3031.287800 = -60595.176244 nChanged 0 SP:Iteration 10F (3972.660000 sec): 3 clusters Score: Raw -63626.464044 + Penalty 3031.287800 = -60595.176244 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3972.750000 sec): 2 clusters Score: Raw -152075.519055 + Penalty 1729.902654 = -150345.616401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3972.970000 sec): 3 clusters Score: Raw -151854.807088 + Penalty 3459.805308 = -148395.001780 nChanged 259 SP:Iteration 1F (3973.160000 sec): 3 clusters Score: Raw -152136.849468 + Penalty 3459.805308 = -148677.044160 nChanged 64 SP:Iteration 2F (3973.380000 sec): 3 clusters Score: Raw -152223.177154 + Penalty 3459.805308 = -148763.371846 nChanged 39 SP:Iteration 3Q (3973.560000 sec): 3 clusters Score: Raw -152294.953881 + Penalty 3459.805308 = -148835.148572 nChanged 36 SP:Iteration 4Q (3973.770000 sec): 3 clusters Score: Raw -152359.962576 + Penalty 3459.805308 = -148900.157268 nChanged 30 SP:Iteration 5Q (3973.980000 sec): 3 clusters Score: Raw -152416.930545 + Penalty 3459.805308 = -148957.125237 nChanged 27 SP:Iteration 6Q (3974.160000 sec): 3 clusters Score: Raw -152460.705134 + Penalty 3459.805308 = -149000.899826 nChanged 25 SP:Iteration 7Q (3974.360000 sec): 3 clusters Score: Raw -152506.039373 + Penalty 3459.805308 = -149046.234065 nChanged 27 SP:Iteration 8Q (3974.570000 sec): 3 clusters Score: Raw -152544.641153 + Penalty 3459.805308 = -149084.835845 nChanged 23 SP:Iteration 9Q (3974.780000 sec): 3 clusters Score: Raw -152576.658955 + Penalty 3459.805308 = -149116.853647 nChanged 20 SP:Iteration 10Q (3975.000000 sec): 3 clusters Score: Raw -152602.806680 + Penalty 3459.805308 = -149143.001372 nChanged 20 SP:Iteration 11Q (3975.170000 sec): 3 clusters Score: Raw -152629.358501 + Penalty 3459.805308 = -149169.553193 nChanged 14 SP:Iteration 12Q (3975.360000 sec): 3 clusters Score: Raw -152646.927824 + Penalty 3459.805308 = -149187.122516 nChanged 14 SP:Iteration 13Q (3975.540000 sec): 3 clusters Score: Raw -152672.225221 + Penalty 3459.805308 = -149212.419913 nChanged 15 SP:Iteration 14Q (3975.720000 sec): 3 clusters Score: Raw -152710.472729 + Penalty 3459.805308 = -149250.667421 nChanged 23 SP:Iteration 15Q (3975.900000 sec): 3 clusters Score: Raw -152767.626896 + Penalty 3459.805308 = -149307.821588 nChanged 32 SP:Iteration 16Q (3976.080000 sec): 3 clusters Score: Raw -152866.119974 + Penalty 3459.805308 = -149406.314666 nChanged 36 SP:Iteration 17Q (3976.280000 sec): 3 clusters Score: Raw -152950.346373 + Penalty 3459.805308 = -149490.541065 nChanged 28 SP:Iteration 18Q (3976.460000 sec): 3 clusters Score: Raw -153036.992828 + Penalty 3459.805308 = -149577.187520 nChanged 27 SP:Iteration 19Q (3976.600000 sec): 3 clusters Score: Raw -153109.067942 + Penalty 3459.805308 = -149649.262634 nChanged 25 SP:Iteration 20F (3976.810000 sec): 3 clusters Score: Raw -153156.792265 + Penalty 3459.805308 = -149696.986957 nChanged 19 SP:Iteration 21Q (3977.050000 sec): 3 clusters Score: Raw -153192.371763 + Penalty 3459.805308 = -149732.566455 nChanged 10 SP:Iteration 22Q (3977.260000 sec): 3 clusters Score: Raw -153205.066233 + Penalty 3459.805308 = -149745.260925 nChanged 5 SP:Iteration 23Q (3977.430000 sec): 3 clusters Score: Raw -153215.352749 + Penalty 3459.805308 = -149755.547441 nChanged 3 SP:Iteration 24Q (3977.650000 sec): 3 clusters Score: Raw -153223.207762 + Penalty 3459.805308 = -149763.402454 nChanged 4 SP:Iteration 25Q (3977.870000 sec): 3 clusters Score: Raw -153230.799267 + Penalty 3459.805308 = -149770.993959 nChanged 2 SP:Iteration 26Q (3978.080000 sec): 3 clusters Score: Raw -153233.100857 + Penalty 3459.805308 = -149773.295549 nChanged 2 SP:Iteration 27Q (3978.240000 sec): 3 clusters Score: Raw -153235.189713 + Penalty 3459.805308 = -149775.384405 nChanged 2 SP:Iteration 28Q (3978.420000 sec): 3 clusters Score: Raw -153236.357098 + Penalty 3459.805308 = -149776.551790 nChanged 1 SP:Iteration 29Q (3978.620000 sec): 3 clusters Score: Raw -153237.752724 + Penalty 3459.805308 = -149777.947416 nChanged 1 SP:Iteration 30Q (3978.850000 sec): 3 clusters Score: Raw -153240.620434 + Penalty 3459.805308 = -149780.815126 nChanged 0 SP:Iteration 31F (3979.010000 sec): 3 clusters Score: Raw -153240.620434 + Penalty 3459.805308 = -149780.815126 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (21802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3979.260000 sec): 2 clusters Score: Raw -3273445.812325 + Penalty 2477.459733 = -3270968.352592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3979.590000 sec): 3 clusters Score: Raw -3260788.588176 + Penalty 4954.919466 = -3255833.668710 nChanged 9718 SP:Iteration 1F (3979.900000 sec): 3 clusters Score: Raw -3265963.900227 + Penalty 4954.919466 = -3261008.980761 nChanged 1220 SP:Iteration 2F (3980.280000 sec): 3 clusters Score: Raw -3266435.151361 + Penalty 4954.919466 = -3261480.231895 nChanged 1109 SP:Iteration 3F (3980.640000 sec): 3 clusters Score: Raw -3266916.999890 + Penalty 4954.919466 = -3261962.080424 nChanged 1110 SP:Iteration 4F (3980.950000 sec): 3 clusters Score: Raw -3267476.936352 + Penalty 4954.919466 = -3262522.016886 nChanged 1229 SP:Iteration 5F (3981.280000 sec): 3 clusters Score: Raw -3268196.090156 + Penalty 4954.919466 = -3263241.170690 nChanged 1353 SP:Iteration 6F (3981.660000 sec): 3 clusters Score: Raw -3269121.752555 + Penalty 4954.919466 = -3264166.833089 nChanged 1365 SP:Iteration 7F (3981.960000 sec): 3 clusters Score: Raw -3270135.279482 + Penalty 4954.919466 = -3265180.360016 nChanged 1315 SP:Iteration 8F (3982.290000 sec): 3 clusters Score: Raw -3271181.862632 + Penalty 4954.919466 = -3266226.943166 nChanged 1089 SP:Iteration 9Q (3982.640000 sec): 3 clusters Score: Raw -3272041.947958 + Penalty 4954.919466 = -3267087.028492 nChanged 807 SP:Iteration 10Q (3982.960000 sec): 3 clusters Score: Raw -3272660.120805 + Penalty 4954.919466 = -3267705.201339 nChanged 560 SP:Iteration 11Q (3983.270000 sec): 3 clusters Score: Raw -3273079.643658 + Penalty 4954.919466 = -3268124.724193 nChanged 386 SP:Iteration 12Q (3983.580000 sec): 3 clusters Score: Raw -3273337.406965 + Penalty 4954.919466 = -3268382.487499 nChanged 259 SP:Iteration 13Q (3983.860000 sec): 3 clusters Score: Raw -3273523.072282 + Penalty 4954.919466 = -3268568.152816 nChanged 166 SP:Iteration 14Q (3984.160000 sec): 3 clusters Score: Raw -3273636.046756 + Penalty 4954.919466 = -3268681.127290 nChanged 111 SP:Iteration 15Q (3984.430000 sec): 3 clusters Score: Raw -3273716.396697 + Penalty 4954.919466 = -3268761.477231 nChanged 74 SP:Iteration 16Q (3984.780000 sec): 3 clusters Score: Raw -3273766.652597 + Penalty 4954.919466 = -3268811.733131 nChanged 54 SP:Iteration 17Q (3985.130000 sec): 3 clusters Score: Raw -3273806.329729 + Penalty 4954.919466 = -3268851.410263 nChanged 40 SP:Iteration 18Q (3985.480000 sec): 3 clusters Score: Raw -3273836.333894 + Penalty 4954.919466 = -3268881.414428 nChanged 31 SP:Iteration 19Q (3985.800000 sec): 3 clusters Score: Raw -3273857.550052 + Penalty 4954.919466 = -3268902.630586 nChanged 26 SP:Iteration 20F (3986.080000 sec): 3 clusters Score: Raw -3273875.492912 + Penalty 4954.919466 = -3268920.573446 nChanged 16 SP:Iteration 21Q (3986.320000 sec): 3 clusters Score: Raw -3273886.033357 + Penalty 4954.919466 = -3268931.113891 nChanged 11 SP:Iteration 22Q (3986.650000 sec): 3 clusters Score: Raw -3273893.319470 + Penalty 4954.919466 = -3268938.400004 nChanged 10 SP:Iteration 23Q (3987.020000 sec): 3 clusters Score: Raw -3273899.777459 + Penalty 4954.919466 = -3268944.857993 nChanged 7 SP:Iteration 24Q (3987.290000 sec): 3 clusters Score: Raw -3273902.995181 + Penalty 4954.919466 = -3268948.075715 nChanged 5 SP:Iteration 25Q (3987.590000 sec): 3 clusters Score: Raw -3273906.741611 + Penalty 4954.919466 = -3268951.822145 nChanged 5 SP:Iteration 26Q (3987.960000 sec): 3 clusters Score: Raw -3273909.392284 + Penalty 4954.919466 = -3268954.472818 nChanged 2 SP:Iteration 27Q (3988.310000 sec): 3 clusters Score: Raw -3273910.121225 + Penalty 4954.919466 = -3268955.201760 nChanged 0 SP:Iteration 28F (3988.620000 sec): 3 clusters Score: Raw -3273910.121225 + Penalty 4954.919466 = -3268955.201760 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3988.720000 sec): 2 clusters Score: Raw -39579.871048 + Penalty 1409.527782 = -38170.343265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3988.930000 sec): 3 clusters Score: Raw -39724.324670 + Penalty 2819.055565 = -36905.269106 nChanged 32 SP:Iteration 1F (3989.090000 sec): 3 clusters Score: Raw -39874.922897 + Penalty 2819.055565 = -37055.867332 nChanged 12 SP:Iteration 2Q (3989.300000 sec): 3 clusters Score: Raw -39929.358930 + Penalty 2819.055565 = -37110.303365 nChanged 6 SP:Iteration 3Q (3989.490000 sec): 3 clusters Score: Raw -39955.305487 + Penalty 2819.055565 = -37136.249923 nChanged 11 SP:Iteration 4Q (3989.680000 sec): 3 clusters Score: Raw -40001.201238 + Penalty 2819.055565 = -37182.145673 nChanged 5 SP:Iteration 5Q (3989.860000 sec): 3 clusters Score: Raw -40029.683821 + Penalty 2819.055565 = -37210.628256 nChanged 4 SP:Iteration 6Q (3990.040000 sec): 3 clusters Score: Raw -40043.840525 + Penalty 2819.055565 = -37224.784961 nChanged 5 SP:Iteration 7Q (3990.210000 sec): 3 clusters Score: Raw -40059.880201 + Penalty 2819.055565 = -37240.824637 nChanged 2 SP:Iteration 8Q (3990.420000 sec): 3 clusters Score: Raw -40063.094514 + Penalty 2819.055565 = -37244.038949 nChanged 2 SP:Iteration 9Q (3990.580000 sec): 3 clusters Score: Raw -40067.777913 + Penalty 2819.055565 = -37248.722349 nChanged 1 SP:Iteration 10Q (3990.760000 sec): 3 clusters Score: Raw -40071.936326 + Penalty 2819.055565 = -37252.880762 nChanged 0 SP:Iteration 11F (3990.980000 sec): 3 clusters Score: Raw -40071.936326 + Penalty 2819.055565 = -37252.880762 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3991.030000 sec): 2 clusters Score: Raw -38055.935023 + Penalty 1406.130469 = -36649.804554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3991.200000 sec): 3 clusters Score: Raw -38179.507569 + Penalty 2812.260938 = -35367.246631 nChanged 41 SP:Iteration 1F (3991.440000 sec): 3 clusters Score: Raw -38321.170123 + Penalty 2812.260938 = -35508.909185 nChanged 11 SP:Iteration 2Q (3991.620000 sec): 3 clusters Score: Raw -38373.524557 + Penalty 2812.260938 = -35561.263619 nChanged 4 SP:Iteration 3Q (3991.780000 sec): 3 clusters Score: Raw -38385.675874 + Penalty 2812.260938 = -35573.414936 nChanged 7 SP:Iteration 4Q (3991.970000 sec): 3 clusters Score: Raw -38408.058413 + Penalty 2812.260938 = -35595.797475 nChanged 2 SP:Iteration 5Q (3992.170000 sec): 3 clusters Score: Raw -38414.287817 + Penalty 2812.260938 = -35602.026879 nChanged 0 SP:Iteration 6F (3992.310000 sec): 3 clusters Score: Raw -38414.287817 + Penalty 2812.260938 = -35602.026879 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3992.360000 sec): 2 clusters Score: Raw -113480.922320 + Penalty 1647.336727 = -111833.585593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3992.570000 sec): 3 clusters Score: Raw -113362.260075 + Penalty 3294.673453 = -110067.586621 nChanged 152 SP:Iteration 1F (3992.800000 sec): 3 clusters Score: Raw -113592.509276 + Penalty 3294.673453 = -110297.835823 nChanged 51 SP:Iteration 2F (3992.970000 sec): 3 clusters Score: Raw -113748.896692 + Penalty 3294.673453 = -110454.223238 nChanged 38 SP:Iteration 3Q (3993.100000 sec): 3 clusters Score: Raw -113851.904911 + Penalty 3294.673453 = -110557.231458 nChanged 36 SP:Iteration 4Q (3993.310000 sec): 3 clusters Score: Raw -113975.828435 + Penalty 3294.673453 = -110681.154981 nChanged 28 SP:Iteration 5Q (3993.480000 sec): 3 clusters Score: Raw -114095.682321 + Penalty 3294.673453 = -110801.008867 nChanged 31 SP:Iteration 6Q (3993.670000 sec): 3 clusters Score: Raw -114196.414206 + Penalty 3294.673453 = -110901.740752 nChanged 22 SP:Iteration 7Q (3993.860000 sec): 3 clusters Score: Raw -114251.380191 + Penalty 3294.673453 = -110956.706738 nChanged 14 SP:Iteration 8Q (3994.090000 sec): 3 clusters Score: Raw -114285.423642 + Penalty 3294.673453 = -110990.750188 nChanged 14 SP:Iteration 9Q (3994.300000 sec): 3 clusters Score: Raw -114312.765146 + Penalty 3294.673453 = -111018.091693 nChanged 11 SP:Iteration 10Q (3994.450000 sec): 3 clusters Score: Raw -114330.436839 + Penalty 3294.673453 = -111035.763386 nChanged 3 SP:Iteration 11Q (3994.630000 sec): 3 clusters Score: Raw -114334.578487 + Penalty 3294.673453 = -111039.905033 nChanged 4 SP:Iteration 12Q (3994.870000 sec): 3 clusters Score: Raw -114341.255684 + Penalty 3294.673453 = -111046.582230 nChanged 4 SP:Iteration 13Q (3995.040000 sec): 3 clusters Score: Raw -114355.935965 + Penalty 3294.673453 = -111061.262512 nChanged 6 SP:Iteration 14Q (3995.240000 sec): 3 clusters Score: Raw -114366.029884 + Penalty 3294.673453 = -111071.356431 nChanged 4 SP:Iteration 15Q (3995.430000 sec): 3 clusters Score: Raw -114371.837791 + Penalty 3294.673453 = -111077.164338 nChanged 2 SP:Iteration 16Q (3995.620000 sec): 3 clusters Score: Raw -114375.362039 + Penalty 3294.673453 = -111080.688586 nChanged 1 SP:Iteration 17Q (3995.780000 sec): 3 clusters Score: Raw -114378.356020 + Penalty 3294.673453 = -111083.682567 nChanged 1 SP:Iteration 18Q (3995.940000 sec): 3 clusters Score: Raw -114380.648556 + Penalty 3294.673453 = -111085.975103 nChanged 0 SP:Iteration 19F (3996.100000 sec): 3 clusters Score: Raw -114380.648556 + Penalty 3294.673453 = -111085.975103 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (5658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3996.220000 sec): 2 clusters Score: Raw -859324.879067 + Penalty 2142.924786 = -857181.954280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3996.420000 sec): 3 clusters Score: Raw -856498.782185 + Penalty 4285.849573 = -852212.932612 nChanged 2210 SP:Iteration 1F (3996.620000 sec): 3 clusters Score: Raw -857678.482213 + Penalty 4285.849573 = -853392.632640 nChanged 439 SP:Iteration 2F (3996.850000 sec): 3 clusters Score: Raw -857924.936596 + Penalty 4285.849573 = -853639.087023 nChanged 314 SP:Iteration 3F (3997.090000 sec): 3 clusters Score: Raw -858110.817763 + Penalty 4285.849573 = -853824.968190 nChanged 259 SP:Iteration 4Q (3997.300000 sec): 3 clusters Score: Raw -858270.559253 + Penalty 4285.849573 = -853984.709680 nChanged 242 SP:Iteration 5Q (3997.500000 sec): 3 clusters Score: Raw -858427.401107 + Penalty 4285.849573 = -854141.551534 nChanged 254 SP:Iteration 6Q (3997.760000 sec): 3 clusters Score: Raw -858620.242636 + Penalty 4285.849573 = -854334.393063 nChanged 258 SP:Iteration 7Q (3997.980000 sec): 3 clusters Score: Raw -858811.417984 + Penalty 4285.849573 = -854525.568411 nChanged 234 SP:Iteration 8Q (3998.240000 sec): 3 clusters Score: Raw -858990.269760 + Penalty 4285.849573 = -854704.420187 nChanged 233 SP:Iteration 9Q (3998.440000 sec): 3 clusters Score: Raw -859162.981975 + Penalty 4285.849573 = -854877.132402 nChanged 213 SP:Iteration 10Q (3998.630000 sec): 3 clusters Score: Raw -859307.280725 + Penalty 4285.849573 = -855021.431152 nChanged 186 SP:Iteration 11Q (3998.870000 sec): 3 clusters Score: Raw -859438.408492 + Penalty 4285.849573 = -855152.558919 nChanged 155 SP:Iteration 12Q (3999.080000 sec): 3 clusters Score: Raw -859538.934393 + Penalty 4285.849573 = -855253.084820 nChanged 123 SP:Iteration 13Q (3999.340000 sec): 3 clusters Score: Raw -859603.254395 + Penalty 4285.849573 = -855317.404822 nChanged 96 SP:Iteration 14Q (3999.550000 sec): 3 clusters Score: Raw -859654.636377 + Penalty 4285.849573 = -855368.786805 nChanged 69 SP:Iteration 15Q (3999.760000 sec): 3 clusters Score: Raw -859687.029043 + Penalty 4285.849573 = -855401.179470 nChanged 49 SP:Iteration 16Q (4000.020000 sec): 3 clusters Score: Raw -859708.161683 + Penalty 4285.849573 = -855422.312110 nChanged 38 SP:Iteration 17Q (4000.250000 sec): 3 clusters Score: Raw -859723.723407 + Penalty 4285.849573 = -855437.873834 nChanged 35 SP:Iteration 18Q (4000.440000 sec): 3 clusters Score: Raw -859739.358157 + Penalty 4285.849573 = -855453.508584 nChanged 30 SP:Iteration 19Q (4000.710000 sec): 3 clusters Score: Raw -859753.478289 + Penalty 4285.849573 = -855467.628716 nChanged 29 SP:Iteration 20F (4000.960000 sec): 3 clusters Score: Raw -859766.296109 + Penalty 4285.849573 = -855480.446536 nChanged 21 SP:Iteration 21Q (4001.170000 sec): 3 clusters Score: Raw -859774.233970 + Penalty 4285.849573 = -855488.384398 nChanged 14 SP:Iteration 22Q (4001.380000 sec): 3 clusters Score: Raw -859779.714770 + Penalty 4285.849573 = -855493.865197 nChanged 13 SP:Iteration 23Q (4001.620000 sec): 3 clusters Score: Raw -859783.321146 + Penalty 4285.849573 = -855497.471573 nChanged 7 SP:Iteration 24Q (4001.860000 sec): 3 clusters Score: Raw -859784.652345 + Penalty 4285.849573 = -855498.802772 nChanged 4 SP:Iteration 25Q (4002.080000 sec): 3 clusters Score: Raw -859785.930330 + Penalty 4285.849573 = -855500.080757 nChanged 5 SP:Iteration 26Q (4002.290000 sec): 3 clusters Score: Raw -859787.934050 + Penalty 4285.849573 = -855502.084477 nChanged 3 SP:Iteration 27Q (4002.520000 sec): 3 clusters Score: Raw -859788.529783 + Penalty 4285.849573 = -855502.680210 nChanged 1 SP:Iteration 28Q (4002.760000 sec): 3 clusters Score: Raw -859788.650887 + Penalty 4285.849573 = -855502.801314 nChanged 0 SP:Iteration 29F (4002.990000 sec): 3 clusters Score: Raw -859788.650887 + Penalty 4285.849573 = -855502.801314 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4003.070000 sec): 2 clusters Score: Raw -158913.719771 + Penalty 1752.060239 = -157161.659532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4003.260000 sec): 3 clusters Score: Raw -158621.192717 + Penalty 3504.120478 = -155117.072240 nChanged 311 SP:Iteration 1F (4003.560000 sec): 3 clusters Score: Raw -158958.587408 + Penalty 3504.120478 = -155454.466930 nChanged 95 SP:Iteration 2F (4003.760000 sec): 3 clusters Score: Raw -159093.912664 + Penalty 3504.120478 = -155589.792187 nChanged 63 SP:Iteration 3F (4003.940000 sec): 3 clusters Score: Raw -159206.375711 + Penalty 3504.120478 = -155702.255233 nChanged 59 SP:Iteration 4F (4004.120000 sec): 3 clusters Score: Raw -159313.137309 + Penalty 3504.120478 = -155809.016831 nChanged 45 SP:Iteration 5Q (4004.390000 sec): 3 clusters Score: Raw -159399.418785 + Penalty 3504.120478 = -155895.298308 nChanged 47 SP:Iteration 6Q (4004.580000 sec): 3 clusters Score: Raw -159514.576335 + Penalty 3504.120478 = -156010.455857 nChanged 46 SP:Iteration 7Q (4004.780000 sec): 3 clusters Score: Raw -159603.847187 + Penalty 3504.120478 = -156099.726710 nChanged 36 SP:Iteration 8Q (4005.010000 sec): 3 clusters Score: Raw -159659.997476 + Penalty 3504.120478 = -156155.876998 nChanged 30 SP:Iteration 9Q (4005.200000 sec): 3 clusters Score: Raw -159727.135186 + Penalty 3504.120478 = -156223.014708 nChanged 28 SP:Iteration 10Q (4005.390000 sec): 3 clusters Score: Raw -159793.243750 + Penalty 3504.120478 = -156289.123272 nChanged 28 SP:Iteration 11Q (4005.560000 sec): 3 clusters Score: Raw -159851.186162 + Penalty 3504.120478 = -156347.065685 nChanged 18 SP:Iteration 12Q (4005.750000 sec): 3 clusters Score: Raw -159874.264013 + Penalty 3504.120478 = -156370.143536 nChanged 5 SP:Iteration 13Q (4006.020000 sec): 3 clusters Score: Raw -159880.686360 + Penalty 3504.120478 = -156376.565882 nChanged 3 SP:Iteration 14Q (4006.230000 sec): 3 clusters Score: Raw -159883.319571 + Penalty 3504.120478 = -156379.199093 nChanged 4 SP:Iteration 15Q (4006.380000 sec): 3 clusters Score: Raw -159888.552415 + Penalty 3504.120478 = -156384.431937 nChanged 1 SP:Iteration 16Q (4006.590000 sec): 3 clusters Score: Raw -159890.061483 + Penalty 3504.120478 = -156385.941006 nChanged 0 SP:Iteration 17F (4006.780000 sec): 3 clusters Score: Raw -159890.511306 + Penalty 3504.120478 = -156386.390828 nChanged 1 SP:Iteration 18Q (4006.960000 sec): 3 clusters Score: Raw -159906.029739 + Penalty 3504.120478 = -156401.909261 nChanged 7 SP:Iteration 19Q (4007.180000 sec): 3 clusters Score: Raw -159915.829642 + Penalty 3504.120478 = -156411.709164 nChanged 7 SP:Iteration 20F (4007.360000 sec): 3 clusters Score: Raw -159924.674790 + Penalty 3504.120478 = -156420.554313 nChanged 5 SP:Iteration 21Q (4007.560000 sec): 3 clusters Score: Raw -159932.276778 + Penalty 3504.120478 = -156428.156300 nChanged 9 SP:Iteration 22Q (4007.780000 sec): 3 clusters Score: Raw -159957.185942 + Penalty 3504.120478 = -156453.065464 nChanged 8 SP:Iteration 23Q (4007.990000 sec): 3 clusters Score: Raw -159972.014476 + Penalty 3504.120478 = -156467.893998 nChanged 7 SP:Iteration 24Q (4008.210000 sec): 3 clusters Score: Raw -159982.546873 + Penalty 3504.120478 = -156478.426395 nChanged 9 SP:Iteration 25Q (4008.420000 sec): 3 clusters Score: Raw -159994.914563 + Penalty 3504.120478 = -156490.794086 nChanged 5 SP:Iteration 26Q (4008.630000 sec): 3 clusters Score: Raw -160003.666387 + Penalty 3504.120478 = -156499.545909 nChanged 6 SP:Iteration 27Q (4008.810000 sec): 3 clusters Score: Raw -160014.555301 + Penalty 3504.120478 = -156510.434824 nChanged 5 SP:Iteration 28Q (4009.020000 sec): 3 clusters Score: Raw -160023.750808 + Penalty 3504.120478 = -156519.630330 nChanged 2 SP:Iteration 29Q (4009.210000 sec): 3 clusters Score: Raw -160028.665832 + Penalty 3504.120478 = -156524.545355 nChanged 4 SP:Iteration 30Q (4009.470000 sec): 3 clusters Score: Raw -160034.800088 + Penalty 3504.120478 = -156530.679610 nChanged 3 SP:Iteration 31Q (4009.660000 sec): 3 clusters Score: Raw -160043.033863 + Penalty 3504.120478 = -156538.913385 nChanged 4 SP:Iteration 32Q (4009.770000 sec): 3 clusters Score: Raw -160049.365827 + Penalty 3504.120478 = -156545.245349 nChanged 3 SP:Iteration 33Q (4010.000000 sec): 3 clusters Score: Raw -160054.572314 + Penalty 3504.120478 = -156550.451836 nChanged 2 SP:Iteration 34Q (4010.170000 sec): 3 clusters Score: Raw -160056.316180 + Penalty 3504.120478 = -156552.195702 nChanged 1 SP:Iteration 35Q (4010.320000 sec): 3 clusters Score: Raw -160057.112139 + Penalty 3504.120478 = -156552.991662 nChanged 0 SP:Iteration 36F (4010.510000 sec): 3 clusters Score: Raw -160057.112139 + Penalty 3504.120478 = -156552.991662 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (3460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4010.630000 sec): 2 clusters Score: Raw -508389.355119 + Penalty 2020.957919 = -506368.397200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4010.860000 sec): 3 clusters Score: Raw -506859.260205 + Penalty 4041.915839 = -502817.344366 nChanged 1264 SP:Iteration 1F (4011.110000 sec): 3 clusters Score: Raw -507706.190583 + Penalty 4041.915839 = -503664.274745 nChanged 299 SP:Iteration 2F (4011.310000 sec): 3 clusters Score: Raw -507967.705252 + Penalty 4041.915839 = -503925.789413 nChanged 208 SP:Iteration 3F (4011.550000 sec): 3 clusters Score: Raw -508155.156657 + Penalty 4041.915839 = -504113.240818 nChanged 182 SP:Iteration 4F (4011.750000 sec): 3 clusters Score: Raw -508350.692673 + Penalty 4041.915839 = -504308.776834 nChanged 159 SP:Iteration 5Q (4011.970000 sec): 3 clusters Score: Raw -508532.983826 + Penalty 4041.915839 = -504491.067987 nChanged 166 SP:Iteration 6Q (4012.220000 sec): 3 clusters Score: Raw -508723.082673 + Penalty 4041.915839 = -504681.166835 nChanged 148 SP:Iteration 7Q (4012.440000 sec): 3 clusters Score: Raw -508910.335123 + Penalty 4041.915839 = -504868.419285 nChanged 119 SP:Iteration 8Q (4012.600000 sec): 3 clusters Score: Raw -509089.044423 + Penalty 4041.915839 = -505047.128584 nChanged 118 SP:Iteration 9Q (4012.820000 sec): 3 clusters Score: Raw -509331.490366 + Penalty 4041.915839 = -505289.574528 nChanged 140 SP:Iteration 10Q (4013.010000 sec): 3 clusters Score: Raw -509608.280807 + Penalty 4041.915839 = -505566.364969 nChanged 145 SP:Iteration 11Q (4013.180000 sec): 3 clusters Score: Raw -509820.100783 + Penalty 4041.915839 = -505778.184944 nChanged 146 SP:Iteration 12Q (4013.350000 sec): 3 clusters Score: Raw -510013.253742 + Penalty 4041.915839 = -505971.337904 nChanged 130 SP:Iteration 13Q (4013.550000 sec): 3 clusters Score: Raw -510198.022809 + Penalty 4041.915839 = -506156.106971 nChanged 117 SP:Iteration 14Q (4013.750000 sec): 3 clusters Score: Raw -510325.293834 + Penalty 4041.915839 = -506283.377995 nChanged 79 SP:Iteration 15Q (4013.950000 sec): 3 clusters Score: Raw -510377.646941 + Penalty 4041.915839 = -506335.731103 nChanged 53 SP:Iteration 16Q (4014.200000 sec): 3 clusters Score: Raw -510419.237543 + Penalty 4041.915839 = -506377.321705 nChanged 33 SP:Iteration 17Q (4014.360000 sec): 3 clusters Score: Raw -510440.613206 + Penalty 4041.915839 = -506398.697367 nChanged 27 SP:Iteration 18Q (4014.600000 sec): 3 clusters Score: Raw -510456.629198 + Penalty 4041.915839 = -506414.713360 nChanged 17 SP:Iteration 19Q (4014.770000 sec): 3 clusters Score: Raw -510464.040481 + Penalty 4041.915839 = -506422.124643 nChanged 7 SP:Iteration 20F (4014.960000 sec): 3 clusters Score: Raw -510466.925740 + Penalty 4041.915839 = -506425.009901 nChanged 12 SP:Iteration 21Q (4015.150000 sec): 3 clusters Score: Raw -510473.405073 + Penalty 4041.915839 = -506431.489234 nChanged 6 SP:Iteration 22Q (4015.330000 sec): 3 clusters Score: Raw -510476.468145 + Penalty 4041.915839 = -506434.552306 nChanged 6 SP:Iteration 23Q (4015.570000 sec): 3 clusters Score: Raw -510479.345377 + Penalty 4041.915839 = -506437.429538 nChanged 5 SP:Iteration 24Q (4015.770000 sec): 3 clusters Score: Raw -510481.605690 + Penalty 4041.915839 = -506439.689852 nChanged 6 SP:Iteration 25Q (4015.970000 sec): 3 clusters Score: Raw -510483.494992 + Penalty 4041.915839 = -506441.579154 nChanged 2 SP:Iteration 26Q (4016.200000 sec): 3 clusters Score: Raw -510484.166068 + Penalty 4041.915839 = -506442.250230 nChanged 0 SP:Iteration 27F (4016.430000 sec): 3 clusters Score: Raw -510484.166068 + Penalty 4041.915839 = -506442.250230 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4016.520000 sec): 2 clusters Score: Raw -66990.123241 + Penalty 1516.741247 = -65473.381994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4016.730000 sec): 3 clusters Score: Raw -67029.364244 + Penalty 3033.482494 = -63995.881749 nChanged 68 SP:Iteration 1F (4016.930000 sec): 3 clusters Score: Raw -67171.197810 + Penalty 3033.482494 = -64137.715316 nChanged 22 SP:Iteration 2Q (4017.110000 sec): 3 clusters Score: Raw -67221.161649 + Penalty 3033.482494 = -64187.679155 nChanged 7 SP:Iteration 3Q (4017.290000 sec): 3 clusters Score: Raw -67239.557565 + Penalty 3033.482494 = -64206.075071 nChanged 6 SP:Iteration 4Q (4017.420000 sec): 3 clusters Score: Raw -67253.736620 + Penalty 3033.482494 = -64220.254126 nChanged 4 SP:Iteration 5Q (4017.610000 sec): 3 clusters Score: Raw -67265.253647 + Penalty 3033.482494 = -64231.771153 nChanged 2 SP:Iteration 6Q (4017.800000 sec): 3 clusters Score: Raw -67268.834042 + Penalty 3033.482494 = -64235.351548 nChanged 1 SP:Iteration 7Q (4018.030000 sec): 3 clusters Score: Raw -67269.464873 + Penalty 3033.482494 = -64235.982379 nChanged 0 SP:Iteration 8F (4018.200000 sec): 3 clusters Score: Raw -67269.464873 + Penalty 3033.482494 = -64235.982379 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4018.340000 sec): 2 clusters Score: Raw -250255.944812 + Penalty 1849.916046 = -248406.028766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4018.520000 sec): 3 clusters Score: Raw -249695.139065 + Penalty 3699.832092 = -245995.306973 nChanged 495 SP:Iteration 1F (4018.690000 sec): 3 clusters Score: Raw -250126.914866 + Penalty 3699.832092 = -246427.082774 nChanged 156 SP:Iteration 2F (4018.880000 sec): 3 clusters Score: Raw -250334.632971 + Penalty 3699.832092 = -246634.800879 nChanged 107 SP:Iteration 3F (4019.070000 sec): 3 clusters Score: Raw -250500.962144 + Penalty 3699.832092 = -246801.130052 nChanged 99 SP:Iteration 4F (4019.230000 sec): 3 clusters Score: Raw -250621.025812 + Penalty 3699.832092 = -246921.193720 nChanged 71 SP:Iteration 5Q (4019.410000 sec): 3 clusters Score: Raw -250695.729921 + Penalty 3699.832092 = -246995.897829 nChanged 50 SP:Iteration 6Q (4019.630000 sec): 3 clusters Score: Raw -250739.407039 + Penalty 3699.832092 = -247039.574946 nChanged 34 SP:Iteration 7Q (4019.830000 sec): 3 clusters Score: Raw -250772.270414 + Penalty 3699.832092 = -247072.438322 nChanged 27 SP:Iteration 8Q (4020.030000 sec): 3 clusters Score: Raw -250794.730981 + Penalty 3699.832092 = -247094.898889 nChanged 14 SP:Iteration 9Q (4020.250000 sec): 3 clusters Score: Raw -250810.243734 + Penalty 3699.832092 = -247110.411642 nChanged 12 SP:Iteration 10Q (4020.430000 sec): 3 clusters Score: Raw -250819.892236 + Penalty 3699.832092 = -247120.060144 nChanged 13 SP:Iteration 11Q (4020.670000 sec): 3 clusters Score: Raw -250831.207054 + Penalty 3699.832092 = -247131.374962 nChanged 12 SP:Iteration 12Q (4020.830000 sec): 3 clusters Score: Raw -250844.355799 + Penalty 3699.832092 = -247144.523707 nChanged 8 SP:Iteration 13Q (4021.030000 sec): 3 clusters Score: Raw -250851.626424 + Penalty 3699.832092 = -247151.794332 nChanged 3 SP:Iteration 14Q (4021.220000 sec): 3 clusters Score: Raw -250853.462496 + Penalty 3699.832092 = -247153.630404 nChanged 3 SP:Iteration 15Q (4021.420000 sec): 3 clusters Score: Raw -250855.499772 + Penalty 3699.832092 = -247155.667680 nChanged 3 SP:Iteration 16Q (4021.560000 sec): 3 clusters Score: Raw -250857.599586 + Penalty 3699.832092 = -247157.767494 nChanged 5 SP:Iteration 17Q (4021.770000 sec): 3 clusters Score: Raw -250861.789494 + Penalty 3699.832092 = -247161.957402 nChanged 3 SP:Iteration 18Q (4021.990000 sec): 3 clusters Score: Raw -250863.089045 + Penalty 3699.832092 = -247163.256953 nChanged 2 SP:Iteration 19Q (4022.220000 sec): 3 clusters Score: Raw -250864.235416 + Penalty 3699.832092 = -247164.403324 nChanged 0 SP:Iteration 20F (4022.440000 sec): 3 clusters Score: Raw -250864.235416 + Penalty 3699.832092 = -247164.403324 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4022.510000 sec): 2 clusters Score: Raw -21632.155525 + Penalty 1299.953260 = -20332.202265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4022.710000 sec): 3 clusters Score: Raw -22092.632047 + Penalty 2599.906519 = -19492.725527 nChanged 29 SP:Iteration 1F (4022.920000 sec): 3 clusters Score: Raw -22362.899766 + Penalty 2599.906519 = -19762.993247 nChanged 7 SP:Iteration 2Q (4023.060000 sec): 3 clusters Score: Raw -22418.697645 + Penalty 2599.906519 = -19818.791125 nChanged 2 SP:Iteration 3Q (4023.270000 sec): 3 clusters Score: Raw -22438.958246 + Penalty 2599.906519 = -19839.051727 nChanged 0 SP:Iteration 4F (4023.470000 sec): 3 clusters Score: Raw -22438.958246 + Penalty 2599.906519 = -19839.051727 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4023.570000 sec): 2 clusters Score: Raw -33812.701619 + Penalty 1343.192900 = -32469.508719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4023.740000 sec): 3 clusters Score: Raw -34209.867738 + Penalty 2686.385799 = -31523.481938 nChanged 39 SP:Iteration 1F (4023.960000 sec): 3 clusters Score: Raw -34349.511139 + Penalty 2686.385799 = -31663.125339 nChanged 26 SP:Iteration 2F (4024.200000 sec): 3 clusters Score: Raw -34470.218795 + Penalty 2686.385799 = -31783.832995 nChanged 14 SP:Iteration 3F (4024.400000 sec): 3 clusters Score: Raw -34519.952114 + Penalty 2686.385799 = -31833.566315 nChanged 8 SP:Iteration 4Q (4024.590000 sec): 3 clusters Score: Raw -34555.350787 + Penalty 2686.385799 = -31868.964988 nChanged 3 SP:Iteration 5Q (4024.770000 sec): 3 clusters Score: Raw -34572.654426 + Penalty 2686.385799 = -31886.268626 nChanged 2 SP:Iteration 6Q (4024.970000 sec): 3 clusters Score: Raw -34586.953605 + Penalty 2686.385799 = -31900.567805 nChanged 1 SP:Iteration 7Q (4025.120000 sec): 3 clusters Score: Raw -34592.514143 + Penalty 2686.385799 = -31906.128343 nChanged 0 SP:Iteration 8F (4025.340000 sec): 3 clusters Score: Raw -34592.514143 + Penalty 2686.385799 = -31906.128343 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (5276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4025.430000 sec): 2 clusters Score: Raw -796677.164026 + Penalty 2125.589031 = -794551.574995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4025.710000 sec): 3 clusters Score: Raw -794124.084602 + Penalty 4251.178063 = -789872.906539 nChanged 2008 SP:Iteration 1F (4025.930000 sec): 3 clusters Score: Raw -795232.669300 + Penalty 4251.178063 = -790981.491237 nChanged 351 SP:Iteration 2F (4026.130000 sec): 3 clusters Score: Raw -795429.995476 + Penalty 4251.178063 = -791178.817414 nChanged 256 SP:Iteration 3Q (4026.330000 sec): 3 clusters Score: Raw -795564.517608 + Penalty 4251.178063 = -791313.339545 nChanged 196 SP:Iteration 4Q (4026.560000 sec): 3 clusters Score: Raw -795665.211941 + Penalty 4251.178063 = -791414.033878 nChanged 169 SP:Iteration 5Q (4026.780000 sec): 3 clusters Score: Raw -795753.769390 + Penalty 4251.178063 = -791502.591328 nChanged 147 SP:Iteration 6Q (4026.970000 sec): 3 clusters Score: Raw -795822.015157 + Penalty 4251.178063 = -791570.837094 nChanged 131 SP:Iteration 7Q (4027.160000 sec): 3 clusters Score: Raw -795885.213289 + Penalty 4251.178063 = -791634.035226 nChanged 121 SP:Iteration 8Q (4027.380000 sec): 3 clusters Score: Raw -795944.290217 + Penalty 4251.178063 = -791693.112154 nChanged 103 SP:Iteration 9Q (4027.610000 sec): 3 clusters Score: Raw -795996.562499 + Penalty 4251.178063 = -791745.384436 nChanged 104 SP:Iteration 10Q (4027.790000 sec): 3 clusters Score: Raw -796044.755740 + Penalty 4251.178063 = -791793.577677 nChanged 106 SP:Iteration 11Q (4028.020000 sec): 3 clusters Score: Raw -796104.245125 + Penalty 4251.178063 = -791853.067062 nChanged 111 SP:Iteration 12Q (4028.250000 sec): 3 clusters Score: Raw -796161.908099 + Penalty 4251.178063 = -791910.730037 nChanged 89 SP:Iteration 13Q (4028.430000 sec): 3 clusters Score: Raw -796203.001566 + Penalty 4251.178063 = -791951.823503 nChanged 79 SP:Iteration 14Q (4028.670000 sec): 3 clusters Score: Raw -796248.961425 + Penalty 4251.178063 = -791997.783362 nChanged 92 SP:Iteration 15Q (4028.870000 sec): 3 clusters Score: Raw -796315.235761 + Penalty 4251.178063 = -792064.057698 nChanged 100 SP:Iteration 16Q (4029.100000 sec): 3 clusters Score: Raw -796385.240710 + Penalty 4251.178063 = -792134.062647 nChanged 102 SP:Iteration 17Q (4029.280000 sec): 3 clusters Score: Raw -796452.085303 + Penalty 4251.178063 = -792200.907241 nChanged 95 SP:Iteration 18Q (4029.460000 sec): 3 clusters Score: Raw -796520.203295 + Penalty 4251.178063 = -792269.025232 nChanged 109 SP:Iteration 19Q (4029.660000 sec): 3 clusters Score: Raw -796600.144702 + Penalty 4251.178063 = -792348.966639 nChanged 118 SP:Iteration 20F (4029.930000 sec): 3 clusters Score: Raw -796690.684378 + Penalty 4251.178063 = -792439.506315 nChanged 107 SP:Iteration 21Q (4030.140000 sec): 3 clusters Score: Raw -796770.000917 + Penalty 4251.178063 = -792518.822854 nChanged 85 SP:Iteration 22Q (4030.360000 sec): 3 clusters Score: Raw -796827.029901 + Penalty 4251.178063 = -792575.851838 nChanged 81 SP:Iteration 23Q (4030.540000 sec): 3 clusters Score: Raw -796879.406876 + Penalty 4251.178063 = -792628.228813 nChanged 58 SP:Iteration 24Q (4030.740000 sec): 3 clusters Score: Raw -796915.560407 + Penalty 4251.178063 = -792664.382344 nChanged 50 SP:Iteration 25Q (4030.920000 sec): 3 clusters Score: Raw -796941.159803 + Penalty 4251.178063 = -792689.981740 nChanged 48 SP:Iteration 26Q (4031.150000 sec): 3 clusters Score: Raw -796966.280005 + Penalty 4251.178063 = -792715.101942 nChanged 37 SP:Iteration 27Q (4031.360000 sec): 3 clusters Score: Raw -796979.450513 + Penalty 4251.178063 = -792728.272450 nChanged 26 SP:Iteration 28Q (4031.570000 sec): 3 clusters Score: Raw -796989.808139 + Penalty 4251.178063 = -792738.630076 nChanged 17 SP:Iteration 29Q (4031.790000 sec): 3 clusters Score: Raw -796996.251352 + Penalty 4251.178063 = -792745.073289 nChanged 17 SP:Iteration 30Q (4032.030000 sec): 3 clusters Score: Raw -797003.772416 + Penalty 4251.178063 = -792752.594353 nChanged 12 SP:Iteration 31Q (4032.210000 sec): 3 clusters Score: Raw -797009.560340 + Penalty 4251.178063 = -792758.382277 nChanged 13 SP:Iteration 32Q (4032.430000 sec): 3 clusters Score: Raw -797016.149963 + Penalty 4251.178063 = -792764.971900 nChanged 8 SP:Iteration 33Q (4032.660000 sec): 3 clusters Score: Raw -797018.831290 + Penalty 4251.178063 = -792767.653227 nChanged 11 SP:Iteration 34Q (4032.830000 sec): 3 clusters Score: Raw -797022.488995 + Penalty 4251.178063 = -792771.310932 nChanged 4 SP:Iteration 35Q (4033.050000 sec): 3 clusters Score: Raw -797024.556943 + Penalty 4251.178063 = -792773.378880 nChanged 6 SP:Iteration 36Q (4033.260000 sec): 3 clusters Score: Raw -797027.682901 + Penalty 4251.178063 = -792776.504838 nChanged 4 SP:Iteration 37Q (4033.520000 sec): 3 clusters Score: Raw -797029.374587 + Penalty 4251.178063 = -792778.196524 nChanged 1 SP:Iteration 38Q (4033.740000 sec): 3 clusters Score: Raw -797029.567151 + Penalty 4251.178063 = -792778.389088 nChanged 2 SP:Iteration 39Q (4033.990000 sec): 3 clusters Score: Raw -797030.270815 + Penalty 4251.178063 = -792779.092752 nChanged 2 SP:Iteration 40F (4034.210000 sec): 3 clusters Score: Raw -797030.973715 + Penalty 4251.178063 = -792779.795652 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (1149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4034.330000 sec): 2 clusters Score: Raw -170278.743532 + Penalty 1747.568525 = -168531.175007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4034.520000 sec): 3 clusters Score: Raw -169997.645367 + Penalty 3495.137050 = -166502.508317 nChanged 306 SP:Iteration 1F (4034.680000 sec): 3 clusters Score: Raw -170330.757743 + Penalty 3495.137050 = -166835.620693 nChanged 71 SP:Iteration 2F (4034.890000 sec): 3 clusters Score: Raw -170431.884629 + Penalty 3495.137050 = -166936.747579 nChanged 40 SP:Iteration 3Q (4035.120000 sec): 3 clusters Score: Raw -170484.600487 + Penalty 3495.137050 = -166989.463437 nChanged 33 SP:Iteration 4Q (4035.310000 sec): 3 clusters Score: Raw -170519.102769 + Penalty 3495.137050 = -167023.965720 nChanged 26 SP:Iteration 5Q (4035.530000 sec): 3 clusters Score: Raw -170549.123676 + Penalty 3495.137050 = -167053.986626 nChanged 16 SP:Iteration 6Q (4035.690000 sec): 3 clusters Score: Raw -170563.205594 + Penalty 3495.137050 = -167068.068544 nChanged 6 SP:Iteration 7Q (4035.890000 sec): 3 clusters Score: Raw -170568.607232 + Penalty 3495.137050 = -167073.470182 nChanged 7 SP:Iteration 8Q (4036.060000 sec): 3 clusters Score: Raw -170576.024496 + Penalty 3495.137050 = -167080.887447 nChanged 6 SP:Iteration 9Q (4036.260000 sec): 3 clusters Score: Raw -170581.964464 + Penalty 3495.137050 = -167086.827414 nChanged 8 SP:Iteration 10Q (4036.430000 sec): 3 clusters Score: Raw -170588.762381 + Penalty 3495.137050 = -167093.625332 nChanged 6 SP:Iteration 11Q (4036.600000 sec): 3 clusters Score: Raw -170594.140029 + Penalty 3495.137050 = -167099.002979 nChanged 3 SP:Iteration 12Q (4036.790000 sec): 3 clusters Score: Raw -170595.454258 + Penalty 3495.137050 = -167100.317208 nChanged 3 SP:Iteration 13Q (4036.970000 sec): 3 clusters Score: Raw -170598.044678 + Penalty 3495.137050 = -167102.907629 nChanged 3 SP:Iteration 14Q (4037.130000 sec): 3 clusters Score: Raw -170599.357020 + Penalty 3495.137050 = -167104.219970 nChanged 2 SP:Iteration 15Q (4037.310000 sec): 3 clusters Score: Raw -170600.274073 + Penalty 3495.137050 = -167105.137023 nChanged 2 SP:Iteration 16Q (4037.510000 sec): 3 clusters Score: Raw -170601.192383 + Penalty 3495.137050 = -167106.055333 nChanged 1 SP:Iteration 17Q (4037.710000 sec): 3 clusters Score: Raw -170601.553550 + Penalty 3495.137050 = -167106.416501 nChanged 3 SP:Iteration 18Q (4037.900000 sec): 3 clusters Score: Raw -170603.896295 + Penalty 3495.137050 = -167108.759246 nChanged 0 SP:Iteration 19F (4038.080000 sec): 3 clusters Score: Raw -170603.896295 + Penalty 3495.137050 = -167108.759246 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4038.170000 sec): 2 clusters Score: Raw -119451.614632 + Penalty 1655.291225 = -117796.323407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4038.370000 sec): 3 clusters Score: Raw -119374.360006 + Penalty 3310.582450 = -116063.777556 nChanged 180 SP:Iteration 1F (4038.550000 sec): 3 clusters Score: Raw -119725.555898 + Penalty 3310.582450 = -116414.973447 nChanged 61 SP:Iteration 2F (4038.780000 sec): 3 clusters Score: Raw -119926.608549 + Penalty 3310.582450 = -116616.026098 nChanged 38 SP:Iteration 3Q (4038.950000 sec): 3 clusters Score: Raw -120047.227718 + Penalty 3310.582450 = -116736.645267 nChanged 35 SP:Iteration 4Q (4039.140000 sec): 3 clusters Score: Raw -120133.601620 + Penalty 3310.582450 = -116823.019170 nChanged 27 SP:Iteration 5Q (4039.300000 sec): 3 clusters Score: Raw -120186.610814 + Penalty 3310.582450 = -116876.028364 nChanged 17 SP:Iteration 6Q (4039.510000 sec): 3 clusters Score: Raw -120232.175275 + Penalty 3310.582450 = -116921.592825 nChanged 19 SP:Iteration 7Q (4039.690000 sec): 3 clusters Score: Raw -120288.707103 + Penalty 3310.582450 = -116978.124653 nChanged 23 SP:Iteration 8Q (4039.860000 sec): 3 clusters Score: Raw -120340.198004 + Penalty 3310.582450 = -117029.615554 nChanged 20 SP:Iteration 9Q (4040.070000 sec): 3 clusters Score: Raw -120380.836090 + Penalty 3310.582450 = -117070.253639 nChanged 20 SP:Iteration 10Q (4040.250000 sec): 3 clusters Score: Raw -120424.867638 + Penalty 3310.582450 = -117114.285188 nChanged 14 SP:Iteration 11Q (4040.430000 sec): 3 clusters Score: Raw -120470.220867 + Penalty 3310.582450 = -117159.638416 nChanged 12 SP:Iteration 12Q (4040.650000 sec): 3 clusters Score: Raw -120501.731852 + Penalty 3310.582450 = -117191.149402 nChanged 7 SP:Iteration 13Q (4040.830000 sec): 3 clusters Score: Raw -120512.345776 + Penalty 3310.582450 = -117201.763325 nChanged 5 SP:Iteration 14Q (4041.000000 sec): 3 clusters Score: Raw -120525.280173 + Penalty 3310.582450 = -117214.697722 nChanged 3 SP:Iteration 15Q (4041.170000 sec): 3 clusters Score: Raw -120539.215780 + Penalty 3310.582450 = -117228.633330 nChanged 2 SP:Iteration 16Q (4041.360000 sec): 3 clusters Score: Raw -120546.009296 + Penalty 3310.582450 = -117235.426845 nChanged 3 SP:Iteration 17Q (4041.530000 sec): 3 clusters Score: Raw -120553.147863 + Penalty 3310.582450 = -117242.565413 nChanged 3 SP:Iteration 18Q (4041.760000 sec): 3 clusters Score: Raw -120558.949615 + Penalty 3310.582450 = -117248.367165 nChanged 3 SP:Iteration 19Q (4041.970000 sec): 3 clusters Score: Raw -120564.376069 + Penalty 3310.582450 = -117253.793619 nChanged 1 SP:Iteration 20F (4042.130000 sec): 3 clusters Score: Raw -120565.379713 + Penalty 3310.582450 = -117254.797263 nChanged 1 SP:Iteration 21Q (4042.300000 sec): 3 clusters Score: Raw -120566.302119 + Penalty 3310.582450 = -117255.719669 nChanged 0 SP:Iteration 22F (4042.510000 sec): 3 clusters Score: Raw -120566.302119 + Penalty 3310.582450 = -117255.719669 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (1645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4042.610000 sec): 2 clusters Score: Raw -246837.181367 + Penalty 1836.562924 = -245000.618442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4042.790000 sec): 3 clusters Score: Raw -246278.509544 + Penalty 3673.125849 = -242605.383695 nChanged 498 SP:Iteration 1F (4042.970000 sec): 3 clusters Score: Raw -246734.926109 + Penalty 3673.125849 = -243061.800260 nChanged 131 SP:Iteration 2F (4043.200000 sec): 3 clusters Score: Raw -246894.430579 + Penalty 3673.125849 = -243221.304730 nChanged 68 SP:Iteration 3Q (4043.420000 sec): 3 clusters Score: Raw -246956.235484 + Penalty 3673.125849 = -243283.109635 nChanged 45 SP:Iteration 4Q (4043.600000 sec): 3 clusters Score: Raw -247011.522582 + Penalty 3673.125849 = -243338.396733 nChanged 48 SP:Iteration 5Q (4043.790000 sec): 3 clusters Score: Raw -247062.531680 + Penalty 3673.125849 = -243389.405831 nChanged 46 SP:Iteration 6Q (4043.950000 sec): 3 clusters Score: Raw -247105.835931 + Penalty 3673.125849 = -243432.710082 nChanged 41 SP:Iteration 7Q (4044.140000 sec): 3 clusters Score: Raw -247157.785697 + Penalty 3673.125849 = -243484.659848 nChanged 46 SP:Iteration 8Q (4044.330000 sec): 3 clusters Score: Raw -247231.136335 + Penalty 3673.125849 = -243558.010487 nChanged 63 SP:Iteration 9Q (4044.550000 sec): 3 clusters Score: Raw -247328.323413 + Penalty 3673.125849 = -243655.197564 nChanged 59 SP:Iteration 10Q (4044.700000 sec): 3 clusters Score: Raw -247430.538449 + Penalty 3673.125849 = -243757.412600 nChanged 76 SP:Iteration 11Q (4044.890000 sec): 3 clusters Score: Raw -247565.700194 + Penalty 3673.125849 = -243892.574345 nChanged 74 SP:Iteration 12Q (4045.090000 sec): 3 clusters Score: Raw -247786.538564 + Penalty 3673.125849 = -244113.412715 nChanged 72 SP:Iteration 13Q (4045.310000 sec): 3 clusters Score: Raw -247939.355702 + Penalty 3673.125849 = -244266.229853 nChanged 56 SP:Iteration 14Q (4045.510000 sec): 3 clusters Score: Raw -248023.775050 + Penalty 3673.125849 = -244350.649201 nChanged 34 SP:Iteration 15Q (4045.710000 sec): 3 clusters Score: Raw -248065.871808 + Penalty 3673.125849 = -244392.745959 nChanged 19 SP:Iteration 16Q (4045.850000 sec): 3 clusters Score: Raw -248086.594840 + Penalty 3673.125849 = -244413.468991 nChanged 7 SP:Iteration 17Q (4046.050000 sec): 3 clusters Score: Raw -248100.307752 + Penalty 3673.125849 = -244427.181903 nChanged 10 SP:Iteration 18Q (4046.230000 sec): 3 clusters Score: Raw -248114.532095 + Penalty 3673.125849 = -244441.406246 nChanged 8 SP:Iteration 19Q (4046.420000 sec): 3 clusters Score: Raw -248120.571732 + Penalty 3673.125849 = -244447.445883 nChanged 1 SP:Iteration 20F (4046.630000 sec): 3 clusters Score: Raw -248122.506285 + Penalty 3673.125849 = -244449.380436 nChanged 2 SP:Iteration 21Q (4046.810000 sec): 3 clusters Score: Raw -248125.399365 + Penalty 3673.125849 = -244452.273516 nChanged 4 SP:Iteration 22Q (4046.980000 sec): 3 clusters Score: Raw -248129.574831 + Penalty 3673.125849 = -244456.448982 nChanged 1 SP:Iteration 23Q (4047.140000 sec): 3 clusters Score: Raw -248130.417415 + Penalty 3673.125849 = -244457.291566 nChanged 0 SP:Iteration 24F (4047.320000 sec): 3 clusters Score: Raw -248130.417415 + Penalty 3673.125849 = -244457.291566 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4047.420000 sec): 2 clusters Score: Raw -45431.426501 + Penalty 1448.479131 = -43982.947370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4047.630000 sec): 3 clusters Score: Raw -45611.218745 + Penalty 2896.958262 = -42714.260483 nChanged 50 SP:Iteration 1F (4047.770000 sec): 3 clusters Score: Raw -45816.636026 + Penalty 2896.958262 = -42919.677764 nChanged 13 SP:Iteration 2Q (4047.980000 sec): 3 clusters Score: Raw -45872.066178 + Penalty 2896.958262 = -42975.107916 nChanged 6 SP:Iteration 3Q (4048.180000 sec): 3 clusters Score: Raw -45913.739341 + Penalty 2896.958262 = -43016.781079 nChanged 6 SP:Iteration 4Q (4048.310000 sec): 3 clusters Score: Raw -45962.257277 + Penalty 2896.958262 = -43065.299015 nChanged 5 SP:Iteration 5Q (4048.470000 sec): 3 clusters Score: Raw -45991.761064 + Penalty 2896.958262 = -43094.802802 nChanged 8 SP:Iteration 6Q (4048.670000 sec): 3 clusters Score: Raw -46039.330884 + Penalty 2896.958262 = -43142.372622 nChanged 3 SP:Iteration 7Q (4048.840000 sec): 3 clusters Score: Raw -46055.862930 + Penalty 2896.958262 = -43158.904668 nChanged 3 SP:Iteration 8Q (4049.000000 sec): 3 clusters Score: Raw -46069.826657 + Penalty 2896.958262 = -43172.868395 nChanged 4 SP:Iteration 9Q (4049.160000 sec): 3 clusters Score: Raw -46081.835955 + Penalty 2896.958262 = -43184.877693 nChanged 2 SP:Iteration 10Q (4049.350000 sec): 3 clusters Score: Raw -46088.488180 + Penalty 2896.958262 = -43191.529918 nChanged 1 SP:Iteration 11Q (4049.530000 sec): 3 clusters Score: Raw -46096.818100 + Penalty 2896.958262 = -43199.859838 nChanged 0 SP:Iteration 12F (4049.680000 sec): 3 clusters Score: Raw -46096.818100 + Penalty 2896.958262 = -43199.859838 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4049.800000 sec): 2 clusters Score: Raw -61696.668920 + Penalty 1608.189538 = -60088.479382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4049.940000 sec): 3 clusters Score: Raw -61916.387682 + Penalty 3216.379077 = -58700.008605 nChanged 200 SP:Iteration 1F (4050.140000 sec): 3 clusters Score: Raw -62591.488712 + Penalty 3216.379077 = -59375.109635 nChanged 74 SP:Iteration 2F (4050.270000 sec): 3 clusters Score: Raw -63113.667743 + Penalty 3216.379077 = -59897.288666 nChanged 83 SP:Iteration 3F (4050.470000 sec): 3 clusters Score: Raw -63554.512194 + Penalty 3216.379077 = -60338.133117 nChanged 57 SP:Iteration 4F (4050.660000 sec): 3 clusters Score: Raw -64178.893171 + Penalty 3216.379077 = -60962.514094 nChanged 35 SP:Iteration 5F (4050.860000 sec): 3 clusters Score: Raw -64946.627214 + Penalty 3216.379077 = -61730.248137 nChanged 13 SP:Iteration 6Q (4051.070000 sec): 3 clusters Score: Raw -65377.482056 + Penalty 3216.379077 = -62161.102979 nChanged 4 SP:Iteration 7Q (4051.230000 sec): 3 clusters Score: Raw -65786.072432 + Penalty 3216.379077 = -62569.693355 nChanged 5 SP:Iteration 8Q (4051.400000 sec): 3 clusters Score: Raw -66064.473932 + Penalty 3216.379077 = -62848.094855 nChanged 3 SP:Iteration 9Q (4051.580000 sec): 3 clusters Score: Raw -66076.099966 + Penalty 3216.379077 = -62859.720889 nChanged 2 SP:Iteration 10Q (4051.770000 sec): 3 clusters Score: Raw -66088.356797 + Penalty 3216.379077 = -62871.977720 nChanged 3 SP:Iteration 11Q (4051.910000 sec): 3 clusters Score: Raw -66111.366239 + Penalty 3216.379077 = -62894.987163 nChanged 1 SP:Iteration 12Q (4052.100000 sec): 3 clusters Score: Raw -66129.549201 + Penalty 3216.379077 = -62913.170125 nChanged 1 SP:Iteration 13Q (4052.240000 sec): 3 clusters Score: Raw -66141.130595 + Penalty 3216.379077 = -62924.751518 nChanged 1 SP:Iteration 14Q (4052.430000 sec): 3 clusters Score: Raw -66148.227597 + Penalty 3216.379077 = -62931.848520 nChanged 0 SP:Iteration 15F (4052.600000 sec): 3 clusters Score: Raw -66148.227597 + Penalty 3216.379077 = -62931.848520 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4052.720000 sec): 2 clusters Score: Raw -44809.914905 + Penalty 1416.185900 = -43393.729005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4052.890000 sec): 3 clusters Score: Raw -44941.376092 + Penalty 2832.371801 = -42109.004292 nChanged 46 SP:Iteration 1F (4053.040000 sec): 3 clusters Score: Raw -45166.190324 + Penalty 2832.371801 = -42333.818524 nChanged 21 SP:Iteration 2F (4053.220000 sec): 3 clusters Score: Raw -45326.329373 + Penalty 2832.371801 = -42493.957572 nChanged 23 SP:Iteration 3F (4053.440000 sec): 3 clusters Score: Raw -45543.000696 + Penalty 2832.371801 = -42710.628895 nChanged 21 SP:Iteration 4F (4053.590000 sec): 3 clusters Score: Raw -45811.650717 + Penalty 2832.371801 = -42979.278917 nChanged 14 SP:Iteration 5Q (4053.810000 sec): 3 clusters Score: Raw -46344.798072 + Penalty 2832.371801 = -43512.426272 nChanged 14 SP:Iteration 6Q (4054.020000 sec): 3 clusters Score: Raw -46534.851333 + Penalty 2832.371801 = -43702.479533 nChanged 6 SP:Iteration 7Q (4054.230000 sec): 3 clusters Score: Raw -46584.131164 + Penalty 2832.371801 = -43751.759363 nChanged 3 SP:Iteration 8Q (4054.410000 sec): 3 clusters Score: Raw -46597.073171 + Penalty 2832.371801 = -43764.701371 nChanged 2 SP:Iteration 9Q (4054.590000 sec): 3 clusters Score: Raw -46624.393783 + Penalty 2832.371801 = -43792.021983 nChanged 1 SP:Iteration 10Q (4054.820000 sec): 3 clusters Score: Raw -46627.842796 + Penalty 2832.371801 = -43795.470996 nChanged 0 SP:Iteration 11F (4054.980000 sec): 3 clusters Score: Raw -46628.916971 + Penalty 2832.371801 = -43796.545170 nChanged 1 SP:Iteration 12Q (4055.200000 sec): 3 clusters Score: Raw -46634.593225 + Penalty 2832.371801 = -43802.221425 nChanged 1 SP:Iteration 13Q (4055.390000 sec): 3 clusters Score: Raw -46641.201400 + Penalty 2832.371801 = -43808.829599 nChanged 1 SP:Iteration 14Q (4055.590000 sec): 3 clusters Score: Raw -46647.013221 + Penalty 2832.371801 = -43814.641420 nChanged 3 SP:Iteration 15Q (4055.780000 sec): 3 clusters Score: Raw -46685.951053 + Penalty 2832.371801 = -43853.579253 nChanged 2 SP:Iteration 16Q (4056.000000 sec): 3 clusters Score: Raw -46700.284027 + Penalty 2832.371801 = -43867.912226 nChanged 1 SP:Iteration 17Q (4056.170000 sec): 3 clusters Score: Raw -46714.853316 + Penalty 2832.371801 = -43882.481515 nChanged 1 SP:Iteration 18Q (4056.290000 sec): 3 clusters Score: Raw -46737.995873 + Penalty 2832.371801 = -43905.624072 nChanged 2 SP:Iteration 19Q (4056.470000 sec): 3 clusters Score: Raw -46748.455293 + Penalty 2832.371801 = -43916.083492 nChanged 0 SP:Iteration 20F (4056.680000 sec): 3 clusters Score: Raw -46751.987316 + Penalty 2832.371801 = -43919.615515 nChanged 1 SP:Iteration 21Q (4056.840000 sec): 3 clusters Score: Raw -46775.265229 + Penalty 2832.371801 = -43942.893429 nChanged 2 SP:Iteration 22Q (4056.960000 sec): 3 clusters Score: Raw -46819.279647 + Penalty 2832.371801 = -43986.907846 nChanged 2 SP:Iteration 23Q (4057.150000 sec): 3 clusters Score: Raw -46835.418826 + Penalty 2832.371801 = -44003.047025 nChanged 0 SP:Iteration 24F (4057.370000 sec): 3 clusters Score: Raw -46835.418826 + Penalty 2832.371801 = -44003.047025 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Deleting Class 19 (41 points): Lose 2500.751641 but Gain 3230.833311 Iteration 139Q (4081.500000 sec): 55 clusters Score: Raw -67006674.435674 + Penalty 174464.998780 = -66832209.436894 nChanged 1112 Deleting Class 50 (125 points): Lose 2824.735501 but Gain 3230.833311 Iteration 140F (4133.970000 sec): 54 clusters Score: Raw -67035584.625393 + Penalty 171234.165469 = -66864350.459924 nChanged 1837 Iteration 141Q (4162.730000 sec): 54 clusters Score: Raw -67055858.382788 + Penalty 171234.165469 = -66884624.217319 nChanged 895 Iteration 142Q (4187.500000 sec): 54 clusters Score: Raw -67058366.882886 + Penalty 171234.165469 = -66887132.717416 nChanged 742 Iteration 143Q (4214.180000 sec): 54 clusters Score: Raw -67058915.272563 + Penalty 171234.165469 = -66887681.107094 nChanged 642 Iteration 144Q (4241.280000 sec): 54 clusters Score: Raw -67059174.980241 + Penalty 171234.165469 = -66887940.814772 nChanged 560 Iteration 145Q (4270.660000 sec): 54 clusters Score: Raw -67059343.808319 + Penalty 171234.165469 = -66888109.642850 nChanged 518 Iteration 146Q (4296.780000 sec): 54 clusters Score: Raw -67059464.422301 + Penalty 171234.165469 = -66888230.256832 nChanged 463 Iteration 147Q (4319.740000 sec): 54 clusters Score: Raw -67059572.306784 + Penalty 171234.165469 = -66888338.141314 nChanged 430 Iteration 148Q (4340.960000 sec): 54 clusters Score: Raw -67059653.135758 + Penalty 171234.165469 = -66888418.970288 nChanged 331 Iteration 149Q (4365.750000 sec): 54 clusters Score: Raw -67059700.065962 + Penalty 171234.165469 = -66888465.900492 nChanged 255 Iteration 150Q (4392.680000 sec): 54 clusters Score: Raw -67059734.852091 + Penalty 171234.165469 = -66888500.686621 nChanged 248 Iteration 151Q (4419.460000 sec): 54 clusters Score: Raw -67059766.869870 + Penalty 171234.165469 = -66888532.704401 nChanged 210 Iteration 152Q (4444.770000 sec): 54 clusters Score: Raw -67059796.239424 + Penalty 171234.165469 = -66888562.073955 nChanged 201 Iteration 153Q (4471.950000 sec): 54 clusters Score: Raw -67059829.069896 + Penalty 171234.165469 = -66888594.904427 nChanged 181 Iteration 154Q (4499.090000 sec): 54 clusters Score: Raw -67059860.756573 + Penalty 171234.165469 = -66888626.591104 nChanged 164 Iteration 155Q (4526.010000 sec): 54 clusters Score: Raw -67059894.393962 + Penalty 171234.165469 = -66888660.228492 nChanged 158 Iteration 156Q (4548.680000 sec): 54 clusters Score: Raw -67059925.124409 + Penalty 171234.165469 = -66888690.958939 nChanged 131 Iteration 157Q (4572.460000 sec): 54 clusters Score: Raw -67059948.472083 + Penalty 171234.165469 = -66888714.306613 nChanged 129 Iteration 158Q (4599.220000 sec): 54 clusters Score: Raw -67059970.018027 + Penalty 171234.165469 = -66888735.852558 nChanged 130 Iteration 159Q (4626.610000 sec): 54 clusters Score: Raw -67059993.034928 + Penalty 171234.165469 = -66888758.869458 nChanged 122 Iteration 160F (4676.770000 sec): 54 clusters Score: Raw -67065187.032968 + Penalty 171234.165469 = -66893952.867499 nChanged 198 Iteration 161Q (4702.250000 sec): 54 clusters Score: Raw -67066158.960735 + Penalty 171234.165469 = -66894924.795266 nChanged 115 Iteration 162Q (4727.400000 sec): 54 clusters Score: Raw -67066312.584739 + Penalty 171234.165469 = -66895078.419270 nChanged 99 Iteration 163Q (4749.630000 sec): 54 clusters Score: Raw -67066347.608688 + Penalty 171234.165469 = -66895113.443219 nChanged 76 Iteration 164Q (4771.210000 sec): 54 clusters Score: Raw -67066363.969984 + Penalty 171234.165469 = -66895129.804515 nChanged 69 Iteration 165Q (4793.730000 sec): 54 clusters Score: Raw -67066376.457967 + Penalty 171234.165469 = -66895142.292498 nChanged 67 Iteration 166Q (4818.940000 sec): 54 clusters Score: Raw -67066389.029551 + Penalty 171234.165469 = -66895154.864082 nChanged 62 Iteration 167Q (4843.640000 sec): 54 clusters Score: Raw -67066401.249175 + Penalty 171234.165469 = -66895167.083706 nChanged 69 Iteration 168Q (4868.370000 sec): 54 clusters Score: Raw -67066415.550672 + Penalty 171234.165469 = -66895181.385203 nChanged 72 Iteration 169Q (4887.330000 sec): 54 clusters Score: Raw -67066431.148561 + Penalty 171234.165469 = -66895196.983092 nChanged 74 Iteration 170Q (4907.620000 sec): 54 clusters Score: Raw -67066445.456025 + Penalty 171234.165469 = -66895211.290556 nChanged 75 Iteration 171Q (4930.620000 sec): 54 clusters Score: Raw -67066458.787700 + Penalty 171234.165469 = -66895224.622231 nChanged 57 Iteration 172Q (4955.750000 sec): 54 clusters Score: Raw -67066475.175806 + Penalty 171234.165469 = -66895241.010337 nChanged 73 Iteration 173Q (4980.750000 sec): 54 clusters Score: Raw -67066490.943517 + Penalty 171234.165469 = -66895256.778048 nChanged 64 Iteration 174Q (5003.930000 sec): 54 clusters Score: Raw -67066504.773901 + Penalty 171234.165469 = -66895270.608432 nChanged 54 Iteration 175Q (5029.530000 sec): 54 clusters Score: Raw -67066512.440290 + Penalty 171234.165469 = -66895278.274821 nChanged 47 Iteration 176Q (5057.990000 sec): 54 clusters Score: Raw -67066520.173484 + Penalty 171234.165469 = -66895286.008015 nChanged 36 Iteration 177Q (5086.800000 sec): 54 clusters Score: Raw -67066527.512071 + Penalty 171234.165469 = -66895293.346602 nChanged 27 Iteration 178Q (5112.400000 sec): 54 clusters Score: Raw -67066535.537428 + Penalty 171234.165469 = -66895301.371959 nChanged 37 Writing temp clu file Because OldScore, -66895293.346602, is greater than current (better) Score,-66895301.371959 Compute initial score before splitting: Score: Raw -67066535.537428 + Penalty 171234.165469 = -66895301.371959 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5112.560000 sec): 2 clusters Score: Raw -55386.280210 + Penalty 1499.161318 = -53887.118893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5112.780000 sec): 3 clusters Score: Raw -55475.799445 + Penalty 2998.322636 = -52477.476809 nChanged 59 SP:Iteration 1F (5112.880000 sec): 3 clusters Score: Raw -55646.324022 + Penalty 2998.322636 = -52648.001386 nChanged 20 SP:Iteration 2Q (5113.040000 sec): 3 clusters Score: Raw -55702.253066 + Penalty 2998.322636 = -52703.930430 nChanged 12 SP:Iteration 3Q (5113.190000 sec): 3 clusters Score: Raw -55733.275243 + Penalty 2998.322636 = -52734.952607 nChanged 4 SP:Iteration 4Q (5113.350000 sec): 3 clusters Score: Raw -55757.268028 + Penalty 2998.322636 = -52758.945392 nChanged 6 SP:Iteration 5Q (5113.500000 sec): 3 clusters Score: Raw -55785.813092 + Penalty 2998.322636 = -52787.490456 nChanged 4 SP:Iteration 6Q (5113.630000 sec): 3 clusters Score: Raw -55800.848899 + Penalty 2998.322636 = -52802.526263 nChanged 4 SP:Iteration 7Q (5113.750000 sec): 3 clusters Score: Raw -55819.993553 + Penalty 2998.322636 = -52821.670917 nChanged 4 SP:Iteration 8Q (5113.880000 sec): 3 clusters Score: Raw -55840.690571 + Penalty 2998.322636 = -52842.367936 nChanged 4 SP:Iteration 9Q (5114.010000 sec): 3 clusters Score: Raw -55861.944536 + Penalty 2998.322636 = -52863.621900 nChanged 5 SP:Iteration 10Q (5114.130000 sec): 3 clusters Score: Raw -55884.478777 + Penalty 2998.322636 = -52886.156142 nChanged 4 SP:Iteration 11Q (5114.260000 sec): 3 clusters Score: Raw -55900.574779 + Penalty 2998.322636 = -52902.252144 nChanged 7 SP:Iteration 12Q (5114.390000 sec): 3 clusters Score: Raw -55948.222832 + Penalty 2998.322636 = -52949.900196 nChanged 4 SP:Iteration 13Q (5114.510000 sec): 3 clusters Score: Raw -56021.311813 + Penalty 2998.322636 = -53022.989177 nChanged 10 SP:Iteration 14Q (5114.640000 sec): 3 clusters Score: Raw -56071.026516 + Penalty 2998.322636 = -53072.703880 nChanged 5 SP:Iteration 15Q (5114.760000 sec): 3 clusters Score: Raw -56085.892888 + Penalty 2998.322636 = -53087.570252 nChanged 5 SP:Iteration 16Q (5114.930000 sec): 3 clusters Score: Raw -56096.916249 + Penalty 2998.322636 = -53098.593613 nChanged 1 SP:Iteration 17Q (5115.050000 sec): 3 clusters Score: Raw -56100.237478 + Penalty 2998.322636 = -53101.914842 nChanged 0 SP:Iteration 18F (5115.230000 sec): 3 clusters Score: Raw -56100.237478 + Penalty 2998.322636 = -53101.914842 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5115.280000 sec): 2 clusters Score: Raw -44495.530749 + Penalty 1438.925357 = -43056.605392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5115.440000 sec): 3 clusters Score: Raw -44580.511572 + Penalty 2877.850714 = -41702.660858 nChanged 35 SP:Iteration 1F (5115.580000 sec): 3 clusters Score: Raw -44675.922832 + Penalty 2877.850714 = -41798.072118 nChanged 8 SP:Iteration 2Q (5115.690000 sec): 3 clusters Score: Raw -44716.801262 + Penalty 2877.850714 = -41838.950547 nChanged 8 SP:Iteration 3Q (5115.800000 sec): 3 clusters Score: Raw -44750.098840 + Penalty 2877.850714 = -41872.248126 nChanged 8 SP:Iteration 4Q (5115.910000 sec): 3 clusters Score: Raw -44776.998326 + Penalty 2877.850714 = -41899.147611 nChanged 0 SP:Iteration 5F (5116.090000 sec): 3 clusters Score: Raw -44776.998326 + Penalty 2877.850714 = -41899.147611 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (27871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5116.310000 sec): 2 clusters Score: Raw -4249648.117725 + Penalty 2538.364816 = -4247109.752909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5116.640000 sec): 3 clusters Score: Raw -4233045.443657 + Penalty 5076.729632 = -4227968.714024 nChanged 12471 SP:Iteration 1F (5116.930000 sec): 3 clusters Score: Raw -4239783.690861 + Penalty 5076.729632 = -4234706.961229 nChanged 1413 SP:Iteration 2F (5117.270000 sec): 3 clusters Score: Raw -4240372.326879 + Penalty 5076.729632 = -4235295.597246 nChanged 1391 SP:Iteration 3Q (5117.580000 sec): 3 clusters Score: Raw -4241059.345610 + Penalty 5076.729632 = -4235982.615978 nChanged 1477 SP:Iteration 4F (5117.910000 sec): 3 clusters Score: Raw -4241886.144605 + Penalty 5076.729632 = -4236809.414973 nChanged 1630 SP:Iteration 5F (5118.230000 sec): 3 clusters Score: Raw -4243012.567115 + Penalty 5076.729632 = -4237935.837482 nChanged 1784 SP:Iteration 6F (5118.600000 sec): 3 clusters Score: Raw -4244435.046723 + Penalty 5076.729632 = -4239358.317090 nChanged 1760 SP:Iteration 7F (5118.980000 sec): 3 clusters Score: Raw -4245934.116631 + Penalty 5076.729632 = -4240857.386999 nChanged 1623 SP:Iteration 8F (5119.330000 sec): 3 clusters Score: Raw -4247262.529998 + Penalty 5076.729632 = -4242185.800366 nChanged 1360 SP:Iteration 9Q (5119.710000 sec): 3 clusters Score: Raw -4248294.058369 + Penalty 5076.729632 = -4243217.328737 nChanged 1097 SP:Iteration 10Q (5120.090000 sec): 3 clusters Score: Raw -4249071.579194 + Penalty 5076.729632 = -4243994.849561 nChanged 871 SP:Iteration 11Q (5120.440000 sec): 3 clusters Score: Raw -4249665.721445 + Penalty 5076.729632 = -4244588.991813 nChanged 749 SP:Iteration 12Q (5120.820000 sec): 3 clusters Score: Raw -4250118.302640 + Penalty 5076.729632 = -4245041.573007 nChanged 575 SP:Iteration 13Q (5121.160000 sec): 3 clusters Score: Raw -4250442.577190 + Penalty 5076.729632 = -4245365.847558 nChanged 475 SP:Iteration 14Q (5121.490000 sec): 3 clusters Score: Raw -4250677.566014 + Penalty 5076.729632 = -4245600.836382 nChanged 395 SP:Iteration 15Q (5121.770000 sec): 3 clusters Score: Raw -4250864.116391 + Penalty 5076.729632 = -4245787.386759 nChanged 326 SP:Iteration 16Q (5122.080000 sec): 3 clusters Score: Raw -4250997.610495 + Penalty 5076.729632 = -4245920.880863 nChanged 301 SP:Iteration 17Q (5122.450000 sec): 3 clusters Score: Raw -4251125.913471 + Penalty 5076.729632 = -4246049.183839 nChanged 273 SP:Iteration 18Q (5122.790000 sec): 3 clusters Score: Raw -4251232.243265 + Penalty 5076.729632 = -4246155.513633 nChanged 211 SP:Iteration 19Q (5123.100000 sec): 3 clusters Score: Raw -4251303.805851 + Penalty 5076.729632 = -4246227.076219 nChanged 196 SP:Iteration 20F (5123.480000 sec): 3 clusters Score: Raw -4251373.731376 + Penalty 5076.729632 = -4246297.001743 nChanged 144 SP:Iteration 21Q (5123.830000 sec): 3 clusters Score: Raw -4251422.124307 + Penalty 5076.729632 = -4246345.394675 nChanged 123 SP:Iteration 22Q (5124.200000 sec): 3 clusters Score: Raw -4251457.105859 + Penalty 5076.729632 = -4246380.376226 nChanged 114 SP:Iteration 23Q (5124.480000 sec): 3 clusters Score: Raw -4251489.222961 + Penalty 5076.729632 = -4246412.493329 nChanged 103 SP:Iteration 24Q (5124.810000 sec): 3 clusters Score: Raw -4251517.207129 + Penalty 5076.729632 = -4246440.477497 nChanged 73 SP:Iteration 25Q (5125.130000 sec): 3 clusters Score: Raw -4251537.626516 + Penalty 5076.729632 = -4246460.896884 nChanged 64 SP:Iteration 26Q (5125.470000 sec): 3 clusters Score: Raw -4251554.207558 + Penalty 5076.729632 = -4246477.477926 nChanged 49 SP:Iteration 27Q (5125.760000 sec): 3 clusters Score: Raw -4251565.272861 + Penalty 5076.729632 = -4246488.543229 nChanged 41 SP:Iteration 28Q (5126.090000 sec): 3 clusters Score: Raw -4251574.618032 + Penalty 5076.729632 = -4246497.888400 nChanged 30 SP:Iteration 29Q (5126.410000 sec): 3 clusters Score: Raw -4251581.648273 + Penalty 5076.729632 = -4246504.918641 nChanged 30 SP:Iteration 30Q (5126.710000 sec): 3 clusters Score: Raw -4251588.163599 + Penalty 5076.729632 = -4246511.433967 nChanged 26 SP:Iteration 31Q (5127.040000 sec): 3 clusters Score: Raw -4251593.700152 + Penalty 5076.729632 = -4246516.970520 nChanged 25 SP:Iteration 32Q (5127.340000 sec): 3 clusters Score: Raw -4251598.526209 + Penalty 5076.729632 = -4246521.796576 nChanged 19 SP:Iteration 33Q (5127.680000 sec): 3 clusters Score: Raw -4251602.034679 + Penalty 5076.729632 = -4246525.305046 nChanged 23 SP:Iteration 34Q (5128.070000 sec): 3 clusters Score: Raw -4251606.430313 + Penalty 5076.729632 = -4246529.700680 nChanged 26 SP:Iteration 35Q (5128.360000 sec): 3 clusters Score: Raw -4251611.404015 + Penalty 5076.729632 = -4246534.674383 nChanged 18 SP:Iteration 36Q (5128.710000 sec): 3 clusters Score: Raw -4251615.856574 + Penalty 5076.729632 = -4246539.126942 nChanged 21 SP:Iteration 37Q (5129.050000 sec): 3 clusters Score: Raw -4251620.263538 + Penalty 5076.729632 = -4246543.533905 nChanged 13 SP:Iteration 38Q (5129.390000 sec): 3 clusters Score: Raw -4251622.659137 + Penalty 5076.729632 = -4246545.929504 nChanged 11 SP:Iteration 39Q (5129.730000 sec): 3 clusters Score: Raw -4251624.908282 + Penalty 5076.729632 = -4246548.178650 nChanged 13 SP:Iteration 40F (5130.100000 sec): 3 clusters Score: Raw -4251627.312448 + Penalty 5076.729632 = -4246550.582815 nChanged 6 SP:Iteration 41Q (5130.400000 sec): 3 clusters Score: Raw -4251628.204189 + Penalty 5076.729632 = -4246551.474556 nChanged 6 SP:Iteration 42Q (5130.730000 sec): 3 clusters Score: Raw -4251629.168905 + Penalty 5076.729632 = -4246552.439273 nChanged 6 SP:Iteration 43Q (5131.110000 sec): 3 clusters Score: Raw -4251630.076395 + Penalty 5076.729632 = -4246553.346762 nChanged 4 SP:Iteration 44Q (5131.470000 sec): 3 clusters Score: Raw -4251630.977922 + Penalty 5076.729632 = -4246554.248290 nChanged 8 SP:Iteration 45Q (5131.820000 sec): 3 clusters Score: Raw -4251632.050311 + Penalty 5076.729632 = -4246555.320678 nChanged 5 SP:Iteration 46Q (5132.150000 sec): 3 clusters Score: Raw -4251632.741832 + Penalty 5076.729632 = -4246556.012200 nChanged 2 SP:Iteration 47Q (5132.430000 sec): 3 clusters Score: Raw -4251633.436004 + Penalty 5076.729632 = -4246556.706371 nChanged 3 SP:Iteration 48Q (5132.780000 sec): 3 clusters Score: Raw -4251633.920027 + Penalty 5076.729632 = -4246557.190394 nChanged 1 SP:Iteration 49Q (5133.120000 sec): 3 clusters Score: Raw -4251634.166548 + Penalty 5076.729632 = -4246557.436916 nChanged 1 SP:Iteration 50Q (5133.430000 sec): 3 clusters Score: Raw -4251634.527645 + Penalty 5076.729632 = -4246557.798013 nChanged 1 SP:Iteration 51Q (5133.790000 sec): 3 clusters Score: Raw -4251634.614366 + Penalty 5076.729632 = -4246557.884734 nChanged 0 SP:Iteration 52F (5134.100000 sec): 3 clusters Score: Raw -4251634.614366 + Penalty 5076.729632 = -4246557.884734 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (58166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5134.460000 sec): 2 clusters Score: Raw -8823642.129423 + Penalty 2720.821955 = -8820921.307468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5134.960000 sec): 3 clusters Score: Raw -8787294.633086 + Penalty 5441.643910 = -8781852.989176 nChanged 26791 SP:Iteration 1F (5135.530000 sec): 3 clusters Score: Raw -8802542.857261 + Penalty 5441.643910 = -8797101.213351 nChanged 2326 SP:Iteration 2Q (5136.110000 sec): 3 clusters Score: Raw -8803193.302298 + Penalty 5441.643910 = -8797751.658387 nChanged 2304 SP:Iteration 3Q (5136.660000 sec): 3 clusters Score: Raw -8803862.728419 + Penalty 5441.643910 = -8798421.084509 nChanged 2341 SP:Iteration 4Q (5137.180000 sec): 3 clusters Score: Raw -8804632.980609 + Penalty 5441.643910 = -8799191.336699 nChanged 2494 SP:Iteration 5Q (5137.790000 sec): 3 clusters Score: Raw -8805551.996577 + Penalty 5441.643910 = -8800110.352666 nChanged 2722 SP:Iteration 6Q (5138.370000 sec): 3 clusters Score: Raw -8806657.052760 + Penalty 5441.643910 = -8801215.408849 nChanged 2883 SP:Iteration 7Q (5138.920000 sec): 3 clusters Score: Raw -8808005.291494 + Penalty 5441.643910 = -8802563.647584 nChanged 3153 SP:Iteration 8F (5139.430000 sec): 3 clusters Score: Raw -8809707.597968 + Penalty 5441.643910 = -8804265.954058 nChanged 3244 SP:Iteration 9F (5139.940000 sec): 3 clusters Score: Raw -8811630.417068 + Penalty 5441.643910 = -8806188.773158 nChanged 3248 SP:Iteration 10F (5140.530000 sec): 3 clusters Score: Raw -8813802.002023 + Penalty 5441.643910 = -8808360.358112 nChanged 3033 SP:Iteration 11F (5141.070000 sec): 3 clusters Score: Raw -8816045.878708 + Penalty 5441.643910 = -8810604.234798 nChanged 2736 SP:Iteration 12Q (5141.670000 sec): 3 clusters Score: Raw -8818199.901757 + Penalty 5441.643910 = -8812758.257847 nChanged 2209 SP:Iteration 13Q (5142.170000 sec): 3 clusters Score: Raw -8819971.102775 + Penalty 5441.643910 = -8814529.458864 nChanged 1634 SP:Iteration 14Q (5142.710000 sec): 3 clusters Score: Raw -8821274.437120 + Penalty 5441.643910 = -8815832.793210 nChanged 1156 SP:Iteration 15Q (5143.190000 sec): 3 clusters Score: Raw -8822136.956087 + Penalty 5441.643910 = -8816695.312177 nChanged 772 SP:Iteration 16Q (5143.640000 sec): 3 clusters Score: Raw -8822686.477022 + Penalty 5441.643910 = -8817244.833112 nChanged 548 SP:Iteration 17Q (5144.090000 sec): 3 clusters Score: Raw -8823074.208706 + Penalty 5441.643910 = -8817632.564796 nChanged 413 SP:Iteration 18Q (5144.560000 sec): 3 clusters Score: Raw -8823380.493260 + Penalty 5441.643910 = -8817938.849350 nChanged 315 SP:Iteration 19Q (5144.970000 sec): 3 clusters Score: Raw -8823630.819708 + Penalty 5441.643910 = -8818189.175798 nChanged 201 SP:Iteration 20F (5145.450000 sec): 3 clusters Score: Raw -8823785.317565 + Penalty 5441.643910 = -8818343.673655 nChanged 169 SP:Iteration 21Q (5145.890000 sec): 3 clusters Score: Raw -8823912.029025 + Penalty 5441.643910 = -8818470.385115 nChanged 121 SP:Iteration 22Q (5146.360000 sec): 3 clusters Score: Raw -8824002.983140 + Penalty 5441.643910 = -8818561.339230 nChanged 95 SP:Iteration 23Q (5146.780000 sec): 3 clusters Score: Raw -8824073.166616 + Penalty 5441.643910 = -8818631.522706 nChanged 75 SP:Iteration 24Q (5147.190000 sec): 3 clusters Score: Raw -8824125.036194 + Penalty 5441.643910 = -8818683.392283 nChanged 59 SP:Iteration 25Q (5147.660000 sec): 3 clusters Score: Raw -8824177.580985 + Penalty 5441.643910 = -8818735.937075 nChanged 53 SP:Iteration 26Q (5148.120000 sec): 3 clusters Score: Raw -8824215.919048 + Penalty 5441.643910 = -8818774.275138 nChanged 47 SP:Iteration 27Q (5148.510000 sec): 3 clusters Score: Raw -8824254.486064 + Penalty 5441.643910 = -8818812.842154 nChanged 43 SP:Iteration 28Q (5148.920000 sec): 3 clusters Score: Raw -8824279.393102 + Penalty 5441.643910 = -8818837.749192 nChanged 38 SP:Iteration 29Q (5149.390000 sec): 3 clusters Score: Raw -8824297.201500 + Penalty 5441.643910 = -8818855.557590 nChanged 22 SP:Iteration 30Q (5149.830000 sec): 3 clusters Score: Raw -8824306.314296 + Penalty 5441.643910 = -8818864.670386 nChanged 13 SP:Iteration 31Q (5150.300000 sec): 3 clusters Score: Raw -8824310.787789 + Penalty 5441.643910 = -8818869.143879 nChanged 9 SP:Iteration 32Q (5150.710000 sec): 3 clusters Score: Raw -8824314.576392 + Penalty 5441.643910 = -8818872.932482 nChanged 10 SP:Iteration 33Q (5151.170000 sec): 3 clusters Score: Raw -8824317.098619 + Penalty 5441.643910 = -8818875.454709 nChanged 7 SP:Iteration 34Q (5151.640000 sec): 3 clusters Score: Raw -8824319.093647 + Penalty 5441.643910 = -8818877.449737 nChanged 7 SP:Iteration 35Q (5152.140000 sec): 3 clusters Score: Raw -8824321.213517 + Penalty 5441.643910 = -8818879.569607 nChanged 5 SP:Iteration 36Q (5152.580000 sec): 3 clusters Score: Raw -8824323.574267 + Penalty 5441.643910 = -8818881.930356 nChanged 6 SP:Iteration 37Q (5153.030000 sec): 3 clusters Score: Raw -8824325.803375 + Penalty 5441.643910 = -8818884.159465 nChanged 5 SP:Iteration 38Q (5153.430000 sec): 3 clusters Score: Raw -8824328.990805 + Penalty 5441.643910 = -8818887.346895 nChanged 11 SP:Iteration 39Q (5153.950000 sec): 3 clusters Score: Raw -8824335.532707 + Penalty 5441.643910 = -8818893.888797 nChanged 15 SP:Iteration 40F (5154.470000 sec): 3 clusters Score: Raw -8824340.984560 + Penalty 5441.643910 = -8818899.340649 nChanged 9 SP:Iteration 41Q (5154.930000 sec): 3 clusters Score: Raw -8824345.408958 + Penalty 5441.643910 = -8818903.765048 nChanged 7 SP:Iteration 42Q (5155.400000 sec): 3 clusters Score: Raw -8824348.298005 + Penalty 5441.643910 = -8818906.654095 nChanged 3 SP:Iteration 43Q (5155.830000 sec): 3 clusters Score: Raw -8824349.277529 + Penalty 5441.643910 = -8818907.633619 nChanged 2 SP:Iteration 44Q (5156.300000 sec): 3 clusters Score: Raw -8824349.779334 + Penalty 5441.643910 = -8818908.135424 nChanged 0 SP:Iteration 45F (5156.770000 sec): 3 clusters Score: Raw -8824349.779334 + Penalty 5441.643910 = -8818908.135424 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (3653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5156.930000 sec): 2 clusters Score: Raw -556956.735548 + Penalty 2034.419399 = -554922.316149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5157.130000 sec): 3 clusters Score: Raw -555307.172463 + Penalty 4068.838797 = -551238.333666 nChanged 1334 SP:Iteration 1F (5157.330000 sec): 3 clusters Score: Raw -556114.584993 + Penalty 4068.838797 = -552045.746196 nChanged 282 SP:Iteration 2F (5157.550000 sec): 3 clusters Score: Raw -556365.001712 + Penalty 4068.838797 = -552296.162915 nChanged 215 SP:Iteration 3F (5157.740000 sec): 3 clusters Score: Raw -556594.340389 + Penalty 4068.838797 = -552525.501592 nChanged 210 SP:Iteration 4F (5157.950000 sec): 3 clusters Score: Raw -556847.457267 + Penalty 4068.838797 = -552778.618469 nChanged 207 SP:Iteration 5F (5158.160000 sec): 3 clusters Score: Raw -557110.465663 + Penalty 4068.838797 = -553041.626866 nChanged 196 SP:Iteration 6F (5158.360000 sec): 3 clusters Score: Raw -557299.838020 + Penalty 4068.838797 = -553230.999222 nChanged 177 SP:Iteration 7Q (5158.630000 sec): 3 clusters Score: Raw -557472.812856 + Penalty 4068.838797 = -553403.974058 nChanged 150 SP:Iteration 8Q (5158.830000 sec): 3 clusters Score: Raw -557590.572142 + Penalty 4068.838797 = -553521.733345 nChanged 123 SP:Iteration 9Q (5159.000000 sec): 3 clusters Score: Raw -557690.999052 + Penalty 4068.838797 = -553622.160255 nChanged 108 SP:Iteration 10Q (5159.220000 sec): 3 clusters Score: Raw -557767.633151 + Penalty 4068.838797 = -553698.794354 nChanged 62 SP:Iteration 11Q (5159.460000 sec): 3 clusters Score: Raw -557801.698524 + Penalty 4068.838797 = -553732.859727 nChanged 39 SP:Iteration 12Q (5159.640000 sec): 3 clusters Score: Raw -557822.548800 + Penalty 4068.838797 = -553753.710003 nChanged 26 SP:Iteration 13Q (5159.860000 sec): 3 clusters Score: Raw -557837.119963 + Penalty 4068.838797 = -553768.281166 nChanged 22 SP:Iteration 14Q (5160.040000 sec): 3 clusters Score: Raw -557848.280793 + Penalty 4068.838797 = -553779.441996 nChanged 23 SP:Iteration 15Q (5160.220000 sec): 3 clusters Score: Raw -557860.000882 + Penalty 4068.838797 = -553791.162085 nChanged 17 SP:Iteration 16Q (5160.420000 sec): 3 clusters Score: Raw -557868.593671 + Penalty 4068.838797 = -553799.754874 nChanged 16 SP:Iteration 17Q (5160.580000 sec): 3 clusters Score: Raw -557880.900229 + Penalty 4068.838797 = -553812.061432 nChanged 18 SP:Iteration 18Q (5160.750000 sec): 3 clusters Score: Raw -557890.997257 + Penalty 4068.838797 = -553822.158459 nChanged 17 SP:Iteration 19Q (5160.930000 sec): 3 clusters Score: Raw -557898.933849 + Penalty 4068.838797 = -553830.095052 nChanged 14 SP:Iteration 20F (5161.040000 sec): 3 clusters Score: Raw -557904.998581 + Penalty 4068.838797 = -553836.159783 nChanged 10 SP:Iteration 21Q (5161.260000 sec): 3 clusters Score: Raw -557909.654843 + Penalty 4068.838797 = -553840.816045 nChanged 7 SP:Iteration 22Q (5161.470000 sec): 3 clusters Score: Raw -557913.380753 + Penalty 4068.838797 = -553844.541956 nChanged 5 SP:Iteration 23Q (5161.670000 sec): 3 clusters Score: Raw -557915.857372 + Penalty 4068.838797 = -553847.018574 nChanged 4 SP:Iteration 24Q (5161.830000 sec): 3 clusters Score: Raw -557917.658630 + Penalty 4068.838797 = -553848.819833 nChanged 0 SP:Iteration 25F (5162.070000 sec): 3 clusters Score: Raw -557917.658630 + Penalty 4068.838797 = -553848.819833 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (20225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5162.230000 sec): 2 clusters Score: Raw -3224930.088762 + Penalty 2458.839336 = -3222471.249426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5162.510000 sec): 3 clusters Score: Raw -3213266.552279 + Penalty 4917.678672 = -3208348.873607 nChanged 8784 SP:Iteration 1F (5162.790000 sec): 3 clusters Score: Raw -3217908.277448 + Penalty 4917.678672 = -3212990.598776 nChanged 1027 SP:Iteration 2F (5163.070000 sec): 3 clusters Score: Raw -3218267.572042 + Penalty 4917.678672 = -3213349.893370 nChanged 878 SP:Iteration 3Q (5163.390000 sec): 3 clusters Score: Raw -3218577.279206 + Penalty 4917.678672 = -3213659.600534 nChanged 805 SP:Iteration 4Q (5163.640000 sec): 3 clusters Score: Raw -3218859.248320 + Penalty 4917.678672 = -3213941.569648 nChanged 755 SP:Iteration 5Q (5163.960000 sec): 3 clusters Score: Raw -3219134.949820 + Penalty 4917.678672 = -3214217.271148 nChanged 709 SP:Iteration 6Q (5164.260000 sec): 3 clusters Score: Raw -3219397.416081 + Penalty 4917.678672 = -3214479.737409 nChanged 740 SP:Iteration 7Q (5164.530000 sec): 3 clusters Score: Raw -3219727.252217 + Penalty 4917.678672 = -3214809.573545 nChanged 776 SP:Iteration 8Q (5164.840000 sec): 3 clusters Score: Raw -3220102.853935 + Penalty 4917.678672 = -3215185.175263 nChanged 841 SP:Iteration 9Q (5165.110000 sec): 3 clusters Score: Raw -3220569.472001 + Penalty 4917.678672 = -3215651.793329 nChanged 922 SP:Iteration 10Q (5165.470000 sec): 3 clusters Score: Raw -3221166.776807 + Penalty 4917.678672 = -3216249.098135 nChanged 973 SP:Iteration 11Q (5165.800000 sec): 3 clusters Score: Raw -3221856.667603 + Penalty 4917.678672 = -3216938.988931 nChanged 919 SP:Iteration 12Q (5166.090000 sec): 3 clusters Score: Raw -3222538.837055 + Penalty 4917.678672 = -3217621.158383 nChanged 811 SP:Iteration 13Q (5166.370000 sec): 3 clusters Score: Raw -3223127.433602 + Penalty 4917.678672 = -3218209.754930 nChanged 700 SP:Iteration 14Q (5166.650000 sec): 3 clusters Score: Raw -3223615.217193 + Penalty 4917.678672 = -3218697.538521 nChanged 534 SP:Iteration 15Q (5166.940000 sec): 3 clusters Score: Raw -3223963.577297 + Penalty 4917.678672 = -3219045.898625 nChanged 400 SP:Iteration 16Q (5167.190000 sec): 3 clusters Score: Raw -3224213.019887 + Penalty 4917.678672 = -3219295.341215 nChanged 321 SP:Iteration 17Q (5167.450000 sec): 3 clusters Score: Raw -3224405.673939 + Penalty 4917.678672 = -3219487.995267 nChanged 281 SP:Iteration 18Q (5167.680000 sec): 3 clusters Score: Raw -3224577.465305 + Penalty 4917.678672 = -3219659.786633 nChanged 209 SP:Iteration 19Q (5167.970000 sec): 3 clusters Score: Raw -3224700.848105 + Penalty 4917.678672 = -3219783.169433 nChanged 168 SP:Iteration 20F (5168.250000 sec): 3 clusters Score: Raw -3224799.898833 + Penalty 4917.678672 = -3219882.220161 nChanged 135 SP:Iteration 21Q (5168.460000 sec): 3 clusters Score: Raw -3224879.880016 + Penalty 4917.678672 = -3219962.201344 nChanged 97 SP:Iteration 22Q (5168.760000 sec): 3 clusters Score: Raw -3224929.647265 + Penalty 4917.678672 = -3220011.968593 nChanged 77 SP:Iteration 23Q (5169.030000 sec): 3 clusters Score: Raw -3224969.403841 + Penalty 4917.678672 = -3220051.725169 nChanged 55 SP:Iteration 24Q (5169.300000 sec): 3 clusters Score: Raw -3224997.555353 + Penalty 4917.678672 = -3220079.876681 nChanged 37 SP:Iteration 25Q (5169.620000 sec): 3 clusters Score: Raw -3225016.662118 + Penalty 4917.678672 = -3220098.983446 nChanged 44 SP:Iteration 26Q (5169.830000 sec): 3 clusters Score: Raw -3225038.120847 + Penalty 4917.678672 = -3220120.442175 nChanged 47 SP:Iteration 27Q (5170.110000 sec): 3 clusters Score: Raw -3225064.929250 + Penalty 4917.678672 = -3220147.250578 nChanged 31 SP:Iteration 28Q (5170.370000 sec): 3 clusters Score: Raw -3225084.778502 + Penalty 4917.678672 = -3220167.099830 nChanged 25 SP:Iteration 29Q (5170.650000 sec): 3 clusters Score: Raw -3225098.412671 + Penalty 4917.678672 = -3220180.733999 nChanged 23 SP:Iteration 30Q (5170.920000 sec): 3 clusters Score: Raw -3225110.445813 + Penalty 4917.678672 = -3220192.767141 nChanged 21 SP:Iteration 31Q (5171.200000 sec): 3 clusters Score: Raw -3225119.821988 + Penalty 4917.678672 = -3220202.143316 nChanged 11 SP:Iteration 32Q (5171.480000 sec): 3 clusters Score: Raw -3225126.357804 + Penalty 4917.678672 = -3220208.679132 nChanged 13 SP:Iteration 33Q (5171.760000 sec): 3 clusters Score: Raw -3225134.825052 + Penalty 4917.678672 = -3220217.146380 nChanged 14 SP:Iteration 34Q (5172.030000 sec): 3 clusters Score: Raw -3225147.965505 + Penalty 4917.678672 = -3220230.286833 nChanged 20 SP:Iteration 35Q (5172.280000 sec): 3 clusters Score: Raw -3225164.996744 + Penalty 4917.678672 = -3220247.318072 nChanged 32 SP:Iteration 36Q (5172.530000 sec): 3 clusters Score: Raw -3225185.884880 + Penalty 4917.678672 = -3220268.206208 nChanged 26 SP:Iteration 37Q (5172.770000 sec): 3 clusters Score: Raw -3225203.662018 + Penalty 4917.678672 = -3220285.983346 nChanged 13 SP:Iteration 38Q (5173.060000 sec): 3 clusters Score: Raw -3225212.622631 + Penalty 4917.678672 = -3220294.943959 nChanged 16 SP:Iteration 39Q (5173.320000 sec): 3 clusters Score: Raw -3225223.823551 + Penalty 4917.678672 = -3220306.144879 nChanged 14 SP:Iteration 40F (5173.610000 sec): 3 clusters Score: Raw -3225233.473664 + Penalty 4917.678672 = -3220315.794992 nChanged 11 SP:Iteration 41Q (5173.860000 sec): 3 clusters Score: Raw -3225242.496926 + Penalty 4917.678672 = -3220324.818254 nChanged 10 SP:Iteration 42Q (5174.110000 sec): 3 clusters Score: Raw -3225249.032015 + Penalty 4917.678672 = -3220331.353343 nChanged 4 SP:Iteration 43Q (5174.380000 sec): 3 clusters Score: Raw -3225250.964503 + Penalty 4917.678672 = -3220333.285831 nChanged 3 SP:Iteration 44Q (5174.620000 sec): 3 clusters Score: Raw -3225252.766368 + Penalty 4917.678672 = -3220335.087696 nChanged 0 SP:Iteration 45F (5174.880000 sec): 3 clusters Score: Raw -3225252.766368 + Penalty 4917.678672 = -3220335.087696 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5175.030000 sec): 2 clusters Score: Raw -36824.648664 + Penalty 1425.849461 = -35398.799204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5175.180000 sec): 3 clusters Score: Raw -37242.131437 + Penalty 2851.698921 = -34390.432516 nChanged 71 SP:Iteration 1F (5175.350000 sec): 3 clusters Score: Raw -37638.663679 + Penalty 2851.698921 = -34786.964758 nChanged 29 SP:Iteration 2F (5175.510000 sec): 3 clusters Score: Raw -37808.308286 + Penalty 2851.698921 = -34956.609365 nChanged 12 SP:Iteration 3Q (5175.700000 sec): 3 clusters Score: Raw -37889.267520 + Penalty 2851.698921 = -35037.568599 nChanged 6 SP:Iteration 4Q (5175.890000 sec): 3 clusters Score: Raw -37920.171134 + Penalty 2851.698921 = -35068.472213 nChanged 4 SP:Iteration 5Q (5176.100000 sec): 3 clusters Score: Raw -37936.281700 + Penalty 2851.698921 = -35084.582779 nChanged 4 SP:Iteration 6Q (5176.250000 sec): 3 clusters Score: Raw -37971.882506 + Penalty 2851.698921 = -35120.183585 nChanged 2 SP:Iteration 7Q (5176.440000 sec): 3 clusters Score: Raw -37979.724833 + Penalty 2851.698921 = -35128.025912 nChanged 1 SP:Iteration 8Q (5176.610000 sec): 3 clusters Score: Raw -37993.273790 + Penalty 2851.698921 = -35141.574869 nChanged 1 SP:Iteration 9Q (5176.760000 sec): 3 clusters Score: Raw -38000.147705 + Penalty 2851.698921 = -35148.448784 nChanged 0 SP:Iteration 10F (5176.900000 sec): 3 clusters Score: Raw -38000.147705 + Penalty 2851.698921 = -35148.448784 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5177.000000 sec): 2 clusters Score: Raw -87665.829295 + Penalty 1610.450952 = -86055.378343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5177.170000 sec): 3 clusters Score: Raw -87606.035418 + Penalty 3220.901905 = -84385.133514 nChanged 141 SP:Iteration 1F (5177.360000 sec): 3 clusters Score: Raw -87860.169521 + Penalty 3220.901905 = -84639.267616 nChanged 55 SP:Iteration 2F (5177.630000 sec): 3 clusters Score: Raw -88008.999211 + Penalty 3220.901905 = -84788.097307 nChanged 40 SP:Iteration 3F (5177.840000 sec): 3 clusters Score: Raw -88133.497264 + Penalty 3220.901905 = -84912.595359 nChanged 31 SP:Iteration 4Q (5178.020000 sec): 3 clusters Score: Raw -88302.483958 + Penalty 3220.901905 = -85081.582053 nChanged 34 SP:Iteration 5F (5178.210000 sec): 3 clusters Score: Raw -88467.484664 + Penalty 3220.901905 = -85246.582760 nChanged 37 SP:Iteration 6F (5178.360000 sec): 3 clusters Score: Raw -88630.208966 + Penalty 3220.901905 = -85409.307061 nChanged 32 SP:Iteration 7Q (5178.560000 sec): 3 clusters Score: Raw -88749.578697 + Penalty 3220.901905 = -85528.676793 nChanged 19 SP:Iteration 8Q (5178.760000 sec): 3 clusters Score: Raw -88816.459207 + Penalty 3220.901905 = -85595.557302 nChanged 14 SP:Iteration 9Q (5178.970000 sec): 3 clusters Score: Raw -88868.940204 + Penalty 3220.901905 = -85648.038300 nChanged 3 SP:Iteration 10Q (5179.110000 sec): 3 clusters Score: Raw -88878.960037 + Penalty 3220.901905 = -85658.058132 nChanged 4 SP:Iteration 11Q (5179.310000 sec): 3 clusters Score: Raw -88894.440938 + Penalty 3220.901905 = -85673.539033 nChanged 5 SP:Iteration 12Q (5179.490000 sec): 3 clusters Score: Raw -88903.507109 + Penalty 3220.901905 = -85682.605205 nChanged 1 SP:Iteration 13Q (5179.680000 sec): 3 clusters Score: Raw -88905.052543 + Penalty 3220.901905 = -85684.150639 nChanged 1 SP:Iteration 14Q (5179.850000 sec): 3 clusters Score: Raw -88906.814367 + Penalty 3220.901905 = -85685.912462 nChanged 0 SP:Iteration 15F (5180.020000 sec): 3 clusters Score: Raw -88906.814367 + Penalty 3220.901905 = -85685.912462 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (14433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5180.190000 sec): 2 clusters Score: Raw -2155639.261047 + Penalty 2375.163588 = -2153264.097459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5180.500000 sec): 3 clusters Score: Raw -2147393.818712 + Penalty 4750.327175 = -2142643.491537 nChanged 6259 SP:Iteration 1F (5180.760000 sec): 3 clusters Score: Raw -2150791.259003 + Penalty 4750.327175 = -2146040.931828 nChanged 965 SP:Iteration 2F (5181.110000 sec): 3 clusters Score: Raw -2151285.605986 + Penalty 4750.327175 = -2146535.278811 nChanged 847 SP:Iteration 3F (5181.350000 sec): 3 clusters Score: Raw -2151729.536070 + Penalty 4750.327175 = -2146979.208895 nChanged 786 SP:Iteration 4F (5181.650000 sec): 3 clusters Score: Raw -2152149.588468 + Penalty 4750.327175 = -2147399.261293 nChanged 737 SP:Iteration 5F (5181.920000 sec): 3 clusters Score: Raw -2152551.490732 + Penalty 4750.327175 = -2147801.163557 nChanged 694 SP:Iteration 6Q (5182.240000 sec): 3 clusters Score: Raw -2152923.334160 + Penalty 4750.327175 = -2148173.006985 nChanged 698 SP:Iteration 7Q (5182.580000 sec): 3 clusters Score: Raw -2153299.825485 + Penalty 4750.327175 = -2148549.498309 nChanged 669 SP:Iteration 8Q (5182.930000 sec): 3 clusters Score: Raw -2153665.441179 + Penalty 4750.327175 = -2148915.114004 nChanged 572 SP:Iteration 9Q (5183.250000 sec): 3 clusters Score: Raw -2153989.625908 + Penalty 4750.327175 = -2149239.298733 nChanged 501 SP:Iteration 10Q (5183.500000 sec): 3 clusters Score: Raw -2154274.651523 + Penalty 4750.327175 = -2149524.324348 nChanged 438 SP:Iteration 11Q (5183.790000 sec): 3 clusters Score: Raw -2154549.567944 + Penalty 4750.327175 = -2149799.240769 nChanged 359 SP:Iteration 12Q (5184.020000 sec): 3 clusters Score: Raw -2154800.709456 + Penalty 4750.327175 = -2150050.382281 nChanged 315 SP:Iteration 13Q (5184.330000 sec): 3 clusters Score: Raw -2155001.732408 + Penalty 4750.327175 = -2150251.405233 nChanged 283 SP:Iteration 14Q (5184.540000 sec): 3 clusters Score: Raw -2155225.209423 + Penalty 4750.327175 = -2150474.882248 nChanged 254 SP:Iteration 15Q (5184.820000 sec): 3 clusters Score: Raw -2155506.109558 + Penalty 4750.327175 = -2150755.782383 nChanged 225 SP:Iteration 16Q (5185.050000 sec): 3 clusters Score: Raw -2155791.582506 + Penalty 4750.327175 = -2151041.255331 nChanged 170 SP:Iteration 17Q (5185.280000 sec): 3 clusters Score: Raw -2155926.375294 + Penalty 4750.327175 = -2151176.048119 nChanged 137 SP:Iteration 18Q (5185.510000 sec): 3 clusters Score: Raw -2156009.402414 + Penalty 4750.327175 = -2151259.075239 nChanged 87 SP:Iteration 19Q (5185.750000 sec): 3 clusters Score: Raw -2156051.712199 + Penalty 4750.327175 = -2151301.385024 nChanged 67 SP:Iteration 20F (5185.960000 sec): 3 clusters Score: Raw -2156077.675010 + Penalty 4750.327175 = -2151327.347835 nChanged 50 SP:Iteration 21Q (5186.160000 sec): 3 clusters Score: Raw -2156101.641969 + Penalty 4750.327175 = -2151351.314794 nChanged 52 SP:Iteration 22Q (5186.350000 sec): 3 clusters Score: Raw -2156126.190134 + Penalty 4750.327175 = -2151375.862959 nChanged 47 SP:Iteration 23Q (5186.560000 sec): 3 clusters Score: Raw -2156145.914561 + Penalty 4750.327175 = -2151395.587386 nChanged 34 SP:Iteration 24Q (5186.770000 sec): 3 clusters Score: Raw -2156160.469920 + Penalty 4750.327175 = -2151410.142745 nChanged 28 SP:Iteration 25Q (5186.980000 sec): 3 clusters Score: Raw -2156173.435941 + Penalty 4750.327175 = -2151423.108766 nChanged 30 SP:Iteration 26Q (5187.160000 sec): 3 clusters Score: Raw -2156186.774563 + Penalty 4750.327175 = -2151436.447388 nChanged 34 SP:Iteration 27Q (5187.350000 sec): 3 clusters Score: Raw -2156199.600764 + Penalty 4750.327175 = -2151449.273589 nChanged 25 SP:Iteration 28Q (5187.610000 sec): 3 clusters Score: Raw -2156210.341308 + Penalty 4750.327175 = -2151460.014133 nChanged 28 SP:Iteration 29Q (5187.820000 sec): 3 clusters Score: Raw -2156221.258262 + Penalty 4750.327175 = -2151470.931087 nChanged 22 SP:Iteration 30Q (5188.030000 sec): 3 clusters Score: Raw -2156230.538432 + Penalty 4750.327175 = -2151480.211257 nChanged 22 SP:Iteration 31Q (5188.290000 sec): 3 clusters Score: Raw -2156237.816484 + Penalty 4750.327175 = -2151487.489309 nChanged 13 SP:Iteration 32Q (5188.510000 sec): 3 clusters Score: Raw -2156242.381401 + Penalty 4750.327175 = -2151492.054226 nChanged 12 SP:Iteration 33Q (5188.720000 sec): 3 clusters Score: Raw -2156245.606093 + Penalty 4750.327175 = -2151495.278918 nChanged 7 SP:Iteration 34Q (5188.930000 sec): 3 clusters Score: Raw -2156247.437612 + Penalty 4750.327175 = -2151497.110437 nChanged 7 SP:Iteration 35Q (5189.140000 sec): 3 clusters Score: Raw -2156250.283238 + Penalty 4750.327175 = -2151499.956063 nChanged 7 SP:Iteration 36Q (5189.340000 sec): 3 clusters Score: Raw -2156252.782386 + Penalty 4750.327175 = -2151502.455211 nChanged 5 SP:Iteration 37Q (5189.540000 sec): 3 clusters Score: Raw -2156254.174960 + Penalty 4750.327175 = -2151503.847785 nChanged 2 SP:Iteration 38Q (5189.740000 sec): 3 clusters Score: Raw -2156255.127395 + Penalty 4750.327175 = -2151504.800220 nChanged 5 SP:Iteration 39Q (5189.990000 sec): 3 clusters Score: Raw -2156256.783040 + Penalty 4750.327175 = -2151506.455865 nChanged 0 SP:Iteration 40F (5190.250000 sec): 3 clusters Score: Raw -2156256.783040 + Penalty 4750.327175 = -2151506.455865 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (6838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5190.370000 sec): 2 clusters Score: Raw -988637.486161 + Penalty 2189.902141 = -986447.584019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5190.620000 sec): 3 clusters Score: Raw -985203.354492 + Penalty 4379.804283 = -980823.550209 nChanged 2676 SP:Iteration 1F (5190.830000 sec): 3 clusters Score: Raw -986768.611575 + Penalty 4379.804283 = -982388.807292 nChanged 556 SP:Iteration 2F (5191.080000 sec): 3 clusters Score: Raw -987199.240708 + Penalty 4379.804283 = -982819.436425 nChanged 496 SP:Iteration 3F (5191.270000 sec): 3 clusters Score: Raw -987655.858335 + Penalty 4379.804283 = -983276.054052 nChanged 455 SP:Iteration 4F (5191.550000 sec): 3 clusters Score: Raw -988090.531879 + Penalty 4379.804283 = -983710.727596 nChanged 434 SP:Iteration 5F (5191.730000 sec): 3 clusters Score: Raw -988468.387935 + Penalty 4379.804283 = -984088.583653 nChanged 390 SP:Iteration 6F (5191.950000 sec): 3 clusters Score: Raw -988769.727338 + Penalty 4379.804283 = -984389.923055 nChanged 325 SP:Iteration 7Q (5192.160000 sec): 3 clusters Score: Raw -988990.857387 + Penalty 4379.804283 = -984611.053105 nChanged 265 SP:Iteration 8Q (5192.380000 sec): 3 clusters Score: Raw -989126.247100 + Penalty 4379.804283 = -984746.442817 nChanged 176 SP:Iteration 9Q (5192.570000 sec): 3 clusters Score: Raw -989202.263757 + Penalty 4379.804283 = -984822.459474 nChanged 114 SP:Iteration 10Q (5192.820000 sec): 3 clusters Score: Raw -989240.095773 + Penalty 4379.804283 = -984860.291490 nChanged 87 SP:Iteration 11Q (5193.040000 sec): 3 clusters Score: Raw -989272.409193 + Penalty 4379.804283 = -984892.604910 nChanged 70 SP:Iteration 12Q (5193.230000 sec): 3 clusters Score: Raw -989295.576563 + Penalty 4379.804283 = -984915.772281 nChanged 51 SP:Iteration 13Q (5193.520000 sec): 3 clusters Score: Raw -989310.492454 + Penalty 4379.804283 = -984930.688171 nChanged 41 SP:Iteration 14Q (5193.730000 sec): 3 clusters Score: Raw -989321.020001 + Penalty 4379.804283 = -984941.215719 nChanged 32 SP:Iteration 15Q (5193.900000 sec): 3 clusters Score: Raw -989329.315851 + Penalty 4379.804283 = -984949.511568 nChanged 30 SP:Iteration 16Q (5194.130000 sec): 3 clusters Score: Raw -989336.276868 + Penalty 4379.804283 = -984956.472586 nChanged 19 SP:Iteration 17Q (5194.360000 sec): 3 clusters Score: Raw -989342.174461 + Penalty 4379.804283 = -984962.370178 nChanged 24 SP:Iteration 18Q (5194.570000 sec): 3 clusters Score: Raw -989350.581969 + Penalty 4379.804283 = -984970.777687 nChanged 25 SP:Iteration 19Q (5194.820000 sec): 3 clusters Score: Raw -989358.158198 + Penalty 4379.804283 = -984978.353916 nChanged 27 SP:Iteration 20F (5195.020000 sec): 3 clusters Score: Raw -989366.954769 + Penalty 4379.804283 = -984987.150487 nChanged 28 SP:Iteration 21Q (5195.270000 sec): 3 clusters Score: Raw -989375.230708 + Penalty 4379.804283 = -984995.426425 nChanged 18 SP:Iteration 22Q (5195.480000 sec): 3 clusters Score: Raw -989379.564051 + Penalty 4379.804283 = -984999.759769 nChanged 13 SP:Iteration 23Q (5195.690000 sec): 3 clusters Score: Raw -989382.179018 + Penalty 4379.804283 = -985002.374735 nChanged 15 SP:Iteration 24Q (5195.860000 sec): 3 clusters Score: Raw -989385.792445 + Penalty 4379.804283 = -985005.988162 nChanged 16 SP:Iteration 25Q (5196.060000 sec): 3 clusters Score: Raw -989390.019507 + Penalty 4379.804283 = -985010.215225 nChanged 13 SP:Iteration 26Q (5196.290000 sec): 3 clusters Score: Raw -989393.269377 + Penalty 4379.804283 = -985013.465094 nChanged 12 SP:Iteration 27Q (5196.490000 sec): 3 clusters Score: Raw -989396.834120 + Penalty 4379.804283 = -985017.029837 nChanged 17 SP:Iteration 28Q (5196.710000 sec): 3 clusters Score: Raw -989400.557368 + Penalty 4379.804283 = -985020.753085 nChanged 13 SP:Iteration 29Q (5196.940000 sec): 3 clusters Score: Raw -989403.007222 + Penalty 4379.804283 = -985023.202940 nChanged 9 SP:Iteration 30Q (5197.120000 sec): 3 clusters Score: Raw -989405.235777 + Penalty 4379.804283 = -985025.431495 nChanged 7 SP:Iteration 31Q (5197.300000 sec): 3 clusters Score: Raw -989406.720805 + Penalty 4379.804283 = -985026.916522 nChanged 8 SP:Iteration 32Q (5197.510000 sec): 3 clusters Score: Raw -989408.438246 + Penalty 4379.804283 = -985028.633963 nChanged 6 SP:Iteration 33Q (5197.690000 sec): 3 clusters Score: Raw -989409.776267 + Penalty 4379.804283 = -985029.971984 nChanged 3 SP:Iteration 34Q (5197.920000 sec): 3 clusters Score: Raw -989410.330374 + Penalty 4379.804283 = -985030.526091 nChanged 0 SP:Iteration 35F (5198.160000 sec): 3 clusters Score: Raw -989410.330374 + Penalty 4379.804283 = -985030.526091 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (1014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5198.280000 sec): 2 clusters Score: Raw -158328.696138 + Penalty 1716.571230 = -156612.124908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5198.440000 sec): 3 clusters Score: Raw -158119.453579 + Penalty 3433.142459 = -154686.311120 nChanged 252 SP:Iteration 1F (5198.640000 sec): 3 clusters Score: Raw -158412.408438 + Penalty 3433.142459 = -154979.265978 nChanged 71 SP:Iteration 2F (5198.870000 sec): 3 clusters Score: Raw -158529.352853 + Penalty 3433.142459 = -155096.210393 nChanged 56 SP:Iteration 3F (5199.020000 sec): 3 clusters Score: Raw -158630.970363 + Penalty 3433.142459 = -155197.827904 nChanged 44 SP:Iteration 4Q (5199.220000 sec): 3 clusters Score: Raw -158736.894355 + Penalty 3433.142459 = -155303.751896 nChanged 45 SP:Iteration 5Q (5199.390000 sec): 3 clusters Score: Raw -158846.006770 + Penalty 3433.142459 = -155412.864310 nChanged 40 SP:Iteration 6Q (5199.650000 sec): 3 clusters Score: Raw -158933.810830 + Penalty 3433.142459 = -155500.668371 nChanged 26 SP:Iteration 7Q (5199.830000 sec): 3 clusters Score: Raw -158993.060060 + Penalty 3433.142459 = -155559.917601 nChanged 22 SP:Iteration 8Q (5200.040000 sec): 3 clusters Score: Raw -159036.044946 + Penalty 3433.142459 = -155602.902487 nChanged 16 SP:Iteration 9Q (5200.240000 sec): 3 clusters Score: Raw -159067.383251 + Penalty 3433.142459 = -155634.240792 nChanged 11 SP:Iteration 10Q (5200.420000 sec): 3 clusters Score: Raw -159088.898718 + Penalty 3433.142459 = -155655.756259 nChanged 7 SP:Iteration 11Q (5200.560000 sec): 3 clusters Score: Raw -159102.988951 + Penalty 3433.142459 = -155669.846492 nChanged 9 SP:Iteration 12Q (5200.760000 sec): 3 clusters Score: Raw -159120.928847 + Penalty 3433.142459 = -155687.786387 nChanged 4 SP:Iteration 13Q (5200.960000 sec): 3 clusters Score: Raw -159128.117576 + Penalty 3433.142459 = -155694.975117 nChanged 4 SP:Iteration 14Q (5201.130000 sec): 3 clusters Score: Raw -159137.392578 + Penalty 3433.142459 = -155704.250119 nChanged 7 SP:Iteration 15Q (5201.320000 sec): 3 clusters Score: Raw -159148.263181 + Penalty 3433.142459 = -155715.120721 nChanged 2 SP:Iteration 16Q (5201.500000 sec): 3 clusters Score: Raw -159150.617789 + Penalty 3433.142459 = -155717.475329 nChanged 0 SP:Iteration 17F (5201.660000 sec): 3 clusters Score: Raw -159150.617789 + Penalty 3433.142459 = -155717.475329 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (2460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5201.760000 sec): 2 clusters Score: Raw -343029.003056 + Penalty 1936.363324 = -341092.639732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5201.970000 sec): 3 clusters Score: Raw -342094.693635 + Penalty 3872.726648 = -338221.966987 nChanged 867 SP:Iteration 1F (5202.120000 sec): 3 clusters Score: Raw -343002.050134 + Penalty 3872.726648 = -339129.323486 nChanged 231 SP:Iteration 2F (5202.260000 sec): 3 clusters Score: Raw -343285.143152 + Penalty 3872.726648 = -339412.416504 nChanged 151 SP:Iteration 3F (5202.440000 sec): 3 clusters Score: Raw -343440.215800 + Penalty 3872.726648 = -339567.489152 nChanged 105 SP:Iteration 4Q (5202.610000 sec): 3 clusters Score: Raw -343534.390736 + Penalty 3872.726648 = -339661.664088 nChanged 85 SP:Iteration 5Q (5202.810000 sec): 3 clusters Score: Raw -343614.004061 + Penalty 3872.726648 = -339741.277413 nChanged 70 SP:Iteration 6Q (5202.980000 sec): 3 clusters Score: Raw -343679.539129 + Penalty 3872.726648 = -339806.812481 nChanged 52 SP:Iteration 7Q (5203.160000 sec): 3 clusters Score: Raw -343728.629574 + Penalty 3872.726648 = -339855.902926 nChanged 39 SP:Iteration 8Q (5203.380000 sec): 3 clusters Score: Raw -343760.964305 + Penalty 3872.726648 = -339888.237657 nChanged 36 SP:Iteration 9Q (5203.540000 sec): 3 clusters Score: Raw -343786.164915 + Penalty 3872.726648 = -339913.438267 nChanged 29 SP:Iteration 10Q (5203.720000 sec): 3 clusters Score: Raw -343806.153713 + Penalty 3872.726648 = -339933.427065 nChanged 17 SP:Iteration 11Q (5203.870000 sec): 3 clusters Score: Raw -343817.211796 + Penalty 3872.726648 = -339944.485148 nChanged 15 SP:Iteration 12Q (5204.090000 sec): 3 clusters Score: Raw -343829.831889 + Penalty 3872.726648 = -339957.105241 nChanged 14 SP:Iteration 13Q (5204.240000 sec): 3 clusters Score: Raw -343841.223520 + Penalty 3872.726648 = -339968.496872 nChanged 16 SP:Iteration 14Q (5204.380000 sec): 3 clusters Score: Raw -343861.237554 + Penalty 3872.726648 = -339988.510906 nChanged 16 SP:Iteration 15Q (5204.520000 sec): 3 clusters Score: Raw -343876.086552 + Penalty 3872.726648 = -340003.359904 nChanged 21 SP:Iteration 16Q (5204.660000 sec): 3 clusters Score: Raw -343891.720805 + Penalty 3872.726648 = -340018.994157 nChanged 12 SP:Iteration 17Q (5204.810000 sec): 3 clusters Score: Raw -343901.769755 + Penalty 3872.726648 = -340029.043107 nChanged 16 SP:Iteration 18Q (5205.000000 sec): 3 clusters Score: Raw -343915.044932 + Penalty 3872.726648 = -340042.318284 nChanged 19 SP:Iteration 19Q (5205.220000 sec): 3 clusters Score: Raw -343929.602889 + Penalty 3872.726648 = -340056.876242 nChanged 8 SP:Iteration 20F (5205.430000 sec): 3 clusters Score: Raw -343935.925578 + Penalty 3872.726648 = -340063.198930 nChanged 5 SP:Iteration 21Q (5205.600000 sec): 3 clusters Score: Raw -343940.107457 + Penalty 3872.726648 = -340067.380809 nChanged 11 SP:Iteration 22Q (5205.800000 sec): 3 clusters Score: Raw -343947.119540 + Penalty 3872.726648 = -340074.392892 nChanged 10 SP:Iteration 23Q (5205.980000 sec): 3 clusters Score: Raw -343955.039009 + Penalty 3872.726648 = -340082.312361 nChanged 9 SP:Iteration 24Q (5206.140000 sec): 3 clusters Score: Raw -343959.611292 + Penalty 3872.726648 = -340086.884644 nChanged 5 SP:Iteration 25Q (5206.330000 sec): 3 clusters Score: Raw -343962.787490 + Penalty 3872.726648 = -340090.060842 nChanged 2 SP:Iteration 26Q (5206.520000 sec): 3 clusters Score: Raw -343969.401324 + Penalty 3872.726648 = -340096.674676 nChanged 11 SP:Iteration 27Q (5206.680000 sec): 3 clusters Score: Raw -343983.362606 + Penalty 3872.726648 = -340110.635958 nChanged 8 SP:Iteration 28Q (5206.870000 sec): 3 clusters Score: Raw -344000.895334 + Penalty 3872.726648 = -340128.168686 nChanged 10 SP:Iteration 29Q (5207.040000 sec): 3 clusters Score: Raw -344013.663653 + Penalty 3872.726648 = -340140.937005 nChanged 12 SP:Iteration 30Q (5207.220000 sec): 3 clusters Score: Raw -344026.150500 + Penalty 3872.726648 = -340153.423852 nChanged 15 SP:Iteration 31Q (5207.410000 sec): 3 clusters Score: Raw -344040.657058 + Penalty 3872.726648 = -340167.930410 nChanged 8 SP:Iteration 32Q (5207.580000 sec): 3 clusters Score: Raw -344046.372982 + Penalty 3872.726648 = -340173.646334 nChanged 7 SP:Iteration 33Q (5207.740000 sec): 3 clusters Score: Raw -344055.592135 + Penalty 3872.726648 = -340182.865487 nChanged 6 SP:Iteration 34Q (5207.910000 sec): 3 clusters Score: Raw -344060.228314 + Penalty 3872.726648 = -340187.501666 nChanged 5 SP:Iteration 35Q (5208.100000 sec): 3 clusters Score: Raw -344064.953938 + Penalty 3872.726648 = -340192.227291 nChanged 3 SP:Iteration 36Q (5208.270000 sec): 3 clusters Score: Raw -344066.508122 + Penalty 3872.726648 = -340193.781474 nChanged 4 SP:Iteration 37Q (5208.440000 sec): 3 clusters Score: Raw -344071.745906 + Penalty 3872.726648 = -340199.019258 nChanged 7 SP:Iteration 38Q (5208.640000 sec): 3 clusters Score: Raw -344080.970128 + Penalty 3872.726648 = -340208.243480 nChanged 4 SP:Iteration 39Q (5208.850000 sec): 3 clusters Score: Raw -344083.112291 + Penalty 3872.726648 = -340210.385643 nChanged 2 SP:Iteration 40F (5209.040000 sec): 3 clusters Score: Raw -344084.364555 + Penalty 3872.726648 = -340211.637907 nChanged 1 SP:Iteration 41Q (5209.190000 sec): 3 clusters Score: Raw -344085.502593 + Penalty 3872.726648 = -340212.775945 nChanged 1 SP:Iteration 42Q (5209.350000 sec): 3 clusters Score: Raw -344086.528231 + Penalty 3872.726648 = -340213.801583 nChanged 1 SP:Iteration 43Q (5209.530000 sec): 3 clusters Score: Raw -344086.863399 + Penalty 3872.726648 = -340214.136751 nChanged 0 SP:Iteration 44F (5209.720000 sec): 3 clusters Score: Raw -344086.863399 + Penalty 3872.726648 = -340214.136751 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (10722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5209.860000 sec): 2 clusters Score: Raw -1624860.007289 + Penalty 2301.453140 = -1622558.554149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5210.110000 sec): 3 clusters Score: Raw -1619014.502587 + Penalty 4602.906280 = -1614411.596307 nChanged 4512 SP:Iteration 1F (5210.390000 sec): 3 clusters Score: Raw -1621478.787828 + Penalty 4602.906280 = -1616875.881548 nChanged 621 SP:Iteration 2F (5210.640000 sec): 3 clusters Score: Raw -1621766.893366 + Penalty 4602.906280 = -1617163.987086 nChanged 517 SP:Iteration 3Q (5210.890000 sec): 3 clusters Score: Raw -1621990.611198 + Penalty 4602.906280 = -1617387.704918 nChanged 421 SP:Iteration 4Q (5211.160000 sec): 3 clusters Score: Raw -1622179.184911 + Penalty 4602.906280 = -1617576.278631 nChanged 385 SP:Iteration 5Q (5211.430000 sec): 3 clusters Score: Raw -1622360.789436 + Penalty 4602.906280 = -1617757.883155 nChanged 413 SP:Iteration 6Q (5211.700000 sec): 3 clusters Score: Raw -1622547.331537 + Penalty 4602.906280 = -1617944.425257 nChanged 383 SP:Iteration 7Q (5211.940000 sec): 3 clusters Score: Raw -1622732.728104 + Penalty 4602.906280 = -1618129.821824 nChanged 390 SP:Iteration 8Q (5212.130000 sec): 3 clusters Score: Raw -1622926.891982 + Penalty 4602.906280 = -1618323.985702 nChanged 392 SP:Iteration 9Q (5212.380000 sec): 3 clusters Score: Raw -1623133.793988 + Penalty 4602.906280 = -1618530.887708 nChanged 408 SP:Iteration 10Q (5212.630000 sec): 3 clusters Score: Raw -1623338.406429 + Penalty 4602.906280 = -1618735.500149 nChanged 367 SP:Iteration 11Q (5212.880000 sec): 3 clusters Score: Raw -1623528.660422 + Penalty 4602.906280 = -1618925.754141 nChanged 345 SP:Iteration 12Q (5213.100000 sec): 3 clusters Score: Raw -1623721.312234 + Penalty 4602.906280 = -1619118.405953 nChanged 332 SP:Iteration 13Q (5213.400000 sec): 3 clusters Score: Raw -1623918.806357 + Penalty 4602.906280 = -1619315.900077 nChanged 331 SP:Iteration 14Q (5213.600000 sec): 3 clusters Score: Raw -1624126.047876 + Penalty 4602.906280 = -1619523.141596 nChanged 336 SP:Iteration 15Q (5213.830000 sec): 3 clusters Score: Raw -1624311.285309 + Penalty 4602.906280 = -1619708.379029 nChanged 306 SP:Iteration 16Q (5214.070000 sec): 3 clusters Score: Raw -1624466.217375 + Penalty 4602.906280 = -1619863.311094 nChanged 271 SP:Iteration 17Q (5214.290000 sec): 3 clusters Score: Raw -1624588.385795 + Penalty 4602.906280 = -1619985.479514 nChanged 221 SP:Iteration 18Q (5214.500000 sec): 3 clusters Score: Raw -1624671.659520 + Penalty 4602.906280 = -1620068.753240 nChanged 171 SP:Iteration 19Q (5214.730000 sec): 3 clusters Score: Raw -1624734.692043 + Penalty 4602.906280 = -1620131.785763 nChanged 155 SP:Iteration 20F (5214.950000 sec): 3 clusters Score: Raw -1624784.833988 + Penalty 4602.906280 = -1620181.927707 nChanged 122 SP:Iteration 21Q (5215.180000 sec): 3 clusters Score: Raw -1624822.839353 + Penalty 4602.906280 = -1620219.933072 nChanged 114 SP:Iteration 22Q (5215.400000 sec): 3 clusters Score: Raw -1624858.477803 + Penalty 4602.906280 = -1620255.571523 nChanged 107 SP:Iteration 23Q (5215.630000 sec): 3 clusters Score: Raw -1624891.316653 + Penalty 4602.906280 = -1620288.410373 nChanged 86 SP:Iteration 24Q (5215.860000 sec): 3 clusters Score: Raw -1624916.357517 + Penalty 4602.906280 = -1620313.451237 nChanged 94 SP:Iteration 25Q (5216.060000 sec): 3 clusters Score: Raw -1624943.056244 + Penalty 4602.906280 = -1620340.149964 nChanged 71 SP:Iteration 26Q (5216.290000 sec): 3 clusters Score: Raw -1624962.599778 + Penalty 4602.906280 = -1620359.693498 nChanged 68 SP:Iteration 27Q (5216.490000 sec): 3 clusters Score: Raw -1624984.110309 + Penalty 4602.906280 = -1620381.204029 nChanged 73 SP:Iteration 28Q (5216.680000 sec): 3 clusters Score: Raw -1625011.275735 + Penalty 4602.906280 = -1620408.369455 nChanged 83 SP:Iteration 29Q (5216.920000 sec): 3 clusters Score: Raw -1625036.209685 + Penalty 4602.906280 = -1620433.303405 nChanged 77 SP:Iteration 30Q (5217.120000 sec): 3 clusters Score: Raw -1625060.506243 + Penalty 4602.906280 = -1620457.599963 nChanged 88 SP:Iteration 31Q (5217.360000 sec): 3 clusters Score: Raw -1625086.197023 + Penalty 4602.906280 = -1620483.290742 nChanged 82 SP:Iteration 32Q (5217.560000 sec): 3 clusters Score: Raw -1625118.945015 + Penalty 4602.906280 = -1620516.038734 nChanged 97 SP:Iteration 33Q (5217.780000 sec): 3 clusters Score: Raw -1625155.900565 + Penalty 4602.906280 = -1620552.994285 nChanged 108 SP:Iteration 34Q (5217.970000 sec): 3 clusters Score: Raw -1625198.072064 + Penalty 4602.906280 = -1620595.165784 nChanged 110 SP:Iteration 35Q (5218.120000 sec): 3 clusters Score: Raw -1625243.988447 + Penalty 4602.906280 = -1620641.082167 nChanged 107 SP:Iteration 36Q (5218.290000 sec): 3 clusters Score: Raw -1625290.829262 + Penalty 4602.906280 = -1620687.922982 nChanged 116 SP:Iteration 37Q (5218.530000 sec): 3 clusters Score: Raw -1625342.374210 + Penalty 4602.906280 = -1620739.467929 nChanged 96 SP:Iteration 38Q (5218.750000 sec): 3 clusters Score: Raw -1625380.863325 + Penalty 4602.906280 = -1620777.957045 nChanged 98 SP:Iteration 39Q (5218.960000 sec): 3 clusters Score: Raw -1625416.224938 + Penalty 4602.906280 = -1620813.318658 nChanged 106 SP:Iteration 40F (5219.220000 sec): 3 clusters Score: Raw -1625461.939291 + Penalty 4602.906280 = -1620859.033011 nChanged 99 SP:Iteration 41Q (5219.440000 sec): 3 clusters Score: Raw -1625499.100270 + Penalty 4602.906280 = -1620896.193990 nChanged 81 SP:Iteration 42Q (5219.670000 sec): 3 clusters Score: Raw -1625530.230229 + Penalty 4602.906280 = -1620927.323949 nChanged 76 SP:Iteration 43Q (5219.940000 sec): 3 clusters Score: Raw -1625557.153875 + Penalty 4602.906280 = -1620954.247595 nChanged 76 SP:Iteration 44Q (5220.180000 sec): 3 clusters Score: Raw -1625584.405268 + Penalty 4602.906280 = -1620981.498988 nChanged 73 SP:Iteration 45Q (5220.400000 sec): 3 clusters Score: Raw -1625609.100519 + Penalty 4602.906280 = -1621006.194238 nChanged 65 SP:Iteration 46Q (5220.660000 sec): 3 clusters Score: Raw -1625631.647473 + Penalty 4602.906280 = -1621028.741193 nChanged 56 SP:Iteration 47Q (5220.910000 sec): 3 clusters Score: Raw -1625651.378166 + Penalty 4602.906280 = -1621048.471885 nChanged 62 SP:Iteration 48Q (5221.180000 sec): 3 clusters Score: Raw -1625672.798333 + Penalty 4602.906280 = -1621069.892053 nChanged 47 SP:Iteration 49Q (5221.410000 sec): 3 clusters Score: Raw -1625689.361131 + Penalty 4602.906280 = -1621086.454851 nChanged 43 SP:Iteration 50Q (5221.670000 sec): 3 clusters Score: Raw -1625703.624012 + Penalty 4602.906280 = -1621100.717731 nChanged 40 SP:Iteration 51Q (5221.940000 sec): 3 clusters Score: Raw -1625717.836272 + Penalty 4602.906280 = -1621114.929992 nChanged 37 SP:Iteration 52Q (5222.150000 sec): 3 clusters Score: Raw -1625727.960008 + Penalty 4602.906280 = -1621125.053727 nChanged 39 SP:Iteration 53Q (5222.380000 sec): 3 clusters Score: Raw -1625739.026311 + Penalty 4602.906280 = -1621136.120030 nChanged 40 SP:Iteration 54Q (5222.610000 sec): 3 clusters Score: Raw -1625752.945441 + Penalty 4602.906280 = -1621150.039161 nChanged 44 SP:Iteration 55Q (5222.860000 sec): 3 clusters Score: Raw -1625766.535290 + Penalty 4602.906280 = -1621163.629010 nChanged 40 SP:Iteration 56Q (5223.090000 sec): 3 clusters Score: Raw -1625781.985027 + Penalty 4602.906280 = -1621179.078747 nChanged 43 SP:Iteration 57Q (5223.330000 sec): 3 clusters Score: Raw -1625798.587140 + Penalty 4602.906280 = -1621195.680860 nChanged 42 SP:Iteration 58Q (5223.510000 sec): 3 clusters Score: Raw -1625815.358767 + Penalty 4602.906280 = -1621212.452487 nChanged 42 SP:Iteration 59Q (5223.780000 sec): 3 clusters Score: Raw -1625832.164346 + Penalty 4602.906280 = -1621229.258065 nChanged 45 SP:Iteration 60F (5224.020000 sec): 3 clusters Score: Raw -1625849.129215 + Penalty 4602.906280 = -1621246.222935 nChanged 40 SP:Iteration 61Q (5224.240000 sec): 3 clusters Score: Raw -1625863.894977 + Penalty 4602.906280 = -1621260.988697 nChanged 41 SP:Iteration 62Q (5224.500000 sec): 3 clusters Score: Raw -1625879.419558 + Penalty 4602.906280 = -1621276.513277 nChanged 39 SP:Iteration 63Q (5224.710000 sec): 3 clusters Score: Raw -1625897.300141 + Penalty 4602.906280 = -1621294.393861 nChanged 40 SP:Iteration 64Q (5224.940000 sec): 3 clusters Score: Raw -1625915.878886 + Penalty 4602.906280 = -1621312.972605 nChanged 43 SP:Iteration 65Q (5225.180000 sec): 3 clusters Score: Raw -1625932.039126 + Penalty 4602.906280 = -1621329.132846 nChanged 36 SP:Iteration 66Q (5225.420000 sec): 3 clusters Score: Raw -1625944.547843 + Penalty 4602.906280 = -1621341.641563 nChanged 31 SP:Iteration 67Q (5225.690000 sec): 3 clusters Score: Raw -1625954.429381 + Penalty 4602.906280 = -1621351.523101 nChanged 26 SP:Iteration 68Q (5225.900000 sec): 3 clusters Score: Raw -1625963.283313 + Penalty 4602.906280 = -1621360.377032 nChanged 28 SP:Iteration 69Q (5226.140000 sec): 3 clusters Score: Raw -1625972.519192 + Penalty 4602.906280 = -1621369.612911 nChanged 26 SP:Iteration 70Q (5226.400000 sec): 3 clusters Score: Raw -1625980.599157 + Penalty 4602.906280 = -1621377.692877 nChanged 18 SP:Iteration 71Q (5226.600000 sec): 3 clusters Score: Raw -1625985.851102 + Penalty 4602.906280 = -1621382.944822 nChanged 12 SP:Iteration 72Q (5226.910000 sec): 3 clusters Score: Raw -1625988.987547 + Penalty 4602.906280 = -1621386.081266 nChanged 7 SP:Iteration 73Q (5227.110000 sec): 3 clusters Score: Raw -1625990.876492 + Penalty 4602.906280 = -1621387.970212 nChanged 7 SP:Iteration 74Q (5227.370000 sec): 3 clusters Score: Raw -1625992.268347 + Penalty 4602.906280 = -1621389.362066 nChanged 5 SP:Iteration 75Q (5227.630000 sec): 3 clusters Score: Raw -1625993.456234 + Penalty 4602.906280 = -1621390.549954 nChanged 7 SP:Iteration 76Q (5227.850000 sec): 3 clusters Score: Raw -1625995.076376 + Penalty 4602.906280 = -1621392.170096 nChanged 7 SP:Iteration 77Q (5228.120000 sec): 3 clusters Score: Raw -1625996.529463 + Penalty 4602.906280 = -1621393.623183 nChanged 6 SP:Iteration 78Q (5228.280000 sec): 3 clusters Score: Raw -1625997.599361 + Penalty 4602.906280 = -1621394.693081 nChanged 6 SP:Iteration 79Q (5228.500000 sec): 3 clusters Score: Raw -1625998.801851 + Penalty 4602.906280 = -1621395.895570 nChanged 7 SP:Iteration 80F (5228.740000 sec): 3 clusters Score: Raw -1626000.950222 + Penalty 4602.906280 = -1621398.043942 nChanged 6 SP:Iteration 81Q (5228.990000 sec): 3 clusters Score: Raw -1626002.187466 + Penalty 4602.906280 = -1621399.281186 nChanged 7 SP:Iteration 82Q (5229.230000 sec): 3 clusters Score: Raw -1626003.713903 + Penalty 4602.906280 = -1621400.807622 nChanged 6 SP:Iteration 83Q (5229.420000 sec): 3 clusters Score: Raw -1626005.106031 + Penalty 4602.906280 = -1621402.199751 nChanged 6 SP:Iteration 84Q (5229.690000 sec): 3 clusters Score: Raw -1626005.943679 + Penalty 4602.906280 = -1621403.037398 nChanged 4 SP:Iteration 85Q (5229.880000 sec): 3 clusters Score: Raw -1626006.834838 + Penalty 4602.906280 = -1621403.928558 nChanged 5 SP:Iteration 86Q (5230.120000 sec): 3 clusters Score: Raw -1626007.939954 + Penalty 4602.906280 = -1621405.033674 nChanged 5 SP:Iteration 87Q (5230.370000 sec): 3 clusters Score: Raw -1626009.073962 + Penalty 4602.906280 = -1621406.167682 nChanged 6 SP:Iteration 88Q (5230.640000 sec): 3 clusters Score: Raw -1626010.527274 + Penalty 4602.906280 = -1621407.620994 nChanged 4 SP:Iteration 89Q (5230.860000 sec): 3 clusters Score: Raw -1626011.176607 + Penalty 4602.906280 = -1621408.270327 nChanged 0 SP:Iteration 90F (5231.080000 sec): 3 clusters Score: Raw -1626011.176607 + Penalty 4602.906280 = -1621408.270327 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5231.160000 sec): 2 clusters Score: Raw -102255.223726 + Penalty 1619.657652 = -100635.566074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5231.320000 sec): 3 clusters Score: Raw -102183.533094 + Penalty 3239.315303 = -98944.217790 nChanged 142 SP:Iteration 1F (5231.520000 sec): 3 clusters Score: Raw -102372.235139 + Penalty 3239.315303 = -99132.919835 nChanged 20 SP:Iteration 2Q (5231.730000 sec): 3 clusters Score: Raw -102405.946883 + Penalty 3239.315303 = -99166.631579 nChanged 11 SP:Iteration 3Q (5231.900000 sec): 3 clusters Score: Raw -102423.117973 + Penalty 3239.315303 = -99183.802670 nChanged 5 SP:Iteration 4Q (5232.060000 sec): 3 clusters Score: Raw -102429.718956 + Penalty 3239.315303 = -99190.403653 nChanged 4 SP:Iteration 5Q (5232.240000 sec): 3 clusters Score: Raw -102434.645887 + Penalty 3239.315303 = -99195.330584 nChanged 2 SP:Iteration 6Q (5232.400000 sec): 3 clusters Score: Raw -102438.079744 + Penalty 3239.315303 = -99198.764441 nChanged 1 SP:Iteration 7Q (5232.600000 sec): 3 clusters Score: Raw -102440.988206 + Penalty 3239.315303 = -99201.672903 nChanged 3 SP:Iteration 8Q (5232.780000 sec): 3 clusters Score: Raw -102445.357064 + Penalty 3239.315303 = -99206.041761 nChanged 1 SP:Iteration 9Q (5232.940000 sec): 3 clusters Score: Raw -102446.392490 + Penalty 3239.315303 = -99207.077187 nChanged 0 SP:Iteration 10F (5233.160000 sec): 3 clusters Score: Raw -102446.392490 + Penalty 3239.315303 = -99207.077187 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5233.240000 sec): 2 clusters Score: Raw -45651.295550 + Penalty 1438.925357 = -44212.370193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5233.400000 sec): 3 clusters Score: Raw -45779.499283 + Penalty 2877.850714 = -42901.648569 nChanged 47 SP:Iteration 1F (5233.580000 sec): 3 clusters Score: Raw -45898.974632 + Penalty 2877.850714 = -43021.123917 nChanged 12 SP:Iteration 2Q (5233.770000 sec): 3 clusters Score: Raw -45965.585699 + Penalty 2877.850714 = -43087.734985 nChanged 11 SP:Iteration 3Q (5234.030000 sec): 3 clusters Score: Raw -46035.093975 + Penalty 2877.850714 = -43157.243261 nChanged 8 SP:Iteration 4Q (5234.190000 sec): 3 clusters Score: Raw -46087.214334 + Penalty 2877.850714 = -43209.363620 nChanged 7 SP:Iteration 5Q (5234.420000 sec): 3 clusters Score: Raw -46174.623487 + Penalty 2877.850714 = -43296.772773 nChanged 10 SP:Iteration 6Q (5234.570000 sec): 3 clusters Score: Raw -46252.104185 + Penalty 2877.850714 = -43374.253471 nChanged 15 SP:Iteration 7Q (5234.760000 sec): 3 clusters Score: Raw -46331.637701 + Penalty 2877.850714 = -43453.786987 nChanged 14 SP:Iteration 8Q (5234.980000 sec): 3 clusters Score: Raw -46380.290644 + Penalty 2877.850714 = -43502.439930 nChanged 12 SP:Iteration 9Q (5235.160000 sec): 3 clusters Score: Raw -46428.764182 + Penalty 2877.850714 = -43550.913467 nChanged 9 SP:Iteration 10Q (5235.360000 sec): 3 clusters Score: Raw -46499.013805 + Penalty 2877.850714 = -43621.163091 nChanged 12 SP:Iteration 11Q (5235.510000 sec): 3 clusters Score: Raw -46554.120443 + Penalty 2877.850714 = -43676.269729 nChanged 9 SP:Iteration 12Q (5235.700000 sec): 3 clusters Score: Raw -46612.352351 + Penalty 2877.850714 = -43734.501636 nChanged 9 SP:Iteration 13Q (5235.890000 sec): 3 clusters Score: Raw -46653.023575 + Penalty 2877.850714 = -43775.172861 nChanged 8 SP:Iteration 14Q (5236.050000 sec): 3 clusters Score: Raw -46733.453985 + Penalty 2877.850714 = -43855.603271 nChanged 13 SP:Iteration 15Q (5236.260000 sec): 3 clusters Score: Raw -46873.686054 + Penalty 2877.850714 = -43995.835340 nChanged 10 SP:Iteration 16Q (5236.390000 sec): 3 clusters Score: Raw -46990.056938 + Penalty 2877.850714 = -44112.206224 nChanged 8 SP:Iteration 17Q (5236.600000 sec): 3 clusters Score: Raw -47144.899700 + Penalty 2877.850714 = -44267.048986 nChanged 4 SP:Iteration 18Q (5236.760000 sec): 3 clusters Score: Raw -47220.121675 + Penalty 2877.850714 = -44342.270961 nChanged 1 SP:Iteration 19Q (5236.950000 sec): 3 clusters Score: Raw -47239.036056 + Penalty 2877.850714 = -44361.185342 nChanged 2 SP:Iteration 20F (5237.130000 sec): 3 clusters Score: Raw -47324.084940 + Penalty 2877.850714 = -44446.234226 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 19. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5237.230000 sec): 2 clusters Score: Raw -60215.823749 + Penalty 1500.918114 = -58714.905635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5237.400000 sec): 3 clusters Score: Raw -60280.656504 + Penalty 3001.836228 = -57278.820276 nChanged 67 SP:Iteration 1F (5237.600000 sec): 3 clusters Score: Raw -60432.363373 + Penalty 3001.836228 = -57430.527145 nChanged 19 SP:Iteration 2Q (5237.840000 sec): 3 clusters Score: Raw -60491.648199 + Penalty 3001.836228 = -57489.811971 nChanged 5 SP:Iteration 3Q (5238.050000 sec): 3 clusters Score: Raw -60500.646615 + Penalty 3001.836228 = -57498.810387 nChanged 1 SP:Iteration 4Q (5238.270000 sec): 3 clusters Score: Raw -60501.639242 + Penalty 3001.836228 = -57499.803014 nChanged 0 SP:Iteration 5F (5238.430000 sec): 3 clusters Score: Raw -60501.639242 + Penalty 3001.836228 = -57499.803014 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (2727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5238.530000 sec): 2 clusters Score: Raw -386550.142330 + Penalty 1961.917431 = -384588.224899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5238.730000 sec): 3 clusters Score: Raw -385445.167744 + Penalty 3923.834862 = -381521.332882 nChanged 955 SP:Iteration 1F (5238.960000 sec): 3 clusters Score: Raw -386166.210035 + Penalty 3923.834862 = -382242.375173 nChanged 239 SP:Iteration 2F (5239.160000 sec): 3 clusters Score: Raw -386436.371108 + Penalty 3923.834862 = -382512.536246 nChanged 191 SP:Iteration 3F (5239.320000 sec): 3 clusters Score: Raw -386641.503586 + Penalty 3923.834862 = -382717.668724 nChanged 155 SP:Iteration 4F (5239.530000 sec): 3 clusters Score: Raw -386821.258657 + Penalty 3923.834862 = -382897.423795 nChanged 139 SP:Iteration 5F (5239.670000 sec): 3 clusters Score: Raw -386965.196509 + Penalty 3923.834862 = -383041.361647 nChanged 116 SP:Iteration 6Q (5239.910000 sec): 3 clusters Score: Raw -387088.165758 + Penalty 3923.834862 = -383164.330896 nChanged 85 SP:Iteration 7Q (5240.130000 sec): 3 clusters Score: Raw -387162.727330 + Penalty 3923.834862 = -383238.892468 nChanged 70 SP:Iteration 8Q (5240.350000 sec): 3 clusters Score: Raw -387224.409808 + Penalty 3923.834862 = -383300.574946 nChanged 52 SP:Iteration 9Q (5240.530000 sec): 3 clusters Score: Raw -387267.526462 + Penalty 3923.834862 = -383343.691600 nChanged 51 SP:Iteration 10Q (5240.700000 sec): 3 clusters Score: Raw -387305.722380 + Penalty 3923.834862 = -383381.887518 nChanged 32 SP:Iteration 11Q (5240.890000 sec): 3 clusters Score: Raw -387329.503683 + Penalty 3923.834862 = -383405.668821 nChanged 20 SP:Iteration 12Q (5241.090000 sec): 3 clusters Score: Raw -387342.596387 + Penalty 3923.834862 = -383418.761525 nChanged 15 SP:Iteration 13Q (5241.350000 sec): 3 clusters Score: Raw -387349.780077 + Penalty 3923.834862 = -383425.945215 nChanged 7 SP:Iteration 14Q (5241.510000 sec): 3 clusters Score: Raw -387352.654507 + Penalty 3923.834862 = -383428.819645 nChanged 8 SP:Iteration 15Q (5241.680000 sec): 3 clusters Score: Raw -387356.154933 + Penalty 3923.834862 = -383432.320071 nChanged 8 SP:Iteration 16Q (5241.860000 sec): 3 clusters Score: Raw -387361.676125 + Penalty 3923.834862 = -383437.841263 nChanged 8 SP:Iteration 17Q (5241.970000 sec): 3 clusters Score: Raw -387365.605968 + Penalty 3923.834862 = -383441.771106 nChanged 4 SP:Iteration 18Q (5242.100000 sec): 3 clusters Score: Raw -387367.948669 + Penalty 3923.834862 = -383444.113807 nChanged 6 SP:Iteration 19Q (5242.230000 sec): 3 clusters Score: Raw -387371.132918 + Penalty 3923.834862 = -383447.298056 nChanged 13 SP:Iteration 20F (5242.350000 sec): 3 clusters Score: Raw -387382.339479 + Penalty 3923.834862 = -383458.504617 nChanged 11 SP:Iteration 21Q (5242.480000 sec): 3 clusters Score: Raw -387386.943322 + Penalty 3923.834862 = -383463.108460 nChanged 12 SP:Iteration 22Q (5242.610000 sec): 3 clusters Score: Raw -387393.979134 + Penalty 3923.834862 = -383470.144272 nChanged 12 SP:Iteration 23Q (5242.740000 sec): 3 clusters Score: Raw -387400.530903 + Penalty 3923.834862 = -383476.696041 nChanged 14 SP:Iteration 24Q (5242.870000 sec): 3 clusters Score: Raw -387409.708764 + Penalty 3923.834862 = -383485.873902 nChanged 11 SP:Iteration 25Q (5242.990000 sec): 3 clusters Score: Raw -387416.797428 + Penalty 3923.834862 = -383492.962567 nChanged 13 SP:Iteration 26Q (5243.120000 sec): 3 clusters Score: Raw -387425.983604 + Penalty 3923.834862 = -383502.148742 nChanged 12 SP:Iteration 27Q (5243.250000 sec): 3 clusters Score: Raw -387439.788312 + Penalty 3923.834862 = -383515.953450 nChanged 18 SP:Iteration 28Q (5243.380000 sec): 3 clusters Score: Raw -387450.919471 + Penalty 3923.834862 = -383527.084609 nChanged 17 SP:Iteration 29Q (5243.550000 sec): 3 clusters Score: Raw -387461.736151 + Penalty 3923.834862 = -383537.901289 nChanged 16 SP:Iteration 30Q (5243.740000 sec): 3 clusters Score: Raw -387472.078822 + Penalty 3923.834862 = -383548.243961 nChanged 18 SP:Iteration 31Q (5243.920000 sec): 3 clusters Score: Raw -387485.682837 + Penalty 3923.834862 = -383561.847975 nChanged 18 SP:Iteration 32Q (5244.090000 sec): 3 clusters Score: Raw -387496.991105 + Penalty 3923.834862 = -383573.156243 nChanged 8 SP:Iteration 33Q (5244.220000 sec): 3 clusters Score: Raw -387502.939129 + Penalty 3923.834862 = -383579.104267 nChanged 5 SP:Iteration 34Q (5244.370000 sec): 3 clusters Score: Raw -387505.516201 + Penalty 3923.834862 = -383581.681339 nChanged 4 SP:Iteration 35Q (5244.470000 sec): 3 clusters Score: Raw -387509.276098 + Penalty 3923.834862 = -383585.441236 nChanged 4 SP:Iteration 36Q (5244.590000 sec): 3 clusters Score: Raw -387511.513080 + Penalty 3923.834862 = -383587.678218 nChanged 4 SP:Iteration 37Q (5244.700000 sec): 3 clusters Score: Raw -387513.317892 + Penalty 3923.834862 = -383589.483030 nChanged 9 SP:Iteration 38Q (5244.810000 sec): 3 clusters Score: Raw -387519.498056 + Penalty 3923.834862 = -383595.663195 nChanged 10 SP:Iteration 39Q (5244.920000 sec): 3 clusters Score: Raw -387528.023947 + Penalty 3923.834862 = -383604.189085 nChanged 13 SP:Iteration 40F (5245.030000 sec): 3 clusters Score: Raw -387538.968849 + Penalty 3923.834862 = -383615.133987 nChanged 13 SP:Iteration 41Q (5245.150000 sec): 3 clusters Score: Raw -387548.073199 + Penalty 3923.834862 = -383624.238337 nChanged 12 SP:Iteration 42Q (5245.340000 sec): 3 clusters Score: Raw -387558.614062 + Penalty 3923.834862 = -383634.779201 nChanged 23 SP:Iteration 43Q (5245.440000 sec): 3 clusters Score: Raw -387577.803311 + Penalty 3923.834862 = -383653.968449 nChanged 22 SP:Iteration 44Q (5245.570000 sec): 3 clusters Score: Raw -387597.739833 + Penalty 3923.834862 = -383673.904972 nChanged 16 SP:Iteration 45Q (5245.690000 sec): 3 clusters Score: Raw -387609.844109 + Penalty 3923.834862 = -383686.009247 nChanged 17 SP:Iteration 46Q (5245.820000 sec): 3 clusters Score: Raw -387626.539799 + Penalty 3923.834862 = -383702.704937 nChanged 16 SP:Iteration 47Q (5245.950000 sec): 3 clusters Score: Raw -387639.788119 + Penalty 3923.834862 = -383715.953257 nChanged 18 SP:Iteration 48Q (5246.080000 sec): 3 clusters Score: Raw -387658.021789 + Penalty 3923.834862 = -383734.186927 nChanged 13 SP:Iteration 49Q (5246.210000 sec): 3 clusters Score: Raw -387673.429299 + Penalty 3923.834862 = -383749.594437 nChanged 16 SP:Iteration 50Q (5246.330000 sec): 3 clusters Score: Raw -387698.230028 + Penalty 3923.834862 = -383774.395166 nChanged 14 SP:Iteration 51Q (5246.460000 sec): 3 clusters Score: Raw -387715.635011 + Penalty 3923.834862 = -383791.800149 nChanged 14 SP:Iteration 52Q (5246.650000 sec): 3 clusters Score: Raw -387729.198691 + Penalty 3923.834862 = -383805.363830 nChanged 17 SP:Iteration 53Q (5246.850000 sec): 3 clusters Score: Raw -387739.642294 + Penalty 3923.834862 = -383815.807432 nChanged 13 SP:Iteration 54Q (5247.040000 sec): 3 clusters Score: Raw -387752.329541 + Penalty 3923.834862 = -383828.494679 nChanged 12 SP:Iteration 55Q (5247.240000 sec): 3 clusters Score: Raw -387769.446748 + Penalty 3923.834862 = -383845.611886 nChanged 10 SP:Iteration 56Q (5247.420000 sec): 3 clusters Score: Raw -387775.400199 + Penalty 3923.834862 = -383851.565337 nChanged 7 SP:Iteration 57Q (5247.560000 sec): 3 clusters Score: Raw -387780.726049 + Penalty 3923.834862 = -383856.891187 nChanged 5 SP:Iteration 58Q (5247.760000 sec): 3 clusters Score: Raw -387787.886326 + Penalty 3923.834862 = -383864.051464 nChanged 7 SP:Iteration 59Q (5247.950000 sec): 3 clusters Score: Raw -387796.678275 + Penalty 3923.834862 = -383872.843413 nChanged 14 SP:Iteration 60F (5248.110000 sec): 3 clusters Score: Raw -387818.206326 + Penalty 3923.834862 = -383894.371464 nChanged 17 SP:Iteration 61Q (5248.320000 sec): 3 clusters Score: Raw -387842.725316 + Penalty 3923.834862 = -383918.890454 nChanged 22 SP:Iteration 62Q (5248.440000 sec): 3 clusters Score: Raw -387894.093050 + Penalty 3923.834862 = -383970.258188 nChanged 34 SP:Iteration 63Q (5248.550000 sec): 3 clusters Score: Raw -387961.374581 + Penalty 3923.834862 = -384037.539719 nChanged 35 SP:Iteration 64Q (5248.730000 sec): 3 clusters Score: Raw -388002.048035 + Penalty 3923.834862 = -384078.213173 nChanged 19 SP:Iteration 65Q (5248.900000 sec): 3 clusters Score: Raw -388020.213742 + Penalty 3923.834862 = -384096.378880 nChanged 14 SP:Iteration 66Q (5249.090000 sec): 3 clusters Score: Raw -388032.080561 + Penalty 3923.834862 = -384108.245699 nChanged 14 SP:Iteration 67Q (5249.270000 sec): 3 clusters Score: Raw -388049.183716 + Penalty 3923.834862 = -384125.348854 nChanged 14 SP:Iteration 68Q (5249.460000 sec): 3 clusters Score: Raw -388078.509057 + Penalty 3923.834862 = -384154.674195 nChanged 18 SP:Iteration 69Q (5249.660000 sec): 3 clusters Score: Raw -388114.116334 + Penalty 3923.834862 = -384190.281472 nChanged 21 SP:Iteration 70Q (5249.890000 sec): 3 clusters Score: Raw -388152.165992 + Penalty 3923.834862 = -384228.331130 nChanged 18 SP:Iteration 71Q (5250.090000 sec): 3 clusters Score: Raw -388181.718846 + Penalty 3923.834862 = -384257.883984 nChanged 18 SP:Iteration 72Q (5250.290000 sec): 3 clusters Score: Raw -388214.740627 + Penalty 3923.834862 = -384290.905765 nChanged 20 SP:Iteration 73Q (5250.510000 sec): 3 clusters Score: Raw -388278.661448 + Penalty 3923.834862 = -384354.826586 nChanged 18 SP:Iteration 74Q (5250.740000 sec): 3 clusters Score: Raw -388327.783818 + Penalty 3923.834862 = -384403.948956 nChanged 19 SP:Iteration 75Q (5250.920000 sec): 3 clusters Score: Raw -388369.214769 + Penalty 3923.834862 = -384445.379907 nChanged 16 SP:Iteration 76Q (5251.110000 sec): 3 clusters Score: Raw -388435.331439 + Penalty 3923.834862 = -384511.496577 nChanged 16 SP:Iteration 77Q (5251.320000 sec): 3 clusters Score: Raw -388455.583325 + Penalty 3923.834862 = -384531.748463 nChanged 11 SP:Iteration 78Q (5251.560000 sec): 3 clusters Score: Raw -388463.219978 + Penalty 3923.834862 = -384539.385116 nChanged 7 SP:Iteration 79Q (5251.740000 sec): 3 clusters Score: Raw -388468.277024 + Penalty 3923.834862 = -384544.442162 nChanged 4 SP:Iteration 80F (5252.000000 sec): 3 clusters Score: Raw -388470.750474 + Penalty 3923.834862 = -384546.915612 nChanged 1 SP:Iteration 81Q (5252.180000 sec): 3 clusters Score: Raw -388472.255048 + Penalty 3923.834862 = -384548.420186 nChanged 1 SP:Iteration 82Q (5252.370000 sec): 3 clusters Score: Raw -388472.598882 + Penalty 3923.834862 = -384548.764020 nChanged 0 SP:Iteration 83F (5252.540000 sec): 3 clusters Score: Raw -388472.598882 + Penalty 3923.834862 = -384548.764020 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (11417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5252.670000 sec): 2 clusters Score: Raw -1758850.446542 + Penalty 2317.028970 = -1756533.417571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5252.900000 sec): 3 clusters Score: Raw -1752570.013796 + Penalty 4634.057941 = -1747935.955855 nChanged 4797 SP:Iteration 1F (5253.160000 sec): 3 clusters Score: Raw -1755086.426221 + Penalty 4634.057941 = -1750452.368280 nChanged 740 SP:Iteration 2F (5253.390000 sec): 3 clusters Score: Raw -1755445.098809 + Penalty 4634.057941 = -1750811.040869 nChanged 646 SP:Iteration 3F (5253.600000 sec): 3 clusters Score: Raw -1755765.626675 + Penalty 4634.057941 = -1751131.568734 nChanged 596 SP:Iteration 4F (5253.840000 sec): 3 clusters Score: Raw -1756054.232642 + Penalty 4634.057941 = -1751420.174701 nChanged 551 SP:Iteration 5Q (5254.120000 sec): 3 clusters Score: Raw -1756351.629366 + Penalty 4634.057941 = -1751717.571425 nChanged 565 SP:Iteration 6Q (5254.380000 sec): 3 clusters Score: Raw -1756646.673452 + Penalty 4634.057941 = -1752012.615511 nChanged 509 SP:Iteration 7Q (5254.620000 sec): 3 clusters Score: Raw -1756917.179987 + Penalty 4634.057941 = -1752283.122046 nChanged 524 SP:Iteration 8Q (5254.840000 sec): 3 clusters Score: Raw -1757235.898800 + Penalty 4634.057941 = -1752601.840860 nChanged 531 SP:Iteration 9Q (5255.090000 sec): 3 clusters Score: Raw -1757569.393507 + Penalty 4634.057941 = -1752935.335566 nChanged 480 SP:Iteration 10Q (5255.380000 sec): 3 clusters Score: Raw -1757872.658598 + Penalty 4634.057941 = -1753238.600657 nChanged 460 SP:Iteration 11Q (5255.600000 sec): 3 clusters Score: Raw -1758181.754644 + Penalty 4634.057941 = -1753547.696703 nChanged 387 SP:Iteration 12Q (5255.860000 sec): 3 clusters Score: Raw -1758438.398301 + Penalty 4634.057941 = -1753804.340361 nChanged 300 SP:Iteration 13Q (5256.120000 sec): 3 clusters Score: Raw -1758636.697571 + Penalty 4634.057941 = -1754002.639630 nChanged 248 SP:Iteration 14Q (5256.370000 sec): 3 clusters Score: Raw -1758796.116017 + Penalty 4634.057941 = -1754162.058076 nChanged 170 SP:Iteration 15Q (5256.620000 sec): 3 clusters Score: Raw -1758902.609112 + Penalty 4634.057941 = -1754268.551171 nChanged 134 SP:Iteration 16Q (5256.840000 sec): 3 clusters Score: Raw -1758988.473339 + Penalty 4634.057941 = -1754354.415399 nChanged 92 SP:Iteration 17Q (5257.060000 sec): 3 clusters Score: Raw -1759036.967685 + Penalty 4634.057941 = -1754402.909744 nChanged 82 SP:Iteration 18Q (5257.310000 sec): 3 clusters Score: Raw -1759083.293830 + Penalty 4634.057941 = -1754449.235889 nChanged 71 SP:Iteration 19Q (5257.560000 sec): 3 clusters Score: Raw -1759124.585064 + Penalty 4634.057941 = -1754490.527123 nChanged 49 SP:Iteration 20F (5257.820000 sec): 3 clusters Score: Raw -1759146.544479 + Penalty 4634.057941 = -1754512.486538 nChanged 29 SP:Iteration 21Q (5258.060000 sec): 3 clusters Score: Raw -1759160.578023 + Penalty 4634.057941 = -1754526.520082 nChanged 32 SP:Iteration 22Q (5258.280000 sec): 3 clusters Score: Raw -1759175.740573 + Penalty 4634.057941 = -1754541.682632 nChanged 30 SP:Iteration 23Q (5258.550000 sec): 3 clusters Score: Raw -1759199.378795 + Penalty 4634.057941 = -1754565.320854 nChanged 26 SP:Iteration 24Q (5258.780000 sec): 3 clusters Score: Raw -1759213.617631 + Penalty 4634.057941 = -1754579.559690 nChanged 22 SP:Iteration 25Q (5259.020000 sec): 3 clusters Score: Raw -1759224.749220 + Penalty 4634.057941 = -1754590.691279 nChanged 18 SP:Iteration 26Q (5259.290000 sec): 3 clusters Score: Raw -1759233.324625 + Penalty 4634.057941 = -1754599.266684 nChanged 18 SP:Iteration 27Q (5259.520000 sec): 3 clusters Score: Raw -1759244.224383 + Penalty 4634.057941 = -1754610.166442 nChanged 14 SP:Iteration 28Q (5259.770000 sec): 3 clusters Score: Raw -1759250.708274 + Penalty 4634.057941 = -1754616.650333 nChanged 8 SP:Iteration 29Q (5259.980000 sec): 3 clusters Score: Raw -1759254.023072 + Penalty 4634.057941 = -1754619.965131 nChanged 5 SP:Iteration 30Q (5260.250000 sec): 3 clusters Score: Raw -1759256.084566 + Penalty 4634.057941 = -1754622.026626 nChanged 6 SP:Iteration 31Q (5260.500000 sec): 3 clusters Score: Raw -1759260.156787 + Penalty 4634.057941 = -1754626.098846 nChanged 6 SP:Iteration 32Q (5260.790000 sec): 3 clusters Score: Raw -1759262.999488 + Penalty 4634.057941 = -1754628.941547 nChanged 3 SP:Iteration 33Q (5261.070000 sec): 3 clusters Score: Raw -1759264.328413 + Penalty 4634.057941 = -1754630.270472 nChanged 1 SP:Iteration 34Q (5261.370000 sec): 3 clusters Score: Raw -1759265.117482 + Penalty 4634.057941 = -1754631.059541 nChanged 5 SP:Iteration 35Q (5261.610000 sec): 3 clusters Score: Raw -1759267.425697 + Penalty 4634.057941 = -1754633.367757 nChanged 3 SP:Iteration 36Q (5261.820000 sec): 3 clusters Score: Raw -1759268.985775 + Penalty 4634.057941 = -1754634.927835 nChanged 4 SP:Iteration 37Q (5262.080000 sec): 3 clusters Score: Raw -1759272.335310 + Penalty 4634.057941 = -1754638.277369 nChanged 10 SP:Iteration 38Q (5262.310000 sec): 3 clusters Score: Raw -1759277.715761 + Penalty 4634.057941 = -1754643.657820 nChanged 8 SP:Iteration 39Q (5262.530000 sec): 3 clusters Score: Raw -1759282.841398 + Penalty 4634.057941 = -1754648.783458 nChanged 7 SP:Iteration 40F (5262.830000 sec): 3 clusters Score: Raw -1759287.741630 + Penalty 4634.057941 = -1754653.683690 nChanged 5 SP:Iteration 41Q (5263.040000 sec): 3 clusters Score: Raw -1759290.308342 + Penalty 4634.057941 = -1754656.250402 nChanged 6 SP:Iteration 42Q (5263.300000 sec): 3 clusters Score: Raw -1759293.922452 + Penalty 4634.057941 = -1754659.864511 nChanged 6 SP:Iteration 43Q (5263.550000 sec): 3 clusters Score: Raw -1759298.136304 + Penalty 4634.057941 = -1754664.078363 nChanged 4 SP:Iteration 44Q (5263.820000 sec): 3 clusters Score: Raw -1759300.196992 + Penalty 4634.057941 = -1754666.139052 nChanged 4 SP:Iteration 45Q (5264.050000 sec): 3 clusters Score: Raw -1759302.364512 + Penalty 4634.057941 = -1754668.306571 nChanged 6 SP:Iteration 46Q (5264.280000 sec): 3 clusters Score: Raw -1759305.171049 + Penalty 4634.057941 = -1754671.113108 nChanged 2 SP:Iteration 47Q (5264.540000 sec): 3 clusters Score: Raw -1759306.716109 + Penalty 4634.057941 = -1754672.658168 nChanged 1 SP:Iteration 48Q (5264.780000 sec): 3 clusters Score: Raw -1759307.111476 + Penalty 4634.057941 = -1754673.053535 nChanged 1 SP:Iteration 49Q (5264.970000 sec): 3 clusters Score: Raw -1759307.499845 + Penalty 4634.057941 = -1754673.441904 nChanged 0 SP:Iteration 50F (5265.200000 sec): 3 clusters Score: Raw -1759307.499845 + Penalty 4634.057941 = -1754673.441904 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (145523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5266.030000 sec): 2 clusters Score: Raw -22043591.687683 + Penalty 2948.246178 = -22040643.441505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5267.020000 sec): 3 clusters Score: Raw -21949238.095798 + Penalty 5896.492357 = -21943341.603441 nChanged 69550 SP:Iteration 1F (5268.020000 sec): 3 clusters Score: Raw -21989055.871416 + Penalty 5896.492357 = -21983159.379060 nChanged 4162 SP:Iteration 2Q (5269.030000 sec): 3 clusters Score: Raw -21989984.443197 + Penalty 5896.492357 = -21984087.950840 nChanged 4527 SP:Iteration 3Q (5270.200000 sec): 3 clusters Score: Raw -21991189.848516 + Penalty 5896.492357 = -21985293.356159 nChanged 5222 SP:Iteration 4Q (5271.190000 sec): 3 clusters Score: Raw -21992902.260862 + Penalty 5896.492357 = -21987005.768506 nChanged 6296 SP:Iteration 5Q (5272.180000 sec): 3 clusters Score: Raw -21995514.024650 + Penalty 5896.492357 = -21989617.532293 nChanged 7836 SP:Iteration 6F (5273.060000 sec): 3 clusters Score: Raw -21999704.242895 + Penalty 5896.492357 = -21993807.750539 nChanged 9449 SP:Iteration 7F (5274.000000 sec): 3 clusters Score: Raw -22005995.834996 + Penalty 5896.492357 = -22000099.342640 nChanged 10478 SP:Iteration 8F (5274.970000 sec): 3 clusters Score: Raw -22014040.046102 + Penalty 5896.492357 = -22008143.553745 nChanged 9993 SP:Iteration 9F (5275.890000 sec): 3 clusters Score: Raw -22022342.172588 + Penalty 5896.492357 = -22016445.680232 nChanged 8069 SP:Iteration 10F (5276.850000 sec): 3 clusters Score: Raw -22029140.285165 + Penalty 5896.492357 = -22023243.792809 nChanged 5922 SP:Iteration 11Q (5277.800000 sec): 3 clusters Score: Raw -22034081.103688 + Penalty 5896.492357 = -22028184.611331 nChanged 4241 SP:Iteration 12Q (5278.720000 sec): 3 clusters Score: Raw -22037545.373683 + Penalty 5896.492357 = -22031648.881327 nChanged 2906 SP:Iteration 13Q (5279.580000 sec): 3 clusters Score: Raw -22039859.320048 + Penalty 5896.492357 = -22033962.827692 nChanged 1960 SP:Iteration 14Q (5280.560000 sec): 3 clusters Score: Raw -22041441.581380 + Penalty 5896.492357 = -22035545.089023 nChanged 1321 SP:Iteration 15Q (5281.340000 sec): 3 clusters Score: Raw -22042487.495452 + Penalty 5896.492357 = -22036591.003096 nChanged 790 SP:Iteration 16Q (5282.180000 sec): 3 clusters Score: Raw -22043081.154944 + Penalty 5896.492357 = -22037184.662587 nChanged 467 SP:Iteration 17Q (5283.040000 sec): 3 clusters Score: Raw -22043410.179178 + Penalty 5896.492357 = -22037513.686822 nChanged 297 SP:Iteration 18Q (5283.870000 sec): 3 clusters Score: Raw -22043615.994787 + Penalty 5896.492357 = -22037719.502430 nChanged 196 SP:Iteration 19Q (5284.760000 sec): 3 clusters Score: Raw -22043766.503394 + Penalty 5896.492357 = -22037870.011038 nChanged 144 SP:Iteration 20F (5285.800000 sec): 3 clusters Score: Raw -22043879.168051 + Penalty 5896.492357 = -22037982.675695 nChanged 101 SP:Iteration 21Q (5286.720000 sec): 3 clusters Score: Raw -22043952.524633 + Penalty 5896.492357 = -22038056.032276 nChanged 73 SP:Iteration 22Q (5287.500000 sec): 3 clusters Score: Raw -22044002.469467 + Penalty 5896.492357 = -22038105.977111 nChanged 52 SP:Iteration 23Q (5288.330000 sec): 3 clusters Score: Raw -22044036.221731 + Penalty 5896.492357 = -22038139.729374 nChanged 41 SP:Iteration 24Q (5289.310000 sec): 3 clusters Score: Raw -22044059.627123 + Penalty 5896.492357 = -22038163.134766 nChanged 32 SP:Iteration 25Q (5290.230000 sec): 3 clusters Score: Raw -22044076.864025 + Penalty 5896.492357 = -22038180.371668 nChanged 20 SP:Iteration 26Q (5291.160000 sec): 3 clusters Score: Raw -22044086.569692 + Penalty 5896.492357 = -22038190.077335 nChanged 20 SP:Iteration 27Q (5291.950000 sec): 3 clusters Score: Raw -22044098.481532 + Penalty 5896.492357 = -22038201.989176 nChanged 21 SP:Iteration 28Q (5292.850000 sec): 3 clusters Score: Raw -22044111.811267 + Penalty 5896.492357 = -22038215.318910 nChanged 19 SP:Iteration 29Q (5293.900000 sec): 3 clusters Score: Raw -22044121.636711 + Penalty 5896.492357 = -22038225.144354 nChanged 18 SP:Iteration 30Q (5294.720000 sec): 3 clusters Score: Raw -22044129.255058 + Penalty 5896.492357 = -22038232.762702 nChanged 9 SP:Iteration 31Q (5295.680000 sec): 3 clusters Score: Raw -22044133.010377 + Penalty 5896.492357 = -22038236.518020 nChanged 3 SP:Iteration 32Q (5296.530000 sec): 3 clusters Score: Raw -22044134.420300 + Penalty 5896.492357 = -22038237.927943 nChanged 4 SP:Iteration 33Q (5297.380000 sec): 3 clusters Score: Raw -22044135.625646 + Penalty 5896.492357 = -22038239.133289 nChanged 1 SP:Iteration 34Q (5298.220000 sec): 3 clusters Score: Raw -22044135.848825 + Penalty 5896.492357 = -22038239.356469 nChanged 1 SP:Iteration 35Q (5298.980000 sec): 3 clusters Score: Raw -22044136.051809 + Penalty 5896.492357 = -22038239.559453 nChanged 0 SP:Iteration 36F (5299.890000 sec): 3 clusters Score: Raw -22044136.051809 + Penalty 5896.492357 = -22038239.559453 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5300.020000 sec): 2 clusters Score: Raw -88744.262258 + Penalty 1594.170108 = -87150.092150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5300.250000 sec): 3 clusters Score: Raw -88713.260293 + Penalty 3188.340215 = -85524.920078 nChanged 124 SP:Iteration 1F (5300.410000 sec): 3 clusters Score: Raw -88947.875814 + Penalty 3188.340215 = -85759.535599 nChanged 38 SP:Iteration 2F (5300.600000 sec): 3 clusters Score: Raw -89038.864085 + Penalty 3188.340215 = -85850.523870 nChanged 23 SP:Iteration 3Q (5300.830000 sec): 3 clusters Score: Raw -89115.047315 + Penalty 3188.340215 = -85926.707100 nChanged 15 SP:Iteration 4Q (5301.030000 sec): 3 clusters Score: Raw -89158.194885 + Penalty 3188.340215 = -85969.854670 nChanged 19 SP:Iteration 5Q (5301.210000 sec): 3 clusters Score: Raw -89228.696202 + Penalty 3188.340215 = -86040.355987 nChanged 13 SP:Iteration 6Q (5301.430000 sec): 3 clusters Score: Raw -89262.385119 + Penalty 3188.340215 = -86074.044903 nChanged 15 SP:Iteration 7Q (5301.620000 sec): 3 clusters Score: Raw -89295.905830 + Penalty 3188.340215 = -86107.565615 nChanged 15 SP:Iteration 8Q (5301.840000 sec): 3 clusters Score: Raw -89336.215522 + Penalty 3188.340215 = -86147.875307 nChanged 14 SP:Iteration 9Q (5302.020000 sec): 3 clusters Score: Raw -89374.363635 + Penalty 3188.340215 = -86186.023420 nChanged 15 SP:Iteration 10Q (5302.200000 sec): 3 clusters Score: Raw -89417.262367 + Penalty 3188.340215 = -86228.922152 nChanged 14 SP:Iteration 11Q (5302.390000 sec): 3 clusters Score: Raw -89459.451964 + Penalty 3188.340215 = -86271.111749 nChanged 7 SP:Iteration 12Q (5302.620000 sec): 3 clusters Score: Raw -89478.603524 + Penalty 3188.340215 = -86290.263309 nChanged 6 SP:Iteration 13Q (5302.830000 sec): 3 clusters Score: Raw -89494.593396 + Penalty 3188.340215 = -86306.253181 nChanged 4 SP:Iteration 14Q (5303.030000 sec): 3 clusters Score: Raw -89504.995530 + Penalty 3188.340215 = -86316.655315 nChanged 5 SP:Iteration 15Q (5303.260000 sec): 3 clusters Score: Raw -89517.994109 + Penalty 3188.340215 = -86329.653894 nChanged 7 SP:Iteration 16Q (5303.420000 sec): 3 clusters Score: Raw -89545.155785 + Penalty 3188.340215 = -86356.815570 nChanged 6 SP:Iteration 17Q (5303.600000 sec): 3 clusters Score: Raw -89562.643610 + Penalty 3188.340215 = -86374.303395 nChanged 4 SP:Iteration 18Q (5303.780000 sec): 3 clusters Score: Raw -89581.776667 + Penalty 3188.340215 = -86393.436452 nChanged 6 SP:Iteration 19Q (5304.000000 sec): 3 clusters Score: Raw -89601.873982 + Penalty 3188.340215 = -86413.533767 nChanged 5 SP:Iteration 20F (5304.180000 sec): 3 clusters Score: Raw -89625.479983 + Penalty 3188.340215 = -86437.139768 nChanged 5 SP:Iteration 21Q (5304.360000 sec): 3 clusters Score: Raw -89658.909219 + Penalty 3188.340215 = -86470.569004 nChanged 4 SP:Iteration 22Q (5304.560000 sec): 3 clusters Score: Raw -89679.384747 + Penalty 3188.340215 = -86491.044532 nChanged 2 SP:Iteration 23Q (5304.700000 sec): 3 clusters Score: Raw -89682.419730 + Penalty 3188.340215 = -86494.079515 nChanged 1 SP:Iteration 24Q (5304.910000 sec): 3 clusters Score: Raw -89684.650484 + Penalty 3188.340215 = -86496.310269 nChanged 0 SP:Iteration 25F (5305.100000 sec): 3 clusters Score: Raw -89684.650484 + Penalty 3188.340215 = -86496.310269 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5305.160000 sec): 2 clusters Score: Raw -13444.605185 + Penalty 1149.412789 = -12295.192396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5305.350000 sec): 3 clusters Score: Raw -13831.500655 + Penalty 2298.825578 = -11532.675077 nChanged 1 SP:Iteration 1Q (5305.570000 sec): 3 clusters Score: Raw -13843.046547 + Penalty 2298.825578 = -11544.220969 nChanged 0 SP:Iteration 2F (5305.740000 sec): 3 clusters Score: Raw -13843.046547 + Penalty 2298.825578 = -11544.220969 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (17771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5305.940000 sec): 2 clusters Score: Raw -2677774.029713 + Penalty 2426.760152 = -2675347.269560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5306.180000 sec): 3 clusters Score: Raw -2667684.902296 + Penalty 4853.520304 = -2662831.381992 nChanged 7696 SP:Iteration 1F (5306.460000 sec): 3 clusters Score: Raw -2671818.471332 + Penalty 4853.520304 = -2666964.951028 nChanged 1089 SP:Iteration 2F (5306.740000 sec): 3 clusters Score: Raw -2672351.456831 + Penalty 4853.520304 = -2667497.936527 nChanged 1068 SP:Iteration 3F (5307.030000 sec): 3 clusters Score: Raw -2672931.382207 + Penalty 4853.520304 = -2668077.861903 nChanged 1063 SP:Iteration 4F (5307.310000 sec): 3 clusters Score: Raw -2673585.582589 + Penalty 4853.520304 = -2668732.062285 nChanged 1106 SP:Iteration 5F (5307.570000 sec): 3 clusters Score: Raw -2674345.099401 + Penalty 4853.520304 = -2669491.579096 nChanged 1065 SP:Iteration 6F (5307.860000 sec): 3 clusters Score: Raw -2675125.451809 + Penalty 4853.520304 = -2670271.931505 nChanged 944 SP:Iteration 7F (5308.150000 sec): 3 clusters Score: Raw -2675801.791621 + Penalty 4853.520304 = -2670948.271317 nChanged 766 SP:Iteration 8Q (5308.500000 sec): 3 clusters Score: Raw -2676357.660835 + Penalty 4853.520304 = -2671504.140531 nChanged 592 SP:Iteration 9Q (5308.770000 sec): 3 clusters Score: Raw -2676798.424120 + Penalty 4853.520304 = -2671944.903816 nChanged 465 SP:Iteration 10Q (5309.040000 sec): 3 clusters Score: Raw -2677132.112079 + Penalty 4853.520304 = -2672278.591775 nChanged 339 SP:Iteration 11Q (5309.360000 sec): 3 clusters Score: Raw -2677365.177537 + Penalty 4853.520304 = -2672511.657232 nChanged 246 SP:Iteration 12Q (5309.680000 sec): 3 clusters Score: Raw -2677520.408039 + Penalty 4853.520304 = -2672666.887734 nChanged 171 SP:Iteration 13Q (5309.950000 sec): 3 clusters Score: Raw -2677618.248479 + Penalty 4853.520304 = -2672764.728175 nChanged 141 SP:Iteration 14Q (5310.260000 sec): 3 clusters Score: Raw -2677703.497614 + Penalty 4853.520304 = -2672849.977310 nChanged 104 SP:Iteration 15Q (5310.560000 sec): 3 clusters Score: Raw -2677759.338180 + Penalty 4853.520304 = -2672905.817875 nChanged 86 SP:Iteration 16Q (5310.910000 sec): 3 clusters Score: Raw -2677801.515510 + Penalty 4853.520304 = -2672947.995205 nChanged 70 SP:Iteration 17Q (5311.120000 sec): 3 clusters Score: Raw -2677841.742812 + Penalty 4853.520304 = -2672988.222508 nChanged 60 SP:Iteration 18Q (5311.400000 sec): 3 clusters Score: Raw -2677875.811369 + Penalty 4853.520304 = -2673022.291064 nChanged 62 SP:Iteration 19Q (5311.610000 sec): 3 clusters Score: Raw -2677909.853058 + Penalty 4853.520304 = -2673056.332753 nChanged 44 SP:Iteration 20F (5311.910000 sec): 3 clusters Score: Raw -2677934.588946 + Penalty 4853.520304 = -2673081.068641 nChanged 35 SP:Iteration 21Q (5312.190000 sec): 3 clusters Score: Raw -2677956.177685 + Penalty 4853.520304 = -2673102.657380 nChanged 35 SP:Iteration 22Q (5312.520000 sec): 3 clusters Score: Raw -2677975.350505 + Penalty 4853.520304 = -2673121.830200 nChanged 28 SP:Iteration 23Q (5312.870000 sec): 3 clusters Score: Raw -2677987.840266 + Penalty 4853.520304 = -2673134.319962 nChanged 27 SP:Iteration 24Q (5313.150000 sec): 3 clusters Score: Raw -2678001.796173 + Penalty 4853.520304 = -2673148.275869 nChanged 29 SP:Iteration 25Q (5313.370000 sec): 3 clusters Score: Raw -2678014.610982 + Penalty 4853.520304 = -2673161.090678 nChanged 15 SP:Iteration 26Q (5313.680000 sec): 3 clusters Score: Raw -2678020.364637 + Penalty 4853.520304 = -2673166.844332 nChanged 12 SP:Iteration 27Q (5313.970000 sec): 3 clusters Score: Raw -2678026.374630 + Penalty 4853.520304 = -2673172.854326 nChanged 8 SP:Iteration 28Q (5314.230000 sec): 3 clusters Score: Raw -2678029.576263 + Penalty 4853.520304 = -2673176.055958 nChanged 9 SP:Iteration 29Q (5314.520000 sec): 3 clusters Score: Raw -2678034.224194 + Penalty 4853.520304 = -2673180.703890 nChanged 9 SP:Iteration 30Q (5314.810000 sec): 3 clusters Score: Raw -2678038.170619 + Penalty 4853.520304 = -2673184.650314 nChanged 4 SP:Iteration 31Q (5315.150000 sec): 3 clusters Score: Raw -2678040.535110 + Penalty 4853.520304 = -2673187.014806 nChanged 4 SP:Iteration 32Q (5315.450000 sec): 3 clusters Score: Raw -2678041.748107 + Penalty 4853.520304 = -2673188.227802 nChanged 1 SP:Iteration 33Q (5315.750000 sec): 3 clusters Score: Raw -2678042.436899 + Penalty 4853.520304 = -2673188.916595 nChanged 2 SP:Iteration 34Q (5316.000000 sec): 3 clusters Score: Raw -2678043.193849 + Penalty 4853.520304 = -2673189.673545 nChanged 1 SP:Iteration 35Q (5316.270000 sec): 3 clusters Score: Raw -2678043.921204 + Penalty 4853.520304 = -2673190.400900 nChanged 2 SP:Iteration 36Q (5316.500000 sec): 3 clusters Score: Raw -2678044.583182 + Penalty 4853.520304 = -2673191.062878 nChanged 2 SP:Iteration 37Q (5316.750000 sec): 3 clusters Score: Raw -2678045.440008 + Penalty 4853.520304 = -2673191.919703 nChanged 3 SP:Iteration 38Q (5316.980000 sec): 3 clusters Score: Raw -2678046.415928 + Penalty 4853.520304 = -2673192.895623 nChanged 1 SP:Iteration 39Q (5317.260000 sec): 3 clusters Score: Raw -2678046.787895 + Penalty 4853.520304 = -2673193.267591 nChanged 2 SP:Iteration 40F (5317.560000 sec): 3 clusters Score: Raw -2678047.705913 + Penalty 4853.520304 = -2673194.185609 nChanged 6 SP:Iteration 41Q (5317.790000 sec): 3 clusters Score: Raw -2678051.156923 + Penalty 4853.520304 = -2673197.636618 nChanged 8 SP:Iteration 42Q (5318.080000 sec): 3 clusters Score: Raw -2678055.081282 + Penalty 4853.520304 = -2673201.560978 nChanged 4 SP:Iteration 43Q (5318.340000 sec): 3 clusters Score: Raw -2678056.513995 + Penalty 4853.520304 = -2673202.993690 nChanged 2 SP:Iteration 44Q (5318.610000 sec): 3 clusters Score: Raw -2678057.218131 + Penalty 4853.520304 = -2673203.697827 nChanged 2 SP:Iteration 45Q (5318.890000 sec): 3 clusters Score: Raw -2678058.235527 + Penalty 4853.520304 = -2673204.715223 nChanged 2 SP:Iteration 46Q (5319.170000 sec): 3 clusters Score: Raw -2678059.502801 + Penalty 4853.520304 = -2673205.982497 nChanged 2 SP:Iteration 47Q (5319.420000 sec): 3 clusters Score: Raw -2678060.721455 + Penalty 4853.520304 = -2673207.201151 nChanged 1 SP:Iteration 48Q (5319.640000 sec): 3 clusters Score: Raw -2678061.434511 + Penalty 4853.520304 = -2673207.914207 nChanged 2 SP:Iteration 49Q (5319.930000 sec): 3 clusters Score: Raw -2678063.419775 + Penalty 4853.520304 = -2673209.899471 nChanged 8 SP:Iteration 50Q (5320.180000 sec): 3 clusters Score: Raw -2678066.270740 + Penalty 4853.520304 = -2673212.750436 nChanged 2 SP:Iteration 51Q (5320.450000 sec): 3 clusters Score: Raw -2678067.158067 + Penalty 4853.520304 = -2673213.637763 nChanged 1 SP:Iteration 52Q (5320.730000 sec): 3 clusters Score: Raw -2678067.453950 + Penalty 4853.520304 = -2673213.933646 nChanged 0 SP:Iteration 53F (5321.030000 sec): 3 clusters Score: Raw -2678067.453950 + Penalty 4853.520304 = -2673213.933646 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (63541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5321.470000 sec): 2 clusters Score: Raw -9563546.778370 + Penalty 2742.741280 = -9560804.037089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5322.090000 sec): 3 clusters Score: Raw -9523678.974259 + Penalty 5485.482560 = -9518193.491698 nChanged 29643 SP:Iteration 1F (5322.700000 sec): 3 clusters Score: Raw -9540320.824808 + Penalty 5485.482560 = -9534835.342248 nChanged 2460 SP:Iteration 2Q (5323.230000 sec): 3 clusters Score: Raw -9541038.405631 + Penalty 5485.482560 = -9535552.923071 nChanged 2517 SP:Iteration 3Q (5323.780000 sec): 3 clusters Score: Raw -9541855.623388 + Penalty 5485.482560 = -9536370.140828 nChanged 2646 SP:Iteration 4Q (5324.350000 sec): 3 clusters Score: Raw -9542819.402544 + Penalty 5485.482560 = -9537333.919984 nChanged 2876 SP:Iteration 5Q (5324.830000 sec): 3 clusters Score: Raw -9543979.963128 + Penalty 5485.482560 = -9538494.480568 nChanged 3018 SP:Iteration 6Q (5325.390000 sec): 3 clusters Score: Raw -9545216.958234 + Penalty 5485.482560 = -9539731.475673 nChanged 3031 SP:Iteration 7Q (5326.030000 sec): 3 clusters Score: Raw -9546459.635248 + Penalty 5485.482560 = -9540974.152688 nChanged 3021 SP:Iteration 8Q (5326.570000 sec): 3 clusters Score: Raw -9547670.728133 + Penalty 5485.482560 = -9542185.245573 nChanged 2814 SP:Iteration 9Q (5327.100000 sec): 3 clusters Score: Raw -9548736.073189 + Penalty 5485.482560 = -9543250.590629 nChanged 2548 SP:Iteration 10Q (5327.610000 sec): 3 clusters Score: Raw -9549618.672528 + Penalty 5485.482560 = -9544133.189968 nChanged 2243 SP:Iteration 11Q (5328.210000 sec): 3 clusters Score: Raw -9550287.893327 + Penalty 5485.482560 = -9544802.410767 nChanged 1848 SP:Iteration 12Q (5328.790000 sec): 3 clusters Score: Raw -9550772.186321 + Penalty 5485.482560 = -9545286.703761 nChanged 1633 SP:Iteration 13Q (5329.330000 sec): 3 clusters Score: Raw -9551184.537113 + Penalty 5485.482560 = -9545699.054552 nChanged 1452 SP:Iteration 14Q (5329.900000 sec): 3 clusters Score: Raw -9551539.591532 + Penalty 5485.482560 = -9546054.108972 nChanged 1330 SP:Iteration 15Q (5330.480000 sec): 3 clusters Score: Raw -9551855.161334 + Penalty 5485.482560 = -9546369.678773 nChanged 1312 SP:Iteration 16Q (5330.980000 sec): 3 clusters Score: Raw -9552189.837971 + Penalty 5485.482560 = -9546704.355411 nChanged 1377 SP:Iteration 17Q (5331.550000 sec): 3 clusters Score: Raw -9552590.271728 + Penalty 5485.482560 = -9547104.789167 nChanged 1564 SP:Iteration 18Q (5332.120000 sec): 3 clusters Score: Raw -9553119.050565 + Penalty 5485.482560 = -9547633.568004 nChanged 1779 SP:Iteration 19Q (5332.690000 sec): 3 clusters Score: Raw -9553827.485667 + Penalty 5485.482560 = -9548342.003107 nChanged 2093 SP:Iteration 20F (5333.250000 sec): 3 clusters Score: Raw -9554879.312306 + Penalty 5485.482560 = -9549393.829746 nChanged 2385 SP:Iteration 21Q (5333.800000 sec): 3 clusters Score: Raw -9556323.479706 + Penalty 5485.482560 = -9550837.997146 nChanged 2464 SP:Iteration 22Q (5334.370000 sec): 3 clusters Score: Raw -9557991.464290 + Penalty 5485.482560 = -9552505.981730 nChanged 2305 SP:Iteration 23Q (5334.960000 sec): 3 clusters Score: Raw -9559554.669594 + Penalty 5485.482560 = -9554069.187034 nChanged 1965 SP:Iteration 24Q (5335.480000 sec): 3 clusters Score: Raw -9560889.815359 + Penalty 5485.482560 = -9555404.332799 nChanged 1564 SP:Iteration 25Q (5336.070000 sec): 3 clusters Score: Raw -9561910.586794 + Penalty 5485.482560 = -9556425.104234 nChanged 1187 SP:Iteration 26Q (5336.570000 sec): 3 clusters Score: Raw -9562606.511367 + Penalty 5485.482560 = -9557121.028806 nChanged 860 SP:Iteration 27Q (5337.120000 sec): 3 clusters Score: Raw -9563065.476618 + Penalty 5485.482560 = -9557579.994058 nChanged 614 SP:Iteration 28Q (5337.600000 sec): 3 clusters Score: Raw -9563371.360614 + Penalty 5485.482560 = -9557885.878054 nChanged 415 SP:Iteration 29Q (5338.130000 sec): 3 clusters Score: Raw -9563576.166708 + Penalty 5485.482560 = -9558090.684147 nChanged 289 SP:Iteration 30Q (5338.690000 sec): 3 clusters Score: Raw -9563712.371037 + Penalty 5485.482560 = -9558226.888477 nChanged 220 SP:Iteration 31Q (5339.150000 sec): 3 clusters Score: Raw -9563816.791330 + Penalty 5485.482560 = -9558331.308770 nChanged 167 SP:Iteration 32Q (5339.680000 sec): 3 clusters Score: Raw -9563893.696934 + Penalty 5485.482560 = -9558408.214374 nChanged 130 SP:Iteration 33Q (5340.110000 sec): 3 clusters Score: Raw -9563946.196899 + Penalty 5485.482560 = -9558460.714339 nChanged 78 SP:Iteration 34Q (5340.660000 sec): 3 clusters Score: Raw -9563976.989895 + Penalty 5485.482560 = -9558491.507335 nChanged 66 SP:Iteration 35Q (5341.160000 sec): 3 clusters Score: Raw -9564006.443901 + Penalty 5485.482560 = -9558520.961341 nChanged 54 SP:Iteration 36Q (5341.670000 sec): 3 clusters Score: Raw -9564027.886291 + Penalty 5485.482560 = -9558542.403731 nChanged 34 SP:Iteration 37Q (5342.150000 sec): 3 clusters Score: Raw -9564039.286079 + Penalty 5485.482560 = -9558553.803518 nChanged 26 SP:Iteration 38Q (5342.620000 sec): 3 clusters Score: Raw -9564046.528453 + Penalty 5485.482560 = -9558561.045892 nChanged 13 SP:Iteration 39Q (5343.110000 sec): 3 clusters Score: Raw -9564051.859836 + Penalty 5485.482560 = -9558566.377276 nChanged 12 SP:Iteration 40F (5343.610000 sec): 3 clusters Score: Raw -9564056.625592 + Penalty 5485.482560 = -9558571.143032 nChanged 19 SP:Iteration 41Q (5344.050000 sec): 3 clusters Score: Raw -9564061.382854 + Penalty 5485.482560 = -9558575.900294 nChanged 8 SP:Iteration 42Q (5344.490000 sec): 3 clusters Score: Raw -9564063.548177 + Penalty 5485.482560 = -9558578.065616 nChanged 7 SP:Iteration 43Q (5344.960000 sec): 3 clusters Score: Raw -9564065.510586 + Penalty 5485.482560 = -9558580.028025 nChanged 3 SP:Iteration 44Q (5345.420000 sec): 3 clusters Score: Raw -9564066.407432 + Penalty 5485.482560 = -9558580.924872 nChanged 6 SP:Iteration 45Q (5345.900000 sec): 3 clusters Score: Raw -9564067.577691 + Penalty 5485.482560 = -9558582.095130 nChanged 7 SP:Iteration 46Q (5346.380000 sec): 3 clusters Score: Raw -9564069.467989 + Penalty 5485.482560 = -9558583.985428 nChanged 7 SP:Iteration 47Q (5346.850000 sec): 3 clusters Score: Raw -9564071.632154 + Penalty 5485.482560 = -9558586.149593 nChanged 6 SP:Iteration 48Q (5347.340000 sec): 3 clusters Score: Raw -9564073.539649 + Penalty 5485.482560 = -9558588.057089 nChanged 9 SP:Iteration 49Q (5347.760000 sec): 3 clusters Score: Raw -9564076.640750 + Penalty 5485.482560 = -9558591.158190 nChanged 6 SP:Iteration 50Q (5348.220000 sec): 3 clusters Score: Raw -9564078.524923 + Penalty 5485.482560 = -9558593.042363 nChanged 6 SP:Iteration 51Q (5348.680000 sec): 3 clusters Score: Raw -9564081.149480 + Penalty 5485.482560 = -9558595.666919 nChanged 4 SP:Iteration 52Q (5349.150000 sec): 3 clusters Score: Raw -9564082.354069 + Penalty 5485.482560 = -9558596.871508 nChanged 5 SP:Iteration 53Q (5349.650000 sec): 3 clusters Score: Raw -9564083.618680 + Penalty 5485.482560 = -9558598.136119 nChanged 4 SP:Iteration 54Q (5350.070000 sec): 3 clusters Score: Raw -9564084.969053 + Penalty 5485.482560 = -9558599.486493 nChanged 2 SP:Iteration 55Q (5350.540000 sec): 3 clusters Score: Raw -9564085.488033 + Penalty 5485.482560 = -9558600.005472 nChanged 3 SP:Iteration 56Q (5351.020000 sec): 3 clusters Score: Raw -9564086.553544 + Penalty 5485.482560 = -9558601.070984 nChanged 0 SP:Iteration 57F (5351.490000 sec): 3 clusters Score: Raw -9564086.553544 + Penalty 5485.482560 = -9558601.070984 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5351.640000 sec): 2 clusters Score: Raw -140887.054343 + Penalty 1696.985454 = -139190.068889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5351.820000 sec): 3 clusters Score: Raw -140727.740462 + Penalty 3393.970908 = -137333.769554 nChanged 215 SP:Iteration 1F (5351.980000 sec): 3 clusters Score: Raw -141037.035012 + Penalty 3393.970908 = -137643.064104 nChanged 78 SP:Iteration 2F (5352.180000 sec): 3 clusters Score: Raw -141228.339148 + Penalty 3393.970908 = -137834.368240 nChanged 59 SP:Iteration 3F (5352.330000 sec): 3 clusters Score: Raw -141415.343255 + Penalty 3393.970908 = -138021.372347 nChanged 58 SP:Iteration 4F (5352.530000 sec): 3 clusters Score: Raw -141606.904233 + Penalty 3393.970908 = -138212.933325 nChanged 53 SP:Iteration 5F (5352.680000 sec): 3 clusters Score: Raw -141818.070419 + Penalty 3393.970908 = -138424.099511 nChanged 52 SP:Iteration 6F (5352.860000 sec): 3 clusters Score: Raw -141963.306021 + Penalty 3393.970908 = -138569.335113 nChanged 37 SP:Iteration 7Q (5353.030000 sec): 3 clusters Score: Raw -142047.356736 + Penalty 3393.970908 = -138653.385828 nChanged 26 SP:Iteration 8Q (5353.240000 sec): 3 clusters Score: Raw -142087.817881 + Penalty 3393.970908 = -138693.846973 nChanged 11 SP:Iteration 9Q (5353.400000 sec): 3 clusters Score: Raw -142105.547659 + Penalty 3393.970908 = -138711.576751 nChanged 3 SP:Iteration 10Q (5353.570000 sec): 3 clusters Score: Raw -142110.560925 + Penalty 3393.970908 = -138716.590017 nChanged 2 SP:Iteration 11Q (5353.770000 sec): 3 clusters Score: Raw -142113.105409 + Penalty 3393.970908 = -138719.134501 nChanged 1 SP:Iteration 12Q (5353.930000 sec): 3 clusters Score: Raw -142113.772598 + Penalty 3393.970908 = -138719.801690 nChanged 0 SP:Iteration 13F (5354.150000 sec): 3 clusters Score: Raw -142113.772598 + Penalty 3393.970908 = -138719.801690 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (2699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5354.230000 sec): 2 clusters Score: Raw -412244.066145 + Penalty 1959.357880 = -410284.708265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5354.410000 sec): 3 clusters Score: Raw -411149.593312 + Penalty 3918.715760 = -407230.877552 nChanged 950 SP:Iteration 1F (5354.590000 sec): 3 clusters Score: Raw -411838.836351 + Penalty 3918.715760 = -407920.120591 nChanged 200 SP:Iteration 2F (5354.760000 sec): 3 clusters Score: Raw -412026.159309 + Penalty 3918.715760 = -408107.443549 nChanged 140 SP:Iteration 3F (5354.980000 sec): 3 clusters Score: Raw -412170.286652 + Penalty 3918.715760 = -408251.570892 nChanged 122 SP:Iteration 4Q (5355.190000 sec): 3 clusters Score: Raw -412325.390921 + Penalty 3918.715760 = -408406.675161 nChanged 132 SP:Iteration 5Q (5355.360000 sec): 3 clusters Score: Raw -412482.685243 + Penalty 3918.715760 = -408563.969483 nChanged 119 SP:Iteration 6Q (5355.520000 sec): 3 clusters Score: Raw -412596.405543 + Penalty 3918.715760 = -408677.689783 nChanged 109 SP:Iteration 7Q (5355.690000 sec): 3 clusters Score: Raw -412690.897335 + Penalty 3918.715760 = -408772.181575 nChanged 85 SP:Iteration 8Q (5355.850000 sec): 3 clusters Score: Raw -412765.293184 + Penalty 3918.715760 = -408846.577424 nChanged 70 SP:Iteration 9Q (5356.060000 sec): 3 clusters Score: Raw -412824.006920 + Penalty 3918.715760 = -408905.291160 nChanged 59 SP:Iteration 10Q (5356.220000 sec): 3 clusters Score: Raw -412877.623137 + Penalty 3918.715760 = -408958.907377 nChanged 51 SP:Iteration 11Q (5356.420000 sec): 3 clusters Score: Raw -412921.579629 + Penalty 3918.715760 = -409002.863869 nChanged 44 SP:Iteration 12Q (5356.620000 sec): 3 clusters Score: Raw -412961.671388 + Penalty 3918.715760 = -409042.955628 nChanged 41 SP:Iteration 13Q (5356.830000 sec): 3 clusters Score: Raw -412996.850635 + Penalty 3918.715760 = -409078.134875 nChanged 29 SP:Iteration 14Q (5356.960000 sec): 3 clusters Score: Raw -413018.803817 + Penalty 3918.715760 = -409100.088057 nChanged 19 SP:Iteration 15Q (5357.120000 sec): 3 clusters Score: Raw -413031.298256 + Penalty 3918.715760 = -409112.582496 nChanged 12 SP:Iteration 16Q (5357.310000 sec): 3 clusters Score: Raw -413043.443470 + Penalty 3918.715760 = -409124.727710 nChanged 11 SP:Iteration 17Q (5357.500000 sec): 3 clusters Score: Raw -413052.121475 + Penalty 3918.715760 = -409133.405715 nChanged 6 SP:Iteration 18Q (5357.680000 sec): 3 clusters Score: Raw -413056.000551 + Penalty 3918.715760 = -409137.284791 nChanged 1 SP:Iteration 19Q (5357.880000 sec): 3 clusters Score: Raw -413056.733854 + Penalty 3918.715760 = -409138.018094 nChanged 1 SP:Iteration 20F (5358.060000 sec): 3 clusters Score: Raw -413057.177854 + Penalty 3918.715760 = -409138.462094 nChanged 1 SP:Iteration 21Q (5358.260000 sec): 3 clusters Score: Raw -413057.300894 + Penalty 3918.715760 = -409138.585134 nChanged 0 SP:Iteration 22F (5358.410000 sec): 3 clusters Score: Raw -413057.300894 + Penalty 3918.715760 = -409138.585134 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5358.490000 sec): 2 clusters Score: Raw -60454.949044 + Penalty 1492.006976 = -58962.942069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5358.670000 sec): 3 clusters Score: Raw -60493.587628 + Penalty 2984.013951 = -57509.573677 nChanged 63 SP:Iteration 1F (5358.860000 sec): 3 clusters Score: Raw -60627.219641 + Penalty 2984.013951 = -57643.205690 nChanged 11 SP:Iteration 2Q (5359.040000 sec): 3 clusters Score: Raw -60666.457654 + Penalty 2984.013951 = -57682.443703 nChanged 4 SP:Iteration 3Q (5359.230000 sec): 3 clusters Score: Raw -60679.134673 + Penalty 2984.013951 = -57695.120721 nChanged 1 SP:Iteration 4Q (5359.420000 sec): 3 clusters Score: Raw -60681.478757 + Penalty 2984.013951 = -57697.464806 nChanged 0 SP:Iteration 5F (5359.580000 sec): 3 clusters Score: Raw -60681.478757 + Penalty 2984.013951 = -57697.464806 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5359.620000 sec): 2 clusters Score: Raw -82208.852961 + Penalty 1555.673498 = -80653.179463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5359.790000 sec): 3 clusters Score: Raw -82181.400025 + Penalty 3111.346995 = -79070.053030 nChanged 99 SP:Iteration 1F (5359.930000 sec): 3 clusters Score: Raw -82406.963020 + Penalty 3111.346995 = -79295.616025 nChanged 36 SP:Iteration 2F (5360.120000 sec): 3 clusters Score: Raw -82491.040327 + Penalty 3111.346995 = -79379.693332 nChanged 19 SP:Iteration 3Q (5360.280000 sec): 3 clusters Score: Raw -82552.459922 + Penalty 3111.346995 = -79441.112927 nChanged 16 SP:Iteration 4Q (5360.480000 sec): 3 clusters Score: Raw -82604.800125 + Penalty 3111.346995 = -79493.453130 nChanged 17 SP:Iteration 5Q (5360.620000 sec): 3 clusters Score: Raw -82638.079520 + Penalty 3111.346995 = -79526.732525 nChanged 13 SP:Iteration 6Q (5360.820000 sec): 3 clusters Score: Raw -82666.771912 + Penalty 3111.346995 = -79555.424916 nChanged 9 SP:Iteration 7Q (5360.980000 sec): 3 clusters Score: Raw -82698.133837 + Penalty 3111.346995 = -79586.786842 nChanged 4 SP:Iteration 8Q (5361.190000 sec): 3 clusters Score: Raw -82704.841616 + Penalty 3111.346995 = -79593.494621 nChanged 1 SP:Iteration 9Q (5361.340000 sec): 3 clusters Score: Raw -82724.308279 + Penalty 3111.346995 = -79612.961284 nChanged 2 SP:Iteration 10Q (5361.510000 sec): 3 clusters Score: Raw -82728.996247 + Penalty 3111.346995 = -79617.649252 nChanged 3 SP:Iteration 11Q (5361.690000 sec): 3 clusters Score: Raw -82738.100948 + Penalty 3111.346995 = -79626.753953 nChanged 2 SP:Iteration 12Q (5361.890000 sec): 3 clusters Score: Raw -82740.075836 + Penalty 3111.346995 = -79628.728840 nChanged 1 SP:Iteration 13Q (5362.050000 sec): 3 clusters Score: Raw -82741.067971 + Penalty 3111.346995 = -79629.720975 nChanged 0 SP:Iteration 14F (5362.180000 sec): 3 clusters Score: Raw -82741.067971 + Penalty 3111.346995 = -79629.720975 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5362.280000 sec): 2 clusters Score: Raw -62546.022811 + Penalty 1517.288105 = -61028.734706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5362.480000 sec): 3 clusters Score: Raw -62691.002242 + Penalty 3034.576210 = -59656.426032 nChanged 95 SP:Iteration 1F (5362.660000 sec): 3 clusters Score: Raw -62956.001764 + Penalty 3034.576210 = -59921.425553 nChanged 44 SP:Iteration 2F (5362.840000 sec): 3 clusters Score: Raw -63333.293564 + Penalty 3034.576210 = -60298.717353 nChanged 56 SP:Iteration 3F (5362.990000 sec): 3 clusters Score: Raw -63611.976682 + Penalty 3034.576210 = -60577.400471 nChanged 22 SP:Iteration 4Q (5363.180000 sec): 3 clusters Score: Raw -63809.919267 + Penalty 3034.576210 = -60775.343056 nChanged 11 SP:Iteration 5Q (5363.340000 sec): 3 clusters Score: Raw -63871.887506 + Penalty 3034.576210 = -60837.311296 nChanged 4 SP:Iteration 6Q (5363.520000 sec): 3 clusters Score: Raw -63895.684924 + Penalty 3034.576210 = -60861.108714 nChanged 1 SP:Iteration 7Q (5363.660000 sec): 3 clusters Score: Raw -63898.179209 + Penalty 3034.576210 = -60863.602998 nChanged 1 SP:Iteration 8Q (5363.850000 sec): 3 clusters Score: Raw -63899.638114 + Penalty 3034.576210 = -60865.061904 nChanged 0 SP:Iteration 9F (5364.070000 sec): 3 clusters Score: Raw -63899.638114 + Penalty 3034.576210 = -60865.061904 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (1065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5364.140000 sec): 2 clusters Score: Raw -151394.723405 + Penalty 1728.741059 = -149665.982346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5364.320000 sec): 3 clusters Score: Raw -151173.035994 + Penalty 3457.482119 = -147715.553875 nChanged 302 SP:Iteration 1F (5364.480000 sec): 3 clusters Score: Raw -151578.043319 + Penalty 3457.482119 = -148120.561201 nChanged 95 SP:Iteration 2F (5364.640000 sec): 3 clusters Score: Raw -151775.191241 + Penalty 3457.482119 = -148317.709122 nChanged 69 SP:Iteration 3F (5364.830000 sec): 3 clusters Score: Raw -151894.823591 + Penalty 3457.482119 = -148437.341472 nChanged 43 SP:Iteration 4Q (5365.000000 sec): 3 clusters Score: Raw -151978.123493 + Penalty 3457.482119 = -148520.641374 nChanged 46 SP:Iteration 5Q (5365.220000 sec): 3 clusters Score: Raw -152042.788969 + Penalty 3457.482119 = -148585.306850 nChanged 30 SP:Iteration 6Q (5365.370000 sec): 3 clusters Score: Raw -152099.726486 + Penalty 3457.482119 = -148642.244368 nChanged 26 SP:Iteration 7Q (5365.560000 sec): 3 clusters Score: Raw -152147.667788 + Penalty 3457.482119 = -148690.185670 nChanged 18 SP:Iteration 8Q (5365.750000 sec): 3 clusters Score: Raw -152177.247100 + Penalty 3457.482119 = -148719.764981 nChanged 13 SP:Iteration 9Q (5365.900000 sec): 3 clusters Score: Raw -152198.113568 + Penalty 3457.482119 = -148740.631450 nChanged 14 SP:Iteration 10Q (5366.120000 sec): 3 clusters Score: Raw -152226.210996 + Penalty 3457.482119 = -148768.728877 nChanged 16 SP:Iteration 11Q (5366.280000 sec): 3 clusters Score: Raw -152248.451068 + Penalty 3457.482119 = -148790.968949 nChanged 14 SP:Iteration 12Q (5366.460000 sec): 3 clusters Score: Raw -152288.216227 + Penalty 3457.482119 = -148830.734108 nChanged 24 SP:Iteration 13Q (5366.600000 sec): 3 clusters Score: Raw -152344.051661 + Penalty 3457.482119 = -148886.569542 nChanged 15 SP:Iteration 14Q (5366.790000 sec): 3 clusters Score: Raw -152378.934034 + Penalty 3457.482119 = -148921.451916 nChanged 14 SP:Iteration 15Q (5366.960000 sec): 3 clusters Score: Raw -152435.976240 + Penalty 3457.482119 = -148978.494121 nChanged 16 SP:Iteration 16Q (5367.110000 sec): 3 clusters Score: Raw -152485.566579 + Penalty 3457.482119 = -149028.084460 nChanged 16 SP:Iteration 17Q (5367.260000 sec): 3 clusters Score: Raw -152516.868412 + Penalty 3457.482119 = -149059.386294 nChanged 9 SP:Iteration 18Q (5367.480000 sec): 3 clusters Score: Raw -152536.915105 + Penalty 3457.482119 = -149079.432986 nChanged 7 SP:Iteration 19Q (5367.640000 sec): 3 clusters Score: Raw -152551.964585 + Penalty 3457.482119 = -149094.482466 nChanged 12 SP:Iteration 20F (5367.790000 sec): 3 clusters Score: Raw -152577.637303 + Penalty 3457.482119 = -149120.155184 nChanged 4 SP:Iteration 21Q (5367.970000 sec): 3 clusters Score: Raw -152586.954943 + Penalty 3457.482119 = -149129.472825 nChanged 2 SP:Iteration 22Q (5368.150000 sec): 3 clusters Score: Raw -152591.270361 + Penalty 3457.482119 = -149133.788242 nChanged 3 SP:Iteration 23Q (5368.330000 sec): 3 clusters Score: Raw -152595.810901 + Penalty 3457.482119 = -149138.328782 nChanged 1 SP:Iteration 24Q (5368.550000 sec): 3 clusters Score: Raw -152597.249561 + Penalty 3457.482119 = -149139.767442 nChanged 0 SP:Iteration 25F (5368.710000 sec): 3 clusters Score: Raw -152597.249561 + Penalty 3457.482119 = -149139.767442 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (21980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5368.930000 sec): 2 clusters Score: Raw -3298802.674504 + Penalty 2479.476281 = -3296323.198224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5369.220000 sec): 3 clusters Score: Raw -3285834.971243 + Penalty 4958.952561 = -3280876.018682 nChanged 9798 SP:Iteration 1F (5369.500000 sec): 3 clusters Score: Raw -3291234.305447 + Penalty 4958.952561 = -3286275.352886 nChanged 1175 SP:Iteration 2F (5369.750000 sec): 3 clusters Score: Raw -3291667.163827 + Penalty 4958.952561 = -3286708.211266 nChanged 1023 SP:Iteration 3Q (5370.040000 sec): 3 clusters Score: Raw -3292044.743282 + Penalty 4958.952561 = -3287085.790721 nChanged 920 SP:Iteration 4Q (5370.300000 sec): 3 clusters Score: Raw -3292396.758602 + Penalty 4958.952561 = -3287437.806041 nChanged 929 SP:Iteration 5Q (5370.620000 sec): 3 clusters Score: Raw -3292767.692430 + Penalty 4958.952561 = -3287808.739869 nChanged 935 SP:Iteration 6Q (5370.910000 sec): 3 clusters Score: Raw -3293195.078893 + Penalty 4958.952561 = -3288236.126332 nChanged 994 SP:Iteration 7Q (5371.190000 sec): 3 clusters Score: Raw -3293687.622928 + Penalty 4958.952561 = -3288728.670367 nChanged 1095 SP:Iteration 8Q (5371.480000 sec): 3 clusters Score: Raw -3294270.677873 + Penalty 4958.952561 = -3289311.725312 nChanged 1126 SP:Iteration 9F (5371.720000 sec): 3 clusters Score: Raw -3294950.324189 + Penalty 4958.952561 = -3289991.371628 nChanged 1076 SP:Iteration 10Q (5372.050000 sec): 3 clusters Score: Raw -3295591.053548 + Penalty 4958.952561 = -3290632.100987 nChanged 950 SP:Iteration 11Q (5372.350000 sec): 3 clusters Score: Raw -3296194.950316 + Penalty 4958.952561 = -3291235.997755 nChanged 887 SP:Iteration 12Q (5372.680000 sec): 3 clusters Score: Raw -3296751.710854 + Penalty 4958.952561 = -3291792.758293 nChanged 760 SP:Iteration 13Q (5372.950000 sec): 3 clusters Score: Raw -3297237.061857 + Penalty 4958.952561 = -3292278.109296 nChanged 615 SP:Iteration 14Q (5373.250000 sec): 3 clusters Score: Raw -3297641.423405 + Penalty 4958.952561 = -3292682.470844 nChanged 530 SP:Iteration 15Q (5373.510000 sec): 3 clusters Score: Raw -3297991.730642 + Penalty 4958.952561 = -3293032.778081 nChanged 416 SP:Iteration 16Q (5373.800000 sec): 3 clusters Score: Raw -3298259.970480 + Penalty 4958.952561 = -3293301.017919 nChanged 317 SP:Iteration 17Q (5374.090000 sec): 3 clusters Score: Raw -3298449.976926 + Penalty 4958.952561 = -3293491.024365 nChanged 267 SP:Iteration 18Q (5374.380000 sec): 3 clusters Score: Raw -3298605.461414 + Penalty 4958.952561 = -3293646.508853 nChanged 217 SP:Iteration 19Q (5374.660000 sec): 3 clusters Score: Raw -3298726.934829 + Penalty 4958.952561 = -3293767.982268 nChanged 163 SP:Iteration 20F (5374.960000 sec): 3 clusters Score: Raw -3298822.308090 + Penalty 4958.952561 = -3293863.355529 nChanged 163 SP:Iteration 21Q (5375.220000 sec): 3 clusters Score: Raw -3298918.773815 + Penalty 4958.952561 = -3293959.821254 nChanged 146 SP:Iteration 22Q (5375.520000 sec): 3 clusters Score: Raw -3298999.625575 + Penalty 4958.952561 = -3294040.673014 nChanged 111 SP:Iteration 23Q (5375.800000 sec): 3 clusters Score: Raw -3299058.460567 + Penalty 4958.952561 = -3294099.508006 nChanged 99 SP:Iteration 24Q (5376.100000 sec): 3 clusters Score: Raw -3299105.946181 + Penalty 4958.952561 = -3294146.993619 nChanged 85 SP:Iteration 25Q (5376.440000 sec): 3 clusters Score: Raw -3299148.679534 + Penalty 4958.952561 = -3294189.726973 nChanged 66 SP:Iteration 26Q (5376.730000 sec): 3 clusters Score: Raw -3299176.751753 + Penalty 4958.952561 = -3294217.799191 nChanged 56 SP:Iteration 27Q (5377.040000 sec): 3 clusters Score: Raw -3299202.022198 + Penalty 4958.952561 = -3294243.069636 nChanged 56 SP:Iteration 28Q (5377.360000 sec): 3 clusters Score: Raw -3299227.439911 + Penalty 4958.952561 = -3294268.487350 nChanged 53 SP:Iteration 29Q (5377.670000 sec): 3 clusters Score: Raw -3299255.004525 + Penalty 4958.952561 = -3294296.051964 nChanged 59 SP:Iteration 30Q (5377.910000 sec): 3 clusters Score: Raw -3299288.197880 + Penalty 4958.952561 = -3294329.245319 nChanged 51 SP:Iteration 31Q (5378.190000 sec): 3 clusters Score: Raw -3299314.125903 + Penalty 4958.952561 = -3294355.173342 nChanged 42 SP:Iteration 32Q (5378.510000 sec): 3 clusters Score: Raw -3299336.834276 + Penalty 4958.952561 = -3294377.881715 nChanged 45 SP:Iteration 33Q (5378.790000 sec): 3 clusters Score: Raw -3299361.569057 + Penalty 4958.952561 = -3294402.616496 nChanged 37 SP:Iteration 34Q (5379.090000 sec): 3 clusters Score: Raw -3299381.490224 + Penalty 4958.952561 = -3294422.537663 nChanged 37 SP:Iteration 35Q (5379.370000 sec): 3 clusters Score: Raw -3299400.472963 + Penalty 4958.952561 = -3294441.520402 nChanged 31 SP:Iteration 36Q (5379.700000 sec): 3 clusters Score: Raw -3299416.250520 + Penalty 4958.952561 = -3294457.297959 nChanged 26 SP:Iteration 37Q (5379.970000 sec): 3 clusters Score: Raw -3299426.674873 + Penalty 4958.952561 = -3294467.722312 nChanged 20 SP:Iteration 38Q (5380.250000 sec): 3 clusters Score: Raw -3299436.582231 + Penalty 4958.952561 = -3294477.629670 nChanged 19 SP:Iteration 39Q (5380.530000 sec): 3 clusters Score: Raw -3299444.712014 + Penalty 4958.952561 = -3294485.759453 nChanged 11 SP:Iteration 40F (5380.820000 sec): 3 clusters Score: Raw -3299451.606788 + Penalty 4958.952561 = -3294492.654227 nChanged 20 SP:Iteration 41Q (5381.120000 sec): 3 clusters Score: Raw -3299463.226555 + Penalty 4958.952561 = -3294504.273994 nChanged 21 SP:Iteration 42Q (5381.420000 sec): 3 clusters Score: Raw -3299475.215678 + Penalty 4958.952561 = -3294516.263117 nChanged 21 SP:Iteration 43Q (5381.740000 sec): 3 clusters Score: Raw -3299487.654845 + Penalty 4958.952561 = -3294528.702284 nChanged 21 SP:Iteration 44Q (5382.040000 sec): 3 clusters Score: Raw -3299497.775536 + Penalty 4958.952561 = -3294538.822975 nChanged 13 SP:Iteration 45Q (5382.360000 sec): 3 clusters Score: Raw -3299503.866066 + Penalty 4958.952561 = -3294544.913505 nChanged 12 SP:Iteration 46Q (5382.660000 sec): 3 clusters Score: Raw -3299510.703467 + Penalty 4958.952561 = -3294551.750906 nChanged 13 SP:Iteration 47Q (5382.900000 sec): 3 clusters Score: Raw -3299514.910756 + Penalty 4958.952561 = -3294555.958195 nChanged 8 SP:Iteration 48Q (5383.200000 sec): 3 clusters Score: Raw -3299517.013021 + Penalty 4958.952561 = -3294558.060460 nChanged 3 SP:Iteration 49Q (5383.500000 sec): 3 clusters Score: Raw -3299518.636163 + Penalty 4958.952561 = -3294559.683602 nChanged 5 SP:Iteration 50Q (5383.740000 sec): 3 clusters Score: Raw -3299521.714385 + Penalty 4958.952561 = -3294562.761824 nChanged 4 SP:Iteration 51Q (5384.080000 sec): 3 clusters Score: Raw -3299523.020599 + Penalty 4958.952561 = -3294564.068038 nChanged 4 SP:Iteration 52Q (5384.370000 sec): 3 clusters Score: Raw -3299525.362310 + Penalty 4958.952561 = -3294566.409749 nChanged 7 SP:Iteration 53Q (5384.710000 sec): 3 clusters Score: Raw -3299529.146616 + Penalty 4958.952561 = -3294570.194054 nChanged 8 SP:Iteration 54Q (5384.950000 sec): 3 clusters Score: Raw -3299533.588322 + Penalty 4958.952561 = -3294574.635761 nChanged 8 SP:Iteration 55Q (5385.220000 sec): 3 clusters Score: Raw -3299537.326490 + Penalty 4958.952561 = -3294578.373929 nChanged 7 SP:Iteration 56Q (5385.520000 sec): 3 clusters Score: Raw -3299539.476818 + Penalty 4958.952561 = -3294580.524257 nChanged 4 SP:Iteration 57Q (5385.830000 sec): 3 clusters Score: Raw -3299541.005648 + Penalty 4958.952561 = -3294582.053086 nChanged 2 SP:Iteration 58Q (5386.100000 sec): 3 clusters Score: Raw -3299541.603639 + Penalty 4958.952561 = -3294582.651078 nChanged 3 SP:Iteration 59Q (5386.420000 sec): 3 clusters Score: Raw -3299542.471668 + Penalty 4958.952561 = -3294583.519107 nChanged 0 SP:Iteration 60F (5386.740000 sec): 3 clusters Score: Raw -3299542.471668 + Penalty 4958.952561 = -3294583.519107 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5386.850000 sec): 2 clusters Score: Raw -39839.109912 + Penalty 1411.209145 = -38427.900767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5386.990000 sec): 3 clusters Score: Raw -40020.046398 + Penalty 2822.418289 = -37197.628108 nChanged 37 SP:Iteration 1F (5387.220000 sec): 3 clusters Score: Raw -40135.506903 + Penalty 2822.418289 = -37313.088613 nChanged 14 SP:Iteration 2Q (5387.400000 sec): 3 clusters Score: Raw -40186.848344 + Penalty 2822.418289 = -37364.430055 nChanged 9 SP:Iteration 3Q (5387.540000 sec): 3 clusters Score: Raw -40257.688056 + Penalty 2822.418289 = -37435.269766 nChanged 6 SP:Iteration 4Q (5387.730000 sec): 3 clusters Score: Raw -40285.280722 + Penalty 2822.418289 = -37462.862432 nChanged 3 SP:Iteration 5Q (5387.960000 sec): 3 clusters Score: Raw -40297.212892 + Penalty 2822.418289 = -37474.794603 nChanged 2 SP:Iteration 6Q (5388.140000 sec): 3 clusters Score: Raw -40304.785805 + Penalty 2822.418289 = -37482.367516 nChanged 3 SP:Iteration 7Q (5388.370000 sec): 3 clusters Score: Raw -40315.849326 + Penalty 2822.418289 = -37493.431036 nChanged 0 SP:Iteration 8F (5388.540000 sec): 3 clusters Score: Raw -40315.849326 + Penalty 2822.418289 = -37493.431036 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5388.650000 sec): 2 clusters Score: Raw -37940.770587 + Penalty 1405.273819 = -36535.496768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5388.820000 sec): 3 clusters Score: Raw -38056.953754 + Penalty 2810.547637 = -35246.406117 nChanged 39 SP:Iteration 1F (5388.970000 sec): 3 clusters Score: Raw -38174.378442 + Penalty 2810.547637 = -35363.830805 nChanged 10 SP:Iteration 2Q (5389.220000 sec): 3 clusters Score: Raw -38200.160749 + Penalty 2810.547637 = -35389.613112 nChanged 6 SP:Iteration 3Q (5389.410000 sec): 3 clusters Score: Raw -38236.271278 + Penalty 2810.547637 = -35425.723641 nChanged 2 SP:Iteration 4Q (5389.650000 sec): 3 clusters Score: Raw -38245.887481 + Penalty 2810.547637 = -35435.339844 nChanged 4 SP:Iteration 5Q (5389.800000 sec): 3 clusters Score: Raw -38259.156777 + Penalty 2810.547637 = -35448.609140 nChanged 0 SP:Iteration 6F (5390.030000 sec): 3 clusters Score: Raw -38259.156777 + Penalty 2810.547637 = -35448.609140 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5390.150000 sec): 2 clusters Score: Raw -113480.922320 + Penalty 1647.336727 = -111833.585593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5390.320000 sec): 3 clusters Score: Raw -113376.607962 + Penalty 3294.673453 = -110081.934509 nChanged 172 SP:Iteration 1F (5390.550000 sec): 3 clusters Score: Raw -113651.468446 + Penalty 3294.673453 = -110356.794993 nChanged 46 SP:Iteration 2F (5390.710000 sec): 3 clusters Score: Raw -113749.273123 + Penalty 3294.673453 = -110454.599669 nChanged 26 SP:Iteration 3Q (5390.860000 sec): 3 clusters Score: Raw -113826.197617 + Penalty 3294.673453 = -110531.524164 nChanged 21 SP:Iteration 4Q (5391.070000 sec): 3 clusters Score: Raw -113878.914490 + Penalty 3294.673453 = -110584.241037 nChanged 18 SP:Iteration 5Q (5391.260000 sec): 3 clusters Score: Raw -113923.506152 + Penalty 3294.673453 = -110628.832698 nChanged 19 SP:Iteration 6Q (5391.440000 sec): 3 clusters Score: Raw -113971.169747 + Penalty 3294.673453 = -110676.496294 nChanged 15 SP:Iteration 7Q (5391.630000 sec): 3 clusters Score: Raw -114006.542649 + Penalty 3294.673453 = -110711.869196 nChanged 14 SP:Iteration 8Q (5391.810000 sec): 3 clusters Score: Raw -114042.713238 + Penalty 3294.673453 = -110748.039785 nChanged 12 SP:Iteration 9Q (5391.980000 sec): 3 clusters Score: Raw -114066.176648 + Penalty 3294.673453 = -110771.503194 nChanged 7 SP:Iteration 10Q (5392.140000 sec): 3 clusters Score: Raw -114084.186553 + Penalty 3294.673453 = -110789.513100 nChanged 6 SP:Iteration 11Q (5392.360000 sec): 3 clusters Score: Raw -114099.212355 + Penalty 3294.673453 = -110804.538902 nChanged 8 SP:Iteration 12Q (5392.590000 sec): 3 clusters Score: Raw -114121.401175 + Penalty 3294.673453 = -110826.727722 nChanged 8 SP:Iteration 13Q (5392.720000 sec): 3 clusters Score: Raw -114137.747566 + Penalty 3294.673453 = -110843.074113 nChanged 7 SP:Iteration 14Q (5392.930000 sec): 3 clusters Score: Raw -114150.236063 + Penalty 3294.673453 = -110855.562609 nChanged 5 SP:Iteration 15Q (5393.140000 sec): 3 clusters Score: Raw -114156.877584 + Penalty 3294.673453 = -110862.204130 nChanged 4 SP:Iteration 16Q (5393.330000 sec): 3 clusters Score: Raw -114167.379189 + Penalty 3294.673453 = -110872.705735 nChanged 2 SP:Iteration 17Q (5393.490000 sec): 3 clusters Score: Raw -114169.689523 + Penalty 3294.673453 = -110875.016070 nChanged 1 SP:Iteration 18Q (5393.690000 sec): 3 clusters Score: Raw -114171.630697 + Penalty 3294.673453 = -110876.957244 nChanged 0 SP:Iteration 19F (5393.880000 sec): 3 clusters Score: Raw -114171.630697 + Penalty 3294.673453 = -110876.957244 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (5396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5394.040000 sec): 2 clusters Score: Raw -822397.031547 + Penalty 2131.166478 = -820265.865069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5394.230000 sec): 3 clusters Score: Raw -819796.033338 + Penalty 4262.332956 = -815533.700382 nChanged 2030 SP:Iteration 1F (5394.460000 sec): 3 clusters Score: Raw -820932.827890 + Penalty 4262.332956 = -816670.494935 nChanged 368 SP:Iteration 2F (5394.680000 sec): 3 clusters Score: Raw -821135.663121 + Penalty 4262.332956 = -816873.330166 nChanged 279 SP:Iteration 3F (5394.870000 sec): 3 clusters Score: Raw -821298.726201 + Penalty 4262.332956 = -817036.393246 nChanged 214 SP:Iteration 4Q (5395.140000 sec): 3 clusters Score: Raw -821399.475631 + Penalty 4262.332956 = -817137.142675 nChanged 172 SP:Iteration 5Q (5395.370000 sec): 3 clusters Score: Raw -821482.084925 + Penalty 4262.332956 = -817219.751969 nChanged 149 SP:Iteration 6Q (5395.540000 sec): 3 clusters Score: Raw -821547.467844 + Penalty 4262.332956 = -817285.134888 nChanged 112 SP:Iteration 7Q (5395.760000 sec): 3 clusters Score: Raw -821593.734646 + Penalty 4262.332956 = -817331.401690 nChanged 77 SP:Iteration 8Q (5395.940000 sec): 3 clusters Score: Raw -821628.763941 + Penalty 4262.332956 = -817366.430985 nChanged 79 SP:Iteration 9Q (5396.120000 sec): 3 clusters Score: Raw -821663.115259 + Penalty 4262.332956 = -817400.782303 nChanged 79 SP:Iteration 10Q (5396.320000 sec): 3 clusters Score: Raw -821698.151480 + Penalty 4262.332956 = -817435.818524 nChanged 58 SP:Iteration 11Q (5396.500000 sec): 3 clusters Score: Raw -821726.046862 + Penalty 4262.332956 = -817463.713906 nChanged 70 SP:Iteration 12Q (5396.710000 sec): 3 clusters Score: Raw -821757.018420 + Penalty 4262.332956 = -817494.685464 nChanged 66 SP:Iteration 13Q (5396.900000 sec): 3 clusters Score: Raw -821784.230339 + Penalty 4262.332956 = -817521.897383 nChanged 66 SP:Iteration 14Q (5397.110000 sec): 3 clusters Score: Raw -821811.396398 + Penalty 4262.332956 = -817549.063442 nChanged 75 SP:Iteration 15Q (5397.290000 sec): 3 clusters Score: Raw -821841.744797 + Penalty 4262.332956 = -817579.411841 nChanged 66 SP:Iteration 16Q (5397.470000 sec): 3 clusters Score: Raw -821866.567549 + Penalty 4262.332956 = -817604.234594 nChanged 62 SP:Iteration 17Q (5397.660000 sec): 3 clusters Score: Raw -821890.261124 + Penalty 4262.332956 = -817627.928169 nChanged 56 SP:Iteration 18Q (5397.890000 sec): 3 clusters Score: Raw -821909.131369 + Penalty 4262.332956 = -817646.798413 nChanged 38 SP:Iteration 19Q (5398.060000 sec): 3 clusters Score: Raw -821919.905441 + Penalty 4262.332956 = -817657.572485 nChanged 27 SP:Iteration 20F (5398.250000 sec): 3 clusters Score: Raw -821927.500067 + Penalty 4262.332956 = -817665.167111 nChanged 20 SP:Iteration 21Q (5398.390000 sec): 3 clusters Score: Raw -821933.055401 + Penalty 4262.332956 = -817670.722445 nChanged 25 SP:Iteration 22Q (5398.630000 sec): 3 clusters Score: Raw -821939.751213 + Penalty 4262.332956 = -817677.418257 nChanged 17 SP:Iteration 23Q (5398.770000 sec): 3 clusters Score: Raw -821944.947852 + Penalty 4262.332956 = -817682.614896 nChanged 16 SP:Iteration 24Q (5398.960000 sec): 3 clusters Score: Raw -821949.905776 + Penalty 4262.332956 = -817687.572820 nChanged 17 SP:Iteration 25Q (5399.230000 sec): 3 clusters Score: Raw -821957.181887 + Penalty 4262.332956 = -817694.848932 nChanged 21 SP:Iteration 26Q (5399.430000 sec): 3 clusters Score: Raw -821966.154871 + Penalty 4262.332956 = -817703.821916 nChanged 22 SP:Iteration 27Q (5399.690000 sec): 3 clusters Score: Raw -821975.023882 + Penalty 4262.332956 = -817712.690926 nChanged 27 SP:Iteration 28Q (5399.940000 sec): 3 clusters Score: Raw -821982.287913 + Penalty 4262.332956 = -817719.954957 nChanged 15 SP:Iteration 29Q (5400.110000 sec): 3 clusters Score: Raw -821986.041550 + Penalty 4262.332956 = -817723.708594 nChanged 7 SP:Iteration 30Q (5400.350000 sec): 3 clusters Score: Raw -821987.619739 + Penalty 4262.332956 = -817725.286783 nChanged 5 SP:Iteration 31Q (5400.560000 sec): 3 clusters Score: Raw -821988.706712 + Penalty 4262.332956 = -817726.373756 nChanged 4 SP:Iteration 32Q (5400.820000 sec): 3 clusters Score: Raw -821990.051878 + Penalty 4262.332956 = -817727.718922 nChanged 5 SP:Iteration 33Q (5401.020000 sec): 3 clusters Score: Raw -821991.465836 + Penalty 4262.332956 = -817729.132881 nChanged 7 SP:Iteration 34Q (5401.290000 sec): 3 clusters Score: Raw -821993.174297 + Penalty 4262.332956 = -817730.841341 nChanged 2 SP:Iteration 35Q (5401.480000 sec): 3 clusters Score: Raw -821993.807526 + Penalty 4262.332956 = -817731.474570 nChanged 1 SP:Iteration 36Q (5401.690000 sec): 3 clusters Score: Raw -821994.498372 + Penalty 4262.332956 = -817732.165416 nChanged 2 SP:Iteration 37Q (5401.880000 sec): 3 clusters Score: Raw -821995.714120 + Penalty 4262.332956 = -817733.381165 nChanged 5 SP:Iteration 38Q (5402.090000 sec): 3 clusters Score: Raw -821997.581672 + Penalty 4262.332956 = -817735.248716 nChanged 6 SP:Iteration 39Q (5402.260000 sec): 3 clusters Score: Raw -821999.341577 + Penalty 4262.332956 = -817737.008621 nChanged 4 SP:Iteration 40F (5402.460000 sec): 3 clusters Score: Raw -822000.343293 + Penalty 4262.332956 = -817738.010338 nChanged 3 SP:Iteration 41Q (5402.660000 sec): 3 clusters Score: Raw -822001.093540 + Penalty 4262.332956 = -817738.760584 nChanged 1 SP:Iteration 42Q (5402.910000 sec): 3 clusters Score: Raw -822001.213994 + Penalty 4262.332956 = -817738.881038 nChanged 1 SP:Iteration 43Q (5403.140000 sec): 3 clusters Score: Raw -822001.335245 + Penalty 4262.332956 = -817739.002290 nChanged 0 SP:Iteration 44F (5403.350000 sec): 3 clusters Score: Raw -822001.335245 + Penalty 4262.332956 = -817739.002290 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5403.470000 sec): 2 clusters Score: Raw -147965.149730 + Penalty 1734.267750 = -146230.881980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5403.610000 sec): 3 clusters Score: Raw -147771.491606 + Penalty 3468.535501 = -144302.956105 nChanged 267 SP:Iteration 1F (5403.820000 sec): 3 clusters Score: Raw -148041.149328 + Penalty 3468.535501 = -144572.613827 nChanged 73 SP:Iteration 2F (5404.000000 sec): 3 clusters Score: Raw -148134.082180 + Penalty 3468.535501 = -144665.546679 nChanged 44 SP:Iteration 3Q (5404.180000 sec): 3 clusters Score: Raw -148202.886922 + Penalty 3468.535501 = -144734.351421 nChanged 46 SP:Iteration 4Q (5404.330000 sec): 3 clusters Score: Raw -148278.699423 + Penalty 3468.535501 = -144810.163922 nChanged 41 SP:Iteration 5Q (5404.520000 sec): 3 clusters Score: Raw -148359.667113 + Penalty 3468.535501 = -144891.131612 nChanged 38 SP:Iteration 6Q (5404.720000 sec): 3 clusters Score: Raw -148435.555825 + Penalty 3468.535501 = -144967.020324 nChanged 41 SP:Iteration 7Q (5404.920000 sec): 3 clusters Score: Raw -148544.243715 + Penalty 3468.535501 = -145075.708214 nChanged 40 SP:Iteration 8Q (5405.120000 sec): 3 clusters Score: Raw -148677.620287 + Penalty 3468.535501 = -145209.084786 nChanged 46 SP:Iteration 9Q (5405.340000 sec): 3 clusters Score: Raw -148818.440668 + Penalty 3468.535501 = -145349.905167 nChanged 40 SP:Iteration 10Q (5405.490000 sec): 3 clusters Score: Raw -148913.993828 + Penalty 3468.535501 = -145445.458327 nChanged 27 SP:Iteration 11Q (5405.640000 sec): 3 clusters Score: Raw -148974.544435 + Penalty 3468.535501 = -145506.008934 nChanged 22 SP:Iteration 12Q (5405.820000 sec): 3 clusters Score: Raw -149013.820726 + Penalty 3468.535501 = -145545.285225 nChanged 17 SP:Iteration 13Q (5405.970000 sec): 3 clusters Score: Raw -149039.843628 + Penalty 3468.535501 = -145571.308127 nChanged 10 SP:Iteration 14Q (5406.170000 sec): 3 clusters Score: Raw -149058.600613 + Penalty 3468.535501 = -145590.065112 nChanged 6 SP:Iteration 15Q (5406.340000 sec): 3 clusters Score: Raw -149068.870814 + Penalty 3468.535501 = -145600.335313 nChanged 7 SP:Iteration 16Q (5406.490000 sec): 3 clusters Score: Raw -149078.988936 + Penalty 3468.535501 = -145610.453435 nChanged 4 SP:Iteration 17Q (5406.670000 sec): 3 clusters Score: Raw -149084.177523 + Penalty 3468.535501 = -145615.642022 nChanged 1 SP:Iteration 18Q (5406.840000 sec): 3 clusters Score: Raw -149085.357557 + Penalty 3468.535501 = -145616.822057 nChanged 1 SP:Iteration 19Q (5407.010000 sec): 3 clusters Score: Raw -149086.391364 + Penalty 3468.535501 = -145617.855863 nChanged 1 SP:Iteration 20F (5407.170000 sec): 3 clusters Score: Raw -149087.575321 + Penalty 3468.535501 = -145619.039820 nChanged 2 SP:Iteration 21Q (5407.360000 sec): 3 clusters Score: Raw -149090.323674 + Penalty 3468.535501 = -145621.788173 nChanged 3 SP:Iteration 22Q (5407.530000 sec): 3 clusters Score: Raw -149093.552326 + Penalty 3468.535501 = -145625.016825 nChanged 1 SP:Iteration 23Q (5407.760000 sec): 3 clusters Score: Raw -149094.872529 + Penalty 3468.535501 = -145626.337028 nChanged 3 SP:Iteration 24Q (5407.920000 sec): 3 clusters Score: Raw -149098.862179 + Penalty 3468.535501 = -145630.326678 nChanged 5 SP:Iteration 25Q (5408.100000 sec): 3 clusters Score: Raw -149109.331545 + Penalty 3468.535501 = -145640.796044 nChanged 9 SP:Iteration 26Q (5408.280000 sec): 3 clusters Score: Raw -149130.972626 + Penalty 3468.535501 = -145662.437125 nChanged 7 SP:Iteration 27Q (5408.480000 sec): 3 clusters Score: Raw -149154.756944 + Penalty 3468.535501 = -145686.221443 nChanged 11 SP:Iteration 28Q (5408.680000 sec): 3 clusters Score: Raw -149176.481245 + Penalty 3468.535501 = -145707.945745 nChanged 12 SP:Iteration 29Q (5408.870000 sec): 3 clusters Score: Raw -149195.466957 + Penalty 3468.535501 = -145726.931456 nChanged 3 SP:Iteration 30Q (5409.030000 sec): 3 clusters Score: Raw -149200.615279 + Penalty 3468.535501 = -145732.079778 nChanged 3 SP:Iteration 31Q (5409.190000 sec): 3 clusters Score: Raw -149204.037733 + Penalty 3468.535501 = -145735.502232 nChanged 1 SP:Iteration 32Q (5409.380000 sec): 3 clusters Score: Raw -149206.113864 + Penalty 3468.535501 = -145737.578363 nChanged 2 SP:Iteration 33Q (5409.530000 sec): 3 clusters Score: Raw -149209.905365 + Penalty 3468.535501 = -145741.369865 nChanged 1 SP:Iteration 34Q (5409.720000 sec): 3 clusters Score: Raw -149210.988838 + Penalty 3468.535501 = -145742.453337 nChanged 1 SP:Iteration 35Q (5409.880000 sec): 3 clusters Score: Raw -149214.644125 + Penalty 3468.535501 = -145746.108624 nChanged 3 SP:Iteration 36Q (5410.120000 sec): 3 clusters Score: Raw -149223.632050 + Penalty 3468.535501 = -145755.096549 nChanged 2 SP:Iteration 37Q (5410.280000 sec): 3 clusters Score: Raw -149226.321482 + Penalty 3468.535501 = -145757.785981 nChanged 3 SP:Iteration 38Q (5410.460000 sec): 3 clusters Score: Raw -149229.396515 + Penalty 3468.535501 = -145760.861014 nChanged 3 SP:Iteration 39Q (5410.640000 sec): 3 clusters Score: Raw -149232.272203 + Penalty 3468.535501 = -145763.736702 nChanged 2 SP:Iteration 40F (5410.830000 sec): 3 clusters Score: Raw -149234.874012 + Penalty 3468.535501 = -145766.338511 nChanged 2 SP:Iteration 41Q (5411.010000 sec): 3 clusters Score: Raw -149237.394414 + Penalty 3468.535501 = -145768.858913 nChanged 0 SP:Iteration 42F (5411.180000 sec): 3 clusters Score: Raw -149237.394414 + Penalty 3468.535501 = -145768.858913 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (2105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5411.300000 sec): 2 clusters Score: Raw -313212.791210 + Penalty 1897.713545 = -311315.077665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5411.480000 sec): 3 clusters Score: Raw -312431.711451 + Penalty 3795.427090 = -308636.284361 nChanged 672 SP:Iteration 1F (5411.720000 sec): 3 clusters Score: Raw -312944.865018 + Penalty 3795.427090 = -309149.437928 nChanged 165 SP:Iteration 2F (5411.940000 sec): 3 clusters Score: Raw -313104.319310 + Penalty 3795.427090 = -309308.892220 nChanged 108 SP:Iteration 3F (5412.160000 sec): 3 clusters Score: Raw -313201.157875 + Penalty 3795.427090 = -309405.730785 nChanged 64 SP:Iteration 4Q (5412.360000 sec): 3 clusters Score: Raw -313250.817005 + Penalty 3795.427090 = -309455.389915 nChanged 47 SP:Iteration 5Q (5412.570000 sec): 3 clusters Score: Raw -313291.177033 + Penalty 3795.427090 = -309495.749943 nChanged 31 SP:Iteration 6Q (5412.780000 sec): 3 clusters Score: Raw -313315.093007 + Penalty 3795.427090 = -309519.665917 nChanged 33 SP:Iteration 7Q (5412.910000 sec): 3 clusters Score: Raw -313344.490745 + Penalty 3795.427090 = -309549.063655 nChanged 27 SP:Iteration 8Q (5413.080000 sec): 3 clusters Score: Raw -313370.821006 + Penalty 3795.427090 = -309575.393916 nChanged 28 SP:Iteration 9Q (5413.270000 sec): 3 clusters Score: Raw -313391.136722 + Penalty 3795.427090 = -309595.709632 nChanged 22 SP:Iteration 10Q (5413.410000 sec): 3 clusters Score: Raw -313409.632753 + Penalty 3795.427090 = -309614.205663 nChanged 13 SP:Iteration 11Q (5413.570000 sec): 3 clusters Score: Raw -313419.063326 + Penalty 3795.427090 = -309623.636236 nChanged 15 SP:Iteration 12Q (5413.740000 sec): 3 clusters Score: Raw -313428.532509 + Penalty 3795.427090 = -309633.105419 nChanged 17 SP:Iteration 13Q (5413.930000 sec): 3 clusters Score: Raw -313440.593463 + Penalty 3795.427090 = -309645.166373 nChanged 13 SP:Iteration 14Q (5414.080000 sec): 3 clusters Score: Raw -313451.161313 + Penalty 3795.427090 = -309655.734223 nChanged 19 SP:Iteration 15Q (5414.230000 sec): 3 clusters Score: Raw -313463.935276 + Penalty 3795.427090 = -309668.508186 nChanged 13 SP:Iteration 16Q (5414.420000 sec): 3 clusters Score: Raw -313474.184660 + Penalty 3795.427090 = -309678.757570 nChanged 11 SP:Iteration 17Q (5414.560000 sec): 3 clusters Score: Raw -313480.464492 + Penalty 3795.427090 = -309685.037402 nChanged 10 SP:Iteration 18Q (5414.750000 sec): 3 clusters Score: Raw -313489.263441 + Penalty 3795.427090 = -309693.836351 nChanged 13 SP:Iteration 19Q (5414.910000 sec): 3 clusters Score: Raw -313498.774315 + Penalty 3795.427090 = -309703.347225 nChanged 14 SP:Iteration 20F (5415.130000 sec): 3 clusters Score: Raw -313509.911902 + Penalty 3795.427090 = -309714.484812 nChanged 11 SP:Iteration 21Q (5415.320000 sec): 3 clusters Score: Raw -313523.332342 + Penalty 3795.427090 = -309727.905252 nChanged 12 SP:Iteration 22Q (5415.550000 sec): 3 clusters Score: Raw -313529.938062 + Penalty 3795.427090 = -309734.510972 nChanged 12 SP:Iteration 23Q (5415.740000 sec): 3 clusters Score: Raw -313538.619287 + Penalty 3795.427090 = -309743.192197 nChanged 15 SP:Iteration 24Q (5415.980000 sec): 3 clusters Score: Raw -313546.997035 + Penalty 3795.427090 = -309751.569945 nChanged 11 SP:Iteration 25Q (5416.190000 sec): 3 clusters Score: Raw -313553.369584 + Penalty 3795.427090 = -309757.942494 nChanged 10 SP:Iteration 26Q (5416.440000 sec): 3 clusters Score: Raw -313558.528563 + Penalty 3795.427090 = -309763.101473 nChanged 9 SP:Iteration 27Q (5416.650000 sec): 3 clusters Score: Raw -313563.921658 + Penalty 3795.427090 = -309768.494568 nChanged 6 SP:Iteration 28Q (5416.850000 sec): 3 clusters Score: Raw -313567.277183 + Penalty 3795.427090 = -309771.850093 nChanged 6 SP:Iteration 29Q (5417.000000 sec): 3 clusters Score: Raw -313570.986883 + Penalty 3795.427090 = -309775.559793 nChanged 3 SP:Iteration 30Q (5417.200000 sec): 3 clusters Score: Raw -313572.500874 + Penalty 3795.427090 = -309777.073784 nChanged 2 SP:Iteration 31Q (5417.410000 sec): 3 clusters Score: Raw -313573.593059 + Penalty 3795.427090 = -309778.165969 nChanged 2 SP:Iteration 32Q (5417.610000 sec): 3 clusters Score: Raw -313574.231665 + Penalty 3795.427090 = -309778.804575 nChanged 3 SP:Iteration 33Q (5417.770000 sec): 3 clusters Score: Raw -313576.627793 + Penalty 3795.427090 = -309781.200703 nChanged 5 SP:Iteration 34Q (5417.930000 sec): 3 clusters Score: Raw -313578.701704 + Penalty 3795.427090 = -309783.274614 nChanged 2 SP:Iteration 35Q (5418.110000 sec): 3 clusters Score: Raw -313579.576294 + Penalty 3795.427090 = -309784.149204 nChanged 1 SP:Iteration 36Q (5418.280000 sec): 3 clusters Score: Raw -313581.421592 + Penalty 3795.427090 = -309785.994502 nChanged 3 SP:Iteration 37Q (5418.410000 sec): 3 clusters Score: Raw -313583.622359 + Penalty 3795.427090 = -309788.195269 nChanged 6 SP:Iteration 38Q (5418.610000 sec): 3 clusters Score: Raw -313588.926840 + Penalty 3795.427090 = -309793.499750 nChanged 9 SP:Iteration 39Q (5418.760000 sec): 3 clusters Score: Raw -313596.224092 + Penalty 3795.427090 = -309800.797002 nChanged 10 SP:Iteration 40F (5418.880000 sec): 3 clusters Score: Raw -313601.858432 + Penalty 3795.427090 = -309806.431341 nChanged 10 SP:Iteration 41Q (5419.060000 sec): 3 clusters Score: Raw -313607.244070 + Penalty 3795.427090 = -309811.816980 nChanged 8 SP:Iteration 42Q (5419.220000 sec): 3 clusters Score: Raw -313611.000984 + Penalty 3795.427090 = -309815.573894 nChanged 5 SP:Iteration 43Q (5419.400000 sec): 3 clusters Score: Raw -313615.321594 + Penalty 3795.427090 = -309819.894504 nChanged 3 SP:Iteration 44Q (5419.600000 sec): 3 clusters Score: Raw -313617.188345 + Penalty 3795.427090 = -309821.761254 nChanged 6 SP:Iteration 45Q (5419.780000 sec): 3 clusters Score: Raw -313621.653196 + Penalty 3795.427090 = -309826.226106 nChanged 5 SP:Iteration 46Q (5420.020000 sec): 3 clusters Score: Raw -313625.214801 + Penalty 3795.427090 = -309829.787711 nChanged 8 SP:Iteration 47Q (5420.160000 sec): 3 clusters Score: Raw -313629.038096 + Penalty 3795.427090 = -309833.611006 nChanged 4 SP:Iteration 48Q (5420.350000 sec): 3 clusters Score: Raw -313631.747352 + Penalty 3795.427090 = -309836.320262 nChanged 6 SP:Iteration 49Q (5420.510000 sec): 3 clusters Score: Raw -313635.033332 + Penalty 3795.427090 = -309839.606242 nChanged 5 SP:Iteration 50Q (5420.700000 sec): 3 clusters Score: Raw -313637.573487 + Penalty 3795.427090 = -309842.146397 nChanged 2 SP:Iteration 51Q (5420.840000 sec): 3 clusters Score: Raw -313638.623080 + Penalty 3795.427090 = -309843.195990 nChanged 4 SP:Iteration 52Q (5420.960000 sec): 3 clusters Score: Raw -313640.116114 + Penalty 3795.427090 = -309844.689024 nChanged 5 SP:Iteration 53Q (5421.120000 sec): 3 clusters Score: Raw -313643.254510 + Penalty 3795.427090 = -309847.827420 nChanged 6 SP:Iteration 54Q (5421.280000 sec): 3 clusters Score: Raw -313646.793090 + Penalty 3795.427090 = -309851.366000 nChanged 9 SP:Iteration 55Q (5421.400000 sec): 3 clusters Score: Raw -313654.222264 + Penalty 3795.427090 = -309858.795174 nChanged 12 SP:Iteration 56Q (5421.560000 sec): 3 clusters Score: Raw -313666.942121 + Penalty 3795.427090 = -309871.515031 nChanged 17 SP:Iteration 57Q (5421.720000 sec): 3 clusters Score: Raw -313683.379902 + Penalty 3795.427090 = -309887.952812 nChanged 21 SP:Iteration 58Q (5421.830000 sec): 3 clusters Score: Raw -313702.800511 + Penalty 3795.427090 = -309907.373421 nChanged 24 SP:Iteration 59Q (5422.000000 sec): 3 clusters Score: Raw -313736.116384 + Penalty 3795.427090 = -309940.689294 nChanged 35 SP:Iteration 60F (5422.170000 sec): 3 clusters Score: Raw -313774.276222 + Penalty 3795.427090 = -309978.849132 nChanged 31 SP:Iteration 61Q (5422.300000 sec): 3 clusters Score: Raw -313811.819207 + Penalty 3795.427090 = -310016.392117 nChanged 35 SP:Iteration 62Q (5422.460000 sec): 3 clusters Score: Raw -313867.574912 + Penalty 3795.427090 = -310072.147822 nChanged 49 SP:Iteration 63Q (5422.660000 sec): 3 clusters Score: Raw -313948.863395 + Penalty 3795.427090 = -310153.436305 nChanged 68 SP:Iteration 64Q (5422.910000 sec): 3 clusters Score: Raw -314088.971327 + Penalty 3795.427090 = -310293.544237 nChanged 75 SP:Iteration 65Q (5423.030000 sec): 3 clusters Score: Raw -314239.105069 + Penalty 3795.427090 = -310443.677979 nChanged 70 SP:Iteration 66Q (5423.220000 sec): 3 clusters Score: Raw -314407.606468 + Penalty 3795.427090 = -310612.179378 nChanged 50 SP:Iteration 67Q (5423.440000 sec): 3 clusters Score: Raw -314497.137292 + Penalty 3795.427090 = -310701.710202 nChanged 35 SP:Iteration 68Q (5423.610000 sec): 3 clusters Score: Raw -314539.776316 + Penalty 3795.427090 = -310744.349226 nChanged 19 SP:Iteration 69Q (5423.810000 sec): 3 clusters Score: Raw -314560.268103 + Penalty 3795.427090 = -310764.841013 nChanged 11 SP:Iteration 70Q (5424.020000 sec): 3 clusters Score: Raw -314570.590652 + Penalty 3795.427090 = -310775.163562 nChanged 4 SP:Iteration 71Q (5424.190000 sec): 3 clusters Score: Raw -314572.840281 + Penalty 3795.427090 = -310777.413191 nChanged 1 SP:Iteration 72Q (5424.410000 sec): 3 clusters Score: Raw -314573.610888 + Penalty 3795.427090 = -310778.183798 nChanged 1 SP:Iteration 73Q (5424.610000 sec): 3 clusters Score: Raw -314574.062506 + Penalty 3795.427090 = -310778.635416 nChanged 0 SP:Iteration 74F (5424.780000 sec): 3 clusters Score: Raw -314574.062506 + Penalty 3795.427090 = -310778.635416 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (8058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5424.920000 sec): 2 clusters Score: Raw -1172852.870124 + Penalty 2230.616325 = -1170622.253799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5425.170000 sec): 3 clusters Score: Raw -1168628.226614 + Penalty 4461.232650 = -1164166.993964 nChanged 3290 SP:Iteration 1F (5425.460000 sec): 3 clusters Score: Raw -1170416.533033 + Penalty 4461.232650 = -1165955.300383 nChanged 524 SP:Iteration 2F (5425.630000 sec): 3 clusters Score: Raw -1170665.014466 + Penalty 4461.232650 = -1166203.781816 nChanged 389 SP:Iteration 3Q (5425.900000 sec): 3 clusters Score: Raw -1170871.526204 + Penalty 4461.232650 = -1166410.293554 nChanged 366 SP:Iteration 4Q (5426.100000 sec): 3 clusters Score: Raw -1171103.388480 + Penalty 4461.232650 = -1166642.155830 nChanged 365 SP:Iteration 5Q (5426.340000 sec): 3 clusters Score: Raw -1171367.217500 + Penalty 4461.232650 = -1166905.984850 nChanged 388 SP:Iteration 6Q (5426.590000 sec): 3 clusters Score: Raw -1171674.637187 + Penalty 4461.232650 = -1167213.404537 nChanged 363 SP:Iteration 7Q (5426.840000 sec): 3 clusters Score: Raw -1171962.430088 + Penalty 4461.232650 = -1167501.197438 nChanged 360 SP:Iteration 8Q (5427.060000 sec): 3 clusters Score: Raw -1172249.546261 + Penalty 4461.232650 = -1167788.313611 nChanged 330 SP:Iteration 9Q (5427.280000 sec): 3 clusters Score: Raw -1172515.954791 + Penalty 4461.232650 = -1168054.722141 nChanged 276 SP:Iteration 10Q (5427.480000 sec): 3 clusters Score: Raw -1172704.986641 + Penalty 4461.232650 = -1168243.753991 nChanged 236 SP:Iteration 11Q (5427.720000 sec): 3 clusters Score: Raw -1172829.862000 + Penalty 4461.232650 = -1168368.629350 nChanged 167 SP:Iteration 12Q (5428.030000 sec): 3 clusters Score: Raw -1172912.905856 + Penalty 4461.232650 = -1168451.673206 nChanged 154 SP:Iteration 13Q (5428.240000 sec): 3 clusters Score: Raw -1172988.308869 + Penalty 4461.232650 = -1168527.076218 nChanged 120 SP:Iteration 14Q (5428.460000 sec): 3 clusters Score: Raw -1173049.000540 + Penalty 4461.232650 = -1168587.767889 nChanged 116 SP:Iteration 15Q (5428.680000 sec): 3 clusters Score: Raw -1173101.366392 + Penalty 4461.232650 = -1168640.133742 nChanged 95 SP:Iteration 16Q (5428.870000 sec): 3 clusters Score: Raw -1173145.100194 + Penalty 4461.232650 = -1168683.867544 nChanged 92 SP:Iteration 17Q (5429.070000 sec): 3 clusters Score: Raw -1173176.807528 + Penalty 4461.232650 = -1168715.574878 nChanged 83 SP:Iteration 18Q (5429.290000 sec): 3 clusters Score: Raw -1173206.226344 + Penalty 4461.232650 = -1168744.993694 nChanged 73 SP:Iteration 19Q (5429.520000 sec): 3 clusters Score: Raw -1173233.322504 + Penalty 4461.232650 = -1168772.089854 nChanged 75 SP:Iteration 20F (5429.730000 sec): 3 clusters Score: Raw -1173262.322002 + Penalty 4461.232650 = -1168801.089352 nChanged 66 SP:Iteration 21Q (5429.910000 sec): 3 clusters Score: Raw -1173287.973112 + Penalty 4461.232650 = -1168826.740461 nChanged 63 SP:Iteration 22Q (5430.130000 sec): 3 clusters Score: Raw -1173309.315728 + Penalty 4461.232650 = -1168848.083077 nChanged 50 SP:Iteration 23Q (5430.340000 sec): 3 clusters Score: Raw -1173323.266414 + Penalty 4461.232650 = -1168862.033764 nChanged 37 SP:Iteration 24Q (5430.560000 sec): 3 clusters Score: Raw -1173332.735090 + Penalty 4461.232650 = -1168871.502439 nChanged 28 SP:Iteration 25Q (5430.770000 sec): 3 clusters Score: Raw -1173341.883281 + Penalty 4461.232650 = -1168880.650630 nChanged 38 SP:Iteration 26Q (5431.010000 sec): 3 clusters Score: Raw -1173354.435370 + Penalty 4461.232650 = -1168893.202720 nChanged 41 SP:Iteration 27Q (5431.220000 sec): 3 clusters Score: Raw -1173368.775677 + Penalty 4461.232650 = -1168907.543027 nChanged 43 SP:Iteration 28Q (5431.430000 sec): 3 clusters Score: Raw -1173379.819949 + Penalty 4461.232650 = -1168918.587298 nChanged 30 SP:Iteration 29Q (5431.670000 sec): 3 clusters Score: Raw -1173387.647742 + Penalty 4461.232650 = -1168926.415092 nChanged 29 SP:Iteration 30Q (5431.890000 sec): 3 clusters Score: Raw -1173393.204060 + Penalty 4461.232650 = -1168931.971410 nChanged 26 SP:Iteration 31Q (5432.080000 sec): 3 clusters Score: Raw -1173398.032720 + Penalty 4461.232650 = -1168936.800070 nChanged 20 SP:Iteration 32Q (5432.290000 sec): 3 clusters Score: Raw -1173401.798450 + Penalty 4461.232650 = -1168940.565800 nChanged 14 SP:Iteration 33Q (5432.510000 sec): 3 clusters Score: Raw -1173404.985169 + Penalty 4461.232650 = -1168943.752519 nChanged 11 SP:Iteration 34Q (5432.770000 sec): 3 clusters Score: Raw -1173406.846309 + Penalty 4461.232650 = -1168945.613658 nChanged 9 SP:Iteration 35Q (5432.960000 sec): 3 clusters Score: Raw -1173408.202786 + Penalty 4461.232650 = -1168946.970136 nChanged 9 SP:Iteration 36Q (5433.230000 sec): 3 clusters Score: Raw -1173409.927718 + Penalty 4461.232650 = -1168948.695068 nChanged 7 SP:Iteration 37Q (5433.440000 sec): 3 clusters Score: Raw -1173411.551805 + Penalty 4461.232650 = -1168950.319155 nChanged 10 SP:Iteration 38Q (5433.630000 sec): 3 clusters Score: Raw -1173414.447222 + Penalty 4461.232650 = -1168953.214572 nChanged 10 SP:Iteration 39Q (5433.860000 sec): 3 clusters Score: Raw -1173417.143489 + Penalty 4461.232650 = -1168955.910838 nChanged 14 SP:Iteration 40F (5434.080000 sec): 3 clusters Score: Raw -1173420.285486 + Penalty 4461.232650 = -1168959.052836 nChanged 12 SP:Iteration 41Q (5434.300000 sec): 3 clusters Score: Raw -1173422.430947 + Penalty 4461.232650 = -1168961.198297 nChanged 7 SP:Iteration 42Q (5434.560000 sec): 3 clusters Score: Raw -1173423.823560 + Penalty 4461.232650 = -1168962.590910 nChanged 8 SP:Iteration 43Q (5434.780000 sec): 3 clusters Score: Raw -1173425.297427 + Penalty 4461.232650 = -1168964.064777 nChanged 6 SP:Iteration 44Q (5434.990000 sec): 3 clusters Score: Raw -1173426.386717 + Penalty 4461.232650 = -1168965.154066 nChanged 7 SP:Iteration 45Q (5435.260000 sec): 3 clusters Score: Raw -1173428.224416 + Penalty 4461.232650 = -1168966.991765 nChanged 9 SP:Iteration 46Q (5435.480000 sec): 3 clusters Score: Raw -1173430.955655 + Penalty 4461.232650 = -1168969.723005 nChanged 9 SP:Iteration 47Q (5435.750000 sec): 3 clusters Score: Raw -1173432.552800 + Penalty 4461.232650 = -1168971.320150 nChanged 6 SP:Iteration 48Q (5436.020000 sec): 3 clusters Score: Raw -1173433.406340 + Penalty 4461.232650 = -1168972.173690 nChanged 5 SP:Iteration 49Q (5436.210000 sec): 3 clusters Score: Raw -1173434.426587 + Penalty 4461.232650 = -1168973.193937 nChanged 8 SP:Iteration 50Q (5436.410000 sec): 3 clusters Score: Raw -1173435.865232 + Penalty 4461.232650 = -1168974.632582 nChanged 8 SP:Iteration 51Q (5436.590000 sec): 3 clusters Score: Raw -1173437.699409 + Penalty 4461.232650 = -1168976.466759 nChanged 7 SP:Iteration 52Q (5436.780000 sec): 3 clusters Score: Raw -1173439.615003 + Penalty 4461.232650 = -1168978.382352 nChanged 11 SP:Iteration 53Q (5436.980000 sec): 3 clusters Score: Raw -1173442.558845 + Penalty 4461.232650 = -1168981.326195 nChanged 9 SP:Iteration 54Q (5437.160000 sec): 3 clusters Score: Raw -1173444.997655 + Penalty 4461.232650 = -1168983.765004 nChanged 14 SP:Iteration 55Q (5437.390000 sec): 3 clusters Score: Raw -1173448.538754 + Penalty 4461.232650 = -1168987.306104 nChanged 12 SP:Iteration 56Q (5437.610000 sec): 3 clusters Score: Raw -1173451.470274 + Penalty 4461.232650 = -1168990.237624 nChanged 12 SP:Iteration 57Q (5437.830000 sec): 3 clusters Score: Raw -1173453.574232 + Penalty 4461.232650 = -1168992.341582 nChanged 7 SP:Iteration 58Q (5438.080000 sec): 3 clusters Score: Raw -1173454.756464 + Penalty 4461.232650 = -1168993.523814 nChanged 7 SP:Iteration 59Q (5438.240000 sec): 3 clusters Score: Raw -1173455.919016 + Penalty 4461.232650 = -1168994.686366 nChanged 6 SP:Iteration 60F (5438.440000 sec): 3 clusters Score: Raw -1173456.894898 + Penalty 4461.232650 = -1168995.662248 nChanged 6 SP:Iteration 61Q (5438.690000 sec): 3 clusters Score: Raw -1173457.915478 + Penalty 4461.232650 = -1168996.682828 nChanged 7 SP:Iteration 62Q (5438.890000 sec): 3 clusters Score: Raw -1173459.170420 + Penalty 4461.232650 = -1168997.937770 nChanged 5 SP:Iteration 63Q (5439.090000 sec): 3 clusters Score: Raw -1173459.982208 + Penalty 4461.232650 = -1168998.749558 nChanged 5 SP:Iteration 64Q (5439.300000 sec): 3 clusters Score: Raw -1173460.595587 + Penalty 4461.232650 = -1168999.362937 nChanged 1 SP:Iteration 65Q (5439.520000 sec): 3 clusters Score: Raw -1173460.675040 + Penalty 4461.232650 = -1168999.442390 nChanged 1 SP:Iteration 66Q (5439.720000 sec): 3 clusters Score: Raw -1173460.817366 + Penalty 4461.232650 = -1168999.584716 nChanged 0 SP:Iteration 67F (5439.950000 sec): 3 clusters Score: Raw -1173460.817366 + Penalty 4461.232650 = -1168999.584716 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5440.090000 sec): 2 clusters Score: Raw -66736.109316 + Penalty 1515.643900 = -65220.465416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5440.270000 sec): 3 clusters Score: Raw -66774.746814 + Penalty 3031.287800 = -63743.459014 nChanged 81 SP:Iteration 1F (5440.480000 sec): 3 clusters Score: Raw -66950.779323 + Penalty 3031.287800 = -63919.491522 nChanged 23 SP:Iteration 2F (5440.690000 sec): 3 clusters Score: Raw -67024.265974 + Penalty 3031.287800 = -63992.978174 nChanged 12 SP:Iteration 3Q (5440.850000 sec): 3 clusters Score: Raw -67059.439194 + Penalty 3031.287800 = -64028.151394 nChanged 4 SP:Iteration 4Q (5441.040000 sec): 3 clusters Score: Raw -67066.700300 + Penalty 3031.287800 = -64035.412499 nChanged 4 SP:Iteration 5Q (5441.270000 sec): 3 clusters Score: Raw -67072.104776 + Penalty 3031.287800 = -64040.816976 nChanged 2 SP:Iteration 6Q (5441.460000 sec): 3 clusters Score: Raw -67076.023551 + Penalty 3031.287800 = -64044.735750 nChanged 4 SP:Iteration 7Q (5441.660000 sec): 3 clusters Score: Raw -67085.585437 + Penalty 3031.287800 = -64054.297637 nChanged 1 SP:Iteration 8Q (5441.880000 sec): 3 clusters Score: Raw -67091.014447 + Penalty 3031.287800 = -64059.726647 nChanged 0 SP:Iteration 9F (5442.060000 sec): 3 clusters Score: Raw -67091.014447 + Penalty 3031.287800 = -64059.726647 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (1740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5442.190000 sec): 2 clusters Score: Raw -250981.865573 + Penalty 1850.486817 = -249131.378755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5442.340000 sec): 3 clusters Score: Raw -250366.402764 + Penalty 3700.973635 = -246665.429130 nChanged 516 SP:Iteration 1F (5442.510000 sec): 3 clusters Score: Raw -250784.811092 + Penalty 3700.973635 = -247083.837458 nChanged 133 SP:Iteration 2F (5442.700000 sec): 3 clusters Score: Raw -250959.362541 + Penalty 3700.973635 = -247258.388906 nChanged 97 SP:Iteration 3F (5442.860000 sec): 3 clusters Score: Raw -251082.513648 + Penalty 3700.973635 = -247381.540013 nChanged 84 SP:Iteration 4Q (5443.060000 sec): 3 clusters Score: Raw -251168.380534 + Penalty 3700.973635 = -247467.406899 nChanged 62 SP:Iteration 5Q (5443.220000 sec): 3 clusters Score: Raw -251239.060663 + Penalty 3700.973635 = -247538.087029 nChanged 57 SP:Iteration 6Q (5443.410000 sec): 3 clusters Score: Raw -251292.524627 + Penalty 3700.973635 = -247591.550992 nChanged 50 SP:Iteration 7Q (5443.550000 sec): 3 clusters Score: Raw -251342.640159 + Penalty 3700.973635 = -247641.666525 nChanged 38 SP:Iteration 8Q (5443.720000 sec): 3 clusters Score: Raw -251382.353397 + Penalty 3700.973635 = -247681.379763 nChanged 34 SP:Iteration 9Q (5443.890000 sec): 3 clusters Score: Raw -251417.665147 + Penalty 3700.973635 = -247716.691513 nChanged 31 SP:Iteration 10Q (5444.090000 sec): 3 clusters Score: Raw -251457.704511 + Penalty 3700.973635 = -247756.730876 nChanged 30 SP:Iteration 11Q (5444.270000 sec): 3 clusters Score: Raw -251485.730666 + Penalty 3700.973635 = -247784.757032 nChanged 25 SP:Iteration 12Q (5444.440000 sec): 3 clusters Score: Raw -251514.597009 + Penalty 3700.973635 = -247813.623375 nChanged 18 SP:Iteration 13Q (5444.650000 sec): 3 clusters Score: Raw -251530.346107 + Penalty 3700.973635 = -247829.372472 nChanged 14 SP:Iteration 14Q (5444.840000 sec): 3 clusters Score: Raw -251539.536150 + Penalty 3700.973635 = -247838.562516 nChanged 15 SP:Iteration 15Q (5445.020000 sec): 3 clusters Score: Raw -251554.657503 + Penalty 3700.973635 = -247853.683868 nChanged 14 SP:Iteration 16Q (5445.200000 sec): 3 clusters Score: Raw -251566.606677 + Penalty 3700.973635 = -247865.633043 nChanged 12 SP:Iteration 17Q (5445.370000 sec): 3 clusters Score: Raw -251576.267084 + Penalty 3700.973635 = -247875.293449 nChanged 11 SP:Iteration 18Q (5445.530000 sec): 3 clusters Score: Raw -251584.380484 + Penalty 3700.973635 = -247883.406849 nChanged 3 SP:Iteration 19Q (5445.700000 sec): 3 clusters Score: Raw -251587.229761 + Penalty 3700.973635 = -247886.256127 nChanged 2 SP:Iteration 20F (5445.840000 sec): 3 clusters Score: Raw -251589.701021 + Penalty 3700.973635 = -247888.727387 nChanged 4 SP:Iteration 21Q (5446.040000 sec): 3 clusters Score: Raw -251592.414563 + Penalty 3700.973635 = -247891.440929 nChanged 3 SP:Iteration 22Q (5446.200000 sec): 3 clusters Score: Raw -251593.926222 + Penalty 3700.973635 = -247892.952588 nChanged 2 SP:Iteration 23Q (5446.340000 sec): 3 clusters Score: Raw -251596.417725 + Penalty 3700.973635 = -247895.444091 nChanged 5 SP:Iteration 24Q (5446.500000 sec): 3 clusters Score: Raw -251601.268841 + Penalty 3700.973635 = -247900.295207 nChanged 7 SP:Iteration 25Q (5446.690000 sec): 3 clusters Score: Raw -251611.453097 + Penalty 3700.973635 = -247910.479462 nChanged 10 SP:Iteration 26Q (5446.870000 sec): 3 clusters Score: Raw -251622.683244 + Penalty 3700.973635 = -247921.709610 nChanged 9 SP:Iteration 27Q (5447.030000 sec): 3 clusters Score: Raw -251631.669281 + Penalty 3700.973635 = -247930.695647 nChanged 6 SP:Iteration 28Q (5447.210000 sec): 3 clusters Score: Raw -251639.495145 + Penalty 3700.973635 = -247938.521510 nChanged 5 SP:Iteration 29Q (5447.340000 sec): 3 clusters Score: Raw -251644.372913 + Penalty 3700.973635 = -247943.399278 nChanged 8 SP:Iteration 30Q (5447.520000 sec): 3 clusters Score: Raw -251656.332364 + Penalty 3700.973635 = -247955.358729 nChanged 5 SP:Iteration 31Q (5447.720000 sec): 3 clusters Score: Raw -251662.993637 + Penalty 3700.973635 = -247962.020003 nChanged 8 SP:Iteration 32Q (5447.890000 sec): 3 clusters Score: Raw -251670.173765 + Penalty 3700.973635 = -247969.200130 nChanged 7 SP:Iteration 33Q (5448.080000 sec): 3 clusters Score: Raw -251674.249236 + Penalty 3700.973635 = -247973.275601 nChanged 3 SP:Iteration 34Q (5448.270000 sec): 3 clusters Score: Raw -251676.739694 + Penalty 3700.973635 = -247975.766059 nChanged 3 SP:Iteration 35Q (5448.410000 sec): 3 clusters Score: Raw -251679.894487 + Penalty 3700.973635 = -247978.920852 nChanged 3 SP:Iteration 36Q (5448.590000 sec): 3 clusters Score: Raw -251684.104550 + Penalty 3700.973635 = -247983.130915 nChanged 7 SP:Iteration 37Q (5448.780000 sec): 3 clusters Score: Raw -251690.353600 + Penalty 3700.973635 = -247989.379966 nChanged 4 SP:Iteration 38Q (5448.940000 sec): 3 clusters Score: Raw -251693.543038 + Penalty 3700.973635 = -247992.569403 nChanged 4 SP:Iteration 39Q (5449.110000 sec): 3 clusters Score: Raw -251697.149847 + Penalty 3700.973635 = -247996.176213 nChanged 1 SP:Iteration 40F (5449.350000 sec): 3 clusters Score: Raw -251697.982327 + Penalty 3700.973635 = -247997.008692 nChanged 2 SP:Iteration 41Q (5449.560000 sec): 3 clusters Score: Raw -251699.245555 + Penalty 3700.973635 = -247998.271921 nChanged 4 SP:Iteration 42Q (5449.710000 sec): 3 clusters Score: Raw -251702.638831 + Penalty 3700.973635 = -248001.665197 nChanged 3 SP:Iteration 43Q (5449.950000 sec): 3 clusters Score: Raw -251705.758626 + Penalty 3700.973635 = -248004.784992 nChanged 2 SP:Iteration 44Q (5450.140000 sec): 3 clusters Score: Raw -251707.174914 + Penalty 3700.973635 = -248006.201279 nChanged 1 SP:Iteration 45Q (5450.330000 sec): 3 clusters Score: Raw -251708.382515 + Penalty 3700.973635 = -248007.408880 nChanged 2 SP:Iteration 46Q (5450.500000 sec): 3 clusters Score: Raw -251710.790825 + Penalty 3700.973635 = -248009.817190 nChanged 0 SP:Iteration 47F (5450.660000 sec): 3 clusters Score: Raw -251710.790825 + Penalty 3700.973635 = -248009.817190 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5450.770000 sec): 2 clusters Score: Raw -21591.159186 + Penalty 1299.953260 = -20291.205927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5450.920000 sec): 3 clusters Score: Raw -21996.666881 + Penalty 2599.906519 = -19396.760362 nChanged 30 SP:Iteration 1F (5451.130000 sec): 3 clusters Score: Raw -22183.741436 + Penalty 2599.906519 = -19583.834917 nChanged 15 SP:Iteration 2F (5451.290000 sec): 3 clusters Score: Raw -22437.811364 + Penalty 2599.906519 = -19837.904845 nChanged 12 SP:Iteration 3F (5451.490000 sec): 3 clusters Score: Raw -22674.468069 + Penalty 2599.906519 = -20074.561550 nChanged 2 SP:Iteration 4Q (5451.630000 sec): 3 clusters Score: Raw -22701.399195 + Penalty 2599.906519 = -20101.492675 nChanged 0 SP:Iteration 5F (5451.850000 sec): 3 clusters Score: Raw -22701.399195 + Penalty 2599.906519 = -20101.492675 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5451.960000 sec): 2 clusters Score: Raw -33302.562230 + Penalty 1338.744350 = -31963.817880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5452.090000 sec): 3 clusters Score: Raw -33701.988496 + Penalty 2677.488700 = -31024.499796 nChanged 38 SP:Iteration 1F (5452.290000 sec): 3 clusters Score: Raw -33836.242454 + Penalty 2677.488700 = -31158.753754 nChanged 22 SP:Iteration 2F (5452.470000 sec): 3 clusters Score: Raw -33935.575173 + Penalty 2677.488700 = -31258.086473 nChanged 14 SP:Iteration 3F (5452.650000 sec): 3 clusters Score: Raw -33983.570579 + Penalty 2677.488700 = -31306.081879 nChanged 6 SP:Iteration 4Q (5452.850000 sec): 3 clusters Score: Raw -34006.850280 + Penalty 2677.488700 = -31329.361580 nChanged 4 SP:Iteration 5Q (5453.020000 sec): 3 clusters Score: Raw -34043.915755 + Penalty 2677.488700 = -31366.427055 nChanged 0 SP:Iteration 6F (5453.200000 sec): 3 clusters Score: Raw -34043.915755 + Penalty 2677.488700 = -31366.427055 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (5297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5453.290000 sec): 2 clusters Score: Raw -799795.005209 + Penalty 2126.574184 = -797668.431025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5453.510000 sec): 3 clusters Score: Raw -797274.017795 + Penalty 4253.148367 = -793020.869428 nChanged 2014 SP:Iteration 1F (5453.710000 sec): 3 clusters Score: Raw -798327.967744 + Penalty 4253.148367 = -794074.819377 nChanged 340 SP:Iteration 2F (5453.880000 sec): 3 clusters Score: Raw -798511.919904 + Penalty 4253.148367 = -794258.771537 nChanged 255 SP:Iteration 3Q (5454.080000 sec): 3 clusters Score: Raw -798638.536673 + Penalty 4253.148367 = -794385.388306 nChanged 183 SP:Iteration 4Q (5454.310000 sec): 3 clusters Score: Raw -798717.977293 + Penalty 4253.148367 = -794464.828926 nChanged 120 SP:Iteration 5Q (5454.520000 sec): 3 clusters Score: Raw -798761.354484 + Penalty 4253.148367 = -794508.206117 nChanged 86 SP:Iteration 6Q (5454.720000 sec): 3 clusters Score: Raw -798789.601845 + Penalty 4253.148367 = -794536.453478 nChanged 67 SP:Iteration 7Q (5454.950000 sec): 3 clusters Score: Raw -798811.019321 + Penalty 4253.148367 = -794557.870954 nChanged 46 SP:Iteration 8Q (5455.130000 sec): 3 clusters Score: Raw -798823.580922 + Penalty 4253.148367 = -794570.432555 nChanged 37 SP:Iteration 9Q (5455.310000 sec): 3 clusters Score: Raw -798833.336679 + Penalty 4253.148367 = -794580.188311 nChanged 32 SP:Iteration 10Q (5455.480000 sec): 3 clusters Score: Raw -798841.485711 + Penalty 4253.148367 = -794588.337344 nChanged 31 SP:Iteration 11Q (5455.650000 sec): 3 clusters Score: Raw -798848.294221 + Penalty 4253.148367 = -794595.145854 nChanged 25 SP:Iteration 12Q (5455.870000 sec): 3 clusters Score: Raw -798855.733821 + Penalty 4253.148367 = -794602.585453 nChanged 28 SP:Iteration 13Q (5456.130000 sec): 3 clusters Score: Raw -798864.108488 + Penalty 4253.148367 = -794610.960121 nChanged 32 SP:Iteration 14Q (5456.300000 sec): 3 clusters Score: Raw -798871.812635 + Penalty 4253.148367 = -794618.664267 nChanged 32 SP:Iteration 15Q (5456.500000 sec): 3 clusters Score: Raw -798883.323029 + Penalty 4253.148367 = -794630.174662 nChanged 39 SP:Iteration 16Q (5456.700000 sec): 3 clusters Score: Raw -798898.875140 + Penalty 4253.148367 = -794645.726772 nChanged 50 SP:Iteration 17Q (5456.920000 sec): 3 clusters Score: Raw -798915.238114 + Penalty 4253.148367 = -794662.089747 nChanged 44 SP:Iteration 18Q (5457.110000 sec): 3 clusters Score: Raw -798928.850749 + Penalty 4253.148367 = -794675.702382 nChanged 37 SP:Iteration 19Q (5457.270000 sec): 3 clusters Score: Raw -798942.866760 + Penalty 4253.148367 = -794689.718392 nChanged 37 SP:Iteration 20F (5457.440000 sec): 3 clusters Score: Raw -798954.307428 + Penalty 4253.148367 = -794701.159060 nChanged 35 SP:Iteration 21Q (5457.690000 sec): 3 clusters Score: Raw -798963.124319 + Penalty 4253.148367 = -794709.975952 nChanged 27 SP:Iteration 22Q (5457.890000 sec): 3 clusters Score: Raw -798969.915314 + Penalty 4253.148367 = -794716.766947 nChanged 24 SP:Iteration 23Q (5458.090000 sec): 3 clusters Score: Raw -798975.528517 + Penalty 4253.148367 = -794722.380150 nChanged 20 SP:Iteration 24Q (5458.330000 sec): 3 clusters Score: Raw -798979.960810 + Penalty 4253.148367 = -794726.812442 nChanged 25 SP:Iteration 25Q (5458.550000 sec): 3 clusters Score: Raw -798986.230112 + Penalty 4253.148367 = -794733.081745 nChanged 29 SP:Iteration 26Q (5458.750000 sec): 3 clusters Score: Raw -798994.769468 + Penalty 4253.148367 = -794741.621101 nChanged 33 SP:Iteration 27Q (5458.970000 sec): 3 clusters Score: Raw -799006.860602 + Penalty 4253.148367 = -794753.712235 nChanged 43 SP:Iteration 28Q (5459.150000 sec): 3 clusters Score: Raw -799019.077427 + Penalty 4253.148367 = -794765.929060 nChanged 36 SP:Iteration 29Q (5459.360000 sec): 3 clusters Score: Raw -799029.394115 + Penalty 4253.148367 = -794776.245748 nChanged 33 SP:Iteration 30Q (5459.590000 sec): 3 clusters Score: Raw -799038.581681 + Penalty 4253.148367 = -794785.433314 nChanged 33 SP:Iteration 31Q (5459.820000 sec): 3 clusters Score: Raw -799047.137236 + Penalty 4253.148367 = -794793.988868 nChanged 32 SP:Iteration 32Q (5459.990000 sec): 3 clusters Score: Raw -799055.276120 + Penalty 4253.148367 = -794802.127753 nChanged 34 SP:Iteration 33Q (5460.260000 sec): 3 clusters Score: Raw -799063.801189 + Penalty 4253.148367 = -794810.652822 nChanged 32 SP:Iteration 34Q (5460.460000 sec): 3 clusters Score: Raw -799072.610798 + Penalty 4253.148367 = -794819.462431 nChanged 42 SP:Iteration 35Q (5460.670000 sec): 3 clusters Score: Raw -799085.974753 + Penalty 4253.148367 = -794832.826386 nChanged 55 SP:Iteration 36Q (5460.830000 sec): 3 clusters Score: Raw -799107.815459 + Penalty 4253.148367 = -794854.667091 nChanged 77 SP:Iteration 37Q (5461.040000 sec): 3 clusters Score: Raw -799138.471189 + Penalty 4253.148367 = -794885.322822 nChanged 73 SP:Iteration 38Q (5461.240000 sec): 3 clusters Score: Raw -799170.444082 + Penalty 4253.148367 = -794917.295714 nChanged 84 SP:Iteration 39Q (5461.420000 sec): 3 clusters Score: Raw -799205.278600 + Penalty 4253.148367 = -794952.130233 nChanged 73 SP:Iteration 40F (5461.620000 sec): 3 clusters Score: Raw -799239.517032 + Penalty 4253.148367 = -794986.368665 nChanged 91 SP:Iteration 41Q (5461.870000 sec): 3 clusters Score: Raw -799280.869487 + Penalty 4253.148367 = -795027.721120 nChanged 96 SP:Iteration 42Q (5462.100000 sec): 3 clusters Score: Raw -799325.397725 + Penalty 4253.148367 = -795072.249358 nChanged 97 SP:Iteration 43Q (5462.300000 sec): 3 clusters Score: Raw -799377.221058 + Penalty 4253.148367 = -795124.072691 nChanged 107 SP:Iteration 44Q (5462.500000 sec): 3 clusters Score: Raw -799439.072935 + Penalty 4253.148367 = -795185.924568 nChanged 102 SP:Iteration 45Q (5462.700000 sec): 3 clusters Score: Raw -799493.167128 + Penalty 4253.148367 = -795240.018761 nChanged 95 SP:Iteration 46Q (5462.870000 sec): 3 clusters Score: Raw -799548.210895 + Penalty 4253.148367 = -795295.062528 nChanged 93 SP:Iteration 47Q (5463.060000 sec): 3 clusters Score: Raw -799603.279249 + Penalty 4253.148367 = -795350.130882 nChanged 95 SP:Iteration 48Q (5463.250000 sec): 3 clusters Score: Raw -799660.926971 + Penalty 4253.148367 = -795407.778604 nChanged 73 SP:Iteration 49Q (5463.450000 sec): 3 clusters Score: Raw -799703.216718 + Penalty 4253.148367 = -795450.068351 nChanged 71 SP:Iteration 50Q (5463.700000 sec): 3 clusters Score: Raw -799751.151935 + Penalty 4253.148367 = -795498.003568 nChanged 52 SP:Iteration 51Q (5463.910000 sec): 3 clusters Score: Raw -799785.735295 + Penalty 4253.148367 = -795532.586928 nChanged 41 SP:Iteration 52Q (5464.130000 sec): 3 clusters Score: Raw -799811.826785 + Penalty 4253.148367 = -795558.678418 nChanged 38 SP:Iteration 53Q (5464.340000 sec): 3 clusters Score: Raw -799835.959785 + Penalty 4253.148367 = -795582.811418 nChanged 36 SP:Iteration 54Q (5464.550000 sec): 3 clusters Score: Raw -799858.608390 + Penalty 4253.148367 = -795605.460023 nChanged 27 SP:Iteration 55Q (5464.800000 sec): 3 clusters Score: Raw -799876.431462 + Penalty 4253.148367 = -795623.283095 nChanged 26 SP:Iteration 56Q (5464.980000 sec): 3 clusters Score: Raw -799894.609764 + Penalty 4253.148367 = -795641.461397 nChanged 31 SP:Iteration 57Q (5465.170000 sec): 3 clusters Score: Raw -799916.369856 + Penalty 4253.148367 = -795663.221489 nChanged 23 SP:Iteration 58Q (5465.320000 sec): 3 clusters Score: Raw -799934.418436 + Penalty 4253.148367 = -795681.270069 nChanged 23 SP:Iteration 59Q (5465.590000 sec): 3 clusters Score: Raw -799948.629157 + Penalty 4253.148367 = -795695.480790 nChanged 10 SP:Iteration 60F (5465.780000 sec): 3 clusters Score: Raw -799955.204380 + Penalty 4253.148367 = -795702.056013 nChanged 13 SP:Iteration 61Q (5466.000000 sec): 3 clusters Score: Raw -799964.113299 + Penalty 4253.148367 = -795710.964932 nChanged 12 SP:Iteration 62Q (5466.200000 sec): 3 clusters Score: Raw -799970.741656 + Penalty 4253.148367 = -795717.593289 nChanged 8 SP:Iteration 63Q (5466.410000 sec): 3 clusters Score: Raw -799976.479849 + Penalty 4253.148367 = -795723.331482 nChanged 8 SP:Iteration 64Q (5466.570000 sec): 3 clusters Score: Raw -799981.479774 + Penalty 4253.148367 = -795728.331407 nChanged 14 SP:Iteration 65Q (5466.790000 sec): 3 clusters Score: Raw -799992.228749 + Penalty 4253.148367 = -795739.080382 nChanged 18 SP:Iteration 66Q (5466.980000 sec): 3 clusters Score: Raw -800005.336015 + Penalty 4253.148367 = -795752.187648 nChanged 10 SP:Iteration 67Q (5467.190000 sec): 3 clusters Score: Raw -800015.074938 + Penalty 4253.148367 = -795761.926571 nChanged 9 SP:Iteration 68Q (5467.360000 sec): 3 clusters Score: Raw -800021.676473 + Penalty 4253.148367 = -795768.528106 nChanged 12 SP:Iteration 69Q (5467.570000 sec): 3 clusters Score: Raw -800032.872060 + Penalty 4253.148367 = -795779.723693 nChanged 13 SP:Iteration 70Q (5467.760000 sec): 3 clusters Score: Raw -800044.114277 + Penalty 4253.148367 = -795790.965910 nChanged 7 SP:Iteration 71Q (5467.980000 sec): 3 clusters Score: Raw -800050.748176 + Penalty 4253.148367 = -795797.599809 nChanged 5 SP:Iteration 72Q (5468.170000 sec): 3 clusters Score: Raw -800054.906442 + Penalty 4253.148367 = -795801.758074 nChanged 8 SP:Iteration 73Q (5468.330000 sec): 3 clusters Score: Raw -800061.817803 + Penalty 4253.148367 = -795808.669436 nChanged 7 SP:Iteration 74Q (5468.480000 sec): 3 clusters Score: Raw -800069.814536 + Penalty 4253.148367 = -795816.666169 nChanged 5 SP:Iteration 75Q (5468.630000 sec): 3 clusters Score: Raw -800073.840316 + Penalty 4253.148367 = -795820.691948 nChanged 4 SP:Iteration 76Q (5468.840000 sec): 3 clusters Score: Raw -800077.730628 + Penalty 4253.148367 = -795824.582261 nChanged 6 SP:Iteration 77Q (5468.980000 sec): 3 clusters Score: Raw -800081.732172 + Penalty 4253.148367 = -795828.583805 nChanged 5 SP:Iteration 78Q (5469.180000 sec): 3 clusters Score: Raw -800086.034757 + Penalty 4253.148367 = -795832.886390 nChanged 2 SP:Iteration 79Q (5469.420000 sec): 3 clusters Score: Raw -800087.883828 + Penalty 4253.148367 = -795834.735461 nChanged 1 SP:Iteration 80F (5469.600000 sec): 3 clusters Score: Raw -800089.386241 + Penalty 4253.148367 = -795836.237874 nChanged 3 SP:Iteration 81Q (5469.760000 sec): 3 clusters Score: Raw -800091.691959 + Penalty 4253.148367 = -795838.543592 nChanged 1 SP:Iteration 82Q (5469.920000 sec): 3 clusters Score: Raw -800092.516574 + Penalty 4253.148367 = -795839.368207 nChanged 1 SP:Iteration 83Q (5470.080000 sec): 3 clusters Score: Raw -800093.338557 + Penalty 4253.148367 = -795840.190190 nChanged 1 SP:Iteration 84Q (5470.230000 sec): 3 clusters Score: Raw -800094.848742 + Penalty 4253.148367 = -795841.700374 nChanged 1 SP:Iteration 85Q (5470.450000 sec): 3 clusters Score: Raw -800096.150945 + Penalty 4253.148367 = -795843.002577 nChanged 2 SP:Iteration 86Q (5470.640000 sec): 3 clusters Score: Raw -800097.323402 + Penalty 4253.148367 = -795844.175034 nChanged 1 SP:Iteration 87Q (5470.800000 sec): 3 clusters Score: Raw -800098.170101 + Penalty 4253.148367 = -795845.021734 nChanged 0 SP:Iteration 88F (5470.960000 sec): 3 clusters Score: Raw -800098.170101 + Penalty 4253.148367 = -795845.021734 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (1250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5471.060000 sec): 2 clusters Score: Raw -185203.441659 + Penalty 1768.462910 = -183434.978749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5471.190000 sec): 3 clusters Score: Raw -184887.589304 + Penalty 3536.925820 = -181350.663484 nChanged 338 SP:Iteration 1F (5471.310000 sec): 3 clusters Score: Raw -185223.011201 + Penalty 3536.925820 = -181686.085381 nChanged 85 SP:Iteration 2F (5471.430000 sec): 3 clusters Score: Raw -185336.868359 + Penalty 3536.925820 = -181799.942540 nChanged 60 SP:Iteration 3Q (5471.570000 sec): 3 clusters Score: Raw -185407.275394 + Penalty 3536.925820 = -181870.349574 nChanged 29 SP:Iteration 4Q (5471.730000 sec): 3 clusters Score: Raw -185434.675991 + Penalty 3536.925820 = -181897.750171 nChanged 22 SP:Iteration 5Q (5471.930000 sec): 3 clusters Score: Raw -185459.755843 + Penalty 3536.925820 = -181922.830023 nChanged 14 SP:Iteration 6Q (5472.180000 sec): 3 clusters Score: Raw -185482.834804 + Penalty 3536.925820 = -181945.908985 nChanged 13 SP:Iteration 7Q (5472.320000 sec): 3 clusters Score: Raw -185502.929939 + Penalty 3536.925820 = -181966.004119 nChanged 13 SP:Iteration 8Q (5472.510000 sec): 3 clusters Score: Raw -185522.618719 + Penalty 3536.925820 = -181985.692899 nChanged 16 SP:Iteration 9Q (5472.670000 sec): 3 clusters Score: Raw -185545.713485 + Penalty 3536.925820 = -182008.787665 nChanged 17 SP:Iteration 10Q (5472.820000 sec): 3 clusters Score: Raw -185574.059585 + Penalty 3536.925820 = -182037.133765 nChanged 17 SP:Iteration 11Q (5472.960000 sec): 3 clusters Score: Raw -185606.683119 + Penalty 3536.925820 = -182069.757299 nChanged 22 SP:Iteration 12Q (5473.140000 sec): 3 clusters Score: Raw -185645.065074 + Penalty 3536.925820 = -182108.139254 nChanged 22 SP:Iteration 13Q (5473.340000 sec): 3 clusters Score: Raw -185672.196987 + Penalty 3536.925820 = -182135.271167 nChanged 13 SP:Iteration 14Q (5473.450000 sec): 3 clusters Score: Raw -185688.649823 + Penalty 3536.925820 = -182151.724003 nChanged 11 SP:Iteration 15Q (5473.690000 sec): 3 clusters Score: Raw -185702.738090 + Penalty 3536.925820 = -182165.812271 nChanged 13 SP:Iteration 16Q (5473.850000 sec): 3 clusters Score: Raw -185716.743474 + Penalty 3536.925820 = -182179.817654 nChanged 10 SP:Iteration 17Q (5474.090000 sec): 3 clusters Score: Raw -185726.912735 + Penalty 3536.925820 = -182189.986915 nChanged 13 SP:Iteration 18Q (5474.250000 sec): 3 clusters Score: Raw -185742.160860 + Penalty 3536.925820 = -182205.235041 nChanged 12 SP:Iteration 19Q (5474.430000 sec): 3 clusters Score: Raw -185760.676595 + Penalty 3536.925820 = -182223.750776 nChanged 12 SP:Iteration 20F (5474.620000 sec): 3 clusters Score: Raw -185774.369183 + Penalty 3536.925820 = -182237.443363 nChanged 16 SP:Iteration 21Q (5474.820000 sec): 3 clusters Score: Raw -185798.235653 + Penalty 3536.925820 = -182261.309833 nChanged 17 SP:Iteration 22Q (5475.000000 sec): 3 clusters Score: Raw -185820.401924 + Penalty 3536.925820 = -182283.476105 nChanged 10 SP:Iteration 23Q (5475.200000 sec): 3 clusters Score: Raw -185833.067982 + Penalty 3536.925820 = -182296.142162 nChanged 8 SP:Iteration 24Q (5475.400000 sec): 3 clusters Score: Raw -185843.569718 + Penalty 3536.925820 = -182306.643898 nChanged 6 SP:Iteration 25Q (5475.640000 sec): 3 clusters Score: Raw -185850.095544 + Penalty 3536.925820 = -182313.169724 nChanged 6 SP:Iteration 26Q (5475.800000 sec): 3 clusters Score: Raw -185856.075110 + Penalty 3536.925820 = -182319.149290 nChanged 5 SP:Iteration 27Q (5476.010000 sec): 3 clusters Score: Raw -185859.617959 + Penalty 3536.925820 = -182322.692139 nChanged 1 SP:Iteration 28Q (5476.200000 sec): 3 clusters Score: Raw -185860.231817 + Penalty 3536.925820 = -182323.305997 nChanged 0 SP:Iteration 29F (5476.380000 sec): 3 clusters Score: Raw -185860.231817 + Penalty 3536.925820 = -182323.305997 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5476.450000 sec): 2 clusters Score: Raw -118054.679494 + Penalty 1652.139976 = -116402.539519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5476.650000 sec): 3 clusters Score: Raw -118045.943124 + Penalty 3304.279951 = -114741.663173 nChanged 189 SP:Iteration 1F (5476.900000 sec): 3 clusters Score: Raw -118515.294082 + Penalty 3304.279951 = -115211.014130 nChanged 83 SP:Iteration 2F (5477.070000 sec): 3 clusters Score: Raw -118770.733586 + Penalty 3304.279951 = -115466.453634 nChanged 59 SP:Iteration 3F (5477.220000 sec): 3 clusters Score: Raw -118990.093586 + Penalty 3304.279951 = -115685.813634 nChanged 38 SP:Iteration 4Q (5477.430000 sec): 3 clusters Score: Raw -119117.881418 + Penalty 3304.279951 = -115813.601466 nChanged 19 SP:Iteration 5Q (5477.620000 sec): 3 clusters Score: Raw -119174.087211 + Penalty 3304.279951 = -115869.807259 nChanged 13 SP:Iteration 6Q (5477.800000 sec): 3 clusters Score: Raw -119219.358102 + Penalty 3304.279951 = -115915.078151 nChanged 7 SP:Iteration 7Q (5477.990000 sec): 3 clusters Score: Raw -119238.175071 + Penalty 3304.279951 = -115933.895120 nChanged 9 SP:Iteration 8Q (5478.160000 sec): 3 clusters Score: Raw -119264.696439 + Penalty 3304.279951 = -115960.416488 nChanged 5 SP:Iteration 9Q (5478.360000 sec): 3 clusters Score: Raw -119276.253013 + Penalty 3304.279951 = -115971.973062 nChanged 4 SP:Iteration 10Q (5478.540000 sec): 3 clusters Score: Raw -119284.461535 + Penalty 3304.279951 = -115980.181583 nChanged 3 SP:Iteration 11Q (5478.740000 sec): 3 clusters Score: Raw -119289.314565 + Penalty 3304.279951 = -115985.034614 nChanged 1 SP:Iteration 12Q (5478.910000 sec): 3 clusters Score: Raw -119291.891735 + Penalty 3304.279951 = -115987.611783 nChanged 1 SP:Iteration 13Q (5479.120000 sec): 3 clusters Score: Raw -119296.215459 + Penalty 3304.279951 = -115991.935508 nChanged 2 SP:Iteration 14Q (5479.250000 sec): 3 clusters Score: Raw -119299.441035 + Penalty 3304.279951 = -115995.161084 nChanged 2 SP:Iteration 15Q (5479.460000 sec): 3 clusters Score: Raw -119302.434767 + Penalty 3304.279951 = -115998.154815 nChanged 0 SP:Iteration 16F (5479.630000 sec): 3 clusters Score: Raw -119302.434767 + Penalty 3304.279951 = -115998.154815 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (1664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5479.750000 sec): 2 clusters Score: Raw -249693.654289 + Penalty 1839.410946 = -247854.243343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5479.970000 sec): 3 clusters Score: Raw -249159.974251 + Penalty 3678.821892 = -245481.152359 nChanged 487 SP:Iteration 1F (5480.190000 sec): 3 clusters Score: Raw -249704.999984 + Penalty 3678.821892 = -246026.178092 nChanged 172 SP:Iteration 2F (5480.360000 sec): 3 clusters Score: Raw -249965.384435 + Penalty 3678.821892 = -246286.562543 nChanged 115 SP:Iteration 3F (5480.580000 sec): 3 clusters Score: Raw -250153.564580 + Penalty 3678.821892 = -246474.742688 nChanged 93 SP:Iteration 4F (5480.740000 sec): 3 clusters Score: Raw -250288.035196 + Penalty 3678.821892 = -246609.213304 nChanged 77 SP:Iteration 5Q (5480.920000 sec): 3 clusters Score: Raw -250390.348646 + Penalty 3678.821892 = -246711.526753 nChanged 63 SP:Iteration 6Q (5481.140000 sec): 3 clusters Score: Raw -250463.066307 + Penalty 3678.821892 = -246784.244415 nChanged 52 SP:Iteration 7Q (5481.310000 sec): 3 clusters Score: Raw -250514.100770 + Penalty 3678.821892 = -246835.278878 nChanged 42 SP:Iteration 8Q (5481.470000 sec): 3 clusters Score: Raw -250567.303482 + Penalty 3678.821892 = -246888.481590 nChanged 47 SP:Iteration 9Q (5481.690000 sec): 3 clusters Score: Raw -250625.265231 + Penalty 3678.821892 = -246946.443339 nChanged 41 SP:Iteration 10Q (5481.850000 sec): 3 clusters Score: Raw -250681.348524 + Penalty 3678.821892 = -247002.526632 nChanged 38 SP:Iteration 11Q (5482.060000 sec): 3 clusters Score: Raw -250742.556556 + Penalty 3678.821892 = -247063.734664 nChanged 28 SP:Iteration 12Q (5482.250000 sec): 3 clusters Score: Raw -250778.788670 + Penalty 3678.821892 = -247099.966777 nChanged 25 SP:Iteration 13Q (5482.450000 sec): 3 clusters Score: Raw -250802.220118 + Penalty 3678.821892 = -247123.398226 nChanged 15 SP:Iteration 14Q (5482.630000 sec): 3 clusters Score: Raw -250822.327974 + Penalty 3678.821892 = -247143.506081 nChanged 10 SP:Iteration 15Q (5482.810000 sec): 3 clusters Score: Raw -250835.204028 + Penalty 3678.821892 = -247156.382136 nChanged 13 SP:Iteration 16Q (5482.990000 sec): 3 clusters Score: Raw -250857.625032 + Penalty 3678.821892 = -247178.803139 nChanged 10 SP:Iteration 17Q (5483.150000 sec): 3 clusters Score: Raw -250872.044310 + Penalty 3678.821892 = -247193.222418 nChanged 7 SP:Iteration 18Q (5483.430000 sec): 3 clusters Score: Raw -250883.815775 + Penalty 3678.821892 = -247204.993883 nChanged 15 SP:Iteration 19Q (5483.620000 sec): 3 clusters Score: Raw -250904.849575 + Penalty 3678.821892 = -247226.027682 nChanged 8 SP:Iteration 20F (5483.780000 sec): 3 clusters Score: Raw -250921.390847 + Penalty 3678.821892 = -247242.568955 nChanged 8 SP:Iteration 21Q (5483.990000 sec): 3 clusters Score: Raw -250937.276389 + Penalty 3678.821892 = -247258.454497 nChanged 12 SP:Iteration 22Q (5484.170000 sec): 3 clusters Score: Raw -250954.267367 + Penalty 3678.821892 = -247275.445475 nChanged 7 SP:Iteration 23Q (5484.380000 sec): 3 clusters Score: Raw -250964.559024 + Penalty 3678.821892 = -247285.737132 nChanged 7 SP:Iteration 24Q (5484.540000 sec): 3 clusters Score: Raw -250974.467216 + Penalty 3678.821892 = -247295.645324 nChanged 8 SP:Iteration 25Q (5484.730000 sec): 3 clusters Score: Raw -250984.526169 + Penalty 3678.821892 = -247305.704277 nChanged 6 SP:Iteration 26Q (5484.920000 sec): 3 clusters Score: Raw -250991.174751 + Penalty 3678.821892 = -247312.352859 nChanged 3 SP:Iteration 27Q (5485.170000 sec): 3 clusters Score: Raw -250995.283199 + Penalty 3678.821892 = -247316.461307 nChanged 2 SP:Iteration 28Q (5485.340000 sec): 3 clusters Score: Raw -250997.977317 + Penalty 3678.821892 = -247319.155425 nChanged 3 SP:Iteration 29Q (5485.490000 sec): 3 clusters Score: Raw -251001.325654 + Penalty 3678.821892 = -247322.503762 nChanged 0 SP:Iteration 30F (5485.650000 sec): 3 clusters Score: Raw -251001.325654 + Penalty 3678.821892 = -247322.503762 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5485.740000 sec): 2 clusters Score: Raw -44515.508154 + Penalty 1443.380567 = -43072.127587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5485.980000 sec): 3 clusters Score: Raw -44682.335716 + Penalty 2886.761133 = -41795.574583 nChanged 53 SP:Iteration 1F (5486.120000 sec): 3 clusters Score: Raw -44844.255484 + Penalty 2886.761133 = -41957.494351 nChanged 16 SP:Iteration 2Q (5486.330000 sec): 3 clusters Score: Raw -44887.399951 + Penalty 2886.761133 = -42000.638818 nChanged 6 SP:Iteration 3Q (5486.550000 sec): 3 clusters Score: Raw -44902.457148 + Penalty 2886.761133 = -42015.696014 nChanged 5 SP:Iteration 4Q (5486.700000 sec): 3 clusters Score: Raw -44921.112278 + Penalty 2886.761133 = -42034.351144 nChanged 3 SP:Iteration 5Q (5486.900000 sec): 3 clusters Score: Raw -44937.735819 + Penalty 2886.761133 = -42050.974686 nChanged 5 SP:Iteration 6Q (5487.130000 sec): 3 clusters Score: Raw -44958.013482 + Penalty 2886.761133 = -42071.252349 nChanged 5 SP:Iteration 7Q (5487.320000 sec): 3 clusters Score: Raw -44978.988475 + Penalty 2886.761133 = -42092.227341 nChanged 5 SP:Iteration 8Q (5487.510000 sec): 3 clusters Score: Raw -44991.015400 + Penalty 2886.761133 = -42104.254267 nChanged 1 SP:Iteration 9Q (5487.650000 sec): 3 clusters Score: Raw -44994.589079 + Penalty 2886.761133 = -42107.827946 nChanged 0 SP:Iteration 10F (5487.840000 sec): 3 clusters Score: Raw -44994.589079 + Penalty 2886.761133 = -42107.827946 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5487.960000 sec): 2 clusters Score: Raw -16457.326568 + Penalty 1278.016315 = -15179.310252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5488.150000 sec): 3 clusters Score: Raw -16920.907569 + Penalty 2556.032631 = -14364.874938 nChanged 30 SP:Iteration 1F (5488.330000 sec): 3 clusters Score: Raw -17179.343896 + Penalty 2556.032631 = -14623.311265 nChanged 7 SP:Iteration 2Q (5488.490000 sec): 3 clusters Score: Raw -17213.782365 + Penalty 2556.032631 = -14657.749734 nChanged 5 SP:Iteration 3Q (5488.680000 sec): 3 clusters Score: Raw -17266.645372 + Penalty 2556.032631 = -14710.612741 nChanged 5 SP:Iteration 4Q (5488.840000 sec): 3 clusters Score: Raw -17329.002776 + Penalty 2556.032631 = -14772.970145 nChanged 2 SP:Iteration 5Q (5489.030000 sec): 3 clusters Score: Raw -17340.646162 + Penalty 2556.032631 = -14784.613532 nChanged 0 SP:Iteration 6F (5489.240000 sec): 3 clusters Score: Raw -17340.646162 + Penalty 2556.032631 = -14784.613532 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5489.310000 sec): 2 clusters Score: Raw -12030.079751 + Penalty 1124.084674 = -10905.995076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5489.510000 sec): 3 clusters Score: Raw -12415.646767 + Penalty 2248.169349 = -10167.477418 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5489.600000 sec): 2 clusters Score: Raw -18665.962764 + Penalty 1272.214881 = -17393.747883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5489.790000 sec): 3 clusters Score: Raw -19173.326334 + Penalty 2544.429763 = -16628.896572 nChanged 10 SP:Iteration 1F (5489.950000 sec): 3 clusters Score: Raw -19216.980724 + Penalty 2544.429763 = -16672.550962 nChanged 2 SP:Iteration 2Q (5490.170000 sec): 3 clusters Score: Raw -19230.557622 + Penalty 2544.429763 = -16686.127859 nChanged 2 SP:Iteration 3Q (5490.330000 sec): 3 clusters Score: Raw -19243.365155 + Penalty 2544.429763 = -16698.935392 nChanged 3 SP:Iteration 4Q (5490.540000 sec): 3 clusters Score: Raw -19255.629396 + Penalty 2544.429763 = -16711.199634 nChanged 1 SP:Iteration 5Q (5490.730000 sec): 3 clusters Score: Raw -19262.124505 + Penalty 2544.429763 = -16717.694743 nChanged 0 SP:Iteration 6F (5490.950000 sec): 3 clusters Score: Raw -19262.124505 + Penalty 2544.429763 = -16717.694743 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5491.050000 sec): 2 clusters Score: Raw -50715.554943 + Penalty 1441.162966 = -49274.391977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5491.230000 sec): 3 clusters Score: Raw -50794.651302 + Penalty 2882.325933 = -47912.325369 nChanged 57 SP:Iteration 1F (5491.390000 sec): 3 clusters Score: Raw -50967.537479 + Penalty 2882.325933 = -48085.211546 nChanged 11 SP:Iteration 2Q (5491.620000 sec): 3 clusters Score: Raw -51003.842985 + Penalty 2882.325933 = -48121.517052 nChanged 7 SP:Iteration 3Q (5491.820000 sec): 3 clusters Score: Raw -51039.466513 + Penalty 2882.325933 = -48157.140580 nChanged 9 SP:Iteration 4Q (5492.010000 sec): 3 clusters Score: Raw -51072.300467 + Penalty 2882.325933 = -48189.974534 nChanged 4 SP:Iteration 5Q (5492.160000 sec): 3 clusters Score: Raw -51088.760532 + Penalty 2882.325933 = -48206.434600 nChanged 2 SP:Iteration 6Q (5492.350000 sec): 3 clusters Score: Raw -51091.341942 + Penalty 2882.325933 = -48209.016009 nChanged 0 SP:Iteration 7F (5492.550000 sec): 3 clusters Score: Raw -51091.341942 + Penalty 2882.325933 = -48209.016009 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5492.640000 sec): 2 clusters Score: Raw -214456.544442 + Penalty 1806.805624 = -212649.738818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5492.850000 sec): 3 clusters Score: Raw -214041.876254 + Penalty 3613.611248 = -210428.265006 nChanged 381 SP:Iteration 1F (5493.010000 sec): 3 clusters Score: Raw -214400.353161 + Penalty 3613.611248 = -210786.741913 nChanged 100 SP:Iteration 2F (5493.190000 sec): 3 clusters Score: Raw -214508.142703 + Penalty 3613.611248 = -210894.531455 nChanged 48 SP:Iteration 3Q (5493.370000 sec): 3 clusters Score: Raw -214555.333580 + Penalty 3613.611248 = -210941.722332 nChanged 37 SP:Iteration 4Q (5493.520000 sec): 3 clusters Score: Raw -214599.563814 + Penalty 3613.611248 = -210985.952565 nChanged 31 SP:Iteration 5Q (5493.730000 sec): 3 clusters Score: Raw -214631.984790 + Penalty 3613.611248 = -211018.373542 nChanged 35 SP:Iteration 6Q (5493.890000 sec): 3 clusters Score: Raw -214675.357587 + Penalty 3613.611248 = -211061.746339 nChanged 27 SP:Iteration 7Q (5494.070000 sec): 3 clusters Score: Raw -214708.032533 + Penalty 3613.611248 = -211094.421285 nChanged 23 SP:Iteration 8Q (5494.280000 sec): 3 clusters Score: Raw -214734.818536 + Penalty 3613.611248 = -211121.207288 nChanged 14 SP:Iteration 9Q (5494.450000 sec): 3 clusters Score: Raw -214758.146140 + Penalty 3613.611248 = -211144.534892 nChanged 20 SP:Iteration 10Q (5494.600000 sec): 3 clusters Score: Raw -214785.256197 + Penalty 3613.611248 = -211171.644949 nChanged 27 SP:Iteration 11Q (5494.780000 sec): 3 clusters Score: Raw -214827.326785 + Penalty 3613.611248 = -211213.715537 nChanged 28 SP:Iteration 12Q (5494.980000 sec): 3 clusters Score: Raw -214864.218519 + Penalty 3613.611248 = -211250.607271 nChanged 26 SP:Iteration 13Q (5495.150000 sec): 3 clusters Score: Raw -214897.845479 + Penalty 3613.611248 = -211284.234231 nChanged 18 SP:Iteration 14Q (5495.310000 sec): 3 clusters Score: Raw -214917.896833 + Penalty 3613.611248 = -211304.285585 nChanged 14 SP:Iteration 15Q (5495.510000 sec): 3 clusters Score: Raw -214930.436057 + Penalty 3613.611248 = -211316.824809 nChanged 11 SP:Iteration 16Q (5495.680000 sec): 3 clusters Score: Raw -214941.414390 + Penalty 3613.611248 = -211327.803142 nChanged 8 SP:Iteration 17Q (5495.910000 sec): 3 clusters Score: Raw -214950.600790 + Penalty 3613.611248 = -211336.989542 nChanged 6 SP:Iteration 18Q (5496.080000 sec): 3 clusters Score: Raw -214955.491465 + Penalty 3613.611248 = -211341.880217 nChanged 5 SP:Iteration 19Q (5496.360000 sec): 3 clusters Score: Raw -214959.848180 + Penalty 3613.611248 = -211346.236932 nChanged 3 SP:Iteration 20F (5496.520000 sec): 3 clusters Score: Raw -214963.187366 + Penalty 3613.611248 = -211349.576118 nChanged 1 SP:Iteration 21Q (5496.690000 sec): 3 clusters Score: Raw -214963.782873 + Penalty 3613.611248 = -211350.171625 nChanged 1 SP:Iteration 22Q (5496.850000 sec): 3 clusters Score: Raw -214964.122823 + Penalty 3613.611248 = -211350.511575 nChanged 0 SP:Iteration 23F (5497.010000 sec): 3 clusters Score: Raw -214964.122823 + Penalty 3613.611248 = -211350.511575 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (1410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5497.130000 sec): 2 clusters Score: Raw -129940.812802 + Penalty 1798.333556 = -128142.479246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5497.280000 sec): 3 clusters Score: Raw -129778.694350 + Penalty 3596.667112 = -126182.027238 nChanged 465 SP:Iteration 1F (5497.420000 sec): 3 clusters Score: Raw -131467.882063 + Penalty 3596.667112 = -127871.214952 nChanged 248 SP:Iteration 2F (5497.580000 sec): 3 clusters Score: Raw -133408.518717 + Penalty 3596.667112 = -129811.851606 nChanged 135 SP:Iteration 3F (5497.780000 sec): 3 clusters Score: Raw -134482.103788 + Penalty 3596.667112 = -130885.436677 nChanged 56 SP:Iteration 4Q (5497.950000 sec): 3 clusters Score: Raw -134835.380936 + Penalty 3596.667112 = -131238.713824 nChanged 38 SP:Iteration 5Q (5498.130000 sec): 3 clusters Score: Raw -135093.781086 + Penalty 3596.667112 = -131497.113974 nChanged 28 SP:Iteration 6Q (5498.350000 sec): 3 clusters Score: Raw -135239.409827 + Penalty 3596.667112 = -131642.742715 nChanged 23 SP:Iteration 7Q (5498.540000 sec): 3 clusters Score: Raw -135345.773606 + Penalty 3596.667112 = -131749.106494 nChanged 18 SP:Iteration 8Q (5498.770000 sec): 3 clusters Score: Raw -135428.857979 + Penalty 3596.667112 = -131832.190867 nChanged 15 SP:Iteration 9Q (5498.980000 sec): 3 clusters Score: Raw -135513.300264 + Penalty 3596.667112 = -131916.633152 nChanged 13 SP:Iteration 10Q (5499.210000 sec): 3 clusters Score: Raw -135593.961627 + Penalty 3596.667112 = -131997.294516 nChanged 16 SP:Iteration 11Q (5499.390000 sec): 3 clusters Score: Raw -135807.762673 + Penalty 3596.667112 = -132211.095561 nChanged 11 SP:Iteration 12Q (5499.530000 sec): 3 clusters Score: Raw -135928.455136 + Penalty 3596.667112 = -132331.788025 nChanged 19 SP:Iteration 13Q (5499.710000 sec): 3 clusters Score: Raw -136045.672056 + Penalty 3596.667112 = -132449.004944 nChanged 16 SP:Iteration 14Q (5499.920000 sec): 3 clusters Score: Raw -136286.107052 + Penalty 3596.667112 = -132689.439940 nChanged 23 SP:Iteration 15Q (5500.080000 sec): 3 clusters Score: Raw -136789.010162 + Penalty 3596.667112 = -133192.343050 nChanged 6 SP:Iteration 16Q (5500.270000 sec): 3 clusters Score: Raw -136811.577084 + Penalty 3596.667112 = -133214.909972 nChanged 2 SP:Iteration 17Q (5500.520000 sec): 3 clusters Score: Raw -136813.625655 + Penalty 3596.667112 = -133216.958543 nChanged 1 SP:Iteration 18Q (5500.730000 sec): 3 clusters Score: Raw -136815.471761 + Penalty 3596.667112 = -133218.804650 nChanged 1 SP:Iteration 19Q (5500.950000 sec): 3 clusters Score: Raw -136818.036448 + Penalty 3596.667112 = -133221.369336 nChanged 2 SP:Iteration 20F (5501.130000 sec): 3 clusters Score: Raw -136820.755248 + Penalty 3596.667112 = -133224.088136 nChanged 1 SP:Iteration 21Q (5501.330000 sec): 3 clusters Score: Raw -136821.425389 + Penalty 3596.667112 = -133224.758277 nChanged 0 SP:Iteration 22F (5501.510000 sec): 3 clusters Score: Raw -136821.425389 + Penalty 3596.667112 = -133224.758277 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5501.580000 sec): 2 clusters Score: Raw -41713.632483 + Penalty 1386.564771 = -40327.067711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5501.790000 sec): 3 clusters Score: Raw -41887.281013 + Penalty 2773.129542 = -39114.151470 nChanged 29 SP:Iteration 1F (5501.970000 sec): 3 clusters Score: Raw -42026.607187 + Penalty 2773.129542 = -39253.477644 nChanged 11 SP:Iteration 2Q (5502.150000 sec): 3 clusters Score: Raw -42116.321587 + Penalty 2773.129542 = -39343.192044 nChanged 12 SP:Iteration 3Q (5502.400000 sec): 3 clusters Score: Raw -42178.774102 + Penalty 2773.129542 = -39405.644560 nChanged 7 SP:Iteration 4Q (5502.600000 sec): 3 clusters Score: Raw -42277.116474 + Penalty 2773.129542 = -39503.986932 nChanged 4 SP:Iteration 5Q (5502.770000 sec): 3 clusters Score: Raw -42376.203154 + Penalty 2773.129542 = -39603.073612 nChanged 7 SP:Iteration 6Q (5502.940000 sec): 3 clusters Score: Raw -42401.885518 + Penalty 2773.129542 = -39628.755975 nChanged 6 SP:Iteration 7Q (5503.090000 sec): 3 clusters Score: Raw -42430.340789 + Penalty 2773.129542 = -39657.211247 nChanged 4 SP:Iteration 8Q (5503.250000 sec): 3 clusters Score: Raw -42451.062112 + Penalty 2773.129542 = -39677.932570 nChanged 3 SP:Iteration 9Q (5503.440000 sec): 3 clusters Score: Raw -42464.883850 + Penalty 2773.129542 = -39691.754308 nChanged 1 SP:Iteration 10Q (5503.620000 sec): 3 clusters Score: Raw -42471.588874 + Penalty 2773.129542 = -39698.459331 nChanged 1 SP:Iteration 11Q (5503.770000 sec): 3 clusters Score: Raw -42473.924067 + Penalty 2773.129542 = -39700.794524 nChanged 0 SP:Iteration 12F (5503.960000 sec): 3 clusters Score: Raw -42473.924067 + Penalty 2773.129542 = -39700.794524 nChanged 0 Deleting Class 19 (101 points): Lose 2705.050199 but Gain 3230.833311 Iteration 179Q (5530.930000 sec): 55 clusters Score: Raw -67072420.812004 + Penalty 174464.998780 = -66897955.813224 nChanged 150 Iteration 180F (5579.840000 sec): 55 clusters Score: Raw -67074789.712684 + Penalty 174464.998780 = -66900324.713904 nChanged 92 Iteration 181Q (5601.800000 sec): 55 clusters Score: Raw -67076351.304505 + Penalty 174464.998780 = -66901886.305725 nChanged 43 Iteration 182Q (5626.090000 sec): 55 clusters Score: Raw -67076416.764024 + Penalty 174464.998780 = -66901951.765244 nChanged 45 Iteration 183Q (5651.340000 sec): 55 clusters Score: Raw -67076433.836150 + Penalty 174464.998780 = -66901968.837370 nChanged 46 Iteration 184Q (5676.970000 sec): 55 clusters Score: Raw -67076450.777408 + Penalty 174464.998780 = -66901985.778628 nChanged 38 Iteration 185Q (5703.000000 sec): 55 clusters Score: Raw -67076460.862322 + Penalty 174464.998780 = -66901995.863542 nChanged 40 Iteration 186Q (5728.890000 sec): 55 clusters Score: Raw -67076471.584263 + Penalty 174464.998780 = -66902006.585483 nChanged 29 Iteration 187Q (5754.470000 sec): 55 clusters Score: Raw -67076476.225702 + Penalty 174464.998780 = -66902011.226922 nChanged 26 Iteration 188Q (5779.870000 sec): 55 clusters Score: Raw -67076479.084608 + Penalty 174464.998780 = -66902014.085828 nChanged 30 Iteration 189Q (5805.320000 sec): 55 clusters Score: Raw -67076484.123360 + Penalty 174464.998780 = -66902019.124580 nChanged 26 Iteration 190Q (5831.690000 sec): 55 clusters Score: Raw -67076489.618598 + Penalty 174464.998780 = -66902024.619818 nChanged 29 Iteration 191Q (5853.410000 sec): 55 clusters Score: Raw -67076496.998116 + Penalty 174464.998780 = -66902031.999336 nChanged 31 Iteration 192Q (5876.510000 sec): 55 clusters Score: Raw -67076501.932602 + Penalty 174464.998780 = -66902036.933822 nChanged 44 Iteration 193Q (5899.750000 sec): 55 clusters Score: Raw -67076507.461009 + Penalty 174464.998780 = -66902042.462229 nChanged 33 Iteration 194Q (5920.630000 sec): 55 clusters Score: Raw -67076513.032104 + Penalty 174464.998780 = -66902048.033324 nChanged 33 Iteration 195Q (5946.650000 sec): 55 clusters Score: Raw -67076517.535401 + Penalty 174464.998780 = -66902052.536621 nChanged 31 Iteration 196Q (5969.530000 sec): 55 clusters Score: Raw -67076520.874540 + Penalty 174464.998780 = -66902055.875760 nChanged 26 Iteration 197Q (5992.610000 sec): 55 clusters Score: Raw -67076523.315902 + Penalty 174464.998780 = -66902058.317122 nChanged 26 Iteration 198Q (6017.210000 sec): 55 clusters Score: Raw -67076526.770790 + Penalty 174464.998780 = -66902061.772010 nChanged 41 Iteration 199Q (6040.740000 sec): 55 clusters Score: Raw -67076530.491780 + Penalty 174464.998780 = -66902065.493000 nChanged 28 Iteration 200F (6091.510000 sec): 55 clusters Score: Raw -67078979.392362 + Penalty 174464.998780 = -66904514.393583 nChanged 84 Iteration 201Q (6114.370000 sec): 55 clusters Score: Raw -67080735.581800 + Penalty 174464.998780 = -66906270.583020 nChanged 42 Iteration 202Q (6140.470000 sec): 55 clusters Score: Raw -67080794.712121 + Penalty 174464.998780 = -66906329.713341 nChanged 35 Iteration 203Q (6164.050000 sec): 55 clusters Score: Raw -67080806.983798 + Penalty 174464.998780 = -66906341.985018 nChanged 25 Iteration 204Q (6192.290000 sec): 55 clusters Score: Raw -67080809.827650 + Penalty 174464.998780 = -66906344.828870 nChanged 19 Iteration 205Q (6213.380000 sec): 55 clusters Score: Raw -67080814.102983 + Penalty 174464.998780 = -66906349.104203 nChanged 17 Iteration 206Q (6233.710000 sec): 55 clusters Score: Raw -67080817.824078 + Penalty 174464.998780 = -66906352.825298 nChanged 10 Iteration 207Q (6257.180000 sec): 55 clusters Score: Raw -67080818.504949 + Penalty 174464.998780 = -66906353.506169 nChanged 10 Iteration 208Q (6280.750000 sec): 55 clusters Score: Raw -67080818.797630 + Penalty 174464.998780 = -66906353.798850 nChanged 7 Iteration 209Q (6307.390000 sec): 55 clusters Score: Raw -67080819.148988 + Penalty 174464.998780 = -66906354.150208 nChanged 10 Iteration 210Q (6329.610000 sec): 55 clusters Score: Raw -67080819.468123 + Penalty 174464.998780 = -66906354.469343 nChanged 12 Iteration 211Q (6353.560000 sec): 55 clusters Score: Raw -67080820.176868 + Penalty 174464.998780 = -66906355.178088 nChanged 6 Iteration 212Q (6377.950000 sec): 55 clusters Score: Raw -67080820.344974 + Penalty 174464.998780 = -66906355.346194 nChanged 6 Iteration 213Q (6401.390000 sec): 55 clusters Score: Raw -67080820.513709 + Penalty 174464.998780 = -66906355.514929 nChanged 5 Iteration 214Q (6430.840000 sec): 55 clusters Score: Raw -67080820.622871 + Penalty 174464.998780 = -66906355.624091 nChanged 2 Iteration 215Q (6455.510000 sec): 55 clusters Score: Raw -67080820.655465 + Penalty 174464.998780 = -66906355.656685 nChanged 3 Iteration 216Q (6479.630000 sec): 55 clusters Score: Raw -67080820.704654 + Penalty 174464.998780 = -66906355.705874 nChanged 3 Iteration 217Q (6506.630000 sec): 55 clusters Score: Raw -67080820.770680 + Penalty 174464.998780 = -66906355.771900 nChanged 4 Iteration 218Q (6530.760000 sec): 55 clusters Score: Raw -67080820.826985 + Penalty 174464.998780 = -66906355.828205 nChanged 4 Writing temp clu file Because OldScore, -66906355.771900, is greater than current (better) Score,-66906355.828205 Compute initial score before splitting: Score: Raw -67080820.826985 + Penalty 174464.998780 = -66906355.828205 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6530.990000 sec): 2 clusters Score: Raw -55386.280210 + Penalty 1499.161318 = -53887.118893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6531.200000 sec): 3 clusters Score: Raw -55489.511580 + Penalty 2998.322636 = -52491.188945 nChanged 76 SP:Iteration 1F (6531.370000 sec): 3 clusters Score: Raw -55662.401996 + Penalty 2998.322636 = -52664.079360 nChanged 22 SP:Iteration 2F (6531.570000 sec): 3 clusters Score: Raw -55785.339542 + Penalty 2998.322636 = -52787.016907 nChanged 21 SP:Iteration 3Q (6531.790000 sec): 3 clusters Score: Raw -55981.432848 + Penalty 2998.322636 = -52983.110212 nChanged 10 SP:Iteration 4Q (6531.950000 sec): 3 clusters Score: Raw -56054.136120 + Penalty 2998.322636 = -53055.813484 nChanged 9 SP:Iteration 5Q (6532.110000 sec): 3 clusters Score: Raw -56098.134924 + Penalty 2998.322636 = -53099.812288 nChanged 12 SP:Iteration 6Q (6532.330000 sec): 3 clusters Score: Raw -56186.110487 + Penalty 2998.322636 = -53187.787852 nChanged 8 SP:Iteration 7Q (6532.530000 sec): 3 clusters Score: Raw -56254.923520 + Penalty 2998.322636 = -53256.600884 nChanged 13 SP:Iteration 8Q (6532.710000 sec): 3 clusters Score: Raw -56307.614758 + Penalty 2998.322636 = -53309.292122 nChanged 7 SP:Iteration 9Q (6532.890000 sec): 3 clusters Score: Raw -56327.028690 + Penalty 2998.322636 = -53328.706055 nChanged 6 SP:Iteration 10Q (6533.090000 sec): 3 clusters Score: Raw -56365.671840 + Penalty 2998.322636 = -53367.349204 nChanged 4 SP:Iteration 11Q (6533.280000 sec): 3 clusters Score: Raw -56398.607673 + Penalty 2998.322636 = -53400.285037 nChanged 3 SP:Iteration 12Q (6533.510000 sec): 3 clusters Score: Raw -56418.481354 + Penalty 2998.322636 = -53420.158718 nChanged 3 SP:Iteration 13Q (6533.640000 sec): 3 clusters Score: Raw -56427.154727 + Penalty 2998.322636 = -53428.832091 nChanged 1 SP:Iteration 14Q (6533.820000 sec): 3 clusters Score: Raw -56431.620246 + Penalty 2998.322636 = -53433.297610 nChanged 0 SP:Iteration 15F (6534.060000 sec): 3 clusters Score: Raw -56431.620246 + Penalty 2998.322636 = -53433.297610 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6534.140000 sec): 2 clusters Score: Raw -44495.530749 + Penalty 1438.925357 = -43056.605392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6534.320000 sec): 3 clusters Score: Raw -44625.493950 + Penalty 2877.850714 = -41747.643236 nChanged 49 SP:Iteration 1F (6534.510000 sec): 3 clusters Score: Raw -44795.607714 + Penalty 2877.850714 = -41917.757000 nChanged 11 SP:Iteration 2Q (6534.710000 sec): 3 clusters Score: Raw -44842.380216 + Penalty 2877.850714 = -41964.529502 nChanged 4 SP:Iteration 3Q (6534.870000 sec): 3 clusters Score: Raw -44860.842551 + Penalty 2877.850714 = -41982.991837 nChanged 2 SP:Iteration 4Q (6535.050000 sec): 3 clusters Score: Raw -44869.427614 + Penalty 2877.850714 = -41991.576900 nChanged 1 SP:Iteration 5Q (6535.260000 sec): 3 clusters Score: Raw -44874.722866 + Penalty 2877.850714 = -41996.872151 nChanged 1 SP:Iteration 6Q (6535.420000 sec): 3 clusters Score: Raw -44878.087548 + Penalty 2877.850714 = -42000.236834 nChanged 0 SP:Iteration 7F (6535.590000 sec): 3 clusters Score: Raw -44878.087548 + Penalty 2877.850714 = -42000.236834 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (27859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6535.860000 sec): 2 clusters Score: Raw -4248006.503750 + Penalty 2538.258016 = -4245468.245735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6536.200000 sec): 3 clusters Score: Raw -4231357.445307 + Penalty 5076.516031 = -4226280.929276 nChanged 12554 SP:Iteration 1F (6536.520000 sec): 3 clusters Score: Raw -4238344.775386 + Penalty 5076.516031 = -4233268.259355 nChanged 1625 SP:Iteration 2F (6536.840000 sec): 3 clusters Score: Raw -4239143.792193 + Penalty 5076.516031 = -4234067.276162 nChanged 1712 SP:Iteration 3F (6537.190000 sec): 3 clusters Score: Raw -4240132.311748 + Penalty 5076.516031 = -4235055.795717 nChanged 1860 SP:Iteration 4F (6537.590000 sec): 3 clusters Score: Raw -4241362.093066 + Penalty 5076.516031 = -4236285.577035 nChanged 1822 SP:Iteration 5F (6537.980000 sec): 3 clusters Score: Raw -4242586.531767 + Penalty 5076.516031 = -4237510.015736 nChanged 1635 SP:Iteration 6F (6538.360000 sec): 3 clusters Score: Raw -4243573.079705 + Penalty 5076.516031 = -4238496.563674 nChanged 1388 SP:Iteration 7Q (6538.750000 sec): 3 clusters Score: Raw -4244316.027307 + Penalty 5076.516031 = -4239239.511276 nChanged 1067 SP:Iteration 8Q (6539.210000 sec): 3 clusters Score: Raw -4244853.171273 + Penalty 5076.516031 = -4239776.655242 nChanged 823 SP:Iteration 9Q (6539.560000 sec): 3 clusters Score: Raw -4245253.465563 + Penalty 5076.516031 = -4240176.949532 nChanged 708 SP:Iteration 10Q (6539.930000 sec): 3 clusters Score: Raw -4245592.945882 + Penalty 5076.516031 = -4240516.429851 nChanged 623 SP:Iteration 11Q (6540.270000 sec): 3 clusters Score: Raw -4245910.853913 + Penalty 5076.516031 = -4240834.337882 nChanged 568 SP:Iteration 12Q (6540.630000 sec): 3 clusters Score: Raw -4246223.238630 + Penalty 5076.516031 = -4241146.722599 nChanged 537 SP:Iteration 13Q (6540.980000 sec): 3 clusters Score: Raw -4246531.337231 + Penalty 5076.516031 = -4241454.821200 nChanged 500 SP:Iteration 14Q (6541.370000 sec): 3 clusters Score: Raw -4246807.764625 + Penalty 5076.516031 = -4241731.248594 nChanged 441 SP:Iteration 15Q (6541.730000 sec): 3 clusters Score: Raw -4247041.824429 + Penalty 5076.516031 = -4241965.308398 nChanged 423 SP:Iteration 16Q (6542.100000 sec): 3 clusters Score: Raw -4247250.582897 + Penalty 5076.516031 = -4242174.066866 nChanged 387 SP:Iteration 17Q (6542.420000 sec): 3 clusters Score: Raw -4247432.327313 + Penalty 5076.516031 = -4242355.811282 nChanged 365 SP:Iteration 18Q (6542.770000 sec): 3 clusters Score: Raw -4247614.610374 + Penalty 5076.516031 = -4242538.094343 nChanged 366 SP:Iteration 19Q (6543.070000 sec): 3 clusters Score: Raw -4247826.776506 + Penalty 5076.516031 = -4242750.260475 nChanged 396 SP:Iteration 20F (6543.380000 sec): 3 clusters Score: Raw -4248095.191940 + Penalty 5076.516031 = -4243018.675909 nChanged 361 SP:Iteration 21Q (6543.700000 sec): 3 clusters Score: Raw -4248342.165042 + Penalty 5076.516031 = -4243265.649011 nChanged 352 SP:Iteration 22Q (6544.080000 sec): 3 clusters Score: Raw -4248594.309067 + Penalty 5076.516031 = -4243517.793036 nChanged 331 SP:Iteration 23Q (6544.380000 sec): 3 clusters Score: Raw -4248853.557729 + Penalty 5076.516031 = -4243777.041698 nChanged 303 SP:Iteration 24Q (6544.720000 sec): 3 clusters Score: Raw -4249083.587887 + Penalty 5076.516031 = -4244007.071856 nChanged 269 SP:Iteration 25Q (6544.980000 sec): 3 clusters Score: Raw -4249277.965838 + Penalty 5076.516031 = -4244201.449807 nChanged 216 SP:Iteration 26Q (6545.270000 sec): 3 clusters Score: Raw -4249386.895389 + Penalty 5076.516031 = -4244310.379358 nChanged 155 SP:Iteration 27Q (6545.590000 sec): 3 clusters Score: Raw -4249463.916929 + Penalty 5076.516031 = -4244387.400898 nChanged 126 SP:Iteration 28Q (6545.910000 sec): 3 clusters Score: Raw -4249517.121298 + Penalty 5076.516031 = -4244440.605267 nChanged 116 SP:Iteration 29Q (6546.250000 sec): 3 clusters Score: Raw -4249559.664822 + Penalty 5076.516031 = -4244483.148791 nChanged 90 SP:Iteration 30Q (6546.560000 sec): 3 clusters Score: Raw -4249592.827307 + Penalty 5076.516031 = -4244516.311276 nChanged 79 SP:Iteration 31Q (6546.880000 sec): 3 clusters Score: Raw -4249623.597894 + Penalty 5076.516031 = -4244547.081863 nChanged 77 SP:Iteration 32Q (6547.180000 sec): 3 clusters Score: Raw -4249653.141363 + Penalty 5076.516031 = -4244576.625332 nChanged 53 SP:Iteration 33Q (6547.480000 sec): 3 clusters Score: Raw -4249677.244786 + Penalty 5076.516031 = -4244600.728755 nChanged 51 SP:Iteration 34Q (6547.850000 sec): 3 clusters Score: Raw -4249695.182588 + Penalty 5076.516031 = -4244618.666557 nChanged 44 SP:Iteration 35Q (6548.170000 sec): 3 clusters Score: Raw -4249707.778125 + Penalty 5076.516031 = -4244631.262094 nChanged 38 SP:Iteration 36Q (6548.500000 sec): 3 clusters Score: Raw -4249718.068219 + Penalty 5076.516031 = -4244641.552188 nChanged 22 SP:Iteration 37Q (6548.770000 sec): 3 clusters Score: Raw -4249723.402044 + Penalty 5076.516031 = -4244646.886013 nChanged 21 SP:Iteration 38Q (6549.080000 sec): 3 clusters Score: Raw -4249728.004805 + Penalty 5076.516031 = -4244651.488773 nChanged 16 SP:Iteration 39Q (6549.450000 sec): 3 clusters Score: Raw -4249732.854160 + Penalty 5076.516031 = -4244656.338129 nChanged 15 SP:Iteration 40F (6549.780000 sec): 3 clusters Score: Raw -4249735.674378 + Penalty 5076.516031 = -4244659.158347 nChanged 16 SP:Iteration 41Q (6550.080000 sec): 3 clusters Score: Raw -4249739.320054 + Penalty 5076.516031 = -4244662.804023 nChanged 11 SP:Iteration 42Q (6550.470000 sec): 3 clusters Score: Raw -4249741.201442 + Penalty 5076.516031 = -4244664.685411 nChanged 5 SP:Iteration 43Q (6550.820000 sec): 3 clusters Score: Raw -4249742.949805 + Penalty 5076.516031 = -4244666.433774 nChanged 11 SP:Iteration 44Q (6551.200000 sec): 3 clusters Score: Raw -4249744.872419 + Penalty 5076.516031 = -4244668.356388 nChanged 9 SP:Iteration 45Q (6551.560000 sec): 3 clusters Score: Raw -4249747.319270 + Penalty 5076.516031 = -4244670.803239 nChanged 13 SP:Iteration 46Q (6551.860000 sec): 3 clusters Score: Raw -4249749.608035 + Penalty 5076.516031 = -4244673.092004 nChanged 10 SP:Iteration 47Q (6552.200000 sec): 3 clusters Score: Raw -4249751.159275 + Penalty 5076.516031 = -4244674.643244 nChanged 6 SP:Iteration 48Q (6552.490000 sec): 3 clusters Score: Raw -4249752.479094 + Penalty 5076.516031 = -4244675.963063 nChanged 8 SP:Iteration 49Q (6552.830000 sec): 3 clusters Score: Raw -4249753.895716 + Penalty 5076.516031 = -4244677.379685 nChanged 7 SP:Iteration 50Q (6553.150000 sec): 3 clusters Score: Raw -4249754.685725 + Penalty 5076.516031 = -4244678.169694 nChanged 5 SP:Iteration 51Q (6553.460000 sec): 3 clusters Score: Raw -4249755.494845 + Penalty 5076.516031 = -4244678.978814 nChanged 0 SP:Iteration 52F (6553.840000 sec): 3 clusters Score: Raw -4249755.494845 + Penalty 5076.516031 = -4244678.978814 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (58140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6554.220000 sec): 2 clusters Score: Raw -8819862.583478 + Penalty 2720.711075 = -8817141.872403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6554.820000 sec): 3 clusters Score: Raw -8783513.657613 + Penalty 5441.422150 = -8778072.235463 nChanged 26987 SP:Iteration 1F (6555.380000 sec): 3 clusters Score: Raw -8798573.121167 + Penalty 5441.422150 = -8793131.699017 nChanged 2152 SP:Iteration 2Q (6555.890000 sec): 3 clusters Score: Raw -8799131.436883 + Penalty 5441.422150 = -8793690.014733 nChanged 2047 SP:Iteration 3Q (6556.400000 sec): 3 clusters Score: Raw -8799708.568696 + Penalty 5441.422150 = -8794267.146546 nChanged 2063 SP:Iteration 4Q (6556.940000 sec): 3 clusters Score: Raw -8800383.052209 + Penalty 5441.422150 = -8794941.630059 nChanged 2202 SP:Iteration 5Q (6557.530000 sec): 3 clusters Score: Raw -8801267.042539 + Penalty 5441.422150 = -8795825.620389 nChanged 2527 SP:Iteration 6Q (6558.020000 sec): 3 clusters Score: Raw -8802527.728136 + Penalty 5441.422150 = -8797086.305985 nChanged 3017 SP:Iteration 7F (6558.460000 sec): 3 clusters Score: Raw -8804381.426795 + Penalty 5441.422150 = -8798940.004645 nChanged 3664 SP:Iteration 8F (6558.950000 sec): 3 clusters Score: Raw -8807022.214781 + Penalty 5441.422150 = -8801580.792630 nChanged 4018 SP:Iteration 9F (6559.470000 sec): 3 clusters Score: Raw -8810242.474231 + Penalty 5441.422150 = -8804801.052081 nChanged 4035 SP:Iteration 10F (6559.950000 sec): 3 clusters Score: Raw -8813787.988256 + Penalty 5441.422150 = -8808346.566106 nChanged 3261 SP:Iteration 11F (6560.490000 sec): 3 clusters Score: Raw -8816728.940469 + Penalty 5441.422150 = -8811287.518319 nChanged 2055 SP:Iteration 12Q (6560.990000 sec): 3 clusters Score: Raw -8818553.553819 + Penalty 5441.422150 = -8813112.131669 nChanged 972 SP:Iteration 13Q (6561.470000 sec): 3 clusters Score: Raw -8819369.390481 + Penalty 5441.422150 = -8813927.968331 nChanged 444 SP:Iteration 14Q (6561.980000 sec): 3 clusters Score: Raw -8819765.717540 + Penalty 5441.422150 = -8814324.295390 nChanged 208 SP:Iteration 15Q (6562.410000 sec): 3 clusters Score: Raw -8819950.497540 + Penalty 5441.422150 = -8814509.075390 nChanged 116 SP:Iteration 16Q (6562.850000 sec): 3 clusters Score: Raw -8820060.995134 + Penalty 5441.422150 = -8814619.572984 nChanged 67 SP:Iteration 17Q (6563.290000 sec): 3 clusters Score: Raw -8820122.641625 + Penalty 5441.422150 = -8814681.219475 nChanged 41 SP:Iteration 18Q (6563.790000 sec): 3 clusters Score: Raw -8820157.747098 + Penalty 5441.422150 = -8814716.324948 nChanged 21 SP:Iteration 19Q (6564.180000 sec): 3 clusters Score: Raw -8820175.080065 + Penalty 5441.422150 = -8814733.657914 nChanged 24 SP:Iteration 20F (6564.720000 sec): 3 clusters Score: Raw -8820197.297994 + Penalty 5441.422150 = -8814755.875843 nChanged 20 SP:Iteration 21Q (6565.130000 sec): 3 clusters Score: Raw -8820215.063149 + Penalty 5441.422150 = -8814773.640999 nChanged 15 SP:Iteration 22Q (6565.630000 sec): 3 clusters Score: Raw -8820228.296655 + Penalty 5441.422150 = -8814786.874504 nChanged 14 SP:Iteration 23Q (6566.070000 sec): 3 clusters Score: Raw -8820241.100248 + Penalty 5441.422150 = -8814799.678098 nChanged 9 SP:Iteration 24Q (6566.560000 sec): 3 clusters Score: Raw -8820251.251684 + Penalty 5441.422150 = -8814809.829533 nChanged 12 SP:Iteration 25Q (6567.020000 sec): 3 clusters Score: Raw -8820261.867249 + Penalty 5441.422150 = -8814820.445099 nChanged 7 SP:Iteration 26Q (6567.480000 sec): 3 clusters Score: Raw -8820268.183700 + Penalty 5441.422150 = -8814826.761550 nChanged 5 SP:Iteration 27Q (6567.950000 sec): 3 clusters Score: Raw -8820271.982384 + Penalty 5441.422150 = -8814830.560234 nChanged 5 SP:Iteration 28Q (6568.320000 sec): 3 clusters Score: Raw -8820276.372533 + Penalty 5441.422150 = -8814834.950383 nChanged 7 SP:Iteration 29Q (6568.790000 sec): 3 clusters Score: Raw -8820280.899497 + Penalty 5441.422150 = -8814839.477347 nChanged 0 SP:Iteration 30F (6569.270000 sec): 3 clusters Score: Raw -8820280.899497 + Penalty 5441.422150 = -8814839.477347 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (3647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6569.390000 sec): 2 clusters Score: Raw -556062.662126 + Penalty 2034.011727 = -554028.650399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6569.620000 sec): 3 clusters Score: Raw -554450.129234 + Penalty 4068.023455 = -550382.105780 nChanged 1297 SP:Iteration 1F (6569.810000 sec): 3 clusters Score: Raw -555217.463211 + Penalty 4068.023455 = -551149.439757 nChanged 253 SP:Iteration 2F (6570.010000 sec): 3 clusters Score: Raw -555382.976061 + Penalty 4068.023455 = -551314.952606 nChanged 171 SP:Iteration 3Q (6570.190000 sec): 3 clusters Score: Raw -555488.577560 + Penalty 4068.023455 = -551420.554106 nChanged 128 SP:Iteration 4Q (6570.420000 sec): 3 clusters Score: Raw -555567.188927 + Penalty 4068.023455 = -551499.165473 nChanged 105 SP:Iteration 5Q (6570.670000 sec): 3 clusters Score: Raw -555628.210233 + Penalty 4068.023455 = -551560.186779 nChanged 72 SP:Iteration 6Q (6570.870000 sec): 3 clusters Score: Raw -555666.041112 + Penalty 4068.023455 = -551598.017658 nChanged 66 SP:Iteration 7Q (6571.080000 sec): 3 clusters Score: Raw -555703.580930 + Penalty 4068.023455 = -551635.557475 nChanged 71 SP:Iteration 8Q (6571.280000 sec): 3 clusters Score: Raw -555737.884905 + Penalty 4068.023455 = -551669.861450 nChanged 53 SP:Iteration 9Q (6571.500000 sec): 3 clusters Score: Raw -555767.043014 + Penalty 4068.023455 = -551699.019560 nChanged 56 SP:Iteration 10Q (6571.690000 sec): 3 clusters Score: Raw -555798.737004 + Penalty 4068.023455 = -551730.713549 nChanged 57 SP:Iteration 11Q (6571.890000 sec): 3 clusters Score: Raw -555825.955064 + Penalty 4068.023455 = -551757.931610 nChanged 47 SP:Iteration 12Q (6572.090000 sec): 3 clusters Score: Raw -555851.838429 + Penalty 4068.023455 = -551783.814975 nChanged 51 SP:Iteration 13Q (6572.270000 sec): 3 clusters Score: Raw -555883.966961 + Penalty 4068.023455 = -551815.943507 nChanged 47 SP:Iteration 14Q (6572.440000 sec): 3 clusters Score: Raw -555904.823906 + Penalty 4068.023455 = -551836.800451 nChanged 39 SP:Iteration 15Q (6572.610000 sec): 3 clusters Score: Raw -555921.480309 + Penalty 4068.023455 = -551853.456854 nChanged 30 SP:Iteration 16Q (6572.840000 sec): 3 clusters Score: Raw -555932.365679 + Penalty 4068.023455 = -551864.342225 nChanged 31 SP:Iteration 17Q (6573.040000 sec): 3 clusters Score: Raw -555943.972692 + Penalty 4068.023455 = -551875.949237 nChanged 25 SP:Iteration 18Q (6573.280000 sec): 3 clusters Score: Raw -555953.960697 + Penalty 4068.023455 = -551885.937242 nChanged 24 SP:Iteration 19Q (6573.490000 sec): 3 clusters Score: Raw -555964.110250 + Penalty 4068.023455 = -551896.086796 nChanged 29 SP:Iteration 20F (6573.680000 sec): 3 clusters Score: Raw -555977.042386 + Penalty 4068.023455 = -551909.018932 nChanged 22 SP:Iteration 21Q (6573.890000 sec): 3 clusters Score: Raw -555985.145756 + Penalty 4068.023455 = -551917.122302 nChanged 21 SP:Iteration 22Q (6574.080000 sec): 3 clusters Score: Raw -555990.748798 + Penalty 4068.023455 = -551922.725343 nChanged 13 SP:Iteration 23Q (6574.290000 sec): 3 clusters Score: Raw -555995.689172 + Penalty 4068.023455 = -551927.665717 nChanged 25 SP:Iteration 24Q (6574.490000 sec): 3 clusters Score: Raw -556003.008308 + Penalty 4068.023455 = -551934.984854 nChanged 23 SP:Iteration 25Q (6574.660000 sec): 3 clusters Score: Raw -556011.721951 + Penalty 4068.023455 = -551943.698497 nChanged 18 SP:Iteration 26Q (6574.850000 sec): 3 clusters Score: Raw -556018.353954 + Penalty 4068.023455 = -551950.330499 nChanged 15 SP:Iteration 27Q (6575.050000 sec): 3 clusters Score: Raw -556024.565302 + Penalty 4068.023455 = -551956.541847 nChanged 19 SP:Iteration 28Q (6575.240000 sec): 3 clusters Score: Raw -556034.838704 + Penalty 4068.023455 = -551966.815249 nChanged 22 SP:Iteration 29Q (6575.420000 sec): 3 clusters Score: Raw -556044.274968 + Penalty 4068.023455 = -551976.251513 nChanged 20 SP:Iteration 30Q (6575.630000 sec): 3 clusters Score: Raw -556052.439879 + Penalty 4068.023455 = -551984.416424 nChanged 15 SP:Iteration 31Q (6575.870000 sec): 3 clusters Score: Raw -556056.523162 + Penalty 4068.023455 = -551988.499707 nChanged 11 SP:Iteration 32Q (6576.100000 sec): 3 clusters Score: Raw -556059.097808 + Penalty 4068.023455 = -551991.074354 nChanged 10 SP:Iteration 33Q (6576.300000 sec): 3 clusters Score: Raw -556062.727526 + Penalty 4068.023455 = -551994.704072 nChanged 14 SP:Iteration 34Q (6576.470000 sec): 3 clusters Score: Raw -556067.319453 + Penalty 4068.023455 = -551999.295998 nChanged 13 SP:Iteration 35Q (6576.660000 sec): 3 clusters Score: Raw -556072.239425 + Penalty 4068.023455 = -552004.215970 nChanged 18 SP:Iteration 36Q (6576.850000 sec): 3 clusters Score: Raw -556079.715920 + Penalty 4068.023455 = -552011.692465 nChanged 24 SP:Iteration 37Q (6577.050000 sec): 3 clusters Score: Raw -556089.686887 + Penalty 4068.023455 = -552021.663432 nChanged 31 SP:Iteration 38Q (6577.210000 sec): 3 clusters Score: Raw -556104.435650 + Penalty 4068.023455 = -552036.412196 nChanged 25 SP:Iteration 39Q (6577.400000 sec): 3 clusters Score: Raw -556116.294365 + Penalty 4068.023455 = -552048.270911 nChanged 32 SP:Iteration 40F (6577.610000 sec): 3 clusters Score: Raw -556131.039722 + Penalty 4068.023455 = -552063.016267 nChanged 25 SP:Iteration 41Q (6577.830000 sec): 3 clusters Score: Raw -556141.659240 + Penalty 4068.023455 = -552073.635785 nChanged 21 SP:Iteration 42Q (6578.060000 sec): 3 clusters Score: Raw -556153.629283 + Penalty 4068.023455 = -552085.605829 nChanged 24 SP:Iteration 43Q (6578.240000 sec): 3 clusters Score: Raw -556164.942165 + Penalty 4068.023455 = -552096.918710 nChanged 24 SP:Iteration 44Q (6578.460000 sec): 3 clusters Score: Raw -556174.872290 + Penalty 4068.023455 = -552106.848835 nChanged 23 SP:Iteration 45Q (6578.640000 sec): 3 clusters Score: Raw -556183.413538 + Penalty 4068.023455 = -552115.390084 nChanged 18 SP:Iteration 46Q (6578.850000 sec): 3 clusters Score: Raw -556193.104800 + Penalty 4068.023455 = -552125.081345 nChanged 15 SP:Iteration 47Q (6579.070000 sec): 3 clusters Score: Raw -556202.899556 + Penalty 4068.023455 = -552134.876101 nChanged 17 SP:Iteration 48Q (6579.270000 sec): 3 clusters Score: Raw -556215.619451 + Penalty 4068.023455 = -552147.595996 nChanged 28 SP:Iteration 49Q (6579.480000 sec): 3 clusters Score: Raw -556231.706010 + Penalty 4068.023455 = -552163.682556 nChanged 27 SP:Iteration 50Q (6579.660000 sec): 3 clusters Score: Raw -556244.865162 + Penalty 4068.023455 = -552176.841707 nChanged 24 SP:Iteration 51Q (6579.880000 sec): 3 clusters Score: Raw -556260.079459 + Penalty 4068.023455 = -552192.056005 nChanged 27 SP:Iteration 52Q (6580.090000 sec): 3 clusters Score: Raw -556277.109566 + Penalty 4068.023455 = -552209.086111 nChanged 27 SP:Iteration 53Q (6580.260000 sec): 3 clusters Score: Raw -556294.291778 + Penalty 4068.023455 = -552226.268323 nChanged 30 SP:Iteration 54Q (6580.470000 sec): 3 clusters Score: Raw -556312.927212 + Penalty 4068.023455 = -552244.903757 nChanged 23 SP:Iteration 55Q (6580.670000 sec): 3 clusters Score: Raw -556325.061902 + Penalty 4068.023455 = -552257.038447 nChanged 18 SP:Iteration 56Q (6580.860000 sec): 3 clusters Score: Raw -556335.644979 + Penalty 4068.023455 = -552267.621524 nChanged 20 SP:Iteration 57Q (6581.060000 sec): 3 clusters Score: Raw -556351.971890 + Penalty 4068.023455 = -552283.948436 nChanged 26 SP:Iteration 58Q (6581.230000 sec): 3 clusters Score: Raw -556366.349345 + Penalty 4068.023455 = -552298.325890 nChanged 15 SP:Iteration 59Q (6581.430000 sec): 3 clusters Score: Raw -556374.861647 + Penalty 4068.023455 = -552306.838193 nChanged 12 SP:Iteration 60F (6581.630000 sec): 3 clusters Score: Raw -556380.676460 + Penalty 4068.023455 = -552312.653005 nChanged 13 SP:Iteration 61Q (6581.850000 sec): 3 clusters Score: Raw -556387.688863 + Penalty 4068.023455 = -552319.665408 nChanged 7 SP:Iteration 62Q (6582.010000 sec): 3 clusters Score: Raw -556391.297466 + Penalty 4068.023455 = -552323.274011 nChanged 10 SP:Iteration 63Q (6582.220000 sec): 3 clusters Score: Raw -556396.889915 + Penalty 4068.023455 = -552328.866460 nChanged 7 SP:Iteration 64Q (6582.410000 sec): 3 clusters Score: Raw -556400.302818 + Penalty 4068.023455 = -552332.279363 nChanged 5 SP:Iteration 65Q (6582.580000 sec): 3 clusters Score: Raw -556403.823219 + Penalty 4068.023455 = -552335.799764 nChanged 5 SP:Iteration 66Q (6582.790000 sec): 3 clusters Score: Raw -556405.631010 + Penalty 4068.023455 = -552337.607555 nChanged 6 SP:Iteration 67Q (6583.000000 sec): 3 clusters Score: Raw -556408.896390 + Penalty 4068.023455 = -552340.872935 nChanged 7 SP:Iteration 68Q (6583.210000 sec): 3 clusters Score: Raw -556413.871684 + Penalty 4068.023455 = -552345.848229 nChanged 11 SP:Iteration 69Q (6583.390000 sec): 3 clusters Score: Raw -556419.915539 + Penalty 4068.023455 = -552351.892085 nChanged 3 SP:Iteration 70Q (6583.580000 sec): 3 clusters Score: Raw -556421.767372 + Penalty 4068.023455 = -552353.743917 nChanged 1 SP:Iteration 71Q (6583.780000 sec): 3 clusters Score: Raw -556422.396282 + Penalty 4068.023455 = -552354.372828 nChanged 1 SP:Iteration 72Q (6583.940000 sec): 3 clusters Score: Raw -556423.019989 + Penalty 4068.023455 = -552354.996534 nChanged 1 SP:Iteration 73Q (6584.130000 sec): 3 clusters Score: Raw -556423.428502 + Penalty 4068.023455 = -552355.405047 nChanged 0 SP:Iteration 74F (6584.300000 sec): 3 clusters Score: Raw -556423.428502 + Penalty 4068.023455 = -552355.405047 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (20304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6584.550000 sec): 2 clusters Score: Raw -3236951.401774 + Penalty 2459.806151 = -3234491.595623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6584.850000 sec): 3 clusters Score: Raw -3225201.832265 + Penalty 4919.612302 = -3220282.219963 nChanged 8866 SP:Iteration 1F (6585.120000 sec): 3 clusters Score: Raw -3230000.609241 + Penalty 4919.612302 = -3225080.996939 nChanged 1160 SP:Iteration 2F (6585.440000 sec): 3 clusters Score: Raw -3230476.474320 + Penalty 4919.612302 = -3225556.862017 nChanged 965 SP:Iteration 3Q (6585.760000 sec): 3 clusters Score: Raw -3230851.760620 + Penalty 4919.612302 = -3225932.148317 nChanged 890 SP:Iteration 4Q (6586.070000 sec): 3 clusters Score: Raw -3231210.986175 + Penalty 4919.612302 = -3226291.373872 nChanged 823 SP:Iteration 5Q (6586.380000 sec): 3 clusters Score: Raw -3231525.344410 + Penalty 4919.612302 = -3226605.732108 nChanged 754 SP:Iteration 6Q (6586.630000 sec): 3 clusters Score: Raw -3231825.823648 + Penalty 4919.612302 = -3226906.211346 nChanged 728 SP:Iteration 7Q (6586.930000 sec): 3 clusters Score: Raw -3232125.642807 + Penalty 4919.612302 = -3227206.030505 nChanged 739 SP:Iteration 8Q (6587.220000 sec): 3 clusters Score: Raw -3232441.005234 + Penalty 4919.612302 = -3227521.392932 nChanged 724 SP:Iteration 9Q (6587.520000 sec): 3 clusters Score: Raw -3232748.793918 + Penalty 4919.612302 = -3227829.181616 nChanged 696 SP:Iteration 10Q (6587.840000 sec): 3 clusters Score: Raw -3233063.398360 + Penalty 4919.612302 = -3228143.786058 nChanged 716 SP:Iteration 11Q (6588.160000 sec): 3 clusters Score: Raw -3233395.170895 + Penalty 4919.612302 = -3228475.558592 nChanged 686 SP:Iteration 12Q (6588.480000 sec): 3 clusters Score: Raw -3233718.573866 + Penalty 4919.612302 = -3228798.961564 nChanged 628 SP:Iteration 13Q (6588.770000 sec): 3 clusters Score: Raw -3234016.889140 + Penalty 4919.612302 = -3229097.276838 nChanged 574 SP:Iteration 14Q (6589.100000 sec): 3 clusters Score: Raw -3234262.680985 + Penalty 4919.612302 = -3229343.068683 nChanged 484 SP:Iteration 15Q (6589.370000 sec): 3 clusters Score: Raw -3234441.480886 + Penalty 4919.612302 = -3229521.868584 nChanged 410 SP:Iteration 16Q (6589.640000 sec): 3 clusters Score: Raw -3234567.384337 + Penalty 4919.612302 = -3229647.772034 nChanged 297 SP:Iteration 17Q (6589.930000 sec): 3 clusters Score: Raw -3234646.093413 + Penalty 4919.612302 = -3229726.481111 nChanged 234 SP:Iteration 18Q (6590.200000 sec): 3 clusters Score: Raw -3234699.292845 + Penalty 4919.612302 = -3229779.680543 nChanged 210 SP:Iteration 19Q (6590.490000 sec): 3 clusters Score: Raw -3234746.199736 + Penalty 4919.612302 = -3229826.587434 nChanged 181 SP:Iteration 20F (6590.810000 sec): 3 clusters Score: Raw -3234790.858540 + Penalty 4919.612302 = -3229871.246238 nChanged 177 SP:Iteration 21Q (6591.150000 sec): 3 clusters Score: Raw -3234829.176283 + Penalty 4919.612302 = -3229909.563981 nChanged 160 SP:Iteration 22Q (6591.410000 sec): 3 clusters Score: Raw -3234863.046917 + Penalty 4919.612302 = -3229943.434614 nChanged 167 SP:Iteration 23Q (6591.740000 sec): 3 clusters Score: Raw -3234896.192041 + Penalty 4919.612302 = -3229976.579739 nChanged 155 SP:Iteration 24Q (6592.000000 sec): 3 clusters Score: Raw -3234925.878097 + Penalty 4919.612302 = -3230006.265795 nChanged 146 SP:Iteration 25Q (6592.310000 sec): 3 clusters Score: Raw -3234955.841966 + Penalty 4919.612302 = -3230036.229664 nChanged 143 SP:Iteration 26Q (6592.580000 sec): 3 clusters Score: Raw -3234983.434028 + Penalty 4919.612302 = -3230063.821725 nChanged 144 SP:Iteration 27Q (6592.870000 sec): 3 clusters Score: Raw -3235014.078963 + Penalty 4919.612302 = -3230094.466661 nChanged 148 SP:Iteration 28Q (6593.200000 sec): 3 clusters Score: Raw -3235049.417797 + Penalty 4919.612302 = -3230129.805495 nChanged 165 SP:Iteration 29Q (6593.500000 sec): 3 clusters Score: Raw -3235090.710953 + Penalty 4919.612302 = -3230171.098651 nChanged 180 SP:Iteration 30Q (6593.770000 sec): 3 clusters Score: Raw -3235138.495002 + Penalty 4919.612302 = -3230218.882699 nChanged 187 SP:Iteration 31Q (6594.070000 sec): 3 clusters Score: Raw -3235183.036148 + Penalty 4919.612302 = -3230263.423846 nChanged 159 SP:Iteration 32Q (6594.380000 sec): 3 clusters Score: Raw -3235215.742761 + Penalty 4919.612302 = -3230296.130459 nChanged 161 SP:Iteration 33Q (6594.680000 sec): 3 clusters Score: Raw -3235251.706241 + Penalty 4919.612302 = -3230332.093938 nChanged 176 SP:Iteration 34Q (6594.980000 sec): 3 clusters Score: Raw -3235293.166426 + Penalty 4919.612302 = -3230373.554124 nChanged 180 SP:Iteration 35Q (6595.230000 sec): 3 clusters Score: Raw -3235338.819279 + Penalty 4919.612302 = -3230419.206977 nChanged 186 SP:Iteration 36Q (6595.510000 sec): 3 clusters Score: Raw -3235382.883373 + Penalty 4919.612302 = -3230463.271070 nChanged 184 SP:Iteration 37Q (6595.860000 sec): 3 clusters Score: Raw -3235431.094249 + Penalty 4919.612302 = -3230511.481947 nChanged 202 SP:Iteration 38Q (6596.140000 sec): 3 clusters Score: Raw -3235485.204815 + Penalty 4919.612302 = -3230565.592513 nChanged 208 SP:Iteration 39Q (6596.430000 sec): 3 clusters Score: Raw -3235542.747932 + Penalty 4919.612302 = -3230623.135630 nChanged 216 SP:Iteration 40F (6596.680000 sec): 3 clusters Score: Raw -3235605.014044 + Penalty 4919.612302 = -3230685.401742 nChanged 202 SP:Iteration 41Q (6596.960000 sec): 3 clusters Score: Raw -3235660.392749 + Penalty 4919.612302 = -3230740.780447 nChanged 192 SP:Iteration 42Q (6597.270000 sec): 3 clusters Score: Raw -3235713.060601 + Penalty 4919.612302 = -3230793.448299 nChanged 176 SP:Iteration 43Q (6597.560000 sec): 3 clusters Score: Raw -3235763.660204 + Penalty 4919.612302 = -3230844.047901 nChanged 179 SP:Iteration 44Q (6597.800000 sec): 3 clusters Score: Raw -3235811.833435 + Penalty 4919.612302 = -3230892.221133 nChanged 152 SP:Iteration 45Q (6598.090000 sec): 3 clusters Score: Raw -3235851.859016 + Penalty 4919.612302 = -3230932.246713 nChanged 153 SP:Iteration 46Q (6598.380000 sec): 3 clusters Score: Raw -3235896.468298 + Penalty 4919.612302 = -3230976.855996 nChanged 141 SP:Iteration 47Q (6598.670000 sec): 3 clusters Score: Raw -3235936.864965 + Penalty 4919.612302 = -3231017.252662 nChanged 149 SP:Iteration 48Q (6598.940000 sec): 3 clusters Score: Raw -3235976.794300 + Penalty 4919.612302 = -3231057.181997 nChanged 140 SP:Iteration 49Q (6599.240000 sec): 3 clusters Score: Raw -3236017.873247 + Penalty 4919.612302 = -3231098.260945 nChanged 148 SP:Iteration 50Q (6599.540000 sec): 3 clusters Score: Raw -3236065.463785 + Penalty 4919.612302 = -3231145.851483 nChanged 168 SP:Iteration 51Q (6599.770000 sec): 3 clusters Score: Raw -3236122.570863 + Penalty 4919.612302 = -3231202.958561 nChanged 163 SP:Iteration 52Q (6600.080000 sec): 3 clusters Score: Raw -3236178.501133 + Penalty 4919.612302 = -3231258.888831 nChanged 157 SP:Iteration 53Q (6600.370000 sec): 3 clusters Score: Raw -3236230.770230 + Penalty 4919.612302 = -3231311.157927 nChanged 144 SP:Iteration 54Q (6600.640000 sec): 3 clusters Score: Raw -3236277.752012 + Penalty 4919.612302 = -3231358.139710 nChanged 136 SP:Iteration 55Q (6600.950000 sec): 3 clusters Score: Raw -3236318.163761 + Penalty 4919.612302 = -3231398.551459 nChanged 129 SP:Iteration 56Q (6601.200000 sec): 3 clusters Score: Raw -3236360.832518 + Penalty 4919.612302 = -3231441.220216 nChanged 120 SP:Iteration 57Q (6601.500000 sec): 3 clusters Score: Raw -3236404.679101 + Penalty 4919.612302 = -3231485.066799 nChanged 159 SP:Iteration 58Q (6601.800000 sec): 3 clusters Score: Raw -3236470.560823 + Penalty 4919.612302 = -3231550.948521 nChanged 151 SP:Iteration 59Q (6602.110000 sec): 3 clusters Score: Raw -3236533.885125 + Penalty 4919.612302 = -3231614.272823 nChanged 142 SP:Iteration 60F (6602.430000 sec): 3 clusters Score: Raw -3236592.505377 + Penalty 4919.612302 = -3231672.893075 nChanged 145 SP:Iteration 61Q (6602.700000 sec): 3 clusters Score: Raw -3236656.494654 + Penalty 4919.612302 = -3231736.882351 nChanged 146 SP:Iteration 62Q (6602.940000 sec): 3 clusters Score: Raw -3236725.454607 + Penalty 4919.612302 = -3231805.842305 nChanged 133 SP:Iteration 63Q (6603.230000 sec): 3 clusters Score: Raw -3236790.091732 + Penalty 4919.612302 = -3231870.479430 nChanged 126 SP:Iteration 64Q (6603.500000 sec): 3 clusters Score: Raw -3236853.698096 + Penalty 4919.612302 = -3231934.085794 nChanged 116 SP:Iteration 65Q (6603.820000 sec): 3 clusters Score: Raw -3236916.825019 + Penalty 4919.612302 = -3231997.212717 nChanged 107 SP:Iteration 66Q (6604.120000 sec): 3 clusters Score: Raw -3236978.988901 + Penalty 4919.612302 = -3232059.376599 nChanged 108 SP:Iteration 67Q (6604.460000 sec): 3 clusters Score: Raw -3237050.026310 + Penalty 4919.612302 = -3232130.414007 nChanged 97 SP:Iteration 68Q (6604.730000 sec): 3 clusters Score: Raw -3237108.483687 + Penalty 4919.612302 = -3232188.871385 nChanged 64 SP:Iteration 69Q (6605.010000 sec): 3 clusters Score: Raw -3237142.629230 + Penalty 4919.612302 = -3232223.016928 nChanged 40 SP:Iteration 70Q (6605.290000 sec): 3 clusters Score: Raw -3237171.472963 + Penalty 4919.612302 = -3232251.860661 nChanged 40 SP:Iteration 71Q (6605.580000 sec): 3 clusters Score: Raw -3237196.968832 + Penalty 4919.612302 = -3232277.356530 nChanged 35 SP:Iteration 72Q (6605.840000 sec): 3 clusters Score: Raw -3237219.470228 + Penalty 4919.612302 = -3232299.857926 nChanged 26 SP:Iteration 73Q (6606.130000 sec): 3 clusters Score: Raw -3237237.830889 + Penalty 4919.612302 = -3232318.218587 nChanged 20 SP:Iteration 74Q (6606.400000 sec): 3 clusters Score: Raw -3237249.147321 + Penalty 4919.612302 = -3232329.535019 nChanged 20 SP:Iteration 75Q (6606.690000 sec): 3 clusters Score: Raw -3237259.244489 + Penalty 4919.612302 = -3232339.632187 nChanged 12 SP:Iteration 76Q (6606.980000 sec): 3 clusters Score: Raw -3237266.589760 + Penalty 4919.612302 = -3232346.977458 nChanged 5 SP:Iteration 77Q (6607.280000 sec): 3 clusters Score: Raw -3237269.261477 + Penalty 4919.612302 = -3232349.649174 nChanged 4 SP:Iteration 78Q (6607.570000 sec): 3 clusters Score: Raw -3237272.440466 + Penalty 4919.612302 = -3232352.828164 nChanged 12 SP:Iteration 79Q (6607.830000 sec): 3 clusters Score: Raw -3237279.874084 + Penalty 4919.612302 = -3232360.261782 nChanged 7 SP:Iteration 80F (6608.190000 sec): 3 clusters Score: Raw -3237283.497160 + Penalty 4919.612302 = -3232363.884858 nChanged 9 SP:Iteration 81Q (6608.470000 sec): 3 clusters Score: Raw -3237289.180439 + Penalty 4919.612302 = -3232369.568136 nChanged 4 SP:Iteration 82Q (6608.760000 sec): 3 clusters Score: Raw -3237291.972432 + Penalty 4919.612302 = -3232372.360129 nChanged 6 SP:Iteration 83Q (6609.010000 sec): 3 clusters Score: Raw -3237294.885445 + Penalty 4919.612302 = -3232375.273142 nChanged 3 SP:Iteration 84Q (6609.320000 sec): 3 clusters Score: Raw -3237296.502764 + Penalty 4919.612302 = -3232376.890462 nChanged 3 SP:Iteration 85Q (6609.600000 sec): 3 clusters Score: Raw -3237298.550925 + Penalty 4919.612302 = -3232378.938622 nChanged 2 SP:Iteration 86Q (6609.890000 sec): 3 clusters Score: Raw -3237299.638086 + Penalty 4919.612302 = -3232380.025784 nChanged 2 SP:Iteration 87Q (6610.220000 sec): 3 clusters Score: Raw -3237300.867876 + Penalty 4919.612302 = -3232381.255574 nChanged 2 SP:Iteration 88Q (6610.530000 sec): 3 clusters Score: Raw -3237302.409123 + Penalty 4919.612302 = -3232382.796820 nChanged 4 SP:Iteration 89Q (6610.790000 sec): 3 clusters Score: Raw -3237305.125822 + Penalty 4919.612302 = -3232385.513520 nChanged 5 SP:Iteration 90Q (6611.070000 sec): 3 clusters Score: Raw -3237308.011773 + Penalty 4919.612302 = -3232388.399471 nChanged 4 SP:Iteration 91Q (6611.400000 sec): 3 clusters Score: Raw -3237311.295709 + Penalty 4919.612302 = -3232391.683407 nChanged 5 SP:Iteration 92Q (6611.650000 sec): 3 clusters Score: Raw -3237314.885974 + Penalty 4919.612302 = -3232395.273672 nChanged 4 SP:Iteration 93Q (6611.940000 sec): 3 clusters Score: Raw -3237316.751860 + Penalty 4919.612302 = -3232397.139558 nChanged 3 SP:Iteration 94Q (6612.170000 sec): 3 clusters Score: Raw -3237319.004605 + Penalty 4919.612302 = -3232399.392302 nChanged 2 SP:Iteration 95Q (6612.420000 sec): 3 clusters Score: Raw -3237319.997598 + Penalty 4919.612302 = -3232400.385295 nChanged 3 SP:Iteration 96Q (6612.680000 sec): 3 clusters Score: Raw -3237321.563783 + Penalty 4919.612302 = -3232401.951481 nChanged 1 SP:Iteration 97Q (6612.970000 sec): 3 clusters Score: Raw -3237322.110248 + Penalty 4919.612302 = -3232402.497946 nChanged 1 SP:Iteration 98Q (6613.240000 sec): 3 clusters Score: Raw -3237322.633933 + Penalty 4919.612302 = -3232403.021631 nChanged 1 SP:Iteration 99Q (6613.560000 sec): 3 clusters Score: Raw -3237323.047630 + Penalty 4919.612302 = -3232403.435328 nChanged 0 SP:Iteration 100F (6613.820000 sec): 3 clusters Score: Raw -3237323.047630 + Penalty 4919.612302 = -3232403.435328 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6613.970000 sec): 2 clusters Score: Raw -37218.636192 + Penalty 1428.207640 = -35790.428552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6614.140000 sec): 3 clusters Score: Raw -37482.265018 + Penalty 2856.415280 = -34625.849738 nChanged 75 SP:Iteration 1F (6614.290000 sec): 3 clusters Score: Raw -37845.512740 + Penalty 2856.415280 = -34989.097460 nChanged 25 SP:Iteration 2F (6614.460000 sec): 3 clusters Score: Raw -37980.029459 + Penalty 2856.415280 = -35123.614179 nChanged 8 SP:Iteration 3Q (6614.630000 sec): 3 clusters Score: Raw -38005.738289 + Penalty 2856.415280 = -35149.323010 nChanged 4 SP:Iteration 4Q (6614.800000 sec): 3 clusters Score: Raw -38020.380911 + Penalty 2856.415280 = -35163.965632 nChanged 3 SP:Iteration 5Q (6614.980000 sec): 3 clusters Score: Raw -38030.048915 + Penalty 2856.415280 = -35173.633635 nChanged 4 SP:Iteration 6Q (6615.110000 sec): 3 clusters Score: Raw -38037.648388 + Penalty 2856.415280 = -35181.233109 nChanged 0 SP:Iteration 7F (6615.320000 sec): 3 clusters Score: Raw -38037.648388 + Penalty 2856.415280 = -35181.233109 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6615.410000 sec): 2 clusters Score: Raw -87665.829295 + Penalty 1610.450952 = -86055.378343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6615.580000 sec): 3 clusters Score: Raw -87640.096910 + Penalty 3220.901905 = -84419.195006 nChanged 127 SP:Iteration 1F (6615.750000 sec): 3 clusters Score: Raw -87865.773914 + Penalty 3220.901905 = -84644.872009 nChanged 48 SP:Iteration 2F (6615.920000 sec): 3 clusters Score: Raw -88012.825132 + Penalty 3220.901905 = -84791.923227 nChanged 29 SP:Iteration 3Q (6616.110000 sec): 3 clusters Score: Raw -88128.607538 + Penalty 3220.901905 = -84907.705633 nChanged 40 SP:Iteration 4F (6616.280000 sec): 3 clusters Score: Raw -88263.957411 + Penalty 3220.901905 = -85043.055506 nChanged 33 SP:Iteration 5Q (6616.460000 sec): 3 clusters Score: Raw -88393.826017 + Penalty 3220.901905 = -85172.924113 nChanged 30 SP:Iteration 6Q (6616.640000 sec): 3 clusters Score: Raw -88554.237201 + Penalty 3220.901905 = -85333.335297 nChanged 28 SP:Iteration 7Q (6616.780000 sec): 3 clusters Score: Raw -88725.794775 + Penalty 3220.901905 = -85504.892870 nChanged 29 SP:Iteration 8Q (6616.990000 sec): 3 clusters Score: Raw -89064.409624 + Penalty 3220.901905 = -85843.507719 nChanged 19 SP:Iteration 9Q (6617.160000 sec): 3 clusters Score: Raw -89234.727240 + Penalty 3220.901905 = -86013.825335 nChanged 14 SP:Iteration 10Q (6617.340000 sec): 3 clusters Score: Raw -89285.248810 + Penalty 3220.901905 = -86064.346905 nChanged 12 SP:Iteration 11Q (6617.530000 sec): 3 clusters Score: Raw -89337.952913 + Penalty 3220.901905 = -86117.051008 nChanged 16 SP:Iteration 12Q (6617.690000 sec): 3 clusters Score: Raw -89435.573881 + Penalty 3220.901905 = -86214.671976 nChanged 14 SP:Iteration 13Q (6617.840000 sec): 3 clusters Score: Raw -89534.725493 + Penalty 3220.901905 = -86313.823588 nChanged 11 SP:Iteration 14Q (6618.030000 sec): 3 clusters Score: Raw -89607.124386 + Penalty 3220.901905 = -86386.222481 nChanged 8 SP:Iteration 15Q (6618.180000 sec): 3 clusters Score: Raw -89639.161004 + Penalty 3220.901905 = -86418.259099 nChanged 6 SP:Iteration 16Q (6618.360000 sec): 3 clusters Score: Raw -89672.173699 + Penalty 3220.901905 = -86451.271795 nChanged 8 SP:Iteration 17Q (6618.580000 sec): 3 clusters Score: Raw -89698.096835 + Penalty 3220.901905 = -86477.194930 nChanged 2 SP:Iteration 18Q (6618.780000 sec): 3 clusters Score: Raw -89708.371302 + Penalty 3220.901905 = -86487.469397 nChanged 3 SP:Iteration 19Q (6618.930000 sec): 3 clusters Score: Raw -89715.131783 + Penalty 3220.901905 = -86494.229878 nChanged 1 SP:Iteration 20F (6619.120000 sec): 3 clusters Score: Raw -89717.509348 + Penalty 3220.901905 = -86496.607444 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 19. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (14438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6619.370000 sec): 2 clusters Score: Raw -2156419.262592 + Penalty 2375.249487 = -2154044.013105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6619.640000 sec): 3 clusters Score: Raw -2148223.111048 + Penalty 4750.498974 = -2143472.612074 nChanged 6184 SP:Iteration 1F (6619.990000 sec): 3 clusters Score: Raw -2151532.516148 + Penalty 4750.498974 = -2146782.017174 nChanged 936 SP:Iteration 2F (6620.260000 sec): 3 clusters Score: Raw -2151966.703869 + Penalty 4750.498974 = -2147216.204896 nChanged 792 SP:Iteration 3F (6620.540000 sec): 3 clusters Score: Raw -2152310.184956 + Penalty 4750.498974 = -2147559.685983 nChanged 669 SP:Iteration 4Q (6620.760000 sec): 3 clusters Score: Raw -2152642.066658 + Penalty 4750.498974 = -2147891.567684 nChanged 652 SP:Iteration 5Q (6621.040000 sec): 3 clusters Score: Raw -2153040.357017 + Penalty 4750.498974 = -2148289.858044 nChanged 666 SP:Iteration 6Q (6621.330000 sec): 3 clusters Score: Raw -2153461.360043 + Penalty 4750.498974 = -2148710.861069 nChanged 665 SP:Iteration 7Q (6621.550000 sec): 3 clusters Score: Raw -2153872.105274 + Penalty 4750.498974 = -2149121.606300 nChanged 622 SP:Iteration 8Q (6621.820000 sec): 3 clusters Score: Raw -2154249.153052 + Penalty 4750.498974 = -2149498.654078 nChanged 609 SP:Iteration 9Q (6622.080000 sec): 3 clusters Score: Raw -2154612.784907 + Penalty 4750.498974 = -2149862.285933 nChanged 557 SP:Iteration 10Q (6622.340000 sec): 3 clusters Score: Raw -2154939.447572 + Penalty 4750.498974 = -2150188.948599 nChanged 482 SP:Iteration 11Q (6622.550000 sec): 3 clusters Score: Raw -2155216.944637 + Penalty 4750.498974 = -2150466.445663 nChanged 436 SP:Iteration 12Q (6622.820000 sec): 3 clusters Score: Raw -2155442.336094 + Penalty 4750.498974 = -2150691.837120 nChanged 369 SP:Iteration 13Q (6623.170000 sec): 3 clusters Score: Raw -2155626.446493 + Penalty 4750.498974 = -2150875.947519 nChanged 300 SP:Iteration 14Q (6623.470000 sec): 3 clusters Score: Raw -2155772.050179 + Penalty 4750.498974 = -2151021.551205 nChanged 263 SP:Iteration 15Q (6623.700000 sec): 3 clusters Score: Raw -2155880.415512 + Penalty 4750.498974 = -2151129.916538 nChanged 214 SP:Iteration 16Q (6623.960000 sec): 3 clusters Score: Raw -2155967.759809 + Penalty 4750.498974 = -2151217.260836 nChanged 165 SP:Iteration 17Q (6624.260000 sec): 3 clusters Score: Raw -2156026.051118 + Penalty 4750.498974 = -2151275.552144 nChanged 146 SP:Iteration 18Q (6624.480000 sec): 3 clusters Score: Raw -2156084.470840 + Penalty 4750.498974 = -2151333.971867 nChanged 144 SP:Iteration 19Q (6624.710000 sec): 3 clusters Score: Raw -2156146.743415 + Penalty 4750.498974 = -2151396.244441 nChanged 131 SP:Iteration 20F (6624.930000 sec): 3 clusters Score: Raw -2156200.440621 + Penalty 4750.498974 = -2151449.941647 nChanged 116 SP:Iteration 21Q (6625.160000 sec): 3 clusters Score: Raw -2156260.321371 + Penalty 4750.498974 = -2151509.822398 nChanged 123 SP:Iteration 22Q (6625.410000 sec): 3 clusters Score: Raw -2156320.648405 + Penalty 4750.498974 = -2151570.149431 nChanged 116 SP:Iteration 23Q (6625.700000 sec): 3 clusters Score: Raw -2156372.448446 + Penalty 4750.498974 = -2151621.949472 nChanged 107 SP:Iteration 24Q (6625.990000 sec): 3 clusters Score: Raw -2156420.273198 + Penalty 4750.498974 = -2151669.774224 nChanged 102 SP:Iteration 25Q (6626.170000 sec): 3 clusters Score: Raw -2156466.718619 + Penalty 4750.498974 = -2151716.219646 nChanged 89 SP:Iteration 26Q (6626.400000 sec): 3 clusters Score: Raw -2156507.256667 + Penalty 4750.498974 = -2151756.757693 nChanged 72 SP:Iteration 27Q (6626.680000 sec): 3 clusters Score: Raw -2156537.150178 + Penalty 4750.498974 = -2151786.651204 nChanged 66 SP:Iteration 28Q (6626.980000 sec): 3 clusters Score: Raw -2156565.989763 + Penalty 4750.498974 = -2151815.490789 nChanged 60 SP:Iteration 29Q (6627.280000 sec): 3 clusters Score: Raw -2156597.983125 + Penalty 4750.498974 = -2151847.484151 nChanged 57 SP:Iteration 30Q (6627.500000 sec): 3 clusters Score: Raw -2156627.380570 + Penalty 4750.498974 = -2151876.881597 nChanged 67 SP:Iteration 31Q (6627.760000 sec): 3 clusters Score: Raw -2156658.389383 + Penalty 4750.498974 = -2151907.890409 nChanged 57 SP:Iteration 32Q (6628.030000 sec): 3 clusters Score: Raw -2156680.226752 + Penalty 4750.498974 = -2151929.727778 nChanged 43 SP:Iteration 33Q (6628.280000 sec): 3 clusters Score: Raw -2156698.427491 + Penalty 4750.498974 = -2151947.928517 nChanged 32 SP:Iteration 34Q (6628.540000 sec): 3 clusters Score: Raw -2156712.179859 + Penalty 4750.498974 = -2151961.680885 nChanged 27 SP:Iteration 35Q (6628.860000 sec): 3 clusters Score: Raw -2156722.797996 + Penalty 4750.498974 = -2151972.299022 nChanged 28 SP:Iteration 36Q (6629.100000 sec): 3 clusters Score: Raw -2156732.399877 + Penalty 4750.498974 = -2151981.900903 nChanged 24 SP:Iteration 37Q (6629.340000 sec): 3 clusters Score: Raw -2156741.400980 + Penalty 4750.498974 = -2151990.902006 nChanged 19 SP:Iteration 38Q (6629.580000 sec): 3 clusters Score: Raw -2156750.375463 + Penalty 4750.498974 = -2151999.876490 nChanged 22 SP:Iteration 39Q (6629.890000 sec): 3 clusters Score: Raw -2156760.721924 + Penalty 4750.498974 = -2152010.222951 nChanged 15 SP:Iteration 40F (6630.150000 sec): 3 clusters Score: Raw -2156768.442850 + Penalty 4750.498974 = -2152017.943876 nChanged 18 SP:Iteration 41Q (6630.390000 sec): 3 clusters Score: Raw -2156778.539746 + Penalty 4750.498974 = -2152028.040772 nChanged 16 SP:Iteration 42Q (6630.670000 sec): 3 clusters Score: Raw -2156785.069803 + Penalty 4750.498974 = -2152034.570829 nChanged 17 SP:Iteration 43Q (6630.960000 sec): 3 clusters Score: Raw -2156797.033853 + Penalty 4750.498974 = -2152046.534879 nChanged 24 SP:Iteration 44Q (6631.250000 sec): 3 clusters Score: Raw -2156810.854527 + Penalty 4750.498974 = -2152060.355553 nChanged 27 SP:Iteration 45Q (6631.470000 sec): 3 clusters Score: Raw -2156827.999478 + Penalty 4750.498974 = -2152077.500504 nChanged 31 SP:Iteration 46Q (6631.700000 sec): 3 clusters Score: Raw -2156843.958228 + Penalty 4750.498974 = -2152093.459254 nChanged 27 SP:Iteration 47Q (6631.960000 sec): 3 clusters Score: Raw -2156860.352383 + Penalty 4750.498974 = -2152109.853409 nChanged 22 SP:Iteration 48Q (6632.180000 sec): 3 clusters Score: Raw -2156869.821606 + Penalty 4750.498974 = -2152119.322633 nChanged 16 SP:Iteration 49Q (6632.390000 sec): 3 clusters Score: Raw -2156876.502392 + Penalty 4750.498974 = -2152126.003418 nChanged 8 SP:Iteration 50Q (6632.670000 sec): 3 clusters Score: Raw -2156878.847181 + Penalty 4750.498974 = -2152128.348207 nChanged 6 SP:Iteration 51Q (6632.920000 sec): 3 clusters Score: Raw -2156880.994276 + Penalty 4750.498974 = -2152130.495302 nChanged 4 SP:Iteration 52Q (6633.190000 sec): 3 clusters Score: Raw -2156882.622218 + Penalty 4750.498974 = -2152132.123244 nChanged 5 SP:Iteration 53Q (6633.460000 sec): 3 clusters Score: Raw -2156883.565701 + Penalty 4750.498974 = -2152133.066727 nChanged 1 SP:Iteration 54Q (6633.680000 sec): 3 clusters Score: Raw -2156884.379662 + Penalty 4750.498974 = -2152133.880688 nChanged 2 SP:Iteration 55Q (6633.930000 sec): 3 clusters Score: Raw -2156885.153780 + Penalty 4750.498974 = -2152134.654806 nChanged 3 SP:Iteration 56Q (6634.180000 sec): 3 clusters Score: Raw -2156887.006131 + Penalty 4750.498974 = -2152136.507158 nChanged 7 SP:Iteration 57Q (6634.480000 sec): 3 clusters Score: Raw -2156890.552441 + Penalty 4750.498974 = -2152140.053467 nChanged 9 SP:Iteration 58Q (6634.770000 sec): 3 clusters Score: Raw -2156894.832326 + Penalty 4750.498974 = -2152144.333353 nChanged 11 SP:Iteration 59Q (6635.040000 sec): 3 clusters Score: Raw -2156899.706112 + Penalty 4750.498974 = -2152149.207138 nChanged 10 SP:Iteration 60F (6635.380000 sec): 3 clusters Score: Raw -2156903.946141 + Penalty 4750.498974 = -2152153.447167 nChanged 16 SP:Iteration 61Q (6635.650000 sec): 3 clusters Score: Raw -2156910.855185 + Penalty 4750.498974 = -2152160.356211 nChanged 14 SP:Iteration 62Q (6635.860000 sec): 3 clusters Score: Raw -2156919.902716 + Penalty 4750.498974 = -2152169.403742 nChanged 16 SP:Iteration 63Q (6636.110000 sec): 3 clusters Score: Raw -2156928.186156 + Penalty 4750.498974 = -2152177.687182 nChanged 12 SP:Iteration 64Q (6636.410000 sec): 3 clusters Score: Raw -2156933.514878 + Penalty 4750.498974 = -2152183.015904 nChanged 10 SP:Iteration 65Q (6636.660000 sec): 3 clusters Score: Raw -2156937.782370 + Penalty 4750.498974 = -2152187.283396 nChanged 5 SP:Iteration 66Q (6636.910000 sec): 3 clusters Score: Raw -2156940.362896 + Penalty 4750.498974 = -2152189.863922 nChanged 7 SP:Iteration 67Q (6637.150000 sec): 3 clusters Score: Raw -2156943.453441 + Penalty 4750.498974 = -2152192.954467 nChanged 5 SP:Iteration 68Q (6637.430000 sec): 3 clusters Score: Raw -2156944.877988 + Penalty 4750.498974 = -2152194.379014 nChanged 3 SP:Iteration 69Q (6637.650000 sec): 3 clusters Score: Raw -2156946.289800 + Penalty 4750.498974 = -2152195.790826 nChanged 3 SP:Iteration 70Q (6637.890000 sec): 3 clusters Score: Raw -2156947.489266 + Penalty 4750.498974 = -2152196.990292 nChanged 6 SP:Iteration 71Q (6638.130000 sec): 3 clusters Score: Raw -2156949.852775 + Penalty 4750.498974 = -2152199.353801 nChanged 2 SP:Iteration 72Q (6638.450000 sec): 3 clusters Score: Raw -2156950.855457 + Penalty 4750.498974 = -2152200.356483 nChanged 2 SP:Iteration 73Q (6638.680000 sec): 3 clusters Score: Raw -2156952.056099 + Penalty 4750.498974 = -2152201.557125 nChanged 0 SP:Iteration 74F (6638.930000 sec): 3 clusters Score: Raw -2156952.056099 + Penalty 4750.498974 = -2152201.557125 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (6838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6639.110000 sec): 2 clusters Score: Raw -988637.486161 + Penalty 2189.902141 = -986447.584019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6639.300000 sec): 3 clusters Score: Raw -985112.774183 + Penalty 4379.804283 = -980732.969900 nChanged 2755 SP:Iteration 1F (6639.530000 sec): 3 clusters Score: Raw -986587.896623 + Penalty 4379.804283 = -982208.092341 nChanged 472 SP:Iteration 2F (6639.810000 sec): 3 clusters Score: Raw -986853.906726 + Penalty 4379.804283 = -982474.102443 nChanged 357 SP:Iteration 3F (6640.020000 sec): 3 clusters Score: Raw -987045.093991 + Penalty 4379.804283 = -982665.289709 nChanged 275 SP:Iteration 4Q (6640.290000 sec): 3 clusters Score: Raw -987206.014839 + Penalty 4379.804283 = -982826.210556 nChanged 272 SP:Iteration 5Q (6640.550000 sec): 3 clusters Score: Raw -987374.606988 + Penalty 4379.804283 = -982994.802705 nChanged 266 SP:Iteration 6Q (6640.850000 sec): 3 clusters Score: Raw -987564.351495 + Penalty 4379.804283 = -983184.547212 nChanged 265 SP:Iteration 7Q (6641.080000 sec): 3 clusters Score: Raw -987761.538154 + Penalty 4379.804283 = -983381.733871 nChanged 271 SP:Iteration 8Q (6641.360000 sec): 3 clusters Score: Raw -987960.585595 + Penalty 4379.804283 = -983580.781312 nChanged 263 SP:Iteration 9Q (6641.610000 sec): 3 clusters Score: Raw -988162.657738 + Penalty 4379.804283 = -983782.853455 nChanged 256 SP:Iteration 10Q (6641.870000 sec): 3 clusters Score: Raw -988339.370279 + Penalty 4379.804283 = -983959.565996 nChanged 220 SP:Iteration 11Q (6642.110000 sec): 3 clusters Score: Raw -988497.210628 + Penalty 4379.804283 = -984117.406345 nChanged 192 SP:Iteration 12Q (6642.350000 sec): 3 clusters Score: Raw -988613.907343 + Penalty 4379.804283 = -984234.103060 nChanged 151 SP:Iteration 13Q (6642.590000 sec): 3 clusters Score: Raw -988698.958055 + Penalty 4379.804283 = -984319.153772 nChanged 135 SP:Iteration 14Q (6642.780000 sec): 3 clusters Score: Raw -988775.556437 + Penalty 4379.804283 = -984395.752154 nChanged 114 SP:Iteration 15Q (6643.010000 sec): 3 clusters Score: Raw -988837.712740 + Penalty 4379.804283 = -984457.908457 nChanged 87 SP:Iteration 16Q (6643.220000 sec): 3 clusters Score: Raw -988892.849970 + Penalty 4379.804283 = -984513.045687 nChanged 88 SP:Iteration 17Q (6643.410000 sec): 3 clusters Score: Raw -988942.485564 + Penalty 4379.804283 = -984562.681281 nChanged 80 SP:Iteration 18Q (6643.610000 sec): 3 clusters Score: Raw -988993.264378 + Penalty 4379.804283 = -984613.460095 nChanged 67 SP:Iteration 19Q (6643.820000 sec): 3 clusters Score: Raw -989028.035960 + Penalty 4379.804283 = -984648.231678 nChanged 56 SP:Iteration 20F (6644.050000 sec): 3 clusters Score: Raw -989063.773214 + Penalty 4379.804283 = -984683.968931 nChanged 49 SP:Iteration 21Q (6644.270000 sec): 3 clusters Score: Raw -989093.294133 + Penalty 4379.804283 = -984713.489850 nChanged 33 SP:Iteration 22Q (6644.500000 sec): 3 clusters Score: Raw -989108.784757 + Penalty 4379.804283 = -984728.980475 nChanged 48 SP:Iteration 23Q (6644.720000 sec): 3 clusters Score: Raw -989133.085702 + Penalty 4379.804283 = -984753.281419 nChanged 37 SP:Iteration 24Q (6644.990000 sec): 3 clusters Score: Raw -989154.323904 + Penalty 4379.804283 = -984774.519621 nChanged 34 SP:Iteration 25Q (6645.190000 sec): 3 clusters Score: Raw -989170.689320 + Penalty 4379.804283 = -984790.885037 nChanged 20 SP:Iteration 26Q (6645.400000 sec): 3 clusters Score: Raw -989179.572514 + Penalty 4379.804283 = -984799.768231 nChanged 19 SP:Iteration 27Q (6645.600000 sec): 3 clusters Score: Raw -989186.347525 + Penalty 4379.804283 = -984806.543243 nChanged 22 SP:Iteration 28Q (6645.800000 sec): 3 clusters Score: Raw -989195.877445 + Penalty 4379.804283 = -984816.073162 nChanged 23 SP:Iteration 29Q (6645.990000 sec): 3 clusters Score: Raw -989206.911245 + Penalty 4379.804283 = -984827.106962 nChanged 28 SP:Iteration 30Q (6646.180000 sec): 3 clusters Score: Raw -989219.878967 + Penalty 4379.804283 = -984840.074684 nChanged 33 SP:Iteration 31Q (6646.390000 sec): 3 clusters Score: Raw -989234.822157 + Penalty 4379.804283 = -984855.017874 nChanged 24 SP:Iteration 32Q (6646.640000 sec): 3 clusters Score: Raw -989246.210765 + Penalty 4379.804283 = -984866.406482 nChanged 19 SP:Iteration 33Q (6646.860000 sec): 3 clusters Score: Raw -989253.876947 + Penalty 4379.804283 = -984874.072665 nChanged 13 SP:Iteration 34Q (6647.120000 sec): 3 clusters Score: Raw -989260.255053 + Penalty 4379.804283 = -984880.450770 nChanged 16 SP:Iteration 35Q (6647.360000 sec): 3 clusters Score: Raw -989268.053887 + Penalty 4379.804283 = -984888.249604 nChanged 8 SP:Iteration 36Q (6647.620000 sec): 3 clusters Score: Raw -989271.423794 + Penalty 4379.804283 = -984891.619511 nChanged 7 SP:Iteration 37Q (6647.790000 sec): 3 clusters Score: Raw -989274.546998 + Penalty 4379.804283 = -984894.742715 nChanged 5 SP:Iteration 38Q (6647.990000 sec): 3 clusters Score: Raw -989275.741275 + Penalty 4379.804283 = -984895.936992 nChanged 3 SP:Iteration 39Q (6648.190000 sec): 3 clusters Score: Raw -989277.149998 + Penalty 4379.804283 = -984897.345716 nChanged 3 SP:Iteration 40F (6648.430000 sec): 3 clusters Score: Raw -989280.401504 + Penalty 4379.804283 = -984900.597221 nChanged 7 SP:Iteration 41Q (6648.630000 sec): 3 clusters Score: Raw -989284.737197 + Penalty 4379.804283 = -984904.932914 nChanged 8 SP:Iteration 42Q (6648.830000 sec): 3 clusters Score: Raw -989289.192814 + Penalty 4379.804283 = -984909.388531 nChanged 8 SP:Iteration 43Q (6649.050000 sec): 3 clusters Score: Raw -989293.589768 + Penalty 4379.804283 = -984913.785485 nChanged 8 SP:Iteration 44Q (6649.250000 sec): 3 clusters Score: Raw -989296.900584 + Penalty 4379.804283 = -984917.096301 nChanged 6 SP:Iteration 45Q (6649.500000 sec): 3 clusters Score: Raw -989299.122574 + Penalty 4379.804283 = -984919.318291 nChanged 7 SP:Iteration 46Q (6649.690000 sec): 3 clusters Score: Raw -989301.710475 + Penalty 4379.804283 = -984921.906192 nChanged 6 SP:Iteration 47Q (6649.920000 sec): 3 clusters Score: Raw -989303.083938 + Penalty 4379.804283 = -984923.279656 nChanged 5 SP:Iteration 48Q (6650.120000 sec): 3 clusters Score: Raw -989304.669790 + Penalty 4379.804283 = -984924.865507 nChanged 6 SP:Iteration 49Q (6650.360000 sec): 3 clusters Score: Raw -989308.055128 + Penalty 4379.804283 = -984928.250845 nChanged 4 SP:Iteration 50Q (6650.550000 sec): 3 clusters Score: Raw -989309.921775 + Penalty 4379.804283 = -984930.117492 nChanged 8 SP:Iteration 51Q (6650.760000 sec): 3 clusters Score: Raw -989313.995296 + Penalty 4379.804283 = -984934.191013 nChanged 12 SP:Iteration 52Q (6651.000000 sec): 3 clusters Score: Raw -989317.681638 + Penalty 4379.804283 = -984937.877355 nChanged 2 SP:Iteration 53Q (6651.190000 sec): 3 clusters Score: Raw -989318.094848 + Penalty 4379.804283 = -984938.290565 nChanged 0 SP:Iteration 54F (6651.410000 sec): 3 clusters Score: Raw -989318.094848 + Penalty 4379.804283 = -984938.290565 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6651.540000 sec): 2 clusters Score: Raw -158170.185674 + Penalty 1716.326533 = -156453.859141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6651.670000 sec): 3 clusters Score: Raw -157988.842877 + Penalty 3432.653066 = -154556.189811 nChanged 251 SP:Iteration 1F (6651.880000 sec): 3 clusters Score: Raw -158349.412519 + Penalty 3432.653066 = -154916.759453 nChanged 97 SP:Iteration 2F (6652.040000 sec): 3 clusters Score: Raw -158490.579460 + Penalty 3432.653066 = -155057.926394 nChanged 52 SP:Iteration 3F (6652.240000 sec): 3 clusters Score: Raw -158566.856391 + Penalty 3432.653066 = -155134.203325 nChanged 38 SP:Iteration 4Q (6652.420000 sec): 3 clusters Score: Raw -158621.879120 + Penalty 3432.653066 = -155189.226054 nChanged 27 SP:Iteration 5Q (6652.620000 sec): 3 clusters Score: Raw -158661.658275 + Penalty 3432.653066 = -155229.005209 nChanged 21 SP:Iteration 6Q (6652.770000 sec): 3 clusters Score: Raw -158698.715320 + Penalty 3432.653066 = -155266.062254 nChanged 21 SP:Iteration 7Q (6653.030000 sec): 3 clusters Score: Raw -158740.729316 + Penalty 3432.653066 = -155308.076250 nChanged 16 SP:Iteration 8Q (6653.190000 sec): 3 clusters Score: Raw -158773.586462 + Penalty 3432.653066 = -155340.933396 nChanged 10 SP:Iteration 9Q (6653.440000 sec): 3 clusters Score: Raw -158791.338084 + Penalty 3432.653066 = -155358.685018 nChanged 11 SP:Iteration 10Q (6653.590000 sec): 3 clusters Score: Raw -158812.250251 + Penalty 3432.653066 = -155379.597185 nChanged 11 SP:Iteration 11Q (6653.770000 sec): 3 clusters Score: Raw -158841.748818 + Penalty 3432.653066 = -155409.095752 nChanged 8 SP:Iteration 12Q (6653.960000 sec): 3 clusters Score: Raw -158857.465979 + Penalty 3432.653066 = -155424.812913 nChanged 4 SP:Iteration 13Q (6654.120000 sec): 3 clusters Score: Raw -158863.487688 + Penalty 3432.653066 = -155430.834622 nChanged 8 SP:Iteration 14Q (6654.310000 sec): 3 clusters Score: Raw -158880.817554 + Penalty 3432.653066 = -155448.164488 nChanged 9 SP:Iteration 15Q (6654.480000 sec): 3 clusters Score: Raw -158892.973449 + Penalty 3432.653066 = -155460.320383 nChanged 8 SP:Iteration 16Q (6654.690000 sec): 3 clusters Score: Raw -158906.743582 + Penalty 3432.653066 = -155474.090516 nChanged 3 SP:Iteration 17Q (6654.840000 sec): 3 clusters Score: Raw -158911.264078 + Penalty 3432.653066 = -155478.611012 nChanged 2 SP:Iteration 18Q (6655.000000 sec): 3 clusters Score: Raw -158913.078574 + Penalty 3432.653066 = -155480.425508 nChanged 5 SP:Iteration 19Q (6655.230000 sec): 3 clusters Score: Raw -158920.441940 + Penalty 3432.653066 = -155487.788874 nChanged 1 SP:Iteration 20F (6655.380000 sec): 3 clusters Score: Raw -158921.661773 + Penalty 3432.653066 = -155489.008707 nChanged 2 SP:Iteration 21Q (6655.570000 sec): 3 clusters Score: Raw -158923.438219 + Penalty 3432.653066 = -155490.785153 nChanged 1 SP:Iteration 22Q (6655.720000 sec): 3 clusters Score: Raw -158925.129400 + Penalty 3432.653066 = -155492.476334 nChanged 1 SP:Iteration 23Q (6655.880000 sec): 3 clusters Score: Raw -158925.991308 + Penalty 3432.653066 = -155493.338242 nChanged 1 SP:Iteration 24Q (6656.100000 sec): 3 clusters Score: Raw -158927.857155 + Penalty 3432.653066 = -155495.204089 nChanged 1 SP:Iteration 25Q (6656.270000 sec): 3 clusters Score: Raw -158930.522245 + Penalty 3432.653066 = -155497.869178 nChanged 2 SP:Iteration 26Q (6656.460000 sec): 3 clusters Score: Raw -158933.908271 + Penalty 3432.653066 = -155501.255205 nChanged 3 SP:Iteration 27Q (6656.650000 sec): 3 clusters Score: Raw -158939.867937 + Penalty 3432.653066 = -155507.214871 nChanged 2 SP:Iteration 28Q (6656.820000 sec): 3 clusters Score: Raw -158943.134421 + Penalty 3432.653066 = -155510.481354 nChanged 1 SP:Iteration 29Q (6657.020000 sec): 3 clusters Score: Raw -158943.822450 + Penalty 3432.653066 = -155511.169383 nChanged 2 SP:Iteration 30Q (6657.210000 sec): 3 clusters Score: Raw -158946.696349 + Penalty 3432.653066 = -155514.043283 nChanged 2 SP:Iteration 31Q (6657.340000 sec): 3 clusters Score: Raw -158950.728784 + Penalty 3432.653066 = -155518.075718 nChanged 2 SP:Iteration 32Q (6657.540000 sec): 3 clusters Score: Raw -158956.411776 + Penalty 3432.653066 = -155523.758709 nChanged 1 SP:Iteration 33Q (6657.770000 sec): 3 clusters Score: Raw -158958.106334 + Penalty 3432.653066 = -155525.453268 nChanged 0 SP:Iteration 34F (6657.990000 sec): 3 clusters Score: Raw -158958.106334 + Penalty 3432.653066 = -155525.453268 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (2453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6658.080000 sec): 2 clusters Score: Raw -342063.562978 + Penalty 1935.656627 = -340127.906351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6658.310000 sec): 3 clusters Score: Raw -341084.246769 + Penalty 3871.313254 = -337212.933515 nChanged 827 SP:Iteration 1F (6658.460000 sec): 3 clusters Score: Raw -341917.594726 + Penalty 3871.313254 = -338046.281472 nChanged 286 SP:Iteration 2F (6658.650000 sec): 3 clusters Score: Raw -342319.845387 + Penalty 3871.313254 = -338448.532133 nChanged 183 SP:Iteration 3F (6658.880000 sec): 3 clusters Score: Raw -342558.162446 + Penalty 3871.313254 = -338686.849192 nChanged 155 SP:Iteration 4F (6659.040000 sec): 3 clusters Score: Raw -342769.971786 + Penalty 3871.313254 = -338898.658532 nChanged 125 SP:Iteration 5F (6659.250000 sec): 3 clusters Score: Raw -342909.399506 + Penalty 3871.313254 = -339038.086252 nChanged 84 SP:Iteration 6Q (6659.400000 sec): 3 clusters Score: Raw -343001.475601 + Penalty 3871.313254 = -339130.162347 nChanged 61 SP:Iteration 7Q (6659.540000 sec): 3 clusters Score: Raw -343068.976046 + Penalty 3871.313254 = -339197.662792 nChanged 46 SP:Iteration 8Q (6659.740000 sec): 3 clusters Score: Raw -343107.294700 + Penalty 3871.313254 = -339235.981446 nChanged 28 SP:Iteration 9Q (6659.900000 sec): 3 clusters Score: Raw -343131.252422 + Penalty 3871.313254 = -339259.939168 nChanged 21 SP:Iteration 10Q (6660.110000 sec): 3 clusters Score: Raw -343145.049083 + Penalty 3871.313254 = -339273.735829 nChanged 19 SP:Iteration 11Q (6660.280000 sec): 3 clusters Score: Raw -343157.372286 + Penalty 3871.313254 = -339286.059032 nChanged 20 SP:Iteration 12Q (6660.470000 sec): 3 clusters Score: Raw -343177.883168 + Penalty 3871.313254 = -339306.569914 nChanged 26 SP:Iteration 13Q (6660.680000 sec): 3 clusters Score: Raw -343213.722908 + Penalty 3871.313254 = -339342.409654 nChanged 25 SP:Iteration 14Q (6660.870000 sec): 3 clusters Score: Raw -343236.892700 + Penalty 3871.313254 = -339365.579446 nChanged 24 SP:Iteration 15Q (6661.060000 sec): 3 clusters Score: Raw -343257.128030 + Penalty 3871.313254 = -339385.814776 nChanged 19 SP:Iteration 16Q (6661.240000 sec): 3 clusters Score: Raw -343278.037967 + Penalty 3871.313254 = -339406.724713 nChanged 16 SP:Iteration 17Q (6661.390000 sec): 3 clusters Score: Raw -343293.042119 + Penalty 3871.313254 = -339421.728865 nChanged 9 SP:Iteration 18Q (6661.570000 sec): 3 clusters Score: Raw -343300.452506 + Penalty 3871.313254 = -339429.139252 nChanged 8 SP:Iteration 19Q (6661.760000 sec): 3 clusters Score: Raw -343305.589607 + Penalty 3871.313254 = -339434.276353 nChanged 3 SP:Iteration 20F (6661.920000 sec): 3 clusters Score: Raw -343307.496794 + Penalty 3871.313254 = -339436.183540 nChanged 3 SP:Iteration 21Q (6662.060000 sec): 3 clusters Score: Raw -343309.726446 + Penalty 3871.313254 = -339438.413192 nChanged 3 SP:Iteration 22Q (6662.260000 sec): 3 clusters Score: Raw -343311.246673 + Penalty 3871.313254 = -339439.933419 nChanged 1 SP:Iteration 23Q (6662.400000 sec): 3 clusters Score: Raw -343311.566348 + Penalty 3871.313254 = -339440.253094 nChanged 2 SP:Iteration 24Q (6662.580000 sec): 3 clusters Score: Raw -343312.113640 + Penalty 3871.313254 = -339440.800386 nChanged 3 SP:Iteration 25Q (6662.760000 sec): 3 clusters Score: Raw -343313.267862 + Penalty 3871.313254 = -339441.954608 nChanged 1 SP:Iteration 26Q (6662.910000 sec): 3 clusters Score: Raw -343313.573445 + Penalty 3871.313254 = -339442.260191 nChanged 0 SP:Iteration 27F (6663.090000 sec): 3 clusters Score: Raw -343313.573445 + Penalty 3871.313254 = -339442.260191 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (10722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6663.250000 sec): 2 clusters Score: Raw -1624851.611154 + Penalty 2301.453140 = -1622550.158014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6663.500000 sec): 3 clusters Score: Raw -1619062.447967 + Penalty 4602.906280 = -1614459.541687 nChanged 4478 SP:Iteration 1F (6663.740000 sec): 3 clusters Score: Raw -1621483.324585 + Penalty 4602.906280 = -1616880.418305 nChanged 792 SP:Iteration 2F (6664.010000 sec): 3 clusters Score: Raw -1621995.885443 + Penalty 4602.906280 = -1617392.979162 nChanged 737 SP:Iteration 3F (6664.220000 sec): 3 clusters Score: Raw -1622564.012237 + Penalty 4602.906280 = -1617961.105957 nChanged 760 SP:Iteration 4F (6664.450000 sec): 3 clusters Score: Raw -1623263.141312 + Penalty 4602.906280 = -1618660.235032 nChanged 779 SP:Iteration 5F (6664.700000 sec): 3 clusters Score: Raw -1623996.884959 + Penalty 4602.906280 = -1619393.978678 nChanged 728 SP:Iteration 6F (6664.920000 sec): 3 clusters Score: Raw -1624626.858973 + Penalty 4602.906280 = -1620023.952693 nChanged 542 SP:Iteration 7F (6665.210000 sec): 3 clusters Score: Raw -1625016.573041 + Penalty 4602.906280 = -1620413.666761 nChanged 377 SP:Iteration 8Q (6665.430000 sec): 3 clusters Score: Raw -1625244.567868 + Penalty 4602.906280 = -1620641.661588 nChanged 273 SP:Iteration 9Q (6665.700000 sec): 3 clusters Score: Raw -1625401.877059 + Penalty 4602.906280 = -1620798.970779 nChanged 200 SP:Iteration 10Q (6666.010000 sec): 3 clusters Score: Raw -1625505.460398 + Penalty 4602.906280 = -1620902.554118 nChanged 148 SP:Iteration 11Q (6666.230000 sec): 3 clusters Score: Raw -1625571.973652 + Penalty 4602.906280 = -1620969.067371 nChanged 104 SP:Iteration 12Q (6666.510000 sec): 3 clusters Score: Raw -1625615.782166 + Penalty 4602.906280 = -1621012.875886 nChanged 94 SP:Iteration 13Q (6666.780000 sec): 3 clusters Score: Raw -1625658.103033 + Penalty 4602.906280 = -1621055.196753 nChanged 85 SP:Iteration 14Q (6667.040000 sec): 3 clusters Score: Raw -1625691.488002 + Penalty 4602.906280 = -1621088.581722 nChanged 63 SP:Iteration 15Q (6667.250000 sec): 3 clusters Score: Raw -1625715.159398 + Penalty 4602.906280 = -1621112.253118 nChanged 62 SP:Iteration 16Q (6667.530000 sec): 3 clusters Score: Raw -1625741.623951 + Penalty 4602.906280 = -1621138.717670 nChanged 80 SP:Iteration 17Q (6667.780000 sec): 3 clusters Score: Raw -1625770.137352 + Penalty 4602.906280 = -1621167.231071 nChanged 64 SP:Iteration 18Q (6668.030000 sec): 3 clusters Score: Raw -1625792.187007 + Penalty 4602.906280 = -1621189.280727 nChanged 62 SP:Iteration 19Q (6668.270000 sec): 3 clusters Score: Raw -1625812.303234 + Penalty 4602.906280 = -1621209.396954 nChanged 47 SP:Iteration 20F (6668.580000 sec): 3 clusters Score: Raw -1625827.878837 + Penalty 4602.906280 = -1621224.972557 nChanged 48 SP:Iteration 21Q (6668.800000 sec): 3 clusters Score: Raw -1625843.508377 + Penalty 4602.906280 = -1621240.602097 nChanged 45 SP:Iteration 22Q (6669.010000 sec): 3 clusters Score: Raw -1625858.049811 + Penalty 4602.906280 = -1621255.143531 nChanged 42 SP:Iteration 23Q (6669.220000 sec): 3 clusters Score: Raw -1625869.627442 + Penalty 4602.906280 = -1621266.721162 nChanged 36 SP:Iteration 24Q (6669.450000 sec): 3 clusters Score: Raw -1625880.551479 + Penalty 4602.906280 = -1621277.645199 nChanged 32 SP:Iteration 25Q (6669.680000 sec): 3 clusters Score: Raw -1625891.085771 + Penalty 4602.906280 = -1621288.179491 nChanged 31 SP:Iteration 26Q (6669.940000 sec): 3 clusters Score: Raw -1625899.499198 + Penalty 4602.906280 = -1621296.592917 nChanged 22 SP:Iteration 27Q (6670.250000 sec): 3 clusters Score: Raw -1625904.372042 + Penalty 4602.906280 = -1621301.465761 nChanged 23 SP:Iteration 28Q (6670.510000 sec): 3 clusters Score: Raw -1625909.900558 + Penalty 4602.906280 = -1621306.994278 nChanged 28 SP:Iteration 29Q (6670.750000 sec): 3 clusters Score: Raw -1625918.754429 + Penalty 4602.906280 = -1621315.848149 nChanged 29 SP:Iteration 30Q (6670.990000 sec): 3 clusters Score: Raw -1625926.676066 + Penalty 4602.906280 = -1621323.769786 nChanged 28 SP:Iteration 31Q (6671.200000 sec): 3 clusters Score: Raw -1625935.243232 + Penalty 4602.906280 = -1621332.336952 nChanged 30 SP:Iteration 32Q (6671.480000 sec): 3 clusters Score: Raw -1625944.952395 + Penalty 4602.906280 = -1621342.046115 nChanged 32 SP:Iteration 33Q (6671.750000 sec): 3 clusters Score: Raw -1625955.981111 + Penalty 4602.906280 = -1621353.074830 nChanged 31 SP:Iteration 34Q (6671.960000 sec): 3 clusters Score: Raw -1625965.425168 + Penalty 4602.906280 = -1621362.518888 nChanged 25 SP:Iteration 35Q (6672.200000 sec): 3 clusters Score: Raw -1625972.511319 + Penalty 4602.906280 = -1621369.605039 nChanged 16 SP:Iteration 36Q (6672.420000 sec): 3 clusters Score: Raw -1625977.709055 + Penalty 4602.906280 = -1621374.802775 nChanged 17 SP:Iteration 37Q (6672.690000 sec): 3 clusters Score: Raw -1625982.562165 + Penalty 4602.906280 = -1621379.655884 nChanged 16 SP:Iteration 38Q (6672.930000 sec): 3 clusters Score: Raw -1625986.944938 + Penalty 4602.906280 = -1621384.038657 nChanged 18 SP:Iteration 39Q (6673.170000 sec): 3 clusters Score: Raw -1625991.738032 + Penalty 4602.906280 = -1621388.831752 nChanged 17 SP:Iteration 40F (6673.480000 sec): 3 clusters Score: Raw -1625995.660568 + Penalty 4602.906280 = -1621392.754288 nChanged 11 SP:Iteration 41Q (6673.720000 sec): 3 clusters Score: Raw -1625998.755180 + Penalty 4602.906280 = -1621395.848900 nChanged 10 SP:Iteration 42Q (6673.990000 sec): 3 clusters Score: Raw -1626000.704273 + Penalty 4602.906280 = -1621397.797993 nChanged 7 SP:Iteration 43Q (6674.230000 sec): 3 clusters Score: Raw -1626002.329727 + Penalty 4602.906280 = -1621399.423447 nChanged 6 SP:Iteration 44Q (6674.520000 sec): 3 clusters Score: Raw -1626003.475234 + Penalty 4602.906280 = -1621400.568954 nChanged 2 SP:Iteration 45Q (6674.760000 sec): 3 clusters Score: Raw -1626003.848314 + Penalty 4602.906280 = -1621400.942034 nChanged 1 SP:Iteration 46Q (6675.040000 sec): 3 clusters Score: Raw -1626003.953726 + Penalty 4602.906280 = -1621401.047446 nChanged 0 SP:Iteration 47F (6675.240000 sec): 3 clusters Score: Raw -1626003.953726 + Penalty 4602.906280 = -1621401.047446 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6675.390000 sec): 2 clusters Score: Raw -102255.223726 + Penalty 1619.657652 = -100635.566074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6675.560000 sec): 3 clusters Score: Raw -102198.836023 + Penalty 3239.315303 = -98959.520720 nChanged 129 SP:Iteration 1F (6675.740000 sec): 3 clusters Score: Raw -102391.555839 + Penalty 3239.315303 = -99152.240536 nChanged 30 SP:Iteration 2Q (6675.960000 sec): 3 clusters Score: Raw -102444.186449 + Penalty 3239.315303 = -99204.871145 nChanged 10 SP:Iteration 3Q (6676.120000 sec): 3 clusters Score: Raw -102462.965494 + Penalty 3239.315303 = -99223.650190 nChanged 10 SP:Iteration 4Q (6676.320000 sec): 3 clusters Score: Raw -102479.283554 + Penalty 3239.315303 = -99239.968251 nChanged 6 SP:Iteration 5Q (6676.530000 sec): 3 clusters Score: Raw -102494.477692 + Penalty 3239.315303 = -99255.162388 nChanged 8 SP:Iteration 6Q (6676.680000 sec): 3 clusters Score: Raw -102508.701044 + Penalty 3239.315303 = -99269.385740 nChanged 6 SP:Iteration 7Q (6676.860000 sec): 3 clusters Score: Raw -102526.386879 + Penalty 3239.315303 = -99287.071575 nChanged 3 SP:Iteration 8Q (6677.060000 sec): 3 clusters Score: Raw -102530.757906 + Penalty 3239.315303 = -99291.442603 nChanged 1 SP:Iteration 9Q (6677.240000 sec): 3 clusters Score: Raw -102532.290276 + Penalty 3239.315303 = -99292.974973 nChanged 0 SP:Iteration 10F (6677.470000 sec): 3 clusters Score: Raw -102532.290276 + Penalty 3239.315303 = -99292.974973 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6677.610000 sec): 2 clusters Score: Raw -34877.929736 + Penalty 1363.297720 = -33514.632016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6677.770000 sec): 3 clusters Score: Raw -35051.082270 + Penalty 2726.595440 = -32324.486830 nChanged 29 SP:Iteration 1F (6677.970000 sec): 3 clusters Score: Raw -35177.606750 + Penalty 2726.595440 = -32451.011310 nChanged 3 SP:Iteration 2Q (6678.180000 sec): 3 clusters Score: Raw -35183.511808 + Penalty 2726.595440 = -32456.916368 nChanged 1 SP:Iteration 3Q (6678.390000 sec): 3 clusters Score: Raw -35186.198182 + Penalty 2726.595440 = -32459.602743 nChanged 1 SP:Iteration 4Q (6678.550000 sec): 3 clusters Score: Raw -35189.692856 + Penalty 2726.595440 = -32463.097416 nChanged 0 SP:Iteration 5F (6678.700000 sec): 3 clusters Score: Raw -35189.692856 + Penalty 2726.595440 = -32463.097416 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6678.810000 sec): 2 clusters Score: Raw -60215.823749 + Penalty 1500.918114 = -58714.905635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6679.010000 sec): 3 clusters Score: Raw -60281.903842 + Penalty 3001.836228 = -57280.067614 nChanged 65 SP:Iteration 1F (6679.230000 sec): 3 clusters Score: Raw -60436.678027 + Penalty 3001.836228 = -57434.841800 nChanged 19 SP:Iteration 2Q (6679.410000 sec): 3 clusters Score: Raw -60484.149504 + Penalty 3001.836228 = -57482.313276 nChanged 5 SP:Iteration 3Q (6679.580000 sec): 3 clusters Score: Raw -60498.551801 + Penalty 3001.836228 = -57496.715574 nChanged 2 SP:Iteration 4Q (6679.780000 sec): 3 clusters Score: Raw -60501.671715 + Penalty 3001.836228 = -57499.835488 nChanged 0 SP:Iteration 5F (6679.920000 sec): 3 clusters Score: Raw -60501.671715 + Penalty 3001.836228 = -57499.835488 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (2826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6680.020000 sec): 2 clusters Score: Raw -400796.424358 + Penalty 1970.761156 = -398825.663202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6680.260000 sec): 3 clusters Score: Raw -399637.237607 + Penalty 3941.522311 = -395695.715295 nChanged 986 SP:Iteration 1F (6680.480000 sec): 3 clusters Score: Raw -400405.990718 + Penalty 3941.522311 = -396464.468406 nChanged 267 SP:Iteration 2F (6680.660000 sec): 3 clusters Score: Raw -400681.266923 + Penalty 3941.522311 = -396739.744612 nChanged 155 SP:Iteration 3F (6680.850000 sec): 3 clusters Score: Raw -400842.929991 + Penalty 3941.522311 = -396901.407680 nChanged 144 SP:Iteration 4F (6681.050000 sec): 3 clusters Score: Raw -400973.820098 + Penalty 3941.522311 = -397032.297787 nChanged 110 SP:Iteration 5Q (6681.310000 sec): 3 clusters Score: Raw -401085.883820 + Penalty 3941.522311 = -397144.361509 nChanged 100 SP:Iteration 6Q (6681.500000 sec): 3 clusters Score: Raw -401176.246009 + Penalty 3941.522311 = -397234.723698 nChanged 90 SP:Iteration 7Q (6681.700000 sec): 3 clusters Score: Raw -401256.823295 + Penalty 3941.522311 = -397315.300984 nChanged 79 SP:Iteration 8Q (6681.880000 sec): 3 clusters Score: Raw -401335.322807 + Penalty 3941.522311 = -397393.800496 nChanged 71 SP:Iteration 9Q (6682.140000 sec): 3 clusters Score: Raw -401420.862860 + Penalty 3941.522311 = -397479.340548 nChanged 78 SP:Iteration 10Q (6682.350000 sec): 3 clusters Score: Raw -401509.409378 + Penalty 3941.522311 = -397567.887067 nChanged 73 SP:Iteration 11Q (6682.520000 sec): 3 clusters Score: Raw -401594.227953 + Penalty 3941.522311 = -397652.705642 nChanged 81 SP:Iteration 12Q (6682.750000 sec): 3 clusters Score: Raw -401728.672767 + Penalty 3941.522311 = -397787.150456 nChanged 91 SP:Iteration 13Q (6682.910000 sec): 3 clusters Score: Raw -401872.445305 + Penalty 3941.522311 = -397930.922994 nChanged 84 SP:Iteration 14Q (6683.140000 sec): 3 clusters Score: Raw -402040.109508 + Penalty 3941.522311 = -398098.587197 nChanged 75 SP:Iteration 15Q (6683.300000 sec): 3 clusters Score: Raw -402159.958552 + Penalty 3941.522311 = -398218.436240 nChanged 74 SP:Iteration 16Q (6683.530000 sec): 3 clusters Score: Raw -402287.051642 + Penalty 3941.522311 = -398345.529330 nChanged 58 SP:Iteration 17Q (6683.710000 sec): 3 clusters Score: Raw -402380.915107 + Penalty 3941.522311 = -398439.392796 nChanged 46 SP:Iteration 18Q (6683.870000 sec): 3 clusters Score: Raw -402479.759813 + Penalty 3941.522311 = -398538.237501 nChanged 36 SP:Iteration 19Q (6684.100000 sec): 3 clusters Score: Raw -402540.734960 + Penalty 3941.522311 = -398599.212649 nChanged 27 SP:Iteration 20F (6684.260000 sec): 3 clusters Score: Raw -402577.312924 + Penalty 3941.522311 = -398635.790613 nChanged 17 SP:Iteration 21Q (6684.470000 sec): 3 clusters Score: Raw -402621.598542 + Penalty 3941.522311 = -398680.076230 nChanged 22 SP:Iteration 22Q (6684.660000 sec): 3 clusters Score: Raw -402653.893824 + Penalty 3941.522311 = -398712.371513 nChanged 16 SP:Iteration 23Q (6684.880000 sec): 3 clusters Score: Raw -402674.066274 + Penalty 3941.522311 = -398732.543962 nChanged 11 SP:Iteration 24Q (6685.080000 sec): 3 clusters Score: Raw -402682.013695 + Penalty 3941.522311 = -398740.491384 nChanged 4 SP:Iteration 25Q (6685.300000 sec): 3 clusters Score: Raw -402684.655251 + Penalty 3941.522311 = -398743.132940 nChanged 1 SP:Iteration 26Q (6685.500000 sec): 3 clusters Score: Raw -402686.422921 + Penalty 3941.522311 = -398744.900609 nChanged 0 SP:Iteration 27F (6685.710000 sec): 3 clusters Score: Raw -402686.422921 + Penalty 3941.522311 = -398744.900609 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (11421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6685.840000 sec): 2 clusters Score: Raw -1759447.809553 + Penalty 2317.115843 = -1757130.693710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6686.120000 sec): 3 clusters Score: Raw -1753160.234346 + Penalty 4634.231686 = -1748526.002660 nChanged 4846 SP:Iteration 1F (6686.430000 sec): 3 clusters Score: Raw -1755744.220120 + Penalty 4634.231686 = -1751109.988433 nChanged 726 SP:Iteration 2F (6686.660000 sec): 3 clusters Score: Raw -1756112.207142 + Penalty 4634.231686 = -1751477.975456 nChanged 620 SP:Iteration 3F (6686.930000 sec): 3 clusters Score: Raw -1756427.579233 + Penalty 4634.231686 = -1751793.347547 nChanged 622 SP:Iteration 4F (6687.170000 sec): 3 clusters Score: Raw -1756776.349315 + Penalty 4634.231686 = -1752142.117628 nChanged 610 SP:Iteration 5F (6687.410000 sec): 3 clusters Score: Raw -1757145.910378 + Penalty 4634.231686 = -1752511.678692 nChanged 600 SP:Iteration 6F (6687.640000 sec): 3 clusters Score: Raw -1757534.369751 + Penalty 4634.231686 = -1752900.138064 nChanged 618 SP:Iteration 7F (6687.910000 sec): 3 clusters Score: Raw -1757930.894972 + Penalty 4634.231686 = -1753296.663286 nChanged 536 SP:Iteration 8Q (6688.140000 sec): 3 clusters Score: Raw -1758299.524956 + Penalty 4634.231686 = -1753665.293270 nChanged 497 SP:Iteration 9Q (6688.410000 sec): 3 clusters Score: Raw -1758634.904946 + Penalty 4634.231686 = -1754000.673259 nChanged 432 SP:Iteration 10Q (6688.700000 sec): 3 clusters Score: Raw -1758909.872803 + Penalty 4634.231686 = -1754275.641117 nChanged 346 SP:Iteration 11Q (6688.940000 sec): 3 clusters Score: Raw -1759141.398329 + Penalty 4634.231686 = -1754507.166643 nChanged 290 SP:Iteration 12Q (6689.200000 sec): 3 clusters Score: Raw -1759322.302797 + Penalty 4634.231686 = -1754688.071111 nChanged 230 SP:Iteration 13Q (6689.460000 sec): 3 clusters Score: Raw -1759455.646713 + Penalty 4634.231686 = -1754821.415026 nChanged 157 SP:Iteration 14Q (6689.670000 sec): 3 clusters Score: Raw -1759547.568262 + Penalty 4634.231686 = -1754913.336576 nChanged 126 SP:Iteration 15Q (6689.960000 sec): 3 clusters Score: Raw -1759614.815534 + Penalty 4634.231686 = -1754980.583848 nChanged 96 SP:Iteration 16Q (6690.230000 sec): 3 clusters Score: Raw -1759670.576567 + Penalty 4634.231686 = -1755036.344881 nChanged 70 SP:Iteration 17Q (6690.500000 sec): 3 clusters Score: Raw -1759712.543852 + Penalty 4634.231686 = -1755078.312165 nChanged 48 SP:Iteration 18Q (6690.770000 sec): 3 clusters Score: Raw -1759742.234343 + Penalty 4634.231686 = -1755108.002656 nChanged 46 SP:Iteration 19Q (6691.000000 sec): 3 clusters Score: Raw -1759766.961728 + Penalty 4634.231686 = -1755132.730042 nChanged 37 SP:Iteration 20F (6691.250000 sec): 3 clusters Score: Raw -1759790.625740 + Penalty 4634.231686 = -1755156.394053 nChanged 35 SP:Iteration 21Q (6691.530000 sec): 3 clusters Score: Raw -1759814.732709 + Penalty 4634.231686 = -1755180.501023 nChanged 37 SP:Iteration 22Q (6691.840000 sec): 3 clusters Score: Raw -1759836.028344 + Penalty 4634.231686 = -1755201.796657 nChanged 17 SP:Iteration 23Q (6692.080000 sec): 3 clusters Score: Raw -1759845.053878 + Penalty 4634.231686 = -1755210.822192 nChanged 14 SP:Iteration 24Q (6692.360000 sec): 3 clusters Score: Raw -1759852.135627 + Penalty 4634.231686 = -1755217.903941 nChanged 10 SP:Iteration 25Q (6692.590000 sec): 3 clusters Score: Raw -1759858.165433 + Penalty 4634.231686 = -1755223.933746 nChanged 12 SP:Iteration 26Q (6692.840000 sec): 3 clusters Score: Raw -1759864.828673 + Penalty 4634.231686 = -1755230.596987 nChanged 5 SP:Iteration 27Q (6693.090000 sec): 3 clusters Score: Raw -1759867.332684 + Penalty 4634.231686 = -1755233.100997 nChanged 8 SP:Iteration 28Q (6693.310000 sec): 3 clusters Score: Raw -1759870.574746 + Penalty 4634.231686 = -1755236.343060 nChanged 6 SP:Iteration 29Q (6693.620000 sec): 3 clusters Score: Raw -1759872.810401 + Penalty 4634.231686 = -1755238.578715 nChanged 4 SP:Iteration 30Q (6693.830000 sec): 3 clusters Score: Raw -1759874.800787 + Penalty 4634.231686 = -1755240.569101 nChanged 3 SP:Iteration 31Q (6694.070000 sec): 3 clusters Score: Raw -1759875.690826 + Penalty 4634.231686 = -1755241.459140 nChanged 2 SP:Iteration 32Q (6694.370000 sec): 3 clusters Score: Raw -1759876.327025 + Penalty 4634.231686 = -1755242.095338 nChanged 2 SP:Iteration 33Q (6694.600000 sec): 3 clusters Score: Raw -1759877.312191 + Penalty 4634.231686 = -1755243.080504 nChanged 0 SP:Iteration 34F (6694.890000 sec): 3 clusters Score: Raw -1759877.312191 + Penalty 4634.231686 = -1755243.080504 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (145026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6695.660000 sec): 2 clusters Score: Raw -21970100.985442 + Penalty 2947.397742 = -21967153.587700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6696.600000 sec): 3 clusters Score: Raw -21875804.700144 + Penalty 5894.795485 = -21869909.904660 nChanged 69307 SP:Iteration 1F (6697.490000 sec): 3 clusters Score: Raw -21916239.720878 + Penalty 5894.795485 = -21910344.925394 nChanged 4612 SP:Iteration 2Q (6698.500000 sec): 3 clusters Score: Raw -21917428.997477 + Penalty 5894.795485 = -21911534.201992 nChanged 5108 SP:Iteration 3Q (6699.510000 sec): 3 clusters Score: Raw -21919015.434798 + Penalty 5894.795485 = -21913120.639314 nChanged 5887 SP:Iteration 4Q (6700.480000 sec): 3 clusters Score: Raw -21921393.313212 + Penalty 5894.795485 = -21915498.517727 nChanged 7258 SP:Iteration 5F (6701.460000 sec): 3 clusters Score: Raw -21925156.745247 + Penalty 5894.795485 = -21919261.949763 nChanged 8861 SP:Iteration 6F (6702.400000 sec): 3 clusters Score: Raw -21931057.384544 + Penalty 5894.795485 = -21925162.589060 nChanged 10394 SP:Iteration 7F (6703.380000 sec): 3 clusters Score: Raw -21939387.871807 + Penalty 5894.795485 = -21933493.076323 nChanged 10576 SP:Iteration 8F (6704.390000 sec): 3 clusters Score: Raw -21948645.936866 + Penalty 5894.795485 = -21942751.141381 nChanged 8955 SP:Iteration 9F (6705.380000 sec): 3 clusters Score: Raw -21956461.463325 + Penalty 5894.795485 = -21950566.667841 nChanged 6597 SP:Iteration 10Q (6706.240000 sec): 3 clusters Score: Raw -21962135.539484 + Penalty 5894.795485 = -21956240.743999 nChanged 4436 SP:Iteration 11Q (6707.160000 sec): 3 clusters Score: Raw -21965831.519565 + Penalty 5894.795485 = -21959936.724080 nChanged 2647 SP:Iteration 12Q (6708.040000 sec): 3 clusters Score: Raw -21967948.134782 + Penalty 5894.795485 = -21962053.339298 nChanged 1526 SP:Iteration 13Q (6708.840000 sec): 3 clusters Score: Raw -21969086.947266 + Penalty 5894.795485 = -21963192.151781 nChanged 851 SP:Iteration 14Q (6709.580000 sec): 3 clusters Score: Raw -21969714.988526 + Penalty 5894.795485 = -21963820.193041 nChanged 489 SP:Iteration 15Q (6710.420000 sec): 3 clusters Score: Raw -21970056.526273 + Penalty 5894.795485 = -21964161.730788 nChanged 278 SP:Iteration 16Q (6711.300000 sec): 3 clusters Score: Raw -21970249.383933 + Penalty 5894.795485 = -21964354.588448 nChanged 183 SP:Iteration 17Q (6712.280000 sec): 3 clusters Score: Raw -21970373.808754 + Penalty 5894.795485 = -21964479.013269 nChanged 118 SP:Iteration 18Q (6713.140000 sec): 3 clusters Score: Raw -21970445.376943 + Penalty 5894.795485 = -21964550.581459 nChanged 85 SP:Iteration 19Q (6714.010000 sec): 3 clusters Score: Raw -21970500.071034 + Penalty 5894.795485 = -21964605.275549 nChanged 53 SP:Iteration 20F (6715.000000 sec): 3 clusters Score: Raw -21970531.453387 + Penalty 5894.795485 = -21964636.657902 nChanged 42 SP:Iteration 21Q (6715.850000 sec): 3 clusters Score: Raw -21970555.657213 + Penalty 5894.795485 = -21964660.861728 nChanged 37 SP:Iteration 22Q (6716.690000 sec): 3 clusters Score: Raw -21970579.215801 + Penalty 5894.795485 = -21964684.420317 nChanged 31 SP:Iteration 23Q (6717.480000 sec): 3 clusters Score: Raw -21970596.965796 + Penalty 5894.795485 = -21964702.170312 nChanged 18 SP:Iteration 24Q (6718.290000 sec): 3 clusters Score: Raw -21970605.730704 + Penalty 5894.795485 = -21964710.935219 nChanged 18 SP:Iteration 25Q (6719.030000 sec): 3 clusters Score: Raw -21970616.774308 + Penalty 5894.795485 = -21964721.978823 nChanged 20 SP:Iteration 26Q (6719.810000 sec): 3 clusters Score: Raw -21970625.274123 + Penalty 5894.795485 = -21964730.478639 nChanged 9 SP:Iteration 27Q (6720.590000 sec): 3 clusters Score: Raw -21970630.639249 + Penalty 5894.795485 = -21964735.843764 nChanged 10 SP:Iteration 28Q (6721.360000 sec): 3 clusters Score: Raw -21970635.483968 + Penalty 5894.795485 = -21964740.688483 nChanged 8 SP:Iteration 29Q (6722.150000 sec): 3 clusters Score: Raw -21970640.301073 + Penalty 5894.795485 = -21964745.505589 nChanged 7 SP:Iteration 30Q (6723.000000 sec): 3 clusters Score: Raw -21970645.003692 + Penalty 5894.795485 = -21964750.208208 nChanged 8 SP:Iteration 31Q (6723.870000 sec): 3 clusters Score: Raw -21970648.198315 + Penalty 5894.795485 = -21964753.402831 nChanged 7 SP:Iteration 32Q (6724.640000 sec): 3 clusters Score: Raw -21970650.965488 + Penalty 5894.795485 = -21964756.170003 nChanged 4 SP:Iteration 33Q (6725.470000 sec): 3 clusters Score: Raw -21970652.947172 + Penalty 5894.795485 = -21964758.151687 nChanged 3 SP:Iteration 34Q (6726.270000 sec): 3 clusters Score: Raw -21970654.004874 + Penalty 5894.795485 = -21964759.209389 nChanged 4 SP:Iteration 35Q (6727.060000 sec): 3 clusters Score: Raw -21970655.868124 + Penalty 5894.795485 = -21964761.072640 nChanged 4 SP:Iteration 36Q (6727.830000 sec): 3 clusters Score: Raw -21970657.444327 + Penalty 5894.795485 = -21964762.648843 nChanged 0 SP:Iteration 37F (6728.770000 sec): 3 clusters Score: Raw -21970657.444327 + Penalty 5894.795485 = -21964762.648843 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6728.920000 sec): 2 clusters Score: Raw -88569.350579 + Penalty 1593.769137 = -86975.581442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6729.150000 sec): 3 clusters Score: Raw -88518.898048 + Penalty 3187.538275 = -85331.359773 nChanged 122 SP:Iteration 1F (6729.320000 sec): 3 clusters Score: Raw -88725.234799 + Penalty 3187.538275 = -85537.696524 nChanged 32 SP:Iteration 2F (6729.510000 sec): 3 clusters Score: Raw -88793.667339 + Penalty 3187.538275 = -85606.129065 nChanged 12 SP:Iteration 3Q (6729.640000 sec): 3 clusters Score: Raw -88818.215419 + Penalty 3187.538275 = -85630.677144 nChanged 7 SP:Iteration 4Q (6729.840000 sec): 3 clusters Score: Raw -88834.230541 + Penalty 3187.538275 = -85646.692266 nChanged 6 SP:Iteration 5Q (6730.020000 sec): 3 clusters Score: Raw -88845.040929 + Penalty 3187.538275 = -85657.502654 nChanged 7 SP:Iteration 6Q (6730.210000 sec): 3 clusters Score: Raw -88859.767220 + Penalty 3187.538275 = -85672.228945 nChanged 3 SP:Iteration 7Q (6730.440000 sec): 3 clusters Score: Raw -88863.751971 + Penalty 3187.538275 = -85676.213696 nChanged 1 SP:Iteration 8Q (6730.630000 sec): 3 clusters Score: Raw -88866.069854 + Penalty 3187.538275 = -85678.531579 nChanged 0 SP:Iteration 9F (6730.810000 sec): 3 clusters Score: Raw -88866.069854 + Penalty 3187.538275 = -85678.531579 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6730.870000 sec): 2 clusters Score: Raw -13444.605185 + Penalty 1149.412789 = -12295.192396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6731.100000 sec): 3 clusters Score: Raw -13936.697241 + Penalty 2298.825578 = -11637.871663 nChanged 1 SP:Iteration 1Q (6731.300000 sec): 3 clusters Score: Raw -13951.912731 + Penalty 2298.825578 = -11653.087153 nChanged 0 SP:Iteration 2F (6731.480000 sec): 3 clusters Score: Raw -13951.912731 + Penalty 2298.825578 = -11653.087153 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (18066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6731.630000 sec): 2 clusters Score: Raw -2722595.931133 + Penalty 2430.843175 = -2720165.087957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6731.980000 sec): 3 clusters Score: Raw -2712159.696190 + Penalty 4861.686351 = -2707298.009839 nChanged 7913 SP:Iteration 1F (6732.240000 sec): 3 clusters Score: Raw -2716406.859188 + Penalty 4861.686351 = -2711545.172837 nChanged 1112 SP:Iteration 2F (6732.540000 sec): 3 clusters Score: Raw -2716906.669746 + Penalty 4861.686351 = -2712044.983395 nChanged 1039 SP:Iteration 3F (6732.830000 sec): 3 clusters Score: Raw -2717413.124514 + Penalty 4861.686351 = -2712551.438164 nChanged 986 SP:Iteration 4F (6733.060000 sec): 3 clusters Score: Raw -2717901.705040 + Penalty 4861.686351 = -2713040.018689 nChanged 959 SP:Iteration 5F (6733.350000 sec): 3 clusters Score: Raw -2718407.013716 + Penalty 4861.686351 = -2713545.327365 nChanged 932 SP:Iteration 6F (6733.620000 sec): 3 clusters Score: Raw -2718899.894083 + Penalty 4861.686351 = -2714038.207732 nChanged 879 SP:Iteration 7Q (6733.970000 sec): 3 clusters Score: Raw -2719362.021978 + Penalty 4861.686351 = -2714500.335627 nChanged 797 SP:Iteration 8Q (6734.280000 sec): 3 clusters Score: Raw -2719787.629045 + Penalty 4861.686351 = -2714925.942694 nChanged 766 SP:Iteration 9Q (6734.580000 sec): 3 clusters Score: Raw -2720225.461639 + Penalty 4861.686351 = -2715363.775288 nChanged 699 SP:Iteration 10Q (6734.880000 sec): 3 clusters Score: Raw -2720651.595811 + Penalty 4861.686351 = -2715789.909460 nChanged 618 SP:Iteration 11Q (6735.180000 sec): 3 clusters Score: Raw -2721046.382127 + Penalty 4861.686351 = -2716184.695776 nChanged 564 SP:Iteration 12Q (6735.550000 sec): 3 clusters Score: Raw -2721439.411667 + Penalty 4861.686351 = -2716577.725317 nChanged 471 SP:Iteration 13Q (6735.840000 sec): 3 clusters Score: Raw -2721731.083122 + Penalty 4861.686351 = -2716869.396771 nChanged 388 SP:Iteration 14Q (6736.180000 sec): 3 clusters Score: Raw -2721932.898922 + Penalty 4861.686351 = -2717071.212571 nChanged 302 SP:Iteration 15Q (6736.510000 sec): 3 clusters Score: Raw -2722077.922976 + Penalty 4861.686351 = -2717216.236625 nChanged 239 SP:Iteration 16Q (6736.760000 sec): 3 clusters Score: Raw -2722171.117636 + Penalty 4861.686351 = -2717309.431285 nChanged 163 SP:Iteration 17Q (6737.090000 sec): 3 clusters Score: Raw -2722230.974873 + Penalty 4861.686351 = -2717369.288522 nChanged 139 SP:Iteration 18Q (6737.390000 sec): 3 clusters Score: Raw -2722272.879971 + Penalty 4861.686351 = -2717411.193620 nChanged 112 SP:Iteration 19Q (6737.700000 sec): 3 clusters Score: Raw -2722306.131280 + Penalty 4861.686351 = -2717444.444929 nChanged 93 SP:Iteration 20F (6738.010000 sec): 3 clusters Score: Raw -2722332.819181 + Penalty 4861.686351 = -2717471.132830 nChanged 85 SP:Iteration 21Q (6738.350000 sec): 3 clusters Score: Raw -2722355.040248 + Penalty 4861.686351 = -2717493.353897 nChanged 75 SP:Iteration 22Q (6738.620000 sec): 3 clusters Score: Raw -2722377.076969 + Penalty 4861.686351 = -2717515.390618 nChanged 90 SP:Iteration 23Q (6738.960000 sec): 3 clusters Score: Raw -2722404.499653 + Penalty 4861.686351 = -2717542.813302 nChanged 83 SP:Iteration 24Q (6739.240000 sec): 3 clusters Score: Raw -2722427.512955 + Penalty 4861.686351 = -2717565.826604 nChanged 78 SP:Iteration 25Q (6739.510000 sec): 3 clusters Score: Raw -2722446.327331 + Penalty 4861.686351 = -2717584.640980 nChanged 66 SP:Iteration 26Q (6739.820000 sec): 3 clusters Score: Raw -2722462.048641 + Penalty 4861.686351 = -2717600.362290 nChanged 62 SP:Iteration 27Q (6740.070000 sec): 3 clusters Score: Raw -2722474.654278 + Penalty 4861.686351 = -2717612.967927 nChanged 63 SP:Iteration 28Q (6740.360000 sec): 3 clusters Score: Raw -2722489.231737 + Penalty 4861.686351 = -2717627.545386 nChanged 62 SP:Iteration 29Q (6740.690000 sec): 3 clusters Score: Raw -2722503.625667 + Penalty 4861.686351 = -2717641.939317 nChanged 52 SP:Iteration 30Q (6740.980000 sec): 3 clusters Score: Raw -2722516.521129 + Penalty 4861.686351 = -2717654.834778 nChanged 57 SP:Iteration 31Q (6741.240000 sec): 3 clusters Score: Raw -2722528.948096 + Penalty 4861.686351 = -2717667.261745 nChanged 52 SP:Iteration 32Q (6741.530000 sec): 3 clusters Score: Raw -2722540.621349 + Penalty 4861.686351 = -2717678.934998 nChanged 48 SP:Iteration 33Q (6741.860000 sec): 3 clusters Score: Raw -2722550.908893 + Penalty 4861.686351 = -2717689.222542 nChanged 47 SP:Iteration 34Q (6742.140000 sec): 3 clusters Score: Raw -2722561.095642 + Penalty 4861.686351 = -2717699.409292 nChanged 50 SP:Iteration 35Q (6742.390000 sec): 3 clusters Score: Raw -2722572.353111 + Penalty 4861.686351 = -2717710.666760 nChanged 50 SP:Iteration 36Q (6742.760000 sec): 3 clusters Score: Raw -2722583.906308 + Penalty 4861.686351 = -2717722.219957 nChanged 51 SP:Iteration 37Q (6743.020000 sec): 3 clusters Score: Raw -2722595.254862 + Penalty 4861.686351 = -2717733.568512 nChanged 51 SP:Iteration 38Q (6743.300000 sec): 3 clusters Score: Raw -2722606.385309 + Penalty 4861.686351 = -2717744.698958 nChanged 45 SP:Iteration 39Q (6743.620000 sec): 3 clusters Score: Raw -2722616.075551 + Penalty 4861.686351 = -2717754.389200 nChanged 39 SP:Iteration 40F (6743.950000 sec): 3 clusters Score: Raw -2722624.728058 + Penalty 4861.686351 = -2717763.041707 nChanged 41 SP:Iteration 41Q (6744.230000 sec): 3 clusters Score: Raw -2722635.659789 + Penalty 4861.686351 = -2717773.973438 nChanged 40 SP:Iteration 42Q (6744.520000 sec): 3 clusters Score: Raw -2722645.642019 + Penalty 4861.686351 = -2717783.955668 nChanged 46 SP:Iteration 43Q (6744.790000 sec): 3 clusters Score: Raw -2722656.421203 + Penalty 4861.686351 = -2717794.734852 nChanged 30 SP:Iteration 44Q (6745.130000 sec): 3 clusters Score: Raw -2722662.747257 + Penalty 4861.686351 = -2717801.060906 nChanged 28 SP:Iteration 45Q (6745.440000 sec): 3 clusters Score: Raw -2722668.139859 + Penalty 4861.686351 = -2717806.453508 nChanged 28 SP:Iteration 46Q (6745.750000 sec): 3 clusters Score: Raw -2722673.611421 + Penalty 4861.686351 = -2717811.925070 nChanged 29 SP:Iteration 47Q (6746.050000 sec): 3 clusters Score: Raw -2722679.560652 + Penalty 4861.686351 = -2717817.874301 nChanged 30 SP:Iteration 48Q (6746.360000 sec): 3 clusters Score: Raw -2722685.543405 + Penalty 4861.686351 = -2717823.857054 nChanged 29 SP:Iteration 49Q (6746.630000 sec): 3 clusters Score: Raw -2722691.246031 + Penalty 4861.686351 = -2717829.559680 nChanged 23 SP:Iteration 50Q (6746.980000 sec): 3 clusters Score: Raw -2722697.013032 + Penalty 4861.686351 = -2717835.326681 nChanged 27 SP:Iteration 51Q (6747.320000 sec): 3 clusters Score: Raw -2722703.720463 + Penalty 4861.686351 = -2717842.034113 nChanged 26 SP:Iteration 52Q (6747.600000 sec): 3 clusters Score: Raw -2722708.702395 + Penalty 4861.686351 = -2717847.016045 nChanged 22 SP:Iteration 53Q (6747.820000 sec): 3 clusters Score: Raw -2722712.558256 + Penalty 4861.686351 = -2717850.871905 nChanged 19 SP:Iteration 54Q (6748.080000 sec): 3 clusters Score: Raw -2722716.199462 + Penalty 4861.686351 = -2717854.513111 nChanged 27 SP:Iteration 55Q (6748.410000 sec): 3 clusters Score: Raw -2722722.617275 + Penalty 4861.686351 = -2717860.930924 nChanged 25 SP:Iteration 56Q (6748.650000 sec): 3 clusters Score: Raw -2722729.617363 + Penalty 4861.686351 = -2717867.931012 nChanged 31 SP:Iteration 57Q (6748.950000 sec): 3 clusters Score: Raw -2722737.762151 + Penalty 4861.686351 = -2717876.075800 nChanged 30 SP:Iteration 58Q (6749.180000 sec): 3 clusters Score: Raw -2722744.766364 + Penalty 4861.686351 = -2717883.080013 nChanged 29 SP:Iteration 59Q (6749.470000 sec): 3 clusters Score: Raw -2722751.085871 + Penalty 4861.686351 = -2717889.399520 nChanged 24 SP:Iteration 60F (6749.740000 sec): 3 clusters Score: Raw -2722757.329763 + Penalty 4861.686351 = -2717895.643412 nChanged 19 SP:Iteration 61Q (6750.070000 sec): 3 clusters Score: Raw -2722762.496288 + Penalty 4861.686351 = -2717900.809937 nChanged 29 SP:Iteration 62Q (6750.380000 sec): 3 clusters Score: Raw -2722770.868208 + Penalty 4861.686351 = -2717909.181857 nChanged 32 SP:Iteration 63Q (6750.630000 sec): 3 clusters Score: Raw -2722778.153423 + Penalty 4861.686351 = -2717916.467073 nChanged 17 SP:Iteration 64Q (6750.880000 sec): 3 clusters Score: Raw -2722780.762316 + Penalty 4861.686351 = -2717919.075965 nChanged 9 SP:Iteration 65Q (6751.160000 sec): 3 clusters Score: Raw -2722782.381172 + Penalty 4861.686351 = -2717920.694821 nChanged 6 SP:Iteration 66Q (6751.470000 sec): 3 clusters Score: Raw -2722783.421910 + Penalty 4861.686351 = -2717921.735559 nChanged 7 SP:Iteration 67Q (6751.780000 sec): 3 clusters Score: Raw -2722785.108264 + Penalty 4861.686351 = -2717923.421913 nChanged 4 SP:Iteration 68Q (6752.030000 sec): 3 clusters Score: Raw -2722785.843637 + Penalty 4861.686351 = -2717924.157286 nChanged 4 SP:Iteration 69Q (6752.310000 sec): 3 clusters Score: Raw -2722786.417547 + Penalty 4861.686351 = -2717924.731196 nChanged 2 SP:Iteration 70Q (6752.610000 sec): 3 clusters Score: Raw -2722787.009652 + Penalty 4861.686351 = -2717925.323301 nChanged 6 SP:Iteration 71Q (6752.940000 sec): 3 clusters Score: Raw -2722787.853121 + Penalty 4861.686351 = -2717926.166770 nChanged 3 SP:Iteration 72Q (6753.190000 sec): 3 clusters Score: Raw -2722788.311277 + Penalty 4861.686351 = -2717926.624926 nChanged 4 SP:Iteration 73Q (6753.440000 sec): 3 clusters Score: Raw -2722788.897254 + Penalty 4861.686351 = -2717927.210903 nChanged 5 SP:Iteration 74Q (6753.770000 sec): 3 clusters Score: Raw -2722789.774245 + Penalty 4861.686351 = -2717928.087895 nChanged 5 SP:Iteration 75Q (6754.030000 sec): 3 clusters Score: Raw -2722790.973219 + Penalty 4861.686351 = -2717929.286868 nChanged 4 SP:Iteration 76Q (6754.310000 sec): 3 clusters Score: Raw -2722792.064982 + Penalty 4861.686351 = -2717930.378632 nChanged 6 SP:Iteration 77Q (6754.620000 sec): 3 clusters Score: Raw -2722794.390372 + Penalty 4861.686351 = -2717932.704021 nChanged 9 SP:Iteration 78Q (6754.920000 sec): 3 clusters Score: Raw -2722796.046456 + Penalty 4861.686351 = -2717934.360105 nChanged 10 SP:Iteration 79Q (6755.180000 sec): 3 clusters Score: Raw -2722798.348812 + Penalty 4861.686351 = -2717936.662462 nChanged 10 SP:Iteration 80F (6755.460000 sec): 3 clusters Score: Raw -2722800.419358 + Penalty 4861.686351 = -2717938.733007 nChanged 9 SP:Iteration 81Q (6755.750000 sec): 3 clusters Score: Raw -2722801.875376 + Penalty 4861.686351 = -2717940.189025 nChanged 6 SP:Iteration 82Q (6756.100000 sec): 3 clusters Score: Raw -2722802.738321 + Penalty 4861.686351 = -2717941.051970 nChanged 4 SP:Iteration 83Q (6756.440000 sec): 3 clusters Score: Raw -2722803.274065 + Penalty 4861.686351 = -2717941.587714 nChanged 6 SP:Iteration 84Q (6756.680000 sec): 3 clusters Score: Raw -2722804.011130 + Penalty 4861.686351 = -2717942.324780 nChanged 2 SP:Iteration 85Q (6756.980000 sec): 3 clusters Score: Raw -2722804.230004 + Penalty 4861.686351 = -2717942.543653 nChanged 3 SP:Iteration 86Q (6757.230000 sec): 3 clusters Score: Raw -2722804.851672 + Penalty 4861.686351 = -2717943.165321 nChanged 2 SP:Iteration 87Q (6757.540000 sec): 3 clusters Score: Raw -2722804.966219 + Penalty 4861.686351 = -2717943.279868 nChanged 1 SP:Iteration 88Q (6757.880000 sec): 3 clusters Score: Raw -2722805.119398 + Penalty 4861.686351 = -2717943.433047 nChanged 2 SP:Iteration 89Q (6758.150000 sec): 3 clusters Score: Raw -2722805.469871 + Penalty 4861.686351 = -2717943.783520 nChanged 3 SP:Iteration 90Q (6758.480000 sec): 3 clusters Score: Raw -2722806.463875 + Penalty 4861.686351 = -2717944.777524 nChanged 9 SP:Iteration 91Q (6758.760000 sec): 3 clusters Score: Raw -2722808.576672 + Penalty 4861.686351 = -2717946.890321 nChanged 8 SP:Iteration 92Q (6759.020000 sec): 3 clusters Score: Raw -2722809.818423 + Penalty 4861.686351 = -2717948.132072 nChanged 8 SP:Iteration 93Q (6759.280000 sec): 3 clusters Score: Raw -2722811.461006 + Penalty 4861.686351 = -2717949.774656 nChanged 7 SP:Iteration 94Q (6759.580000 sec): 3 clusters Score: Raw -2722813.132025 + Penalty 4861.686351 = -2717951.445674 nChanged 7 SP:Iteration 95Q (6759.870000 sec): 3 clusters Score: Raw -2722815.234093 + Penalty 4861.686351 = -2717953.547742 nChanged 10 SP:Iteration 96Q (6760.130000 sec): 3 clusters Score: Raw -2722818.232338 + Penalty 4861.686351 = -2717956.545988 nChanged 9 SP:Iteration 97Q (6760.450000 sec): 3 clusters Score: Raw -2722819.813304 + Penalty 4861.686351 = -2717958.126953 nChanged 6 SP:Iteration 98Q (6760.730000 sec): 3 clusters Score: Raw -2722821.325169 + Penalty 4861.686351 = -2717959.638818 nChanged 11 SP:Iteration 99Q (6761.010000 sec): 3 clusters Score: Raw -2722823.546674 + Penalty 4861.686351 = -2717961.860323 nChanged 11 SP:Iteration 100F (6761.330000 sec): 3 clusters Score: Raw -2722826.409357 + Penalty 4861.686351 = -2717964.723006 nChanged 12 SP:Iteration 101Q (6761.570000 sec): 3 clusters Score: Raw -2722829.992595 + Penalty 4861.686351 = -2717968.306245 nChanged 16 SP:Iteration 102Q (6761.840000 sec): 3 clusters Score: Raw -2722833.624142 + Penalty 4861.686351 = -2717971.937791 nChanged 13 SP:Iteration 103Q (6762.100000 sec): 3 clusters Score: Raw -2722837.635920 + Penalty 4861.686351 = -2717975.949569 nChanged 11 SP:Iteration 104Q (6762.330000 sec): 3 clusters Score: Raw -2722839.982897 + Penalty 4861.686351 = -2717978.296546 nChanged 10 SP:Iteration 105Q (6762.620000 sec): 3 clusters Score: Raw -2722842.486968 + Penalty 4861.686351 = -2717980.800617 nChanged 6 SP:Iteration 106Q (6762.850000 sec): 3 clusters Score: Raw -2722843.744172 + Penalty 4861.686351 = -2717982.057821 nChanged 5 SP:Iteration 107Q (6763.130000 sec): 3 clusters Score: Raw -2722844.393213 + Penalty 4861.686351 = -2717982.706862 nChanged 7 SP:Iteration 108Q (6763.410000 sec): 3 clusters Score: Raw -2722845.811812 + Penalty 4861.686351 = -2717984.125461 nChanged 9 SP:Iteration 109Q (6763.690000 sec): 3 clusters Score: Raw -2722847.448791 + Penalty 4861.686351 = -2717985.762441 nChanged 5 SP:Iteration 110Q (6763.950000 sec): 3 clusters Score: Raw -2722848.758298 + Penalty 4861.686351 = -2717987.071948 nChanged 4 SP:Iteration 111Q (6764.190000 sec): 3 clusters Score: Raw -2722849.558620 + Penalty 4861.686351 = -2717987.872269 nChanged 2 SP:Iteration 112Q (6764.440000 sec): 3 clusters Score: Raw -2722849.989583 + Penalty 4861.686351 = -2717988.303232 nChanged 5 SP:Iteration 113Q (6764.690000 sec): 3 clusters Score: Raw -2722851.050588 + Penalty 4861.686351 = -2717989.364237 nChanged 6 SP:Iteration 114Q (6764.950000 sec): 3 clusters Score: Raw -2722852.100905 + Penalty 4861.686351 = -2717990.414554 nChanged 5 SP:Iteration 115Q (6765.200000 sec): 3 clusters Score: Raw -2722853.594284 + Penalty 4861.686351 = -2717991.907933 nChanged 7 SP:Iteration 116Q (6765.480000 sec): 3 clusters Score: Raw -2722854.723367 + Penalty 4861.686351 = -2717993.037017 nChanged 5 SP:Iteration 117Q (6765.750000 sec): 3 clusters Score: Raw -2722856.206438 + Penalty 4861.686351 = -2717994.520087 nChanged 7 SP:Iteration 118Q (6766.010000 sec): 3 clusters Score: Raw -2722858.501645 + Penalty 4861.686351 = -2717996.815294 nChanged 10 SP:Iteration 119Q (6766.320000 sec): 3 clusters Score: Raw -2722861.049247 + Penalty 4861.686351 = -2717999.362896 nChanged 15 SP:Iteration 120F (6766.600000 sec): 3 clusters Score: Raw -2722864.075749 + Penalty 4861.686351 = -2718002.389398 nChanged 9 SP:Iteration 121Q (6766.860000 sec): 3 clusters Score: Raw -2722865.823140 + Penalty 4861.686351 = -2718004.136789 nChanged 5 SP:Iteration 122Q (6767.140000 sec): 3 clusters Score: Raw -2722866.746766 + Penalty 4861.686351 = -2718005.060415 nChanged 4 SP:Iteration 123Q (6767.410000 sec): 3 clusters Score: Raw -2722867.469200 + Penalty 4861.686351 = -2718005.782849 nChanged 3 SP:Iteration 124Q (6767.690000 sec): 3 clusters Score: Raw -2722868.409352 + Penalty 4861.686351 = -2718006.723002 nChanged 6 SP:Iteration 125Q (6767.970000 sec): 3 clusters Score: Raw -2722869.845362 + Penalty 4861.686351 = -2718008.159011 nChanged 5 SP:Iteration 126Q (6768.280000 sec): 3 clusters Score: Raw -2722870.598055 + Penalty 4861.686351 = -2718008.911704 nChanged 1 SP:Iteration 127Q (6768.610000 sec): 3 clusters Score: Raw -2722870.877024 + Penalty 4861.686351 = -2718009.190673 nChanged 2 SP:Iteration 128Q (6768.780000 sec): 3 clusters Score: Raw -2722871.446254 + Penalty 4861.686351 = -2718009.759903 nChanged 4 SP:Iteration 129Q (6769.100000 sec): 3 clusters Score: Raw -2722872.825841 + Penalty 4861.686351 = -2718011.139490 nChanged 3 SP:Iteration 130Q (6769.400000 sec): 3 clusters Score: Raw -2722873.755617 + Penalty 4861.686351 = -2718012.069266 nChanged 4 SP:Iteration 131Q (6769.680000 sec): 3 clusters Score: Raw -2722874.515494 + Penalty 4861.686351 = -2718012.829143 nChanged 4 SP:Iteration 132Q (6769.960000 sec): 3 clusters Score: Raw -2722875.232167 + Penalty 4861.686351 = -2718013.545816 nChanged 4 SP:Iteration 133Q (6770.230000 sec): 3 clusters Score: Raw -2722876.260980 + Penalty 4861.686351 = -2718014.574630 nChanged 4 SP:Iteration 134Q (6770.540000 sec): 3 clusters Score: Raw -2722876.937785 + Penalty 4861.686351 = -2718015.251434 nChanged 4 SP:Iteration 135Q (6770.720000 sec): 3 clusters Score: Raw -2722877.848719 + Penalty 4861.686351 = -2718016.162368 nChanged 1 SP:Iteration 136Q (6770.990000 sec): 3 clusters Score: Raw -2722878.244651 + Penalty 4861.686351 = -2718016.558300 nChanged 4 SP:Iteration 137Q (6771.220000 sec): 3 clusters Score: Raw -2722879.080177 + Penalty 4861.686351 = -2718017.393826 nChanged 5 SP:Iteration 138Q (6771.550000 sec): 3 clusters Score: Raw -2722879.937162 + Penalty 4861.686351 = -2718018.250811 nChanged 4 SP:Iteration 139Q (6771.840000 sec): 3 clusters Score: Raw -2722881.021791 + Penalty 4861.686351 = -2718019.335440 nChanged 8 SP:Iteration 140F (6772.100000 sec): 3 clusters Score: Raw -2722882.681590 + Penalty 4861.686351 = -2718020.995240 nChanged 5 SP:Iteration 141Q (6772.370000 sec): 3 clusters Score: Raw -2722883.405982 + Penalty 4861.686351 = -2718021.719631 nChanged 5 SP:Iteration 142Q (6772.660000 sec): 3 clusters Score: Raw -2722885.109722 + Penalty 4861.686351 = -2718023.423371 nChanged 1 SP:Iteration 143Q (6772.880000 sec): 3 clusters Score: Raw -2722885.325272 + Penalty 4861.686351 = -2718023.638921 nChanged 1 SP:Iteration 144Q (6773.160000 sec): 3 clusters Score: Raw -2722885.441894 + Penalty 4861.686351 = -2718023.755543 nChanged 1 SP:Iteration 145Q (6773.440000 sec): 3 clusters Score: Raw -2722885.552463 + Penalty 4861.686351 = -2718023.866112 nChanged 1 SP:Iteration 146Q (6773.720000 sec): 3 clusters Score: Raw -2722885.713591 + Penalty 4861.686351 = -2718024.027240 nChanged 1 SP:Iteration 147Q (6773.980000 sec): 3 clusters Score: Raw -2722885.911302 + Penalty 4861.686351 = -2718024.224951 nChanged 2 SP:Iteration 148Q (6774.210000 sec): 3 clusters Score: Raw -2722886.602338 + Penalty 4861.686351 = -2718024.915987 nChanged 1 SP:Iteration 149Q (6774.500000 sec): 3 clusters Score: Raw -2722886.877501 + Penalty 4861.686351 = -2718025.191150 nChanged 1 SP:Iteration 150Q (6774.750000 sec): 3 clusters Score: Raw -2722887.284096 + Penalty 4861.686351 = -2718025.597745 nChanged 2 SP:Iteration 151Q (6775.000000 sec): 3 clusters Score: Raw -2722887.764908 + Penalty 4861.686351 = -2718026.078557 nChanged 3 SP:Iteration 152Q (6775.300000 sec): 3 clusters Score: Raw -2722888.284407 + Penalty 4861.686351 = -2718026.598056 nChanged 0 SP:Iteration 153F (6775.580000 sec): 3 clusters Score: Raw -2722888.284407 + Penalty 4861.686351 = -2718026.598056 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (63542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6775.940000 sec): 2 clusters Score: Raw -9563694.667342 + Penalty 2742.745183 = -9560951.922159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6776.430000 sec): 3 clusters Score: Raw -9523708.586935 + Penalty 5485.490366 = -9518223.096569 nChanged 29586 SP:Iteration 1F (6776.900000 sec): 3 clusters Score: Raw -9540450.598861 + Penalty 5485.490366 = -9534965.108495 nChanged 2624 SP:Iteration 2Q (6777.420000 sec): 3 clusters Score: Raw -9541309.917492 + Penalty 5485.490366 = -9535824.427126 nChanged 2875 SP:Iteration 3Q (6778.020000 sec): 3 clusters Score: Raw -9542382.196881 + Penalty 5485.490366 = -9536896.706515 nChanged 3218 SP:Iteration 4F (6778.490000 sec): 3 clusters Score: Raw -9543828.094310 + Penalty 5485.490366 = -9538342.603944 nChanged 3684 SP:Iteration 5F (6778.990000 sec): 3 clusters Score: Raw -9545867.326465 + Penalty 5485.490366 = -9540381.836098 nChanged 4239 SP:Iteration 6F (6779.590000 sec): 3 clusters Score: Raw -9548716.053664 + Penalty 5485.490366 = -9543230.563298 nChanged 4602 SP:Iteration 7F (6780.210000 sec): 3 clusters Score: Raw -9552312.412707 + Penalty 5485.490366 = -9546826.922341 nChanged 4254 SP:Iteration 8F (6780.720000 sec): 3 clusters Score: Raw -9555873.760841 + Penalty 5485.490366 = -9550388.270475 nChanged 3471 SP:Iteration 9F (6781.320000 sec): 3 clusters Score: Raw -9558791.452755 + Penalty 5485.490366 = -9553305.962388 nChanged 2511 SP:Iteration 10Q (6781.890000 sec): 3 clusters Score: Raw -9560849.018397 + Penalty 5485.490366 = -9555363.528031 nChanged 1715 SP:Iteration 11Q (6782.440000 sec): 3 clusters Score: Raw -9562125.493360 + Penalty 5485.490366 = -9556640.002994 nChanged 1131 SP:Iteration 12Q (6782.910000 sec): 3 clusters Score: Raw -9562929.511149 + Penalty 5485.490366 = -9557444.020783 nChanged 753 SP:Iteration 13Q (6783.430000 sec): 3 clusters Score: Raw -9563409.768941 + Penalty 5485.490366 = -9557924.278575 nChanged 489 SP:Iteration 14Q (6783.930000 sec): 3 clusters Score: Raw -9563693.315092 + Penalty 5485.490366 = -9558207.824726 nChanged 324 SP:Iteration 15Q (6784.400000 sec): 3 clusters Score: Raw -9563881.905263 + Penalty 5485.490366 = -9558396.414897 nChanged 215 SP:Iteration 16Q (6784.850000 sec): 3 clusters Score: Raw -9563989.252733 + Penalty 5485.490366 = -9558503.762367 nChanged 142 SP:Iteration 17Q (6785.370000 sec): 3 clusters Score: Raw -9564056.364266 + Penalty 5485.490366 = -9558570.873900 nChanged 90 SP:Iteration 18Q (6785.870000 sec): 3 clusters Score: Raw -9564098.331652 + Penalty 5485.490366 = -9558612.841286 nChanged 74 SP:Iteration 19Q (6786.420000 sec): 3 clusters Score: Raw -9564129.407114 + Penalty 5485.490366 = -9558643.916748 nChanged 47 SP:Iteration 20F (6786.990000 sec): 3 clusters Score: Raw -9564149.947238 + Penalty 5485.490366 = -9558664.456872 nChanged 45 SP:Iteration 21Q (6787.420000 sec): 3 clusters Score: Raw -9564171.552657 + Penalty 5485.490366 = -9558686.062290 nChanged 31 SP:Iteration 22Q (6787.930000 sec): 3 clusters Score: Raw -9564184.755642 + Penalty 5485.490366 = -9558699.265276 nChanged 26 SP:Iteration 23Q (6788.390000 sec): 3 clusters Score: Raw -9564195.661199 + Penalty 5485.490366 = -9558710.170833 nChanged 18 SP:Iteration 24Q (6788.850000 sec): 3 clusters Score: Raw -9564202.911566 + Penalty 5485.490366 = -9558717.421200 nChanged 20 SP:Iteration 25Q (6789.380000 sec): 3 clusters Score: Raw -9564211.631509 + Penalty 5485.490366 = -9558726.141142 nChanged 17 SP:Iteration 26Q (6789.910000 sec): 3 clusters Score: Raw -9564219.867609 + Penalty 5485.490366 = -9558734.377243 nChanged 15 SP:Iteration 27Q (6790.420000 sec): 3 clusters Score: Raw -9564225.665830 + Penalty 5485.490366 = -9558740.175464 nChanged 11 SP:Iteration 28Q (6790.860000 sec): 3 clusters Score: Raw -9564229.974629 + Penalty 5485.490366 = -9558744.484262 nChanged 10 SP:Iteration 29Q (6791.310000 sec): 3 clusters Score: Raw -9564234.414720 + Penalty 5485.490366 = -9558748.924354 nChanged 2 SP:Iteration 30Q (6791.740000 sec): 3 clusters Score: Raw -9564234.801988 + Penalty 5485.490366 = -9558749.311622 nChanged 1 SP:Iteration 31Q (6792.230000 sec): 3 clusters Score: Raw -9564235.090186 + Penalty 5485.490366 = -9558749.599820 nChanged 2 SP:Iteration 32Q (6792.720000 sec): 3 clusters Score: Raw -9564235.776284 + Penalty 5485.490366 = -9558750.285918 nChanged 1 SP:Iteration 33Q (6793.170000 sec): 3 clusters Score: Raw -9564235.914860 + Penalty 5485.490366 = -9558750.424494 nChanged 1 SP:Iteration 34Q (6793.610000 sec): 3 clusters Score: Raw -9564236.227867 + Penalty 5485.490366 = -9558750.737501 nChanged 2 SP:Iteration 35Q (6794.040000 sec): 3 clusters Score: Raw -9564236.813576 + Penalty 5485.490366 = -9558751.323210 nChanged 0 SP:Iteration 36F (6794.530000 sec): 3 clusters Score: Raw -9564236.813576 + Penalty 5485.490366 = -9558751.323210 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6794.630000 sec): 2 clusters Score: Raw -141038.719762 + Penalty 1697.249987 = -139341.469775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6794.840000 sec): 3 clusters Score: Raw -140847.247805 + Penalty 3394.499975 = -137452.747830 nChanged 243 SP:Iteration 1F (6794.990000 sec): 3 clusters Score: Raw -141171.274074 + Penalty 3394.499975 = -137776.774099 nChanged 89 SP:Iteration 2F (6795.190000 sec): 3 clusters Score: Raw -141380.260727 + Penalty 3394.499975 = -137985.760752 nChanged 61 SP:Iteration 3F (6795.380000 sec): 3 clusters Score: Raw -141562.320369 + Penalty 3394.499975 = -138167.820395 nChanged 45 SP:Iteration 4Q (6795.590000 sec): 3 clusters Score: Raw -141684.490501 + Penalty 3394.499975 = -138289.990527 nChanged 35 SP:Iteration 5Q (6795.770000 sec): 3 clusters Score: Raw -141768.709250 + Penalty 3394.499975 = -138374.209275 nChanged 31 SP:Iteration 6Q (6795.950000 sec): 3 clusters Score: Raw -141860.252550 + Penalty 3394.499975 = -138465.752575 nChanged 26 SP:Iteration 7Q (6796.140000 sec): 3 clusters Score: Raw -141938.313900 + Penalty 3394.499975 = -138543.813926 nChanged 26 SP:Iteration 8Q (6796.290000 sec): 3 clusters Score: Raw -142033.158272 + Penalty 3394.499975 = -138638.658298 nChanged 25 SP:Iteration 9Q (6796.490000 sec): 3 clusters Score: Raw -142100.869684 + Penalty 3394.499975 = -138706.369709 nChanged 21 SP:Iteration 10Q (6796.670000 sec): 3 clusters Score: Raw -142162.874377 + Penalty 3394.499975 = -138768.374402 nChanged 15 SP:Iteration 11Q (6796.880000 sec): 3 clusters Score: Raw -142209.734153 + Penalty 3394.499975 = -138815.234178 nChanged 15 SP:Iteration 12Q (6797.030000 sec): 3 clusters Score: Raw -142236.595515 + Penalty 3394.499975 = -138842.095540 nChanged 4 SP:Iteration 13Q (6797.270000 sec): 3 clusters Score: Raw -142247.198121 + Penalty 3394.499975 = -138852.698146 nChanged 3 SP:Iteration 14Q (6797.440000 sec): 3 clusters Score: Raw -142262.745278 + Penalty 3394.499975 = -138868.245303 nChanged 6 SP:Iteration 15Q (6797.650000 sec): 3 clusters Score: Raw -142271.398601 + Penalty 3394.499975 = -138876.898626 nChanged 6 SP:Iteration 16Q (6797.820000 sec): 3 clusters Score: Raw -142280.761938 + Penalty 3394.499975 = -138886.261964 nChanged 3 SP:Iteration 17Q (6797.990000 sec): 3 clusters Score: Raw -142293.876568 + Penalty 3394.499975 = -138899.376593 nChanged 2 SP:Iteration 18Q (6798.220000 sec): 3 clusters Score: Raw -142300.349812 + Penalty 3394.499975 = -138905.849837 nChanged 2 SP:Iteration 19Q (6798.380000 sec): 3 clusters Score: Raw -142302.726142 + Penalty 3394.499975 = -138908.226167 nChanged 2 SP:Iteration 20F (6798.620000 sec): 3 clusters Score: Raw -142304.635037 + Penalty 3394.499975 = -138910.135063 nChanged 3 SP:Iteration 21Q (6798.820000 sec): 3 clusters Score: Raw -142307.645256 + Penalty 3394.499975 = -138913.145281 nChanged 1 SP:Iteration 22Q (6799.010000 sec): 3 clusters Score: Raw -142308.796546 + Penalty 3394.499975 = -138914.296571 nChanged 2 SP:Iteration 23Q (6799.170000 sec): 3 clusters Score: Raw -142311.704309 + Penalty 3394.499975 = -138917.204335 nChanged 3 SP:Iteration 24Q (6799.320000 sec): 3 clusters Score: Raw -142314.273257 + Penalty 3394.499975 = -138919.773283 nChanged 1 SP:Iteration 25Q (6799.530000 sec): 3 clusters Score: Raw -142315.525881 + Penalty 3394.499975 = -138921.025906 nChanged 2 SP:Iteration 26Q (6799.710000 sec): 3 clusters Score: Raw -142319.669927 + Penalty 3394.499975 = -138925.169952 nChanged 2 SP:Iteration 27Q (6799.860000 sec): 3 clusters Score: Raw -142321.195616 + Penalty 3394.499975 = -138926.695641 nChanged 0 SP:Iteration 28F (6800.060000 sec): 3 clusters Score: Raw -142321.195616 + Penalty 3394.499975 = -138926.695641 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (2699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6800.160000 sec): 2 clusters Score: Raw -412244.066145 + Penalty 1959.357880 = -410284.708265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6800.360000 sec): 3 clusters Score: Raw -411139.088823 + Penalty 3918.715760 = -407220.373063 nChanged 975 SP:Iteration 1F (6800.560000 sec): 3 clusters Score: Raw -411745.452546 + Penalty 3918.715760 = -407826.736786 nChanged 184 SP:Iteration 2F (6800.740000 sec): 3 clusters Score: Raw -411881.115872 + Penalty 3918.715760 = -407962.400112 nChanged 123 SP:Iteration 3Q (6800.910000 sec): 3 clusters Score: Raw -411985.092229 + Penalty 3918.715760 = -408066.376469 nChanged 88 SP:Iteration 4Q (6801.110000 sec): 3 clusters Score: Raw -412062.022821 + Penalty 3918.715760 = -408143.307061 nChanged 63 SP:Iteration 5Q (6801.260000 sec): 3 clusters Score: Raw -412108.005292 + Penalty 3918.715760 = -408189.289532 nChanged 54 SP:Iteration 6Q (6801.450000 sec): 3 clusters Score: Raw -412145.121957 + Penalty 3918.715760 = -408226.406197 nChanged 41 SP:Iteration 7Q (6801.600000 sec): 3 clusters Score: Raw -412186.759887 + Penalty 3918.715760 = -408268.044127 nChanged 45 SP:Iteration 8Q (6801.800000 sec): 3 clusters Score: Raw -412237.029376 + Penalty 3918.715760 = -408318.313616 nChanged 51 SP:Iteration 9Q (6801.950000 sec): 3 clusters Score: Raw -412302.048351 + Penalty 3918.715760 = -408383.332591 nChanged 51 SP:Iteration 10Q (6802.150000 sec): 3 clusters Score: Raw -412358.964662 + Penalty 3918.715760 = -408440.248902 nChanged 46 SP:Iteration 11Q (6802.330000 sec): 3 clusters Score: Raw -412388.109157 + Penalty 3918.715760 = -408469.393397 nChanged 45 SP:Iteration 12Q (6802.510000 sec): 3 clusters Score: Raw -412416.267420 + Penalty 3918.715760 = -408497.551660 nChanged 40 SP:Iteration 13Q (6802.690000 sec): 3 clusters Score: Raw -412441.153316 + Penalty 3918.715760 = -408522.437556 nChanged 41 SP:Iteration 14Q (6802.840000 sec): 3 clusters Score: Raw -412465.599566 + Penalty 3918.715760 = -408546.883806 nChanged 45 SP:Iteration 15Q (6802.970000 sec): 3 clusters Score: Raw -412494.623955 + Penalty 3918.715760 = -408575.908195 nChanged 42 SP:Iteration 16Q (6803.120000 sec): 3 clusters Score: Raw -412517.703722 + Penalty 3918.715760 = -408598.987962 nChanged 37 SP:Iteration 17Q (6803.370000 sec): 3 clusters Score: Raw -412541.726910 + Penalty 3918.715760 = -408623.011149 nChanged 25 SP:Iteration 18Q (6803.520000 sec): 3 clusters Score: Raw -412557.283387 + Penalty 3918.715760 = -408638.567627 nChanged 29 SP:Iteration 19Q (6803.710000 sec): 3 clusters Score: Raw -412574.569095 + Penalty 3918.715760 = -408655.853335 nChanged 31 SP:Iteration 20F (6803.860000 sec): 3 clusters Score: Raw -412591.402872 + Penalty 3918.715760 = -408672.687112 nChanged 25 SP:Iteration 21Q (6804.000000 sec): 3 clusters Score: Raw -412609.485029 + Penalty 3918.715760 = -408690.769269 nChanged 29 SP:Iteration 22Q (6804.150000 sec): 3 clusters Score: Raw -412628.365421 + Penalty 3918.715760 = -408709.649661 nChanged 39 SP:Iteration 23Q (6804.290000 sec): 3 clusters Score: Raw -412652.506884 + Penalty 3918.715760 = -408733.791124 nChanged 39 SP:Iteration 24Q (6804.430000 sec): 3 clusters Score: Raw -412675.410270 + Penalty 3918.715760 = -408756.694510 nChanged 32 SP:Iteration 25Q (6804.580000 sec): 3 clusters Score: Raw -412694.792719 + Penalty 3918.715760 = -408776.076959 nChanged 32 SP:Iteration 26Q (6804.760000 sec): 3 clusters Score: Raw -412720.504473 + Penalty 3918.715760 = -408801.788713 nChanged 51 SP:Iteration 27Q (6804.900000 sec): 3 clusters Score: Raw -412757.932489 + Penalty 3918.715760 = -408839.216729 nChanged 54 SP:Iteration 28Q (6805.110000 sec): 3 clusters Score: Raw -412805.130100 + Penalty 3918.715760 = -408886.414340 nChanged 45 SP:Iteration 29Q (6805.270000 sec): 3 clusters Score: Raw -412837.800301 + Penalty 3918.715760 = -408919.084541 nChanged 25 SP:Iteration 30Q (6805.410000 sec): 3 clusters Score: Raw -412856.635079 + Penalty 3918.715760 = -408937.919319 nChanged 23 SP:Iteration 31Q (6805.560000 sec): 3 clusters Score: Raw -412872.573249 + Penalty 3918.715760 = -408953.857489 nChanged 21 SP:Iteration 32Q (6805.700000 sec): 3 clusters Score: Raw -412888.363520 + Penalty 3918.715760 = -408969.647759 nChanged 26 SP:Iteration 33Q (6805.860000 sec): 3 clusters Score: Raw -412905.215268 + Penalty 3918.715760 = -408986.499508 nChanged 26 SP:Iteration 34Q (6806.020000 sec): 3 clusters Score: Raw -412922.471711 + Penalty 3918.715760 = -409003.755951 nChanged 26 SP:Iteration 35Q (6806.190000 sec): 3 clusters Score: Raw -412942.901271 + Penalty 3918.715760 = -409024.185511 nChanged 27 SP:Iteration 36Q (6806.380000 sec): 3 clusters Score: Raw -412961.798811 + Penalty 3918.715760 = -409043.083051 nChanged 18 SP:Iteration 37Q (6806.530000 sec): 3 clusters Score: Raw -412971.475342 + Penalty 3918.715760 = -409052.759582 nChanged 14 SP:Iteration 38Q (6806.730000 sec): 3 clusters Score: Raw -412979.968736 + Penalty 3918.715760 = -409061.252976 nChanged 13 SP:Iteration 39Q (6806.890000 sec): 3 clusters Score: Raw -412987.242999 + Penalty 3918.715760 = -409068.527239 nChanged 11 SP:Iteration 40F (6807.110000 sec): 3 clusters Score: Raw -412993.111679 + Penalty 3918.715760 = -409074.395919 nChanged 6 SP:Iteration 41Q (6807.320000 sec): 3 clusters Score: Raw -412998.119198 + Penalty 3918.715760 = -409079.403438 nChanged 9 SP:Iteration 42Q (6807.510000 sec): 3 clusters Score: Raw -413003.212106 + Penalty 3918.715760 = -409084.496346 nChanged 8 SP:Iteration 43Q (6807.690000 sec): 3 clusters Score: Raw -413009.744969 + Penalty 3918.715760 = -409091.029209 nChanged 8 SP:Iteration 44Q (6807.950000 sec): 3 clusters Score: Raw -413015.832296 + Penalty 3918.715760 = -409097.116536 nChanged 8 SP:Iteration 45Q (6808.130000 sec): 3 clusters Score: Raw -413020.004251 + Penalty 3918.715760 = -409101.288491 nChanged 4 SP:Iteration 46Q (6808.360000 sec): 3 clusters Score: Raw -413023.474499 + Penalty 3918.715760 = -409104.758739 nChanged 3 SP:Iteration 47Q (6808.540000 sec): 3 clusters Score: Raw -413026.408395 + Penalty 3918.715760 = -409107.692635 nChanged 7 SP:Iteration 48Q (6808.770000 sec): 3 clusters Score: Raw -413032.780530 + Penalty 3918.715760 = -409114.064770 nChanged 5 SP:Iteration 49Q (6808.940000 sec): 3 clusters Score: Raw -413035.942590 + Penalty 3918.715760 = -409117.226830 nChanged 4 SP:Iteration 50Q (6809.130000 sec): 3 clusters Score: Raw -413039.797318 + Penalty 3918.715760 = -409121.081558 nChanged 1 SP:Iteration 51Q (6809.390000 sec): 3 clusters Score: Raw -413040.078801 + Penalty 3918.715760 = -409121.363041 nChanged 1 SP:Iteration 52Q (6809.590000 sec): 3 clusters Score: Raw -413041.458155 + Penalty 3918.715760 = -409122.742395 nChanged 3 SP:Iteration 53Q (6809.780000 sec): 3 clusters Score: Raw -413044.047951 + Penalty 3918.715760 = -409125.332191 nChanged 1 SP:Iteration 54Q (6809.940000 sec): 3 clusters Score: Raw -413044.657217 + Penalty 3918.715760 = -409125.941457 nChanged 1 SP:Iteration 55Q (6810.170000 sec): 3 clusters Score: Raw -413045.845809 + Penalty 3918.715760 = -409127.130049 nChanged 3 SP:Iteration 56Q (6810.350000 sec): 3 clusters Score: Raw -413047.099470 + Penalty 3918.715760 = -409128.383710 nChanged 1 SP:Iteration 57Q (6810.580000 sec): 3 clusters Score: Raw -413047.602275 + Penalty 3918.715760 = -409128.886515 nChanged 1 SP:Iteration 58Q (6810.750000 sec): 3 clusters Score: Raw -413048.125826 + Penalty 3918.715760 = -409129.410066 nChanged 1 SP:Iteration 59Q (6810.960000 sec): 3 clusters Score: Raw -413048.571455 + Penalty 3918.715760 = -409129.855695 nChanged 0 SP:Iteration 60F (6811.110000 sec): 3 clusters Score: Raw -413048.571455 + Penalty 3918.715760 = -409129.855695 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6811.220000 sec): 2 clusters Score: Raw -60454.949044 + Penalty 1492.006976 = -58962.942069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6811.380000 sec): 3 clusters Score: Raw -60523.421080 + Penalty 2984.013951 = -57539.407128 nChanged 56 SP:Iteration 1F (6811.520000 sec): 3 clusters Score: Raw -60639.853815 + Penalty 2984.013951 = -57655.839864 nChanged 17 SP:Iteration 2Q (6811.650000 sec): 3 clusters Score: Raw -60688.077482 + Penalty 2984.013951 = -57704.063531 nChanged 6 SP:Iteration 3Q (6811.810000 sec): 3 clusters Score: Raw -60704.310006 + Penalty 2984.013951 = -57720.296055 nChanged 2 SP:Iteration 4Q (6811.970000 sec): 3 clusters Score: Raw -60710.813470 + Penalty 2984.013951 = -57726.799518 nChanged 1 SP:Iteration 5Q (6812.110000 sec): 3 clusters Score: Raw -60712.998843 + Penalty 2984.013951 = -57728.984892 nChanged 2 SP:Iteration 6Q (6812.310000 sec): 3 clusters Score: Raw -60720.904462 + Penalty 2984.013951 = -57736.890511 nChanged 1 SP:Iteration 7Q (6812.480000 sec): 3 clusters Score: Raw -60722.700445 + Penalty 2984.013951 = -57738.686494 nChanged 0 SP:Iteration 8F (6812.630000 sec): 3 clusters Score: Raw -60722.700445 + Penalty 2984.013951 = -57738.686494 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6812.740000 sec): 2 clusters Score: Raw -82470.506232 + Penalty 1556.607585 = -80913.898647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6812.850000 sec): 3 clusters Score: Raw -82477.857921 + Penalty 3113.215171 = -79364.642750 nChanged 116 SP:Iteration 1F (6813.020000 sec): 3 clusters Score: Raw -82715.195180 + Penalty 3113.215171 = -79601.980010 nChanged 31 SP:Iteration 2F (6813.190000 sec): 3 clusters Score: Raw -82802.319782 + Penalty 3113.215171 = -79689.104611 nChanged 15 SP:Iteration 3Q (6813.330000 sec): 3 clusters Score: Raw -82856.535933 + Penalty 3113.215171 = -79743.320763 nChanged 11 SP:Iteration 4Q (6813.520000 sec): 3 clusters Score: Raw -82886.568087 + Penalty 3113.215171 = -79773.352916 nChanged 11 SP:Iteration 5Q (6813.690000 sec): 3 clusters Score: Raw -82952.136464 + Penalty 3113.215171 = -79838.921293 nChanged 8 SP:Iteration 6Q (6813.870000 sec): 3 clusters Score: Raw -82993.369552 + Penalty 3113.215171 = -79880.154381 nChanged 10 SP:Iteration 7Q (6814.050000 sec): 3 clusters Score: Raw -83024.883352 + Penalty 3113.215171 = -79911.668181 nChanged 3 SP:Iteration 8Q (6814.230000 sec): 3 clusters Score: Raw -83030.932305 + Penalty 3113.215171 = -79917.717135 nChanged 1 SP:Iteration 9Q (6814.450000 sec): 3 clusters Score: Raw -83035.938988 + Penalty 3113.215171 = -79922.723817 nChanged 2 SP:Iteration 10Q (6814.600000 sec): 3 clusters Score: Raw -83040.391647 + Penalty 3113.215171 = -79927.176476 nChanged 3 SP:Iteration 11Q (6814.770000 sec): 3 clusters Score: Raw -83048.881123 + Penalty 3113.215171 = -79935.665952 nChanged 3 SP:Iteration 12Q (6815.010000 sec): 3 clusters Score: Raw -83053.821627 + Penalty 3113.215171 = -79940.606457 nChanged 1 SP:Iteration 13Q (6815.180000 sec): 3 clusters Score: Raw -83055.787247 + Penalty 3113.215171 = -79942.572076 nChanged 1 SP:Iteration 14Q (6815.370000 sec): 3 clusters Score: Raw -83056.578586 + Penalty 3113.215171 = -79943.363415 nChanged 0 SP:Iteration 15F (6815.570000 sec): 3 clusters Score: Raw -83056.578586 + Penalty 3113.215171 = -79943.363415 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6815.610000 sec): 2 clusters Score: Raw -62546.022811 + Penalty 1517.288105 = -61028.734706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6815.820000 sec): 3 clusters Score: Raw -62759.979490 + Penalty 3034.576210 = -59725.403279 nChanged 109 SP:Iteration 1F (6815.960000 sec): 3 clusters Score: Raw -63211.221914 + Penalty 3034.576210 = -60176.645704 nChanged 51 SP:Iteration 2F (6816.150000 sec): 3 clusters Score: Raw -63607.481015 + Penalty 3034.576210 = -60572.904805 nChanged 35 SP:Iteration 3F (6816.390000 sec): 3 clusters Score: Raw -63840.699829 + Penalty 3034.576210 = -60806.123619 nChanged 15 SP:Iteration 4Q (6816.590000 sec): 3 clusters Score: Raw -63982.953196 + Penalty 3034.576210 = -60948.376986 nChanged 11 SP:Iteration 5Q (6816.790000 sec): 3 clusters Score: Raw -64051.986098 + Penalty 3034.576210 = -61017.409887 nChanged 5 SP:Iteration 6Q (6816.970000 sec): 3 clusters Score: Raw -64086.210136 + Penalty 3034.576210 = -61051.633926 nChanged 2 SP:Iteration 7Q (6817.200000 sec): 3 clusters Score: Raw -64096.277651 + Penalty 3034.576210 = -61061.701441 nChanged 1 SP:Iteration 8Q (6817.370000 sec): 3 clusters Score: Raw -64101.991628 + Penalty 3034.576210 = -61067.415417 nChanged 0 SP:Iteration 9F (6817.570000 sec): 3 clusters Score: Raw -64101.991628 + Penalty 3034.576210 = -61067.415417 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (1066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6817.690000 sec): 2 clusters Score: Raw -151534.645212 + Penalty 1728.973814 = -149805.671398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6817.940000 sec): 3 clusters Score: Raw -151270.520158 + Penalty 3457.947628 = -147812.572530 nChanged 277 SP:Iteration 1F (6818.170000 sec): 3 clusters Score: Raw -151543.526918 + Penalty 3457.947628 = -148085.579290 nChanged 63 SP:Iteration 2F (6818.360000 sec): 3 clusters Score: Raw -151623.357278 + Penalty 3457.947628 = -148165.409650 nChanged 28 SP:Iteration 3Q (6818.560000 sec): 3 clusters Score: Raw -151666.557497 + Penalty 3457.947628 = -148208.609869 nChanged 20 SP:Iteration 4Q (6818.730000 sec): 3 clusters Score: Raw -151684.579199 + Penalty 3457.947628 = -148226.631571 nChanged 10 SP:Iteration 5Q (6818.930000 sec): 3 clusters Score: Raw -151694.289733 + Penalty 3457.947628 = -148236.342105 nChanged 8 SP:Iteration 6Q (6819.110000 sec): 3 clusters Score: Raw -151709.714266 + Penalty 3457.947628 = -148251.766639 nChanged 14 SP:Iteration 7Q (6819.320000 sec): 3 clusters Score: Raw -151735.905282 + Penalty 3457.947628 = -148277.957654 nChanged 18 SP:Iteration 8Q (6819.550000 sec): 3 clusters Score: Raw -151773.023850 + Penalty 3457.947628 = -148315.076222 nChanged 22 SP:Iteration 9Q (6819.710000 sec): 3 clusters Score: Raw -151800.266777 + Penalty 3457.947628 = -148342.319149 nChanged 17 SP:Iteration 10Q (6819.890000 sec): 3 clusters Score: Raw -151815.657432 + Penalty 3457.947628 = -148357.709804 nChanged 14 SP:Iteration 11Q (6820.090000 sec): 3 clusters Score: Raw -151832.648349 + Penalty 3457.947628 = -148374.700721 nChanged 7 SP:Iteration 12Q (6820.340000 sec): 3 clusters Score: Raw -151848.202178 + Penalty 3457.947628 = -148390.254550 nChanged 6 SP:Iteration 13Q (6820.500000 sec): 3 clusters Score: Raw -151857.584634 + Penalty 3457.947628 = -148399.637006 nChanged 2 SP:Iteration 14Q (6820.650000 sec): 3 clusters Score: Raw -151859.560603 + Penalty 3457.947628 = -148401.612975 nChanged 6 SP:Iteration 15Q (6820.860000 sec): 3 clusters Score: Raw -151864.719774 + Penalty 3457.947628 = -148406.772146 nChanged 6 SP:Iteration 16Q (6821.030000 sec): 3 clusters Score: Raw -151871.217641 + Penalty 3457.947628 = -148413.270014 nChanged 3 SP:Iteration 17Q (6821.240000 sec): 3 clusters Score: Raw -151874.704568 + Penalty 3457.947628 = -148416.756940 nChanged 3 SP:Iteration 18Q (6821.400000 sec): 3 clusters Score: Raw -151876.812937 + Penalty 3457.947628 = -148418.865309 nChanged 2 SP:Iteration 19Q (6821.590000 sec): 3 clusters Score: Raw -151882.678684 + Penalty 3457.947628 = -148424.731057 nChanged 5 SP:Iteration 20F (6821.750000 sec): 3 clusters Score: Raw -151889.334072 + Penalty 3457.947628 = -148431.386445 nChanged 7 SP:Iteration 21Q (6821.910000 sec): 3 clusters Score: Raw -151894.998941 + Penalty 3457.947628 = -148437.051313 nChanged 6 SP:Iteration 22Q (6822.130000 sec): 3 clusters Score: Raw -151901.572826 + Penalty 3457.947628 = -148443.625198 nChanged 6 SP:Iteration 23Q (6822.280000 sec): 3 clusters Score: Raw -151906.796904 + Penalty 3457.947628 = -148448.849276 nChanged 6 SP:Iteration 24Q (6822.430000 sec): 3 clusters Score: Raw -151911.387188 + Penalty 3457.947628 = -148453.439560 nChanged 5 SP:Iteration 25Q (6822.610000 sec): 3 clusters Score: Raw -151913.618725 + Penalty 3457.947628 = -148455.671097 nChanged 3 SP:Iteration 26Q (6822.820000 sec): 3 clusters Score: Raw -151916.897713 + Penalty 3457.947628 = -148458.950085 nChanged 2 SP:Iteration 27Q (6822.990000 sec): 3 clusters Score: Raw -151918.693557 + Penalty 3457.947628 = -148460.745929 nChanged 4 SP:Iteration 28Q (6823.280000 sec): 3 clusters Score: Raw -151923.176471 + Penalty 3457.947628 = -148465.228843 nChanged 6 SP:Iteration 29Q (6823.480000 sec): 3 clusters Score: Raw -151930.346829 + Penalty 3457.947628 = -148472.399201 nChanged 2 SP:Iteration 30Q (6823.660000 sec): 3 clusters Score: Raw -151936.669427 + Penalty 3457.947628 = -148478.721799 nChanged 4 SP:Iteration 31Q (6823.820000 sec): 3 clusters Score: Raw -151945.514078 + Penalty 3457.947628 = -148487.566450 nChanged 7 SP:Iteration 32Q (6824.000000 sec): 3 clusters Score: Raw -151957.529406 + Penalty 3457.947628 = -148499.581778 nChanged 8 SP:Iteration 33Q (6824.200000 sec): 3 clusters Score: Raw -151992.770824 + Penalty 3457.947628 = -148534.823196 nChanged 19 SP:Iteration 34Q (6824.410000 sec): 3 clusters Score: Raw -152042.940309 + Penalty 3457.947628 = -148584.992681 nChanged 23 SP:Iteration 35Q (6824.580000 sec): 3 clusters Score: Raw -152095.347603 + Penalty 3457.947628 = -148637.399975 nChanged 25 SP:Iteration 36Q (6824.760000 sec): 3 clusters Score: Raw -152132.853651 + Penalty 3457.947628 = -148674.906023 nChanged 26 SP:Iteration 37Q (6824.980000 sec): 3 clusters Score: Raw -152174.466392 + Penalty 3457.947628 = -148716.518764 nChanged 16 SP:Iteration 38Q (6825.150000 sec): 3 clusters Score: Raw -152200.916913 + Penalty 3457.947628 = -148742.969285 nChanged 11 SP:Iteration 39Q (6825.340000 sec): 3 clusters Score: Raw -152215.140078 + Penalty 3457.947628 = -148757.192450 nChanged 9 SP:Iteration 40F (6825.500000 sec): 3 clusters Score: Raw -152235.294055 + Penalty 3457.947628 = -148777.346427 nChanged 8 SP:Iteration 41Q (6825.640000 sec): 3 clusters Score: Raw -152254.646528 + Penalty 3457.947628 = -148796.698900 nChanged 10 SP:Iteration 42Q (6825.800000 sec): 3 clusters Score: Raw -152274.179185 + Penalty 3457.947628 = -148816.231557 nChanged 9 SP:Iteration 43Q (6825.970000 sec): 3 clusters Score: Raw -152285.770507 + Penalty 3457.947628 = -148827.822879 nChanged 7 SP:Iteration 44Q (6826.140000 sec): 3 clusters Score: Raw -152294.102293 + Penalty 3457.947628 = -148836.154665 nChanged 6 SP:Iteration 45Q (6826.380000 sec): 3 clusters Score: Raw -152302.919772 + Penalty 3457.947628 = -148844.972144 nChanged 3 SP:Iteration 46Q (6826.530000 sec): 3 clusters Score: Raw -152306.008076 + Penalty 3457.947628 = -148848.060448 nChanged 2 SP:Iteration 47Q (6826.720000 sec): 3 clusters Score: Raw -152307.762148 + Penalty 3457.947628 = -148849.814520 nChanged 0 SP:Iteration 48F (6826.940000 sec): 3 clusters Score: Raw -152307.762148 + Penalty 3457.947628 = -148849.814520 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (21983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6827.130000 sec): 2 clusters Score: Raw -3299426.380053 + Penalty 2479.510127 = -3296946.869925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6827.410000 sec): 3 clusters Score: Raw -3286593.921047 + Penalty 4959.020254 = -3281634.900792 nChanged 9791 SP:Iteration 1F (6827.720000 sec): 3 clusters Score: Raw -3291759.958014 + Penalty 4959.020254 = -3286800.937760 nChanged 1164 SP:Iteration 2F (6828.020000 sec): 3 clusters Score: Raw -3292210.873710 + Penalty 4959.020254 = -3287251.853456 nChanged 1074 SP:Iteration 3Q (6828.400000 sec): 3 clusters Score: Raw -3292664.812088 + Penalty 4959.020254 = -3287705.791834 nChanged 1057 SP:Iteration 4Q (6828.700000 sec): 3 clusters Score: Raw -3293123.523228 + Penalty 4959.020254 = -3288164.502974 nChanged 1014 SP:Iteration 5Q (6829.000000 sec): 3 clusters Score: Raw -3293561.335056 + Penalty 4959.020254 = -3288602.314802 nChanged 961 SP:Iteration 6Q (6829.300000 sec): 3 clusters Score: Raw -3293976.014809 + Penalty 4959.020254 = -3289016.994555 nChanged 954 SP:Iteration 7Q (6829.650000 sec): 3 clusters Score: Raw -3294380.442229 + Penalty 4959.020254 = -3289421.421975 nChanged 932 SP:Iteration 8Q (6829.980000 sec): 3 clusters Score: Raw -3294755.650856 + Penalty 4959.020254 = -3289796.630601 nChanged 840 SP:Iteration 9Q (6830.300000 sec): 3 clusters Score: Raw -3295089.152630 + Penalty 4959.020254 = -3290130.132376 nChanged 820 SP:Iteration 10Q (6830.690000 sec): 3 clusters Score: Raw -3295420.035183 + Penalty 4959.020254 = -3290461.014928 nChanged 764 SP:Iteration 11Q (6831.000000 sec): 3 clusters Score: Raw -3295737.177088 + Penalty 4959.020254 = -3290778.156834 nChanged 765 SP:Iteration 12Q (6831.380000 sec): 3 clusters Score: Raw -3296062.252058 + Penalty 4959.020254 = -3291103.231804 nChanged 739 SP:Iteration 13Q (6831.700000 sec): 3 clusters Score: Raw -3296387.367617 + Penalty 4959.020254 = -3291428.347363 nChanged 745 SP:Iteration 14Q (6832.010000 sec): 3 clusters Score: Raw -3296742.256047 + Penalty 4959.020254 = -3291783.235793 nChanged 735 SP:Iteration 15Q (6832.380000 sec): 3 clusters Score: Raw -3297109.760555 + Penalty 4959.020254 = -3292150.740301 nChanged 672 SP:Iteration 16Q (6832.690000 sec): 3 clusters Score: Raw -3297470.082406 + Penalty 4959.020254 = -3292511.062151 nChanged 681 SP:Iteration 17Q (6832.980000 sec): 3 clusters Score: Raw -3297850.917849 + Penalty 4959.020254 = -3292891.897595 nChanged 618 SP:Iteration 18Q (6833.310000 sec): 3 clusters Score: Raw -3298198.985253 + Penalty 4959.020254 = -3293239.964999 nChanged 609 SP:Iteration 19Q (6833.580000 sec): 3 clusters Score: Raw -3298556.392966 + Penalty 4959.020254 = -3293597.372712 nChanged 502 SP:Iteration 20F (6833.880000 sec): 3 clusters Score: Raw -3298877.806526 + Penalty 4959.020254 = -3293918.786272 nChanged 422 SP:Iteration 21Q (6834.170000 sec): 3 clusters Score: Raw -3299144.412597 + Penalty 4959.020254 = -3294185.392343 nChanged 303 SP:Iteration 22Q (6834.440000 sec): 3 clusters Score: Raw -3299359.961055 + Penalty 4959.020254 = -3294400.940801 nChanged 232 SP:Iteration 23Q (6834.800000 sec): 3 clusters Score: Raw -3299515.433752 + Penalty 4959.020254 = -3294556.413498 nChanged 157 SP:Iteration 24Q (6835.090000 sec): 3 clusters Score: Raw -3299607.161841 + Penalty 4959.020254 = -3294648.141586 nChanged 102 SP:Iteration 25Q (6835.370000 sec): 3 clusters Score: Raw -3299662.469712 + Penalty 4959.020254 = -3294703.449458 nChanged 64 SP:Iteration 26Q (6835.700000 sec): 3 clusters Score: Raw -3299699.342756 + Penalty 4959.020254 = -3294740.322502 nChanged 49 SP:Iteration 27Q (6835.980000 sec): 3 clusters Score: Raw -3299730.284943 + Penalty 4959.020254 = -3294771.264688 nChanged 53 SP:Iteration 28Q (6836.280000 sec): 3 clusters Score: Raw -3299760.238391 + Penalty 4959.020254 = -3294801.218136 nChanged 42 SP:Iteration 29Q (6836.590000 sec): 3 clusters Score: Raw -3299787.733492 + Penalty 4959.020254 = -3294828.713237 nChanged 34 SP:Iteration 30Q (6836.880000 sec): 3 clusters Score: Raw -3299810.277203 + Penalty 4959.020254 = -3294851.256949 nChanged 25 SP:Iteration 31Q (6837.180000 sec): 3 clusters Score: Raw -3299827.909087 + Penalty 4959.020254 = -3294868.888833 nChanged 19 SP:Iteration 32Q (6837.490000 sec): 3 clusters Score: Raw -3299841.093666 + Penalty 4959.020254 = -3294882.073412 nChanged 14 SP:Iteration 33Q (6837.770000 sec): 3 clusters Score: Raw -3299849.263062 + Penalty 4959.020254 = -3294890.242808 nChanged 11 SP:Iteration 34Q (6838.030000 sec): 3 clusters Score: Raw -3299857.473279 + Penalty 4959.020254 = -3294898.453025 nChanged 13 SP:Iteration 35Q (6838.290000 sec): 3 clusters Score: Raw -3299863.985224 + Penalty 4959.020254 = -3294904.964969 nChanged 8 SP:Iteration 36Q (6838.570000 sec): 3 clusters Score: Raw -3299867.628950 + Penalty 4959.020254 = -3294908.608695 nChanged 3 SP:Iteration 37Q (6838.840000 sec): 3 clusters Score: Raw -3299868.565140 + Penalty 4959.020254 = -3294909.544885 nChanged 1 SP:Iteration 38Q (6839.140000 sec): 3 clusters Score: Raw -3299869.079203 + Penalty 4959.020254 = -3294910.058949 nChanged 2 SP:Iteration 39Q (6839.390000 sec): 3 clusters Score: Raw -3299870.005856 + Penalty 4959.020254 = -3294910.985601 nChanged 3 SP:Iteration 40F (6839.670000 sec): 3 clusters Score: Raw -3299871.472276 + Penalty 4959.020254 = -3294912.452022 nChanged 2 SP:Iteration 41Q (6839.970000 sec): 3 clusters Score: Raw -3299872.400799 + Penalty 4959.020254 = -3294913.380545 nChanged 1 SP:Iteration 42Q (6840.260000 sec): 3 clusters Score: Raw -3299872.768182 + Penalty 4959.020254 = -3294913.747928 nChanged 0 SP:Iteration 43F (6840.610000 sec): 3 clusters Score: Raw -3299872.768182 + Penalty 4959.020254 = -3294913.747928 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6840.720000 sec): 2 clusters Score: Raw -39839.109912 + Penalty 1411.209145 = -38427.900767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6840.940000 sec): 3 clusters Score: Raw -40046.015869 + Penalty 2822.418289 = -37223.597579 nChanged 35 SP:Iteration 1F (6841.120000 sec): 3 clusters Score: Raw -40128.624457 + Penalty 2822.418289 = -37306.206168 nChanged 8 SP:Iteration 2Q (6841.320000 sec): 3 clusters Score: Raw -40161.920128 + Penalty 2822.418289 = -37339.501838 nChanged 3 SP:Iteration 3Q (6841.490000 sec): 3 clusters Score: Raw -40176.710324 + Penalty 2822.418289 = -37354.292034 nChanged 3 SP:Iteration 4Q (6841.660000 sec): 3 clusters Score: Raw -40186.824339 + Penalty 2822.418289 = -37364.406049 nChanged 2 SP:Iteration 5Q (6841.890000 sec): 3 clusters Score: Raw -40193.182412 + Penalty 2822.418289 = -37370.764123 nChanged 0 SP:Iteration 6F (6842.090000 sec): 3 clusters Score: Raw -40193.182412 + Penalty 2822.418289 = -37370.764123 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6842.190000 sec): 2 clusters Score: Raw -37940.770587 + Penalty 1405.273819 = -36535.496768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6842.380000 sec): 3 clusters Score: Raw -38083.963906 + Penalty 2810.547637 = -35273.416269 nChanged 37 SP:Iteration 1F (6842.570000 sec): 3 clusters Score: Raw -38206.779832 + Penalty 2810.547637 = -35396.232195 nChanged 12 SP:Iteration 2Q (6842.760000 sec): 3 clusters Score: Raw -38249.865945 + Penalty 2810.547637 = -35439.318308 nChanged 4 SP:Iteration 3Q (6842.910000 sec): 3 clusters Score: Raw -38258.473558 + Penalty 2810.547637 = -35447.925921 nChanged 2 SP:Iteration 4Q (6843.070000 sec): 3 clusters Score: Raw -38265.787695 + Penalty 2810.547637 = -35455.240058 nChanged 0 SP:Iteration 5F (6843.290000 sec): 3 clusters Score: Raw -38265.787695 + Penalty 2810.547637 = -35455.240058 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6843.410000 sec): 2 clusters Score: Raw -113480.922320 + Penalty 1647.336727 = -111833.585593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6843.590000 sec): 3 clusters Score: Raw -113330.799297 + Penalty 3294.673453 = -110036.125843 nChanged 165 SP:Iteration 1F (6843.730000 sec): 3 clusters Score: Raw -113552.035325 + Penalty 3294.673453 = -110257.361872 nChanged 43 SP:Iteration 2F (6843.910000 sec): 3 clusters Score: Raw -113620.376983 + Penalty 3294.673453 = -110325.703530 nChanged 22 SP:Iteration 3Q (6844.110000 sec): 3 clusters Score: Raw -113659.759146 + Penalty 3294.673453 = -110365.085692 nChanged 20 SP:Iteration 4Q (6844.300000 sec): 3 clusters Score: Raw -113700.836702 + Penalty 3294.673453 = -110406.163249 nChanged 16 SP:Iteration 5Q (6844.480000 sec): 3 clusters Score: Raw -113738.336267 + Penalty 3294.673453 = -110443.662814 nChanged 16 SP:Iteration 6Q (6844.680000 sec): 3 clusters Score: Raw -113770.346221 + Penalty 3294.673453 = -110475.672768 nChanged 11 SP:Iteration 7Q (6844.880000 sec): 3 clusters Score: Raw -113802.804767 + Penalty 3294.673453 = -110508.131313 nChanged 8 SP:Iteration 8Q (6845.030000 sec): 3 clusters Score: Raw -113829.359600 + Penalty 3294.673453 = -110534.686146 nChanged 11 SP:Iteration 9Q (6845.230000 sec): 3 clusters Score: Raw -113849.871708 + Penalty 3294.673453 = -110555.198254 nChanged 4 SP:Iteration 10Q (6845.440000 sec): 3 clusters Score: Raw -113858.629515 + Penalty 3294.673453 = -110563.956062 nChanged 3 SP:Iteration 11Q (6845.610000 sec): 3 clusters Score: Raw -113863.380750 + Penalty 3294.673453 = -110568.707297 nChanged 4 SP:Iteration 12Q (6845.780000 sec): 3 clusters Score: Raw -113868.121474 + Penalty 3294.673453 = -110573.448021 nChanged 2 SP:Iteration 13Q (6846.000000 sec): 3 clusters Score: Raw -113871.139164 + Penalty 3294.673453 = -110576.465710 nChanged 4 SP:Iteration 14Q (6846.170000 sec): 3 clusters Score: Raw -113875.161382 + Penalty 3294.673453 = -110580.487928 nChanged 5 SP:Iteration 15Q (6846.350000 sec): 3 clusters Score: Raw -113888.063757 + Penalty 3294.673453 = -110593.390304 nChanged 3 SP:Iteration 16Q (6846.530000 sec): 3 clusters Score: Raw -113894.425929 + Penalty 3294.673453 = -110599.752476 nChanged 1 SP:Iteration 17Q (6846.780000 sec): 3 clusters Score: Raw -113895.671472 + Penalty 3294.673453 = -110600.998019 nChanged 0 SP:Iteration 18F (6846.970000 sec): 3 clusters Score: Raw -113895.671472 + Penalty 3294.673453 = -110600.998019 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (5396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6847.130000 sec): 2 clusters Score: Raw -822397.031547 + Penalty 2131.166478 = -820265.865069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6847.310000 sec): 3 clusters Score: Raw -819721.020372 + Penalty 4262.332956 = -815458.687416 nChanged 2100 SP:Iteration 1F (6847.490000 sec): 3 clusters Score: Raw -820941.519807 + Penalty 4262.332956 = -816679.186851 nChanged 418 SP:Iteration 2F (6847.730000 sec): 3 clusters Score: Raw -821188.610997 + Penalty 4262.332956 = -816926.278041 nChanged 286 SP:Iteration 3F (6847.970000 sec): 3 clusters Score: Raw -821337.755245 + Penalty 4262.332956 = -817075.422289 nChanged 204 SP:Iteration 4Q (6848.240000 sec): 3 clusters Score: Raw -821436.745911 + Penalty 4262.332956 = -817174.412956 nChanged 183 SP:Iteration 5Q (6848.440000 sec): 3 clusters Score: Raw -821525.198027 + Penalty 4262.332956 = -817262.865072 nChanged 148 SP:Iteration 6Q (6848.730000 sec): 3 clusters Score: Raw -821589.420473 + Penalty 4262.332956 = -817327.087517 nChanged 107 SP:Iteration 7Q (6848.960000 sec): 3 clusters Score: Raw -821640.049371 + Penalty 4262.332956 = -817377.716415 nChanged 113 SP:Iteration 8Q (6849.170000 sec): 3 clusters Score: Raw -821689.446389 + Penalty 4262.332956 = -817427.113433 nChanged 112 SP:Iteration 9Q (6849.420000 sec): 3 clusters Score: Raw -821742.022536 + Penalty 4262.332956 = -817479.689580 nChanged 120 SP:Iteration 10Q (6849.610000 sec): 3 clusters Score: Raw -821807.942047 + Penalty 4262.332956 = -817545.609091 nChanged 135 SP:Iteration 11Q (6849.930000 sec): 3 clusters Score: Raw -821880.175913 + Penalty 4262.332956 = -817617.842957 nChanged 123 SP:Iteration 12Q (6850.110000 sec): 3 clusters Score: Raw -821947.279282 + Penalty 4262.332956 = -817684.946326 nChanged 134 SP:Iteration 13Q (6850.350000 sec): 3 clusters Score: Raw -822014.269228 + Penalty 4262.332956 = -817751.936272 nChanged 99 SP:Iteration 14Q (6850.580000 sec): 3 clusters Score: Raw -822073.864150 + Penalty 4262.332956 = -817811.531195 nChanged 108 SP:Iteration 15Q (6850.760000 sec): 3 clusters Score: Raw -822141.413651 + Penalty 4262.332956 = -817879.080695 nChanged 106 SP:Iteration 16Q (6851.040000 sec): 3 clusters Score: Raw -822192.986480 + Penalty 4262.332956 = -817930.653524 nChanged 75 SP:Iteration 17Q (6851.320000 sec): 3 clusters Score: Raw -822237.733905 + Penalty 4262.332956 = -817975.400949 nChanged 74 SP:Iteration 18Q (6851.500000 sec): 3 clusters Score: Raw -822278.684373 + Penalty 4262.332956 = -818016.351418 nChanged 63 SP:Iteration 19Q (6851.740000 sec): 3 clusters Score: Raw -822315.299993 + Penalty 4262.332956 = -818052.967038 nChanged 61 SP:Iteration 20F (6851.950000 sec): 3 clusters Score: Raw -822354.461833 + Penalty 4262.332956 = -818092.128877 nChanged 55 SP:Iteration 21Q (6852.160000 sec): 3 clusters Score: Raw -822386.066371 + Penalty 4262.332956 = -818123.733415 nChanged 41 SP:Iteration 22Q (6852.350000 sec): 3 clusters Score: Raw -822410.922946 + Penalty 4262.332956 = -818148.589991 nChanged 42 SP:Iteration 23Q (6852.580000 sec): 3 clusters Score: Raw -822436.495700 + Penalty 4262.332956 = -818174.162744 nChanged 37 SP:Iteration 24Q (6852.740000 sec): 3 clusters Score: Raw -822461.467050 + Penalty 4262.332956 = -818199.134094 nChanged 24 SP:Iteration 25Q (6852.940000 sec): 3 clusters Score: Raw -822478.210174 + Penalty 4262.332956 = -818215.877218 nChanged 23 SP:Iteration 26Q (6853.200000 sec): 3 clusters Score: Raw -822491.682993 + Penalty 4262.332956 = -818229.350037 nChanged 23 SP:Iteration 27Q (6853.490000 sec): 3 clusters Score: Raw -822504.283858 + Penalty 4262.332956 = -818241.950903 nChanged 19 SP:Iteration 28Q (6853.710000 sec): 3 clusters Score: Raw -822514.479830 + Penalty 4262.332956 = -818252.146875 nChanged 16 SP:Iteration 29Q (6853.900000 sec): 3 clusters Score: Raw -822522.161180 + Penalty 4262.332956 = -818259.828224 nChanged 10 SP:Iteration 30Q (6854.090000 sec): 3 clusters Score: Raw -822526.753977 + Penalty 4262.332956 = -818264.421021 nChanged 11 SP:Iteration 31Q (6854.210000 sec): 3 clusters Score: Raw -822530.831646 + Penalty 4262.332956 = -818268.498690 nChanged 5 SP:Iteration 32Q (6854.460000 sec): 3 clusters Score: Raw -822532.885831 + Penalty 4262.332956 = -818270.552875 nChanged 2 SP:Iteration 33Q (6854.660000 sec): 3 clusters Score: Raw -822534.424676 + Penalty 4262.332956 = -818272.091720 nChanged 4 SP:Iteration 34Q (6854.860000 sec): 3 clusters Score: Raw -822537.024946 + Penalty 4262.332956 = -818274.691991 nChanged 6 SP:Iteration 35Q (6855.070000 sec): 3 clusters Score: Raw -822540.600643 + Penalty 4262.332956 = -818278.267687 nChanged 6 SP:Iteration 36Q (6855.220000 sec): 3 clusters Score: Raw -822543.272474 + Penalty 4262.332956 = -818280.939518 nChanged 3 SP:Iteration 37Q (6855.480000 sec): 3 clusters Score: Raw -822544.588087 + Penalty 4262.332956 = -818282.255131 nChanged 3 SP:Iteration 38Q (6855.660000 sec): 3 clusters Score: Raw -822546.330754 + Penalty 4262.332956 = -818283.997799 nChanged 3 SP:Iteration 39Q (6855.860000 sec): 3 clusters Score: Raw -822548.291266 + Penalty 4262.332956 = -818285.958311 nChanged 6 SP:Iteration 40F (6856.080000 sec): 3 clusters Score: Raw -822551.589096 + Penalty 4262.332956 = -818289.256140 nChanged 8 SP:Iteration 41Q (6856.280000 sec): 3 clusters Score: Raw -822555.785524 + Penalty 4262.332956 = -818293.452568 nChanged 4 SP:Iteration 42Q (6856.480000 sec): 3 clusters Score: Raw -822558.457831 + Penalty 4262.332956 = -818296.124875 nChanged 2 SP:Iteration 43Q (6856.720000 sec): 3 clusters Score: Raw -822559.309822 + Penalty 4262.332956 = -818296.976866 nChanged 3 SP:Iteration 44Q (6856.930000 sec): 3 clusters Score: Raw -822560.373658 + Penalty 4262.332956 = -818298.040702 nChanged 1 SP:Iteration 45Q (6857.160000 sec): 3 clusters Score: Raw -822560.634123 + Penalty 4262.332956 = -818298.301167 nChanged 2 SP:Iteration 46Q (6857.340000 sec): 3 clusters Score: Raw -822561.284196 + Penalty 4262.332956 = -818298.951240 nChanged 2 SP:Iteration 47Q (6857.620000 sec): 3 clusters Score: Raw -822562.077769 + Penalty 4262.332956 = -818299.744814 nChanged 2 SP:Iteration 48Q (6857.800000 sec): 3 clusters Score: Raw -822563.405883 + Penalty 4262.332956 = -818301.072927 nChanged 0 SP:Iteration 49F (6858.030000 sec): 3 clusters Score: Raw -822563.405883 + Penalty 4262.332956 = -818301.072927 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6858.100000 sec): 2 clusters Score: Raw -147827.371688 + Penalty 1734.039914 = -146093.331774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6858.280000 sec): 3 clusters Score: Raw -147574.982686 + Penalty 3468.079828 = -144106.902858 nChanged 298 SP:Iteration 1F (6858.440000 sec): 3 clusters Score: Raw -147881.560713 + Penalty 3468.079828 = -144413.480885 nChanged 74 SP:Iteration 2F (6858.660000 sec): 3 clusters Score: Raw -147968.648791 + Penalty 3468.079828 = -144500.568963 nChanged 34 SP:Iteration 3Q (6858.800000 sec): 3 clusters Score: Raw -148008.445682 + Penalty 3468.079828 = -144540.365854 nChanged 29 SP:Iteration 4Q (6858.990000 sec): 3 clusters Score: Raw -148045.032135 + Penalty 3468.079828 = -144576.952307 nChanged 14 SP:Iteration 5Q (6859.210000 sec): 3 clusters Score: Raw -148063.235633 + Penalty 3468.079828 = -144595.155805 nChanged 12 SP:Iteration 6Q (6859.420000 sec): 3 clusters Score: Raw -148073.266841 + Penalty 3468.079828 = -144605.187013 nChanged 4 SP:Iteration 7Q (6859.570000 sec): 3 clusters Score: Raw -148076.423369 + Penalty 3468.079828 = -144608.343541 nChanged 2 SP:Iteration 8Q (6859.760000 sec): 3 clusters Score: Raw -148077.509716 + Penalty 3468.079828 = -144609.429888 nChanged 2 SP:Iteration 9Q (6859.960000 sec): 3 clusters Score: Raw -148078.679600 + Penalty 3468.079828 = -144610.599772 nChanged 4 SP:Iteration 10Q (6860.110000 sec): 3 clusters Score: Raw -148081.587141 + Penalty 3468.079828 = -144613.507313 nChanged 2 SP:Iteration 11Q (6860.360000 sec): 3 clusters Score: Raw -148082.741642 + Penalty 3468.079828 = -144614.661814 nChanged 0 SP:Iteration 12F (6860.510000 sec): 3 clusters Score: Raw -148082.741642 + Penalty 3468.079828 = -144614.661814 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (2216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6860.610000 sec): 2 clusters Score: Raw -329713.237324 + Penalty 1910.457844 = -327802.779481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6860.810000 sec): 3 clusters Score: Raw -328874.660120 + Penalty 3820.915688 = -325053.744432 nChanged 697 SP:Iteration 1F (6860.990000 sec): 3 clusters Score: Raw -329340.133602 + Penalty 3820.915688 = -325519.217915 nChanged 179 SP:Iteration 2F (6861.150000 sec): 3 clusters Score: Raw -329486.711796 + Penalty 3820.915688 = -325665.796108 nChanged 91 SP:Iteration 3Q (6861.360000 sec): 3 clusters Score: Raw -329551.772982 + Penalty 3820.915688 = -325730.857294 nChanged 55 SP:Iteration 4Q (6861.500000 sec): 3 clusters Score: Raw -329598.476051 + Penalty 3820.915688 = -325777.560363 nChanged 36 SP:Iteration 5Q (6861.660000 sec): 3 clusters Score: Raw -329624.029234 + Penalty 3820.915688 = -325803.113547 nChanged 27 SP:Iteration 6Q (6861.900000 sec): 3 clusters Score: Raw -329646.654089 + Penalty 3820.915688 = -325825.738401 nChanged 24 SP:Iteration 7Q (6862.060000 sec): 3 clusters Score: Raw -329662.246577 + Penalty 3820.915688 = -325841.330889 nChanged 20 SP:Iteration 8Q (6862.240000 sec): 3 clusters Score: Raw -329679.609654 + Penalty 3820.915688 = -325858.693967 nChanged 28 SP:Iteration 9Q (6862.420000 sec): 3 clusters Score: Raw -329698.402031 + Penalty 3820.915688 = -325877.486343 nChanged 18 SP:Iteration 10Q (6862.580000 sec): 3 clusters Score: Raw -329709.492005 + Penalty 3820.915688 = -325888.576317 nChanged 14 SP:Iteration 11Q (6862.800000 sec): 3 clusters Score: Raw -329717.234846 + Penalty 3820.915688 = -325896.319158 nChanged 13 SP:Iteration 12Q (6863.040000 sec): 3 clusters Score: Raw -329723.627906 + Penalty 3820.915688 = -325902.712218 nChanged 12 SP:Iteration 13Q (6863.200000 sec): 3 clusters Score: Raw -329733.291274 + Penalty 3820.915688 = -325912.375586 nChanged 13 SP:Iteration 14Q (6863.350000 sec): 3 clusters Score: Raw -329747.861769 + Penalty 3820.915688 = -325926.946081 nChanged 17 SP:Iteration 15Q (6863.540000 sec): 3 clusters Score: Raw -329757.389633 + Penalty 3820.915688 = -325936.473945 nChanged 14 SP:Iteration 16Q (6863.710000 sec): 3 clusters Score: Raw -329766.875596 + Penalty 3820.915688 = -325945.959908 nChanged 13 SP:Iteration 17Q (6863.850000 sec): 3 clusters Score: Raw -329774.103520 + Penalty 3820.915688 = -325953.187832 nChanged 12 SP:Iteration 18Q (6864.030000 sec): 3 clusters Score: Raw -329780.526133 + Penalty 3820.915688 = -325959.610445 nChanged 10 SP:Iteration 19Q (6864.240000 sec): 3 clusters Score: Raw -329786.076612 + Penalty 3820.915688 = -325965.160924 nChanged 11 SP:Iteration 20F (6864.410000 sec): 3 clusters Score: Raw -329792.202618 + Penalty 3820.915688 = -325971.286930 nChanged 9 SP:Iteration 21Q (6864.570000 sec): 3 clusters Score: Raw -329797.366902 + Penalty 3820.915688 = -325976.451214 nChanged 5 SP:Iteration 22Q (6864.790000 sec): 3 clusters Score: Raw -329799.902646 + Penalty 3820.915688 = -325978.986958 nChanged 6 SP:Iteration 23Q (6864.980000 sec): 3 clusters Score: Raw -329802.142647 + Penalty 3820.915688 = -325981.226960 nChanged 2 SP:Iteration 24Q (6865.160000 sec): 3 clusters Score: Raw -329804.416683 + Penalty 3820.915688 = -325983.500995 nChanged 3 SP:Iteration 25Q (6865.330000 sec): 3 clusters Score: Raw -329806.823290 + Penalty 3820.915688 = -325985.907603 nChanged 7 SP:Iteration 26Q (6865.490000 sec): 3 clusters Score: Raw -329811.407595 + Penalty 3820.915688 = -325990.491907 nChanged 2 SP:Iteration 27Q (6865.670000 sec): 3 clusters Score: Raw -329812.255467 + Penalty 3820.915688 = -325991.339779 nChanged 1 SP:Iteration 28Q (6865.840000 sec): 3 clusters Score: Raw -329812.442707 + Penalty 3820.915688 = -325991.527019 nChanged 0 SP:Iteration 29F (6866.020000 sec): 3 clusters Score: Raw -329812.442707 + Penalty 3820.915688 = -325991.527019 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (8083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6866.140000 sec): 2 clusters Score: Raw -1176542.047822 + Penalty 2231.384556 = -1174310.663266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6866.390000 sec): 3 clusters Score: Raw -1172252.142091 + Penalty 4462.769111 = -1167789.372980 nChanged 3277 SP:Iteration 1F (6866.590000 sec): 3 clusters Score: Raw -1174012.188387 + Penalty 4462.769111 = -1169549.419275 nChanged 580 SP:Iteration 2F (6866.880000 sec): 3 clusters Score: Raw -1174329.498132 + Penalty 4462.769111 = -1169866.729020 nChanged 444 SP:Iteration 3F (6867.140000 sec): 3 clusters Score: Raw -1174555.935084 + Penalty 4462.769111 = -1170093.165973 nChanged 371 SP:Iteration 4Q (6867.360000 sec): 3 clusters Score: Raw -1174750.312370 + Penalty 4462.769111 = -1170287.543259 nChanged 354 SP:Iteration 5Q (6867.570000 sec): 3 clusters Score: Raw -1174948.078250 + Penalty 4462.769111 = -1170485.309138 nChanged 338 SP:Iteration 6Q (6867.770000 sec): 3 clusters Score: Raw -1175140.863412 + Penalty 4462.769111 = -1170678.094300 nChanged 330 SP:Iteration 7Q (6868.040000 sec): 3 clusters Score: Raw -1175336.778468 + Penalty 4462.769111 = -1170874.009357 nChanged 318 SP:Iteration 8Q (6868.270000 sec): 3 clusters Score: Raw -1175553.815111 + Penalty 4462.769111 = -1171091.046000 nChanged 333 SP:Iteration 9Q (6868.460000 sec): 3 clusters Score: Raw -1175777.602825 + Penalty 4462.769111 = -1171314.833713 nChanged 307 SP:Iteration 10Q (6868.700000 sec): 3 clusters Score: Raw -1175993.023794 + Penalty 4462.769111 = -1171530.254683 nChanged 307 SP:Iteration 11Q (6868.940000 sec): 3 clusters Score: Raw -1176227.610256 + Penalty 4462.769111 = -1171764.841144 nChanged 326 SP:Iteration 12Q (6869.160000 sec): 3 clusters Score: Raw -1176532.936741 + Penalty 4462.769111 = -1172070.167629 nChanged 342 SP:Iteration 13Q (6869.360000 sec): 3 clusters Score: Raw -1176845.584114 + Penalty 4462.769111 = -1172382.815003 nChanged 296 SP:Iteration 14Q (6869.560000 sec): 3 clusters Score: Raw -1177097.278726 + Penalty 4462.769111 = -1172634.509614 nChanged 238 SP:Iteration 15Q (6869.840000 sec): 3 clusters Score: Raw -1177269.073676 + Penalty 4462.769111 = -1172806.304565 nChanged 177 SP:Iteration 16Q (6870.040000 sec): 3 clusters Score: Raw -1177379.376441 + Penalty 4462.769111 = -1172916.607329 nChanged 140 SP:Iteration 17Q (6870.310000 sec): 3 clusters Score: Raw -1177457.276093 + Penalty 4462.769111 = -1172994.506982 nChanged 113 SP:Iteration 18Q (6870.520000 sec): 3 clusters Score: Raw -1177513.335070 + Penalty 4462.769111 = -1173050.565958 nChanged 77 SP:Iteration 19Q (6870.780000 sec): 3 clusters Score: Raw -1177545.208225 + Penalty 4462.769111 = -1173082.439114 nChanged 56 SP:Iteration 20F (6871.020000 sec): 3 clusters Score: Raw -1177565.279844 + Penalty 4462.769111 = -1173102.510732 nChanged 50 SP:Iteration 21Q (6871.290000 sec): 3 clusters Score: Raw -1177584.188151 + Penalty 4462.769111 = -1173121.419040 nChanged 47 SP:Iteration 22Q (6871.530000 sec): 3 clusters Score: Raw -1177602.130539 + Penalty 4462.769111 = -1173139.361428 nChanged 45 SP:Iteration 23Q (6871.790000 sec): 3 clusters Score: Raw -1177619.258317 + Penalty 4462.769111 = -1173156.489205 nChanged 39 SP:Iteration 24Q (6872.040000 sec): 3 clusters Score: Raw -1177632.659898 + Penalty 4462.769111 = -1173169.890787 nChanged 36 SP:Iteration 25Q (6872.260000 sec): 3 clusters Score: Raw -1177645.856730 + Penalty 4462.769111 = -1173183.087619 nChanged 28 SP:Iteration 26Q (6872.490000 sec): 3 clusters Score: Raw -1177658.253187 + Penalty 4462.769111 = -1173195.484076 nChanged 36 SP:Iteration 27Q (6872.720000 sec): 3 clusters Score: Raw -1177671.019770 + Penalty 4462.769111 = -1173208.250659 nChanged 26 SP:Iteration 28Q (6872.900000 sec): 3 clusters Score: Raw -1177681.127072 + Penalty 4462.769111 = -1173218.357960 nChanged 20 SP:Iteration 29Q (6873.160000 sec): 3 clusters Score: Raw -1177688.174616 + Penalty 4462.769111 = -1173225.405504 nChanged 19 SP:Iteration 30Q (6873.400000 sec): 3 clusters Score: Raw -1177692.795733 + Penalty 4462.769111 = -1173230.026622 nChanged 14 SP:Iteration 31Q (6873.630000 sec): 3 clusters Score: Raw -1177695.779914 + Penalty 4462.769111 = -1173233.010802 nChanged 13 SP:Iteration 32Q (6873.830000 sec): 3 clusters Score: Raw -1177699.617164 + Penalty 4462.769111 = -1173236.848053 nChanged 13 SP:Iteration 33Q (6874.080000 sec): 3 clusters Score: Raw -1177702.938678 + Penalty 4462.769111 = -1173240.169567 nChanged 12 SP:Iteration 34Q (6874.320000 sec): 3 clusters Score: Raw -1177706.156422 + Penalty 4462.769111 = -1173243.387311 nChanged 8 SP:Iteration 35Q (6874.540000 sec): 3 clusters Score: Raw -1177707.712915 + Penalty 4462.769111 = -1173244.943804 nChanged 5 SP:Iteration 36Q (6874.810000 sec): 3 clusters Score: Raw -1177709.377367 + Penalty 4462.769111 = -1173246.608255 nChanged 10 SP:Iteration 37Q (6875.040000 sec): 3 clusters Score: Raw -1177711.884917 + Penalty 4462.769111 = -1173249.115806 nChanged 5 SP:Iteration 38Q (6875.300000 sec): 3 clusters Score: Raw -1177713.472826 + Penalty 4462.769111 = -1173250.703715 nChanged 5 SP:Iteration 39Q (6875.570000 sec): 3 clusters Score: Raw -1177714.340726 + Penalty 4462.769111 = -1173251.571615 nChanged 3 SP:Iteration 40F (6875.720000 sec): 3 clusters Score: Raw -1177714.720420 + Penalty 4462.769111 = -1173251.951309 nChanged 2 SP:Iteration 41Q (6875.960000 sec): 3 clusters Score: Raw -1177715.102308 + Penalty 4462.769111 = -1173252.333197 nChanged 1 SP:Iteration 42Q (6876.160000 sec): 3 clusters Score: Raw -1177715.203802 + Penalty 4462.769111 = -1173252.434690 nChanged 1 SP:Iteration 43Q (6876.380000 sec): 3 clusters Score: Raw -1177715.367041 + Penalty 4462.769111 = -1173252.597930 nChanged 2 SP:Iteration 44Q (6876.640000 sec): 3 clusters Score: Raw -1177715.732953 + Penalty 4462.769111 = -1173252.963842 nChanged 0 SP:Iteration 45F (6876.890000 sec): 3 clusters Score: Raw -1177715.732953 + Penalty 4462.769111 = -1173252.963842 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6877.030000 sec): 2 clusters Score: Raw -66736.109316 + Penalty 1515.643900 = -65220.465416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6877.170000 sec): 3 clusters Score: Raw -66790.863397 + Penalty 3031.287800 = -63759.575597 nChanged 78 SP:Iteration 1F (6877.370000 sec): 3 clusters Score: Raw -66971.484025 + Penalty 3031.287800 = -63940.196225 nChanged 18 SP:Iteration 2Q (6877.540000 sec): 3 clusters Score: Raw -67014.140756 + Penalty 3031.287800 = -63982.852955 nChanged 3 SP:Iteration 3Q (6877.700000 sec): 3 clusters Score: Raw -67018.174099 + Penalty 3031.287800 = -63986.886299 nChanged 1 SP:Iteration 4Q (6877.970000 sec): 3 clusters Score: Raw -67022.678480 + Penalty 3031.287800 = -63991.390679 nChanged 1 SP:Iteration 5Q (6878.180000 sec): 3 clusters Score: Raw -67027.610601 + Penalty 3031.287800 = -63996.322801 nChanged 1 SP:Iteration 6Q (6878.370000 sec): 3 clusters Score: Raw -67039.648739 + Penalty 3031.287800 = -64008.360938 nChanged 3 SP:Iteration 7Q (6878.540000 sec): 3 clusters Score: Raw -67045.701609 + Penalty 3031.287800 = -64014.413809 nChanged 2 SP:Iteration 8Q (6878.780000 sec): 3 clusters Score: Raw -67055.064696 + Penalty 3031.287800 = -64023.776896 nChanged 1 SP:Iteration 9Q (6878.950000 sec): 3 clusters Score: Raw -67058.062009 + Penalty 3031.287800 = -64026.774209 nChanged 3 SP:Iteration 10Q (6879.120000 sec): 3 clusters Score: Raw -67067.179190 + Penalty 3031.287800 = -64035.891389 nChanged 1 SP:Iteration 11Q (6879.280000 sec): 3 clusters Score: Raw -67070.106699 + Penalty 3031.287800 = -64038.818899 nChanged 3 SP:Iteration 12Q (6879.460000 sec): 3 clusters Score: Raw -67078.817724 + Penalty 3031.287800 = -64047.529924 nChanged 0 SP:Iteration 13F (6879.630000 sec): 3 clusters Score: Raw -67078.817724 + Penalty 3031.287800 = -64047.529924 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (1752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6879.740000 sec): 2 clusters Score: Raw -252767.971121 + Penalty 1852.191291 = -250915.779829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6879.940000 sec): 3 clusters Score: Raw -252177.747861 + Penalty 3704.382583 = -248473.365278 nChanged 554 SP:Iteration 1F (6880.100000 sec): 3 clusters Score: Raw -252701.135330 + Penalty 3704.382583 = -248996.752748 nChanged 166 SP:Iteration 2F (6880.330000 sec): 3 clusters Score: Raw -252939.048495 + Penalty 3704.382583 = -249234.665913 nChanged 124 SP:Iteration 3F (6880.520000 sec): 3 clusters Score: Raw -253133.086800 + Penalty 3704.382583 = -249428.704217 nChanged 95 SP:Iteration 4F (6880.730000 sec): 3 clusters Score: Raw -253269.348953 + Penalty 3704.382583 = -249564.966371 nChanged 68 SP:Iteration 5Q (6880.880000 sec): 3 clusters Score: Raw -253349.631479 + Penalty 3704.382583 = -249645.248896 nChanged 45 SP:Iteration 6Q (6881.060000 sec): 3 clusters Score: Raw -253394.924746 + Penalty 3704.382583 = -249690.542163 nChanged 28 SP:Iteration 7Q (6881.260000 sec): 3 clusters Score: Raw -253427.036485 + Penalty 3704.382583 = -249722.653903 nChanged 18 SP:Iteration 8Q (6881.490000 sec): 3 clusters Score: Raw -253448.292756 + Penalty 3704.382583 = -249743.910174 nChanged 16 SP:Iteration 9Q (6881.640000 sec): 3 clusters Score: Raw -253463.064980 + Penalty 3704.382583 = -249758.682398 nChanged 10 SP:Iteration 10Q (6881.880000 sec): 3 clusters Score: Raw -253472.244008 + Penalty 3704.382583 = -249767.861425 nChanged 5 SP:Iteration 11Q (6882.060000 sec): 3 clusters Score: Raw -253476.452595 + Penalty 3704.382583 = -249772.070012 nChanged 3 SP:Iteration 12Q (6882.280000 sec): 3 clusters Score: Raw -253479.256534 + Penalty 3704.382583 = -249774.873951 nChanged 6 SP:Iteration 13Q (6882.480000 sec): 3 clusters Score: Raw -253486.784453 + Penalty 3704.382583 = -249782.401870 nChanged 8 SP:Iteration 14Q (6882.720000 sec): 3 clusters Score: Raw -253492.765687 + Penalty 3704.382583 = -249788.383104 nChanged 4 SP:Iteration 15Q (6882.950000 sec): 3 clusters Score: Raw -253495.396412 + Penalty 3704.382583 = -249791.013830 nChanged 6 SP:Iteration 16Q (6883.160000 sec): 3 clusters Score: Raw -253499.283360 + Penalty 3704.382583 = -249794.900777 nChanged 0 SP:Iteration 17F (6883.310000 sec): 3 clusters Score: Raw -253499.283360 + Penalty 3704.382583 = -249794.900777 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6883.410000 sec): 2 clusters Score: Raw -21591.159186 + Penalty 1299.953260 = -20291.205927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6883.620000 sec): 3 clusters Score: Raw -21921.673187 + Penalty 2599.906519 = -19321.766668 nChanged 15 SP:Iteration 1F (6883.830000 sec): 3 clusters Score: Raw -21983.060226 + Penalty 2599.906519 = -19383.153707 nChanged 4 SP:Iteration 2Q (6884.050000 sec): 3 clusters Score: Raw -22009.947480 + Penalty 2599.906519 = -19410.040961 nChanged 2 SP:Iteration 3Q (6884.220000 sec): 3 clusters Score: Raw -22021.645697 + Penalty 2599.906519 = -19421.739178 nChanged 1 SP:Iteration 4Q (6884.370000 sec): 3 clusters Score: Raw -22025.239368 + Penalty 2599.906519 = -19425.332849 nChanged 0 SP:Iteration 5F (6884.540000 sec): 3 clusters Score: Raw -22025.239368 + Penalty 2599.906519 = -19425.332849 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6884.650000 sec): 2 clusters Score: Raw -33463.804319 + Penalty 1339.863991 = -32123.940328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6884.800000 sec): 3 clusters Score: Raw -33887.490199 + Penalty 2679.727981 = -31207.762218 nChanged 39 SP:Iteration 1F (6884.960000 sec): 3 clusters Score: Raw -34066.262709 + Penalty 2679.727981 = -31386.534728 nChanged 18 SP:Iteration 2F (6885.150000 sec): 3 clusters Score: Raw -34153.854819 + Penalty 2679.727981 = -31474.126837 nChanged 8 SP:Iteration 3Q (6885.370000 sec): 3 clusters Score: Raw -34187.454738 + Penalty 2679.727981 = -31507.726756 nChanged 3 SP:Iteration 4Q (6885.510000 sec): 3 clusters Score: Raw -34196.082052 + Penalty 2679.727981 = -31516.354071 nChanged 1 SP:Iteration 5Q (6885.730000 sec): 3 clusters Score: Raw -34207.339942 + Penalty 2679.727981 = -31527.611961 nChanged 0 SP:Iteration 6F (6885.910000 sec): 3 clusters Score: Raw -34207.339942 + Penalty 2679.727981 = -31527.611961 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (5297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6886.080000 sec): 2 clusters Score: Raw -799795.005209 + Penalty 2126.574184 = -797668.431025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6886.270000 sec): 3 clusters Score: Raw -797229.471760 + Penalty 4253.148367 = -792976.323392 nChanged 2005 SP:Iteration 1F (6886.460000 sec): 3 clusters Score: Raw -798347.269737 + Penalty 4253.148367 = -794094.121369 nChanged 387 SP:Iteration 2F (6886.690000 sec): 3 clusters Score: Raw -798569.274760 + Penalty 4253.148367 = -794316.126393 nChanged 254 SP:Iteration 3Q (6886.900000 sec): 3 clusters Score: Raw -798693.435834 + Penalty 4253.148367 = -794440.287467 nChanged 173 SP:Iteration 4Q (6887.120000 sec): 3 clusters Score: Raw -798766.502439 + Penalty 4253.148367 = -794513.354072 nChanged 120 SP:Iteration 5Q (6887.310000 sec): 3 clusters Score: Raw -798818.622370 + Penalty 4253.148367 = -794565.474002 nChanged 104 SP:Iteration 6Q (6887.520000 sec): 3 clusters Score: Raw -798863.715127 + Penalty 4253.148367 = -794610.566760 nChanged 93 SP:Iteration 7Q (6887.760000 sec): 3 clusters Score: Raw -798901.106658 + Penalty 4253.148367 = -794647.958290 nChanged 75 SP:Iteration 8Q (6887.960000 sec): 3 clusters Score: Raw -798928.101195 + Penalty 4253.148367 = -794674.952828 nChanged 64 SP:Iteration 9Q (6888.120000 sec): 3 clusters Score: Raw -798953.103011 + Penalty 4253.148367 = -794699.954644 nChanged 53 SP:Iteration 10Q (6888.290000 sec): 3 clusters Score: Raw -798973.038488 + Penalty 4253.148367 = -794719.890121 nChanged 54 SP:Iteration 11Q (6888.530000 sec): 3 clusters Score: Raw -798994.264353 + Penalty 4253.148367 = -794741.115986 nChanged 55 SP:Iteration 12Q (6888.720000 sec): 3 clusters Score: Raw -799017.697910 + Penalty 4253.148367 = -794764.549543 nChanged 65 SP:Iteration 13Q (6888.970000 sec): 3 clusters Score: Raw -799042.553012 + Penalty 4253.148367 = -794789.404645 nChanged 67 SP:Iteration 14Q (6889.170000 sec): 3 clusters Score: Raw -799071.311181 + Penalty 4253.148367 = -794818.162814 nChanged 63 SP:Iteration 15Q (6889.330000 sec): 3 clusters Score: Raw -799099.182501 + Penalty 4253.148367 = -794846.034134 nChanged 74 SP:Iteration 16Q (6889.620000 sec): 3 clusters Score: Raw -799128.887638 + Penalty 4253.148367 = -794875.739271 nChanged 63 SP:Iteration 17Q (6889.870000 sec): 3 clusters Score: Raw -799152.346429 + Penalty 4253.148367 = -794899.198062 nChanged 58 SP:Iteration 18Q (6890.050000 sec): 3 clusters Score: Raw -799175.764647 + Penalty 4253.148367 = -794922.616280 nChanged 65 SP:Iteration 19Q (6890.240000 sec): 3 clusters Score: Raw -799204.885491 + Penalty 4253.148367 = -794951.737124 nChanged 66 SP:Iteration 20F (6890.480000 sec): 3 clusters Score: Raw -799230.869601 + Penalty 4253.148367 = -794977.721234 nChanged 65 SP:Iteration 21Q (6890.750000 sec): 3 clusters Score: Raw -799257.550819 + Penalty 4253.148367 = -795004.402452 nChanged 66 SP:Iteration 22Q (6890.940000 sec): 3 clusters Score: Raw -799283.846867 + Penalty 4253.148367 = -795030.698500 nChanged 57 SP:Iteration 23Q (6891.170000 sec): 3 clusters Score: Raw -799313.049628 + Penalty 4253.148367 = -795059.901261 nChanged 80 SP:Iteration 24Q (6891.350000 sec): 3 clusters Score: Raw -799350.402857 + Penalty 4253.148367 = -795097.254490 nChanged 86 SP:Iteration 25Q (6891.530000 sec): 3 clusters Score: Raw -799394.462948 + Penalty 4253.148367 = -795141.314581 nChanged 75 SP:Iteration 26Q (6891.790000 sec): 3 clusters Score: Raw -799432.785925 + Penalty 4253.148367 = -795179.637557 nChanged 69 SP:Iteration 27Q (6891.970000 sec): 3 clusters Score: Raw -799465.059334 + Penalty 4253.148367 = -795211.910966 nChanged 62 SP:Iteration 28Q (6892.180000 sec): 3 clusters Score: Raw -799499.683802 + Penalty 4253.148367 = -795246.535435 nChanged 84 SP:Iteration 29Q (6892.420000 sec): 3 clusters Score: Raw -799543.818959 + Penalty 4253.148367 = -795290.670592 nChanged 81 SP:Iteration 30Q (6892.660000 sec): 3 clusters Score: Raw -799585.586219 + Penalty 4253.148367 = -795332.437852 nChanged 63 SP:Iteration 31Q (6892.840000 sec): 3 clusters Score: Raw -799621.506649 + Penalty 4253.148367 = -795368.358282 nChanged 75 SP:Iteration 32Q (6893.070000 sec): 3 clusters Score: Raw -799673.263997 + Penalty 4253.148367 = -795420.115630 nChanged 71 SP:Iteration 33Q (6893.260000 sec): 3 clusters Score: Raw -799717.022190 + Penalty 4253.148367 = -795463.873823 nChanged 70 SP:Iteration 34Q (6893.470000 sec): 3 clusters Score: Raw -799762.777207 + Penalty 4253.148367 = -795509.628839 nChanged 56 SP:Iteration 35Q (6893.650000 sec): 3 clusters Score: Raw -799803.043982 + Penalty 4253.148367 = -795549.895615 nChanged 47 SP:Iteration 36Q (6893.890000 sec): 3 clusters Score: Raw -799831.627046 + Penalty 4253.148367 = -795578.478678 nChanged 35 SP:Iteration 37Q (6894.060000 sec): 3 clusters Score: Raw -799851.169556 + Penalty 4253.148367 = -795598.021189 nChanged 28 SP:Iteration 38Q (6894.280000 sec): 3 clusters Score: Raw -799870.312243 + Penalty 4253.148367 = -795617.163876 nChanged 33 SP:Iteration 39Q (6894.480000 sec): 3 clusters Score: Raw -799898.720699 + Penalty 4253.148367 = -795645.572332 nChanged 23 SP:Iteration 40F (6894.680000 sec): 3 clusters Score: Raw -799917.918449 + Penalty 4253.148367 = -795664.770082 nChanged 21 SP:Iteration 41Q (6894.880000 sec): 3 clusters Score: Raw -799934.760018 + Penalty 4253.148367 = -795681.611651 nChanged 14 SP:Iteration 42Q (6895.110000 sec): 3 clusters Score: Raw -799944.974876 + Penalty 4253.148367 = -795691.826509 nChanged 17 SP:Iteration 43Q (6895.290000 sec): 3 clusters Score: Raw -799955.617790 + Penalty 4253.148367 = -795702.469423 nChanged 10 SP:Iteration 44Q (6895.470000 sec): 3 clusters Score: Raw -799961.217914 + Penalty 4253.148367 = -795708.069547 nChanged 9 SP:Iteration 45Q (6895.680000 sec): 3 clusters Score: Raw -799965.751045 + Penalty 4253.148367 = -795712.602678 nChanged 7 SP:Iteration 46Q (6895.910000 sec): 3 clusters Score: Raw -799969.662650 + Penalty 4253.148367 = -795716.514283 nChanged 10 SP:Iteration 47Q (6896.160000 sec): 3 clusters Score: Raw -799975.373461 + Penalty 4253.148367 = -795722.225094 nChanged 11 SP:Iteration 48Q (6896.390000 sec): 3 clusters Score: Raw -799983.895551 + Penalty 4253.148367 = -795730.747184 nChanged 10 SP:Iteration 49Q (6896.580000 sec): 3 clusters Score: Raw -799989.722587 + Penalty 4253.148367 = -795736.574220 nChanged 7 SP:Iteration 50Q (6896.780000 sec): 3 clusters Score: Raw -799993.155415 + Penalty 4253.148367 = -795740.007048 nChanged 7 SP:Iteration 51Q (6897.000000 sec): 3 clusters Score: Raw -799996.770844 + Penalty 4253.148367 = -795743.622477 nChanged 2 SP:Iteration 52Q (6897.200000 sec): 3 clusters Score: Raw -799997.887493 + Penalty 4253.148367 = -795744.739126 nChanged 1 SP:Iteration 53Q (6897.420000 sec): 3 clusters Score: Raw -799998.552925 + Penalty 4253.148367 = -795745.404558 nChanged 2 SP:Iteration 54Q (6897.590000 sec): 3 clusters Score: Raw -799999.412843 + Penalty 4253.148367 = -795746.264476 nChanged 0 SP:Iteration 55F (6897.830000 sec): 3 clusters Score: Raw -799999.412843 + Penalty 4253.148367 = -795746.264476 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (1252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6897.920000 sec): 2 clusters Score: Raw -185476.165938 + Penalty 1768.859393 = -183707.306545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6898.150000 sec): 3 clusters Score: Raw -185137.915548 + Penalty 3537.718786 = -181600.196762 nChanged 327 SP:Iteration 1F (6898.300000 sec): 3 clusters Score: Raw -185443.979364 + Penalty 3537.718786 = -181906.260579 nChanged 78 SP:Iteration 2F (6898.480000 sec): 3 clusters Score: Raw -185532.429310 + Penalty 3537.718786 = -181994.710524 nChanged 43 SP:Iteration 3Q (6898.690000 sec): 3 clusters Score: Raw -185593.841610 + Penalty 3537.718786 = -182056.122825 nChanged 36 SP:Iteration 4Q (6898.910000 sec): 3 clusters Score: Raw -185651.101942 + Penalty 3537.718786 = -182113.383156 nChanged 33 SP:Iteration 5Q (6899.120000 sec): 3 clusters Score: Raw -185702.712538 + Penalty 3537.718786 = -182164.993752 nChanged 27 SP:Iteration 6Q (6899.340000 sec): 3 clusters Score: Raw -185736.306933 + Penalty 3537.718786 = -182198.588148 nChanged 29 SP:Iteration 7Q (6899.550000 sec): 3 clusters Score: Raw -185769.647877 + Penalty 3537.718786 = -182231.929091 nChanged 27 SP:Iteration 8Q (6899.800000 sec): 3 clusters Score: Raw -185805.194784 + Penalty 3537.718786 = -182267.475999 nChanged 25 SP:Iteration 9Q (6899.990000 sec): 3 clusters Score: Raw -185844.230337 + Penalty 3537.718786 = -182306.511552 nChanged 23 SP:Iteration 10Q (6900.180000 sec): 3 clusters Score: Raw -185882.386682 + Penalty 3537.718786 = -182344.667897 nChanged 20 SP:Iteration 11Q (6900.380000 sec): 3 clusters Score: Raw -185913.586745 + Penalty 3537.718786 = -182375.867959 nChanged 22 SP:Iteration 12Q (6900.580000 sec): 3 clusters Score: Raw -185956.674583 + Penalty 3537.718786 = -182418.955797 nChanged 34 SP:Iteration 13Q (6900.800000 sec): 3 clusters Score: Raw -186037.268543 + Penalty 3537.718786 = -182499.549757 nChanged 38 SP:Iteration 14Q (6901.020000 sec): 3 clusters Score: Raw -186158.376890 + Penalty 3537.718786 = -182620.658104 nChanged 58 SP:Iteration 15Q (6901.240000 sec): 3 clusters Score: Raw -186354.190856 + Penalty 3537.718786 = -182816.472070 nChanged 42 SP:Iteration 16Q (6901.450000 sec): 3 clusters Score: Raw -186481.070522 + Penalty 3537.718786 = -182943.351736 nChanged 32 SP:Iteration 17Q (6901.600000 sec): 3 clusters Score: Raw -186547.645001 + Penalty 3537.718786 = -183009.926215 nChanged 23 SP:Iteration 18Q (6901.800000 sec): 3 clusters Score: Raw -186598.000172 + Penalty 3537.718786 = -183060.281387 nChanged 21 SP:Iteration 19Q (6902.020000 sec): 3 clusters Score: Raw -186635.505047 + Penalty 3537.718786 = -183097.786262 nChanged 24 SP:Iteration 20F (6902.160000 sec): 3 clusters Score: Raw -186678.439952 + Penalty 3537.718786 = -183140.721166 nChanged 17 SP:Iteration 21Q (6902.350000 sec): 3 clusters Score: Raw -186732.422137 + Penalty 3537.718786 = -183194.703352 nChanged 18 SP:Iteration 22Q (6902.560000 sec): 3 clusters Score: Raw -186887.314302 + Penalty 3537.718786 = -183349.595517 nChanged 24 SP:Iteration 23Q (6902.820000 sec): 3 clusters Score: Raw -186969.297669 + Penalty 3537.718786 = -183431.578883 nChanged 19 SP:Iteration 24Q (6902.990000 sec): 3 clusters Score: Raw -187029.033273 + Penalty 3537.718786 = -183491.314488 nChanged 16 SP:Iteration 25Q (6903.170000 sec): 3 clusters Score: Raw -187088.002519 + Penalty 3537.718786 = -183550.283733 nChanged 12 SP:Iteration 26Q (6903.410000 sec): 3 clusters Score: Raw -187108.869223 + Penalty 3537.718786 = -183571.150438 nChanged 6 SP:Iteration 27Q (6903.580000 sec): 3 clusters Score: Raw -187118.228955 + Penalty 3537.718786 = -183580.510170 nChanged 4 SP:Iteration 28Q (6903.780000 sec): 3 clusters Score: Raw -187127.871679 + Penalty 3537.718786 = -183590.152894 nChanged 6 SP:Iteration 29Q (6903.980000 sec): 3 clusters Score: Raw -187141.125450 + Penalty 3537.718786 = -183603.406664 nChanged 4 SP:Iteration 30Q (6904.190000 sec): 3 clusters Score: Raw -187148.002412 + Penalty 3537.718786 = -183610.283627 nChanged 5 SP:Iteration 31Q (6904.370000 sec): 3 clusters Score: Raw -187167.973412 + Penalty 3537.718786 = -183630.254627 nChanged 14 SP:Iteration 32Q (6904.610000 sec): 3 clusters Score: Raw -187234.562685 + Penalty 3537.718786 = -183696.843900 nChanged 16 SP:Iteration 33Q (6904.790000 sec): 3 clusters Score: Raw -187356.350298 + Penalty 3537.718786 = -183818.631512 nChanged 16 SP:Iteration 34Q (6904.930000 sec): 3 clusters Score: Raw -187568.926422 + Penalty 3537.718786 = -184031.207636 nChanged 11 SP:Iteration 35Q (6905.150000 sec): 3 clusters Score: Raw -187713.449879 + Penalty 3537.718786 = -184175.731093 nChanged 1 SP:Iteration 36Q (6905.350000 sec): 3 clusters Score: Raw -187717.240025 + Penalty 3537.718786 = -184179.521239 nChanged 0 SP:Iteration 37F (6905.570000 sec): 3 clusters Score: Raw -187717.240025 + Penalty 3537.718786 = -184179.521239 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6905.690000 sec): 2 clusters Score: Raw -116592.678189 + Penalty 1648.948168 = -114943.730021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6905.830000 sec): 3 clusters Score: Raw -116484.762455 + Penalty 3297.896337 = -113186.866118 nChanged 173 SP:Iteration 1F (6906.000000 sec): 3 clusters Score: Raw -116762.586026 + Penalty 3297.896337 = -113464.689689 nChanged 48 SP:Iteration 2F (6906.200000 sec): 3 clusters Score: Raw -116902.451179 + Penalty 3297.896337 = -113604.554843 nChanged 33 SP:Iteration 3Q (6906.380000 sec): 3 clusters Score: Raw -116973.891942 + Penalty 3297.896337 = -113675.995605 nChanged 39 SP:Iteration 4F (6906.600000 sec): 3 clusters Score: Raw -117060.623984 + Penalty 3297.896337 = -113762.727647 nChanged 20 SP:Iteration 5Q (6906.810000 sec): 3 clusters Score: Raw -117100.428923 + Penalty 3297.896337 = -113802.532586 nChanged 16 SP:Iteration 6Q (6907.030000 sec): 3 clusters Score: Raw -117150.023674 + Penalty 3297.896337 = -113852.127337 nChanged 21 SP:Iteration 7Q (6907.230000 sec): 3 clusters Score: Raw -117208.507127 + Penalty 3297.896337 = -113910.610790 nChanged 13 SP:Iteration 8Q (6907.370000 sec): 3 clusters Score: Raw -117257.785340 + Penalty 3297.896337 = -113959.889003 nChanged 12 SP:Iteration 9Q (6907.510000 sec): 3 clusters Score: Raw -117288.785752 + Penalty 3297.896337 = -113990.889415 nChanged 8 SP:Iteration 10Q (6907.680000 sec): 3 clusters Score: Raw -117319.587100 + Penalty 3297.896337 = -114021.690763 nChanged 6 SP:Iteration 11Q (6907.890000 sec): 3 clusters Score: Raw -117331.104115 + Penalty 3297.896337 = -114033.207778 nChanged 3 SP:Iteration 12Q (6908.040000 sec): 3 clusters Score: Raw -117340.857933 + Penalty 3297.896337 = -114042.961596 nChanged 5 SP:Iteration 13Q (6908.240000 sec): 3 clusters Score: Raw -117352.897815 + Penalty 3297.896337 = -114055.001478 nChanged 9 SP:Iteration 14Q (6908.380000 sec): 3 clusters Score: Raw -117369.802767 + Penalty 3297.896337 = -114071.906430 nChanged 6 SP:Iteration 15Q (6908.590000 sec): 3 clusters Score: Raw -117378.347451 + Penalty 3297.896337 = -114080.451114 nChanged 4 SP:Iteration 16Q (6908.760000 sec): 3 clusters Score: Raw -117385.000324 + Penalty 3297.896337 = -114087.103987 nChanged 7 SP:Iteration 17Q (6908.940000 sec): 3 clusters Score: Raw -117393.999647 + Penalty 3297.896337 = -114096.103311 nChanged 4 SP:Iteration 18Q (6909.120000 sec): 3 clusters Score: Raw -117401.065282 + Penalty 3297.896337 = -114103.168945 nChanged 2 SP:Iteration 19Q (6909.260000 sec): 3 clusters Score: Raw -117404.944347 + Penalty 3297.896337 = -114107.048010 nChanged 2 SP:Iteration 20F (6909.410000 sec): 3 clusters Score: Raw -117409.357594 + Penalty 3297.896337 = -114111.461257 nChanged 4 SP:Iteration 21Q (6909.570000 sec): 3 clusters Score: Raw -117419.018661 + Penalty 3297.896337 = -114121.122324 nChanged 5 SP:Iteration 22Q (6909.710000 sec): 3 clusters Score: Raw -117429.636627 + Penalty 3297.896337 = -114131.740290 nChanged 4 SP:Iteration 23Q (6909.860000 sec): 3 clusters Score: Raw -117436.347811 + Penalty 3297.896337 = -114138.451475 nChanged 1 SP:Iteration 24Q (6909.950000 sec): 3 clusters Score: Raw -117436.911514 + Penalty 3297.896337 = -114139.015177 nChanged 3 SP:Iteration 25Q (6910.100000 sec): 3 clusters Score: Raw -117450.063993 + Penalty 3297.896337 = -114152.167657 nChanged 5 SP:Iteration 26Q (6910.240000 sec): 3 clusters Score: Raw -117458.162918 + Penalty 3297.896337 = -114160.266581 nChanged 3 SP:Iteration 27Q (6910.340000 sec): 3 clusters Score: Raw -117471.586452 + Penalty 3297.896337 = -114173.690115 nChanged 1 SP:Iteration 28Q (6910.480000 sec): 3 clusters Score: Raw -117473.503289 + Penalty 3297.896337 = -114175.606952 nChanged 3 SP:Iteration 29Q (6910.620000 sec): 3 clusters Score: Raw -117483.599722 + Penalty 3297.896337 = -114185.703386 nChanged 7 SP:Iteration 30Q (6910.720000 sec): 3 clusters Score: Raw -117497.877390 + Penalty 3297.896337 = -114199.981053 nChanged 5 SP:Iteration 31Q (6910.860000 sec): 3 clusters Score: Raw -117510.409552 + Penalty 3297.896337 = -114212.513215 nChanged 3 SP:Iteration 32Q (6911.010000 sec): 3 clusters Score: Raw -117515.153488 + Penalty 3297.896337 = -114217.257151 nChanged 1 SP:Iteration 33Q (6911.100000 sec): 3 clusters Score: Raw -117517.305550 + Penalty 3297.896337 = -114219.409214 nChanged 1 SP:Iteration 34Q (6911.250000 sec): 3 clusters Score: Raw -117518.601154 + Penalty 3297.896337 = -114220.704818 nChanged 3 SP:Iteration 35Q (6911.390000 sec): 3 clusters Score: Raw -117521.810237 + Penalty 3297.896337 = -114223.913900 nChanged 1 SP:Iteration 36Q (6911.490000 sec): 3 clusters Score: Raw -117522.709431 + Penalty 3297.896337 = -114224.813094 nChanged 0 SP:Iteration 37F (6911.630000 sec): 3 clusters Score: Raw -117522.709431 + Penalty 3297.896337 = -114224.813094 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (1665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6911.730000 sec): 2 clusters Score: Raw -249831.976394 + Penalty 1839.559940 = -247992.416454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6911.930000 sec): 3 clusters Score: Raw -249331.982575 + Penalty 3679.119880 = -245652.862695 nChanged 495 SP:Iteration 1F (6912.140000 sec): 3 clusters Score: Raw -249952.666727 + Penalty 3679.119880 = -246273.546848 nChanged 182 SP:Iteration 2F (6912.280000 sec): 3 clusters Score: Raw -250310.918137 + Penalty 3679.119880 = -246631.798257 nChanged 127 SP:Iteration 3F (6912.440000 sec): 3 clusters Score: Raw -250572.398314 + Penalty 3679.119880 = -246893.278434 nChanged 111 SP:Iteration 4F (6912.620000 sec): 3 clusters Score: Raw -250803.720995 + Penalty 3679.119880 = -247124.601115 nChanged 105 SP:Iteration 5F (6912.760000 sec): 3 clusters Score: Raw -251000.950283 + Penalty 3679.119880 = -247321.830403 nChanged 67 SP:Iteration 6Q (6912.980000 sec): 3 clusters Score: Raw -251111.850917 + Penalty 3679.119880 = -247432.731037 nChanged 41 SP:Iteration 7Q (6913.120000 sec): 3 clusters Score: Raw -251188.423424 + Penalty 3679.119880 = -247509.303544 nChanged 46 SP:Iteration 8Q (6913.280000 sec): 3 clusters Score: Raw -251263.161397 + Penalty 3679.119880 = -247584.041517 nChanged 27 SP:Iteration 9Q (6913.500000 sec): 3 clusters Score: Raw -251299.645181 + Penalty 3679.119880 = -247620.525302 nChanged 14 SP:Iteration 10Q (6913.660000 sec): 3 clusters Score: Raw -251312.880685 + Penalty 3679.119880 = -247633.760805 nChanged 5 SP:Iteration 11Q (6913.900000 sec): 3 clusters Score: Raw -251317.910609 + Penalty 3679.119880 = -247638.790729 nChanged 2 SP:Iteration 12Q (6914.100000 sec): 3 clusters Score: Raw -251319.009095 + Penalty 3679.119880 = -247639.889215 nChanged 1 SP:Iteration 13Q (6914.290000 sec): 3 clusters Score: Raw -251319.365615 + Penalty 3679.119880 = -247640.245735 nChanged 0 SP:Iteration 14F (6914.480000 sec): 3 clusters Score: Raw -251319.365615 + Penalty 3679.119880 = -247640.245735 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6914.580000 sec): 2 clusters Score: Raw -44515.508154 + Penalty 1443.380567 = -43072.127587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6914.760000 sec): 3 clusters Score: Raw -44673.117120 + Penalty 2886.761133 = -41786.355987 nChanged 39 SP:Iteration 1F (6914.940000 sec): 3 clusters Score: Raw -44843.240057 + Penalty 2886.761133 = -41956.478923 nChanged 20 SP:Iteration 2F (6915.120000 sec): 3 clusters Score: Raw -44922.089710 + Penalty 2886.761133 = -42035.328577 nChanged 4 SP:Iteration 3Q (6915.310000 sec): 3 clusters Score: Raw -44931.808395 + Penalty 2886.761133 = -42045.047262 nChanged 1 SP:Iteration 4Q (6915.510000 sec): 3 clusters Score: Raw -44936.975185 + Penalty 2886.761133 = -42050.214051 nChanged 0 SP:Iteration 5F (6915.740000 sec): 3 clusters Score: Raw -44936.975185 + Penalty 2886.761133 = -42050.214051 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6915.820000 sec): 2 clusters Score: Raw -16457.326568 + Penalty 1278.016315 = -15179.310252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6915.970000 sec): 3 clusters Score: Raw -16974.390876 + Penalty 2556.032631 = -14418.358245 nChanged 36 SP:Iteration 1F (6916.190000 sec): 3 clusters Score: Raw -17217.970425 + Penalty 2556.032631 = -14661.937794 nChanged 8 SP:Iteration 2Q (6916.340000 sec): 3 clusters Score: Raw -17308.522324 + Penalty 2556.032631 = -14752.489693 nChanged 2 SP:Iteration 3Q (6916.520000 sec): 3 clusters Score: Raw -17332.181424 + Penalty 2556.032631 = -14776.148793 nChanged 1 SP:Iteration 4Q (6916.710000 sec): 3 clusters Score: Raw -17368.234401 + Penalty 2556.032631 = -14812.201770 nChanged 1 SP:Iteration 5Q (6916.900000 sec): 3 clusters Score: Raw -17385.141874 + Penalty 2556.032631 = -14829.109243 nChanged 0 SP:Iteration 6F (6917.110000 sec): 3 clusters Score: Raw -17385.141874 + Penalty 2556.032631 = -14829.109243 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6917.190000 sec): 2 clusters Score: Raw -23878.428859 + Penalty 1293.304068 = -22585.124791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6917.380000 sec): 3 clusters Score: Raw -24147.281018 + Penalty 2586.608136 = -21560.672882 nChanged 13 SP:Iteration 1F (6917.560000 sec): 3 clusters Score: Raw -24297.244573 + Penalty 2586.608136 = -21710.636437 nChanged 4 SP:Iteration 2Q (6917.750000 sec): 3 clusters Score: Raw -24325.329251 + Penalty 2586.608136 = -21738.721116 nChanged 5 SP:Iteration 3Q (6917.960000 sec): 3 clusters Score: Raw -24428.695708 + Penalty 2586.608136 = -21842.087572 nChanged 6 SP:Iteration 4Q (6918.170000 sec): 3 clusters Score: Raw -24492.011026 + Penalty 2586.608136 = -21905.402890 nChanged 9 SP:Iteration 5Q (6918.350000 sec): 3 clusters Score: Raw -24661.174600 + Penalty 2586.608136 = -22074.566464 nChanged 13 SP:Iteration 6F (6918.570000 sec): 3 clusters Score: Raw -24813.303679 + Penalty 2586.608136 = -22226.695543 nChanged 8 SP:Iteration 7Q (6918.740000 sec): 3 clusters Score: Raw -24935.136129 + Penalty 2586.608136 = -22348.527994 nChanged 4 SP:Iteration 8Q (6918.950000 sec): 3 clusters Score: Raw -24978.988727 + Penalty 2586.608136 = -22392.380592 nChanged 2 SP:Iteration 9Q (6919.090000 sec): 3 clusters Score: Raw -24990.866882 + Penalty 2586.608136 = -22404.258746 nChanged 0 SP:Iteration 10F (6919.290000 sec): 3 clusters Score: Raw -24990.866882 + Penalty 2586.608136 = -22404.258746 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6919.370000 sec): 2 clusters Score: Raw -88978.864148 + Penalty 1682.825736 = -87296.038412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6919.540000 sec): 3 clusters Score: Raw -88903.107382 + Penalty 3365.651472 = -85537.455910 nChanged 247 SP:Iteration 1F (6919.760000 sec): 3 clusters Score: Raw -89441.520515 + Penalty 3365.651472 = -86075.869043 nChanged 86 SP:Iteration 2F (6919.940000 sec): 3 clusters Score: Raw -89735.216356 + Penalty 3365.651472 = -86369.564884 nChanged 60 SP:Iteration 3F (6920.100000 sec): 3 clusters Score: Raw -89964.127332 + Penalty 3365.651472 = -86598.475860 nChanged 52 SP:Iteration 4F (6920.310000 sec): 3 clusters Score: Raw -90240.601503 + Penalty 3365.651472 = -86874.950031 nChanged 39 SP:Iteration 5Q (6920.500000 sec): 3 clusters Score: Raw -90448.406180 + Penalty 3365.651472 = -87082.754708 nChanged 30 SP:Iteration 6Q (6920.690000 sec): 3 clusters Score: Raw -90542.438211 + Penalty 3365.651472 = -87176.786739 nChanged 11 SP:Iteration 7Q (6920.890000 sec): 3 clusters Score: Raw -90571.444883 + Penalty 3365.651472 = -87205.793411 nChanged 11 SP:Iteration 8Q (6921.100000 sec): 3 clusters Score: Raw -90594.240268 + Penalty 3365.651472 = -87228.588796 nChanged 7 SP:Iteration 9Q (6921.270000 sec): 3 clusters Score: Raw -90607.324517 + Penalty 3365.651472 = -87241.673045 nChanged 8 SP:Iteration 10Q (6921.430000 sec): 3 clusters Score: Raw -90626.831715 + Penalty 3365.651472 = -87261.180243 nChanged 5 SP:Iteration 11Q (6921.660000 sec): 3 clusters Score: Raw -90636.059925 + Penalty 3365.651472 = -87270.408453 nChanged 5 SP:Iteration 12Q (6921.810000 sec): 3 clusters Score: Raw -90647.986108 + Penalty 3365.651472 = -87282.334636 nChanged 6 SP:Iteration 13Q (6921.990000 sec): 3 clusters Score: Raw -90676.148565 + Penalty 3365.651472 = -87310.497093 nChanged 12 SP:Iteration 14Q (6922.180000 sec): 3 clusters Score: Raw -90752.529274 + Penalty 3365.651472 = -87386.877802 nChanged 15 SP:Iteration 15Q (6922.350000 sec): 3 clusters Score: Raw -90820.082439 + Penalty 3365.651472 = -87454.430967 nChanged 8 SP:Iteration 16Q (6922.520000 sec): 3 clusters Score: Raw -90841.426229 + Penalty 3365.651472 = -87475.774757 nChanged 5 SP:Iteration 17Q (6922.680000 sec): 3 clusters Score: Raw -90888.366685 + Penalty 3365.651472 = -87522.715213 nChanged 8 SP:Iteration 18Q (6922.880000 sec): 3 clusters Score: Raw -90945.399200 + Penalty 3365.651472 = -87579.747728 nChanged 2 SP:Iteration 19Q (6923.090000 sec): 3 clusters Score: Raw -90956.546288 + Penalty 3365.651472 = -87590.894816 nChanged 3 SP:Iteration 20F (6923.290000 sec): 3 clusters Score: Raw -90979.672970 + Penalty 3365.651472 = -87614.021498 nChanged 9 SP:Iteration 21Q (6923.470000 sec): 3 clusters Score: Raw -91026.953508 + Penalty 3365.651472 = -87661.302036 nChanged 6 SP:Iteration 22Q (6923.610000 sec): 3 clusters Score: Raw -91056.877348 + Penalty 3365.651472 = -87691.225876 nChanged 3 SP:Iteration 23Q (6923.800000 sec): 3 clusters Score: Raw -91064.545929 + Penalty 3365.651472 = -87698.894457 nChanged 0 SP:Iteration 24F (6924.020000 sec): 3 clusters Score: Raw -91064.545929 + Penalty 3365.651472 = -87698.894457 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6924.150000 sec): 2 clusters Score: Raw -18665.962764 + Penalty 1272.214881 = -17393.747883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6924.330000 sec): 3 clusters Score: Raw -19114.279560 + Penalty 2544.429763 = -16569.849797 nChanged 20 SP:Iteration 1F (6924.510000 sec): 3 clusters Score: Raw -19224.962629 + Penalty 2544.429763 = -16680.532867 nChanged 7 SP:Iteration 2Q (6924.690000 sec): 3 clusters Score: Raw -19262.445772 + Penalty 2544.429763 = -16718.016009 nChanged 1 SP:Iteration 3Q (6924.870000 sec): 3 clusters Score: Raw -19265.642276 + Penalty 2544.429763 = -16721.212514 nChanged 0 SP:Iteration 4F (6925.050000 sec): 3 clusters Score: Raw -19265.642276 + Penalty 2544.429763 = -16721.212514 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6925.140000 sec): 2 clusters Score: Raw -51391.232386 + Penalty 1444.848027 = -49946.384359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6925.320000 sec): 3 clusters Score: Raw -51486.112861 + Penalty 2889.696053 = -48596.416807 nChanged 53 SP:Iteration 1F (6925.530000 sec): 3 clusters Score: Raw -51651.290929 + Penalty 2889.696053 = -48761.594876 nChanged 14 SP:Iteration 2Q (6925.750000 sec): 3 clusters Score: Raw -51733.313428 + Penalty 2889.696053 = -48843.617375 nChanged 10 SP:Iteration 3Q (6925.920000 sec): 3 clusters Score: Raw -51782.548763 + Penalty 2889.696053 = -48892.852710 nChanged 6 SP:Iteration 4Q (6926.080000 sec): 3 clusters Score: Raw -51800.992275 + Penalty 2889.696053 = -48911.296222 nChanged 1 SP:Iteration 5Q (6926.290000 sec): 3 clusters Score: Raw -51807.506780 + Penalty 2889.696053 = -48917.810727 nChanged 2 SP:Iteration 6Q (6926.460000 sec): 3 clusters Score: Raw -51811.828386 + Penalty 2889.696053 = -48922.132333 nChanged 1 SP:Iteration 7Q (6926.650000 sec): 3 clusters Score: Raw -51815.394793 + Penalty 2889.696053 = -48925.698739 nChanged 0 SP:Iteration 8F (6926.860000 sec): 3 clusters Score: Raw -51815.394793 + Penalty 2889.696053 = -48925.698739 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (1367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6926.970000 sec): 2 clusters Score: Raw -200644.214156 + Penalty 1790.652712 = -198853.561445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6927.200000 sec): 3 clusters Score: Raw -200204.678391 + Penalty 3581.305423 = -196623.372967 nChanged 393 SP:Iteration 1F (6927.380000 sec): 3 clusters Score: Raw -200543.157828 + Penalty 3581.305423 = -196961.852405 nChanged 96 SP:Iteration 2F (6927.530000 sec): 3 clusters Score: Raw -200661.980268 + Penalty 3581.305423 = -197080.674845 nChanged 55 SP:Iteration 3Q (6927.700000 sec): 3 clusters Score: Raw -200737.610104 + Penalty 3581.305423 = -197156.304681 nChanged 40 SP:Iteration 4Q (6927.900000 sec): 3 clusters Score: Raw -200777.648482 + Penalty 3581.305423 = -197196.343059 nChanged 31 SP:Iteration 5Q (6928.060000 sec): 3 clusters Score: Raw -200812.901795 + Penalty 3581.305423 = -197231.596372 nChanged 25 SP:Iteration 6Q (6928.290000 sec): 3 clusters Score: Raw -200841.909116 + Penalty 3581.305423 = -197260.603693 nChanged 23 SP:Iteration 7Q (6928.500000 sec): 3 clusters Score: Raw -200877.996564 + Penalty 3581.305423 = -197296.691141 nChanged 20 SP:Iteration 8Q (6928.640000 sec): 3 clusters Score: Raw -200903.390278 + Penalty 3581.305423 = -197322.084855 nChanged 22 SP:Iteration 9Q (6928.860000 sec): 3 clusters Score: Raw -200925.132831 + Penalty 3581.305423 = -197343.827408 nChanged 16 SP:Iteration 10Q (6929.070000 sec): 3 clusters Score: Raw -200943.554199 + Penalty 3581.305423 = -197362.248776 nChanged 15 SP:Iteration 11Q (6929.300000 sec): 3 clusters Score: Raw -200958.779069 + Penalty 3581.305423 = -197377.473646 nChanged 10 SP:Iteration 12Q (6929.530000 sec): 3 clusters Score: Raw -200968.595581 + Penalty 3581.305423 = -197387.290158 nChanged 6 SP:Iteration 13Q (6929.700000 sec): 3 clusters Score: Raw -200975.675904 + Penalty 3581.305423 = -197394.370481 nChanged 10 SP:Iteration 14Q (6929.890000 sec): 3 clusters Score: Raw -200989.295759 + Penalty 3581.305423 = -197407.990336 nChanged 11 SP:Iteration 15Q (6930.060000 sec): 3 clusters Score: Raw -201002.013341 + Penalty 3581.305423 = -197420.707918 nChanged 11 SP:Iteration 16Q (6930.240000 sec): 3 clusters Score: Raw -201015.355642 + Penalty 3581.305423 = -197434.050219 nChanged 14 SP:Iteration 17Q (6930.420000 sec): 3 clusters Score: Raw -201028.831774 + Penalty 3581.305423 = -197447.526351 nChanged 14 SP:Iteration 18Q (6930.620000 sec): 3 clusters Score: Raw -201051.122263 + Penalty 3581.305423 = -197469.816840 nChanged 14 SP:Iteration 19Q (6930.850000 sec): 3 clusters Score: Raw -201071.083071 + Penalty 3581.305423 = -197489.777648 nChanged 16 SP:Iteration 20F (6931.060000 sec): 3 clusters Score: Raw -201099.301523 + Penalty 3581.305423 = -197517.996100 nChanged 20 SP:Iteration 21Q (6931.230000 sec): 3 clusters Score: Raw -201136.888237 + Penalty 3581.305423 = -197555.582814 nChanged 18 SP:Iteration 22Q (6931.450000 sec): 3 clusters Score: Raw -201166.906839 + Penalty 3581.305423 = -197585.601416 nChanged 16 SP:Iteration 23Q (6931.600000 sec): 3 clusters Score: Raw -201188.773841 + Penalty 3581.305423 = -197607.468418 nChanged 14 SP:Iteration 24Q (6931.760000 sec): 3 clusters Score: Raw -201205.194820 + Penalty 3581.305423 = -197623.889397 nChanged 10 SP:Iteration 25Q (6931.960000 sec): 3 clusters Score: Raw -201213.070397 + Penalty 3581.305423 = -197631.764974 nChanged 10 SP:Iteration 26Q (6932.180000 sec): 3 clusters Score: Raw -201225.699339 + Penalty 3581.305423 = -197644.393916 nChanged 10 SP:Iteration 27Q (6932.340000 sec): 3 clusters Score: Raw -201237.563662 + Penalty 3581.305423 = -197656.258239 nChanged 12 SP:Iteration 28Q (6932.490000 sec): 3 clusters Score: Raw -201251.403491 + Penalty 3581.305423 = -197670.098068 nChanged 11 SP:Iteration 29Q (6932.680000 sec): 3 clusters Score: Raw -201262.496224 + Penalty 3581.305423 = -197681.190801 nChanged 6 SP:Iteration 30Q (6932.910000 sec): 3 clusters Score: Raw -201266.620554 + Penalty 3581.305423 = -197685.315131 nChanged 3 SP:Iteration 31Q (6933.120000 sec): 3 clusters Score: Raw -201270.427165 + Penalty 3581.305423 = -197689.121742 nChanged 5 SP:Iteration 32Q (6933.360000 sec): 3 clusters Score: Raw -201276.171616 + Penalty 3581.305423 = -197694.866193 nChanged 4 SP:Iteration 33Q (6933.560000 sec): 3 clusters Score: Raw -201281.288867 + Penalty 3581.305423 = -197699.983444 nChanged 6 SP:Iteration 34Q (6933.720000 sec): 3 clusters Score: Raw -201285.961652 + Penalty 3581.305423 = -197704.656229 nChanged 3 SP:Iteration 35Q (6933.920000 sec): 3 clusters Score: Raw -201289.014364 + Penalty 3581.305423 = -197707.708941 nChanged 4 SP:Iteration 36Q (6934.100000 sec): 3 clusters Score: Raw -201292.015112 + Penalty 3581.305423 = -197710.709689 nChanged 2 SP:Iteration 37Q (6934.290000 sec): 3 clusters Score: Raw -201293.007798 + Penalty 3581.305423 = -197711.702375 nChanged 1 SP:Iteration 38Q (6934.460000 sec): 3 clusters Score: Raw -201293.688477 + Penalty 3581.305423 = -197712.383054 nChanged 0 SP:Iteration 39F (6934.640000 sec): 3 clusters Score: Raw -201293.688477 + Penalty 3581.305423 = -197712.383054 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6934.720000 sec): 2 clusters Score: Raw -55901.057474 + Penalty 1602.831305 = -54298.226169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6934.920000 sec): 3 clusters Score: Raw -56058.856069 + Penalty 3205.662611 = -52853.193459 nChanged 202 SP:Iteration 1F (6935.080000 sec): 3 clusters Score: Raw -57219.409570 + Penalty 3205.662611 = -54013.746959 nChanged 130 SP:Iteration 2F (6935.290000 sec): 3 clusters Score: Raw -58681.258691 + Penalty 3205.662611 = -55475.596081 nChanged 39 SP:Iteration 3F (6935.500000 sec): 3 clusters Score: Raw -59513.275139 + Penalty 3205.662611 = -56307.612528 nChanged 12 SP:Iteration 4Q (6935.660000 sec): 3 clusters Score: Raw -59917.117481 + Penalty 3205.662611 = -56711.454870 nChanged 5 SP:Iteration 5Q (6935.840000 sec): 3 clusters Score: Raw -60087.006331 + Penalty 3205.662611 = -56881.343721 nChanged 8 SP:Iteration 6Q (6936.060000 sec): 3 clusters Score: Raw -60238.891878 + Penalty 3205.662611 = -57033.229268 nChanged 2 SP:Iteration 7Q (6936.270000 sec): 3 clusters Score: Raw -60291.393080 + Penalty 3205.662611 = -57085.730469 nChanged 2 SP:Iteration 8Q (6936.440000 sec): 3 clusters Score: Raw -60300.242355 + Penalty 3205.662611 = -57094.579744 nChanged 0 SP:Iteration 9F (6936.640000 sec): 3 clusters Score: Raw -60311.377976 + Penalty 3205.662611 = -57105.715365 nChanged 1 SP:Iteration 10Q (6936.800000 sec): 3 clusters Score: Raw -60328.649505 + Penalty 3205.662611 = -57122.986895 nChanged 1 SP:Iteration 11Q (6937.040000 sec): 3 clusters Score: Raw -60336.905545 + Penalty 3205.662611 = -57131.242934 nChanged 1 SP:Iteration 12Q (6937.210000 sec): 3 clusters Score: Raw -60339.755541 + Penalty 3205.662611 = -57134.092930 nChanged 0 SP:Iteration 13F (6937.420000 sec): 3 clusters Score: Raw -60339.755541 + Penalty 3205.662611 = -57134.092930 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6937.490000 sec): 2 clusters Score: Raw -41569.642131 + Penalty 1385.637667 = -40184.004464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6937.690000 sec): 3 clusters Score: Raw -41766.710325 + Penalty 2771.275335 = -38995.434991 nChanged 22 SP:Iteration 1F (6937.860000 sec): 3 clusters Score: Raw -41858.424129 + Penalty 2771.275335 = -39087.148794 nChanged 4 SP:Iteration 2Q (6938.040000 sec): 3 clusters Score: Raw -41872.749800 + Penalty 2771.275335 = -39101.474465 nChanged 2 SP:Iteration 3Q (6938.250000 sec): 3 clusters Score: Raw -41880.117632 + Penalty 2771.275335 = -39108.842297 nChanged 1 SP:Iteration 4Q (6938.420000 sec): 3 clusters Score: Raw -41882.815748 + Penalty 2771.275335 = -39111.540413 nChanged 0 SP:Iteration 5F (6938.580000 sec): 3 clusters Score: Raw -41882.815748 + Penalty 2771.275335 = -39111.540413 nChanged 0 Deleting Class 56 (113 points): Lose 2939.854065 but Gain 3230.833311 Iteration 219Q (6967.530000 sec): 59 clusters Score: Raw -67092137.896057 + Penalty 187388.332023 = -66904749.564034 nChanged 280 Iteration 220F (7018.900000 sec): 59 clusters Score: Raw -67095759.517649 + Penalty 187388.332023 = -66908371.185626 nChanged 159 Iteration 221Q (7041.370000 sec): 59 clusters Score: Raw -67096440.967073 + Penalty 187388.332023 = -66909052.635050 nChanged 104 Iteration 222Q (7063.520000 sec): 59 clusters Score: Raw -67096666.258774 + Penalty 187388.332023 = -66909277.926751 nChanged 85 Iteration 223Q (7091.880000 sec): 59 clusters Score: Raw -67096807.091008 + Penalty 187388.332023 = -66909418.758985 nChanged 56 Iteration 224Q (7118.860000 sec): 59 clusters Score: Raw -67096905.130611 + Penalty 187388.332023 = -66909516.798588 nChanged 41 Iteration 225Q (7150.240000 sec): 59 clusters Score: Raw -67096990.498909 + Penalty 187388.332023 = -66909602.166886 nChanged 34 Iteration 226Q (7179.590000 sec): 59 clusters Score: Raw -67097030.969145 + Penalty 187388.332023 = -66909642.637122 nChanged 25 Iteration 227Q (7213.780000 sec): 59 clusters Score: Raw -67097061.567681 + Penalty 187388.332023 = -66909673.235658 nChanged 18 Iteration 228Q (7235.310000 sec): 59 clusters Score: Raw -67097066.704239 + Penalty 187388.332023 = -66909678.372216 nChanged 10 Iteration 229Q (7262.070000 sec): 59 clusters Score: Raw -67097068.421618 + Penalty 187388.332023 = -66909680.089596 nChanged 13 Iteration 230Q (7288.270000 sec): 59 clusters Score: Raw -67097070.089811 + Penalty 187388.332023 = -66909681.757788 nChanged 13 Iteration 231Q (7313.080000 sec): 59 clusters Score: Raw -67097072.888096 + Penalty 187388.332023 = -66909684.556073 nChanged 9 Iteration 232Q (7340.630000 sec): 59 clusters Score: Raw -67097074.508033 + Penalty 187388.332023 = -66909686.176010 nChanged 9 Iteration 233Q (7364.830000 sec): 59 clusters Score: Raw -67097075.194067 + Penalty 187388.332023 = -66909686.862044 nChanged 7 Iteration 234Q (7393.740000 sec): 59 clusters Score: Raw -67097075.466486 + Penalty 187388.332023 = -66909687.134463 nChanged 6 Iteration 235Q (7417.870000 sec): 59 clusters Score: Raw -67097075.580351 + Penalty 187388.332023 = -66909687.248328 nChanged 10 Iteration 236Q (7447.760000 sec): 59 clusters Score: Raw -67097075.769199 + Penalty 187388.332023 = -66909687.437176 nChanged 5 Iteration 237Q (7475.090000 sec): 59 clusters Score: Raw -67097075.862490 + Penalty 187388.332023 = -66909687.530467 nChanged 6 Iteration 238Q (7501.720000 sec): 59 clusters Score: Raw -67097075.954169 + Penalty 187388.332023 = -66909687.622146 nChanged 6 Iteration 239Q (7526.230000 sec): 59 clusters Score: Raw -67097076.094675 + Penalty 187388.332023 = -66909687.762652 nChanged 7 Iteration 240F (7579.520000 sec): 59 clusters Score: Raw -67097259.663501 + Penalty 187388.332023 = -66909871.331478 nChanged 19 Iteration 241Q (7603.710000 sec): 59 clusters Score: Raw -67097521.899724 + Penalty 187388.332023 = -66910133.567701 nChanged 12 Iteration 242Q (7626.800000 sec): 59 clusters Score: Raw -67097583.570181 + Penalty 187388.332023 = -66910195.238158 nChanged 3 Iteration 243Q (7647.760000 sec): 59 clusters Score: Raw -67097593.223826 + Penalty 187388.332023 = -66910204.891803 nChanged 2 Iteration 244Q (7673.110000 sec): 59 clusters Score: Raw -67097599.067256 + Penalty 187388.332023 = -66910210.735233 nChanged 2 Iteration 245Q (7699.010000 sec): 59 clusters Score: Raw -67097617.497262 + Penalty 187388.332023 = -66910229.165239 nChanged 4 Iteration 246Q (7723.310000 sec): 59 clusters Score: Raw -67097651.321528 + Penalty 187388.332023 = -66910262.989505 nChanged 2 Iteration 247Q (7746.250000 sec): 59 clusters Score: Raw -67097658.568342 + Penalty 187388.332023 = -66910270.236319 nChanged 4 Iteration 248Q (7770.360000 sec): 59 clusters Score: Raw -67097666.978215 + Penalty 187388.332023 = -66910278.646192 nChanged 2 Iteration 249Q (7794.620000 sec): 59 clusters Score: Raw -67097671.217119 + Penalty 187388.332023 = -66910282.885096 nChanged 2 Iteration 250Q (7818.090000 sec): 59 clusters Score: Raw -67097676.738063 + Penalty 187388.332023 = -66910288.406040 nChanged 2 Iteration 251Q (7843.590000 sec): 59 clusters Score: Raw -67097684.532726 + Penalty 187388.332023 = -66910296.200703 nChanged 1 Iteration 252Q (7865.520000 sec): 59 clusters Score: Raw -67097688.174655 + Penalty 187388.332023 = -66910299.842632 nChanged 0 Iteration 253F (7916.610000 sec): 59 clusters Score: Raw -67097710.162398 + Penalty 187388.332023 = -66910321.830375 nChanged 4 Iteration 254Q (7939.260000 sec): 59 clusters Score: Raw -67097758.202861 + Penalty 187388.332023 = -66910369.870839 nChanged 4 Iteration 255Q (7962.740000 sec): 59 clusters Score: Raw -67097798.526810 + Penalty 187388.332023 = -66910410.194787 nChanged 4 Iteration 256Q (7985.570000 sec): 59 clusters Score: Raw -67097814.863871 + Penalty 187388.332023 = -66910426.531848 nChanged 0 Iteration 257F (8038.210000 sec): 59 clusters Score: Raw -67097821.008683 + Penalty 187388.332023 = -66910432.676660 nChanged 3 Iteration 258Q (8062.980000 sec): 59 clusters Score: Raw -67097844.270251 + Penalty 187388.332023 = -66910455.938228 nChanged 5 Writing temp clu file Because OldScore, -66910432.676660, is greater than current (better) Score,-66910455.938228 Compute initial score before splitting: Score: Raw -67097844.270251 + Penalty 187388.332023 = -66910455.938228 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8063.120000 sec): 2 clusters Score: Raw -50354.044637 + Penalty 1474.464311 = -48879.580326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8063.310000 sec): 3 clusters Score: Raw -50455.859675 + Penalty 2948.928622 = -47506.931053 nChanged 48 SP:Iteration 1F (8063.490000 sec): 3 clusters Score: Raw -50562.526343 + Penalty 2948.928622 = -47613.597721 nChanged 12 SP:Iteration 2Q (8063.670000 sec): 3 clusters Score: Raw -50599.515135 + Penalty 2948.928622 = -47650.586513 nChanged 8 SP:Iteration 3Q (8063.870000 sec): 3 clusters Score: Raw -50623.239374 + Penalty 2948.928622 = -47674.310752 nChanged 9 SP:Iteration 4Q (8064.030000 sec): 3 clusters Score: Raw -50645.272911 + Penalty 2948.928622 = -47696.344289 nChanged 0 SP:Iteration 5F (8064.220000 sec): 3 clusters Score: Raw -50645.272911 + Penalty 2948.928622 = -47696.344289 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8064.350000 sec): 2 clusters Score: Raw -44495.530749 + Penalty 1438.925357 = -43056.605392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8064.540000 sec): 3 clusters Score: Raw -44654.342118 + Penalty 2877.850714 = -41776.491404 nChanged 48 SP:Iteration 1F (8064.750000 sec): 3 clusters Score: Raw -44848.461640 + Penalty 2877.850714 = -41970.610926 nChanged 18 SP:Iteration 2F (8064.910000 sec): 3 clusters Score: Raw -44927.991566 + Penalty 2877.850714 = -42050.140852 nChanged 10 SP:Iteration 3Q (8065.110000 sec): 3 clusters Score: Raw -44967.800985 + Penalty 2877.850714 = -42089.950271 nChanged 7 SP:Iteration 4Q (8065.340000 sec): 3 clusters Score: Raw -45007.413463 + Penalty 2877.850714 = -42129.562749 nChanged 5 SP:Iteration 5Q (8065.490000 sec): 3 clusters Score: Raw -45035.150768 + Penalty 2877.850714 = -42157.300053 nChanged 3 SP:Iteration 6Q (8065.700000 sec): 3 clusters Score: Raw -45039.810680 + Penalty 2877.850714 = -42161.959966 nChanged 1 SP:Iteration 7Q (8065.950000 sec): 3 clusters Score: Raw -45042.438610 + Penalty 2877.850714 = -42164.587896 nChanged 0 SP:Iteration 8F (8066.150000 sec): 3 clusters Score: Raw -45042.438610 + Penalty 2877.850714 = -42164.587896 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (27860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8066.430000 sec): 2 clusters Score: Raw -4248163.004570 + Penalty 2538.266917 = -4245624.737653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8066.830000 sec): 3 clusters Score: Raw -4231551.139662 + Penalty 5076.533835 = -4226474.605827 nChanged 12525 SP:Iteration 1F (8067.150000 sec): 3 clusters Score: Raw -4238413.138042 + Penalty 5076.533835 = -4233336.604207 nChanged 1456 SP:Iteration 2F (8067.470000 sec): 3 clusters Score: Raw -4239005.453953 + Penalty 5076.533835 = -4233928.920118 nChanged 1377 SP:Iteration 3Q (8067.840000 sec): 3 clusters Score: Raw -4239621.618601 + Penalty 5076.533835 = -4234545.084766 nChanged 1348 SP:Iteration 4Q (8068.150000 sec): 3 clusters Score: Raw -4240310.329461 + Penalty 5076.533835 = -4235233.795626 nChanged 1449 SP:Iteration 5F (8068.500000 sec): 3 clusters Score: Raw -4241047.716288 + Penalty 5076.533835 = -4235971.182453 nChanged 1410 SP:Iteration 6F (8068.870000 sec): 3 clusters Score: Raw -4241736.164342 + Penalty 5076.533835 = -4236659.630507 nChanged 1332 SP:Iteration 7Q (8069.250000 sec): 3 clusters Score: Raw -4242348.481027 + Penalty 5076.533835 = -4237271.947192 nChanged 1266 SP:Iteration 8Q (8069.590000 sec): 3 clusters Score: Raw -4242894.421023 + Penalty 5076.533835 = -4237817.887188 nChanged 1188 SP:Iteration 9Q (8069.940000 sec): 3 clusters Score: Raw -4243405.580200 + Penalty 5076.533835 = -4238329.046366 nChanged 1107 SP:Iteration 10Q (8070.290000 sec): 3 clusters Score: Raw -4243885.741417 + Penalty 5076.533835 = -4238809.207582 nChanged 1021 SP:Iteration 11Q (8070.620000 sec): 3 clusters Score: Raw -4244308.252705 + Penalty 5076.533835 = -4239231.718870 nChanged 945 SP:Iteration 12Q (8071.020000 sec): 3 clusters Score: Raw -4244665.776838 + Penalty 5076.533835 = -4239589.243003 nChanged 810 SP:Iteration 13Q (8071.440000 sec): 3 clusters Score: Raw -4244949.617326 + Penalty 5076.533835 = -4239873.083492 nChanged 741 SP:Iteration 14Q (8071.780000 sec): 3 clusters Score: Raw -4245210.885383 + Penalty 5076.533835 = -4240134.351549 nChanged 686 SP:Iteration 15Q (8072.110000 sec): 3 clusters Score: Raw -4245450.148721 + Penalty 5076.533835 = -4240373.614886 nChanged 652 SP:Iteration 16Q (8072.450000 sec): 3 clusters Score: Raw -4245668.992113 + Penalty 5076.533835 = -4240592.458279 nChanged 622 SP:Iteration 17Q (8072.810000 sec): 3 clusters Score: Raw -4245886.024324 + Penalty 5076.533835 = -4240809.490489 nChanged 652 SP:Iteration 18Q (8073.150000 sec): 3 clusters Score: Raw -4246141.815000 + Penalty 5076.533835 = -4241065.281165 nChanged 680 SP:Iteration 19Q (8073.560000 sec): 3 clusters Score: Raw -4246428.472735 + Penalty 5076.533835 = -4241351.938900 nChanged 669 SP:Iteration 20F (8073.950000 sec): 3 clusters Score: Raw -4246733.184711 + Penalty 5076.533835 = -4241656.650876 nChanged 631 SP:Iteration 21Q (8074.280000 sec): 3 clusters Score: Raw -4247040.636368 + Penalty 5076.533835 = -4241964.102533 nChanged 560 SP:Iteration 22Q (8074.670000 sec): 3 clusters Score: Raw -4247321.228835 + Penalty 5076.533835 = -4242244.695001 nChanged 493 SP:Iteration 23Q (8075.000000 sec): 3 clusters Score: Raw -4247574.337085 + Penalty 5076.533835 = -4242497.803250 nChanged 414 SP:Iteration 24Q (8075.420000 sec): 3 clusters Score: Raw -4247791.632620 + Penalty 5076.533835 = -4242715.098785 nChanged 368 SP:Iteration 25Q (8075.760000 sec): 3 clusters Score: Raw -4247992.346794 + Penalty 5076.533835 = -4242915.812959 nChanged 280 SP:Iteration 26Q (8076.140000 sec): 3 clusters Score: Raw -4248143.798911 + Penalty 5076.533835 = -4243067.265076 nChanged 224 SP:Iteration 27Q (8076.480000 sec): 3 clusters Score: Raw -4248284.726109 + Penalty 5076.533835 = -4243208.192274 nChanged 183 SP:Iteration 28Q (8076.840000 sec): 3 clusters Score: Raw -4248379.284748 + Penalty 5076.533835 = -4243302.750913 nChanged 122 SP:Iteration 29Q (8077.180000 sec): 3 clusters Score: Raw -4248436.213376 + Penalty 5076.533835 = -4243359.679541 nChanged 105 SP:Iteration 30Q (8077.520000 sec): 3 clusters Score: Raw -4248486.225523 + Penalty 5076.533835 = -4243409.691688 nChanged 78 SP:Iteration 31Q (8077.800000 sec): 3 clusters Score: Raw -4248525.613158 + Penalty 5076.533835 = -4243449.079323 nChanged 63 SP:Iteration 32Q (8078.140000 sec): 3 clusters Score: Raw -4248554.419231 + Penalty 5076.533835 = -4243477.885396 nChanged 49 SP:Iteration 33Q (8078.460000 sec): 3 clusters Score: Raw -4248578.351706 + Penalty 5076.533835 = -4243501.817871 nChanged 44 SP:Iteration 34Q (8078.810000 sec): 3 clusters Score: Raw -4248595.170813 + Penalty 5076.533835 = -4243518.636978 nChanged 27 SP:Iteration 35Q (8079.180000 sec): 3 clusters Score: Raw -4248606.663919 + Penalty 5076.533835 = -4243530.130085 nChanged 22 SP:Iteration 36Q (8079.520000 sec): 3 clusters Score: Raw -4248616.253105 + Penalty 5076.533835 = -4243539.719270 nChanged 22 SP:Iteration 37Q (8079.780000 sec): 3 clusters Score: Raw -4248626.821197 + Penalty 5076.533835 = -4243550.287363 nChanged 23 SP:Iteration 38Q (8080.130000 sec): 3 clusters Score: Raw -4248637.151066 + Penalty 5076.533835 = -4243560.617231 nChanged 24 SP:Iteration 39Q (8080.460000 sec): 3 clusters Score: Raw -4248649.144078 + Penalty 5076.533835 = -4243572.610243 nChanged 20 SP:Iteration 40F (8080.790000 sec): 3 clusters Score: Raw -4248657.560044 + Penalty 5076.533835 = -4243581.026210 nChanged 24 SP:Iteration 41Q (8081.110000 sec): 3 clusters Score: Raw -4248664.951800 + Penalty 5076.533835 = -4243588.417965 nChanged 9 SP:Iteration 42Q (8081.430000 sec): 3 clusters Score: Raw -4248667.850694 + Penalty 5076.533835 = -4243591.316859 nChanged 7 SP:Iteration 43Q (8081.760000 sec): 3 clusters Score: Raw -4248670.660488 + Penalty 5076.533835 = -4243594.126654 nChanged 5 SP:Iteration 44Q (8082.060000 sec): 3 clusters Score: Raw -4248672.394403 + Penalty 5076.533835 = -4243595.860568 nChanged 3 SP:Iteration 45Q (8082.370000 sec): 3 clusters Score: Raw -4248673.851896 + Penalty 5076.533835 = -4243597.318061 nChanged 7 SP:Iteration 46Q (8082.700000 sec): 3 clusters Score: Raw -4248675.948207 + Penalty 5076.533835 = -4243599.414372 nChanged 7 SP:Iteration 47Q (8082.980000 sec): 3 clusters Score: Raw -4248679.289414 + Penalty 5076.533835 = -4243602.755579 nChanged 8 SP:Iteration 48Q (8083.290000 sec): 3 clusters Score: Raw -4248682.932708 + Penalty 5076.533835 = -4243606.398873 nChanged 8 SP:Iteration 49Q (8083.630000 sec): 3 clusters Score: Raw -4248686.453302 + Penalty 5076.533835 = -4243609.919467 nChanged 5 SP:Iteration 50Q (8083.940000 sec): 3 clusters Score: Raw -4248687.875637 + Penalty 5076.533835 = -4243611.341802 nChanged 3 SP:Iteration 51Q (8084.270000 sec): 3 clusters Score: Raw -4248689.016961 + Penalty 5076.533835 = -4243612.483126 nChanged 4 SP:Iteration 52Q (8084.640000 sec): 3 clusters Score: Raw -4248691.369910 + Penalty 5076.533835 = -4243614.836076 nChanged 6 SP:Iteration 53Q (8084.930000 sec): 3 clusters Score: Raw -4248694.784919 + Penalty 5076.533835 = -4243618.251085 nChanged 4 SP:Iteration 54Q (8085.230000 sec): 3 clusters Score: Raw -4248695.571427 + Penalty 5076.533835 = -4243619.037592 nChanged 2 SP:Iteration 55Q (8085.510000 sec): 3 clusters Score: Raw -4248696.472885 + Penalty 5076.533835 = -4243619.939050 nChanged 3 SP:Iteration 56Q (8085.810000 sec): 3 clusters Score: Raw -4248697.670627 + Penalty 5076.533835 = -4243621.136792 nChanged 4 SP:Iteration 57Q (8086.110000 sec): 3 clusters Score: Raw -4248698.829789 + Penalty 5076.533835 = -4243622.295955 nChanged 1 SP:Iteration 58Q (8086.440000 sec): 3 clusters Score: Raw -4248698.971122 + Penalty 5076.533835 = -4243622.437288 nChanged 2 SP:Iteration 59Q (8086.710000 sec): 3 clusters Score: Raw -4248700.166248 + Penalty 5076.533835 = -4243623.632413 nChanged 7 SP:Iteration 60F (8087.030000 sec): 3 clusters Score: Raw -4248702.672428 + Penalty 5076.533835 = -4243626.138594 nChanged 6 SP:Iteration 61Q (8087.310000 sec): 3 clusters Score: Raw -4248704.550601 + Penalty 5076.533835 = -4243628.016767 nChanged 3 SP:Iteration 62Q (8087.620000 sec): 3 clusters Score: Raw -4248705.257636 + Penalty 5076.533835 = -4243628.723802 nChanged 3 SP:Iteration 63Q (8087.870000 sec): 3 clusters Score: Raw -4248705.902886 + Penalty 5076.533835 = -4243629.369051 nChanged 2 SP:Iteration 64Q (8088.180000 sec): 3 clusters Score: Raw -4248706.574203 + Penalty 5076.533835 = -4243630.040368 nChanged 2 SP:Iteration 65Q (8088.490000 sec): 3 clusters Score: Raw -4248707.279008 + Penalty 5076.533835 = -4243630.745173 nChanged 1 SP:Iteration 66Q (8088.810000 sec): 3 clusters Score: Raw -4248707.816633 + Penalty 5076.533835 = -4243631.282799 nChanged 2 SP:Iteration 67Q (8089.080000 sec): 3 clusters Score: Raw -4248708.748943 + Penalty 5076.533835 = -4243632.215109 nChanged 2 SP:Iteration 68Q (8089.380000 sec): 3 clusters Score: Raw -4248709.769502 + Penalty 5076.533835 = -4243633.235668 nChanged 2 SP:Iteration 69Q (8089.690000 sec): 3 clusters Score: Raw -4248710.981261 + Penalty 5076.533835 = -4243634.447426 nChanged 1 SP:Iteration 70Q (8089.990000 sec): 3 clusters Score: Raw -4248711.209599 + Penalty 5076.533835 = -4243634.675764 nChanged 0 SP:Iteration 71F (8090.320000 sec): 3 clusters Score: Raw -4248711.209599 + Penalty 5076.533835 = -4243634.675764 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (58140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8090.650000 sec): 2 clusters Score: Raw -8819862.583478 + Penalty 2720.711075 = -8817141.872403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8091.130000 sec): 3 clusters Score: Raw -8783409.670692 + Penalty 5441.422150 = -8777968.248542 nChanged 27105 SP:Iteration 1F (8091.670000 sec): 3 clusters Score: Raw -8798499.376416 + Penalty 5441.422150 = -8793057.954266 nChanged 2680 SP:Iteration 2Q (8092.240000 sec): 3 clusters Score: Raw -8799469.740148 + Penalty 5441.422150 = -8794028.317998 nChanged 3070 SP:Iteration 3F (8092.780000 sec): 3 clusters Score: Raw -8800851.128415 + Penalty 5441.422150 = -8795409.706264 nChanged 3625 SP:Iteration 4F (8093.300000 sec): 3 clusters Score: Raw -8802810.636619 + Penalty 5441.422150 = -8797369.214469 nChanged 4020 SP:Iteration 5F (8093.770000 sec): 3 clusters Score: Raw -8805431.397162 + Penalty 5441.422150 = -8799989.975012 nChanged 4212 SP:Iteration 6F (8094.260000 sec): 3 clusters Score: Raw -8808509.163433 + Penalty 5441.422150 = -8803067.741283 nChanged 4059 SP:Iteration 7F (8094.730000 sec): 3 clusters Score: Raw -8811790.384769 + Penalty 5441.422150 = -8806348.962619 nChanged 3525 SP:Iteration 8F (8095.210000 sec): 3 clusters Score: Raw -8814719.084562 + Penalty 5441.422150 = -8809277.662411 nChanged 2552 SP:Iteration 9Q (8095.720000 sec): 3 clusters Score: Raw -8816868.455376 + Penalty 5441.422150 = -8811427.033225 nChanged 1761 SP:Iteration 10Q (8096.230000 sec): 3 clusters Score: Raw -8818411.277912 + Penalty 5441.422150 = -8812969.855761 nChanged 1031 SP:Iteration 11Q (8096.760000 sec): 3 clusters Score: Raw -8819279.067275 + Penalty 5441.422150 = -8813837.645124 nChanged 484 SP:Iteration 12Q (8097.230000 sec): 3 clusters Score: Raw -8819686.095900 + Penalty 5441.422150 = -8814244.673750 nChanged 245 SP:Iteration 13Q (8097.670000 sec): 3 clusters Score: Raw -8819906.676610 + Penalty 5441.422150 = -8814465.254459 nChanged 127 SP:Iteration 14Q (8098.090000 sec): 3 clusters Score: Raw -8820031.200680 + Penalty 5441.422150 = -8814589.778530 nChanged 65 SP:Iteration 15Q (8098.530000 sec): 3 clusters Score: Raw -8820101.788403 + Penalty 5441.422150 = -8814660.366252 nChanged 33 SP:Iteration 16Q (8098.950000 sec): 3 clusters Score: Raw -8820141.322935 + Penalty 5441.422150 = -8814699.900784 nChanged 32 SP:Iteration 17Q (8099.420000 sec): 3 clusters Score: Raw -8820178.767876 + Penalty 5441.422150 = -8814737.345726 nChanged 19 SP:Iteration 18Q (8099.890000 sec): 3 clusters Score: Raw -8820195.153406 + Penalty 5441.422150 = -8814753.731256 nChanged 11 SP:Iteration 19Q (8100.290000 sec): 3 clusters Score: Raw -8820208.326094 + Penalty 5441.422150 = -8814766.903944 nChanged 10 SP:Iteration 20F (8100.790000 sec): 3 clusters Score: Raw -8820219.126337 + Penalty 5441.422150 = -8814777.704186 nChanged 5 SP:Iteration 21Q (8101.210000 sec): 3 clusters Score: Raw -8820224.771630 + Penalty 5441.422150 = -8814783.349480 nChanged 7 SP:Iteration 22Q (8101.650000 sec): 3 clusters Score: Raw -8820233.570411 + Penalty 5441.422150 = -8814792.148260 nChanged 7 SP:Iteration 23Q (8102.110000 sec): 3 clusters Score: Raw -8820240.437371 + Penalty 5441.422150 = -8814799.015221 nChanged 6 SP:Iteration 24Q (8102.560000 sec): 3 clusters Score: Raw -8820248.189759 + Penalty 5441.422150 = -8814806.767609 nChanged 4 SP:Iteration 25Q (8103.040000 sec): 3 clusters Score: Raw -8820253.548492 + Penalty 5441.422150 = -8814812.126341 nChanged 1 SP:Iteration 26Q (8103.440000 sec): 3 clusters Score: Raw -8820254.361502 + Penalty 5441.422150 = -8814812.939351 nChanged 3 SP:Iteration 27Q (8103.930000 sec): 3 clusters Score: Raw -8820256.042753 + Penalty 5441.422150 = -8814814.620602 nChanged 3 SP:Iteration 28Q (8104.400000 sec): 3 clusters Score: Raw -8820258.217029 + Penalty 5441.422150 = -8814816.794879 nChanged 0 SP:Iteration 29F (8104.910000 sec): 3 clusters Score: Raw -8820258.217029 + Penalty 5441.422150 = -8814816.794879 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (3647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8105.010000 sec): 2 clusters Score: Raw -556062.662126 + Penalty 2034.011727 = -554028.650399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8105.200000 sec): 3 clusters Score: Raw -554397.232040 + Penalty 4068.023455 = -550329.208585 nChanged 1298 SP:Iteration 1F (8105.380000 sec): 3 clusters Score: Raw -555169.032019 + Penalty 4068.023455 = -551101.008564 nChanged 279 SP:Iteration 2F (8105.590000 sec): 3 clusters Score: Raw -555345.924123 + Penalty 4068.023455 = -551277.900668 nChanged 185 SP:Iteration 3F (8105.750000 sec): 3 clusters Score: Raw -555469.494220 + Penalty 4068.023455 = -551401.470766 nChanged 157 SP:Iteration 4Q (8105.960000 sec): 3 clusters Score: Raw -555595.227252 + Penalty 4068.023455 = -551527.203797 nChanged 146 SP:Iteration 5Q (8106.120000 sec): 3 clusters Score: Raw -555711.633864 + Penalty 4068.023455 = -551643.610410 nChanged 165 SP:Iteration 6Q (8106.310000 sec): 3 clusters Score: Raw -555873.912111 + Penalty 4068.023455 = -551805.888657 nChanged 168 SP:Iteration 7Q (8106.530000 sec): 3 clusters Score: Raw -556072.465578 + Penalty 4068.023455 = -552004.442123 nChanged 194 SP:Iteration 8F (8106.710000 sec): 3 clusters Score: Raw -556334.738993 + Penalty 4068.023455 = -552266.715539 nChanged 178 SP:Iteration 9Q (8106.890000 sec): 3 clusters Score: Raw -556613.811374 + Penalty 4068.023455 = -552545.787919 nChanged 165 SP:Iteration 10Q (8107.060000 sec): 3 clusters Score: Raw -556790.446940 + Penalty 4068.023455 = -552722.423485 nChanged 140 SP:Iteration 11Q (8107.250000 sec): 3 clusters Score: Raw -556911.183575 + Penalty 4068.023455 = -552843.160121 nChanged 83 SP:Iteration 12Q (8107.480000 sec): 3 clusters Score: Raw -556968.807944 + Penalty 4068.023455 = -552900.784489 nChanged 48 SP:Iteration 13Q (8107.680000 sec): 3 clusters Score: Raw -556997.757731 + Penalty 4068.023455 = -552929.734276 nChanged 26 SP:Iteration 14Q (8107.880000 sec): 3 clusters Score: Raw -557013.258019 + Penalty 4068.023455 = -552945.234564 nChanged 17 SP:Iteration 15Q (8108.080000 sec): 3 clusters Score: Raw -557024.018495 + Penalty 4068.023455 = -552955.995040 nChanged 12 SP:Iteration 16Q (8108.320000 sec): 3 clusters Score: Raw -557031.613398 + Penalty 4068.023455 = -552963.589943 nChanged 8 SP:Iteration 17Q (8108.510000 sec): 3 clusters Score: Raw -557036.066312 + Penalty 4068.023455 = -552968.042857 nChanged 4 SP:Iteration 18Q (8108.710000 sec): 3 clusters Score: Raw -557039.106528 + Penalty 4068.023455 = -552971.083074 nChanged 3 SP:Iteration 19Q (8108.900000 sec): 3 clusters Score: Raw -557040.282585 + Penalty 4068.023455 = -552972.259130 nChanged 3 SP:Iteration 20F (8109.070000 sec): 3 clusters Score: Raw -557041.631789 + Penalty 4068.023455 = -552973.608334 nChanged 5 SP:Iteration 21Q (8109.280000 sec): 3 clusters Score: Raw -557045.366326 + Penalty 4068.023455 = -552977.342871 nChanged 1 SP:Iteration 22Q (8109.470000 sec): 3 clusters Score: Raw -557045.644526 + Penalty 4068.023455 = -552977.621071 nChanged 0 SP:Iteration 23F (8109.680000 sec): 3 clusters Score: Raw -557045.644526 + Penalty 4068.023455 = -552977.621071 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (20331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8109.850000 sec): 2 clusters Score: Raw -3241108.394624 + Penalty 2460.135719 = -3238648.258905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8110.140000 sec): 3 clusters Score: Raw -3229222.126857 + Penalty 4920.271439 = -3224301.855419 nChanged 9010 SP:Iteration 1F (8110.380000 sec): 3 clusters Score: Raw -3234064.286996 + Penalty 4920.271439 = -3229144.015558 nChanged 1015 SP:Iteration 2Q (8110.710000 sec): 3 clusters Score: Raw -3234420.037143 + Penalty 4920.271439 = -3229499.765704 nChanged 916 SP:Iteration 3Q (8111.020000 sec): 3 clusters Score: Raw -3234726.771674 + Penalty 4920.271439 = -3229806.500235 nChanged 807 SP:Iteration 4Q (8111.280000 sec): 3 clusters Score: Raw -3235019.843720 + Penalty 4920.271439 = -3230099.572281 nChanged 791 SP:Iteration 5Q (8111.580000 sec): 3 clusters Score: Raw -3235345.003448 + Penalty 4920.271439 = -3230424.732010 nChanged 862 SP:Iteration 6Q (8111.870000 sec): 3 clusters Score: Raw -3235721.520415 + Penalty 4920.271439 = -3230801.248977 nChanged 928 SP:Iteration 7Q (8112.180000 sec): 3 clusters Score: Raw -3236217.979857 + Penalty 4920.271439 = -3231297.708418 nChanged 1071 SP:Iteration 8F (8112.470000 sec): 3 clusters Score: Raw -3236895.446706 + Penalty 4920.271439 = -3231975.175267 nChanged 1205 SP:Iteration 9F (8112.720000 sec): 3 clusters Score: Raw -3237789.872870 + Penalty 4920.271439 = -3232869.601431 nChanged 1154 SP:Iteration 10F (8113.010000 sec): 3 clusters Score: Raw -3238753.544161 + Penalty 4920.271439 = -3233833.272722 nChanged 1011 SP:Iteration 11Q (8113.310000 sec): 3 clusters Score: Raw -3239678.879615 + Penalty 4920.271439 = -3234758.608177 nChanged 740 SP:Iteration 12Q (8113.570000 sec): 3 clusters Score: Raw -3240350.501153 + Penalty 4920.271439 = -3235430.229715 nChanged 499 SP:Iteration 13Q (8113.840000 sec): 3 clusters Score: Raw -3240797.203000 + Penalty 4920.271439 = -3235876.931562 nChanged 308 SP:Iteration 14Q (8114.150000 sec): 3 clusters Score: Raw -3241053.226720 + Penalty 4920.271439 = -3236132.955281 nChanged 186 SP:Iteration 15Q (8114.420000 sec): 3 clusters Score: Raw -3241193.130300 + Penalty 4920.271439 = -3236272.858861 nChanged 102 SP:Iteration 16Q (8114.670000 sec): 3 clusters Score: Raw -3241265.930035 + Penalty 4920.271439 = -3236345.658597 nChanged 72 SP:Iteration 17Q (8114.910000 sec): 3 clusters Score: Raw -3241320.252687 + Penalty 4920.271439 = -3236399.981248 nChanged 59 SP:Iteration 18Q (8115.210000 sec): 3 clusters Score: Raw -3241357.918438 + Penalty 4920.271439 = -3236437.646999 nChanged 34 SP:Iteration 19Q (8115.490000 sec): 3 clusters Score: Raw -3241379.929138 + Penalty 4920.271439 = -3236459.657700 nChanged 26 SP:Iteration 20F (8115.780000 sec): 3 clusters Score: Raw -3241401.562626 + Penalty 4920.271439 = -3236481.291188 nChanged 22 SP:Iteration 21Q (8116.010000 sec): 3 clusters Score: Raw -3241418.616294 + Penalty 4920.271439 = -3236498.344855 nChanged 20 SP:Iteration 22Q (8116.310000 sec): 3 clusters Score: Raw -3241436.606886 + Penalty 4920.271439 = -3236516.335447 nChanged 13 SP:Iteration 23Q (8116.570000 sec): 3 clusters Score: Raw -3241444.935282 + Penalty 4920.271439 = -3236524.663843 nChanged 10 SP:Iteration 24Q (8116.840000 sec): 3 clusters Score: Raw -3241453.772606 + Penalty 4920.271439 = -3236533.501168 nChanged 11 SP:Iteration 25Q (8117.110000 sec): 3 clusters Score: Raw -3241463.063065 + Penalty 4920.271439 = -3236542.791627 nChanged 7 SP:Iteration 26Q (8117.370000 sec): 3 clusters Score: Raw -3241468.547335 + Penalty 4920.271439 = -3236548.275896 nChanged 9 SP:Iteration 27Q (8117.640000 sec): 3 clusters Score: Raw -3241478.136895 + Penalty 4920.271439 = -3236557.865456 nChanged 10 SP:Iteration 28Q (8117.890000 sec): 3 clusters Score: Raw -3241485.067241 + Penalty 4920.271439 = -3236564.795803 nChanged 4 SP:Iteration 29Q (8118.170000 sec): 3 clusters Score: Raw -3241488.629985 + Penalty 4920.271439 = -3236568.358547 nChanged 7 SP:Iteration 30Q (8118.450000 sec): 3 clusters Score: Raw -3241492.918307 + Penalty 4920.271439 = -3236572.646868 nChanged 8 SP:Iteration 31Q (8118.730000 sec): 3 clusters Score: Raw -3241500.635334 + Penalty 4920.271439 = -3236580.363895 nChanged 5 SP:Iteration 32Q (8118.970000 sec): 3 clusters Score: Raw -3241504.466541 + Penalty 4920.271439 = -3236584.195103 nChanged 4 SP:Iteration 33Q (8119.250000 sec): 3 clusters Score: Raw -3241507.332187 + Penalty 4920.271439 = -3236587.060748 nChanged 4 SP:Iteration 34Q (8119.550000 sec): 3 clusters Score: Raw -3241510.907323 + Penalty 4920.271439 = -3236590.635884 nChanged 6 SP:Iteration 35Q (8119.790000 sec): 3 clusters Score: Raw -3241516.308574 + Penalty 4920.271439 = -3236596.037135 nChanged 2 SP:Iteration 36Q (8120.050000 sec): 3 clusters Score: Raw -3241517.802292 + Penalty 4920.271439 = -3236597.530853 nChanged 3 SP:Iteration 37Q (8120.380000 sec): 3 clusters Score: Raw -3241520.161693 + Penalty 4920.271439 = -3236599.890255 nChanged 2 SP:Iteration 38Q (8120.630000 sec): 3 clusters Score: Raw -3241520.916593 + Penalty 4920.271439 = -3236600.645154 nChanged 1 SP:Iteration 39Q (8120.880000 sec): 3 clusters Score: Raw -3241521.227184 + Penalty 4920.271439 = -3236600.955746 nChanged 0 SP:Iteration 40F (8121.180000 sec): 3 clusters Score: Raw -3241521.227184 + Penalty 4920.271439 = -3236600.955746 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8121.290000 sec): 2 clusters Score: Raw -37218.636192 + Penalty 1428.207640 = -35790.428552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8121.510000 sec): 3 clusters Score: Raw -37606.261454 + Penalty 2856.415280 = -34749.846174 nChanged 71 SP:Iteration 1F (8121.640000 sec): 3 clusters Score: Raw -37868.969382 + Penalty 2856.415280 = -35012.554102 nChanged 22 SP:Iteration 2F (8121.830000 sec): 3 clusters Score: Raw -37977.606126 + Penalty 2856.415280 = -35121.190846 nChanged 13 SP:Iteration 3Q (8122.060000 sec): 3 clusters Score: Raw -38089.081355 + Penalty 2856.415280 = -35232.666075 nChanged 12 SP:Iteration 4Q (8122.210000 sec): 3 clusters Score: Raw -38227.923077 + Penalty 2856.415280 = -35371.507797 nChanged 11 SP:Iteration 5Q (8122.420000 sec): 3 clusters Score: Raw -38325.676102 + Penalty 2856.415280 = -35469.260822 nChanged 6 SP:Iteration 6Q (8122.610000 sec): 3 clusters Score: Raw -38358.348196 + Penalty 2856.415280 = -35501.932916 nChanged 2 SP:Iteration 7Q (8122.780000 sec): 3 clusters Score: Raw -38361.264749 + Penalty 2856.415280 = -35504.849469 nChanged 0 SP:Iteration 8F (8122.970000 sec): 3 clusters Score: Raw -38361.264749 + Penalty 2856.415280 = -35504.849469 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8123.070000 sec): 2 clusters Score: Raw -54198.665935 + Penalty 1483.390724 = -52715.275211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8123.270000 sec): 3 clusters Score: Raw -54277.356146 + Penalty 2966.781449 = -51310.574698 nChanged 61 SP:Iteration 1F (8123.460000 sec): 3 clusters Score: Raw -54448.684342 + Penalty 2966.781449 = -51481.902893 nChanged 16 SP:Iteration 2Q (8123.610000 sec): 3 clusters Score: Raw -54512.830310 + Penalty 2966.781449 = -51546.048861 nChanged 6 SP:Iteration 3Q (8123.780000 sec): 3 clusters Score: Raw -54536.299649 + Penalty 2966.781449 = -51569.518200 nChanged 4 SP:Iteration 4Q (8123.940000 sec): 3 clusters Score: Raw -54558.072270 + Penalty 2966.781449 = -51591.290821 nChanged 4 SP:Iteration 5Q (8124.110000 sec): 3 clusters Score: Raw -54569.097493 + Penalty 2966.781449 = -51602.316045 nChanged 0 SP:Iteration 6F (8124.270000 sec): 3 clusters Score: Raw -54569.097493 + Penalty 2966.781449 = -51602.316045 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (14441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8124.470000 sec): 2 clusters Score: Raw -2156805.282352 + Penalty 2375.301012 = -2154429.981340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8124.680000 sec): 3 clusters Score: Raw -2148749.854886 + Penalty 4750.602024 = -2143999.252861 nChanged 6204 SP:Iteration 1F (8124.950000 sec): 3 clusters Score: Raw -2152090.893958 + Penalty 4750.602024 = -2147340.291934 nChanged 919 SP:Iteration 2F (8125.230000 sec): 3 clusters Score: Raw -2152475.438103 + Penalty 4750.602024 = -2147724.836079 nChanged 707 SP:Iteration 3Q (8125.510000 sec): 3 clusters Score: Raw -2152769.427131 + Penalty 4750.602024 = -2148018.825107 nChanged 625 SP:Iteration 4Q (8125.770000 sec): 3 clusters Score: Raw -2153018.515582 + Penalty 4750.602024 = -2148267.913557 nChanged 577 SP:Iteration 5Q (8126.030000 sec): 3 clusters Score: Raw -2153255.199176 + Penalty 4750.602024 = -2148504.597152 nChanged 536 SP:Iteration 6Q (8126.310000 sec): 3 clusters Score: Raw -2153465.610274 + Penalty 4750.602024 = -2148715.008250 nChanged 475 SP:Iteration 7Q (8126.610000 sec): 3 clusters Score: Raw -2153656.136463 + Penalty 4750.602024 = -2148905.534439 nChanged 478 SP:Iteration 8Q (8126.860000 sec): 3 clusters Score: Raw -2153852.858581 + Penalty 4750.602024 = -2149102.256557 nChanged 441 SP:Iteration 9Q (8127.140000 sec): 3 clusters Score: Raw -2154051.134380 + Penalty 4750.602024 = -2149300.532356 nChanged 456 SP:Iteration 10Q (8127.450000 sec): 3 clusters Score: Raw -2154285.916237 + Penalty 4750.602024 = -2149535.314213 nChanged 487 SP:Iteration 11Q (8127.730000 sec): 3 clusters Score: Raw -2154555.041002 + Penalty 4750.602024 = -2149804.438978 nChanged 463 SP:Iteration 12Q (8127.970000 sec): 3 clusters Score: Raw -2154849.988959 + Penalty 4750.602024 = -2150099.386935 nChanged 482 SP:Iteration 13Q (8128.240000 sec): 3 clusters Score: Raw -2155194.502905 + Penalty 4750.602024 = -2150443.900881 nChanged 456 SP:Iteration 14Q (8128.510000 sec): 3 clusters Score: Raw -2155495.273335 + Penalty 4750.602024 = -2150744.671311 nChanged 412 SP:Iteration 15Q (8128.770000 sec): 3 clusters Score: Raw -2155751.436462 + Penalty 4750.602024 = -2151000.834438 nChanged 376 SP:Iteration 16Q (8129.030000 sec): 3 clusters Score: Raw -2155973.366922 + Penalty 4750.602024 = -2151222.764898 nChanged 296 SP:Iteration 17Q (8129.330000 sec): 3 clusters Score: Raw -2156133.734197 + Penalty 4750.602024 = -2151383.132172 nChanged 236 SP:Iteration 18Q (8129.590000 sec): 3 clusters Score: Raw -2156252.386615 + Penalty 4750.602024 = -2151501.784591 nChanged 186 SP:Iteration 19Q (8129.880000 sec): 3 clusters Score: Raw -2156337.398481 + Penalty 4750.602024 = -2151586.796457 nChanged 167 SP:Iteration 20F (8130.100000 sec): 3 clusters Score: Raw -2156409.552768 + Penalty 4750.602024 = -2151658.950744 nChanged 147 SP:Iteration 21Q (8130.390000 sec): 3 clusters Score: Raw -2156467.985933 + Penalty 4750.602024 = -2151717.383908 nChanged 129 SP:Iteration 22Q (8130.650000 sec): 3 clusters Score: Raw -2156522.195360 + Penalty 4750.602024 = -2151771.593335 nChanged 126 SP:Iteration 23Q (8130.840000 sec): 3 clusters Score: Raw -2156577.414571 + Penalty 4750.602024 = -2151826.812547 nChanged 119 SP:Iteration 24Q (8131.090000 sec): 3 clusters Score: Raw -2156634.421833 + Penalty 4750.602024 = -2151883.819808 nChanged 113 SP:Iteration 25Q (8131.330000 sec): 3 clusters Score: Raw -2156697.486552 + Penalty 4750.602024 = -2151946.884527 nChanged 117 SP:Iteration 26Q (8131.570000 sec): 3 clusters Score: Raw -2156754.462119 + Penalty 4750.602024 = -2152003.860095 nChanged 98 SP:Iteration 27Q (8131.860000 sec): 3 clusters Score: Raw -2156805.435176 + Penalty 4750.602024 = -2152054.833151 nChanged 85 SP:Iteration 28Q (8132.100000 sec): 3 clusters Score: Raw -2156851.065212 + Penalty 4750.602024 = -2152100.463187 nChanged 77 SP:Iteration 29Q (8132.360000 sec): 3 clusters Score: Raw -2156888.847851 + Penalty 4750.602024 = -2152138.245827 nChanged 78 SP:Iteration 30Q (8132.590000 sec): 3 clusters Score: Raw -2156920.887085 + Penalty 4750.602024 = -2152170.285060 nChanged 52 SP:Iteration 31Q (8132.830000 sec): 3 clusters Score: Raw -2156942.156589 + Penalty 4750.602024 = -2152191.554564 nChanged 54 SP:Iteration 32Q (8133.140000 sec): 3 clusters Score: Raw -2156969.250069 + Penalty 4750.602024 = -2152218.648044 nChanged 60 SP:Iteration 33Q (8133.430000 sec): 3 clusters Score: Raw -2157000.845380 + Penalty 4750.602024 = -2152250.243355 nChanged 48 SP:Iteration 34Q (8133.720000 sec): 3 clusters Score: Raw -2157027.827066 + Penalty 4750.602024 = -2152277.225041 nChanged 47 SP:Iteration 35Q (8133.930000 sec): 3 clusters Score: Raw -2157050.675599 + Penalty 4750.602024 = -2152300.073574 nChanged 37 SP:Iteration 36Q (8134.180000 sec): 3 clusters Score: Raw -2157068.222864 + Penalty 4750.602024 = -2152317.620840 nChanged 43 SP:Iteration 37Q (8134.460000 sec): 3 clusters Score: Raw -2157089.790446 + Penalty 4750.602024 = -2152339.188421 nChanged 39 SP:Iteration 38Q (8134.690000 sec): 3 clusters Score: Raw -2157114.334344 + Penalty 4750.602024 = -2152363.732320 nChanged 44 SP:Iteration 39Q (8134.910000 sec): 3 clusters Score: Raw -2157140.917450 + Penalty 4750.602024 = -2152390.315426 nChanged 49 SP:Iteration 40F (8135.170000 sec): 3 clusters Score: Raw -2157177.215909 + Penalty 4750.602024 = -2152426.613885 nChanged 51 SP:Iteration 41Q (8135.410000 sec): 3 clusters Score: Raw -2157208.890038 + Penalty 4750.602024 = -2152458.288013 nChanged 47 SP:Iteration 42Q (8135.720000 sec): 3 clusters Score: Raw -2157234.313926 + Penalty 4750.602024 = -2152483.711902 nChanged 34 SP:Iteration 43Q (8135.940000 sec): 3 clusters Score: Raw -2157251.686859 + Penalty 4750.602024 = -2152501.084835 nChanged 31 SP:Iteration 44Q (8136.180000 sec): 3 clusters Score: Raw -2157269.473731 + Penalty 4750.602024 = -2152518.871707 nChanged 28 SP:Iteration 45Q (8136.390000 sec): 3 clusters Score: Raw -2157285.784348 + Penalty 4750.602024 = -2152535.182324 nChanged 23 SP:Iteration 46Q (8136.640000 sec): 3 clusters Score: Raw -2157297.577505 + Penalty 4750.602024 = -2152546.975481 nChanged 14 SP:Iteration 47Q (8136.900000 sec): 3 clusters Score: Raw -2157305.785064 + Penalty 4750.602024 = -2152555.183039 nChanged 15 SP:Iteration 48Q (8137.160000 sec): 3 clusters Score: Raw -2157312.220574 + Penalty 4750.602024 = -2152561.618549 nChanged 11 SP:Iteration 49Q (8137.420000 sec): 3 clusters Score: Raw -2157317.945003 + Penalty 4750.602024 = -2152567.342978 nChanged 15 SP:Iteration 50Q (8137.730000 sec): 3 clusters Score: Raw -2157325.399250 + Penalty 4750.602024 = -2152574.797225 nChanged 10 SP:Iteration 51Q (8137.980000 sec): 3 clusters Score: Raw -2157329.415535 + Penalty 4750.602024 = -2152578.813511 nChanged 5 SP:Iteration 52Q (8138.240000 sec): 3 clusters Score: Raw -2157332.752236 + Penalty 4750.602024 = -2152582.150211 nChanged 9 SP:Iteration 53Q (8138.550000 sec): 3 clusters Score: Raw -2157336.993267 + Penalty 4750.602024 = -2152586.391242 nChanged 6 SP:Iteration 54Q (8138.750000 sec): 3 clusters Score: Raw -2157338.579766 + Penalty 4750.602024 = -2152587.977741 nChanged 5 SP:Iteration 55Q (8138.990000 sec): 3 clusters Score: Raw -2157340.943578 + Penalty 4750.602024 = -2152590.341554 nChanged 5 SP:Iteration 56Q (8139.260000 sec): 3 clusters Score: Raw -2157342.557584 + Penalty 4750.602024 = -2152591.955559 nChanged 3 SP:Iteration 57Q (8139.490000 sec): 3 clusters Score: Raw -2157343.718758 + Penalty 4750.602024 = -2152593.116734 nChanged 1 SP:Iteration 58Q (8139.740000 sec): 3 clusters Score: Raw -2157344.193592 + Penalty 4750.602024 = -2152593.591567 nChanged 2 SP:Iteration 59Q (8139.920000 sec): 3 clusters Score: Raw -2157345.762239 + Penalty 4750.602024 = -2152595.160215 nChanged 2 SP:Iteration 60F (8140.240000 sec): 3 clusters Score: Raw -2157346.422339 + Penalty 4750.602024 = -2152595.820315 nChanged 1 SP:Iteration 61Q (8140.500000 sec): 3 clusters Score: Raw -2157346.680628 + Penalty 4750.602024 = -2152596.078604 nChanged 0 SP:Iteration 62F (8140.770000 sec): 3 clusters Score: Raw -2157346.680628 + Penalty 4750.602024 = -2152596.078604 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (6838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8140.890000 sec): 2 clusters Score: Raw -988637.486161 + Penalty 2189.902141 = -986447.584019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8141.070000 sec): 3 clusters Score: Raw -985192.964405 + Penalty 4379.804283 = -980813.160123 nChanged 2739 SP:Iteration 1F (8141.260000 sec): 3 clusters Score: Raw -986761.949732 + Penalty 4379.804283 = -982382.145450 nChanged 512 SP:Iteration 2F (8141.470000 sec): 3 clusters Score: Raw -987090.424558 + Penalty 4379.804283 = -982710.620275 nChanged 402 SP:Iteration 3F (8141.650000 sec): 3 clusters Score: Raw -987339.163088 + Penalty 4379.804283 = -982959.358806 nChanged 338 SP:Iteration 4Q (8141.860000 sec): 3 clusters Score: Raw -987597.517790 + Penalty 4379.804283 = -983217.713507 nChanged 376 SP:Iteration 5F (8142.080000 sec): 3 clusters Score: Raw -987908.232778 + Penalty 4379.804283 = -983528.428495 nChanged 344 SP:Iteration 6F (8142.250000 sec): 3 clusters Score: Raw -988194.336593 + Penalty 4379.804283 = -983814.532310 nChanged 300 SP:Iteration 7Q (8142.350000 sec): 3 clusters Score: Raw -988388.542613 + Penalty 4379.804283 = -984008.738330 nChanged 263 SP:Iteration 8Q (8142.520000 sec): 3 clusters Score: Raw -988561.669452 + Penalty 4379.804283 = -984181.865169 nChanged 236 SP:Iteration 9Q (8142.650000 sec): 3 clusters Score: Raw -988712.669689 + Penalty 4379.804283 = -984332.865406 nChanged 219 SP:Iteration 10Q (8142.790000 sec): 3 clusters Score: Raw -988849.380263 + Penalty 4379.804283 = -984469.575980 nChanged 182 SP:Iteration 11Q (8143.020000 sec): 3 clusters Score: Raw -988945.397825 + Penalty 4379.804283 = -984565.593542 nChanged 158 SP:Iteration 12Q (8143.240000 sec): 3 clusters Score: Raw -989033.385035 + Penalty 4379.804283 = -984653.580752 nChanged 133 SP:Iteration 13Q (8143.430000 sec): 3 clusters Score: Raw -989095.660801 + Penalty 4379.804283 = -984715.856518 nChanged 105 SP:Iteration 14Q (8143.590000 sec): 3 clusters Score: Raw -989146.898894 + Penalty 4379.804283 = -984767.094612 nChanged 95 SP:Iteration 15Q (8143.790000 sec): 3 clusters Score: Raw -989183.139035 + Penalty 4379.804283 = -984803.334752 nChanged 93 SP:Iteration 16Q (8144.000000 sec): 3 clusters Score: Raw -989215.983868 + Penalty 4379.804283 = -984836.179585 nChanged 79 SP:Iteration 17Q (8144.160000 sec): 3 clusters Score: Raw -989243.974100 + Penalty 4379.804283 = -984864.169818 nChanged 66 SP:Iteration 18Q (8144.390000 sec): 3 clusters Score: Raw -989266.421002 + Penalty 4379.804283 = -984886.616719 nChanged 50 SP:Iteration 19Q (8144.620000 sec): 3 clusters Score: Raw -989279.695654 + Penalty 4379.804283 = -984899.891371 nChanged 24 SP:Iteration 20F (8144.820000 sec): 3 clusters Score: Raw -989285.945066 + Penalty 4379.804283 = -984906.140784 nChanged 22 SP:Iteration 21Q (8144.990000 sec): 3 clusters Score: Raw -989291.193651 + Penalty 4379.804283 = -984911.389368 nChanged 19 SP:Iteration 22Q (8145.200000 sec): 3 clusters Score: Raw -989296.665732 + Penalty 4379.804283 = -984916.861449 nChanged 30 SP:Iteration 23Q (8145.430000 sec): 3 clusters Score: Raw -989304.249484 + Penalty 4379.804283 = -984924.445201 nChanged 33 SP:Iteration 24Q (8145.690000 sec): 3 clusters Score: Raw -989312.659712 + Penalty 4379.804283 = -984932.855429 nChanged 31 SP:Iteration 25Q (8145.910000 sec): 3 clusters Score: Raw -989322.254325 + Penalty 4379.804283 = -984942.450042 nChanged 15 SP:Iteration 26Q (8146.100000 sec): 3 clusters Score: Raw -989325.919033 + Penalty 4379.804283 = -984946.114750 nChanged 12 SP:Iteration 27Q (8146.290000 sec): 3 clusters Score: Raw -989328.583897 + Penalty 4379.804283 = -984948.779614 nChanged 13 SP:Iteration 28Q (8146.490000 sec): 3 clusters Score: Raw -989331.027697 + Penalty 4379.804283 = -984951.223415 nChanged 11 SP:Iteration 29Q (8146.660000 sec): 3 clusters Score: Raw -989333.365144 + Penalty 4379.804283 = -984953.560861 nChanged 8 SP:Iteration 30Q (8146.930000 sec): 3 clusters Score: Raw -989336.036197 + Penalty 4379.804283 = -984956.231915 nChanged 12 SP:Iteration 31Q (8147.090000 sec): 3 clusters Score: Raw -989338.662091 + Penalty 4379.804283 = -984958.857808 nChanged 10 SP:Iteration 32Q (8147.330000 sec): 3 clusters Score: Raw -989341.032870 + Penalty 4379.804283 = -984961.228588 nChanged 10 SP:Iteration 33Q (8147.570000 sec): 3 clusters Score: Raw -989345.142938 + Penalty 4379.804283 = -984965.338655 nChanged 14 SP:Iteration 34Q (8147.760000 sec): 3 clusters Score: Raw -989348.756869 + Penalty 4379.804283 = -984968.952586 nChanged 19 SP:Iteration 35Q (8147.960000 sec): 3 clusters Score: Raw -989353.837045 + Penalty 4379.804283 = -984974.032762 nChanged 24 SP:Iteration 36Q (8148.190000 sec): 3 clusters Score: Raw -989361.196314 + Penalty 4379.804283 = -984981.392031 nChanged 25 SP:Iteration 37Q (8148.390000 sec): 3 clusters Score: Raw -989367.147561 + Penalty 4379.804283 = -984987.343278 nChanged 21 SP:Iteration 38Q (8148.590000 sec): 3 clusters Score: Raw -989372.635420 + Penalty 4379.804283 = -984992.831137 nChanged 23 SP:Iteration 39Q (8148.810000 sec): 3 clusters Score: Raw -989378.578200 + Penalty 4379.804283 = -984998.773918 nChanged 14 SP:Iteration 40F (8148.980000 sec): 3 clusters Score: Raw -989382.001568 + Penalty 4379.804283 = -985002.197285 nChanged 11 SP:Iteration 41Q (8149.230000 sec): 3 clusters Score: Raw -989384.199598 + Penalty 4379.804283 = -985004.395315 nChanged 5 SP:Iteration 42Q (8149.450000 sec): 3 clusters Score: Raw -989385.878746 + Penalty 4379.804283 = -985006.074463 nChanged 5 SP:Iteration 43Q (8149.620000 sec): 3 clusters Score: Raw -989386.809513 + Penalty 4379.804283 = -985007.005230 nChanged 3 SP:Iteration 44Q (8149.840000 sec): 3 clusters Score: Raw -989387.327191 + Penalty 4379.804283 = -985007.522908 nChanged 5 SP:Iteration 45Q (8150.040000 sec): 3 clusters Score: Raw -989388.451132 + Penalty 4379.804283 = -985008.646849 nChanged 5 SP:Iteration 46Q (8150.250000 sec): 3 clusters Score: Raw -989390.144016 + Penalty 4379.804283 = -985010.339733 nChanged 3 SP:Iteration 47Q (8150.490000 sec): 3 clusters Score: Raw -989390.588081 + Penalty 4379.804283 = -985010.783798 nChanged 2 SP:Iteration 48Q (8150.710000 sec): 3 clusters Score: Raw -989390.856654 + Penalty 4379.804283 = -985011.052371 nChanged 1 SP:Iteration 49Q (8150.890000 sec): 3 clusters Score: Raw -989391.139272 + Penalty 4379.804283 = -985011.334989 nChanged 1 SP:Iteration 50Q (8151.100000 sec): 3 clusters Score: Raw -989391.530232 + Penalty 4379.804283 = -985011.725949 nChanged 1 SP:Iteration 51Q (8151.330000 sec): 3 clusters Score: Raw -989391.588289 + Penalty 4379.804283 = -985011.784006 nChanged 0 SP:Iteration 52F (8151.540000 sec): 3 clusters Score: Raw -989391.588289 + Penalty 4379.804283 = -985011.784006 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (1010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8151.640000 sec): 2 clusters Score: Raw -157714.998768 + Penalty 1715.590991 = -155999.407776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8151.810000 sec): 3 clusters Score: Raw -157532.027261 + Penalty 3431.181982 = -154100.845279 nChanged 270 SP:Iteration 1F (8151.990000 sec): 3 clusters Score: Raw -157906.757915 + Penalty 3431.181982 = -154475.575933 nChanged 71 SP:Iteration 2F (8152.170000 sec): 3 clusters Score: Raw -158010.835205 + Penalty 3431.181982 = -154579.653223 nChanged 40 SP:Iteration 3Q (8152.360000 sec): 3 clusters Score: Raw -158081.350015 + Penalty 3431.181982 = -154650.168032 nChanged 26 SP:Iteration 4Q (8152.550000 sec): 3 clusters Score: Raw -158145.121918 + Penalty 3431.181982 = -154713.939936 nChanged 25 SP:Iteration 5Q (8152.730000 sec): 3 clusters Score: Raw -158212.120757 + Penalty 3431.181982 = -154780.938774 nChanged 23 SP:Iteration 6Q (8152.900000 sec): 3 clusters Score: Raw -158272.974347 + Penalty 3431.181982 = -154841.792364 nChanged 27 SP:Iteration 7Q (8153.110000 sec): 3 clusters Score: Raw -158326.311604 + Penalty 3431.181982 = -154895.129621 nChanged 20 SP:Iteration 8Q (8153.260000 sec): 3 clusters Score: Raw -158372.214376 + Penalty 3431.181982 = -154941.032393 nChanged 18 SP:Iteration 9Q (8153.410000 sec): 3 clusters Score: Raw -158412.229275 + Penalty 3431.181982 = -154981.047293 nChanged 19 SP:Iteration 10Q (8153.570000 sec): 3 clusters Score: Raw -158458.090197 + Penalty 3431.181982 = -155026.908215 nChanged 19 SP:Iteration 11Q (8153.750000 sec): 3 clusters Score: Raw -158495.507457 + Penalty 3431.181982 = -155064.325475 nChanged 16 SP:Iteration 12Q (8153.970000 sec): 3 clusters Score: Raw -158520.466402 + Penalty 3431.181982 = -155089.284420 nChanged 8 SP:Iteration 13Q (8154.130000 sec): 3 clusters Score: Raw -158539.492395 + Penalty 3431.181982 = -155108.310413 nChanged 9 SP:Iteration 14Q (8154.320000 sec): 3 clusters Score: Raw -158553.863589 + Penalty 3431.181982 = -155122.681607 nChanged 8 SP:Iteration 15Q (8154.490000 sec): 3 clusters Score: Raw -158571.747210 + Penalty 3431.181982 = -155140.565228 nChanged 9 SP:Iteration 16Q (8154.660000 sec): 3 clusters Score: Raw -158609.928419 + Penalty 3431.181982 = -155178.746436 nChanged 17 SP:Iteration 17Q (8154.830000 sec): 3 clusters Score: Raw -158649.735133 + Penalty 3431.181982 = -155218.553150 nChanged 9 SP:Iteration 18Q (8155.030000 sec): 3 clusters Score: Raw -158662.295954 + Penalty 3431.181982 = -155231.113972 nChanged 6 SP:Iteration 19Q (8155.230000 sec): 3 clusters Score: Raw -158672.804625 + Penalty 3431.181982 = -155241.622642 nChanged 4 SP:Iteration 20F (8155.410000 sec): 3 clusters Score: Raw -158679.635657 + Penalty 3431.181982 = -155248.453674 nChanged 5 SP:Iteration 21Q (8155.630000 sec): 3 clusters Score: Raw -158692.764851 + Penalty 3431.181982 = -155261.582868 nChanged 5 SP:Iteration 22Q (8155.760000 sec): 3 clusters Score: Raw -158705.287414 + Penalty 3431.181982 = -155274.105432 nChanged 7 SP:Iteration 23Q (8155.930000 sec): 3 clusters Score: Raw -158718.583739 + Penalty 3431.181982 = -155287.401756 nChanged 6 SP:Iteration 24Q (8156.130000 sec): 3 clusters Score: Raw -158730.012678 + Penalty 3431.181982 = -155298.830695 nChanged 4 SP:Iteration 25Q (8156.330000 sec): 3 clusters Score: Raw -158737.336520 + Penalty 3431.181982 = -155306.154537 nChanged 4 SP:Iteration 26Q (8156.500000 sec): 3 clusters Score: Raw -158743.908089 + Penalty 3431.181982 = -155312.726107 nChanged 8 SP:Iteration 27Q (8156.700000 sec): 3 clusters Score: Raw -158757.032099 + Penalty 3431.181982 = -155325.850116 nChanged 7 SP:Iteration 28Q (8156.880000 sec): 3 clusters Score: Raw -158765.234314 + Penalty 3431.181982 = -155334.052331 nChanged 6 SP:Iteration 29Q (8157.010000 sec): 3 clusters Score: Raw -158775.388621 + Penalty 3431.181982 = -155344.206638 nChanged 2 SP:Iteration 30Q (8157.180000 sec): 3 clusters Score: Raw -158778.280642 + Penalty 3431.181982 = -155347.098659 nChanged 4 SP:Iteration 31Q (8157.370000 sec): 3 clusters Score: Raw -158789.376540 + Penalty 3431.181982 = -155358.194558 nChanged 6 SP:Iteration 32Q (8157.530000 sec): 3 clusters Score: Raw -158805.324910 + Penalty 3431.181982 = -155374.142927 nChanged 2 SP:Iteration 33Q (8157.750000 sec): 3 clusters Score: Raw -158808.374874 + Penalty 3431.181982 = -155377.192892 nChanged 2 SP:Iteration 34Q (8157.910000 sec): 3 clusters Score: Raw -158811.106004 + Penalty 3431.181982 = -155379.924022 nChanged 2 SP:Iteration 35Q (8158.070000 sec): 3 clusters Score: Raw -158817.978359 + Penalty 3431.181982 = -155386.796376 nChanged 2 SP:Iteration 36Q (8158.270000 sec): 3 clusters Score: Raw -158819.669763 + Penalty 3431.181982 = -155388.487781 nChanged 0 SP:Iteration 37F (8158.450000 sec): 3 clusters Score: Raw -158819.669763 + Penalty 3431.181982 = -155388.487781 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (2453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8158.550000 sec): 2 clusters Score: Raw -342063.562978 + Penalty 1935.656627 = -340127.906351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8158.720000 sec): 3 clusters Score: Raw -341133.106231 + Penalty 3871.313254 = -337261.792977 nChanged 813 SP:Iteration 1F (8158.890000 sec): 3 clusters Score: Raw -341828.167169 + Penalty 3871.313254 = -337956.853915 nChanged 240 SP:Iteration 2F (8159.100000 sec): 3 clusters Score: Raw -342136.945398 + Penalty 3871.313254 = -338265.632144 nChanged 171 SP:Iteration 3F (8159.240000 sec): 3 clusters Score: Raw -342375.781566 + Penalty 3871.313254 = -338504.468312 nChanged 145 SP:Iteration 4F (8159.480000 sec): 3 clusters Score: Raw -342575.357493 + Penalty 3871.313254 = -338704.044239 nChanged 129 SP:Iteration 5F (8159.670000 sec): 3 clusters Score: Raw -342742.710857 + Penalty 3871.313254 = -338871.397603 nChanged 100 SP:Iteration 6Q (8159.880000 sec): 3 clusters Score: Raw -342866.744683 + Penalty 3871.313254 = -338995.431430 nChanged 79 SP:Iteration 7Q (8160.050000 sec): 3 clusters Score: Raw -342955.637593 + Penalty 3871.313254 = -339084.324339 nChanged 56 SP:Iteration 8Q (8160.230000 sec): 3 clusters Score: Raw -343011.648204 + Penalty 3871.313254 = -339140.334950 nChanged 36 SP:Iteration 9Q (8160.390000 sec): 3 clusters Score: Raw -343055.692910 + Penalty 3871.313254 = -339184.379656 nChanged 29 SP:Iteration 10Q (8160.600000 sec): 3 clusters Score: Raw -343087.227540 + Penalty 3871.313254 = -339215.914286 nChanged 21 SP:Iteration 11Q (8160.760000 sec): 3 clusters Score: Raw -343117.842533 + Penalty 3871.313254 = -339246.529279 nChanged 29 SP:Iteration 12Q (8160.960000 sec): 3 clusters Score: Raw -343159.580668 + Penalty 3871.313254 = -339288.267414 nChanged 32 SP:Iteration 13Q (8161.160000 sec): 3 clusters Score: Raw -343205.363966 + Penalty 3871.313254 = -339334.050713 nChanged 27 SP:Iteration 14Q (8161.300000 sec): 3 clusters Score: Raw -343236.213041 + Penalty 3871.313254 = -339364.899787 nChanged 17 SP:Iteration 15Q (8161.490000 sec): 3 clusters Score: Raw -343255.016549 + Penalty 3871.313254 = -339383.703295 nChanged 9 SP:Iteration 16Q (8161.700000 sec): 3 clusters Score: Raw -343261.829757 + Penalty 3871.313254 = -339390.516503 nChanged 9 SP:Iteration 17Q (8161.840000 sec): 3 clusters Score: Raw -343269.759200 + Penalty 3871.313254 = -339398.445946 nChanged 11 SP:Iteration 18Q (8162.020000 sec): 3 clusters Score: Raw -343282.098774 + Penalty 3871.313254 = -339410.785520 nChanged 7 SP:Iteration 19Q (8162.190000 sec): 3 clusters Score: Raw -343294.396991 + Penalty 3871.313254 = -339423.083737 nChanged 8 SP:Iteration 20F (8162.380000 sec): 3 clusters Score: Raw -343310.146004 + Penalty 3871.313254 = -339438.832750 nChanged 8 SP:Iteration 21Q (8162.570000 sec): 3 clusters Score: Raw -343325.164960 + Penalty 3871.313254 = -339453.851706 nChanged 11 SP:Iteration 22Q (8162.730000 sec): 3 clusters Score: Raw -343335.518597 + Penalty 3871.313254 = -339464.205343 nChanged 10 SP:Iteration 23Q (8162.880000 sec): 3 clusters Score: Raw -343344.177735 + Penalty 3871.313254 = -339472.864481 nChanged 10 SP:Iteration 24Q (8163.080000 sec): 3 clusters Score: Raw -343353.824015 + Penalty 3871.313254 = -339482.510761 nChanged 7 SP:Iteration 25Q (8163.230000 sec): 3 clusters Score: Raw -343361.348641 + Penalty 3871.313254 = -339490.035387 nChanged 9 SP:Iteration 26Q (8163.410000 sec): 3 clusters Score: Raw -343368.761685 + Penalty 3871.313254 = -339497.448431 nChanged 7 SP:Iteration 27Q (8163.590000 sec): 3 clusters Score: Raw -343379.597327 + Penalty 3871.313254 = -339508.284073 nChanged 6 SP:Iteration 28Q (8163.780000 sec): 3 clusters Score: Raw -343385.833767 + Penalty 3871.313254 = -339514.520514 nChanged 3 SP:Iteration 29Q (8163.940000 sec): 3 clusters Score: Raw -343389.450295 + Penalty 3871.313254 = -339518.137041 nChanged 2 SP:Iteration 30Q (8164.150000 sec): 3 clusters Score: Raw -343393.187072 + Penalty 3871.313254 = -339521.873818 nChanged 2 SP:Iteration 31Q (8164.290000 sec): 3 clusters Score: Raw -343394.848473 + Penalty 3871.313254 = -339523.535219 nChanged 2 SP:Iteration 32Q (8164.480000 sec): 3 clusters Score: Raw -343397.260489 + Penalty 3871.313254 = -339525.947235 nChanged 0 SP:Iteration 33F (8164.660000 sec): 3 clusters Score: Raw -343397.260489 + Penalty 3871.313254 = -339525.947235 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (10722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8164.790000 sec): 2 clusters Score: Raw -1624851.611154 + Penalty 2301.453140 = -1622550.158014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8165.030000 sec): 3 clusters Score: Raw -1619044.799810 + Penalty 4602.906280 = -1614441.893529 nChanged 4482 SP:Iteration 1F (8165.270000 sec): 3 clusters Score: Raw -1621400.671476 + Penalty 4602.906280 = -1616797.765196 nChanged 662 SP:Iteration 2F (8165.510000 sec): 3 clusters Score: Raw -1621694.763079 + Penalty 4602.906280 = -1617091.856798 nChanged 513 SP:Iteration 3Q (8165.730000 sec): 3 clusters Score: Raw -1621902.126613 + Penalty 4602.906280 = -1617299.220333 nChanged 408 SP:Iteration 4Q (8165.930000 sec): 3 clusters Score: Raw -1622076.908114 + Penalty 4602.906280 = -1617474.001833 nChanged 398 SP:Iteration 5Q (8166.160000 sec): 3 clusters Score: Raw -1622288.278189 + Penalty 4602.906280 = -1617685.371909 nChanged 445 SP:Iteration 6Q (8166.380000 sec): 3 clusters Score: Raw -1622578.516667 + Penalty 4602.906280 = -1617975.610386 nChanged 519 SP:Iteration 7Q (8166.570000 sec): 3 clusters Score: Raw -1622978.095520 + Penalty 4602.906280 = -1618375.189240 nChanged 578 SP:Iteration 8F (8166.820000 sec): 3 clusters Score: Raw -1623473.544175 + Penalty 4602.906280 = -1618870.637895 nChanged 614 SP:Iteration 9F (8167.020000 sec): 3 clusters Score: Raw -1624028.604868 + Penalty 4602.906280 = -1619425.698587 nChanged 620 SP:Iteration 10F (8167.280000 sec): 3 clusters Score: Raw -1624567.030422 + Penalty 4602.906280 = -1619964.124142 nChanged 525 SP:Iteration 11Q (8167.470000 sec): 3 clusters Score: Raw -1624943.788767 + Penalty 4602.906280 = -1620340.882487 nChanged 418 SP:Iteration 12Q (8167.690000 sec): 3 clusters Score: Raw -1625195.139142 + Penalty 4602.906280 = -1620592.232862 nChanged 278 SP:Iteration 13Q (8167.930000 sec): 3 clusters Score: Raw -1625336.777341 + Penalty 4602.906280 = -1620733.871061 nChanged 200 SP:Iteration 14Q (8168.140000 sec): 3 clusters Score: Raw -1625409.008211 + Penalty 4602.906280 = -1620806.101931 nChanged 134 SP:Iteration 15Q (8168.400000 sec): 3 clusters Score: Raw -1625452.897719 + Penalty 4602.906280 = -1620849.991439 nChanged 98 SP:Iteration 16Q (8168.590000 sec): 3 clusters Score: Raw -1625479.323635 + Penalty 4602.906280 = -1620876.417355 nChanged 70 SP:Iteration 17Q (8168.860000 sec): 3 clusters Score: Raw -1625495.330454 + Penalty 4602.906280 = -1620892.424173 nChanged 53 SP:Iteration 18Q (8169.060000 sec): 3 clusters Score: Raw -1625508.218671 + Penalty 4602.906280 = -1620905.312390 nChanged 49 SP:Iteration 19Q (8169.270000 sec): 3 clusters Score: Raw -1625519.479489 + Penalty 4602.906280 = -1620916.573209 nChanged 47 SP:Iteration 20F (8169.490000 sec): 3 clusters Score: Raw -1625530.038803 + Penalty 4602.906280 = -1620927.132523 nChanged 43 SP:Iteration 21Q (8169.740000 sec): 3 clusters Score: Raw -1625539.562789 + Penalty 4602.906280 = -1620936.656508 nChanged 42 SP:Iteration 22Q (8169.960000 sec): 3 clusters Score: Raw -1625545.669785 + Penalty 4602.906280 = -1620942.763505 nChanged 28 SP:Iteration 23Q (8170.210000 sec): 3 clusters Score: Raw -1625550.979166 + Penalty 4602.906280 = -1620948.072886 nChanged 25 SP:Iteration 24Q (8170.400000 sec): 3 clusters Score: Raw -1625556.252124 + Penalty 4602.906280 = -1620953.345844 nChanged 27 SP:Iteration 25Q (8170.630000 sec): 3 clusters Score: Raw -1625561.286458 + Penalty 4602.906280 = -1620958.380178 nChanged 24 SP:Iteration 26Q (8170.880000 sec): 3 clusters Score: Raw -1625565.263371 + Penalty 4602.906280 = -1620962.357091 nChanged 17 SP:Iteration 27Q (8171.120000 sec): 3 clusters Score: Raw -1625568.411033 + Penalty 4602.906280 = -1620965.504752 nChanged 19 SP:Iteration 28Q (8171.350000 sec): 3 clusters Score: Raw -1625572.137838 + Penalty 4602.906280 = -1620969.231558 nChanged 22 SP:Iteration 29Q (8171.520000 sec): 3 clusters Score: Raw -1625576.573035 + Penalty 4602.906280 = -1620973.666754 nChanged 19 SP:Iteration 30Q (8171.760000 sec): 3 clusters Score: Raw -1625579.842558 + Penalty 4602.906280 = -1620976.936277 nChanged 16 SP:Iteration 31Q (8171.990000 sec): 3 clusters Score: Raw -1625582.744920 + Penalty 4602.906280 = -1620979.838640 nChanged 21 SP:Iteration 32Q (8172.250000 sec): 3 clusters Score: Raw -1625585.729701 + Penalty 4602.906280 = -1620982.823421 nChanged 7 SP:Iteration 33Q (8172.440000 sec): 3 clusters Score: Raw -1625586.565435 + Penalty 4602.906280 = -1620983.659155 nChanged 4 SP:Iteration 34Q (8172.650000 sec): 3 clusters Score: Raw -1625586.949087 + Penalty 4602.906280 = -1620984.042807 nChanged 5 SP:Iteration 35Q (8172.920000 sec): 3 clusters Score: Raw -1625587.454670 + Penalty 4602.906280 = -1620984.548390 nChanged 3 SP:Iteration 36Q (8173.100000 sec): 3 clusters Score: Raw -1625587.768021 + Penalty 4602.906280 = -1620984.861741 nChanged 6 SP:Iteration 37Q (8173.330000 sec): 3 clusters Score: Raw -1625588.531516 + Penalty 4602.906280 = -1620985.625236 nChanged 7 SP:Iteration 38Q (8173.550000 sec): 3 clusters Score: Raw -1625589.445762 + Penalty 4602.906280 = -1620986.539482 nChanged 6 SP:Iteration 39Q (8173.760000 sec): 3 clusters Score: Raw -1625590.145751 + Penalty 4602.906280 = -1620987.239470 nChanged 1 SP:Iteration 40F (8173.980000 sec): 3 clusters Score: Raw -1625590.235702 + Penalty 4602.906280 = -1620987.329422 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8174.080000 sec): 2 clusters Score: Raw -101818.265262 + Penalty 1618.570725 = -100199.694537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8174.240000 sec): 3 clusters Score: Raw -101719.875779 + Penalty 3237.141450 = -98482.734329 nChanged 133 SP:Iteration 1F (8174.440000 sec): 3 clusters Score: Raw -101946.832036 + Penalty 3237.141450 = -98709.690586 nChanged 43 SP:Iteration 2F (8174.610000 sec): 3 clusters Score: Raw -102017.370226 + Penalty 3237.141450 = -98780.228776 nChanged 16 SP:Iteration 3Q (8174.750000 sec): 3 clusters Score: Raw -102043.279392 + Penalty 3237.141450 = -98806.137942 nChanged 7 SP:Iteration 4Q (8174.970000 sec): 3 clusters Score: Raw -102055.970934 + Penalty 3237.141450 = -98818.829484 nChanged 2 SP:Iteration 5Q (8175.120000 sec): 3 clusters Score: Raw -102058.038748 + Penalty 3237.141450 = -98820.897298 nChanged 2 SP:Iteration 6Q (8175.310000 sec): 3 clusters Score: Raw -102060.770243 + Penalty 3237.141450 = -98823.628793 nChanged 1 SP:Iteration 7Q (8175.490000 sec): 3 clusters Score: Raw -102062.934083 + Penalty 3237.141450 = -98825.792633 nChanged 1 SP:Iteration 8Q (8175.680000 sec): 3 clusters Score: Raw -102063.706801 + Penalty 3237.141450 = -98826.565351 nChanged 0 SP:Iteration 9F (8175.830000 sec): 3 clusters Score: Raw -102063.706801 + Penalty 3237.141450 = -98826.565351 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8175.950000 sec): 2 clusters Score: Raw -35021.472075 + Penalty 1364.312036 = -33657.160039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8176.100000 sec): 3 clusters Score: Raw -35202.344251 + Penalty 2728.624072 = -32473.720179 nChanged 26 SP:Iteration 1F (8176.340000 sec): 3 clusters Score: Raw -35306.725931 + Penalty 2728.624072 = -32578.101859 nChanged 6 SP:Iteration 2Q (8176.480000 sec): 3 clusters Score: Raw -35326.769679 + Penalty 2728.624072 = -32598.145606 nChanged 3 SP:Iteration 3Q (8176.670000 sec): 3 clusters Score: Raw -35334.684431 + Penalty 2728.624072 = -32606.060359 nChanged 0 SP:Iteration 4F (8176.850000 sec): 3 clusters Score: Raw -35334.684431 + Penalty 2728.624072 = -32606.060359 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8176.890000 sec): 2 clusters Score: Raw -60859.959051 + Penalty 1503.818732 = -59356.140319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8177.090000 sec): 3 clusters Score: Raw -60921.567121 + Penalty 3007.637464 = -57913.929658 nChanged 79 SP:Iteration 1F (8177.230000 sec): 3 clusters Score: Raw -61101.378015 + Penalty 3007.637464 = -58093.740551 nChanged 18 SP:Iteration 2Q (8177.430000 sec): 3 clusters Score: Raw -61158.338993 + Penalty 3007.637464 = -58150.701530 nChanged 10 SP:Iteration 3Q (8177.640000 sec): 3 clusters Score: Raw -61208.189921 + Penalty 3007.637464 = -58200.552458 nChanged 8 SP:Iteration 4Q (8177.860000 sec): 3 clusters Score: Raw -61230.681587 + Penalty 3007.637464 = -58223.044124 nChanged 2 SP:Iteration 5Q (8178.030000 sec): 3 clusters Score: Raw -61235.354123 + Penalty 3007.637464 = -58227.716660 nChanged 3 SP:Iteration 6Q (8178.200000 sec): 3 clusters Score: Raw -61243.168527 + Penalty 3007.637464 = -58235.531063 nChanged 2 SP:Iteration 7Q (8178.360000 sec): 3 clusters Score: Raw -61246.738652 + Penalty 3007.637464 = -58239.101189 nChanged 2 SP:Iteration 8Q (8178.550000 sec): 3 clusters Score: Raw -61250.238454 + Penalty 3007.637464 = -58242.600990 nChanged 0 SP:Iteration 9F (8178.690000 sec): 3 clusters Score: Raw -61250.238454 + Penalty 3007.637464 = -58242.600990 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (2830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8178.790000 sec): 2 clusters Score: Raw -401373.051385 + Penalty 1971.111934 = -399401.939451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8179.000000 sec): 3 clusters Score: Raw -400205.621052 + Penalty 3942.223867 = -396263.397185 nChanged 947 SP:Iteration 1F (8179.170000 sec): 3 clusters Score: Raw -400917.108370 + Penalty 3942.223867 = -396974.884503 nChanged 242 SP:Iteration 2F (8179.370000 sec): 3 clusters Score: Raw -401224.189216 + Penalty 3942.223867 = -397281.965349 nChanged 188 SP:Iteration 3F (8179.530000 sec): 3 clusters Score: Raw -401415.077136 + Penalty 3942.223867 = -397472.853269 nChanged 141 SP:Iteration 4Q (8179.700000 sec): 3 clusters Score: Raw -401548.424201 + Penalty 3942.223867 = -397606.200333 nChanged 119 SP:Iteration 5Q (8179.900000 sec): 3 clusters Score: Raw -401654.593985 + Penalty 3942.223867 = -397712.370117 nChanged 106 SP:Iteration 6Q (8180.080000 sec): 3 clusters Score: Raw -401759.959838 + Penalty 3942.223867 = -397817.735970 nChanged 88 SP:Iteration 7Q (8180.250000 sec): 3 clusters Score: Raw -401895.981736 + Penalty 3942.223867 = -397953.757868 nChanged 80 SP:Iteration 8Q (8180.450000 sec): 3 clusters Score: Raw -401990.575234 + Penalty 3942.223867 = -398048.351367 nChanged 68 SP:Iteration 9Q (8180.630000 sec): 3 clusters Score: Raw -402042.246687 + Penalty 3942.223867 = -398100.022820 nChanged 53 SP:Iteration 10Q (8180.790000 sec): 3 clusters Score: Raw -402076.910159 + Penalty 3942.223867 = -398134.686291 nChanged 35 SP:Iteration 11Q (8181.010000 sec): 3 clusters Score: Raw -402102.638364 + Penalty 3942.223867 = -398160.414496 nChanged 29 SP:Iteration 12Q (8181.160000 sec): 3 clusters Score: Raw -402122.848145 + Penalty 3942.223867 = -398180.624278 nChanged 24 SP:Iteration 13Q (8181.370000 sec): 3 clusters Score: Raw -402133.958625 + Penalty 3942.223867 = -398191.734757 nChanged 9 SP:Iteration 14Q (8181.560000 sec): 3 clusters Score: Raw -402140.319874 + Penalty 3942.223867 = -398198.096006 nChanged 13 SP:Iteration 15Q (8181.720000 sec): 3 clusters Score: Raw -402145.176689 + Penalty 3942.223867 = -398202.952822 nChanged 12 SP:Iteration 16Q (8181.870000 sec): 3 clusters Score: Raw -402151.828491 + Penalty 3942.223867 = -398209.604623 nChanged 14 SP:Iteration 17Q (8182.060000 sec): 3 clusters Score: Raw -402158.759987 + Penalty 3942.223867 = -398216.536120 nChanged 8 SP:Iteration 18Q (8182.210000 sec): 3 clusters Score: Raw -402162.824005 + Penalty 3942.223867 = -398220.600138 nChanged 6 SP:Iteration 19Q (8182.370000 sec): 3 clusters Score: Raw -402165.720312 + Penalty 3942.223867 = -398223.496445 nChanged 4 SP:Iteration 20F (8182.580000 sec): 3 clusters Score: Raw -402167.881041 + Penalty 3942.223867 = -398225.657174 nChanged 5 SP:Iteration 21Q (8182.730000 sec): 3 clusters Score: Raw -402170.579927 + Penalty 3942.223867 = -398228.356060 nChanged 7 SP:Iteration 22Q (8182.890000 sec): 3 clusters Score: Raw -402173.585541 + Penalty 3942.223867 = -398231.361674 nChanged 6 SP:Iteration 23Q (8183.080000 sec): 3 clusters Score: Raw -402176.210972 + Penalty 3942.223867 = -398233.987105 nChanged 6 SP:Iteration 24Q (8183.260000 sec): 3 clusters Score: Raw -402177.489501 + Penalty 3942.223867 = -398235.265633 nChanged 1 SP:Iteration 25Q (8183.440000 sec): 3 clusters Score: Raw -402177.830349 + Penalty 3942.223867 = -398235.606481 nChanged 0 SP:Iteration 26F (8183.660000 sec): 3 clusters Score: Raw -402177.830349 + Penalty 3942.223867 = -398235.606481 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (11421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8183.780000 sec): 2 clusters Score: Raw -1759447.809553 + Penalty 2317.115843 = -1757130.693710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8184.000000 sec): 3 clusters Score: Raw -1753189.991906 + Penalty 4634.231686 = -1748555.760219 nChanged 4761 SP:Iteration 1F (8184.270000 sec): 3 clusters Score: Raw -1755696.252760 + Penalty 4634.231686 = -1751062.021073 nChanged 697 SP:Iteration 2F (8184.480000 sec): 3 clusters Score: Raw -1755993.111591 + Penalty 4634.231686 = -1751358.879905 nChanged 559 SP:Iteration 3Q (8184.700000 sec): 3 clusters Score: Raw -1756246.360003 + Penalty 4634.231686 = -1751612.128317 nChanged 540 SP:Iteration 4Q (8185.010000 sec): 3 clusters Score: Raw -1756492.985868 + Penalty 4634.231686 = -1751858.754182 nChanged 515 SP:Iteration 5Q (8185.200000 sec): 3 clusters Score: Raw -1756758.570515 + Penalty 4634.231686 = -1752124.338828 nChanged 577 SP:Iteration 6F (8185.430000 sec): 3 clusters Score: Raw -1757118.330913 + Penalty 4634.231686 = -1752484.099227 nChanged 633 SP:Iteration 7F (8185.710000 sec): 3 clusters Score: Raw -1757514.092208 + Penalty 4634.231686 = -1752879.860522 nChanged 601 SP:Iteration 8F (8185.960000 sec): 3 clusters Score: Raw -1757897.062220 + Penalty 4634.231686 = -1753262.830533 nChanged 561 SP:Iteration 9Q (8186.220000 sec): 3 clusters Score: Raw -1758252.021342 + Penalty 4634.231686 = -1753617.789655 nChanged 478 SP:Iteration 10Q (8186.420000 sec): 3 clusters Score: Raw -1758556.214703 + Penalty 4634.231686 = -1753921.983016 nChanged 418 SP:Iteration 11Q (8186.690000 sec): 3 clusters Score: Raw -1758836.110094 + Penalty 4634.231686 = -1754201.878407 nChanged 365 SP:Iteration 12Q (8186.930000 sec): 3 clusters Score: Raw -1759070.577815 + Penalty 4634.231686 = -1754436.346129 nChanged 295 SP:Iteration 13Q (8187.120000 sec): 3 clusters Score: Raw -1759251.283865 + Penalty 4634.231686 = -1754617.052178 nChanged 233 SP:Iteration 14Q (8187.370000 sec): 3 clusters Score: Raw -1759383.170973 + Penalty 4634.231686 = -1754748.939287 nChanged 188 SP:Iteration 15Q (8187.560000 sec): 3 clusters Score: Raw -1759493.944573 + Penalty 4634.231686 = -1754859.712887 nChanged 164 SP:Iteration 16Q (8187.820000 sec): 3 clusters Score: Raw -1759585.085508 + Penalty 4634.231686 = -1754950.853822 nChanged 120 SP:Iteration 17Q (8188.050000 sec): 3 clusters Score: Raw -1759645.326127 + Penalty 4634.231686 = -1755011.094441 nChanged 84 SP:Iteration 18Q (8188.270000 sec): 3 clusters Score: Raw -1759684.415059 + Penalty 4634.231686 = -1755050.183373 nChanged 53 SP:Iteration 19Q (8188.490000 sec): 3 clusters Score: Raw -1759710.604799 + Penalty 4634.231686 = -1755076.373113 nChanged 33 SP:Iteration 20F (8188.690000 sec): 3 clusters Score: Raw -1759723.907127 + Penalty 4634.231686 = -1755089.675440 nChanged 30 SP:Iteration 21Q (8188.980000 sec): 3 clusters Score: Raw -1759737.312541 + Penalty 4634.231686 = -1755103.080855 nChanged 30 SP:Iteration 22Q (8189.200000 sec): 3 clusters Score: Raw -1759751.387643 + Penalty 4634.231686 = -1755117.155957 nChanged 34 SP:Iteration 23Q (8189.450000 sec): 3 clusters Score: Raw -1759769.009191 + Penalty 4634.231686 = -1755134.777505 nChanged 28 SP:Iteration 24Q (8189.670000 sec): 3 clusters Score: Raw -1759785.244031 + Penalty 4634.231686 = -1755151.012345 nChanged 29 SP:Iteration 25Q (8189.860000 sec): 3 clusters Score: Raw -1759801.591173 + Penalty 4634.231686 = -1755167.359487 nChanged 26 SP:Iteration 26Q (8190.120000 sec): 3 clusters Score: Raw -1759816.158020 + Penalty 4634.231686 = -1755181.926334 nChanged 28 SP:Iteration 27Q (8190.350000 sec): 3 clusters Score: Raw -1759831.317478 + Penalty 4634.231686 = -1755197.085792 nChanged 22 SP:Iteration 28Q (8190.570000 sec): 3 clusters Score: Raw -1759840.883028 + Penalty 4634.231686 = -1755206.651341 nChanged 12 SP:Iteration 29Q (8190.800000 sec): 3 clusters Score: Raw -1759845.774133 + Penalty 4634.231686 = -1755211.542446 nChanged 9 SP:Iteration 30Q (8191.030000 sec): 3 clusters Score: Raw -1759851.755971 + Penalty 4634.231686 = -1755217.524285 nChanged 15 SP:Iteration 31Q (8191.270000 sec): 3 clusters Score: Raw -1759857.719105 + Penalty 4634.231686 = -1755223.487419 nChanged 11 SP:Iteration 32Q (8191.480000 sec): 3 clusters Score: Raw -1759862.234527 + Penalty 4634.231686 = -1755228.002841 nChanged 9 SP:Iteration 33Q (8191.720000 sec): 3 clusters Score: Raw -1759867.699501 + Penalty 4634.231686 = -1755233.467814 nChanged 7 SP:Iteration 34Q (8191.960000 sec): 3 clusters Score: Raw -1759870.086961 + Penalty 4634.231686 = -1755235.855274 nChanged 3 SP:Iteration 35Q (8192.220000 sec): 3 clusters Score: Raw -1759871.266803 + Penalty 4634.231686 = -1755237.035117 nChanged 5 SP:Iteration 36Q (8192.430000 sec): 3 clusters Score: Raw -1759873.259536 + Penalty 4634.231686 = -1755239.027850 nChanged 4 SP:Iteration 37Q (8192.660000 sec): 3 clusters Score: Raw -1759874.318051 + Penalty 4634.231686 = -1755240.086365 nChanged 3 SP:Iteration 38Q (8192.910000 sec): 3 clusters Score: Raw -1759875.919888 + Penalty 4634.231686 = -1755241.688202 nChanged 3 SP:Iteration 39Q (8193.170000 sec): 3 clusters Score: Raw -1759877.144795 + Penalty 4634.231686 = -1755242.913109 nChanged 3 SP:Iteration 40F (8193.420000 sec): 3 clusters Score: Raw -1759878.346542 + Penalty 4634.231686 = -1755244.114856 nChanged 3 SP:Iteration 41Q (8193.670000 sec): 3 clusters Score: Raw -1759879.200785 + Penalty 4634.231686 = -1755244.969099 nChanged 1 SP:Iteration 42Q (8193.880000 sec): 3 clusters Score: Raw -1759879.564133 + Penalty 4634.231686 = -1755245.332447 nChanged 1 SP:Iteration 43Q (8194.100000 sec): 3 clusters Score: Raw -1759879.893230 + Penalty 4634.231686 = -1755245.661544 nChanged 2 SP:Iteration 44Q (8194.320000 sec): 3 clusters Score: Raw -1759880.247330 + Penalty 4634.231686 = -1755246.015643 nChanged 1 SP:Iteration 45Q (8194.580000 sec): 3 clusters Score: Raw -1759880.670746 + Penalty 4634.231686 = -1755246.439060 nChanged 1 SP:Iteration 46Q (8194.820000 sec): 3 clusters Score: Raw -1759881.203045 + Penalty 4634.231686 = -1755246.971358 nChanged 2 SP:Iteration 47Q (8195.050000 sec): 3 clusters Score: Raw -1759882.063018 + Penalty 4634.231686 = -1755247.831332 nChanged 2 SP:Iteration 48Q (8195.270000 sec): 3 clusters Score: Raw -1759883.276056 + Penalty 4634.231686 = -1755249.044370 nChanged 2 SP:Iteration 49Q (8195.550000 sec): 3 clusters Score: Raw -1759884.378694 + Penalty 4634.231686 = -1755250.147007 nChanged 2 SP:Iteration 50Q (8195.790000 sec): 3 clusters Score: Raw -1759885.050983 + Penalty 4634.231686 = -1755250.819297 nChanged 0 SP:Iteration 51F (8196.020000 sec): 3 clusters Score: Raw -1759885.050983 + Penalty 4634.231686 = -1755250.819297 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8196.110000 sec): 2 clusters Score: Raw -42206.164451 + Penalty 1424.264791 = -40781.899661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8196.230000 sec): 3 clusters Score: Raw -42286.055306 + Penalty 2848.529581 = -39437.525724 nChanged 44 SP:Iteration 1F (8196.410000 sec): 3 clusters Score: Raw -42408.045986 + Penalty 2848.529581 = -39559.516405 nChanged 6 SP:Iteration 2Q (8196.610000 sec): 3 clusters Score: Raw -42433.076256 + Penalty 2848.529581 = -39584.546675 nChanged 6 SP:Iteration 3Q (8196.800000 sec): 3 clusters Score: Raw -42456.815172 + Penalty 2848.529581 = -39608.285591 nChanged 4 SP:Iteration 4Q (8197.020000 sec): 3 clusters Score: Raw -42468.235498 + Penalty 2848.529581 = -39619.705917 nChanged 0 SP:Iteration 5F (8197.200000 sec): 3 clusters Score: Raw -42468.235498 + Penalty 2848.529581 = -39619.705917 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (144921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8197.910000 sec): 2 clusters Score: Raw -21954405.629740 + Penalty 2947.218123 = -21951458.411617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8198.950000 sec): 3 clusters Score: Raw -21860275.057386 + Penalty 5894.436246 = -21854380.621139 nChanged 69272 SP:Iteration 1F (8199.920000 sec): 3 clusters Score: Raw -21900942.715806 + Penalty 5894.436246 = -21895048.279560 nChanged 4727 SP:Iteration 2Q (8200.910000 sec): 3 clusters Score: Raw -21902262.561913 + Penalty 5894.436246 = -21896368.125666 nChanged 5418 SP:Iteration 3Q (8201.880000 sec): 3 clusters Score: Raw -21904113.041315 + Penalty 5894.436246 = -21898218.605069 nChanged 6439 SP:Iteration 4Q (8202.940000 sec): 3 clusters Score: Raw -21906972.995959 + Penalty 5894.436246 = -21901078.559713 nChanged 8060 SP:Iteration 5F (8203.940000 sec): 3 clusters Score: Raw -21911538.560297 + Penalty 5894.436246 = -21905644.124050 nChanged 9692 SP:Iteration 6F (8204.990000 sec): 3 clusters Score: Raw -21918235.832025 + Penalty 5894.436246 = -21912341.395778 nChanged 10467 SP:Iteration 7F (8205.920000 sec): 3 clusters Score: Raw -21926676.314835 + Penalty 5894.436246 = -21920781.878589 nChanged 9620 SP:Iteration 8F (8206.870000 sec): 3 clusters Score: Raw -21935001.283422 + Penalty 5894.436246 = -21929106.847175 nChanged 7473 SP:Iteration 9F (8207.830000 sec): 3 clusters Score: Raw -21941508.388627 + Penalty 5894.436246 = -21935613.952381 nChanged 5200 SP:Iteration 10Q (8208.890000 sec): 3 clusters Score: Raw -21945822.572609 + Penalty 5894.436246 = -21939928.136362 nChanged 3572 SP:Iteration 11Q (8209.860000 sec): 3 clusters Score: Raw -21948606.848414 + Penalty 5894.436246 = -21942712.412167 nChanged 2482 SP:Iteration 12Q (8210.810000 sec): 3 clusters Score: Raw -21950450.973752 + Penalty 5894.436246 = -21944556.537506 nChanged 1831 SP:Iteration 13Q (8211.670000 sec): 3 clusters Score: Raw -21951721.610322 + Penalty 5894.436246 = -21945827.174076 nChanged 1363 SP:Iteration 14Q (8212.510000 sec): 3 clusters Score: Raw -21952622.374285 + Penalty 5894.436246 = -21946727.938038 nChanged 983 SP:Iteration 15Q (8213.340000 sec): 3 clusters Score: Raw -21953269.516864 + Penalty 5894.436246 = -21947375.080617 nChanged 723 SP:Iteration 16Q (8214.110000 sec): 3 clusters Score: Raw -21953754.745274 + Penalty 5894.436246 = -21947860.309028 nChanged 526 SP:Iteration 17Q (8214.890000 sec): 3 clusters Score: Raw -21954099.315758 + Penalty 5894.436246 = -21948204.879511 nChanged 320 SP:Iteration 18Q (8215.750000 sec): 3 clusters Score: Raw -21954305.035427 + Penalty 5894.436246 = -21948410.599180 nChanged 243 SP:Iteration 19Q (8216.600000 sec): 3 clusters Score: Raw -21954452.409381 + Penalty 5894.436246 = -21948557.973134 nChanged 173 SP:Iteration 20F (8217.540000 sec): 3 clusters Score: Raw -21954564.244195 + Penalty 5894.436246 = -21948669.807949 nChanged 135 SP:Iteration 21Q (8218.320000 sec): 3 clusters Score: Raw -21954651.286143 + Penalty 5894.436246 = -21948756.849897 nChanged 97 SP:Iteration 22Q (8219.250000 sec): 3 clusters Score: Raw -21954710.878460 + Penalty 5894.436246 = -21948816.442213 nChanged 80 SP:Iteration 23Q (8220.030000 sec): 3 clusters Score: Raw -21954758.140338 + Penalty 5894.436246 = -21948863.704092 nChanged 66 SP:Iteration 24Q (8220.870000 sec): 3 clusters Score: Raw -21954794.134033 + Penalty 5894.436246 = -21948899.697787 nChanged 37 SP:Iteration 25Q (8221.650000 sec): 3 clusters Score: Raw -21954814.686413 + Penalty 5894.436246 = -21948920.250166 nChanged 39 SP:Iteration 26Q (8222.420000 sec): 3 clusters Score: Raw -21954831.207187 + Penalty 5894.436246 = -21948936.770941 nChanged 23 SP:Iteration 27Q (8223.280000 sec): 3 clusters Score: Raw -21954842.461650 + Penalty 5894.436246 = -21948948.025404 nChanged 14 SP:Iteration 28Q (8224.140000 sec): 3 clusters Score: Raw -21954848.973627 + Penalty 5894.436246 = -21948954.537381 nChanged 14 SP:Iteration 29Q (8224.950000 sec): 3 clusters Score: Raw -21954855.804632 + Penalty 5894.436246 = -21948961.368385 nChanged 13 SP:Iteration 30Q (8225.800000 sec): 3 clusters Score: Raw -21954860.689461 + Penalty 5894.436246 = -21948966.253214 nChanged 7 SP:Iteration 31Q (8226.680000 sec): 3 clusters Score: Raw -21954864.336252 + Penalty 5894.436246 = -21948969.900005 nChanged 10 SP:Iteration 32Q (8227.430000 sec): 3 clusters Score: Raw -21954868.822534 + Penalty 5894.436246 = -21948974.386287 nChanged 10 SP:Iteration 33Q (8228.300000 sec): 3 clusters Score: Raw -21954872.773321 + Penalty 5894.436246 = -21948978.337074 nChanged 5 SP:Iteration 34Q (8229.140000 sec): 3 clusters Score: Raw -21954875.415877 + Penalty 5894.436246 = -21948980.979630 nChanged 4 SP:Iteration 35Q (8229.890000 sec): 3 clusters Score: Raw -21954876.994790 + Penalty 5894.436246 = -21948982.558544 nChanged 4 SP:Iteration 36Q (8230.720000 sec): 3 clusters Score: Raw -21954878.085129 + Penalty 5894.436246 = -21948983.648883 nChanged 1 SP:Iteration 37Q (8231.540000 sec): 3 clusters Score: Raw -21954878.348128 + Penalty 5894.436246 = -21948983.911882 nChanged 0 SP:Iteration 38F (8232.460000 sec): 3 clusters Score: Raw -21954878.348128 + Penalty 5894.436246 = -21948983.911882 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8232.580000 sec): 2 clusters Score: Raw -87554.285344 + Penalty 1590.944046 = -85963.341298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8232.760000 sec): 3 clusters Score: Raw -87507.927418 + Penalty 3181.888092 = -84326.039326 nChanged 121 SP:Iteration 1F (8232.900000 sec): 3 clusters Score: Raw -87694.206325 + Penalty 3181.888092 = -84512.318233 nChanged 28 SP:Iteration 2Q (8233.020000 sec): 3 clusters Score: Raw -87756.259529 + Penalty 3181.888092 = -84574.371437 nChanged 22 SP:Iteration 3Q (8233.150000 sec): 3 clusters Score: Raw -87799.973674 + Penalty 3181.888092 = -84618.085582 nChanged 15 SP:Iteration 4Q (8233.240000 sec): 3 clusters Score: Raw -87840.952098 + Penalty 3181.888092 = -84659.064007 nChanged 19 SP:Iteration 5Q (8233.440000 sec): 3 clusters Score: Raw -87911.023341 + Penalty 3181.888092 = -84729.135249 nChanged 17 SP:Iteration 6Q (8233.620000 sec): 3 clusters Score: Raw -87972.972014 + Penalty 3181.888092 = -84791.083922 nChanged 17 SP:Iteration 7Q (8233.800000 sec): 3 clusters Score: Raw -88030.211631 + Penalty 3181.888092 = -84848.323540 nChanged 15 SP:Iteration 8Q (8233.990000 sec): 3 clusters Score: Raw -88083.300312 + Penalty 3181.888092 = -84901.412220 nChanged 11 SP:Iteration 9Q (8234.170000 sec): 3 clusters Score: Raw -88115.583655 + Penalty 3181.888092 = -84933.695564 nChanged 18 SP:Iteration 10Q (8234.280000 sec): 3 clusters Score: Raw -88154.656869 + Penalty 3181.888092 = -84972.768778 nChanged 14 SP:Iteration 11Q (8234.380000 sec): 3 clusters Score: Raw -88178.182791 + Penalty 3181.888092 = -84996.294699 nChanged 3 SP:Iteration 12Q (8234.480000 sec): 3 clusters Score: Raw -88192.555062 + Penalty 3181.888092 = -85010.666971 nChanged 4 SP:Iteration 13Q (8234.590000 sec): 3 clusters Score: Raw -88200.225045 + Penalty 3181.888092 = -85018.336953 nChanged 3 SP:Iteration 14Q (8234.760000 sec): 3 clusters Score: Raw -88208.352114 + Penalty 3181.888092 = -85026.464023 nChanged 3 SP:Iteration 15Q (8234.930000 sec): 3 clusters Score: Raw -88215.313284 + Penalty 3181.888092 = -85033.425192 nChanged 3 SP:Iteration 16Q (8235.100000 sec): 3 clusters Score: Raw -88220.575844 + Penalty 3181.888092 = -85038.687752 nChanged 2 SP:Iteration 17Q (8235.290000 sec): 3 clusters Score: Raw -88225.857824 + Penalty 3181.888092 = -85043.969732 nChanged 2 SP:Iteration 18Q (8235.450000 sec): 3 clusters Score: Raw -88233.638768 + Penalty 3181.888092 = -85051.750676 nChanged 5 SP:Iteration 19Q (8235.650000 sec): 3 clusters Score: Raw -88248.949679 + Penalty 3181.888092 = -85067.061587 nChanged 7 SP:Iteration 20F (8235.830000 sec): 3 clusters Score: Raw -88267.100350 + Penalty 3181.888092 = -85085.212259 nChanged 6 SP:Iteration 21Q (8236.000000 sec): 3 clusters Score: Raw -88285.644356 + Penalty 3181.888092 = -85103.756265 nChanged 1 SP:Iteration 22Q (8236.170000 sec): 3 clusters Score: Raw -88287.194544 + Penalty 3181.888092 = -85105.306452 nChanged 3 SP:Iteration 23Q (8236.300000 sec): 3 clusters Score: Raw -88293.196722 + Penalty 3181.888092 = -85111.308630 nChanged 3 SP:Iteration 24Q (8236.470000 sec): 3 clusters Score: Raw -88300.088640 + Penalty 3181.888092 = -85118.200549 nChanged 2 SP:Iteration 25Q (8236.630000 sec): 3 clusters Score: Raw -88306.086918 + Penalty 3181.888092 = -85124.198826 nChanged 1 SP:Iteration 26Q (8236.840000 sec): 3 clusters Score: Raw -88308.406864 + Penalty 3181.888092 = -85126.518773 nChanged 1 SP:Iteration 27Q (8236.990000 sec): 3 clusters Score: Raw -88309.969808 + Penalty 3181.888092 = -85128.081716 nChanged 1 SP:Iteration 28Q (8237.210000 sec): 3 clusters Score: Raw -88311.632607 + Penalty 3181.888092 = -85129.744515 nChanged 0 SP:Iteration 29F (8237.370000 sec): 3 clusters Score: Raw -88311.632607 + Penalty 3181.888092 = -85129.744515 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8237.420000 sec): 2 clusters Score: Raw -13444.605185 + Penalty 1149.412789 = -12295.192396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8237.570000 sec): 3 clusters Score: Raw -13821.310257 + Penalty 2298.825578 = -11522.484679 nChanged 3 SP:Iteration 1Q (8237.720000 sec): 3 clusters Score: Raw -13859.459013 + Penalty 2298.825578 = -11560.633435 nChanged 1 SP:Iteration 2Q (8237.850000 sec): 3 clusters Score: Raw -13872.718346 + Penalty 2298.825578 = -11573.892768 nChanged 0 SP:Iteration 3F (8237.960000 sec): 3 clusters Score: Raw -13872.718346 + Penalty 2298.825578 = -11573.892768 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (18135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8238.160000 sec): 2 clusters Score: Raw -2733094.411554 + Penalty 2431.788565 = -2730662.622990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8238.400000 sec): 3 clusters Score: Raw -2722678.208692 + Penalty 4863.577130 = -2717814.631562 nChanged 7931 SP:Iteration 1F (8238.700000 sec): 3 clusters Score: Raw -2726962.447652 + Penalty 4863.577130 = -2722098.870522 nChanged 976 SP:Iteration 2F (8238.930000 sec): 3 clusters Score: Raw -2727332.987019 + Penalty 4863.577130 = -2722469.409890 nChanged 850 SP:Iteration 3Q (8239.230000 sec): 3 clusters Score: Raw -2727648.810146 + Penalty 4863.577130 = -2722785.233017 nChanged 764 SP:Iteration 4Q (8239.500000 sec): 3 clusters Score: Raw -2727955.917917 + Penalty 4863.577130 = -2723092.340788 nChanged 792 SP:Iteration 5Q (8239.810000 sec): 3 clusters Score: Raw -2728309.276307 + Penalty 4863.577130 = -2723445.699178 nChanged 845 SP:Iteration 6Q (8240.040000 sec): 3 clusters Score: Raw -2728767.224486 + Penalty 4863.577130 = -2723903.647357 nChanged 952 SP:Iteration 7F (8240.330000 sec): 3 clusters Score: Raw -2729330.769862 + Penalty 4863.577130 = -2724467.192732 nChanged 996 SP:Iteration 8F (8240.660000 sec): 3 clusters Score: Raw -2730004.273893 + Penalty 4863.577130 = -2725140.696763 nChanged 1012 SP:Iteration 9F (8240.910000 sec): 3 clusters Score: Raw -2730687.887109 + Penalty 4863.577130 = -2725824.309979 nChanged 913 SP:Iteration 10F (8241.200000 sec): 3 clusters Score: Raw -2731235.590132 + Penalty 4863.577130 = -2726372.013002 nChanged 751 SP:Iteration 11Q (8241.440000 sec): 3 clusters Score: Raw -2731667.061833 + Penalty 4863.577130 = -2726803.484704 nChanged 651 SP:Iteration 12Q (8241.690000 sec): 3 clusters Score: Raw -2731995.241136 + Penalty 4863.577130 = -2727131.664006 nChanged 527 SP:Iteration 13Q (8242.000000 sec): 3 clusters Score: Raw -2732211.912624 + Penalty 4863.577130 = -2727348.335494 nChanged 396 SP:Iteration 14Q (8242.340000 sec): 3 clusters Score: Raw -2732364.939961 + Penalty 4863.577130 = -2727501.362831 nChanged 331 SP:Iteration 15Q (8242.610000 sec): 3 clusters Score: Raw -2732480.488779 + Penalty 4863.577130 = -2727616.911649 nChanged 252 SP:Iteration 16Q (8242.920000 sec): 3 clusters Score: Raw -2732556.134568 + Penalty 4863.577130 = -2727692.557439 nChanged 221 SP:Iteration 17Q (8243.230000 sec): 3 clusters Score: Raw -2732608.356888 + Penalty 4863.577130 = -2727744.779758 nChanged 155 SP:Iteration 18Q (8243.520000 sec): 3 clusters Score: Raw -2732639.715243 + Penalty 4863.577130 = -2727776.138113 nChanged 108 SP:Iteration 19Q (8243.790000 sec): 3 clusters Score: Raw -2732659.561523 + Penalty 4863.577130 = -2727795.984393 nChanged 78 SP:Iteration 20F (8244.080000 sec): 3 clusters Score: Raw -2732672.797760 + Penalty 4863.577130 = -2727809.220630 nChanged 56 SP:Iteration 21Q (8244.340000 sec): 3 clusters Score: Raw -2732680.296772 + Penalty 4863.577130 = -2727816.719642 nChanged 38 SP:Iteration 22Q (8244.620000 sec): 3 clusters Score: Raw -2732685.706863 + Penalty 4863.577130 = -2727822.129733 nChanged 28 SP:Iteration 23Q (8244.880000 sec): 3 clusters Score: Raw -2732689.341866 + Penalty 4863.577130 = -2727825.764736 nChanged 20 SP:Iteration 24Q (8245.190000 sec): 3 clusters Score: Raw -2732691.147546 + Penalty 4863.577130 = -2727827.570416 nChanged 13 SP:Iteration 25Q (8245.430000 sec): 3 clusters Score: Raw -2732692.437936 + Penalty 4863.577130 = -2727828.860806 nChanged 12 SP:Iteration 26Q (8245.710000 sec): 3 clusters Score: Raw -2732693.641151 + Penalty 4863.577130 = -2727830.064022 nChanged 10 SP:Iteration 27Q (8245.990000 sec): 3 clusters Score: Raw -2732694.504679 + Penalty 4863.577130 = -2727830.927549 nChanged 5 SP:Iteration 28Q (8246.240000 sec): 3 clusters Score: Raw -2732694.850037 + Penalty 4863.577130 = -2727831.272908 nChanged 4 SP:Iteration 29Q (8246.500000 sec): 3 clusters Score: Raw -2732695.218054 + Penalty 4863.577130 = -2727831.640924 nChanged 7 SP:Iteration 30Q (8246.770000 sec): 3 clusters Score: Raw -2732695.800467 + Penalty 4863.577130 = -2727832.223338 nChanged 3 SP:Iteration 31Q (8247.090000 sec): 3 clusters Score: Raw -2732696.077199 + Penalty 4863.577130 = -2727832.500069 nChanged 2 SP:Iteration 32Q (8247.340000 sec): 3 clusters Score: Raw -2732696.217188 + Penalty 4863.577130 = -2727832.640058 nChanged 0 SP:Iteration 33F (8247.590000 sec): 3 clusters Score: Raw -2732696.217188 + Penalty 4863.577130 = -2727832.640058 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (63542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8248.020000 sec): 2 clusters Score: Raw -9563694.667342 + Penalty 2742.745183 = -9560951.922159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8248.560000 sec): 3 clusters Score: Raw -9523706.438322 + Penalty 5485.490366 = -9518220.947956 nChanged 29632 SP:Iteration 1F (8249.180000 sec): 3 clusters Score: Raw -9540518.889106 + Penalty 5485.490366 = -9535033.398740 nChanged 2671 SP:Iteration 2Q (8249.690000 sec): 3 clusters Score: Raw -9541430.887837 + Penalty 5485.490366 = -9535945.397471 nChanged 3108 SP:Iteration 3Q (8250.200000 sec): 3 clusters Score: Raw -9542793.769697 + Penalty 5485.490366 = -9537308.279331 nChanged 3800 SP:Iteration 4F (8250.730000 sec): 3 clusters Score: Raw -9544957.060511 + Penalty 5485.490366 = -9539471.570145 nChanged 4649 SP:Iteration 5F (8251.210000 sec): 3 clusters Score: Raw -9548265.137056 + Penalty 5485.490366 = -9542779.646690 nChanged 5086 SP:Iteration 6F (8251.690000 sec): 3 clusters Score: Raw -9552469.110579 + Penalty 5485.490366 = -9546983.620212 nChanged 4818 SP:Iteration 7F (8252.170000 sec): 3 clusters Score: Raw -9556769.500632 + Penalty 5485.490366 = -9551284.010266 nChanged 3706 SP:Iteration 8F (8252.690000 sec): 3 clusters Score: Raw -9560081.982416 + Penalty 5485.490366 = -9554596.492050 nChanged 2388 SP:Iteration 9Q (8253.270000 sec): 3 clusters Score: Raw -9562104.227725 + Penalty 5485.490366 = -9556618.737359 nChanged 1376 SP:Iteration 10Q (8253.820000 sec): 3 clusters Score: Raw -9563112.877381 + Penalty 5485.490366 = -9557627.387015 nChanged 735 SP:Iteration 11Q (8254.380000 sec): 3 clusters Score: Raw -9563556.628572 + Penalty 5485.490366 = -9558071.138206 nChanged 442 SP:Iteration 12Q (8254.850000 sec): 3 clusters Score: Raw -9563797.513181 + Penalty 5485.490366 = -9558312.022815 nChanged 277 SP:Iteration 13Q (8255.400000 sec): 3 clusters Score: Raw -9563929.963475 + Penalty 5485.490366 = -9558444.473109 nChanged 189 SP:Iteration 14Q (8255.850000 sec): 3 clusters Score: Raw -9564021.477497 + Penalty 5485.490366 = -9558535.987131 nChanged 114 SP:Iteration 15Q (8256.330000 sec): 3 clusters Score: Raw -9564080.167921 + Penalty 5485.490366 = -9558594.677555 nChanged 82 SP:Iteration 16Q (8256.800000 sec): 3 clusters Score: Raw -9564114.632224 + Penalty 5485.490366 = -9558629.141858 nChanged 59 SP:Iteration 17Q (8257.270000 sec): 3 clusters Score: Raw -9564138.463921 + Penalty 5485.490366 = -9558652.973554 nChanged 48 SP:Iteration 18Q (8257.740000 sec): 3 clusters Score: Raw -9564158.276578 + Penalty 5485.490366 = -9558672.786212 nChanged 37 SP:Iteration 19Q (8258.230000 sec): 3 clusters Score: Raw -9564174.050962 + Penalty 5485.490366 = -9558688.560595 nChanged 32 SP:Iteration 20F (8258.790000 sec): 3 clusters Score: Raw -9564187.284853 + Penalty 5485.490366 = -9558701.794487 nChanged 28 SP:Iteration 21Q (8259.210000 sec): 3 clusters Score: Raw -9564198.248190 + Penalty 5485.490366 = -9558712.757823 nChanged 18 SP:Iteration 22Q (8259.660000 sec): 3 clusters Score: Raw -9564203.774223 + Penalty 5485.490366 = -9558718.283857 nChanged 9 SP:Iteration 23Q (8260.090000 sec): 3 clusters Score: Raw -9564206.624430 + Penalty 5485.490366 = -9558721.134064 nChanged 10 SP:Iteration 24Q (8260.530000 sec): 3 clusters Score: Raw -9564210.703754 + Penalty 5485.490366 = -9558725.213387 nChanged 13 SP:Iteration 25Q (8261.070000 sec): 3 clusters Score: Raw -9564214.859033 + Penalty 5485.490366 = -9558729.368667 nChanged 9 SP:Iteration 26Q (8261.470000 sec): 3 clusters Score: Raw -9564218.225237 + Penalty 5485.490366 = -9558732.734870 nChanged 7 SP:Iteration 27Q (8262.000000 sec): 3 clusters Score: Raw -9564220.986012 + Penalty 5485.490366 = -9558735.495646 nChanged 8 SP:Iteration 28Q (8262.420000 sec): 3 clusters Score: Raw -9564224.710384 + Penalty 5485.490366 = -9558739.220018 nChanged 12 SP:Iteration 29Q (8262.870000 sec): 3 clusters Score: Raw -9564229.152730 + Penalty 5485.490366 = -9558743.662363 nChanged 9 SP:Iteration 30Q (8263.360000 sec): 3 clusters Score: Raw -9564233.610128 + Penalty 5485.490366 = -9558748.119762 nChanged 11 SP:Iteration 31Q (8263.840000 sec): 3 clusters Score: Raw -9564237.287366 + Penalty 5485.490366 = -9558751.797000 nChanged 9 SP:Iteration 32Q (8264.300000 sec): 3 clusters Score: Raw -9564241.101238 + Penalty 5485.490366 = -9558755.610872 nChanged 8 SP:Iteration 33Q (8264.760000 sec): 3 clusters Score: Raw -9564244.888913 + Penalty 5485.490366 = -9558759.398547 nChanged 7 SP:Iteration 34Q (8265.200000 sec): 3 clusters Score: Raw -9564248.018570 + Penalty 5485.490366 = -9558762.528204 nChanged 6 SP:Iteration 35Q (8265.670000 sec): 3 clusters Score: Raw -9564249.932068 + Penalty 5485.490366 = -9558764.441701 nChanged 8 SP:Iteration 36Q (8266.170000 sec): 3 clusters Score: Raw -9564252.394374 + Penalty 5485.490366 = -9558766.904007 nChanged 2 SP:Iteration 37Q (8266.640000 sec): 3 clusters Score: Raw -9564253.571170 + Penalty 5485.490366 = -9558768.080803 nChanged 3 SP:Iteration 38Q (8267.100000 sec): 3 clusters Score: Raw -9564254.899469 + Penalty 5485.490366 = -9558769.409103 nChanged 5 SP:Iteration 39Q (8267.630000 sec): 3 clusters Score: Raw -9564256.969015 + Penalty 5485.490366 = -9558771.478649 nChanged 2 SP:Iteration 40F (8268.200000 sec): 3 clusters Score: Raw -9564257.770478 + Penalty 5485.490366 = -9558772.280111 nChanged 2 SP:Iteration 41Q (8268.650000 sec): 3 clusters Score: Raw -9564258.413234 + Penalty 5485.490366 = -9558772.922868 nChanged 4 SP:Iteration 42Q (8269.150000 sec): 3 clusters Score: Raw -9564259.271678 + Penalty 5485.490366 = -9558773.781312 nChanged 3 SP:Iteration 43Q (8269.650000 sec): 3 clusters Score: Raw -9564260.153194 + Penalty 5485.490366 = -9558774.662828 nChanged 5 SP:Iteration 44Q (8270.110000 sec): 3 clusters Score: Raw -9564261.745174 + Penalty 5485.490366 = -9558776.254807 nChanged 3 SP:Iteration 45Q (8270.580000 sec): 3 clusters Score: Raw -9564262.653630 + Penalty 5485.490366 = -9558777.163264 nChanged 1 SP:Iteration 46Q (8271.070000 sec): 3 clusters Score: Raw -9564263.145554 + Penalty 5485.490366 = -9558777.655187 nChanged 1 SP:Iteration 47Q (8271.570000 sec): 3 clusters Score: Raw -9564263.330940 + Penalty 5485.490366 = -9558777.840574 nChanged 0 SP:Iteration 48F (8272.080000 sec): 3 clusters Score: Raw -9564263.330940 + Penalty 5485.490366 = -9558777.840574 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8272.150000 sec): 2 clusters Score: Raw -140891.862058 + Penalty 1696.985454 = -139194.876604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8272.330000 sec): 3 clusters Score: Raw -140693.779861 + Penalty 3393.970908 = -137299.808953 nChanged 247 SP:Iteration 1F (8272.510000 sec): 3 clusters Score: Raw -141043.456246 + Penalty 3393.970908 = -137649.485338 nChanged 79 SP:Iteration 2F (8272.690000 sec): 3 clusters Score: Raw -141212.669493 + Penalty 3393.970908 = -137818.698585 nChanged 45 SP:Iteration 3Q (8272.850000 sec): 3 clusters Score: Raw -141334.017478 + Penalty 3393.970908 = -137940.046570 nChanged 39 SP:Iteration 4Q (8273.010000 sec): 3 clusters Score: Raw -141445.097531 + Penalty 3393.970908 = -138051.126623 nChanged 39 SP:Iteration 5Q (8273.190000 sec): 3 clusters Score: Raw -141537.282329 + Penalty 3393.970908 = -138143.311421 nChanged 23 SP:Iteration 6Q (8273.380000 sec): 3 clusters Score: Raw -141601.794653 + Penalty 3393.970908 = -138207.823745 nChanged 30 SP:Iteration 7Q (8273.550000 sec): 3 clusters Score: Raw -141702.803272 + Penalty 3393.970908 = -138308.832364 nChanged 32 SP:Iteration 8Q (8273.720000 sec): 3 clusters Score: Raw -141774.587065 + Penalty 3393.970908 = -138380.616157 nChanged 25 SP:Iteration 9Q (8273.890000 sec): 3 clusters Score: Raw -141845.131900 + Penalty 3393.970908 = -138451.160992 nChanged 24 SP:Iteration 10Q (8274.110000 sec): 3 clusters Score: Raw -141918.645510 + Penalty 3393.970908 = -138524.674602 nChanged 21 SP:Iteration 11Q (8274.270000 sec): 3 clusters Score: Raw -141963.906495 + Penalty 3393.970908 = -138569.935587 nChanged 29 SP:Iteration 12Q (8274.410000 sec): 3 clusters Score: Raw -142017.722317 + Penalty 3393.970908 = -138623.751410 nChanged 19 SP:Iteration 13Q (8274.580000 sec): 3 clusters Score: Raw -142047.549008 + Penalty 3393.970908 = -138653.578100 nChanged 14 SP:Iteration 14Q (8274.760000 sec): 3 clusters Score: Raw -142066.417867 + Penalty 3393.970908 = -138672.446959 nChanged 11 SP:Iteration 15Q (8274.960000 sec): 3 clusters Score: Raw -142088.403060 + Penalty 3393.970908 = -138694.432152 nChanged 10 SP:Iteration 16Q (8275.130000 sec): 3 clusters Score: Raw -142100.907105 + Penalty 3393.970908 = -138706.936197 nChanged 2 SP:Iteration 17Q (8275.330000 sec): 3 clusters Score: Raw -142102.178995 + Penalty 3393.970908 = -138708.208087 nChanged 0 SP:Iteration 18F (8275.470000 sec): 3 clusters Score: Raw -142104.857552 + Penalty 3393.970908 = -138710.886644 nChanged 1 SP:Iteration 19Q (8275.660000 sec): 3 clusters Score: Raw -142111.945058 + Penalty 3393.970908 = -138717.974150 nChanged 0 SP:Iteration 20F (8275.840000 sec): 3 clusters Score: Raw -142111.945058 + Penalty 3393.970908 = -138717.974150 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (2699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8275.960000 sec): 2 clusters Score: Raw -412244.066145 + Penalty 1959.357880 = -410284.708265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8276.150000 sec): 3 clusters Score: Raw -411149.263860 + Penalty 3918.715760 = -407230.548100 nChanged 923 SP:Iteration 1F (8276.360000 sec): 3 clusters Score: Raw -411769.872559 + Penalty 3918.715760 = -407851.156799 nChanged 207 SP:Iteration 2F (8276.550000 sec): 3 clusters Score: Raw -411942.633053 + Penalty 3918.715760 = -408023.917293 nChanged 152 SP:Iteration 3F (8276.740000 sec): 3 clusters Score: Raw -412080.518228 + Penalty 3918.715760 = -408161.802468 nChanged 130 SP:Iteration 4Q (8276.930000 sec): 3 clusters Score: Raw -412184.653463 + Penalty 3918.715760 = -408265.937703 nChanged 99 SP:Iteration 5Q (8277.110000 sec): 3 clusters Score: Raw -412256.453493 + Penalty 3918.715760 = -408337.737733 nChanged 77 SP:Iteration 6Q (8277.290000 sec): 3 clusters Score: Raw -412328.804927 + Penalty 3918.715760 = -408410.089167 nChanged 87 SP:Iteration 7Q (8277.460000 sec): 3 clusters Score: Raw -412430.733826 + Penalty 3918.715760 = -408512.018066 nChanged 91 SP:Iteration 8Q (8277.630000 sec): 3 clusters Score: Raw -412553.914362 + Penalty 3918.715760 = -408635.198602 nChanged 94 SP:Iteration 9Q (8277.850000 sec): 3 clusters Score: Raw -412672.878531 + Penalty 3918.715760 = -408754.162771 nChanged 86 SP:Iteration 10Q (8278.040000 sec): 3 clusters Score: Raw -412760.356392 + Penalty 3918.715760 = -408841.640632 nChanged 59 SP:Iteration 11Q (8278.230000 sec): 3 clusters Score: Raw -412821.445988 + Penalty 3918.715760 = -408902.730228 nChanged 68 SP:Iteration 12Q (8278.420000 sec): 3 clusters Score: Raw -412887.174225 + Penalty 3918.715760 = -408968.458465 nChanged 51 SP:Iteration 13Q (8278.590000 sec): 3 clusters Score: Raw -412932.449462 + Penalty 3918.715760 = -409013.733702 nChanged 32 SP:Iteration 14Q (8278.790000 sec): 3 clusters Score: Raw -412962.740569 + Penalty 3918.715760 = -409044.024809 nChanged 30 SP:Iteration 15Q (8279.020000 sec): 3 clusters Score: Raw -412989.992033 + Penalty 3918.715760 = -409071.276273 nChanged 25 SP:Iteration 16Q (8279.210000 sec): 3 clusters Score: Raw -413012.520203 + Penalty 3918.715760 = -409093.804443 nChanged 22 SP:Iteration 17Q (8279.360000 sec): 3 clusters Score: Raw -413028.269025 + Penalty 3918.715760 = -409109.553265 nChanged 15 SP:Iteration 18Q (8279.530000 sec): 3 clusters Score: Raw -413044.047322 + Penalty 3918.715760 = -409125.331562 nChanged 16 SP:Iteration 19Q (8279.700000 sec): 3 clusters Score: Raw -413064.127714 + Penalty 3918.715760 = -409145.411954 nChanged 14 SP:Iteration 20F (8279.890000 sec): 3 clusters Score: Raw -413075.373630 + Penalty 3918.715760 = -409156.657869 nChanged 9 SP:Iteration 21Q (8280.040000 sec): 3 clusters Score: Raw -413085.510791 + Penalty 3918.715760 = -409166.795031 nChanged 9 SP:Iteration 22Q (8280.230000 sec): 3 clusters Score: Raw -413092.961301 + Penalty 3918.715760 = -409174.245541 nChanged 4 SP:Iteration 23Q (8280.390000 sec): 3 clusters Score: Raw -413096.517694 + Penalty 3918.715760 = -409177.801934 nChanged 1 SP:Iteration 24Q (8280.550000 sec): 3 clusters Score: Raw -413097.181449 + Penalty 3918.715760 = -409178.465689 nChanged 2 SP:Iteration 25Q (8280.760000 sec): 3 clusters Score: Raw -413098.675627 + Penalty 3918.715760 = -409179.959866 nChanged 0 SP:Iteration 26F (8280.920000 sec): 3 clusters Score: Raw -413098.675627 + Penalty 3918.715760 = -409179.959866 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8281.030000 sec): 2 clusters Score: Raw -60454.949044 + Penalty 1492.006976 = -58962.942069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8281.230000 sec): 3 clusters Score: Raw -60500.608714 + Penalty 2984.013951 = -57516.594762 nChanged 49 SP:Iteration 1F (8281.380000 sec): 3 clusters Score: Raw -60619.321042 + Penalty 2984.013951 = -57635.307091 nChanged 13 SP:Iteration 2Q (8281.570000 sec): 3 clusters Score: Raw -60652.750566 + Penalty 2984.013951 = -57668.736615 nChanged 6 SP:Iteration 3Q (8281.790000 sec): 3 clusters Score: Raw -60662.249746 + Penalty 2984.013951 = -57678.235795 nChanged 2 SP:Iteration 4Q (8281.930000 sec): 3 clusters Score: Raw -60667.899669 + Penalty 2984.013951 = -57683.885717 nChanged 1 SP:Iteration 5Q (8282.150000 sec): 3 clusters Score: Raw -60671.635847 + Penalty 2984.013951 = -57687.621896 nChanged 1 SP:Iteration 6Q (8282.300000 sec): 3 clusters Score: Raw -60676.100447 + Penalty 2984.013951 = -57692.086496 nChanged 0 SP:Iteration 7F (8282.510000 sec): 3 clusters Score: Raw -60676.100447 + Penalty 2984.013951 = -57692.086496 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8282.570000 sec): 2 clusters Score: Raw -82470.506232 + Penalty 1556.607585 = -80913.898647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8282.750000 sec): 3 clusters Score: Raw -82521.838375 + Penalty 3113.215171 = -79408.623204 nChanged 95 SP:Iteration 1F (8282.930000 sec): 3 clusters Score: Raw -82679.199765 + Penalty 3113.215171 = -79565.984594 nChanged 21 SP:Iteration 2Q (8283.130000 sec): 3 clusters Score: Raw -82730.681980 + Penalty 3113.215171 = -79617.466810 nChanged 15 SP:Iteration 3Q (8283.300000 sec): 3 clusters Score: Raw -82789.208983 + Penalty 3113.215171 = -79675.993812 nChanged 11 SP:Iteration 4Q (8283.460000 sec): 3 clusters Score: Raw -82841.225724 + Penalty 3113.215171 = -79728.010553 nChanged 14 SP:Iteration 5Q (8283.650000 sec): 3 clusters Score: Raw -82916.395570 + Penalty 3113.215171 = -79803.180399 nChanged 15 SP:Iteration 6Q (8283.790000 sec): 3 clusters Score: Raw -82963.169493 + Penalty 3113.215171 = -79849.954322 nChanged 5 SP:Iteration 7Q (8283.960000 sec): 3 clusters Score: Raw -82989.029292 + Penalty 3113.215171 = -79875.814122 nChanged 5 SP:Iteration 8Q (8284.110000 sec): 3 clusters Score: Raw -83007.138410 + Penalty 3113.215171 = -79893.923239 nChanged 6 SP:Iteration 9Q (8284.280000 sec): 3 clusters Score: Raw -83032.062870 + Penalty 3113.215171 = -79918.847700 nChanged 6 SP:Iteration 10Q (8284.420000 sec): 3 clusters Score: Raw -83052.437223 + Penalty 3113.215171 = -79939.222052 nChanged 7 SP:Iteration 11Q (8284.640000 sec): 3 clusters Score: Raw -83114.198881 + Penalty 3113.215171 = -80000.983711 nChanged 10 SP:Iteration 12Q (8284.780000 sec): 3 clusters Score: Raw -83138.661510 + Penalty 3113.215171 = -80025.446339 nChanged 5 SP:Iteration 13Q (8284.970000 sec): 3 clusters Score: Raw -83158.539331 + Penalty 3113.215171 = -80045.324160 nChanged 2 SP:Iteration 14Q (8285.160000 sec): 3 clusters Score: Raw -83165.367402 + Penalty 3113.215171 = -80052.152231 nChanged 2 SP:Iteration 15Q (8285.340000 sec): 3 clusters Score: Raw -83179.865169 + Penalty 3113.215171 = -80066.649999 nChanged 4 SP:Iteration 16Q (8285.520000 sec): 3 clusters Score: Raw -83188.152396 + Penalty 3113.215171 = -80074.937225 nChanged 6 SP:Iteration 17Q (8285.700000 sec): 3 clusters Score: Raw -83197.995663 + Penalty 3113.215171 = -80084.780492 nChanged 2 SP:Iteration 18Q (8285.820000 sec): 3 clusters Score: Raw -83201.721181 + Penalty 3113.215171 = -80088.506010 nChanged 1 SP:Iteration 19Q (8286.000000 sec): 3 clusters Score: Raw -83207.814224 + Penalty 3113.215171 = -80094.599053 nChanged 2 SP:Iteration 20F (8286.160000 sec): 3 clusters Score: Raw -83212.214081 + Penalty 3113.215171 = -80098.998910 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8286.230000 sec): 2 clusters Score: Raw -58566.648398 + Penalty 1494.414762 = -57072.233636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8286.430000 sec): 3 clusters Score: Raw -58707.153112 + Penalty 2988.829523 = -55718.323589 nChanged 77 SP:Iteration 1F (8286.580000 sec): 3 clusters Score: Raw -58971.418284 + Penalty 2988.829523 = -55982.588761 nChanged 25 SP:Iteration 2F (8286.750000 sec): 3 clusters Score: Raw -59066.646248 + Penalty 2988.829523 = -56077.816725 nChanged 10 SP:Iteration 3Q (8286.920000 sec): 3 clusters Score: Raw -59093.577141 + Penalty 2988.829523 = -56104.747618 nChanged 5 SP:Iteration 4Q (8287.090000 sec): 3 clusters Score: Raw -59114.175993 + Penalty 2988.829523 = -56125.346470 nChanged 4 SP:Iteration 5Q (8287.280000 sec): 3 clusters Score: Raw -59124.516456 + Penalty 2988.829523 = -56135.686933 nChanged 2 SP:Iteration 6Q (8287.460000 sec): 3 clusters Score: Raw -59129.778188 + Penalty 2988.829523 = -56140.948665 nChanged 3 SP:Iteration 7Q (8287.600000 sec): 3 clusters Score: Raw -59138.667555 + Penalty 2988.829523 = -56149.838032 nChanged 3 SP:Iteration 8Q (8287.760000 sec): 3 clusters Score: Raw -59144.753920 + Penalty 2988.829523 = -56155.924397 nChanged 1 SP:Iteration 9Q (8287.890000 sec): 3 clusters Score: Raw -59147.486016 + Penalty 2988.829523 = -56158.656493 nChanged 2 SP:Iteration 10Q (8288.060000 sec): 3 clusters Score: Raw -59152.254434 + Penalty 2988.829523 = -56163.424911 nChanged 1 SP:Iteration 11Q (8288.230000 sec): 3 clusters Score: Raw -59153.693420 + Penalty 2988.829523 = -56164.863897 nChanged 0 SP:Iteration 12F (8288.430000 sec): 3 clusters Score: Raw -59153.693420 + Penalty 2988.829523 = -56164.863897 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (1066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8288.490000 sec): 2 clusters Score: Raw -151534.645212 + Penalty 1728.973814 = -149805.671398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8288.660000 sec): 3 clusters Score: Raw -151306.806263 + Penalty 3457.947628 = -147848.858635 nChanged 274 SP:Iteration 1F (8288.830000 sec): 3 clusters Score: Raw -151622.183401 + Penalty 3457.947628 = -148164.235773 nChanged 74 SP:Iteration 2F (8289.030000 sec): 3 clusters Score: Raw -151759.953268 + Penalty 3457.947628 = -148302.005640 nChanged 58 SP:Iteration 3F (8289.250000 sec): 3 clusters Score: Raw -151848.203559 + Penalty 3457.947628 = -148390.255931 nChanged 39 SP:Iteration 4Q (8289.390000 sec): 3 clusters Score: Raw -151897.691866 + Penalty 3457.947628 = -148439.744238 nChanged 14 SP:Iteration 5Q (8289.560000 sec): 3 clusters Score: Raw -151921.494776 + Penalty 3457.947628 = -148463.547148 nChanged 14 SP:Iteration 6Q (8289.750000 sec): 3 clusters Score: Raw -151937.374965 + Penalty 3457.947628 = -148479.427337 nChanged 3 SP:Iteration 7Q (8289.930000 sec): 3 clusters Score: Raw -151940.041770 + Penalty 3457.947628 = -148482.094142 nChanged 1 SP:Iteration 8Q (8290.080000 sec): 3 clusters Score: Raw -151940.644160 + Penalty 3457.947628 = -148482.696533 nChanged 1 SP:Iteration 9Q (8290.250000 sec): 3 clusters Score: Raw -151941.180464 + Penalty 3457.947628 = -148483.232836 nChanged 0 SP:Iteration 10F (8290.440000 sec): 3 clusters Score: Raw -151941.180464 + Penalty 3457.947628 = -148483.232836 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (21981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8290.630000 sec): 2 clusters Score: Raw -3299148.084256 + Penalty 2479.487563 = -3296668.596693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8290.950000 sec): 3 clusters Score: Raw -3286315.218866 + Penalty 4958.975127 = -3281356.243740 nChanged 9722 SP:Iteration 1F (8291.240000 sec): 3 clusters Score: Raw -3291559.058794 + Penalty 4958.975127 = -3286600.083667 nChanged 1224 SP:Iteration 2F (8291.540000 sec): 3 clusters Score: Raw -3292025.257161 + Penalty 4958.975127 = -3287066.282034 nChanged 1045 SP:Iteration 3Q (8291.840000 sec): 3 clusters Score: Raw -3292441.571065 + Penalty 4958.975127 = -3287482.595939 nChanged 1029 SP:Iteration 4Q (8292.120000 sec): 3 clusters Score: Raw -3292862.757580 + Penalty 4958.975127 = -3287903.782453 nChanged 1012 SP:Iteration 5Q (8292.410000 sec): 3 clusters Score: Raw -3293306.370988 + Penalty 4958.975127 = -3288347.395862 nChanged 1066 SP:Iteration 6Q (8292.740000 sec): 3 clusters Score: Raw -3293821.723798 + Penalty 4958.975127 = -3288862.748671 nChanged 1125 SP:Iteration 7F (8293.040000 sec): 3 clusters Score: Raw -3294376.504291 + Penalty 4958.975127 = -3289417.529164 nChanged 1128 SP:Iteration 8F (8293.300000 sec): 3 clusters Score: Raw -3294975.268969 + Penalty 4958.975127 = -3290016.293843 nChanged 1117 SP:Iteration 9F (8293.560000 sec): 3 clusters Score: Raw -3295633.574929 + Penalty 4958.975127 = -3290674.599803 nChanged 1085 SP:Iteration 10Q (8293.880000 sec): 3 clusters Score: Raw -3296268.980057 + Penalty 4958.975127 = -3291310.004930 nChanged 953 SP:Iteration 11Q (8294.120000 sec): 3 clusters Score: Raw -3296829.785175 + Penalty 4958.975127 = -3291870.810049 nChanged 855 SP:Iteration 12Q (8294.440000 sec): 3 clusters Score: Raw -3297365.360079 + Penalty 4958.975127 = -3292406.384953 nChanged 768 SP:Iteration 13Q (8294.750000 sec): 3 clusters Score: Raw -3297865.470329 + Penalty 4958.975127 = -3292906.495202 nChanged 680 SP:Iteration 14Q (8295.070000 sec): 3 clusters Score: Raw -3298328.558015 + Penalty 4958.975127 = -3293369.582888 nChanged 512 SP:Iteration 15Q (8295.330000 sec): 3 clusters Score: Raw -3298660.601565 + Penalty 4958.975127 = -3293701.626438 nChanged 389 SP:Iteration 16Q (8295.620000 sec): 3 clusters Score: Raw -3298894.420321 + Penalty 4958.975127 = -3293935.445195 nChanged 259 SP:Iteration 17Q (8295.970000 sec): 3 clusters Score: Raw -3299059.801525 + Penalty 4958.975127 = -3294100.826399 nChanged 209 SP:Iteration 18Q (8296.240000 sec): 3 clusters Score: Raw -3299189.283518 + Penalty 4958.975127 = -3294230.308392 nChanged 149 SP:Iteration 19Q (8296.570000 sec): 3 clusters Score: Raw -3299266.317159 + Penalty 4958.975127 = -3294307.342032 nChanged 104 SP:Iteration 20F (8296.900000 sec): 3 clusters Score: Raw -3299327.064496 + Penalty 4958.975127 = -3294368.089369 nChanged 74 SP:Iteration 21Q (8297.170000 sec): 3 clusters Score: Raw -3299371.716899 + Penalty 4958.975127 = -3294412.741772 nChanged 78 SP:Iteration 22Q (8297.490000 sec): 3 clusters Score: Raw -3299417.179438 + Penalty 4958.975127 = -3294458.204312 nChanged 74 SP:Iteration 23Q (8297.770000 sec): 3 clusters Score: Raw -3299459.447084 + Penalty 4958.975127 = -3294500.471958 nChanged 44 SP:Iteration 24Q (8298.110000 sec): 3 clusters Score: Raw -3299487.368544 + Penalty 4958.975127 = -3294528.393417 nChanged 42 SP:Iteration 25Q (8298.390000 sec): 3 clusters Score: Raw -3299512.546399 + Penalty 4958.975127 = -3294553.571273 nChanged 20 SP:Iteration 26Q (8298.660000 sec): 3 clusters Score: Raw -3299528.922850 + Penalty 4958.975127 = -3294569.947723 nChanged 28 SP:Iteration 27Q (8298.970000 sec): 3 clusters Score: Raw -3299544.091115 + Penalty 4958.975127 = -3294585.115988 nChanged 21 SP:Iteration 28Q (8299.250000 sec): 3 clusters Score: Raw -3299555.050589 + Penalty 4958.975127 = -3294596.075463 nChanged 17 SP:Iteration 29Q (8299.570000 sec): 3 clusters Score: Raw -3299564.205796 + Penalty 4958.975127 = -3294605.230669 nChanged 16 SP:Iteration 30Q (8299.890000 sec): 3 clusters Score: Raw -3299575.383030 + Penalty 4958.975127 = -3294616.407904 nChanged 16 SP:Iteration 31Q (8300.150000 sec): 3 clusters Score: Raw -3299585.179893 + Penalty 4958.975127 = -3294626.204766 nChanged 12 SP:Iteration 32Q (8300.450000 sec): 3 clusters Score: Raw -3299592.162838 + Penalty 4958.975127 = -3294633.187711 nChanged 8 SP:Iteration 33Q (8300.660000 sec): 3 clusters Score: Raw -3299597.445426 + Penalty 4958.975127 = -3294638.470300 nChanged 12 SP:Iteration 34Q (8300.980000 sec): 3 clusters Score: Raw -3299604.602924 + Penalty 4958.975127 = -3294645.627797 nChanged 7 SP:Iteration 35Q (8301.200000 sec): 3 clusters Score: Raw -3299608.126306 + Penalty 4958.975127 = -3294649.151179 nChanged 6 SP:Iteration 36Q (8301.530000 sec): 3 clusters Score: Raw -3299612.186549 + Penalty 4958.975127 = -3294653.211422 nChanged 5 SP:Iteration 37Q (8301.770000 sec): 3 clusters Score: Raw -3299615.223904 + Penalty 4958.975127 = -3294656.248778 nChanged 7 SP:Iteration 38Q (8302.040000 sec): 3 clusters Score: Raw -3299618.597497 + Penalty 4958.975127 = -3294659.622370 nChanged 5 SP:Iteration 39Q (8302.320000 sec): 3 clusters Score: Raw -3299620.722831 + Penalty 4958.975127 = -3294661.747705 nChanged 2 SP:Iteration 40F (8302.590000 sec): 3 clusters Score: Raw -3299621.593818 + Penalty 4958.975127 = -3294662.618692 nChanged 4 SP:Iteration 41Q (8302.860000 sec): 3 clusters Score: Raw -3299623.362552 + Penalty 4958.975127 = -3294664.387425 nChanged 2 SP:Iteration 42Q (8303.140000 sec): 3 clusters Score: Raw -3299624.685286 + Penalty 4958.975127 = -3294665.710159 nChanged 2 SP:Iteration 43Q (8303.380000 sec): 3 clusters Score: Raw -3299625.822903 + Penalty 4958.975127 = -3294666.847777 nChanged 1 SP:Iteration 44Q (8303.620000 sec): 3 clusters Score: Raw -3299626.843556 + Penalty 4958.975127 = -3294667.868429 nChanged 1 SP:Iteration 45Q (8303.920000 sec): 3 clusters Score: Raw -3299627.224492 + Penalty 4958.975127 = -3294668.249366 nChanged 1 SP:Iteration 46Q (8304.180000 sec): 3 clusters Score: Raw -3299627.959746 + Penalty 4958.975127 = -3294668.984619 nChanged 0 SP:Iteration 47F (8304.500000 sec): 3 clusters Score: Raw -3299627.959746 + Penalty 4958.975127 = -3294668.984619 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8304.610000 sec): 2 clusters Score: Raw -39839.109912 + Penalty 1411.209145 = -38427.900767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8304.780000 sec): 3 clusters Score: Raw -40067.596872 + Penalty 2822.418289 = -37245.178582 nChanged 40 SP:Iteration 1F (8304.930000 sec): 3 clusters Score: Raw -40217.596247 + Penalty 2822.418289 = -37395.177957 nChanged 7 SP:Iteration 2Q (8305.150000 sec): 3 clusters Score: Raw -40244.138160 + Penalty 2822.418289 = -37421.719870 nChanged 3 SP:Iteration 3Q (8305.330000 sec): 3 clusters Score: Raw -40252.321943 + Penalty 2822.418289 = -37429.903654 nChanged 0 SP:Iteration 4F (8305.500000 sec): 3 clusters Score: Raw -40252.321943 + Penalty 2822.418289 = -37429.903654 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8305.590000 sec): 2 clusters Score: Raw -37107.261742 + Penalty 1399.192954 = -35708.068789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8305.750000 sec): 3 clusters Score: Raw -37324.730983 + Penalty 2798.385907 = -34526.345076 nChanged 42 SP:Iteration 1F (8305.900000 sec): 3 clusters Score: Raw -37548.016020 + Penalty 2798.385907 = -34749.630113 nChanged 13 SP:Iteration 2Q (8306.090000 sec): 3 clusters Score: Raw -37655.507061 + Penalty 2798.385907 = -34857.121154 nChanged 9 SP:Iteration 3Q (8306.250000 sec): 3 clusters Score: Raw -37736.020424 + Penalty 2798.385907 = -34937.634516 nChanged 6 SP:Iteration 4Q (8306.410000 sec): 3 clusters Score: Raw -37785.574059 + Penalty 2798.385907 = -34987.188152 nChanged 5 SP:Iteration 5Q (8306.590000 sec): 3 clusters Score: Raw -37872.703612 + Penalty 2798.385907 = -35074.317705 nChanged 7 SP:Iteration 6Q (8306.740000 sec): 3 clusters Score: Raw -37993.888956 + Penalty 2798.385907 = -35195.503049 nChanged 4 SP:Iteration 7Q (8306.920000 sec): 3 clusters Score: Raw -38015.446461 + Penalty 2798.385907 = -35217.060554 nChanged 0 SP:Iteration 8F (8307.080000 sec): 3 clusters Score: Raw -38015.446461 + Penalty 2798.385907 = -35217.060554 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8307.200000 sec): 2 clusters Score: Raw -113339.462823 + Penalty 1647.013178 = -111692.449645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8307.380000 sec): 3 clusters Score: Raw -113201.325171 + Penalty 3294.026356 = -109907.298815 nChanged 163 SP:Iteration 1F (8307.580000 sec): 3 clusters Score: Raw -113416.881841 + Penalty 3294.026356 = -110122.855485 nChanged 43 SP:Iteration 2F (8307.710000 sec): 3 clusters Score: Raw -113505.791299 + Penalty 3294.026356 = -110211.764943 nChanged 25 SP:Iteration 3Q (8307.920000 sec): 3 clusters Score: Raw -113545.221673 + Penalty 3294.026356 = -110251.195317 nChanged 13 SP:Iteration 4Q (8308.100000 sec): 3 clusters Score: Raw -113564.300539 + Penalty 3294.026356 = -110270.274183 nChanged 7 SP:Iteration 5Q (8308.230000 sec): 3 clusters Score: Raw -113576.860511 + Penalty 3294.026356 = -110282.834154 nChanged 10 SP:Iteration 6Q (8308.430000 sec): 3 clusters Score: Raw -113594.476402 + Penalty 3294.026356 = -110300.450046 nChanged 5 SP:Iteration 7Q (8308.610000 sec): 3 clusters Score: Raw -113599.250948 + Penalty 3294.026356 = -110305.224592 nChanged 5 SP:Iteration 8Q (8308.750000 sec): 3 clusters Score: Raw -113604.818859 + Penalty 3294.026356 = -110310.792503 nChanged 1 SP:Iteration 9Q (8308.910000 sec): 3 clusters Score: Raw -113605.516974 + Penalty 3294.026356 = -110311.490618 nChanged 0 SP:Iteration 10F (8309.090000 sec): 3 clusters Score: Raw -113605.516974 + Penalty 3294.026356 = -110311.490618 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (5396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8309.210000 sec): 2 clusters Score: Raw -822397.031547 + Penalty 2131.166478 = -820265.865069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8309.410000 sec): 3 clusters Score: Raw -819803.878954 + Penalty 4262.332956 = -815541.545998 nChanged 2026 SP:Iteration 1F (8309.640000 sec): 3 clusters Score: Raw -820920.756366 + Penalty 4262.332956 = -816658.423410 nChanged 359 SP:Iteration 2F (8309.840000 sec): 3 clusters Score: Raw -821118.106044 + Penalty 4262.332956 = -816855.773089 nChanged 247 SP:Iteration 3Q (8310.010000 sec): 3 clusters Score: Raw -821237.291620 + Penalty 4262.332956 = -816974.958664 nChanged 188 SP:Iteration 4Q (8310.240000 sec): 3 clusters Score: Raw -821321.314114 + Penalty 4262.332956 = -817058.981158 nChanged 139 SP:Iteration 5Q (8310.410000 sec): 3 clusters Score: Raw -821380.463534 + Penalty 4262.332956 = -817118.130578 nChanged 117 SP:Iteration 6Q (8310.630000 sec): 3 clusters Score: Raw -821422.100048 + Penalty 4262.332956 = -817159.767093 nChanged 84 SP:Iteration 7Q (8310.810000 sec): 3 clusters Score: Raw -821455.836638 + Penalty 4262.332956 = -817193.503683 nChanged 89 SP:Iteration 8Q (8310.990000 sec): 3 clusters Score: Raw -821488.421888 + Penalty 4262.332956 = -817226.088932 nChanged 84 SP:Iteration 9Q (8311.200000 sec): 3 clusters Score: Raw -821517.838830 + Penalty 4262.332956 = -817255.505875 nChanged 71 SP:Iteration 10Q (8311.410000 sec): 3 clusters Score: Raw -821540.718079 + Penalty 4262.332956 = -817278.385123 nChanged 68 SP:Iteration 11Q (8311.610000 sec): 3 clusters Score: Raw -821564.439404 + Penalty 4262.332956 = -817302.106448 nChanged 70 SP:Iteration 12Q (8311.790000 sec): 3 clusters Score: Raw -821588.063589 + Penalty 4262.332956 = -817325.730634 nChanged 66 SP:Iteration 13Q (8311.980000 sec): 3 clusters Score: Raw -821607.654461 + Penalty 4262.332956 = -817345.321505 nChanged 51 SP:Iteration 14Q (8312.210000 sec): 3 clusters Score: Raw -821626.656238 + Penalty 4262.332956 = -817364.323282 nChanged 55 SP:Iteration 15Q (8312.370000 sec): 3 clusters Score: Raw -821650.664253 + Penalty 4262.332956 = -817388.331297 nChanged 59 SP:Iteration 16Q (8312.590000 sec): 3 clusters Score: Raw -821673.306729 + Penalty 4262.332956 = -817410.973774 nChanged 76 SP:Iteration 17Q (8312.770000 sec): 3 clusters Score: Raw -821702.382502 + Penalty 4262.332956 = -817440.049546 nChanged 67 SP:Iteration 18Q (8313.020000 sec): 3 clusters Score: Raw -821724.790159 + Penalty 4262.332956 = -817462.457203 nChanged 64 SP:Iteration 19Q (8313.190000 sec): 3 clusters Score: Raw -821749.436730 + Penalty 4262.332956 = -817487.103774 nChanged 67 SP:Iteration 20F (8313.420000 sec): 3 clusters Score: Raw -821777.198260 + Penalty 4262.332956 = -817514.865304 nChanged 77 SP:Iteration 21Q (8313.620000 sec): 3 clusters Score: Raw -821808.653758 + Penalty 4262.332956 = -817546.320802 nChanged 66 SP:Iteration 22Q (8313.840000 sec): 3 clusters Score: Raw -821839.429909 + Penalty 4262.332956 = -817577.096954 nChanged 80 SP:Iteration 23Q (8314.000000 sec): 3 clusters Score: Raw -821874.691553 + Penalty 4262.332956 = -817612.358597 nChanged 90 SP:Iteration 24Q (8314.210000 sec): 3 clusters Score: Raw -821918.412448 + Penalty 4262.332956 = -817656.079492 nChanged 98 SP:Iteration 25Q (8314.390000 sec): 3 clusters Score: Raw -821964.019743 + Penalty 4262.332956 = -817701.686788 nChanged 107 SP:Iteration 26Q (8314.620000 sec): 3 clusters Score: Raw -822017.218353 + Penalty 4262.332956 = -817754.885397 nChanged 104 SP:Iteration 27Q (8314.790000 sec): 3 clusters Score: Raw -822080.838006 + Penalty 4262.332956 = -817818.505050 nChanged 97 SP:Iteration 28Q (8315.000000 sec): 3 clusters Score: Raw -822133.876713 + Penalty 4262.332956 = -817871.543757 nChanged 99 SP:Iteration 29Q (8315.160000 sec): 3 clusters Score: Raw -822188.235117 + Penalty 4262.332956 = -817925.902161 nChanged 89 SP:Iteration 30Q (8315.350000 sec): 3 clusters Score: Raw -822238.975195 + Penalty 4262.332956 = -817976.642240 nChanged 73 SP:Iteration 31Q (8315.530000 sec): 3 clusters Score: Raw -822286.277044 + Penalty 4262.332956 = -818023.944088 nChanged 79 SP:Iteration 32Q (8315.730000 sec): 3 clusters Score: Raw -822334.556136 + Penalty 4262.332956 = -818072.223180 nChanged 69 SP:Iteration 33Q (8315.950000 sec): 3 clusters Score: Raw -822376.599380 + Penalty 4262.332956 = -818114.266424 nChanged 63 SP:Iteration 34Q (8316.090000 sec): 3 clusters Score: Raw -822411.603136 + Penalty 4262.332956 = -818149.270180 nChanged 47 SP:Iteration 35Q (8316.320000 sec): 3 clusters Score: Raw -822441.329273 + Penalty 4262.332956 = -818178.996317 nChanged 35 SP:Iteration 36Q (8316.510000 sec): 3 clusters Score: Raw -822466.323436 + Penalty 4262.332956 = -818203.990480 nChanged 31 SP:Iteration 37Q (8316.680000 sec): 3 clusters Score: Raw -822485.686227 + Penalty 4262.332956 = -818223.353271 nChanged 36 SP:Iteration 38Q (8316.900000 sec): 3 clusters Score: Raw -822510.654977 + Penalty 4262.332956 = -818248.322022 nChanged 33 SP:Iteration 39Q (8317.050000 sec): 3 clusters Score: Raw -822530.262839 + Penalty 4262.332956 = -818267.929883 nChanged 27 SP:Iteration 40F (8317.280000 sec): 3 clusters Score: Raw -822547.360464 + Penalty 4262.332956 = -818285.027509 nChanged 28 SP:Iteration 41Q (8317.430000 sec): 3 clusters Score: Raw -822564.708584 + Penalty 4262.332956 = -818302.375628 nChanged 23 SP:Iteration 42Q (8317.590000 sec): 3 clusters Score: Raw -822579.409596 + Penalty 4262.332956 = -818317.076640 nChanged 13 SP:Iteration 43Q (8317.790000 sec): 3 clusters Score: Raw -822593.464166 + Penalty 4262.332956 = -818331.131210 nChanged 14 SP:Iteration 44Q (8318.020000 sec): 3 clusters Score: Raw -822602.396542 + Penalty 4262.332956 = -818340.063586 nChanged 15 SP:Iteration 45Q (8318.190000 sec): 3 clusters Score: Raw -822616.165976 + Penalty 4262.332956 = -818353.833020 nChanged 10 SP:Iteration 46Q (8318.410000 sec): 3 clusters Score: Raw -822623.100173 + Penalty 4262.332956 = -818360.767217 nChanged 6 SP:Iteration 47Q (8318.590000 sec): 3 clusters Score: Raw -822626.838456 + Penalty 4262.332956 = -818364.505500 nChanged 9 SP:Iteration 48Q (8318.820000 sec): 3 clusters Score: Raw -822634.244217 + Penalty 4262.332956 = -818371.911262 nChanged 10 SP:Iteration 49Q (8319.040000 sec): 3 clusters Score: Raw -822639.907899 + Penalty 4262.332956 = -818377.574943 nChanged 5 SP:Iteration 50Q (8319.270000 sec): 3 clusters Score: Raw -822644.141957 + Penalty 4262.332956 = -818381.809002 nChanged 8 SP:Iteration 51Q (8319.450000 sec): 3 clusters Score: Raw -822649.395881 + Penalty 4262.332956 = -818387.062925 nChanged 4 SP:Iteration 52Q (8319.670000 sec): 3 clusters Score: Raw -822652.489785 + Penalty 4262.332956 = -818390.156830 nChanged 3 SP:Iteration 53Q (8319.830000 sec): 3 clusters Score: Raw -822653.722985 + Penalty 4262.332956 = -818391.390029 nChanged 2 SP:Iteration 54Q (8320.110000 sec): 3 clusters Score: Raw -822654.997206 + Penalty 4262.332956 = -818392.664250 nChanged 2 SP:Iteration 55Q (8320.260000 sec): 3 clusters Score: Raw -822656.199701 + Penalty 4262.332956 = -818393.866745 nChanged 2 SP:Iteration 56Q (8320.460000 sec): 3 clusters Score: Raw -822657.656108 + Penalty 4262.332956 = -818395.323152 nChanged 2 SP:Iteration 57Q (8320.640000 sec): 3 clusters Score: Raw -822659.032523 + Penalty 4262.332956 = -818396.699567 nChanged 4 SP:Iteration 58Q (8320.850000 sec): 3 clusters Score: Raw -822662.846071 + Penalty 4262.332956 = -818400.513115 nChanged 3 SP:Iteration 59Q (8321.050000 sec): 3 clusters Score: Raw -822664.705661 + Penalty 4262.332956 = -818402.372705 nChanged 1 SP:Iteration 60F (8321.300000 sec): 3 clusters Score: Raw -822665.239440 + Penalty 4262.332956 = -818402.906484 nChanged 2 SP:Iteration 61Q (8321.440000 sec): 3 clusters Score: Raw -822666.904283 + Penalty 4262.332956 = -818404.571327 nChanged 3 SP:Iteration 62Q (8321.640000 sec): 3 clusters Score: Raw -822668.315345 + Penalty 4262.332956 = -818405.982389 nChanged 1 SP:Iteration 63Q (8321.840000 sec): 3 clusters Score: Raw -822668.979862 + Penalty 4262.332956 = -818406.646907 nChanged 0 SP:Iteration 64F (8322.050000 sec): 3 clusters Score: Raw -822668.979862 + Penalty 4262.332956 = -818406.646907 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8322.130000 sec): 2 clusters Score: Raw -147689.914229 + Penalty 1733.811868 = -145956.102361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8322.310000 sec): 3 clusters Score: Raw -147455.943291 + Penalty 3467.623736 = -143988.319555 nChanged 294 SP:Iteration 1F (8322.480000 sec): 3 clusters Score: Raw -147742.875384 + Penalty 3467.623736 = -144275.251648 nChanged 72 SP:Iteration 2F (8322.670000 sec): 3 clusters Score: Raw -147824.635339 + Penalty 3467.623736 = -144357.011603 nChanged 34 SP:Iteration 3Q (8322.840000 sec): 3 clusters Score: Raw -147869.711026 + Penalty 3467.623736 = -144402.087290 nChanged 29 SP:Iteration 4Q (8323.020000 sec): 3 clusters Score: Raw -147903.033993 + Penalty 3467.623736 = -144435.410257 nChanged 21 SP:Iteration 5Q (8323.230000 sec): 3 clusters Score: Raw -147922.665982 + Penalty 3467.623736 = -144455.042246 nChanged 12 SP:Iteration 6Q (8323.410000 sec): 3 clusters Score: Raw -147933.796779 + Penalty 3467.623736 = -144466.173043 nChanged 6 SP:Iteration 7Q (8323.580000 sec): 3 clusters Score: Raw -147940.115991 + Penalty 3467.623736 = -144472.492255 nChanged 7 SP:Iteration 8Q (8323.800000 sec): 3 clusters Score: Raw -147949.306787 + Penalty 3467.623736 = -144481.683051 nChanged 8 SP:Iteration 9Q (8323.950000 sec): 3 clusters Score: Raw -147955.705034 + Penalty 3467.623736 = -144488.081298 nChanged 8 SP:Iteration 10Q (8324.150000 sec): 3 clusters Score: Raw -147963.842561 + Penalty 3467.623736 = -144496.218825 nChanged 9 SP:Iteration 11Q (8324.310000 sec): 3 clusters Score: Raw -147975.368491 + Penalty 3467.623736 = -144507.744755 nChanged 8 SP:Iteration 12Q (8324.500000 sec): 3 clusters Score: Raw -147988.765120 + Penalty 3467.623736 = -144521.141384 nChanged 14 SP:Iteration 13Q (8324.690000 sec): 3 clusters Score: Raw -148008.755187 + Penalty 3467.623736 = -144541.131451 nChanged 16 SP:Iteration 14Q (8324.870000 sec): 3 clusters Score: Raw -148027.568367 + Penalty 3467.623736 = -144559.944631 nChanged 15 SP:Iteration 15Q (8325.070000 sec): 3 clusters Score: Raw -148048.927388 + Penalty 3467.623736 = -144581.303652 nChanged 18 SP:Iteration 16Q (8325.270000 sec): 3 clusters Score: Raw -148094.733543 + Penalty 3467.623736 = -144627.109807 nChanged 29 SP:Iteration 17Q (8325.450000 sec): 3 clusters Score: Raw -148161.942184 + Penalty 3467.623736 = -144694.318448 nChanged 38 SP:Iteration 18Q (8325.610000 sec): 3 clusters Score: Raw -148230.490168 + Penalty 3467.623736 = -144762.866432 nChanged 28 SP:Iteration 19Q (8325.810000 sec): 3 clusters Score: Raw -148281.340760 + Penalty 3467.623736 = -144813.717024 nChanged 25 SP:Iteration 20F (8325.980000 sec): 3 clusters Score: Raw -148315.714103 + Penalty 3467.623736 = -144848.090367 nChanged 19 SP:Iteration 21Q (8326.200000 sec): 3 clusters Score: Raw -148347.461075 + Penalty 3467.623736 = -144879.837339 nChanged 24 SP:Iteration 22Q (8326.340000 sec): 3 clusters Score: Raw -148420.459841 + Penalty 3467.623736 = -144952.836105 nChanged 33 SP:Iteration 23Q (8326.520000 sec): 3 clusters Score: Raw -148522.711164 + Penalty 3467.623736 = -145055.087428 nChanged 34 SP:Iteration 24Q (8326.710000 sec): 3 clusters Score: Raw -148599.239905 + Penalty 3467.623736 = -145131.616169 nChanged 23 SP:Iteration 25Q (8326.820000 sec): 3 clusters Score: Raw -148635.201173 + Penalty 3467.623736 = -145167.577437 nChanged 16 SP:Iteration 26Q (8327.010000 sec): 3 clusters Score: Raw -148667.290611 + Penalty 3467.623736 = -145199.666875 nChanged 11 SP:Iteration 27Q (8327.220000 sec): 3 clusters Score: Raw -148689.954451 + Penalty 3467.623736 = -145222.330715 nChanged 9 SP:Iteration 28Q (8327.370000 sec): 3 clusters Score: Raw -148705.408918 + Penalty 3467.623736 = -145237.785182 nChanged 7 SP:Iteration 29Q (8327.540000 sec): 3 clusters Score: Raw -148718.457193 + Penalty 3467.623736 = -145250.833457 nChanged 6 SP:Iteration 30Q (8327.720000 sec): 3 clusters Score: Raw -148731.590718 + Penalty 3467.623736 = -145263.966982 nChanged 5 SP:Iteration 31Q (8327.890000 sec): 3 clusters Score: Raw -148737.512721 + Penalty 3467.623736 = -145269.888985 nChanged 4 SP:Iteration 32Q (8328.070000 sec): 3 clusters Score: Raw -148742.288191 + Penalty 3467.623736 = -145274.664455 nChanged 4 SP:Iteration 33Q (8328.240000 sec): 3 clusters Score: Raw -148747.205029 + Penalty 3467.623736 = -145279.581293 nChanged 1 SP:Iteration 34Q (8328.440000 sec): 3 clusters Score: Raw -148748.395355 + Penalty 3467.623736 = -145280.771619 nChanged 3 SP:Iteration 35Q (8328.590000 sec): 3 clusters Score: Raw -148753.465184 + Penalty 3467.623736 = -145285.841448 nChanged 3 SP:Iteration 36Q (8328.770000 sec): 3 clusters Score: Raw -148758.496228 + Penalty 3467.623736 = -145290.872492 nChanged 8 SP:Iteration 37Q (8328.910000 sec): 3 clusters Score: Raw -148776.299490 + Penalty 3467.623736 = -145308.675754 nChanged 9 SP:Iteration 38Q (8329.130000 sec): 3 clusters Score: Raw -148794.530554 + Penalty 3467.623736 = -145326.906818 nChanged 8 SP:Iteration 39Q (8329.290000 sec): 3 clusters Score: Raw -148815.805172 + Penalty 3467.623736 = -145348.181436 nChanged 13 SP:Iteration 40F (8329.450000 sec): 3 clusters Score: Raw -148840.016162 + Penalty 3467.623736 = -145372.392426 nChanged 10 SP:Iteration 41Q (8329.650000 sec): 3 clusters Score: Raw -148857.837136 + Penalty 3467.623736 = -145390.213400 nChanged 10 SP:Iteration 42Q (8329.800000 sec): 3 clusters Score: Raw -148875.986651 + Penalty 3467.623736 = -145408.362915 nChanged 12 SP:Iteration 43Q (8329.980000 sec): 3 clusters Score: Raw -148899.834162 + Penalty 3467.623736 = -145432.210426 nChanged 6 SP:Iteration 44Q (8330.090000 sec): 3 clusters Score: Raw -148908.437145 + Penalty 3467.623736 = -145440.813409 nChanged 4 SP:Iteration 45Q (8330.250000 sec): 3 clusters Score: Raw -148914.530165 + Penalty 3467.623736 = -145446.906429 nChanged 3 SP:Iteration 46Q (8330.460000 sec): 3 clusters Score: Raw -148917.587354 + Penalty 3467.623736 = -145449.963618 nChanged 4 SP:Iteration 47Q (8330.570000 sec): 3 clusters Score: Raw -148922.339670 + Penalty 3467.623736 = -145454.715934 nChanged 4 SP:Iteration 48Q (8330.750000 sec): 3 clusters Score: Raw -148927.985336 + Penalty 3467.623736 = -145460.361599 nChanged 4 SP:Iteration 49Q (8330.960000 sec): 3 clusters Score: Raw -148931.629153 + Penalty 3467.623736 = -145464.005417 nChanged 1 SP:Iteration 50Q (8331.100000 sec): 3 clusters Score: Raw -148933.712170 + Penalty 3467.623736 = -145466.088434 nChanged 0 SP:Iteration 51F (8331.310000 sec): 3 clusters Score: Raw -148933.712170 + Penalty 3467.623736 = -145466.088434 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (2042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8331.360000 sec): 2 clusters Score: Raw -303503.702945 + Penalty 1890.177880 = -301613.525065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8331.580000 sec): 3 clusters Score: Raw -302753.187797 + Penalty 3780.355759 = -298972.832038 nChanged 648 SP:Iteration 1F (8331.770000 sec): 3 clusters Score: Raw -303268.512649 + Penalty 3780.355759 = -299488.156890 nChanged 151 SP:Iteration 2F (8331.940000 sec): 3 clusters Score: Raw -303384.917140 + Penalty 3780.355759 = -299604.561381 nChanged 74 SP:Iteration 3Q (8332.140000 sec): 3 clusters Score: Raw -303440.823934 + Penalty 3780.355759 = -299660.468174 nChanged 53 SP:Iteration 4Q (8332.270000 sec): 3 clusters Score: Raw -303486.435581 + Penalty 3780.355759 = -299706.079822 nChanged 43 SP:Iteration 5Q (8332.470000 sec): 3 clusters Score: Raw -303511.724633 + Penalty 3780.355759 = -299731.368873 nChanged 18 SP:Iteration 6Q (8332.680000 sec): 3 clusters Score: Raw -303523.885400 + Penalty 3780.355759 = -299743.529641 nChanged 18 SP:Iteration 7Q (8332.850000 sec): 3 clusters Score: Raw -303536.444251 + Penalty 3780.355759 = -299756.088492 nChanged 21 SP:Iteration 8Q (8333.030000 sec): 3 clusters Score: Raw -303552.976159 + Penalty 3780.355759 = -299772.620400 nChanged 18 SP:Iteration 9Q (8333.240000 sec): 3 clusters Score: Raw -303566.558843 + Penalty 3780.355759 = -299786.203084 nChanged 16 SP:Iteration 10Q (8333.390000 sec): 3 clusters Score: Raw -303579.981889 + Penalty 3780.355759 = -299799.626130 nChanged 20 SP:Iteration 11Q (8333.560000 sec): 3 clusters Score: Raw -303593.391596 + Penalty 3780.355759 = -299813.035836 nChanged 21 SP:Iteration 12Q (8333.760000 sec): 3 clusters Score: Raw -303609.573322 + Penalty 3780.355759 = -299829.217562 nChanged 14 SP:Iteration 13Q (8333.910000 sec): 3 clusters Score: Raw -303618.250008 + Penalty 3780.355759 = -299837.894248 nChanged 12 SP:Iteration 14Q (8334.100000 sec): 3 clusters Score: Raw -303627.217526 + Penalty 3780.355759 = -299846.861767 nChanged 11 SP:Iteration 15Q (8334.270000 sec): 3 clusters Score: Raw -303636.042305 + Penalty 3780.355759 = -299855.686545 nChanged 12 SP:Iteration 16Q (8334.430000 sec): 3 clusters Score: Raw -303643.969667 + Penalty 3780.355759 = -299863.613907 nChanged 9 SP:Iteration 17Q (8334.580000 sec): 3 clusters Score: Raw -303648.558626 + Penalty 3780.355759 = -299868.202867 nChanged 7 SP:Iteration 18Q (8334.760000 sec): 3 clusters Score: Raw -303653.308864 + Penalty 3780.355759 = -299872.953104 nChanged 7 SP:Iteration 19Q (8334.920000 sec): 3 clusters Score: Raw -303661.814675 + Penalty 3780.355759 = -299881.458916 nChanged 14 SP:Iteration 20F (8335.100000 sec): 3 clusters Score: Raw -303670.978344 + Penalty 3780.355759 = -299890.622584 nChanged 9 SP:Iteration 21Q (8335.320000 sec): 3 clusters Score: Raw -303678.665959 + Penalty 3780.355759 = -299898.310200 nChanged 5 SP:Iteration 22Q (8335.490000 sec): 3 clusters Score: Raw -303682.543989 + Penalty 3780.355759 = -299902.188229 nChanged 7 SP:Iteration 23Q (8335.650000 sec): 3 clusters Score: Raw -303688.334495 + Penalty 3780.355759 = -299907.978736 nChanged 7 SP:Iteration 24Q (8335.830000 sec): 3 clusters Score: Raw -303693.211968 + Penalty 3780.355759 = -299912.856208 nChanged 6 SP:Iteration 25Q (8336.020000 sec): 3 clusters Score: Raw -303697.701881 + Penalty 3780.355759 = -299917.346122 nChanged 6 SP:Iteration 26Q (8336.210000 sec): 3 clusters Score: Raw -303701.444172 + Penalty 3780.355759 = -299921.088412 nChanged 5 SP:Iteration 27Q (8336.390000 sec): 3 clusters Score: Raw -303705.952442 + Penalty 3780.355759 = -299925.596682 nChanged 10 SP:Iteration 28Q (8336.580000 sec): 3 clusters Score: Raw -303711.577390 + Penalty 3780.355759 = -299931.221631 nChanged 11 SP:Iteration 29Q (8336.750000 sec): 3 clusters Score: Raw -303718.282105 + Penalty 3780.355759 = -299937.926346 nChanged 8 SP:Iteration 30Q (8336.910000 sec): 3 clusters Score: Raw -303722.903366 + Penalty 3780.355759 = -299942.547607 nChanged 6 SP:Iteration 31Q (8337.060000 sec): 3 clusters Score: Raw -303729.929216 + Penalty 3780.355759 = -299949.573456 nChanged 11 SP:Iteration 32Q (8337.240000 sec): 3 clusters Score: Raw -303737.040391 + Penalty 3780.355759 = -299956.684631 nChanged 10 SP:Iteration 33Q (8337.430000 sec): 3 clusters Score: Raw -303742.510603 + Penalty 3780.355759 = -299962.154844 nChanged 6 SP:Iteration 34Q (8337.660000 sec): 3 clusters Score: Raw -303747.103971 + Penalty 3780.355759 = -299966.748212 nChanged 5 SP:Iteration 35Q (8337.810000 sec): 3 clusters Score: Raw -303750.151550 + Penalty 3780.355759 = -299969.795791 nChanged 4 SP:Iteration 36Q (8338.000000 sec): 3 clusters Score: Raw -303753.338726 + Penalty 3780.355759 = -299972.982967 nChanged 6 SP:Iteration 37Q (8338.150000 sec): 3 clusters Score: Raw -303756.660044 + Penalty 3780.355759 = -299976.304285 nChanged 6 SP:Iteration 38Q (8338.280000 sec): 3 clusters Score: Raw -303761.269875 + Penalty 3780.355759 = -299980.914116 nChanged 8 SP:Iteration 39Q (8338.470000 sec): 3 clusters Score: Raw -303769.165855 + Penalty 3780.355759 = -299988.810096 nChanged 14 SP:Iteration 40F (8338.660000 sec): 3 clusters Score: Raw -303778.216043 + Penalty 3780.355759 = -299997.860284 nChanged 6 SP:Iteration 41Q (8338.870000 sec): 3 clusters Score: Raw -303784.424803 + Penalty 3780.355759 = -300004.069043 nChanged 4 SP:Iteration 42Q (8339.020000 sec): 3 clusters Score: Raw -303786.450473 + Penalty 3780.355759 = -300006.094713 nChanged 4 SP:Iteration 43Q (8339.210000 sec): 3 clusters Score: Raw -303789.783570 + Penalty 3780.355759 = -300009.427810 nChanged 5 SP:Iteration 44Q (8339.420000 sec): 3 clusters Score: Raw -303792.224653 + Penalty 3780.355759 = -300011.868894 nChanged 1 SP:Iteration 45Q (8339.590000 sec): 3 clusters Score: Raw -303792.601139 + Penalty 3780.355759 = -300012.245379 nChanged 2 SP:Iteration 46Q (8339.780000 sec): 3 clusters Score: Raw -303794.154003 + Penalty 3780.355759 = -300013.798244 nChanged 1 SP:Iteration 47Q (8339.930000 sec): 3 clusters Score: Raw -303794.359902 + Penalty 3780.355759 = -300014.004142 nChanged 0 SP:Iteration 48F (8340.130000 sec): 3 clusters Score: Raw -303794.359902 + Penalty 3780.355759 = -300014.004142 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (8083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8340.220000 sec): 2 clusters Score: Raw -1176542.047822 + Penalty 2231.384556 = -1174310.663266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8340.450000 sec): 3 clusters Score: Raw -1172274.217587 + Penalty 4462.769111 = -1167811.448476 nChanged 3349 SP:Iteration 1F (8340.700000 sec): 3 clusters Score: Raw -1174264.282621 + Penalty 4462.769111 = -1169801.513510 nChanged 639 SP:Iteration 2F (8340.900000 sec): 3 clusters Score: Raw -1174699.958551 + Penalty 4462.769111 = -1170237.189440 nChanged 510 SP:Iteration 3F (8341.130000 sec): 3 clusters Score: Raw -1175010.252836 + Penalty 4462.769111 = -1170547.483725 nChanged 392 SP:Iteration 4Q (8341.350000 sec): 3 clusters Score: Raw -1175255.408383 + Penalty 4462.769111 = -1170792.639272 nChanged 375 SP:Iteration 5Q (8341.580000 sec): 3 clusters Score: Raw -1175489.966542 + Penalty 4462.769111 = -1171027.197431 nChanged 346 SP:Iteration 6Q (8341.810000 sec): 3 clusters Score: Raw -1175721.771022 + Penalty 4462.769111 = -1171259.001911 nChanged 355 SP:Iteration 7Q (8342.020000 sec): 3 clusters Score: Raw -1175969.574352 + Penalty 4462.769111 = -1171506.805240 nChanged 306 SP:Iteration 8Q (8342.240000 sec): 3 clusters Score: Raw -1176187.844533 + Penalty 4462.769111 = -1171725.075421 nChanged 313 SP:Iteration 9Q (8342.460000 sec): 3 clusters Score: Raw -1176423.668690 + Penalty 4462.769111 = -1171960.899578 nChanged 264 SP:Iteration 10Q (8342.670000 sec): 3 clusters Score: Raw -1176608.097192 + Penalty 4462.769111 = -1172145.328081 nChanged 236 SP:Iteration 11Q (8342.910000 sec): 3 clusters Score: Raw -1176733.548660 + Penalty 4462.769111 = -1172270.779549 nChanged 183 SP:Iteration 12Q (8343.070000 sec): 3 clusters Score: Raw -1176814.648050 + Penalty 4462.769111 = -1172351.878939 nChanged 138 SP:Iteration 13Q (8343.270000 sec): 3 clusters Score: Raw -1176866.284033 + Penalty 4462.769111 = -1172403.514921 nChanged 99 SP:Iteration 14Q (8343.470000 sec): 3 clusters Score: Raw -1176897.370112 + Penalty 4462.769111 = -1172434.601001 nChanged 60 SP:Iteration 15Q (8343.700000 sec): 3 clusters Score: Raw -1176913.560366 + Penalty 4462.769111 = -1172450.791255 nChanged 41 SP:Iteration 16Q (8343.930000 sec): 3 clusters Score: Raw -1176924.279544 + Penalty 4462.769111 = -1172461.510432 nChanged 32 SP:Iteration 17Q (8344.130000 sec): 3 clusters Score: Raw -1176932.945674 + Penalty 4462.769111 = -1172470.176563 nChanged 32 SP:Iteration 18Q (8344.290000 sec): 3 clusters Score: Raw -1176940.036966 + Penalty 4462.769111 = -1172477.267855 nChanged 26 SP:Iteration 19Q (8344.460000 sec): 3 clusters Score: Raw -1176945.226897 + Penalty 4462.769111 = -1172482.457785 nChanged 17 SP:Iteration 20F (8344.690000 sec): 3 clusters Score: Raw -1176949.211546 + Penalty 4462.769111 = -1172486.442434 nChanged 14 SP:Iteration 21Q (8344.900000 sec): 3 clusters Score: Raw -1176951.700792 + Penalty 4462.769111 = -1172488.931681 nChanged 18 SP:Iteration 22Q (8345.120000 sec): 3 clusters Score: Raw -1176955.455435 + Penalty 4462.769111 = -1172492.686323 nChanged 17 SP:Iteration 23Q (8345.320000 sec): 3 clusters Score: Raw -1176959.828373 + Penalty 4462.769111 = -1172497.059262 nChanged 24 SP:Iteration 24Q (8345.570000 sec): 3 clusters Score: Raw -1176966.030362 + Penalty 4462.769111 = -1172503.261251 nChanged 25 SP:Iteration 25Q (8345.770000 sec): 3 clusters Score: Raw -1176971.819086 + Penalty 4462.769111 = -1172509.049975 nChanged 21 SP:Iteration 26Q (8345.970000 sec): 3 clusters Score: Raw -1176976.525498 + Penalty 4462.769111 = -1172513.756387 nChanged 14 SP:Iteration 27Q (8346.150000 sec): 3 clusters Score: Raw -1176979.676527 + Penalty 4462.769111 = -1172516.907415 nChanged 11 SP:Iteration 28Q (8346.370000 sec): 3 clusters Score: Raw -1176981.925007 + Penalty 4462.769111 = -1172519.155895 nChanged 8 SP:Iteration 29Q (8346.590000 sec): 3 clusters Score: Raw -1176983.771754 + Penalty 4462.769111 = -1172521.002643 nChanged 8 SP:Iteration 30Q (8346.770000 sec): 3 clusters Score: Raw -1176985.393095 + Penalty 4462.769111 = -1172522.623983 nChanged 7 SP:Iteration 31Q (8346.930000 sec): 3 clusters Score: Raw -1176986.218567 + Penalty 4462.769111 = -1172523.449456 nChanged 8 SP:Iteration 32Q (8347.140000 sec): 3 clusters Score: Raw -1176987.320105 + Penalty 4462.769111 = -1172524.550994 nChanged 3 SP:Iteration 33Q (8347.370000 sec): 3 clusters Score: Raw -1176988.103892 + Penalty 4462.769111 = -1172525.334781 nChanged 6 SP:Iteration 34Q (8347.580000 sec): 3 clusters Score: Raw -1176989.377657 + Penalty 4462.769111 = -1172526.608546 nChanged 8 SP:Iteration 35Q (8347.800000 sec): 3 clusters Score: Raw -1176990.390831 + Penalty 4462.769111 = -1172527.621720 nChanged 5 SP:Iteration 36Q (8347.980000 sec): 3 clusters Score: Raw -1176991.100725 + Penalty 4462.769111 = -1172528.331613 nChanged 7 SP:Iteration 37Q (8348.170000 sec): 3 clusters Score: Raw -1176992.457793 + Penalty 4462.769111 = -1172529.688681 nChanged 13 SP:Iteration 38Q (8348.370000 sec): 3 clusters Score: Raw -1176995.096629 + Penalty 4462.769111 = -1172532.327517 nChanged 11 SP:Iteration 39Q (8348.580000 sec): 3 clusters Score: Raw -1176996.801758 + Penalty 4462.769111 = -1172534.032647 nChanged 7 SP:Iteration 40F (8348.790000 sec): 3 clusters Score: Raw -1176998.048104 + Penalty 4462.769111 = -1172535.278993 nChanged 4 SP:Iteration 41Q (8349.050000 sec): 3 clusters Score: Raw -1176999.104574 + Penalty 4462.769111 = -1172536.335462 nChanged 5 SP:Iteration 42Q (8349.290000 sec): 3 clusters Score: Raw -1177000.308282 + Penalty 4462.769111 = -1172537.539171 nChanged 7 SP:Iteration 43Q (8349.510000 sec): 3 clusters Score: Raw -1177001.829790 + Penalty 4462.769111 = -1172539.060679 nChanged 12 SP:Iteration 44Q (8349.710000 sec): 3 clusters Score: Raw -1177005.162440 + Penalty 4462.769111 = -1172542.393328 nChanged 15 SP:Iteration 45Q (8349.900000 sec): 3 clusters Score: Raw -1177007.806439 + Penalty 4462.769111 = -1172545.037327 nChanged 14 SP:Iteration 46Q (8350.110000 sec): 3 clusters Score: Raw -1177010.315770 + Penalty 4462.769111 = -1172547.546659 nChanged 14 SP:Iteration 47Q (8350.340000 sec): 3 clusters Score: Raw -1177012.640512 + Penalty 4462.769111 = -1172549.871401 nChanged 10 SP:Iteration 48Q (8350.520000 sec): 3 clusters Score: Raw -1177014.924092 + Penalty 4462.769111 = -1172552.154981 nChanged 11 SP:Iteration 49Q (8350.690000 sec): 3 clusters Score: Raw -1177017.626422 + Penalty 4462.769111 = -1172554.857310 nChanged 12 SP:Iteration 50Q (8350.910000 sec): 3 clusters Score: Raw -1177020.545377 + Penalty 4462.769111 = -1172557.776265 nChanged 17 SP:Iteration 51Q (8351.110000 sec): 3 clusters Score: Raw -1177026.462307 + Penalty 4462.769111 = -1172563.693195 nChanged 32 SP:Iteration 52Q (8351.300000 sec): 3 clusters Score: Raw -1177040.083373 + Penalty 4462.769111 = -1172577.314261 nChanged 43 SP:Iteration 53Q (8351.510000 sec): 3 clusters Score: Raw -1177056.481016 + Penalty 4462.769111 = -1172593.711905 nChanged 43 SP:Iteration 54Q (8351.750000 sec): 3 clusters Score: Raw -1177074.518754 + Penalty 4462.769111 = -1172611.749642 nChanged 50 SP:Iteration 55Q (8351.870000 sec): 3 clusters Score: Raw -1177094.505215 + Penalty 4462.769111 = -1172631.736104 nChanged 53 SP:Iteration 56Q (8352.100000 sec): 3 clusters Score: Raw -1177117.885288 + Penalty 4462.769111 = -1172655.116176 nChanged 62 SP:Iteration 57Q (8352.280000 sec): 3 clusters Score: Raw -1177146.923776 + Penalty 4462.769111 = -1172684.154664 nChanged 61 SP:Iteration 58Q (8352.490000 sec): 3 clusters Score: Raw -1177172.838624 + Penalty 4462.769111 = -1172710.069513 nChanged 57 SP:Iteration 59Q (8352.720000 sec): 3 clusters Score: Raw -1177196.077559 + Penalty 4462.769111 = -1172733.308448 nChanged 47 SP:Iteration 60F (8352.880000 sec): 3 clusters Score: Raw -1177213.175475 + Penalty 4462.769111 = -1172750.406364 nChanged 43 SP:Iteration 61Q (8353.080000 sec): 3 clusters Score: Raw -1177229.505084 + Penalty 4462.769111 = -1172766.735973 nChanged 39 SP:Iteration 62Q (8353.310000 sec): 3 clusters Score: Raw -1177243.754374 + Penalty 4462.769111 = -1172780.985262 nChanged 40 SP:Iteration 63Q (8353.540000 sec): 3 clusters Score: Raw -1177256.411655 + Penalty 4462.769111 = -1172793.642543 nChanged 25 SP:Iteration 64Q (8353.720000 sec): 3 clusters Score: Raw -1177262.762418 + Penalty 4462.769111 = -1172799.993307 nChanged 18 SP:Iteration 65Q (8353.960000 sec): 3 clusters Score: Raw -1177267.040567 + Penalty 4462.769111 = -1172804.271455 nChanged 18 SP:Iteration 66Q (8354.190000 sec): 3 clusters Score: Raw -1177271.490320 + Penalty 4462.769111 = -1172808.721209 nChanged 16 SP:Iteration 67Q (8354.370000 sec): 3 clusters Score: Raw -1177276.362840 + Penalty 4462.769111 = -1172813.593729 nChanged 18 SP:Iteration 68Q (8354.560000 sec): 3 clusters Score: Raw -1177281.876200 + Penalty 4462.769111 = -1172819.107089 nChanged 21 SP:Iteration 69Q (8354.770000 sec): 3 clusters Score: Raw -1177288.158697 + Penalty 4462.769111 = -1172825.389585 nChanged 21 SP:Iteration 70Q (8355.020000 sec): 3 clusters Score: Raw -1177295.290032 + Penalty 4462.769111 = -1172832.520920 nChanged 22 SP:Iteration 71Q (8355.230000 sec): 3 clusters Score: Raw -1177302.017076 + Penalty 4462.769111 = -1172839.247964 nChanged 18 SP:Iteration 72Q (8355.430000 sec): 3 clusters Score: Raw -1177306.190510 + Penalty 4462.769111 = -1172843.421398 nChanged 10 SP:Iteration 73Q (8355.620000 sec): 3 clusters Score: Raw -1177308.621769 + Penalty 4462.769111 = -1172845.852658 nChanged 10 SP:Iteration 74Q (8355.770000 sec): 3 clusters Score: Raw -1177310.628063 + Penalty 4462.769111 = -1172847.858952 nChanged 9 SP:Iteration 75Q (8355.950000 sec): 3 clusters Score: Raw -1177312.543362 + Penalty 4462.769111 = -1172849.774250 nChanged 7 SP:Iteration 76Q (8356.170000 sec): 3 clusters Score: Raw -1177314.171911 + Penalty 4462.769111 = -1172851.402799 nChanged 5 SP:Iteration 77Q (8356.410000 sec): 3 clusters Score: Raw -1177314.901657 + Penalty 4462.769111 = -1172852.132546 nChanged 2 SP:Iteration 78Q (8356.600000 sec): 3 clusters Score: Raw -1177315.336823 + Penalty 4462.769111 = -1172852.567711 nChanged 1 SP:Iteration 79Q (8356.800000 sec): 3 clusters Score: Raw -1177315.433818 + Penalty 4462.769111 = -1172852.664707 nChanged 0 SP:Iteration 80F (8357.020000 sec): 3 clusters Score: Raw -1177315.433818 + Penalty 4462.769111 = -1172852.664707 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8357.110000 sec): 2 clusters Score: Raw -66596.071417 + Penalty 1515.093401 = -65080.978017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8357.270000 sec): 3 clusters Score: Raw -66628.088836 + Penalty 3030.186801 = -63597.902035 nChanged 69 SP:Iteration 1F (8357.480000 sec): 3 clusters Score: Raw -66798.539352 + Penalty 3030.186801 = -63768.352551 nChanged 27 SP:Iteration 2F (8357.630000 sec): 3 clusters Score: Raw -66865.895429 + Penalty 3030.186801 = -63835.708628 nChanged 13 SP:Iteration 3Q (8357.840000 sec): 3 clusters Score: Raw -66902.157467 + Penalty 3030.186801 = -63871.970666 nChanged 4 SP:Iteration 4Q (8357.970000 sec): 3 clusters Score: Raw -66911.894317 + Penalty 3030.186801 = -63881.707516 nChanged 2 SP:Iteration 5Q (8358.140000 sec): 3 clusters Score: Raw -66916.834895 + Penalty 3030.186801 = -63886.648094 nChanged 0 SP:Iteration 6F (8358.320000 sec): 3 clusters Score: Raw -66916.834895 + Penalty 3030.186801 = -63886.648094 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (1751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8358.400000 sec): 2 clusters Score: Raw -252647.856989 + Penalty 1852.049698 = -250795.807291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8358.570000 sec): 3 clusters Score: Raw -252062.183829 + Penalty 3704.099397 = -248358.084432 nChanged 524 SP:Iteration 1F (8358.770000 sec): 3 clusters Score: Raw -252465.766863 + Penalty 3704.099397 = -248761.667467 nChanged 129 SP:Iteration 2F (8358.990000 sec): 3 clusters Score: Raw -252572.321409 + Penalty 3704.099397 = -248868.222013 nChanged 57 SP:Iteration 3Q (8359.150000 sec): 3 clusters Score: Raw -252633.509300 + Penalty 3704.099397 = -248929.409903 nChanged 56 SP:Iteration 4Q (8359.300000 sec): 3 clusters Score: Raw -252705.313640 + Penalty 3704.099397 = -249001.214243 nChanged 44 SP:Iteration 5Q (8359.490000 sec): 3 clusters Score: Raw -252771.101256 + Penalty 3704.099397 = -249067.001859 nChanged 52 SP:Iteration 6Q (8359.670000 sec): 3 clusters Score: Raw -252826.253544 + Penalty 3704.099397 = -249122.154147 nChanged 48 SP:Iteration 7Q (8359.830000 sec): 3 clusters Score: Raw -252874.521901 + Penalty 3704.099397 = -249170.422504 nChanged 36 SP:Iteration 8Q (8360.030000 sec): 3 clusters Score: Raw -252912.147645 + Penalty 3704.099397 = -249208.048248 nChanged 40 SP:Iteration 9Q (8360.170000 sec): 3 clusters Score: Raw -252952.683464 + Penalty 3704.099397 = -249248.584068 nChanged 41 SP:Iteration 10Q (8360.360000 sec): 3 clusters Score: Raw -253001.682176 + Penalty 3704.099397 = -249297.582780 nChanged 33 SP:Iteration 11Q (8360.540000 sec): 3 clusters Score: Raw -253030.724273 + Penalty 3704.099397 = -249326.624876 nChanged 33 SP:Iteration 12Q (8360.710000 sec): 3 clusters Score: Raw -253061.791465 + Penalty 3704.099397 = -249357.692068 nChanged 28 SP:Iteration 13Q (8360.890000 sec): 3 clusters Score: Raw -253086.926813 + Penalty 3704.099397 = -249382.827416 nChanged 24 SP:Iteration 14Q (8361.040000 sec): 3 clusters Score: Raw -253111.992666 + Penalty 3704.099397 = -249407.893269 nChanged 22 SP:Iteration 15Q (8361.280000 sec): 3 clusters Score: Raw -253132.487718 + Penalty 3704.099397 = -249428.388321 nChanged 18 SP:Iteration 16Q (8361.460000 sec): 3 clusters Score: Raw -253150.869024 + Penalty 3704.099397 = -249446.769627 nChanged 22 SP:Iteration 17Q (8361.600000 sec): 3 clusters Score: Raw -253169.621926 + Penalty 3704.099397 = -249465.522529 nChanged 11 SP:Iteration 18Q (8361.760000 sec): 3 clusters Score: Raw -253178.110289 + Penalty 3704.099397 = -249474.010892 nChanged 9 SP:Iteration 19Q (8361.950000 sec): 3 clusters Score: Raw -253186.879005 + Penalty 3704.099397 = -249482.779608 nChanged 12 SP:Iteration 20F (8362.130000 sec): 3 clusters Score: Raw -253201.240188 + Penalty 3704.099397 = -249497.140791 nChanged 12 SP:Iteration 21Q (8362.310000 sec): 3 clusters Score: Raw -253224.579420 + Penalty 3704.099397 = -249520.480023 nChanged 21 SP:Iteration 22Q (8362.470000 sec): 3 clusters Score: Raw -253243.639597 + Penalty 3704.099397 = -249539.540200 nChanged 18 SP:Iteration 23Q (8362.680000 sec): 3 clusters Score: Raw -253260.377592 + Penalty 3704.099397 = -249556.278195 nChanged 17 SP:Iteration 24Q (8362.840000 sec): 3 clusters Score: Raw -253281.808627 + Penalty 3704.099397 = -249577.709230 nChanged 17 SP:Iteration 25Q (8363.010000 sec): 3 clusters Score: Raw -253298.787230 + Penalty 3704.099397 = -249594.687833 nChanged 14 SP:Iteration 26Q (8363.180000 sec): 3 clusters Score: Raw -253313.042946 + Penalty 3704.099397 = -249608.943549 nChanged 8 SP:Iteration 27Q (8363.360000 sec): 3 clusters Score: Raw -253320.021274 + Penalty 3704.099397 = -249615.921877 nChanged 10 SP:Iteration 28Q (8363.490000 sec): 3 clusters Score: Raw -253328.070108 + Penalty 3704.099397 = -249623.970712 nChanged 10 SP:Iteration 29Q (8363.610000 sec): 3 clusters Score: Raw -253338.623678 + Penalty 3704.099397 = -249634.524281 nChanged 7 SP:Iteration 30Q (8363.800000 sec): 3 clusters Score: Raw -253346.169680 + Penalty 3704.099397 = -249642.070283 nChanged 3 SP:Iteration 31Q (8363.950000 sec): 3 clusters Score: Raw -253349.790985 + Penalty 3704.099397 = -249645.691589 nChanged 3 SP:Iteration 32Q (8364.150000 sec): 3 clusters Score: Raw -253352.652415 + Penalty 3704.099397 = -249648.553018 nChanged 2 SP:Iteration 33Q (8364.300000 sec): 3 clusters Score: Raw -253353.891051 + Penalty 3704.099397 = -249649.791654 nChanged 0 SP:Iteration 34F (8364.550000 sec): 3 clusters Score: Raw -253353.891051 + Penalty 3704.099397 = -249649.791654 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8364.590000 sec): 2 clusters Score: Raw -21591.159186 + Penalty 1299.953260 = -20291.205927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8364.780000 sec): 3 clusters Score: Raw -22010.702496 + Penalty 2599.906519 = -19410.795977 nChanged 29 SP:Iteration 1F (8364.900000 sec): 3 clusters Score: Raw -22179.587436 + Penalty 2599.906519 = -19579.680916 nChanged 8 SP:Iteration 2Q (8365.100000 sec): 3 clusters Score: Raw -22225.815591 + Penalty 2599.906519 = -19625.909071 nChanged 6 SP:Iteration 3Q (8365.240000 sec): 3 clusters Score: Raw -22262.509948 + Penalty 2599.906519 = -19662.603429 nChanged 4 SP:Iteration 4Q (8365.380000 sec): 3 clusters Score: Raw -22283.805032 + Penalty 2599.906519 = -19683.898513 nChanged 4 SP:Iteration 5Q (8365.550000 sec): 3 clusters Score: Raw -22306.739427 + Penalty 2599.906519 = -19706.832907 nChanged 2 SP:Iteration 6Q (8365.740000 sec): 3 clusters Score: Raw -22318.877578 + Penalty 2599.906519 = -19718.971058 nChanged 2 SP:Iteration 7Q (8365.930000 sec): 3 clusters Score: Raw -22333.559781 + Penalty 2599.906519 = -19733.653262 nChanged 0 SP:Iteration 8F (8366.070000 sec): 3 clusters Score: Raw -22333.559781 + Penalty 2599.906519 = -19733.653262 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8366.180000 sec): 2 clusters Score: Raw -33463.804319 + Penalty 1339.863991 = -32123.940328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8366.340000 sec): 3 clusters Score: Raw -33924.026927 + Penalty 2679.727981 = -31244.298945 nChanged 42 SP:Iteration 1F (8366.520000 sec): 3 clusters Score: Raw -34151.250588 + Penalty 2679.727981 = -31471.522607 nChanged 18 SP:Iteration 2F (8366.720000 sec): 3 clusters Score: Raw -34233.515852 + Penalty 2679.727981 = -31553.787870 nChanged 7 SP:Iteration 3Q (8366.850000 sec): 3 clusters Score: Raw -34324.258676 + Penalty 2679.727981 = -31644.530694 nChanged 3 SP:Iteration 4Q (8367.030000 sec): 3 clusters Score: Raw -34343.536491 + Penalty 2679.727981 = -31663.808509 nChanged 0 SP:Iteration 5F (8367.230000 sec): 3 clusters Score: Raw -34343.536491 + Penalty 2679.727981 = -31663.808509 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (5297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8367.310000 sec): 2 clusters Score: Raw -799795.005209 + Penalty 2126.574184 = -797668.431025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8367.510000 sec): 3 clusters Score: Raw -797225.215797 + Penalty 4253.148367 = -792972.067430 nChanged 2046 SP:Iteration 1F (8367.700000 sec): 3 clusters Score: Raw -798357.037197 + Penalty 4253.148367 = -794103.888829 nChanged 383 SP:Iteration 2F (8367.910000 sec): 3 clusters Score: Raw -798582.042025 + Penalty 4253.148367 = -794328.893658 nChanged 272 SP:Iteration 3F (8368.100000 sec): 3 clusters Score: Raw -798727.362524 + Penalty 4253.148367 = -794474.214157 nChanged 197 SP:Iteration 4Q (8368.340000 sec): 3 clusters Score: Raw -798837.973187 + Penalty 4253.148367 = -794584.824820 nChanged 168 SP:Iteration 5Q (8368.510000 sec): 3 clusters Score: Raw -798930.712161 + Penalty 4253.148367 = -794677.563794 nChanged 138 SP:Iteration 6Q (8368.730000 sec): 3 clusters Score: Raw -799003.275325 + Penalty 4253.148367 = -794750.126958 nChanged 128 SP:Iteration 7Q (8368.910000 sec): 3 clusters Score: Raw -799053.086385 + Penalty 4253.148367 = -794799.938018 nChanged 104 SP:Iteration 8Q (8369.090000 sec): 3 clusters Score: Raw -799101.504718 + Penalty 4253.148367 = -794848.356351 nChanged 99 SP:Iteration 9Q (8369.300000 sec): 3 clusters Score: Raw -799146.533614 + Penalty 4253.148367 = -794893.385247 nChanged 95 SP:Iteration 10Q (8369.500000 sec): 3 clusters Score: Raw -799185.695684 + Penalty 4253.148367 = -794932.547317 nChanged 79 SP:Iteration 11Q (8369.720000 sec): 3 clusters Score: Raw -799218.811057 + Penalty 4253.148367 = -794965.662690 nChanged 77 SP:Iteration 12Q (8369.960000 sec): 3 clusters Score: Raw -799257.143915 + Penalty 4253.148367 = -795003.995548 nChanged 83 SP:Iteration 13Q (8370.100000 sec): 3 clusters Score: Raw -799294.632018 + Penalty 4253.148367 = -795041.483651 nChanged 87 SP:Iteration 14Q (8370.310000 sec): 3 clusters Score: Raw -799336.614021 + Penalty 4253.148367 = -795083.465653 nChanged 86 SP:Iteration 15Q (8370.490000 sec): 3 clusters Score: Raw -799381.633161 + Penalty 4253.148367 = -795128.484794 nChanged 84 SP:Iteration 16Q (8370.740000 sec): 3 clusters Score: Raw -799427.766888 + Penalty 4253.148367 = -795174.618521 nChanged 92 SP:Iteration 17Q (8370.900000 sec): 3 clusters Score: Raw -799482.034618 + Penalty 4253.148367 = -795228.886251 nChanged 86 SP:Iteration 18Q (8371.130000 sec): 3 clusters Score: Raw -799530.825265 + Penalty 4253.148367 = -795277.676897 nChanged 78 SP:Iteration 19Q (8371.320000 sec): 3 clusters Score: Raw -799578.350899 + Penalty 4253.148367 = -795325.202532 nChanged 77 SP:Iteration 20F (8371.510000 sec): 3 clusters Score: Raw -799630.930063 + Penalty 4253.148367 = -795377.781696 nChanged 76 SP:Iteration 21Q (8371.720000 sec): 3 clusters Score: Raw -799677.285106 + Penalty 4253.148367 = -795424.136739 nChanged 70 SP:Iteration 22Q (8371.920000 sec): 3 clusters Score: Raw -799720.622429 + Penalty 4253.148367 = -795467.474062 nChanged 60 SP:Iteration 23Q (8372.130000 sec): 3 clusters Score: Raw -799759.474393 + Penalty 4253.148367 = -795506.326026 nChanged 54 SP:Iteration 24Q (8372.340000 sec): 3 clusters Score: Raw -799796.492751 + Penalty 4253.148367 = -795543.344384 nChanged 46 SP:Iteration 25Q (8372.530000 sec): 3 clusters Score: Raw -799829.377479 + Penalty 4253.148367 = -795576.229111 nChanged 32 SP:Iteration 26Q (8372.750000 sec): 3 clusters Score: Raw -799853.960043 + Penalty 4253.148367 = -795600.811676 nChanged 25 SP:Iteration 27Q (8372.920000 sec): 3 clusters Score: Raw -799874.091251 + Penalty 4253.148367 = -795620.942884 nChanged 25 SP:Iteration 28Q (8373.150000 sec): 3 clusters Score: Raw -799890.554324 + Penalty 4253.148367 = -795637.405957 nChanged 21 SP:Iteration 29Q (8373.340000 sec): 3 clusters Score: Raw -799904.925913 + Penalty 4253.148367 = -795651.777546 nChanged 13 SP:Iteration 30Q (8373.480000 sec): 3 clusters Score: Raw -799913.012758 + Penalty 4253.148367 = -795659.864391 nChanged 11 SP:Iteration 31Q (8373.670000 sec): 3 clusters Score: Raw -799920.340316 + Penalty 4253.148367 = -795667.191949 nChanged 13 SP:Iteration 32Q (8373.870000 sec): 3 clusters Score: Raw -799930.319757 + Penalty 4253.148367 = -795677.171390 nChanged 13 SP:Iteration 33Q (8374.100000 sec): 3 clusters Score: Raw -799938.708769 + Penalty 4253.148367 = -795685.560402 nChanged 17 SP:Iteration 34Q (8374.300000 sec): 3 clusters Score: Raw -799950.645439 + Penalty 4253.148367 = -795697.497071 nChanged 13 SP:Iteration 35Q (8374.420000 sec): 3 clusters Score: Raw -799959.752757 + Penalty 4253.148367 = -795706.604390 nChanged 12 SP:Iteration 36Q (8374.560000 sec): 3 clusters Score: Raw -799972.003274 + Penalty 4253.148367 = -795718.854907 nChanged 5 SP:Iteration 37Q (8374.700000 sec): 3 clusters Score: Raw -799976.895288 + Penalty 4253.148367 = -795723.746921 nChanged 10 SP:Iteration 38Q (8374.830000 sec): 3 clusters Score: Raw -799984.381850 + Penalty 4253.148367 = -795731.233483 nChanged 15 SP:Iteration 39Q (8375.070000 sec): 3 clusters Score: Raw -799998.089337 + Penalty 4253.148367 = -795744.940969 nChanged 10 SP:Iteration 40F (8375.250000 sec): 3 clusters Score: Raw -800006.274891 + Penalty 4253.148367 = -795753.126524 nChanged 10 SP:Iteration 41Q (8375.440000 sec): 3 clusters Score: Raw -800015.633471 + Penalty 4253.148367 = -795762.485104 nChanged 11 SP:Iteration 42Q (8375.610000 sec): 3 clusters Score: Raw -800024.172051 + Penalty 4253.148367 = -795771.023684 nChanged 8 SP:Iteration 43Q (8375.750000 sec): 3 clusters Score: Raw -800032.835746 + Penalty 4253.148367 = -795779.687379 nChanged 13 SP:Iteration 44Q (8375.880000 sec): 3 clusters Score: Raw -800040.765165 + Penalty 4253.148367 = -795787.616798 nChanged 3 SP:Iteration 45Q (8376.100000 sec): 3 clusters Score: Raw -800042.867098 + Penalty 4253.148367 = -795789.718731 nChanged 2 SP:Iteration 46Q (8376.260000 sec): 3 clusters Score: Raw -800044.427016 + Penalty 4253.148367 = -795791.278649 nChanged 3 SP:Iteration 47Q (8376.450000 sec): 3 clusters Score: Raw -800046.924216 + Penalty 4253.148367 = -795793.775849 nChanged 1 SP:Iteration 48Q (8376.590000 sec): 3 clusters Score: Raw -800048.551972 + Penalty 4253.148367 = -795795.403605 nChanged 3 SP:Iteration 49Q (8376.790000 sec): 3 clusters Score: Raw -800050.223653 + Penalty 4253.148367 = -795797.075286 nChanged 0 SP:Iteration 50F (8376.950000 sec): 3 clusters Score: Raw -800050.223653 + Penalty 4253.148367 = -795797.075286 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8377.080000 sec): 2 clusters Score: Raw -99806.232046 + Penalty 1606.670391 = -98199.561655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8377.260000 sec): 3 clusters Score: Raw -99743.081175 + Penalty 3213.340783 = -96529.740393 nChanged 130 SP:Iteration 1F (8377.400000 sec): 3 clusters Score: Raw -99962.681209 + Penalty 3213.340783 = -96749.340426 nChanged 32 SP:Iteration 2Q (8377.560000 sec): 3 clusters Score: Raw -100017.915938 + Penalty 3213.340783 = -96804.575155 nChanged 20 SP:Iteration 3Q (8377.680000 sec): 3 clusters Score: Raw -100047.907035 + Penalty 3213.340783 = -96834.566252 nChanged 8 SP:Iteration 4Q (8377.790000 sec): 3 clusters Score: Raw -100058.775109 + Penalty 3213.340783 = -96845.434327 nChanged 4 SP:Iteration 5Q (8377.950000 sec): 3 clusters Score: Raw -100065.883013 + Penalty 3213.340783 = -96852.542231 nChanged 0 SP:Iteration 6F (8378.100000 sec): 3 clusters Score: Raw -100065.883013 + Penalty 3213.340783 = -96852.542231 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8378.170000 sec): 2 clusters Score: Raw -116730.850411 + Penalty 1649.269204 = -115081.581207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8378.340000 sec): 3 clusters Score: Raw -116618.958093 + Penalty 3298.538408 = -113320.419685 nChanged 179 SP:Iteration 1F (8378.520000 sec): 3 clusters Score: Raw -116916.246119 + Penalty 3298.538408 = -113617.707711 nChanged 45 SP:Iteration 2F (8378.700000 sec): 3 clusters Score: Raw -117020.421999 + Penalty 3298.538408 = -113721.883591 nChanged 38 SP:Iteration 3Q (8378.810000 sec): 3 clusters Score: Raw -117108.654347 + Penalty 3298.538408 = -113810.115939 nChanged 24 SP:Iteration 4Q (8378.920000 sec): 3 clusters Score: Raw -117160.892622 + Penalty 3298.538408 = -113862.354214 nChanged 18 SP:Iteration 5Q (8379.040000 sec): 3 clusters Score: Raw -117186.681314 + Penalty 3298.538408 = -113888.142906 nChanged 23 SP:Iteration 6Q (8379.200000 sec): 3 clusters Score: Raw -117224.993209 + Penalty 3298.538408 = -113926.454801 nChanged 15 SP:Iteration 7Q (8379.350000 sec): 3 clusters Score: Raw -117248.590234 + Penalty 3298.538408 = -113950.051826 nChanged 11 SP:Iteration 8Q (8379.550000 sec): 3 clusters Score: Raw -117290.510040 + Penalty 3298.538408 = -113991.971632 nChanged 9 SP:Iteration 9Q (8379.760000 sec): 3 clusters Score: Raw -117323.537040 + Penalty 3298.538408 = -114024.998632 nChanged 13 SP:Iteration 10Q (8379.930000 sec): 3 clusters Score: Raw -117360.011489 + Penalty 3298.538408 = -114061.473081 nChanged 20 SP:Iteration 11Q (8380.100000 sec): 3 clusters Score: Raw -117412.327252 + Penalty 3298.538408 = -114113.788844 nChanged 20 SP:Iteration 12Q (8380.240000 sec): 3 clusters Score: Raw -117468.666061 + Penalty 3298.538408 = -114170.127653 nChanged 16 SP:Iteration 13Q (8380.420000 sec): 3 clusters Score: Raw -117511.511799 + Penalty 3298.538408 = -114212.973391 nChanged 8 SP:Iteration 14Q (8380.600000 sec): 3 clusters Score: Raw -117533.129525 + Penalty 3298.538408 = -114234.591117 nChanged 9 SP:Iteration 15Q (8380.750000 sec): 3 clusters Score: Raw -117555.333546 + Penalty 3298.538408 = -114256.795137 nChanged 7 SP:Iteration 16Q (8380.980000 sec): 3 clusters Score: Raw -117583.134282 + Penalty 3298.538408 = -114284.595874 nChanged 8 SP:Iteration 17Q (8381.150000 sec): 3 clusters Score: Raw -117622.111814 + Penalty 3298.538408 = -114323.573406 nChanged 10 SP:Iteration 18Q (8381.260000 sec): 3 clusters Score: Raw -117659.197793 + Penalty 3298.538408 = -114360.659385 nChanged 12 SP:Iteration 19Q (8381.380000 sec): 3 clusters Score: Raw -117685.064541 + Penalty 3298.538408 = -114386.526133 nChanged 6 SP:Iteration 20F (8381.510000 sec): 3 clusters Score: Raw -117706.137717 + Penalty 3298.538408 = -114407.599309 nChanged 7 SP:Iteration 21Q (8381.710000 sec): 3 clusters Score: Raw -117732.125957 + Penalty 3298.538408 = -114433.587549 nChanged 7 SP:Iteration 22Q (8381.890000 sec): 3 clusters Score: Raw -117748.214268 + Penalty 3298.538408 = -114449.675860 nChanged 3 SP:Iteration 23Q (8382.100000 sec): 3 clusters Score: Raw -117754.482685 + Penalty 3298.538408 = -114455.944277 nChanged 5 SP:Iteration 24Q (8382.330000 sec): 3 clusters Score: Raw -117766.420894 + Penalty 3298.538408 = -114467.882486 nChanged 5 SP:Iteration 25Q (8382.540000 sec): 3 clusters Score: Raw -117777.580052 + Penalty 3298.538408 = -114479.041644 nChanged 4 SP:Iteration 26Q (8382.750000 sec): 3 clusters Score: Raw -117787.849481 + Penalty 3298.538408 = -114489.311073 nChanged 3 SP:Iteration 27Q (8383.040000 sec): 3 clusters Score: Raw -117799.542136 + Penalty 3298.538408 = -114501.003728 nChanged 3 SP:Iteration 28Q (8383.260000 sec): 3 clusters Score: Raw -117809.097666 + Penalty 3298.538408 = -114510.559258 nChanged 2 SP:Iteration 29Q (8383.550000 sec): 3 clusters Score: Raw -117813.882192 + Penalty 3298.538408 = -114515.343784 nChanged 1 SP:Iteration 30Q (8383.790000 sec): 3 clusters Score: Raw -117821.211534 + Penalty 3298.538408 = -114522.673126 nChanged 4 SP:Iteration 31Q (8384.070000 sec): 3 clusters Score: Raw -117829.272056 + Penalty 3298.538408 = -114530.733648 nChanged 6 SP:Iteration 32Q (8384.210000 sec): 3 clusters Score: Raw -117841.528989 + Penalty 3298.538408 = -114542.990581 nChanged 5 SP:Iteration 33Q (8384.360000 sec): 3 clusters Score: Raw -117852.587470 + Penalty 3298.538408 = -114554.049062 nChanged 3 SP:Iteration 34Q (8384.560000 sec): 3 clusters Score: Raw -117861.840804 + Penalty 3298.538408 = -114563.302396 nChanged 3 SP:Iteration 35Q (8384.740000 sec): 3 clusters Score: Raw -117868.464073 + Penalty 3298.538408 = -114569.925665 nChanged 3 SP:Iteration 36Q (8384.870000 sec): 3 clusters Score: Raw -117875.198996 + Penalty 3298.538408 = -114576.660588 nChanged 5 SP:Iteration 37Q (8385.000000 sec): 3 clusters Score: Raw -117889.944893 + Penalty 3298.538408 = -114591.406485 nChanged 8 SP:Iteration 38Q (8385.160000 sec): 3 clusters Score: Raw -117916.829758 + Penalty 3298.538408 = -114618.291350 nChanged 10 SP:Iteration 39Q (8385.320000 sec): 3 clusters Score: Raw -117944.650518 + Penalty 3298.538408 = -114646.112110 nChanged 6 SP:Iteration 40F (8385.520000 sec): 3 clusters Score: Raw -117963.766669 + Penalty 3298.538408 = -114665.228261 nChanged 7 SP:Iteration 41Q (8385.670000 sec): 3 clusters Score: Raw -117991.814032 + Penalty 3298.538408 = -114693.275623 nChanged 3 SP:Iteration 42Q (8385.870000 sec): 3 clusters Score: Raw -118000.470242 + Penalty 3298.538408 = -114701.931834 nChanged 3 SP:Iteration 43Q (8386.040000 sec): 3 clusters Score: Raw -118008.058690 + Penalty 3298.538408 = -114709.520282 nChanged 2 SP:Iteration 44Q (8386.220000 sec): 3 clusters Score: Raw -118013.766273 + Penalty 3298.538408 = -114715.227864 nChanged 2 SP:Iteration 45Q (8386.390000 sec): 3 clusters Score: Raw -118024.397151 + Penalty 3298.538408 = -114725.858743 nChanged 2 SP:Iteration 46Q (8386.520000 sec): 3 clusters Score: Raw -118032.460857 + Penalty 3298.538408 = -114733.922449 nChanged 3 SP:Iteration 47Q (8386.720000 sec): 3 clusters Score: Raw -118045.368901 + Penalty 3298.538408 = -114746.830493 nChanged 2 SP:Iteration 48Q (8386.880000 sec): 3 clusters Score: Raw -118048.494122 + Penalty 3298.538408 = -114749.955714 nChanged 1 SP:Iteration 49Q (8387.080000 sec): 3 clusters Score: Raw -118049.853928 + Penalty 3298.538408 = -114751.315520 nChanged 0 SP:Iteration 50F (8387.240000 sec): 3 clusters Score: Raw -118049.853928 + Penalty 3298.538408 = -114751.315520 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (1665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8387.320000 sec): 2 clusters Score: Raw -249831.976394 + Penalty 1839.559940 = -247992.416454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8387.440000 sec): 3 clusters Score: Raw -249314.967966 + Penalty 3679.119880 = -245635.848086 nChanged 501 SP:Iteration 1F (8387.600000 sec): 3 clusters Score: Raw -249824.047696 + Penalty 3679.119880 = -246144.927816 nChanged 161 SP:Iteration 2F (8387.780000 sec): 3 clusters Score: Raw -250102.222289 + Penalty 3679.119880 = -246423.102409 nChanged 104 SP:Iteration 3F (8388.040000 sec): 3 clusters Score: Raw -250385.374837 + Penalty 3679.119880 = -246706.254957 nChanged 107 SP:Iteration 4F (8388.210000 sec): 3 clusters Score: Raw -250676.711681 + Penalty 3679.119880 = -246997.591801 nChanged 105 SP:Iteration 5F (8388.400000 sec): 3 clusters Score: Raw -250854.931998 + Penalty 3679.119880 = -247175.812118 nChanged 64 SP:Iteration 6Q (8388.580000 sec): 3 clusters Score: Raw -250964.179057 + Penalty 3679.119880 = -247285.059177 nChanged 52 SP:Iteration 7Q (8388.780000 sec): 3 clusters Score: Raw -251051.325740 + Penalty 3679.119880 = -247372.205860 nChanged 36 SP:Iteration 8Q (8388.910000 sec): 3 clusters Score: Raw -251123.051598 + Penalty 3679.119880 = -247443.931719 nChanged 36 SP:Iteration 9Q (8389.040000 sec): 3 clusters Score: Raw -251201.714974 + Penalty 3679.119880 = -247522.595094 nChanged 29 SP:Iteration 10Q (8389.170000 sec): 3 clusters Score: Raw -251244.870746 + Penalty 3679.119880 = -247565.750866 nChanged 13 SP:Iteration 11Q (8389.380000 sec): 3 clusters Score: Raw -251261.898674 + Penalty 3679.119880 = -247582.778795 nChanged 9 SP:Iteration 12Q (8389.520000 sec): 3 clusters Score: Raw -251275.736222 + Penalty 3679.119880 = -247596.616342 nChanged 8 SP:Iteration 13Q (8389.670000 sec): 3 clusters Score: Raw -251286.739202 + Penalty 3679.119880 = -247607.619322 nChanged 5 SP:Iteration 14Q (8389.820000 sec): 3 clusters Score: Raw -251292.202780 + Penalty 3679.119880 = -247613.082900 nChanged 1 SP:Iteration 15Q (8390.010000 sec): 3 clusters Score: Raw -251293.133935 + Penalty 3679.119880 = -247614.014056 nChanged 1 SP:Iteration 16Q (8390.130000 sec): 3 clusters Score: Raw -251295.154569 + Penalty 3679.119880 = -247616.034689 nChanged 1 SP:Iteration 17Q (8390.330000 sec): 3 clusters Score: Raw -251295.884223 + Penalty 3679.119880 = -247616.764343 nChanged 1 SP:Iteration 18Q (8390.510000 sec): 3 clusters Score: Raw -251296.928736 + Penalty 3679.119880 = -247617.808857 nChanged 1 SP:Iteration 19Q (8390.670000 sec): 3 clusters Score: Raw -251297.842723 + Penalty 3679.119880 = -247618.722844 nChanged 0 SP:Iteration 20F (8390.880000 sec): 3 clusters Score: Raw -251297.842723 + Penalty 3679.119880 = -247618.722844 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8390.960000 sec): 2 clusters Score: Raw -44776.972356 + Penalty 1444.848027 = -43332.124330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8391.070000 sec): 3 clusters Score: Raw -44911.978391 + Penalty 2889.696053 = -42022.282338 nChanged 60 SP:Iteration 1F (8391.210000 sec): 3 clusters Score: Raw -45077.144568 + Penalty 2889.696053 = -42187.448515 nChanged 13 SP:Iteration 2Q (8391.330000 sec): 3 clusters Score: Raw -45115.925523 + Penalty 2889.696053 = -42226.229470 nChanged 6 SP:Iteration 3Q (8391.470000 sec): 3 clusters Score: Raw -45144.955170 + Penalty 2889.696053 = -42255.259116 nChanged 4 SP:Iteration 4Q (8391.650000 sec): 3 clusters Score: Raw -45169.973888 + Penalty 2889.696053 = -42280.277835 nChanged 5 SP:Iteration 5Q (8391.820000 sec): 3 clusters Score: Raw -45181.731297 + Penalty 2889.696053 = -42292.035244 nChanged 2 SP:Iteration 6Q (8391.990000 sec): 3 clusters Score: Raw -45184.522530 + Penalty 2889.696053 = -42294.826476 nChanged 0 SP:Iteration 7F (8392.190000 sec): 3 clusters Score: Raw -45184.522530 + Penalty 2889.696053 = -42294.826476 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8392.260000 sec): 2 clusters Score: Raw -15737.116123 + Penalty 1266.274478 = -14470.841646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8392.430000 sec): 3 clusters Score: Raw -16216.637466 + Penalty 2532.548955 = -13684.088510 nChanged 28 SP:Iteration 1F (8392.630000 sec): 3 clusters Score: Raw -16389.599640 + Penalty 2532.548955 = -13857.050685 nChanged 7 SP:Iteration 2Q (8392.790000 sec): 3 clusters Score: Raw -16481.733515 + Penalty 2532.548955 = -13949.184560 nChanged 2 SP:Iteration 3Q (8392.910000 sec): 3 clusters Score: Raw -16500.278964 + Penalty 2532.548955 = -13967.730009 nChanged 2 SP:Iteration 4Q (8393.070000 sec): 3 clusters Score: Raw -16505.555576 + Penalty 2532.548955 = -13973.006621 nChanged 2 SP:Iteration 5Q (8393.270000 sec): 3 clusters Score: Raw -16514.733250 + Penalty 2532.548955 = -13982.184295 nChanged 2 SP:Iteration 6Q (8393.450000 sec): 3 clusters Score: Raw -16523.117939 + Penalty 2532.548955 = -13990.568984 nChanged 3 SP:Iteration 7Q (8393.610000 sec): 3 clusters Score: Raw -16569.085533 + Penalty 2532.548955 = -14036.536578 nChanged 4 SP:Iteration 8Q (8393.740000 sec): 3 clusters Score: Raw -16687.007594 + Penalty 2532.548955 = -14154.458639 nChanged 7 SP:Iteration 9Q (8393.930000 sec): 3 clusters Score: Raw -16724.736089 + Penalty 2532.548955 = -14192.187134 nChanged 6 SP:Iteration 10Q (8394.100000 sec): 3 clusters Score: Raw -16779.077897 + Penalty 2532.548955 = -14246.528942 nChanged 6 SP:Iteration 11Q (8394.250000 sec): 3 clusters Score: Raw -16824.984523 + Penalty 2532.548955 = -14292.435568 nChanged 4 SP:Iteration 12Q (8394.440000 sec): 3 clusters Score: Raw -16856.794255 + Penalty 2532.548955 = -14324.245300 nChanged 1 SP:Iteration 13Q (8394.650000 sec): 3 clusters Score: Raw -16868.186231 + Penalty 2532.548955 = -14335.637276 nChanged 2 SP:Iteration 14Q (8394.780000 sec): 3 clusters Score: Raw -16959.294807 + Penalty 2532.548955 = -14426.745852 nChanged 1 SP:Iteration 15Q (8394.930000 sec): 3 clusters Score: Raw -16998.181018 + Penalty 2532.548955 = -14465.632063 nChanged 0 SP:Iteration 16F (8395.040000 sec): 3 clusters Score: Raw -16998.181018 + Penalty 2532.548955 = -14465.632063 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8395.110000 sec): 2 clusters Score: Raw -26182.034441 + Penalty 1317.675083 = -24864.359359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8395.240000 sec): 3 clusters Score: Raw -26392.257241 + Penalty 2635.350166 = -23756.907075 nChanged 23 SP:Iteration 1F (8395.410000 sec): 3 clusters Score: Raw -26504.401730 + Penalty 2635.350166 = -23869.051565 nChanged 6 SP:Iteration 2Q (8395.570000 sec): 3 clusters Score: Raw -26538.736142 + Penalty 2635.350166 = -23903.385977 nChanged 1 SP:Iteration 3Q (8395.750000 sec): 3 clusters Score: Raw -26539.870148 + Penalty 2635.350166 = -23904.519983 nChanged 1 SP:Iteration 4Q (8395.880000 sec): 3 clusters Score: Raw -26541.543945 + Penalty 2635.350166 = -23906.193779 nChanged 1 SP:Iteration 5Q (8396.000000 sec): 3 clusters Score: Raw -26542.856414 + Penalty 2635.350166 = -23907.506249 nChanged 0 SP:Iteration 6F (8396.180000 sec): 3 clusters Score: Raw -26542.856414 + Penalty 2635.350166 = -23907.506249 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8396.310000 sec): 2 clusters Score: Raw -51744.360482 + Penalty 1542.706362 = -50201.654120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8396.460000 sec): 3 clusters Score: Raw -51908.470847 + Penalty 3085.412724 = -48823.058123 nChanged 113 SP:Iteration 1F (8396.590000 sec): 3 clusters Score: Raw -52402.787000 + Penalty 3085.412724 = -49317.374276 nChanged 54 SP:Iteration 2F (8396.780000 sec): 3 clusters Score: Raw -52833.026529 + Penalty 3085.412724 = -49747.613805 nChanged 46 SP:Iteration 3F (8396.930000 sec): 3 clusters Score: Raw -53251.805184 + Penalty 3085.412724 = -50166.392460 nChanged 35 SP:Iteration 4F (8397.110000 sec): 3 clusters Score: Raw -53633.398959 + Penalty 3085.412724 = -50547.986235 nChanged 17 SP:Iteration 5Q (8397.340000 sec): 3 clusters Score: Raw -53915.075729 + Penalty 3085.412724 = -50829.663005 nChanged 7 SP:Iteration 6Q (8397.480000 sec): 3 clusters Score: Raw -54061.029810 + Penalty 3085.412724 = -50975.617085 nChanged 3 SP:Iteration 7Q (8397.680000 sec): 3 clusters Score: Raw -54211.918445 + Penalty 3085.412724 = -51126.505720 nChanged 2 SP:Iteration 8Q (8397.820000 sec): 3 clusters Score: Raw -54297.485442 + Penalty 3085.412724 = -51212.072717 nChanged 1 SP:Iteration 9Q (8398.030000 sec): 3 clusters Score: Raw -54319.972814 + Penalty 3085.412724 = -51234.560090 nChanged 1 SP:Iteration 10Q (8398.170000 sec): 3 clusters Score: Raw -54327.133000 + Penalty 3085.412724 = -51241.720276 nChanged 0 SP:Iteration 11F (8398.330000 sec): 3 clusters Score: Raw -54331.860808 + Penalty 3085.412724 = -51246.448084 nChanged 1 SP:Iteration 12Q (8398.540000 sec): 3 clusters Score: Raw -54361.083076 + Penalty 3085.412724 = -51275.670352 nChanged 1 SP:Iteration 13Q (8398.720000 sec): 3 clusters Score: Raw -54369.284608 + Penalty 3085.412724 = -51283.871884 nChanged 1 SP:Iteration 14Q (8398.890000 sec): 3 clusters Score: Raw -54383.306437 + Penalty 3085.412724 = -51297.893713 nChanged 3 SP:Iteration 15Q (8399.060000 sec): 3 clusters Score: Raw -54461.403363 + Penalty 3085.412724 = -51375.990638 nChanged 3 SP:Iteration 16Q (8399.230000 sec): 3 clusters Score: Raw -54632.178302 + Penalty 3085.412724 = -51546.765577 nChanged 1 SP:Iteration 17Q (8399.420000 sec): 3 clusters Score: Raw -54764.738229 + Penalty 3085.412724 = -51679.325504 nChanged 0 SP:Iteration 18F (8399.600000 sec): 3 clusters Score: Raw -54764.738229 + Penalty 3085.412724 = -51679.325504 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8399.650000 sec): 2 clusters Score: Raw -20381.364029 + Penalty 1297.314937 = -19084.049092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8399.780000 sec): 3 clusters Score: Raw -21081.364202 + Penalty 2594.629874 = -18486.734328 nChanged 43 SP:Iteration 1F (8399.900000 sec): 3 clusters Score: Raw -21368.860527 + Penalty 2594.629874 = -18774.230653 nChanged 11 SP:Iteration 2F (8400.030000 sec): 3 clusters Score: Raw -21469.232646 + Penalty 2594.629874 = -18874.602772 nChanged 3 SP:Iteration 3Q (8400.220000 sec): 3 clusters Score: Raw -21496.591529 + Penalty 2594.629874 = -18901.961655 nChanged 1 SP:Iteration 4Q (8400.380000 sec): 3 clusters Score: Raw -21511.340888 + Penalty 2594.629874 = -18916.711014 nChanged 2 SP:Iteration 5Q (8400.580000 sec): 3 clusters Score: Raw -21553.893628 + Penalty 2594.629874 = -18959.263754 nChanged 0 SP:Iteration 6F (8400.780000 sec): 3 clusters Score: Raw -21553.893628 + Penalty 2594.629874 = -18959.263754 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8400.820000 sec): 2 clusters Score: Raw -51391.232386 + Penalty 1444.848027 = -49946.384359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8401.010000 sec): 3 clusters Score: Raw -51476.934073 + Penalty 2889.696053 = -48587.238020 nChanged 37 SP:Iteration 1F (8401.160000 sec): 3 clusters Score: Raw -51600.131838 + Penalty 2889.696053 = -48710.435785 nChanged 16 SP:Iteration 2Q (8401.280000 sec): 3 clusters Score: Raw -51654.492255 + Penalty 2889.696053 = -48764.796202 nChanged 7 SP:Iteration 3Q (8401.400000 sec): 3 clusters Score: Raw -51706.883303 + Penalty 2889.696053 = -48817.187250 nChanged 12 SP:Iteration 4Q (8401.590000 sec): 3 clusters Score: Raw -51806.175888 + Penalty 2889.696053 = -48916.479834 nChanged 7 SP:Iteration 5Q (8401.750000 sec): 3 clusters Score: Raw -51841.943906 + Penalty 2889.696053 = -48952.247852 nChanged 4 SP:Iteration 6Q (8401.930000 sec): 3 clusters Score: Raw -51857.731819 + Penalty 2889.696053 = -48968.035766 nChanged 4 SP:Iteration 7Q (8402.060000 sec): 3 clusters Score: Raw -51877.375838 + Penalty 2889.696053 = -48987.679784 nChanged 4 SP:Iteration 8Q (8402.170000 sec): 3 clusters Score: Raw -51901.383919 + Penalty 2889.696053 = -49011.687865 nChanged 9 SP:Iteration 9Q (8402.280000 sec): 3 clusters Score: Raw -51956.591519 + Penalty 2889.696053 = -49066.895466 nChanged 7 SP:Iteration 10Q (8402.390000 sec): 3 clusters Score: Raw -51987.480046 + Penalty 2889.696053 = -49097.783993 nChanged 4 SP:Iteration 11Q (8402.600000 sec): 3 clusters Score: Raw -52004.627553 + Penalty 2889.696053 = -49114.931500 nChanged 3 SP:Iteration 12Q (8402.720000 sec): 3 clusters Score: Raw -52020.403572 + Penalty 2889.696053 = -49130.707518 nChanged 5 SP:Iteration 13Q (8402.870000 sec): 3 clusters Score: Raw -52037.811246 + Penalty 2889.696053 = -49148.115193 nChanged 3 SP:Iteration 14Q (8402.980000 sec): 3 clusters Score: Raw -52056.808555 + Penalty 2889.696053 = -49167.112501 nChanged 1 SP:Iteration 15Q (8403.090000 sec): 3 clusters Score: Raw -52058.566686 + Penalty 2889.696053 = -49168.870633 nChanged 0 SP:Iteration 16F (8403.200000 sec): 3 clusters Score: Raw -52058.566686 + Penalty 2889.696053 = -49168.870633 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8403.250000 sec): 2 clusters Score: Raw -187845.075058 + Penalty 1774.538283 = -186070.536775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8403.400000 sec): 3 clusters Score: Raw -187455.887381 + Penalty 3549.076566 = -183906.810815 nChanged 345 SP:Iteration 1F (8403.550000 sec): 3 clusters Score: Raw -187775.057610 + Penalty 3549.076566 = -184225.981044 nChanged 90 SP:Iteration 2F (8403.700000 sec): 3 clusters Score: Raw -187873.796940 + Penalty 3549.076566 = -184324.720374 nChanged 41 SP:Iteration 3Q (8403.880000 sec): 3 clusters Score: Raw -187910.265395 + Penalty 3549.076566 = -184361.188829 nChanged 28 SP:Iteration 4Q (8404.060000 sec): 3 clusters Score: Raw -187944.949718 + Penalty 3549.076566 = -184395.873153 nChanged 30 SP:Iteration 5Q (8404.220000 sec): 3 clusters Score: Raw -187977.668397 + Penalty 3549.076566 = -184428.591831 nChanged 35 SP:Iteration 6Q (8404.390000 sec): 3 clusters Score: Raw -188015.937587 + Penalty 3549.076566 = -184466.861021 nChanged 22 SP:Iteration 7Q (8404.580000 sec): 3 clusters Score: Raw -188043.976854 + Penalty 3549.076566 = -184494.900288 nChanged 20 SP:Iteration 8Q (8404.790000 sec): 3 clusters Score: Raw -188063.702584 + Penalty 3549.076566 = -184514.626019 nChanged 15 SP:Iteration 9Q (8404.980000 sec): 3 clusters Score: Raw -188077.938100 + Penalty 3549.076566 = -184528.861534 nChanged 16 SP:Iteration 10Q (8405.160000 sec): 3 clusters Score: Raw -188098.458501 + Penalty 3549.076566 = -184549.381935 nChanged 17 SP:Iteration 11Q (8405.340000 sec): 3 clusters Score: Raw -188122.029413 + Penalty 3549.076566 = -184572.952847 nChanged 24 SP:Iteration 12Q (8405.520000 sec): 3 clusters Score: Raw -188150.723216 + Penalty 3549.076566 = -184601.646650 nChanged 10 SP:Iteration 13Q (8405.660000 sec): 3 clusters Score: Raw -188167.224545 + Penalty 3549.076566 = -184618.147979 nChanged 17 SP:Iteration 14Q (8405.850000 sec): 3 clusters Score: Raw -188188.596489 + Penalty 3549.076566 = -184639.519924 nChanged 14 SP:Iteration 15Q (8406.020000 sec): 3 clusters Score: Raw -188206.141801 + Penalty 3549.076566 = -184657.065236 nChanged 6 SP:Iteration 16Q (8406.200000 sec): 3 clusters Score: Raw -188215.830875 + Penalty 3549.076566 = -184666.754309 nChanged 8 SP:Iteration 17Q (8406.350000 sec): 3 clusters Score: Raw -188223.857153 + Penalty 3549.076566 = -184674.780587 nChanged 5 SP:Iteration 18Q (8406.520000 sec): 3 clusters Score: Raw -188227.747582 + Penalty 3549.076566 = -184678.671016 nChanged 3 SP:Iteration 19Q (8406.650000 sec): 3 clusters Score: Raw -188229.790819 + Penalty 3549.076566 = -184680.714253 nChanged 1 SP:Iteration 20F (8406.750000 sec): 3 clusters Score: Raw -188230.208600 + Penalty 3549.076566 = -184681.132035 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8406.810000 sec): 2 clusters Score: Raw -42034.784602 + Penalty 1488.963993 = -40545.820609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8406.910000 sec): 3 clusters Score: Raw -42146.220329 + Penalty 2977.927985 = -39168.292343 nChanged 89 SP:Iteration 1F (8407.000000 sec): 3 clusters Score: Raw -42445.909398 + Penalty 2977.927985 = -39467.981413 nChanged 30 SP:Iteration 2F (8407.100000 sec): 3 clusters Score: Raw -42566.836190 + Penalty 2977.927985 = -39588.908204 nChanged 18 SP:Iteration 3Q (8407.260000 sec): 3 clusters Score: Raw -42636.464506 + Penalty 2977.927985 = -39658.536521 nChanged 9 SP:Iteration 4Q (8407.430000 sec): 3 clusters Score: Raw -42742.445812 + Penalty 2977.927985 = -39764.517827 nChanged 10 SP:Iteration 5Q (8407.550000 sec): 3 clusters Score: Raw -42816.030908 + Penalty 2977.927985 = -39838.102922 nChanged 11 SP:Iteration 6Q (8407.660000 sec): 3 clusters Score: Raw -42860.122827 + Penalty 2977.927985 = -39882.194842 nChanged 14 SP:Iteration 7Q (8407.770000 sec): 3 clusters Score: Raw -42926.887754 + Penalty 2977.927985 = -39948.959769 nChanged 9 SP:Iteration 8Q (8407.880000 sec): 3 clusters Score: Raw -42958.514289 + Penalty 2977.927985 = -39980.586304 nChanged 6 SP:Iteration 9Q (8407.990000 sec): 3 clusters Score: Raw -43002.729443 + Penalty 2977.927985 = -40024.801457 nChanged 4 SP:Iteration 10Q (8408.130000 sec): 3 clusters Score: Raw -43019.066753 + Penalty 2977.927985 = -40041.138768 nChanged 3 SP:Iteration 11Q (8408.320000 sec): 3 clusters Score: Raw -43042.101741 + Penalty 2977.927985 = -40064.173755 nChanged 1 SP:Iteration 12Q (8408.440000 sec): 3 clusters Score: Raw -43075.800735 + Penalty 2977.927985 = -40097.872749 nChanged 2 SP:Iteration 13Q (8408.610000 sec): 3 clusters Score: Raw -43091.532803 + Penalty 2977.927985 = -40113.604817 nChanged 1 SP:Iteration 14Q (8408.740000 sec): 3 clusters Score: Raw -43095.453732 + Penalty 2977.927985 = -40117.525747 nChanged 1 SP:Iteration 15Q (8408.950000 sec): 3 clusters Score: Raw -43100.090155 + Penalty 2977.927985 = -40122.162169 nChanged 0 SP:Iteration 16F (8409.080000 sec): 3 clusters Score: Raw -43105.100055 + Penalty 2977.927985 = -40127.172070 nChanged 2 SP:Iteration 17Q (8409.190000 sec): 3 clusters Score: Raw -43136.787606 + Penalty 2977.927985 = -40158.859621 nChanged 3 SP:Iteration 18Q (8409.310000 sec): 3 clusters Score: Raw -43162.154089 + Penalty 2977.927985 = -40184.226104 nChanged 4 SP:Iteration 19Q (8409.440000 sec): 3 clusters Score: Raw -43196.626581 + Penalty 2977.927985 = -40218.698596 nChanged 3 SP:Iteration 20F (8409.570000 sec): 3 clusters Score: Raw -43205.752405 + Penalty 2977.927985 = -40227.824420 nChanged 3 SP:Iteration 21Q (8409.690000 sec): 3 clusters Score: Raw -43225.503382 + Penalty 2977.927985 = -40247.575397 nChanged 2 SP:Iteration 22Q (8409.830000 sec): 3 clusters Score: Raw -43236.097112 + Penalty 2977.927985 = -40258.169127 nChanged 1 SP:Iteration 23Q (8410.010000 sec): 3 clusters Score: Raw -43241.343468 + Penalty 2977.927985 = -40263.415482 nChanged 2 SP:Iteration 24Q (8410.200000 sec): 3 clusters Score: Raw -43255.058945 + Penalty 2977.927985 = -40277.130959 nChanged 0 SP:Iteration 25F (8410.340000 sec): 3 clusters Score: Raw -43255.058945 + Penalty 2977.927985 = -40277.130959 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8410.440000 sec): 2 clusters Score: Raw -41328.791136 + Penalty 1383.772997 = -39945.018139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8410.610000 sec): 3 clusters Score: Raw -41497.053440 + Penalty 2767.545994 = -38729.507447 nChanged 19 SP:Iteration 1F (8410.780000 sec): 3 clusters Score: Raw -41579.989201 + Penalty 2767.545994 = -38812.443207 nChanged 8 SP:Iteration 2Q (8410.950000 sec): 3 clusters Score: Raw -41609.627777 + Penalty 2767.545994 = -38842.081784 nChanged 1 SP:Iteration 3Q (8411.150000 sec): 3 clusters Score: Raw -41612.403415 + Penalty 2767.545994 = -38844.857421 nChanged 1 SP:Iteration 4Q (8411.340000 sec): 3 clusters Score: Raw -41617.110051 + Penalty 2767.545994 = -38849.564057 nChanged 1 SP:Iteration 5Q (8411.520000 sec): 3 clusters Score: Raw -41622.460721 + Penalty 2767.545994 = -38854.914727 nChanged 0 SP:Iteration 6F (8411.710000 sec): 3 clusters Score: Raw -41622.460721 + Penalty 2767.545994 = -38854.914727 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 57 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8411.810000 sec): 2 clusters Score: Raw -131137.528041 + Penalty 1680.856355 = -129456.671685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8411.960000 sec): 3 clusters Score: Raw -130948.025252 + Penalty 3361.712710 = -127586.312541 nChanged 187 SP:Iteration 1F (8412.160000 sec): 3 clusters Score: Raw -131188.096089 + Penalty 3361.712710 = -127826.383379 nChanged 43 SP:Iteration 2Q (8412.310000 sec): 3 clusters Score: Raw -131254.213737 + Penalty 3361.712710 = -127892.501026 nChanged 24 SP:Iteration 3Q (8412.510000 sec): 3 clusters Score: Raw -131293.281377 + Penalty 3361.712710 = -127931.568667 nChanged 20 SP:Iteration 4Q (8412.720000 sec): 3 clusters Score: Raw -131329.513915 + Penalty 3361.712710 = -127967.801204 nChanged 14 SP:Iteration 5Q (8412.910000 sec): 3 clusters Score: Raw -131346.236490 + Penalty 3361.712710 = -127984.523779 nChanged 5 SP:Iteration 6Q (8413.060000 sec): 3 clusters Score: Raw -131352.048848 + Penalty 3361.712710 = -127990.336137 nChanged 2 SP:Iteration 7Q (8413.260000 sec): 3 clusters Score: Raw -131354.168472 + Penalty 3361.712710 = -127992.455762 nChanged 2 SP:Iteration 8Q (8413.390000 sec): 3 clusters Score: Raw -131355.348870 + Penalty 3361.712710 = -127993.636159 nChanged 1 SP:Iteration 9Q (8413.600000 sec): 3 clusters Score: Raw -131356.591106 + Penalty 3361.712710 = -127994.878396 nChanged 2 SP:Iteration 10Q (8413.850000 sec): 3 clusters Score: Raw -131359.077254 + Penalty 3361.712710 = -127997.364544 nChanged 4 SP:Iteration 11Q (8414.040000 sec): 3 clusters Score: Raw -131367.083034 + Penalty 3361.712710 = -128005.370324 nChanged 7 SP:Iteration 12Q (8414.230000 sec): 3 clusters Score: Raw -131376.889563 + Penalty 3361.712710 = -128015.176853 nChanged 4 SP:Iteration 13Q (8414.410000 sec): 3 clusters Score: Raw -131384.063627 + Penalty 3361.712710 = -128022.350917 nChanged 2 SP:Iteration 14Q (8414.600000 sec): 3 clusters Score: Raw -131387.742826 + Penalty 3361.712710 = -128026.030116 nChanged 1 SP:Iteration 15Q (8414.750000 sec): 3 clusters Score: Raw -131388.579693 + Penalty 3361.712710 = -128026.866983 nChanged 2 SP:Iteration 16Q (8414.950000 sec): 3 clusters Score: Raw -131390.563255 + Penalty 3361.712710 = -128028.850544 nChanged 1 SP:Iteration 17Q (8415.140000 sec): 3 clusters Score: Raw -131392.489555 + Penalty 3361.712710 = -128030.776844 nChanged 0 SP:Iteration 18F (8415.310000 sec): 3 clusters Score: Raw -131392.489555 + Penalty 3361.712710 = -128030.776844 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 58 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8415.410000 sec): 2 clusters Score: Raw -39697.730286 + Penalty 1473.162471 = -38224.567815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8415.590000 sec): 3 clusters Score: Raw -39801.684883 + Penalty 2946.324941 = -36855.359942 nChanged 76 SP:Iteration 1F (8415.770000 sec): 3 clusters Score: Raw -40014.690168 + Penalty 2946.324941 = -37068.365226 nChanged 19 SP:Iteration 2Q (8415.960000 sec): 3 clusters Score: Raw -40088.207082 + Penalty 2946.324941 = -37141.882140 nChanged 8 SP:Iteration 3Q (8416.080000 sec): 3 clusters Score: Raw -40124.864003 + Penalty 2946.324941 = -37178.539062 nChanged 10 SP:Iteration 4Q (8416.190000 sec): 3 clusters Score: Raw -40151.044403 + Penalty 2946.324941 = -37204.719461 nChanged 6 SP:Iteration 5Q (8416.360000 sec): 3 clusters Score: Raw -40193.830577 + Penalty 2946.324941 = -37247.505636 nChanged 8 SP:Iteration 6Q (8416.550000 sec): 3 clusters Score: Raw -40250.902790 + Penalty 2946.324941 = -37304.577849 nChanged 4 SP:Iteration 7Q (8416.790000 sec): 3 clusters Score: Raw -40284.367354 + Penalty 2946.324941 = -37338.042413 nChanged 9 SP:Iteration 8Q (8417.000000 sec): 3 clusters Score: Raw -40329.709771 + Penalty 2946.324941 = -37383.384830 nChanged 8 SP:Iteration 9Q (8417.150000 sec): 3 clusters Score: Raw -40408.882904 + Penalty 2946.324941 = -37462.557963 nChanged 7 SP:Iteration 10Q (8417.380000 sec): 3 clusters Score: Raw -40461.207986 + Penalty 2946.324941 = -37514.883045 nChanged 4 SP:Iteration 11Q (8417.580000 sec): 3 clusters Score: Raw -40479.072631 + Penalty 2946.324941 = -37532.747690 nChanged 1 SP:Iteration 12Q (8417.830000 sec): 3 clusters Score: Raw -40480.339557 + Penalty 2946.324941 = -37534.014616 nChanged 1 SP:Iteration 13Q (8418.110000 sec): 3 clusters Score: Raw -40483.429382 + Penalty 2946.324941 = -37537.104440 nChanged 2 SP:Iteration 14Q (8418.280000 sec): 3 clusters Score: Raw -40488.081653 + Penalty 2946.324941 = -37541.756711 nChanged 2 SP:Iteration 15Q (8418.440000 sec): 3 clusters Score: Raw -40496.666055 + Penalty 2946.324941 = -37550.341113 nChanged 3 SP:Iteration 16Q (8418.630000 sec): 3 clusters Score: Raw -40503.708532 + Penalty 2946.324941 = -37557.383590 nChanged 1 SP:Iteration 17Q (8418.800000 sec): 3 clusters Score: Raw -40508.438280 + Penalty 2946.324941 = -37562.113338 nChanged 2 SP:Iteration 18Q (8419.020000 sec): 3 clusters Score: Raw -40513.226639 + Penalty 2946.324941 = -37566.901698 nChanged 6 SP:Iteration 19Q (8419.160000 sec): 3 clusters Score: Raw -40532.845699 + Penalty 2946.324941 = -37586.520758 nChanged 2 SP:Iteration 20F (8419.340000 sec): 3 clusters Score: Raw -40540.329651 + Penalty 2946.324941 = -37594.004710 nChanged 2 SP:Iteration 21Q (8419.500000 sec): 3 clusters Score: Raw -40544.439075 + Penalty 2946.324941 = -37598.114134 nChanged 0 SP:Iteration 22F (8419.670000 sec): 3 clusters Score: Raw -40544.439075 + Penalty 2946.324941 = -37598.114134 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 59 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8419.770000 sec): 2 clusters Score: Raw -24662.426222 + Penalty 1431.317399 = -23231.108824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8419.940000 sec): 3 clusters Score: Raw -24947.534556 + Penalty 2862.634797 = -22084.899759 nChanged 75 SP:Iteration 1F (8420.150000 sec): 3 clusters Score: Raw -25223.100329 + Penalty 2862.634797 = -22360.465532 nChanged 19 SP:Iteration 2F (8420.320000 sec): 3 clusters Score: Raw -25306.728657 + Penalty 2862.634797 = -22444.093860 nChanged 11 SP:Iteration 3Q (8420.510000 sec): 3 clusters Score: Raw -25375.596671 + Penalty 2862.634797 = -22512.961873 nChanged 8 SP:Iteration 4Q (8420.670000 sec): 3 clusters Score: Raw -25421.616194 + Penalty 2862.634797 = -22558.981397 nChanged 5 SP:Iteration 5Q (8420.810000 sec): 3 clusters Score: Raw -25451.861133 + Penalty 2862.634797 = -22589.226336 nChanged 7 SP:Iteration 6Q (8420.960000 sec): 3 clusters Score: Raw -25520.494323 + Penalty 2862.634797 = -22657.859526 nChanged 11 SP:Iteration 7Q (8421.150000 sec): 3 clusters Score: Raw -25624.761776 + Penalty 2862.634797 = -22762.126979 nChanged 10 SP:Iteration 8Q (8421.320000 sec): 3 clusters Score: Raw -25680.140952 + Penalty 2862.634797 = -22817.506155 nChanged 8 SP:Iteration 9Q (8421.500000 sec): 3 clusters Score: Raw -25725.005045 + Penalty 2862.634797 = -22862.370248 nChanged 7 SP:Iteration 10Q (8421.720000 sec): 3 clusters Score: Raw -25798.459738 + Penalty 2862.634797 = -22935.824941 nChanged 5 SP:Iteration 11Q (8421.880000 sec): 3 clusters Score: Raw -25837.353767 + Penalty 2862.634797 = -22974.718970 nChanged 4 SP:Iteration 12Q (8422.050000 sec): 3 clusters Score: Raw -25853.088143 + Penalty 2862.634797 = -22990.453346 nChanged 3 SP:Iteration 13Q (8422.200000 sec): 3 clusters Score: Raw -25862.206088 + Penalty 2862.634797 = -22999.571291 nChanged 2 SP:Iteration 14Q (8422.390000 sec): 3 clusters Score: Raw -25864.412745 + Penalty 2862.634797 = -23001.777948 nChanged 0 SP:Iteration 15F (8422.540000 sec): 3 clusters Score: Raw -25879.730033 + Penalty 2862.634797 = -23017.095236 nChanged 4 SP:Iteration 16Q (8422.730000 sec): 3 clusters Score: Raw -25941.384548 + Penalty 2862.634797 = -23078.749751 nChanged 4 SP:Iteration 17Q (8422.850000 sec): 3 clusters Score: Raw -25978.150725 + Penalty 2862.634797 = -23115.515928 nChanged 4 SP:Iteration 18Q (8423.000000 sec): 3 clusters Score: Raw -26011.246436 + Penalty 2862.634797 = -23148.611639 nChanged 2 SP:Iteration 19Q (8423.210000 sec): 3 clusters Score: Raw -26021.652098 + Penalty 2862.634797 = -23159.017301 nChanged 0 SP:Iteration 20F (8423.340000 sec): 3 clusters Score: Raw -26021.652098 + Penalty 2862.634797 = -23159.017301 nChanged 0 Iteration 259Q (8455.520000 sec): 60 clusters Score: Raw -67100927.210950 + Penalty 190619.165334 = -66910308.045616 nChanged 8 Iteration 260F (8513.660000 sec): 60 clusters Score: Raw -67101104.609353 + Penalty 190619.165334 = -66910485.444019 nChanged 34 Iteration 261Q (8547.370000 sec): 60 clusters Score: Raw -67101412.979466 + Penalty 190619.165334 = -66910793.814132 nChanged 16 Iteration 262Q (8580.250000 sec): 60 clusters Score: Raw -67101525.135758 + Penalty 190619.165334 = -66910905.970424 nChanged 10 Iteration 263Q (8615.340000 sec): 60 clusters Score: Raw -67101602.362774 + Penalty 190619.165334 = -66910983.197440 nChanged 14 Iteration 264Q (8646.350000 sec): 60 clusters Score: Raw -67101686.514549 + Penalty 190619.165334 = -66911067.349215 nChanged 8 Iteration 265Q (8677.720000 sec): 60 clusters Score: Raw -67101722.483633 + Penalty 190619.165334 = -66911103.318299 nChanged 2 Iteration 266Q (8705.740000 sec): 60 clusters Score: Raw -67101734.021370 + Penalty 190619.165334 = -66911114.856037 nChanged 1 Iteration 267Q (8730.670000 sec): 60 clusters Score: Raw -67101736.446615 + Penalty 190619.165334 = -66911117.281281 nChanged 0 Iteration 268F (8781.300000 sec): 60 clusters Score: Raw -67101833.433397 + Penalty 190619.165334 = -66911214.268063 nChanged 14 Iteration 269Q (8803.900000 sec): 60 clusters Score: Raw -67101940.239954 + Penalty 190619.165334 = -66911321.074620 nChanged 5 Iteration 270Q (8831.370000 sec): 60 clusters Score: Raw -67101964.383747 + Penalty 190619.165334 = -66911345.218414 nChanged 1 Iteration 271Q (8869.090000 sec): 60 clusters Score: Raw -67101967.936683 + Penalty 190619.165334 = -66911348.771349 nChanged 0 Iteration 272F (8936.180000 sec): 60 clusters Score: Raw -67101969.640256 + Penalty 190619.165334 = -66911350.474922 nChanged 1 Iteration 273Q (8965.290000 sec): 60 clusters Score: Raw -67101977.204062 + Penalty 190619.165334 = -66911358.038729 nChanged 1 Iteration 274Q (8997.240000 sec): 60 clusters Score: Raw -67101981.479714 + Penalty 190619.165334 = -66911362.314381 nChanged 0 Iteration 275F (9050.600000 sec): 60 clusters Score: Raw -67101985.692204 + Penalty 190619.165334 = -66911366.526870 nChanged 1 Iteration 276Q (9074.090000 sec): 60 clusters Score: Raw -67101991.913838 + Penalty 190619.165334 = -66911372.748505 nChanged 0 Iteration 277F (9123.700000 sec): 60 clusters Score: Raw -67101991.913838 + Penalty 190619.165334 = -66911372.748505 nChanged 0 Compute initial score before splitting: Score: Raw -67101991.913838 + Penalty 190619.165334 = -66911372.748505 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9123.770000 sec): 2 clusters Score: Raw -50354.044637 + Penalty 1474.464311 = -48879.580326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9124.000000 sec): 3 clusters Score: Raw -50460.372262 + Penalty 2948.928622 = -47511.443640 nChanged 58 SP:Iteration 1F (9124.140000 sec): 3 clusters Score: Raw -50645.825892 + Penalty 2948.928622 = -47696.897270 nChanged 27 SP:Iteration 2F (9124.290000 sec): 3 clusters Score: Raw -50802.152929 + Penalty 2948.928622 = -47853.224307 nChanged 16 SP:Iteration 3Q (9124.460000 sec): 3 clusters Score: Raw -50938.606677 + Penalty 2948.928622 = -47989.678055 nChanged 16 SP:Iteration 4Q (9124.660000 sec): 3 clusters Score: Raw -51014.908478 + Penalty 2948.928622 = -48065.979856 nChanged 17 SP:Iteration 5Q (9124.840000 sec): 3 clusters Score: Raw -51082.668033 + Penalty 2948.928622 = -48133.739411 nChanged 12 SP:Iteration 6Q (9125.000000 sec): 3 clusters Score: Raw -51155.298578 + Penalty 2948.928622 = -48206.369956 nChanged 12 SP:Iteration 7Q (9125.170000 sec): 3 clusters Score: Raw -51211.650001 + Penalty 2948.928622 = -48262.721379 nChanged 10 SP:Iteration 8Q (9125.350000 sec): 3 clusters Score: Raw -51252.498676 + Penalty 2948.928622 = -48303.570055 nChanged 3 SP:Iteration 9Q (9125.510000 sec): 3 clusters Score: Raw -51267.847529 + Penalty 2948.928622 = -48318.918908 nChanged 2 SP:Iteration 10Q (9125.670000 sec): 3 clusters Score: Raw -51277.951967 + Penalty 2948.928622 = -48329.023345 nChanged 1 SP:Iteration 11Q (9125.840000 sec): 3 clusters Score: Raw -51279.841691 + Penalty 2948.928622 = -48330.913069 nChanged 0 SP:Iteration 12F (9126.010000 sec): 3 clusters Score: Raw -51279.841691 + Penalty 2948.928622 = -48330.913069 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9126.100000 sec): 2 clusters Score: Raw -44495.530749 + Penalty 1438.925357 = -43056.605392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9126.270000 sec): 3 clusters Score: Raw -44630.990603 + Penalty 2877.850714 = -41753.139889 nChanged 42 SP:Iteration 1F (9126.460000 sec): 3 clusters Score: Raw -44769.759053 + Penalty 2877.850714 = -41891.908339 nChanged 12 SP:Iteration 2Q (9126.650000 sec): 3 clusters Score: Raw -44810.400040 + Penalty 2877.850714 = -41932.549326 nChanged 5 SP:Iteration 3Q (9126.870000 sec): 3 clusters Score: Raw -44821.339079 + Penalty 2877.850714 = -41943.488365 nChanged 3 SP:Iteration 4Q (9127.050000 sec): 3 clusters Score: Raw -44837.227780 + Penalty 2877.850714 = -41959.377066 nChanged 1 SP:Iteration 5Q (9127.250000 sec): 3 clusters Score: Raw -44842.157494 + Penalty 2877.850714 = -41964.306780 nChanged 1 SP:Iteration 6Q (9127.450000 sec): 3 clusters Score: Raw -44846.828492 + Penalty 2877.850714 = -41968.977778 nChanged 3 SP:Iteration 7Q (9127.610000 sec): 3 clusters Score: Raw -44857.430627 + Penalty 2877.850714 = -41979.579913 nChanged 5 SP:Iteration 8Q (9127.780000 sec): 3 clusters Score: Raw -44888.020500 + Penalty 2877.850714 = -42010.169786 nChanged 1 SP:Iteration 9Q (9127.960000 sec): 3 clusters Score: Raw -44889.002123 + Penalty 2877.850714 = -42011.151409 nChanged 0 SP:Iteration 10F (9128.150000 sec): 3 clusters Score: Raw -44889.002123 + Penalty 2877.850714 = -42011.151409 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (27860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9128.360000 sec): 2 clusters Score: Raw -4248163.004570 + Penalty 2538.266917 = -4245624.737653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9128.680000 sec): 3 clusters Score: Raw -4231454.979617 + Penalty 5076.533835 = -4226378.445782 nChanged 12581 SP:Iteration 1F (9129.000000 sec): 3 clusters Score: Raw -4238292.514380 + Penalty 5076.533835 = -4233215.980546 nChanged 1415 SP:Iteration 2F (9129.390000 sec): 3 clusters Score: Raw -4238834.082751 + Penalty 5076.533835 = -4233757.548916 nChanged 1372 SP:Iteration 3Q (9129.750000 sec): 3 clusters Score: Raw -4239447.770506 + Penalty 5076.533835 = -4234371.236671 nChanged 1483 SP:Iteration 4F (9130.070000 sec): 3 clusters Score: Raw -4240229.352872 + Penalty 5076.533835 = -4235152.819037 nChanged 1645 SP:Iteration 5F (9130.380000 sec): 3 clusters Score: Raw -4241217.347943 + Penalty 5076.533835 = -4236140.814108 nChanged 1761 SP:Iteration 6F (9130.730000 sec): 3 clusters Score: Raw -4242369.362009 + Penalty 5076.533835 = -4237292.828174 nChanged 1753 SP:Iteration 7F (9131.050000 sec): 3 clusters Score: Raw -4243580.702820 + Penalty 5076.533835 = -4238504.168985 nChanged 1608 SP:Iteration 8F (9131.340000 sec): 3 clusters Score: Raw -4244770.061104 + Penalty 5076.533835 = -4239693.527270 nChanged 1387 SP:Iteration 9Q (9131.730000 sec): 3 clusters Score: Raw -4245948.067573 + Penalty 5076.533835 = -4240871.533739 nChanged 1105 SP:Iteration 10Q (9132.040000 sec): 3 clusters Score: Raw -4246877.436165 + Penalty 5076.533835 = -4241800.902331 nChanged 834 SP:Iteration 11Q (9132.410000 sec): 3 clusters Score: Raw -4247457.882874 + Penalty 5076.533835 = -4242381.349039 nChanged 619 SP:Iteration 12Q (9132.770000 sec): 3 clusters Score: Raw -4247817.605193 + Penalty 5076.533835 = -4242741.071358 nChanged 437 SP:Iteration 13Q (9133.070000 sec): 3 clusters Score: Raw -4248049.349282 + Penalty 5076.533835 = -4242972.815448 nChanged 370 SP:Iteration 14Q (9133.410000 sec): 3 clusters Score: Raw -4248239.865229 + Penalty 5076.533835 = -4243163.331394 nChanged 330 SP:Iteration 15Q (9133.730000 sec): 3 clusters Score: Raw -4248407.749773 + Penalty 5076.533835 = -4243331.215938 nChanged 314 SP:Iteration 16Q (9134.040000 sec): 3 clusters Score: Raw -4248563.089050 + Penalty 5076.533835 = -4243486.555215 nChanged 283 SP:Iteration 17Q (9134.350000 sec): 3 clusters Score: Raw -4248708.268793 + Penalty 5076.533835 = -4243631.734958 nChanged 250 SP:Iteration 18Q (9134.710000 sec): 3 clusters Score: Raw -4248853.869885 + Penalty 5076.533835 = -4243777.336050 nChanged 242 SP:Iteration 19Q (9135.060000 sec): 3 clusters Score: Raw -4249018.848468 + Penalty 5076.533835 = -4243942.314634 nChanged 239 SP:Iteration 20F (9135.390000 sec): 3 clusters Score: Raw -4249182.585217 + Penalty 5076.533835 = -4244106.051382 nChanged 222 SP:Iteration 21Q (9135.680000 sec): 3 clusters Score: Raw -4249331.700490 + Penalty 5076.533835 = -4244255.166656 nChanged 194 SP:Iteration 22Q (9135.970000 sec): 3 clusters Score: Raw -4249454.018389 + Penalty 5076.533835 = -4244377.484554 nChanged 163 SP:Iteration 23Q (9136.290000 sec): 3 clusters Score: Raw -4249551.006004 + Penalty 5076.533835 = -4244474.472169 nChanged 128 SP:Iteration 24Q (9136.640000 sec): 3 clusters Score: Raw -4249617.895760 + Penalty 5076.533835 = -4244541.361926 nChanged 105 SP:Iteration 25Q (9136.940000 sec): 3 clusters Score: Raw -4249665.352010 + Penalty 5076.533835 = -4244588.818176 nChanged 96 SP:Iteration 26Q (9137.230000 sec): 3 clusters Score: Raw -4249704.216471 + Penalty 5076.533835 = -4244627.682636 nChanged 86 SP:Iteration 27Q (9137.560000 sec): 3 clusters Score: Raw -4249740.200998 + Penalty 5076.533835 = -4244663.667163 nChanged 80 SP:Iteration 28Q (9137.890000 sec): 3 clusters Score: Raw -4249771.855584 + Penalty 5076.533835 = -4244695.321749 nChanged 77 SP:Iteration 29Q (9138.230000 sec): 3 clusters Score: Raw -4249800.231784 + Penalty 5076.533835 = -4244723.697949 nChanged 68 SP:Iteration 30Q (9138.520000 sec): 3 clusters Score: Raw -4249825.014713 + Penalty 5076.533835 = -4244748.480878 nChanged 65 SP:Iteration 31Q (9138.860000 sec): 3 clusters Score: Raw -4249850.046392 + Penalty 5076.533835 = -4244773.512558 nChanged 50 SP:Iteration 32Q (9139.220000 sec): 3 clusters Score: Raw -4249864.792279 + Penalty 5076.533835 = -4244788.258444 nChanged 38 SP:Iteration 33Q (9139.540000 sec): 3 clusters Score: Raw -4249876.539330 + Penalty 5076.533835 = -4244800.005495 nChanged 30 SP:Iteration 34Q (9139.850000 sec): 3 clusters Score: Raw -4249884.120205 + Penalty 5076.533835 = -4244807.586371 nChanged 22 SP:Iteration 35Q (9140.160000 sec): 3 clusters Score: Raw -4249888.612954 + Penalty 5076.533835 = -4244812.079119 nChanged 17 SP:Iteration 36Q (9140.500000 sec): 3 clusters Score: Raw -4249892.109643 + Penalty 5076.533835 = -4244815.575808 nChanged 18 SP:Iteration 37Q (9140.820000 sec): 3 clusters Score: Raw -4249896.019479 + Penalty 5076.533835 = -4244819.485644 nChanged 12 SP:Iteration 38Q (9141.130000 sec): 3 clusters Score: Raw -4249899.374162 + Penalty 5076.533835 = -4244822.840328 nChanged 9 SP:Iteration 39Q (9141.450000 sec): 3 clusters Score: Raw -4249901.520843 + Penalty 5076.533835 = -4244824.987008 nChanged 7 SP:Iteration 40F (9141.790000 sec): 3 clusters Score: Raw -4249902.922685 + Penalty 5076.533835 = -4244826.388850 nChanged 7 SP:Iteration 41Q (9142.060000 sec): 3 clusters Score: Raw -4249904.438760 + Penalty 5076.533835 = -4244827.904925 nChanged 7 SP:Iteration 42Q (9142.420000 sec): 3 clusters Score: Raw -4249905.989358 + Penalty 5076.533835 = -4244829.455523 nChanged 9 SP:Iteration 43Q (9142.720000 sec): 3 clusters Score: Raw -4249908.356948 + Penalty 5076.533835 = -4244831.823113 nChanged 10 SP:Iteration 44Q (9143.050000 sec): 3 clusters Score: Raw -4249910.880415 + Penalty 5076.533835 = -4244834.346580 nChanged 10 SP:Iteration 45Q (9143.330000 sec): 3 clusters Score: Raw -4249914.085894 + Penalty 5076.533835 = -4244837.552060 nChanged 18 SP:Iteration 46Q (9143.600000 sec): 3 clusters Score: Raw -4249917.625075 + Penalty 5076.533835 = -4244841.091240 nChanged 14 SP:Iteration 47Q (9143.890000 sec): 3 clusters Score: Raw -4249920.824472 + Penalty 5076.533835 = -4244844.290637 nChanged 13 SP:Iteration 48Q (9144.170000 sec): 3 clusters Score: Raw -4249922.959625 + Penalty 5076.533835 = -4244846.425791 nChanged 13 SP:Iteration 49Q (9144.490000 sec): 3 clusters Score: Raw -4249925.225655 + Penalty 5076.533835 = -4244848.691820 nChanged 7 SP:Iteration 50Q (9144.790000 sec): 3 clusters Score: Raw -4249926.751258 + Penalty 5076.533835 = -4244850.217423 nChanged 10 SP:Iteration 51Q (9145.100000 sec): 3 clusters Score: Raw -4249928.763563 + Penalty 5076.533835 = -4244852.229729 nChanged 8 SP:Iteration 52Q (9145.360000 sec): 3 clusters Score: Raw -4249930.370384 + Penalty 5076.533835 = -4244853.836549 nChanged 4 SP:Iteration 53Q (9145.670000 sec): 3 clusters Score: Raw -4249931.283752 + Penalty 5076.533835 = -4244854.749917 nChanged 2 SP:Iteration 54Q (9145.960000 sec): 3 clusters Score: Raw -4249931.529783 + Penalty 5076.533835 = -4244854.995948 nChanged 0 SP:Iteration 55F (9146.280000 sec): 3 clusters Score: Raw -4249931.529783 + Penalty 5076.533835 = -4244854.995948 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (58140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9146.610000 sec): 2 clusters Score: Raw -8819862.583478 + Penalty 2720.711075 = -8817141.872403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9147.090000 sec): 3 clusters Score: Raw -8783485.198045 + Penalty 5441.422150 = -8778043.775895 nChanged 27003 SP:Iteration 1F (9147.540000 sec): 3 clusters Score: Raw -8798738.891441 + Penalty 5441.422150 = -8793297.469290 nChanged 2321 SP:Iteration 2Q (9148.030000 sec): 3 clusters Score: Raw -8799409.101472 + Penalty 5441.422150 = -8793967.679321 nChanged 2261 SP:Iteration 3Q (9148.540000 sec): 3 clusters Score: Raw -8800103.605224 + Penalty 5441.422150 = -8794662.183073 nChanged 2307 SP:Iteration 4Q (9149.090000 sec): 3 clusters Score: Raw -8800842.534115 + Penalty 5441.422150 = -8795401.111965 nChanged 2302 SP:Iteration 5Q (9149.610000 sec): 3 clusters Score: Raw -8801608.619928 + Penalty 5441.422150 = -8796167.197777 nChanged 2300 SP:Iteration 6Q (9150.150000 sec): 3 clusters Score: Raw -8802417.707780 + Penalty 5441.422150 = -8796976.285630 nChanged 2308 SP:Iteration 7Q (9150.630000 sec): 3 clusters Score: Raw -8803257.717945 + Penalty 5441.422150 = -8797816.295795 nChanged 2295 SP:Iteration 8Q (9151.100000 sec): 3 clusters Score: Raw -8804100.161426 + Penalty 5441.422150 = -8798658.739276 nChanged 2279 SP:Iteration 9Q (9151.600000 sec): 3 clusters Score: Raw -8804962.093731 + Penalty 5441.422150 = -8799520.671581 nChanged 2247 SP:Iteration 10Q (9152.130000 sec): 3 clusters Score: Raw -8805850.291842 + Penalty 5441.422150 = -8800408.869691 nChanged 2200 SP:Iteration 11Q (9152.620000 sec): 3 clusters Score: Raw -8806712.038596 + Penalty 5441.422150 = -8801270.616446 nChanged 2065 SP:Iteration 12Q (9153.130000 sec): 3 clusters Score: Raw -8807552.752281 + Penalty 5441.422150 = -8802111.330130 nChanged 2033 SP:Iteration 13Q (9153.630000 sec): 3 clusters Score: Raw -8808447.818102 + Penalty 5441.422150 = -8803006.395952 nChanged 2090 SP:Iteration 14Q (9154.090000 sec): 3 clusters Score: Raw -8809394.205193 + Penalty 5441.422150 = -8803952.783043 nChanged 1987 SP:Iteration 15Q (9154.620000 sec): 3 clusters Score: Raw -8810257.105497 + Penalty 5441.422150 = -8804815.683346 nChanged 1801 SP:Iteration 16Q (9155.120000 sec): 3 clusters Score: Raw -8810969.358390 + Penalty 5441.422150 = -8805527.936240 nChanged 1617 SP:Iteration 17Q (9155.590000 sec): 3 clusters Score: Raw -8811554.305579 + Penalty 5441.422150 = -8806112.883429 nChanged 1385 SP:Iteration 18Q (9156.140000 sec): 3 clusters Score: Raw -8812054.446528 + Penalty 5441.422150 = -8806613.024378 nChanged 1261 SP:Iteration 19Q (9156.650000 sec): 3 clusters Score: Raw -8812491.623857 + Penalty 5441.422150 = -8807050.201707 nChanged 1121 SP:Iteration 20F (9157.190000 sec): 3 clusters Score: Raw -8812886.339189 + Penalty 5441.422150 = -8807444.917038 nChanged 1174 SP:Iteration 21Q (9157.670000 sec): 3 clusters Score: Raw -8813315.181834 + Penalty 5441.422150 = -8807873.759683 nChanged 1159 SP:Iteration 22Q (9158.200000 sec): 3 clusters Score: Raw -8813760.861559 + Penalty 5441.422150 = -8808319.439409 nChanged 1152 SP:Iteration 23Q (9158.690000 sec): 3 clusters Score: Raw -8814212.844781 + Penalty 5441.422150 = -8808771.422631 nChanged 1066 SP:Iteration 24Q (9159.200000 sec): 3 clusters Score: Raw -8814634.610192 + Penalty 5441.422150 = -8809193.188042 nChanged 1053 SP:Iteration 25Q (9159.670000 sec): 3 clusters Score: Raw -8815078.088616 + Penalty 5441.422150 = -8809636.666465 nChanged 1124 SP:Iteration 26Q (9160.170000 sec): 3 clusters Score: Raw -8815604.898802 + Penalty 5441.422150 = -8810163.476652 nChanged 1139 SP:Iteration 27Q (9160.640000 sec): 3 clusters Score: Raw -8816172.720018 + Penalty 5441.422150 = -8810731.297868 nChanged 1064 SP:Iteration 28Q (9161.130000 sec): 3 clusters Score: Raw -8816739.984453 + Penalty 5441.422150 = -8811298.562302 nChanged 1018 SP:Iteration 29Q (9161.570000 sec): 3 clusters Score: Raw -8817314.757322 + Penalty 5441.422150 = -8811873.335171 nChanged 957 SP:Iteration 30Q (9162.090000 sec): 3 clusters Score: Raw -8817890.956157 + Penalty 5441.422150 = -8812449.534007 nChanged 844 SP:Iteration 31Q (9162.580000 sec): 3 clusters Score: Raw -8818444.022421 + Penalty 5441.422150 = -8813002.600271 nChanged 725 SP:Iteration 32Q (9163.070000 sec): 3 clusters Score: Raw -8818930.934117 + Penalty 5441.422150 = -8813489.511967 nChanged 629 SP:Iteration 33Q (9163.550000 sec): 3 clusters Score: Raw -8819335.111838 + Penalty 5441.422150 = -8813893.689687 nChanged 462 SP:Iteration 34Q (9163.980000 sec): 3 clusters Score: Raw -8819619.674289 + Penalty 5441.422150 = -8814178.252139 nChanged 365 SP:Iteration 35Q (9164.470000 sec): 3 clusters Score: Raw -8819840.622487 + Penalty 5441.422150 = -8814399.200336 nChanged 288 SP:Iteration 36Q (9164.960000 sec): 3 clusters Score: Raw -8820021.693031 + Penalty 5441.422150 = -8814580.270881 nChanged 237 SP:Iteration 37Q (9165.520000 sec): 3 clusters Score: Raw -8820173.746200 + Penalty 5441.422150 = -8814732.324049 nChanged 198 SP:Iteration 38Q (9166.010000 sec): 3 clusters Score: Raw -8820298.208743 + Penalty 5441.422150 = -8814856.786593 nChanged 145 SP:Iteration 39Q (9166.450000 sec): 3 clusters Score: Raw -8820393.289144 + Penalty 5441.422150 = -8814951.866994 nChanged 94 SP:Iteration 40F (9167.000000 sec): 3 clusters Score: Raw -8820440.231961 + Penalty 5441.422150 = -8814998.809811 nChanged 73 SP:Iteration 41Q (9167.390000 sec): 3 clusters Score: Raw -8820479.392957 + Penalty 5441.422150 = -8815037.970806 nChanged 63 SP:Iteration 42Q (9167.810000 sec): 3 clusters Score: Raw -8820508.126362 + Penalty 5441.422150 = -8815066.704211 nChanged 44 SP:Iteration 43Q (9168.220000 sec): 3 clusters Score: Raw -8820527.667458 + Penalty 5441.422150 = -8815086.245307 nChanged 37 SP:Iteration 44Q (9168.710000 sec): 3 clusters Score: Raw -8820542.973996 + Penalty 5441.422150 = -8815101.551845 nChanged 36 SP:Iteration 45Q (9169.170000 sec): 3 clusters Score: Raw -8820558.084101 + Penalty 5441.422150 = -8815116.661951 nChanged 33 SP:Iteration 46Q (9169.610000 sec): 3 clusters Score: Raw -8820573.253877 + Penalty 5441.422150 = -8815131.831727 nChanged 23 SP:Iteration 47Q (9170.050000 sec): 3 clusters Score: Raw -8820583.757197 + Penalty 5441.422150 = -8815142.335046 nChanged 24 SP:Iteration 48Q (9170.450000 sec): 3 clusters Score: Raw -8820590.787444 + Penalty 5441.422150 = -8815149.365293 nChanged 16 SP:Iteration 49Q (9170.870000 sec): 3 clusters Score: Raw -8820596.241526 + Penalty 5441.422150 = -8815154.819375 nChanged 15 SP:Iteration 50Q (9171.300000 sec): 3 clusters Score: Raw -8820600.454726 + Penalty 5441.422150 = -8815159.032576 nChanged 8 SP:Iteration 51Q (9171.860000 sec): 3 clusters Score: Raw -8820603.524839 + Penalty 5441.422150 = -8815162.102689 nChanged 10 SP:Iteration 52Q (9172.350000 sec): 3 clusters Score: Raw -8820606.225635 + Penalty 5441.422150 = -8815164.803484 nChanged 9 SP:Iteration 53Q (9172.840000 sec): 3 clusters Score: Raw -8820608.859896 + Penalty 5441.422150 = -8815167.437745 nChanged 8 SP:Iteration 54Q (9173.330000 sec): 3 clusters Score: Raw -8820611.716396 + Penalty 5441.422150 = -8815170.294246 nChanged 11 SP:Iteration 55Q (9173.870000 sec): 3 clusters Score: Raw -8820615.339209 + Penalty 5441.422150 = -8815173.917058 nChanged 4 SP:Iteration 56Q (9174.310000 sec): 3 clusters Score: Raw -8820616.799500 + Penalty 5441.422150 = -8815175.377350 nChanged 5 SP:Iteration 57Q (9174.730000 sec): 3 clusters Score: Raw -8820618.393217 + Penalty 5441.422150 = -8815176.971067 nChanged 2 SP:Iteration 58Q (9175.170000 sec): 3 clusters Score: Raw -8820618.901902 + Penalty 5441.422150 = -8815177.479752 nChanged 1 SP:Iteration 59Q (9175.630000 sec): 3 clusters Score: Raw -8820619.146159 + Penalty 5441.422150 = -8815177.724009 nChanged 0 SP:Iteration 60F (9176.110000 sec): 3 clusters Score: Raw -8820619.146159 + Penalty 5441.422150 = -8815177.724009 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (3647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9176.270000 sec): 2 clusters Score: Raw -556062.662126 + Penalty 2034.011727 = -554028.650399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9176.460000 sec): 3 clusters Score: Raw -554479.484472 + Penalty 4068.023455 = -550411.461017 nChanged 1312 SP:Iteration 1F (9176.670000 sec): 3 clusters Score: Raw -555267.708017 + Penalty 4068.023455 = -551199.684562 nChanged 280 SP:Iteration 2F (9176.850000 sec): 3 clusters Score: Raw -555449.975296 + Penalty 4068.023455 = -551381.951842 nChanged 175 SP:Iteration 3Q (9177.040000 sec): 3 clusters Score: Raw -555561.886452 + Penalty 4068.023455 = -551493.862997 nChanged 120 SP:Iteration 4Q (9177.290000 sec): 3 clusters Score: Raw -555638.060097 + Penalty 4068.023455 = -551570.036642 nChanged 114 SP:Iteration 5Q (9177.480000 sec): 3 clusters Score: Raw -555718.294082 + Penalty 4068.023455 = -551650.270627 nChanged 118 SP:Iteration 6Q (9177.630000 sec): 3 clusters Score: Raw -555802.194862 + Penalty 4068.023455 = -551734.171407 nChanged 109 SP:Iteration 7Q (9177.830000 sec): 3 clusters Score: Raw -555882.353031 + Penalty 4068.023455 = -551814.329577 nChanged 103 SP:Iteration 8Q (9178.010000 sec): 3 clusters Score: Raw -555954.973647 + Penalty 4068.023455 = -551886.950192 nChanged 93 SP:Iteration 9Q (9178.200000 sec): 3 clusters Score: Raw -556029.956558 + Penalty 4068.023455 = -551961.933103 nChanged 107 SP:Iteration 10Q (9178.370000 sec): 3 clusters Score: Raw -556165.557972 + Penalty 4068.023455 = -552097.534517 nChanged 139 SP:Iteration 11Q (9178.530000 sec): 3 clusters Score: Raw -556333.990259 + Penalty 4068.023455 = -552265.966804 nChanged 148 SP:Iteration 12Q (9178.730000 sec): 3 clusters Score: Raw -556500.588208 + Penalty 4068.023455 = -552432.564753 nChanged 167 SP:Iteration 13Q (9178.950000 sec): 3 clusters Score: Raw -556660.330483 + Penalty 4068.023455 = -552592.307029 nChanged 151 SP:Iteration 14Q (9179.220000 sec): 3 clusters Score: Raw -556792.044256 + Penalty 4068.023455 = -552724.020802 nChanged 109 SP:Iteration 15Q (9179.390000 sec): 3 clusters Score: Raw -556874.000412 + Penalty 4068.023455 = -552805.976958 nChanged 78 SP:Iteration 16Q (9179.640000 sec): 3 clusters Score: Raw -556926.458240 + Penalty 4068.023455 = -552858.434785 nChanged 61 SP:Iteration 17Q (9179.840000 sec): 3 clusters Score: Raw -556967.914463 + Penalty 4068.023455 = -552899.891008 nChanged 51 SP:Iteration 18Q (9180.040000 sec): 3 clusters Score: Raw -556998.448488 + Penalty 4068.023455 = -552930.425034 nChanged 26 SP:Iteration 19Q (9180.280000 sec): 3 clusters Score: Raw -557012.693599 + Penalty 4068.023455 = -552944.670145 nChanged 26 SP:Iteration 20F (9180.480000 sec): 3 clusters Score: Raw -557026.629953 + Penalty 4068.023455 = -552958.606499 nChanged 16 SP:Iteration 21Q (9180.670000 sec): 3 clusters Score: Raw -557035.590118 + Penalty 4068.023455 = -552967.566663 nChanged 13 SP:Iteration 22Q (9180.870000 sec): 3 clusters Score: Raw -557042.170431 + Penalty 4068.023455 = -552974.146977 nChanged 8 SP:Iteration 23Q (9181.090000 sec): 3 clusters Score: Raw -557046.855120 + Penalty 4068.023455 = -552978.831665 nChanged 10 SP:Iteration 24Q (9181.340000 sec): 3 clusters Score: Raw -557050.523452 + Penalty 4068.023455 = -552982.499998 nChanged 5 SP:Iteration 25Q (9181.550000 sec): 3 clusters Score: Raw -557053.334614 + Penalty 4068.023455 = -552985.311159 nChanged 4 SP:Iteration 26Q (9181.750000 sec): 3 clusters Score: Raw -557055.670852 + Penalty 4068.023455 = -552987.647397 nChanged 6 SP:Iteration 27Q (9181.960000 sec): 3 clusters Score: Raw -557058.558211 + Penalty 4068.023455 = -552990.534756 nChanged 3 SP:Iteration 28Q (9182.140000 sec): 3 clusters Score: Raw -557059.676563 + Penalty 4068.023455 = -552991.653108 nChanged 1 SP:Iteration 29Q (9182.360000 sec): 3 clusters Score: Raw -557060.007536 + Penalty 4068.023455 = -552991.984081 nChanged 1 SP:Iteration 30Q (9182.560000 sec): 3 clusters Score: Raw -557060.297109 + Penalty 4068.023455 = -552992.273654 nChanged 0 SP:Iteration 31F (9182.780000 sec): 3 clusters Score: Raw -557060.297109 + Penalty 4068.023455 = -552992.273654 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (20331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9183.010000 sec): 2 clusters Score: Raw -3241108.394624 + Penalty 2460.135719 = -3238648.258905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9183.340000 sec): 3 clusters Score: Raw -3229145.207484 + Penalty 4920.271439 = -3224224.936046 nChanged 9023 SP:Iteration 1F (9183.640000 sec): 3 clusters Score: Raw -3233991.001407 + Penalty 4920.271439 = -3229070.729968 nChanged 1052 SP:Iteration 2F (9183.940000 sec): 3 clusters Score: Raw -3234369.160942 + Penalty 4920.271439 = -3229448.889503 nChanged 900 SP:Iteration 3Q (9184.220000 sec): 3 clusters Score: Raw -3234662.437555 + Penalty 4920.271439 = -3229742.166116 nChanged 798 SP:Iteration 4Q (9184.540000 sec): 3 clusters Score: Raw -3234935.843478 + Penalty 4920.271439 = -3230015.572039 nChanged 802 SP:Iteration 5Q (9184.860000 sec): 3 clusters Score: Raw -3235242.683421 + Penalty 4920.271439 = -3230322.411982 nChanged 813 SP:Iteration 6Q (9185.150000 sec): 3 clusters Score: Raw -3235607.038723 + Penalty 4920.271439 = -3230686.767285 nChanged 925 SP:Iteration 7Q (9185.470000 sec): 3 clusters Score: Raw -3236125.541950 + Penalty 4920.271439 = -3231205.270511 nChanged 1087 SP:Iteration 8F (9185.800000 sec): 3 clusters Score: Raw -3236840.994773 + Penalty 4920.271439 = -3231920.723334 nChanged 1169 SP:Iteration 9F (9186.140000 sec): 3 clusters Score: Raw -3237692.851412 + Penalty 4920.271439 = -3232772.579973 nChanged 1184 SP:Iteration 10F (9186.460000 sec): 3 clusters Score: Raw -3238654.101659 + Penalty 4920.271439 = -3233733.830221 nChanged 1051 SP:Iteration 11F (9186.810000 sec): 3 clusters Score: Raw -3239561.997795 + Penalty 4920.271439 = -3234641.726357 nChanged 823 SP:Iteration 12Q (9187.130000 sec): 3 clusters Score: Raw -3240246.894436 + Penalty 4920.271439 = -3235326.622997 nChanged 509 SP:Iteration 13Q (9187.380000 sec): 3 clusters Score: Raw -3240642.259252 + Penalty 4920.271439 = -3235721.987813 nChanged 345 SP:Iteration 14Q (9187.660000 sec): 3 clusters Score: Raw -3240913.127026 + Penalty 4920.271439 = -3235992.855587 nChanged 220 SP:Iteration 15Q (9187.930000 sec): 3 clusters Score: Raw -3241078.134205 + Penalty 4920.271439 = -3236157.862766 nChanged 149 SP:Iteration 16Q (9188.230000 sec): 3 clusters Score: Raw -3241195.338795 + Penalty 4920.271439 = -3236275.067357 nChanged 97 SP:Iteration 17Q (9188.560000 sec): 3 clusters Score: Raw -3241280.000393 + Penalty 4920.271439 = -3236359.728955 nChanged 58 SP:Iteration 18Q (9188.800000 sec): 3 clusters Score: Raw -3241326.217850 + Penalty 4920.271439 = -3236405.946412 nChanged 40 SP:Iteration 19Q (9189.100000 sec): 3 clusters Score: Raw -3241361.131649 + Penalty 4920.271439 = -3236440.860211 nChanged 40 SP:Iteration 20F (9189.360000 sec): 3 clusters Score: Raw -3241394.168466 + Penalty 4920.271439 = -3236473.897028 nChanged 21 SP:Iteration 21Q (9189.680000 sec): 3 clusters Score: Raw -3241410.854947 + Penalty 4920.271439 = -3236490.583508 nChanged 11 SP:Iteration 22Q (9190.020000 sec): 3 clusters Score: Raw -3241416.998056 + Penalty 4920.271439 = -3236496.726618 nChanged 9 SP:Iteration 23Q (9190.330000 sec): 3 clusters Score: Raw -3241424.286041 + Penalty 4920.271439 = -3236504.014603 nChanged 7 SP:Iteration 24Q (9190.690000 sec): 3 clusters Score: Raw -3241430.189597 + Penalty 4920.271439 = -3236509.918159 nChanged 7 SP:Iteration 25Q (9190.970000 sec): 3 clusters Score: Raw -3241437.385656 + Penalty 4920.271439 = -3236517.114218 nChanged 9 SP:Iteration 26Q (9191.300000 sec): 3 clusters Score: Raw -3241443.762110 + Penalty 4920.271439 = -3236523.490672 nChanged 5 SP:Iteration 27Q (9191.610000 sec): 3 clusters Score: Raw -3241448.212197 + Penalty 4920.271439 = -3236527.940759 nChanged 3 SP:Iteration 28Q (9191.910000 sec): 3 clusters Score: Raw -3241451.226920 + Penalty 4920.271439 = -3236530.955481 nChanged 4 SP:Iteration 29Q (9192.210000 sec): 3 clusters Score: Raw -3241453.959396 + Penalty 4920.271439 = -3236533.687957 nChanged 4 SP:Iteration 30Q (9192.500000 sec): 3 clusters Score: Raw -3241457.482486 + Penalty 4920.271439 = -3236537.211048 nChanged 4 SP:Iteration 31Q (9192.790000 sec): 3 clusters Score: Raw -3241459.535585 + Penalty 4920.271439 = -3236539.264146 nChanged 3 SP:Iteration 32Q (9193.050000 sec): 3 clusters Score: Raw -3241461.379016 + Penalty 4920.271439 = -3236541.107577 nChanged 2 SP:Iteration 33Q (9193.300000 sec): 3 clusters Score: Raw -3241462.831873 + Penalty 4920.271439 = -3236542.560434 nChanged 1 SP:Iteration 34Q (9193.530000 sec): 3 clusters Score: Raw -3241463.999560 + Penalty 4920.271439 = -3236543.728121 nChanged 1 SP:Iteration 35Q (9193.830000 sec): 3 clusters Score: Raw -3241464.875795 + Penalty 4920.271439 = -3236544.604357 nChanged 0 SP:Iteration 36F (9194.130000 sec): 3 clusters Score: Raw -3241464.875795 + Penalty 4920.271439 = -3236544.604357 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9194.210000 sec): 2 clusters Score: Raw -37218.636192 + Penalty 1428.207640 = -35790.428552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9194.430000 sec): 3 clusters Score: Raw -37592.176696 + Penalty 2856.415280 = -34735.761416 nChanged 59 SP:Iteration 1F (9194.650000 sec): 3 clusters Score: Raw -37868.761863 + Penalty 2856.415280 = -35012.346583 nChanged 21 SP:Iteration 2F (9194.790000 sec): 3 clusters Score: Raw -38024.283700 + Penalty 2856.415280 = -35167.868420 nChanged 9 SP:Iteration 3Q (9194.980000 sec): 3 clusters Score: Raw -38070.436866 + Penalty 2856.415280 = -35214.021586 nChanged 6 SP:Iteration 4Q (9195.200000 sec): 3 clusters Score: Raw -38083.423083 + Penalty 2856.415280 = -35227.007803 nChanged 2 SP:Iteration 5Q (9195.360000 sec): 3 clusters Score: Raw -38085.647516 + Penalty 2856.415280 = -35229.232237 nChanged 0 SP:Iteration 6F (9195.550000 sec): 3 clusters Score: Raw -38085.647516 + Penalty 2856.415280 = -35229.232237 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9195.670000 sec): 2 clusters Score: Raw -54198.665935 + Penalty 1483.390724 = -52715.275211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9195.880000 sec): 3 clusters Score: Raw -54263.286471 + Penalty 2966.781449 = -51296.505022 nChanged 58 SP:Iteration 1F (9196.070000 sec): 3 clusters Score: Raw -54401.142144 + Penalty 2966.781449 = -51434.360695 nChanged 17 SP:Iteration 2Q (9196.290000 sec): 3 clusters Score: Raw -54456.256958 + Penalty 2966.781449 = -51489.475510 nChanged 8 SP:Iteration 3Q (9196.490000 sec): 3 clusters Score: Raw -54475.643471 + Penalty 2966.781449 = -51508.862023 nChanged 1 SP:Iteration 4Q (9196.670000 sec): 3 clusters Score: Raw -54479.034157 + Penalty 2966.781449 = -51512.252708 nChanged 2 SP:Iteration 5Q (9196.870000 sec): 3 clusters Score: Raw -54486.351791 + Penalty 2966.781449 = -51519.570342 nChanged 3 SP:Iteration 6Q (9197.060000 sec): 3 clusters Score: Raw -54494.653856 + Penalty 2966.781449 = -51527.872407 nChanged 1 SP:Iteration 7Q (9197.250000 sec): 3 clusters Score: Raw -54496.842582 + Penalty 2966.781449 = -51530.061133 nChanged 1 SP:Iteration 8Q (9197.430000 sec): 3 clusters Score: Raw -54497.764397 + Penalty 2966.781449 = -51530.982949 nChanged 1 SP:Iteration 9Q (9197.630000 sec): 3 clusters Score: Raw -54505.684373 + Penalty 2966.781449 = -51538.902924 nChanged 1 SP:Iteration 10Q (9197.810000 sec): 3 clusters Score: Raw -54510.226253 + Penalty 2966.781449 = -51543.444804 nChanged 0 SP:Iteration 11F (9197.990000 sec): 3 clusters Score: Raw -54510.226253 + Penalty 2966.781449 = -51543.444804 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (14441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9198.160000 sec): 2 clusters Score: Raw -2156805.282352 + Penalty 2375.301012 = -2154429.981340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9198.440000 sec): 3 clusters Score: Raw -2148712.017693 + Penalty 4750.602024 = -2143961.415669 nChanged 6184 SP:Iteration 1F (9198.710000 sec): 3 clusters Score: Raw -2152025.374369 + Penalty 4750.602024 = -2147274.772344 nChanged 917 SP:Iteration 2F (9199.040000 sec): 3 clusters Score: Raw -2152448.968136 + Penalty 4750.602024 = -2147698.366112 nChanged 801 SP:Iteration 3F (9199.260000 sec): 3 clusters Score: Raw -2152833.506282 + Penalty 4750.602024 = -2148082.904258 nChanged 745 SP:Iteration 4F (9199.540000 sec): 3 clusters Score: Raw -2153227.933999 + Penalty 4750.602024 = -2148477.331974 nChanged 730 SP:Iteration 5F (9199.830000 sec): 3 clusters Score: Raw -2153619.877885 + Penalty 4750.602024 = -2148869.275860 nChanged 679 SP:Iteration 6Q (9200.130000 sec): 3 clusters Score: Raw -2154027.496407 + Penalty 4750.602024 = -2149276.894383 nChanged 734 SP:Iteration 7F (9200.360000 sec): 3 clusters Score: Raw -2154482.877071 + Penalty 4750.602024 = -2149732.275047 nChanged 699 SP:Iteration 8Q (9200.610000 sec): 3 clusters Score: Raw -2154870.800625 + Penalty 4750.602024 = -2150120.198601 nChanged 600 SP:Iteration 9Q (9200.840000 sec): 3 clusters Score: Raw -2155183.951705 + Penalty 4750.602024 = -2150433.349680 nChanged 515 SP:Iteration 10Q (9201.070000 sec): 3 clusters Score: Raw -2155413.656313 + Penalty 4750.602024 = -2150663.054289 nChanged 415 SP:Iteration 11Q (9201.340000 sec): 3 clusters Score: Raw -2155595.226673 + Penalty 4750.602024 = -2150844.624648 nChanged 309 SP:Iteration 12Q (9201.590000 sec): 3 clusters Score: Raw -2155721.083199 + Penalty 4750.602024 = -2150970.481175 nChanged 263 SP:Iteration 13Q (9201.870000 sec): 3 clusters Score: Raw -2155825.709045 + Penalty 4750.602024 = -2151075.107021 nChanged 226 SP:Iteration 14Q (9202.170000 sec): 3 clusters Score: Raw -2155901.687142 + Penalty 4750.602024 = -2151151.085118 nChanged 188 SP:Iteration 15Q (9202.470000 sec): 3 clusters Score: Raw -2155964.632664 + Penalty 4750.602024 = -2151214.030639 nChanged 147 SP:Iteration 16Q (9202.760000 sec): 3 clusters Score: Raw -2156004.202301 + Penalty 4750.602024 = -2151253.600277 nChanged 113 SP:Iteration 17Q (9203.000000 sec): 3 clusters Score: Raw -2156030.084485 + Penalty 4750.602024 = -2151279.482461 nChanged 81 SP:Iteration 18Q (9203.260000 sec): 3 clusters Score: Raw -2156044.237919 + Penalty 4750.602024 = -2151293.635894 nChanged 52 SP:Iteration 19Q (9203.490000 sec): 3 clusters Score: Raw -2156052.461649 + Penalty 4750.602024 = -2151301.859625 nChanged 53 SP:Iteration 20F (9203.760000 sec): 3 clusters Score: Raw -2156061.744907 + Penalty 4750.602024 = -2151311.142883 nChanged 33 SP:Iteration 21Q (9204.030000 sec): 3 clusters Score: Raw -2156067.658228 + Penalty 4750.602024 = -2151317.056204 nChanged 36 SP:Iteration 22Q (9204.260000 sec): 3 clusters Score: Raw -2156074.652270 + Penalty 4750.602024 = -2151324.050245 nChanged 40 SP:Iteration 23Q (9204.590000 sec): 3 clusters Score: Raw -2156081.044076 + Penalty 4750.602024 = -2151330.442052 nChanged 44 SP:Iteration 24Q (9204.850000 sec): 3 clusters Score: Raw -2156088.623349 + Penalty 4750.602024 = -2151338.021324 nChanged 34 SP:Iteration 25Q (9205.060000 sec): 3 clusters Score: Raw -2156094.102402 + Penalty 4750.602024 = -2151343.500378 nChanged 30 SP:Iteration 26Q (9205.330000 sec): 3 clusters Score: Raw -2156098.232857 + Penalty 4750.602024 = -2151347.630832 nChanged 28 SP:Iteration 27Q (9205.590000 sec): 3 clusters Score: Raw -2156103.822966 + Penalty 4750.602024 = -2151353.220942 nChanged 30 SP:Iteration 28Q (9205.910000 sec): 3 clusters Score: Raw -2156109.332598 + Penalty 4750.602024 = -2151358.730574 nChanged 35 SP:Iteration 29Q (9206.210000 sec): 3 clusters Score: Raw -2156115.049003 + Penalty 4750.602024 = -2151364.446979 nChanged 31 SP:Iteration 30Q (9206.500000 sec): 3 clusters Score: Raw -2156121.147745 + Penalty 4750.602024 = -2151370.545721 nChanged 34 SP:Iteration 31Q (9206.780000 sec): 3 clusters Score: Raw -2156126.035632 + Penalty 4750.602024 = -2151375.433607 nChanged 27 SP:Iteration 32Q (9207.060000 sec): 3 clusters Score: Raw -2156130.221421 + Penalty 4750.602024 = -2151379.619397 nChanged 27 SP:Iteration 33Q (9207.300000 sec): 3 clusters Score: Raw -2156134.109799 + Penalty 4750.602024 = -2151383.507774 nChanged 15 SP:Iteration 34Q (9207.600000 sec): 3 clusters Score: Raw -2156135.730873 + Penalty 4750.602024 = -2151385.128849 nChanged 11 SP:Iteration 35Q (9207.890000 sec): 3 clusters Score: Raw -2156137.299142 + Penalty 4750.602024 = -2151386.697118 nChanged 13 SP:Iteration 36Q (9208.170000 sec): 3 clusters Score: Raw -2156139.425080 + Penalty 4750.602024 = -2151388.823056 nChanged 13 SP:Iteration 37Q (9208.450000 sec): 3 clusters Score: Raw -2156141.605161 + Penalty 4750.602024 = -2151391.003137 nChanged 9 SP:Iteration 38Q (9208.710000 sec): 3 clusters Score: Raw -2156142.632907 + Penalty 4750.602024 = -2151392.030883 nChanged 7 SP:Iteration 39Q (9208.930000 sec): 3 clusters Score: Raw -2156143.574668 + Penalty 4750.602024 = -2151392.972644 nChanged 9 SP:Iteration 40F (9209.200000 sec): 3 clusters Score: Raw -2156145.008036 + Penalty 4750.602024 = -2151394.406011 nChanged 12 SP:Iteration 41Q (9209.470000 sec): 3 clusters Score: Raw -2156146.968765 + Penalty 4750.602024 = -2151396.366741 nChanged 11 SP:Iteration 42Q (9209.750000 sec): 3 clusters Score: Raw -2156148.348628 + Penalty 4750.602024 = -2151397.746603 nChanged 12 SP:Iteration 43Q (9210.030000 sec): 3 clusters Score: Raw -2156150.082677 + Penalty 4750.602024 = -2151399.480652 nChanged 5 SP:Iteration 44Q (9210.280000 sec): 3 clusters Score: Raw -2156150.744729 + Penalty 4750.602024 = -2151400.142705 nChanged 4 SP:Iteration 45Q (9210.570000 sec): 3 clusters Score: Raw -2156151.284716 + Penalty 4750.602024 = -2151400.682692 nChanged 5 SP:Iteration 46Q (9210.850000 sec): 3 clusters Score: Raw -2156151.951567 + Penalty 4750.602024 = -2151401.349542 nChanged 5 SP:Iteration 47Q (9211.140000 sec): 3 clusters Score: Raw -2156152.384534 + Penalty 4750.602024 = -2151401.782510 nChanged 5 SP:Iteration 48Q (9211.460000 sec): 3 clusters Score: Raw -2156152.924894 + Penalty 4750.602024 = -2151402.322869 nChanged 3 SP:Iteration 49Q (9211.720000 sec): 3 clusters Score: Raw -2156153.214035 + Penalty 4750.602024 = -2151402.612010 nChanged 2 SP:Iteration 50Q (9211.980000 sec): 3 clusters Score: Raw -2156153.360092 + Penalty 4750.602024 = -2151402.758068 nChanged 2 SP:Iteration 51Q (9212.270000 sec): 3 clusters Score: Raw -2156153.573019 + Penalty 4750.602024 = -2151402.970995 nChanged 3 SP:Iteration 52Q (9212.520000 sec): 3 clusters Score: Raw -2156154.270734 + Penalty 4750.602024 = -2151403.668709 nChanged 11 SP:Iteration 53Q (9212.740000 sec): 3 clusters Score: Raw -2156155.633079 + Penalty 4750.602024 = -2151405.031055 nChanged 7 SP:Iteration 54Q (9213.070000 sec): 3 clusters Score: Raw -2156156.810819 + Penalty 4750.602024 = -2151406.208795 nChanged 7 SP:Iteration 55Q (9213.320000 sec): 3 clusters Score: Raw -2156157.820669 + Penalty 4750.602024 = -2151407.218645 nChanged 4 SP:Iteration 56Q (9213.610000 sec): 3 clusters Score: Raw -2156158.310911 + Penalty 4750.602024 = -2151407.708886 nChanged 4 SP:Iteration 57Q (9213.850000 sec): 3 clusters Score: Raw -2156158.675886 + Penalty 4750.602024 = -2151408.073862 nChanged 5 SP:Iteration 58Q (9214.130000 sec): 3 clusters Score: Raw -2156159.405709 + Penalty 4750.602024 = -2151408.803685 nChanged 3 SP:Iteration 59Q (9214.410000 sec): 3 clusters Score: Raw -2156159.960463 + Penalty 4750.602024 = -2151409.358438 nChanged 4 SP:Iteration 60F (9214.690000 sec): 3 clusters Score: Raw -2156160.508529 + Penalty 4750.602024 = -2151409.906504 nChanged 5 SP:Iteration 61Q (9215.010000 sec): 3 clusters Score: Raw -2156161.572134 + Penalty 4750.602024 = -2151410.970110 nChanged 9 SP:Iteration 62Q (9215.270000 sec): 3 clusters Score: Raw -2156162.756981 + Penalty 4750.602024 = -2151412.154957 nChanged 4 SP:Iteration 63Q (9215.560000 sec): 3 clusters Score: Raw -2156163.158635 + Penalty 4750.602024 = -2151412.556610 nChanged 2 SP:Iteration 64Q (9215.830000 sec): 3 clusters Score: Raw -2156163.370175 + Penalty 4750.602024 = -2151412.768151 nChanged 3 SP:Iteration 65Q (9216.080000 sec): 3 clusters Score: Raw -2156163.697457 + Penalty 4750.602024 = -2151413.095433 nChanged 4 SP:Iteration 66Q (9216.330000 sec): 3 clusters Score: Raw -2156164.356348 + Penalty 4750.602024 = -2151413.754324 nChanged 4 SP:Iteration 67Q (9216.570000 sec): 3 clusters Score: Raw -2156164.869367 + Penalty 4750.602024 = -2151414.267343 nChanged 3 SP:Iteration 68Q (9216.790000 sec): 3 clusters Score: Raw -2156165.094461 + Penalty 4750.602024 = -2151414.492437 nChanged 5 SP:Iteration 69Q (9217.080000 sec): 3 clusters Score: Raw -2156165.905219 + Penalty 4750.602024 = -2151415.303194 nChanged 4 SP:Iteration 70Q (9217.350000 sec): 3 clusters Score: Raw -2156166.426219 + Penalty 4750.602024 = -2151415.824195 nChanged 2 SP:Iteration 71Q (9217.580000 sec): 3 clusters Score: Raw -2156166.617124 + Penalty 4750.602024 = -2151416.015100 nChanged 1 SP:Iteration 72Q (9217.850000 sec): 3 clusters Score: Raw -2156166.706813 + Penalty 4750.602024 = -2151416.104789 nChanged 0 SP:Iteration 73F (9218.100000 sec): 3 clusters Score: Raw -2156166.706813 + Penalty 4750.602024 = -2151416.104789 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (6838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9218.250000 sec): 2 clusters Score: Raw -988637.486161 + Penalty 2189.902141 = -986447.584019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9218.430000 sec): 3 clusters Score: Raw -985096.981902 + Penalty 4379.804283 = -980717.177619 nChanged 2729 SP:Iteration 1F (9218.640000 sec): 3 clusters Score: Raw -986622.264908 + Penalty 4379.804283 = -982242.460625 nChanged 480 SP:Iteration 2F (9218.860000 sec): 3 clusters Score: Raw -986883.698399 + Penalty 4379.804283 = -982503.894117 nChanged 347 SP:Iteration 3F (9219.080000 sec): 3 clusters Score: Raw -987069.204612 + Penalty 4379.804283 = -982689.400330 nChanged 287 SP:Iteration 4Q (9219.320000 sec): 3 clusters Score: Raw -987222.752323 + Penalty 4379.804283 = -982842.948040 nChanged 261 SP:Iteration 5Q (9219.510000 sec): 3 clusters Score: Raw -987361.295648 + Penalty 4379.804283 = -982981.491365 nChanged 229 SP:Iteration 6Q (9219.780000 sec): 3 clusters Score: Raw -987469.002205 + Penalty 4379.804283 = -983089.197922 nChanged 184 SP:Iteration 7Q (9219.980000 sec): 3 clusters Score: Raw -987568.541506 + Penalty 4379.804283 = -983188.737223 nChanged 183 SP:Iteration 8Q (9220.160000 sec): 3 clusters Score: Raw -987647.069102 + Penalty 4379.804283 = -983267.264819 nChanged 160 SP:Iteration 9Q (9220.380000 sec): 3 clusters Score: Raw -987718.382682 + Penalty 4379.804283 = -983338.578399 nChanged 138 SP:Iteration 10Q (9220.600000 sec): 3 clusters Score: Raw -987780.862619 + Penalty 4379.804283 = -983401.058337 nChanged 123 SP:Iteration 11Q (9220.780000 sec): 3 clusters Score: Raw -987830.764357 + Penalty 4379.804283 = -983450.960074 nChanged 132 SP:Iteration 12Q (9220.970000 sec): 3 clusters Score: Raw -987886.871382 + Penalty 4379.804283 = -983507.067099 nChanged 119 SP:Iteration 13Q (9221.190000 sec): 3 clusters Score: Raw -987939.444677 + Penalty 4379.804283 = -983559.640394 nChanged 124 SP:Iteration 14Q (9221.400000 sec): 3 clusters Score: Raw -987999.453527 + Penalty 4379.804283 = -983619.649244 nChanged 126 SP:Iteration 15Q (9221.600000 sec): 3 clusters Score: Raw -988055.112073 + Penalty 4379.804283 = -983675.307790 nChanged 123 SP:Iteration 16Q (9221.780000 sec): 3 clusters Score: Raw -988118.118932 + Penalty 4379.804283 = -983738.314649 nChanged 136 SP:Iteration 17Q (9221.970000 sec): 3 clusters Score: Raw -988188.320737 + Penalty 4379.804283 = -983808.516454 nChanged 138 SP:Iteration 18Q (9222.110000 sec): 3 clusters Score: Raw -988250.405645 + Penalty 4379.804283 = -983870.601362 nChanged 103 SP:Iteration 19Q (9222.330000 sec): 3 clusters Score: Raw -988292.705525 + Penalty 4379.804283 = -983912.901242 nChanged 85 SP:Iteration 20F (9222.580000 sec): 3 clusters Score: Raw -988332.077318 + Penalty 4379.804283 = -983952.273035 nChanged 89 SP:Iteration 21Q (9222.750000 sec): 3 clusters Score: Raw -988370.058889 + Penalty 4379.804283 = -983990.254606 nChanged 71 SP:Iteration 22Q (9222.990000 sec): 3 clusters Score: Raw -988404.162477 + Penalty 4379.804283 = -984024.358195 nChanged 71 SP:Iteration 23Q (9223.170000 sec): 3 clusters Score: Raw -988439.804758 + Penalty 4379.804283 = -984060.000476 nChanged 77 SP:Iteration 24Q (9223.400000 sec): 3 clusters Score: Raw -988477.102994 + Penalty 4379.804283 = -984097.298711 nChanged 75 SP:Iteration 25Q (9223.600000 sec): 3 clusters Score: Raw -988506.070416 + Penalty 4379.804283 = -984126.266133 nChanged 69 SP:Iteration 26Q (9223.800000 sec): 3 clusters Score: Raw -988531.901745 + Penalty 4379.804283 = -984152.097462 nChanged 67 SP:Iteration 27Q (9224.030000 sec): 3 clusters Score: Raw -988558.115755 + Penalty 4379.804283 = -984178.311472 nChanged 62 SP:Iteration 28Q (9224.290000 sec): 3 clusters Score: Raw -988581.260228 + Penalty 4379.804283 = -984201.455945 nChanged 47 SP:Iteration 29Q (9224.500000 sec): 3 clusters Score: Raw -988600.747200 + Penalty 4379.804283 = -984220.942917 nChanged 51 SP:Iteration 30Q (9224.690000 sec): 3 clusters Score: Raw -988620.021132 + Penalty 4379.804283 = -984240.216849 nChanged 39 SP:Iteration 31Q (9224.930000 sec): 3 clusters Score: Raw -988639.471029 + Penalty 4379.804283 = -984259.666746 nChanged 56 SP:Iteration 32Q (9225.150000 sec): 3 clusters Score: Raw -988664.239706 + Penalty 4379.804283 = -984284.435423 nChanged 55 SP:Iteration 33Q (9225.360000 sec): 3 clusters Score: Raw -988683.962676 + Penalty 4379.804283 = -984304.158393 nChanged 42 SP:Iteration 34Q (9225.580000 sec): 3 clusters Score: Raw -988698.649860 + Penalty 4379.804283 = -984318.845577 nChanged 37 SP:Iteration 35Q (9225.780000 sec): 3 clusters Score: Raw -988711.026948 + Penalty 4379.804283 = -984331.222665 nChanged 40 SP:Iteration 36Q (9225.980000 sec): 3 clusters Score: Raw -988726.061994 + Penalty 4379.804283 = -984346.257711 nChanged 29 SP:Iteration 37Q (9226.180000 sec): 3 clusters Score: Raw -988738.991371 + Penalty 4379.804283 = -984359.187088 nChanged 30 SP:Iteration 38Q (9226.390000 sec): 3 clusters Score: Raw -988750.028702 + Penalty 4379.804283 = -984370.224419 nChanged 24 SP:Iteration 39Q (9226.620000 sec): 3 clusters Score: Raw -988759.089534 + Penalty 4379.804283 = -984379.285251 nChanged 26 SP:Iteration 40F (9226.810000 sec): 3 clusters Score: Raw -988768.145072 + Penalty 4379.804283 = -984388.340789 nChanged 27 SP:Iteration 41Q (9227.060000 sec): 3 clusters Score: Raw -988778.818549 + Penalty 4379.804283 = -984399.014266 nChanged 32 SP:Iteration 42Q (9227.290000 sec): 3 clusters Score: Raw -988791.404459 + Penalty 4379.804283 = -984411.600176 nChanged 29 SP:Iteration 43Q (9227.520000 sec): 3 clusters Score: Raw -988803.681064 + Penalty 4379.804283 = -984423.876781 nChanged 26 SP:Iteration 44Q (9227.720000 sec): 3 clusters Score: Raw -988811.801146 + Penalty 4379.804283 = -984431.996863 nChanged 20 SP:Iteration 45Q (9227.940000 sec): 3 clusters Score: Raw -988818.814032 + Penalty 4379.804283 = -984439.009749 nChanged 18 SP:Iteration 46Q (9228.150000 sec): 3 clusters Score: Raw -988824.799058 + Penalty 4379.804283 = -984444.994776 nChanged 15 SP:Iteration 47Q (9228.420000 sec): 3 clusters Score: Raw -988830.269797 + Penalty 4379.804283 = -984450.465515 nChanged 14 SP:Iteration 48Q (9228.580000 sec): 3 clusters Score: Raw -988836.696348 + Penalty 4379.804283 = -984456.892066 nChanged 15 SP:Iteration 49Q (9228.800000 sec): 3 clusters Score: Raw -988842.782855 + Penalty 4379.804283 = -984462.978572 nChanged 16 SP:Iteration 50Q (9229.000000 sec): 3 clusters Score: Raw -988847.292939 + Penalty 4379.804283 = -984467.488656 nChanged 10 SP:Iteration 51Q (9229.160000 sec): 3 clusters Score: Raw -988849.897974 + Penalty 4379.804283 = -984470.093691 nChanged 9 SP:Iteration 52Q (9229.370000 sec): 3 clusters Score: Raw -988853.133952 + Penalty 4379.804283 = -984473.329670 nChanged 8 SP:Iteration 53Q (9229.600000 sec): 3 clusters Score: Raw -988856.139313 + Penalty 4379.804283 = -984476.335030 nChanged 6 SP:Iteration 54Q (9229.850000 sec): 3 clusters Score: Raw -988858.171165 + Penalty 4379.804283 = -984478.366882 nChanged 10 SP:Iteration 55Q (9230.070000 sec): 3 clusters Score: Raw -988862.213338 + Penalty 4379.804283 = -984482.409055 nChanged 10 SP:Iteration 56Q (9230.290000 sec): 3 clusters Score: Raw -988864.980305 + Penalty 4379.804283 = -984485.176023 nChanged 6 SP:Iteration 57Q (9230.480000 sec): 3 clusters Score: Raw -988866.635315 + Penalty 4379.804283 = -984486.831032 nChanged 8 SP:Iteration 58Q (9230.710000 sec): 3 clusters Score: Raw -988868.916664 + Penalty 4379.804283 = -984489.112381 nChanged 13 SP:Iteration 59Q (9230.910000 sec): 3 clusters Score: Raw -988872.425050 + Penalty 4379.804283 = -984492.620767 nChanged 13 SP:Iteration 60F (9231.150000 sec): 3 clusters Score: Raw -988875.895051 + Penalty 4379.804283 = -984496.090768 nChanged 12 SP:Iteration 61Q (9231.350000 sec): 3 clusters Score: Raw -988879.157987 + Penalty 4379.804283 = -984499.353704 nChanged 15 SP:Iteration 62Q (9231.550000 sec): 3 clusters Score: Raw -988883.086622 + Penalty 4379.804283 = -984503.282339 nChanged 11 SP:Iteration 63Q (9231.770000 sec): 3 clusters Score: Raw -988887.028663 + Penalty 4379.804283 = -984507.224380 nChanged 11 SP:Iteration 64Q (9231.970000 sec): 3 clusters Score: Raw -988890.339578 + Penalty 4379.804283 = -984510.535295 nChanged 10 SP:Iteration 65Q (9232.170000 sec): 3 clusters Score: Raw -988894.360679 + Penalty 4379.804283 = -984514.556396 nChanged 10 SP:Iteration 66Q (9232.380000 sec): 3 clusters Score: Raw -988898.614101 + Penalty 4379.804283 = -984518.809818 nChanged 9 SP:Iteration 67Q (9232.640000 sec): 3 clusters Score: Raw -988901.089484 + Penalty 4379.804283 = -984521.285201 nChanged 8 SP:Iteration 68Q (9232.870000 sec): 3 clusters Score: Raw -988904.727815 + Penalty 4379.804283 = -984524.923532 nChanged 6 SP:Iteration 69Q (9233.070000 sec): 3 clusters Score: Raw -988906.282220 + Penalty 4379.804283 = -984526.477937 nChanged 6 SP:Iteration 70Q (9233.250000 sec): 3 clusters Score: Raw -988908.006055 + Penalty 4379.804283 = -984528.201772 nChanged 5 SP:Iteration 71Q (9233.430000 sec): 3 clusters Score: Raw -988911.915851 + Penalty 4379.804283 = -984532.111568 nChanged 7 SP:Iteration 72Q (9233.680000 sec): 3 clusters Score: Raw -988914.760549 + Penalty 4379.804283 = -984534.956266 nChanged 11 SP:Iteration 73Q (9233.870000 sec): 3 clusters Score: Raw -988920.163103 + Penalty 4379.804283 = -984540.358820 nChanged 10 SP:Iteration 74Q (9234.080000 sec): 3 clusters Score: Raw -988923.833976 + Penalty 4379.804283 = -984544.029693 nChanged 6 SP:Iteration 75Q (9234.330000 sec): 3 clusters Score: Raw -988925.817454 + Penalty 4379.804283 = -984546.013171 nChanged 7 SP:Iteration 76Q (9234.550000 sec): 3 clusters Score: Raw -988928.336109 + Penalty 4379.804283 = -984548.531826 nChanged 7 SP:Iteration 77Q (9234.730000 sec): 3 clusters Score: Raw -988930.968396 + Penalty 4379.804283 = -984551.164113 nChanged 3 SP:Iteration 78Q (9234.960000 sec): 3 clusters Score: Raw -988931.842778 + Penalty 4379.804283 = -984552.038495 nChanged 3 SP:Iteration 79Q (9235.140000 sec): 3 clusters Score: Raw -988932.616687 + Penalty 4379.804283 = -984552.812404 nChanged 2 SP:Iteration 80F (9235.350000 sec): 3 clusters Score: Raw -988933.226570 + Penalty 4379.804283 = -984553.422288 nChanged 2 SP:Iteration 81Q (9235.560000 sec): 3 clusters Score: Raw -988933.855449 + Penalty 4379.804283 = -984554.051166 nChanged 2 SP:Iteration 82Q (9235.780000 sec): 3 clusters Score: Raw -988934.061326 + Penalty 4379.804283 = -984554.257044 nChanged 1 SP:Iteration 83Q (9235.950000 sec): 3 clusters Score: Raw -988934.238661 + Penalty 4379.804283 = -984554.434379 nChanged 0 SP:Iteration 84F (9236.210000 sec): 3 clusters Score: Raw -988934.238661 + Penalty 4379.804283 = -984554.434379 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (1010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9236.320000 sec): 2 clusters Score: Raw -157714.998768 + Penalty 1715.590991 = -155999.407776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9236.490000 sec): 3 clusters Score: Raw -157532.399008 + Penalty 3431.181982 = -154101.217025 nChanged 268 SP:Iteration 1F (9236.670000 sec): 3 clusters Score: Raw -157827.977326 + Penalty 3431.181982 = -154396.795344 nChanged 64 SP:Iteration 2F (9236.820000 sec): 3 clusters Score: Raw -157933.087095 + Penalty 3431.181982 = -154501.905112 nChanged 44 SP:Iteration 3Q (9237.000000 sec): 3 clusters Score: Raw -158024.030182 + Penalty 3431.181982 = -154592.848200 nChanged 34 SP:Iteration 4Q (9237.180000 sec): 3 clusters Score: Raw -158090.811108 + Penalty 3431.181982 = -154659.629125 nChanged 25 SP:Iteration 5Q (9237.360000 sec): 3 clusters Score: Raw -158136.358912 + Penalty 3431.181982 = -154705.176930 nChanged 24 SP:Iteration 6Q (9237.590000 sec): 3 clusters Score: Raw -158177.321608 + Penalty 3431.181982 = -154746.139626 nChanged 19 SP:Iteration 7Q (9237.770000 sec): 3 clusters Score: Raw -158211.734740 + Penalty 3431.181982 = -154780.552758 nChanged 25 SP:Iteration 8Q (9237.940000 sec): 3 clusters Score: Raw -158246.694611 + Penalty 3431.181982 = -154815.512628 nChanged 20 SP:Iteration 9Q (9238.110000 sec): 3 clusters Score: Raw -158283.347879 + Penalty 3431.181982 = -154852.165896 nChanged 24 SP:Iteration 10Q (9238.250000 sec): 3 clusters Score: Raw -158328.303457 + Penalty 3431.181982 = -154897.121475 nChanged 24 SP:Iteration 11Q (9238.430000 sec): 3 clusters Score: Raw -158386.562547 + Penalty 3431.181982 = -154955.380565 nChanged 31 SP:Iteration 12Q (9238.570000 sec): 3 clusters Score: Raw -158448.084821 + Penalty 3431.181982 = -155016.902838 nChanged 25 SP:Iteration 13Q (9238.740000 sec): 3 clusters Score: Raw -158510.391080 + Penalty 3431.181982 = -155079.209098 nChanged 18 SP:Iteration 14Q (9238.860000 sec): 3 clusters Score: Raw -158539.406711 + Penalty 3431.181982 = -155108.224728 nChanged 12 SP:Iteration 15Q (9239.010000 sec): 3 clusters Score: Raw -158569.292310 + Penalty 3431.181982 = -155138.110328 nChanged 15 SP:Iteration 16Q (9239.150000 sec): 3 clusters Score: Raw -158593.839078 + Penalty 3431.181982 = -155162.657096 nChanged 6 SP:Iteration 17Q (9239.240000 sec): 3 clusters Score: Raw -158606.371649 + Penalty 3431.181982 = -155175.189667 nChanged 3 SP:Iteration 18Q (9239.380000 sec): 3 clusters Score: Raw -158610.038964 + Penalty 3431.181982 = -155178.856982 nChanged 1 SP:Iteration 19Q (9239.540000 sec): 3 clusters Score: Raw -158611.072698 + Penalty 3431.181982 = -155179.890716 nChanged 0 SP:Iteration 20F (9239.730000 sec): 3 clusters Score: Raw -158611.072698 + Penalty 3431.181982 = -155179.890716 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (2453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9239.840000 sec): 2 clusters Score: Raw -342063.562978 + Penalty 1935.656627 = -340127.906351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9240.030000 sec): 3 clusters Score: Raw -341066.868497 + Penalty 3871.313254 = -337195.555243 nChanged 848 SP:Iteration 1F (9240.170000 sec): 3 clusters Score: Raw -341751.145781 + Penalty 3871.313254 = -337879.832527 nChanged 210 SP:Iteration 2F (9240.340000 sec): 3 clusters Score: Raw -341937.643626 + Penalty 3871.313254 = -338066.330372 nChanged 121 SP:Iteration 3Q (9240.500000 sec): 3 clusters Score: Raw -342040.518490 + Penalty 3871.313254 = -338169.205236 nChanged 102 SP:Iteration 4Q (9240.690000 sec): 3 clusters Score: Raw -342126.290055 + Penalty 3871.313254 = -338254.976801 nChanged 74 SP:Iteration 5Q (9240.880000 sec): 3 clusters Score: Raw -342209.712093 + Penalty 3871.313254 = -338338.398840 nChanged 69 SP:Iteration 6Q (9241.010000 sec): 3 clusters Score: Raw -342306.360007 + Penalty 3871.313254 = -338435.046753 nChanged 65 SP:Iteration 7Q (9241.200000 sec): 3 clusters Score: Raw -342365.202290 + Penalty 3871.313254 = -338493.889037 nChanged 52 SP:Iteration 8Q (9241.380000 sec): 3 clusters Score: Raw -342420.973642 + Penalty 3871.313254 = -338549.660388 nChanged 51 SP:Iteration 9Q (9241.560000 sec): 3 clusters Score: Raw -342455.215141 + Penalty 3871.313254 = -338583.901887 nChanged 36 SP:Iteration 10Q (9241.780000 sec): 3 clusters Score: Raw -342481.412944 + Penalty 3871.313254 = -338610.099690 nChanged 26 SP:Iteration 11Q (9242.000000 sec): 3 clusters Score: Raw -342505.594454 + Penalty 3871.313254 = -338634.281200 nChanged 24 SP:Iteration 12Q (9242.160000 sec): 3 clusters Score: Raw -342522.405968 + Penalty 3871.313254 = -338651.092714 nChanged 20 SP:Iteration 13Q (9242.350000 sec): 3 clusters Score: Raw -342537.233799 + Penalty 3871.313254 = -338665.920545 nChanged 21 SP:Iteration 14Q (9242.520000 sec): 3 clusters Score: Raw -342549.343860 + Penalty 3871.313254 = -338678.030606 nChanged 15 SP:Iteration 15Q (9242.740000 sec): 3 clusters Score: Raw -342558.853984 + Penalty 3871.313254 = -338687.540730 nChanged 20 SP:Iteration 16Q (9242.870000 sec): 3 clusters Score: Raw -342569.792111 + Penalty 3871.313254 = -338698.478857 nChanged 12 SP:Iteration 17Q (9243.070000 sec): 3 clusters Score: Raw -342580.369879 + Penalty 3871.313254 = -338709.056625 nChanged 13 SP:Iteration 18Q (9243.210000 sec): 3 clusters Score: Raw -342589.138386 + Penalty 3871.313254 = -338717.825132 nChanged 12 SP:Iteration 19Q (9243.410000 sec): 3 clusters Score: Raw -342595.358815 + Penalty 3871.313254 = -338724.045561 nChanged 9 SP:Iteration 20F (9243.550000 sec): 3 clusters Score: Raw -342599.979741 + Penalty 3871.313254 = -338728.666487 nChanged 4 SP:Iteration 21Q (9243.740000 sec): 3 clusters Score: Raw -342602.536301 + Penalty 3871.313254 = -338731.223047 nChanged 9 SP:Iteration 22Q (9243.890000 sec): 3 clusters Score: Raw -342609.672750 + Penalty 3871.313254 = -338738.359496 nChanged 7 SP:Iteration 23Q (9244.080000 sec): 3 clusters Score: Raw -342612.616927 + Penalty 3871.313254 = -338741.303673 nChanged 6 SP:Iteration 24Q (9244.220000 sec): 3 clusters Score: Raw -342616.941118 + Penalty 3871.313254 = -338745.627864 nChanged 10 SP:Iteration 25Q (9244.420000 sec): 3 clusters Score: Raw -342623.854192 + Penalty 3871.313254 = -338752.540938 nChanged 12 SP:Iteration 26Q (9244.600000 sec): 3 clusters Score: Raw -342630.200580 + Penalty 3871.313254 = -338758.887326 nChanged 23 SP:Iteration 27Q (9244.820000 sec): 3 clusters Score: Raw -342646.196027 + Penalty 3871.313254 = -338774.882773 nChanged 20 SP:Iteration 28Q (9245.020000 sec): 3 clusters Score: Raw -342659.900645 + Penalty 3871.313254 = -338788.587391 nChanged 18 SP:Iteration 29Q (9245.170000 sec): 3 clusters Score: Raw -342669.591669 + Penalty 3871.313254 = -338798.278415 nChanged 10 SP:Iteration 30Q (9245.370000 sec): 3 clusters Score: Raw -342674.567201 + Penalty 3871.313254 = -338803.253947 nChanged 7 SP:Iteration 31Q (9245.540000 sec): 3 clusters Score: Raw -342680.014258 + Penalty 3871.313254 = -338808.701004 nChanged 13 SP:Iteration 32Q (9245.740000 sec): 3 clusters Score: Raw -342691.122511 + Penalty 3871.313254 = -338819.809257 nChanged 22 SP:Iteration 33Q (9245.960000 sec): 3 clusters Score: Raw -342710.978589 + Penalty 3871.313254 = -338839.665336 nChanged 25 SP:Iteration 34Q (9246.190000 sec): 3 clusters Score: Raw -342745.523191 + Penalty 3871.313254 = -338874.209937 nChanged 35 SP:Iteration 35Q (9246.380000 sec): 3 clusters Score: Raw -342791.264848 + Penalty 3871.313254 = -338919.951594 nChanged 42 SP:Iteration 36Q (9246.560000 sec): 3 clusters Score: Raw -342848.952425 + Penalty 3871.313254 = -338977.639171 nChanged 38 SP:Iteration 37Q (9246.760000 sec): 3 clusters Score: Raw -342903.333706 + Penalty 3871.313254 = -339032.020452 nChanged 44 SP:Iteration 38Q (9246.980000 sec): 3 clusters Score: Raw -342972.516492 + Penalty 3871.313254 = -339101.203238 nChanged 52 SP:Iteration 39Q (9247.140000 sec): 3 clusters Score: Raw -343032.882110 + Penalty 3871.313254 = -339161.568856 nChanged 46 SP:Iteration 40F (9247.340000 sec): 3 clusters Score: Raw -343091.394354 + Penalty 3871.313254 = -339220.081100 nChanged 41 SP:Iteration 41Q (9247.500000 sec): 3 clusters Score: Raw -343133.148302 + Penalty 3871.313254 = -339261.835048 nChanged 38 SP:Iteration 42Q (9247.660000 sec): 3 clusters Score: Raw -343165.006886 + Penalty 3871.313254 = -339293.693632 nChanged 24 SP:Iteration 43Q (9247.870000 sec): 3 clusters Score: Raw -343187.195631 + Penalty 3871.313254 = -339315.882377 nChanged 24 SP:Iteration 44Q (9248.050000 sec): 3 clusters Score: Raw -343210.681779 + Penalty 3871.313254 = -339339.368525 nChanged 21 SP:Iteration 45Q (9248.260000 sec): 3 clusters Score: Raw -343237.010232 + Penalty 3871.313254 = -339365.696978 nChanged 24 SP:Iteration 46Q (9248.470000 sec): 3 clusters Score: Raw -343256.246609 + Penalty 3871.313254 = -339384.933355 nChanged 11 SP:Iteration 47Q (9248.670000 sec): 3 clusters Score: Raw -343266.299440 + Penalty 3871.313254 = -339394.986186 nChanged 9 SP:Iteration 48Q (9248.850000 sec): 3 clusters Score: Raw -343273.567704 + Penalty 3871.313254 = -339402.254450 nChanged 9 SP:Iteration 49Q (9248.980000 sec): 3 clusters Score: Raw -343284.134515 + Penalty 3871.313254 = -339412.821261 nChanged 7 SP:Iteration 50Q (9249.170000 sec): 3 clusters Score: Raw -343288.011859 + Penalty 3871.313254 = -339416.698605 nChanged 6 SP:Iteration 51Q (9249.340000 sec): 3 clusters Score: Raw -343291.004829 + Penalty 3871.313254 = -339419.691575 nChanged 1 SP:Iteration 52Q (9249.560000 sec): 3 clusters Score: Raw -343291.206146 + Penalty 3871.313254 = -339419.892892 nChanged 0 SP:Iteration 53F (9249.780000 sec): 3 clusters Score: Raw -343291.206146 + Penalty 3871.313254 = -339419.892892 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (10722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9249.920000 sec): 2 clusters Score: Raw -1624851.611154 + Penalty 2301.453140 = -1622550.158014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9250.210000 sec): 3 clusters Score: Raw -1619066.286579 + Penalty 4602.906280 = -1614463.380299 nChanged 4431 SP:Iteration 1F (9250.460000 sec): 3 clusters Score: Raw -1621475.804723 + Penalty 4602.906280 = -1616872.898443 nChanged 712 SP:Iteration 2F (9250.660000 sec): 3 clusters Score: Raw -1621812.585047 + Penalty 4602.906280 = -1617209.678767 nChanged 568 SP:Iteration 3F (9250.910000 sec): 3 clusters Score: Raw -1622065.034933 + Penalty 4602.906280 = -1617462.128652 nChanged 458 SP:Iteration 4Q (9251.160000 sec): 3 clusters Score: Raw -1622261.353365 + Penalty 4602.906280 = -1617658.447084 nChanged 389 SP:Iteration 5Q (9251.430000 sec): 3 clusters Score: Raw -1622433.849288 + Penalty 4602.906280 = -1617830.943008 nChanged 384 SP:Iteration 6Q (9251.620000 sec): 3 clusters Score: Raw -1622624.847096 + Penalty 4602.906280 = -1618021.940816 nChanged 409 SP:Iteration 7Q (9251.880000 sec): 3 clusters Score: Raw -1622868.441965 + Penalty 4602.906280 = -1618265.535685 nChanged 463 SP:Iteration 8Q (9252.130000 sec): 3 clusters Score: Raw -1623180.457626 + Penalty 4602.906280 = -1618577.551346 nChanged 530 SP:Iteration 9Q (9252.410000 sec): 3 clusters Score: Raw -1623576.627055 + Penalty 4602.906280 = -1618973.720774 nChanged 582 SP:Iteration 10F (9252.610000 sec): 3 clusters Score: Raw -1624096.074067 + Penalty 4602.906280 = -1619493.167786 nChanged 599 SP:Iteration 11F (9252.840000 sec): 3 clusters Score: Raw -1624605.528822 + Penalty 4602.906280 = -1620002.622541 nChanged 496 SP:Iteration 12Q (9253.100000 sec): 3 clusters Score: Raw -1624966.453151 + Penalty 4602.906280 = -1620363.546871 nChanged 371 SP:Iteration 13Q (9253.350000 sec): 3 clusters Score: Raw -1625187.211422 + Penalty 4602.906280 = -1620584.305142 nChanged 264 SP:Iteration 14Q (9253.560000 sec): 3 clusters Score: Raw -1625314.741444 + Penalty 4602.906280 = -1620711.835163 nChanged 199 SP:Iteration 15Q (9253.820000 sec): 3 clusters Score: Raw -1625408.769557 + Penalty 4602.906280 = -1620805.863277 nChanged 149 SP:Iteration 16Q (9254.100000 sec): 3 clusters Score: Raw -1625473.205279 + Penalty 4602.906280 = -1620870.298998 nChanged 122 SP:Iteration 17Q (9254.340000 sec): 3 clusters Score: Raw -1625526.274494 + Penalty 4602.906280 = -1620923.368214 nChanged 109 SP:Iteration 18Q (9254.560000 sec): 3 clusters Score: Raw -1625562.955274 + Penalty 4602.906280 = -1620960.048994 nChanged 69 SP:Iteration 19Q (9254.840000 sec): 3 clusters Score: Raw -1625583.162765 + Penalty 4602.906280 = -1620980.256485 nChanged 53 SP:Iteration 20F (9255.090000 sec): 3 clusters Score: Raw -1625596.969537 + Penalty 4602.906280 = -1620994.063257 nChanged 50 SP:Iteration 21Q (9255.330000 sec): 3 clusters Score: Raw -1625611.041320 + Penalty 4602.906280 = -1621008.135039 nChanged 62 SP:Iteration 22Q (9255.600000 sec): 3 clusters Score: Raw -1625630.039638 + Penalty 4602.906280 = -1621027.133358 nChanged 51 SP:Iteration 23Q (9255.880000 sec): 3 clusters Score: Raw -1625644.769253 + Penalty 4602.906280 = -1621041.862972 nChanged 58 SP:Iteration 24Q (9256.130000 sec): 3 clusters Score: Raw -1625663.458744 + Penalty 4602.906280 = -1621060.552463 nChanged 60 SP:Iteration 25Q (9256.330000 sec): 3 clusters Score: Raw -1625682.646275 + Penalty 4602.906280 = -1621079.739995 nChanged 53 SP:Iteration 26Q (9256.540000 sec): 3 clusters Score: Raw -1625698.328501 + Penalty 4602.906280 = -1621095.422221 nChanged 57 SP:Iteration 27Q (9256.770000 sec): 3 clusters Score: Raw -1625716.529259 + Penalty 4602.906280 = -1621113.622978 nChanged 67 SP:Iteration 28Q (9257.020000 sec): 3 clusters Score: Raw -1625739.494005 + Penalty 4602.906280 = -1621136.587725 nChanged 76 SP:Iteration 29Q (9257.250000 sec): 3 clusters Score: Raw -1625767.318412 + Penalty 4602.906280 = -1621164.412131 nChanged 65 SP:Iteration 30Q (9257.460000 sec): 3 clusters Score: Raw -1625790.057732 + Penalty 4602.906280 = -1621187.151451 nChanged 55 SP:Iteration 31Q (9257.740000 sec): 3 clusters Score: Raw -1625807.703303 + Penalty 4602.906280 = -1621204.797023 nChanged 58 SP:Iteration 32Q (9258.000000 sec): 3 clusters Score: Raw -1625830.207954 + Penalty 4602.906280 = -1621227.301674 nChanged 63 SP:Iteration 33Q (9258.220000 sec): 3 clusters Score: Raw -1625853.436615 + Penalty 4602.906280 = -1621250.530335 nChanged 46 SP:Iteration 34Q (9258.470000 sec): 3 clusters Score: Raw -1625867.184159 + Penalty 4602.906280 = -1621264.277878 nChanged 31 SP:Iteration 35Q (9258.720000 sec): 3 clusters Score: Raw -1625877.496591 + Penalty 4602.906280 = -1621274.590310 nChanged 34 SP:Iteration 36Q (9258.940000 sec): 3 clusters Score: Raw -1625890.585267 + Penalty 4602.906280 = -1621287.678987 nChanged 36 SP:Iteration 37Q (9259.140000 sec): 3 clusters Score: Raw -1625903.181853 + Penalty 4602.906280 = -1621300.275573 nChanged 33 SP:Iteration 38Q (9259.350000 sec): 3 clusters Score: Raw -1625911.769744 + Penalty 4602.906280 = -1621308.863464 nChanged 32 SP:Iteration 39Q (9259.570000 sec): 3 clusters Score: Raw -1625920.834696 + Penalty 4602.906280 = -1621317.928416 nChanged 30 SP:Iteration 40F (9259.850000 sec): 3 clusters Score: Raw -1625929.790361 + Penalty 4602.906280 = -1621326.884081 nChanged 29 SP:Iteration 41Q (9260.070000 sec): 3 clusters Score: Raw -1625938.355911 + Penalty 4602.906280 = -1621335.449631 nChanged 24 SP:Iteration 42Q (9260.350000 sec): 3 clusters Score: Raw -1625944.294178 + Penalty 4602.906280 = -1621341.387897 nChanged 19 SP:Iteration 43Q (9260.590000 sec): 3 clusters Score: Raw -1625949.328608 + Penalty 4602.906280 = -1621346.422328 nChanged 21 SP:Iteration 44Q (9260.790000 sec): 3 clusters Score: Raw -1625956.121688 + Penalty 4602.906280 = -1621353.215407 nChanged 22 SP:Iteration 45Q (9261.050000 sec): 3 clusters Score: Raw -1625964.817344 + Penalty 4602.906280 = -1621361.911064 nChanged 23 SP:Iteration 46Q (9261.230000 sec): 3 clusters Score: Raw -1625971.812613 + Penalty 4602.906280 = -1621368.906332 nChanged 29 SP:Iteration 47Q (9261.430000 sec): 3 clusters Score: Raw -1625981.027108 + Penalty 4602.906280 = -1621378.120828 nChanged 21 SP:Iteration 48Q (9261.650000 sec): 3 clusters Score: Raw -1625987.901361 + Penalty 4602.906280 = -1621384.995081 nChanged 16 SP:Iteration 49Q (9261.860000 sec): 3 clusters Score: Raw -1625992.034881 + Penalty 4602.906280 = -1621389.128600 nChanged 11 SP:Iteration 50Q (9262.110000 sec): 3 clusters Score: Raw -1625994.704119 + Penalty 4602.906280 = -1621391.797838 nChanged 8 SP:Iteration 51Q (9262.360000 sec): 3 clusters Score: Raw -1625996.081749 + Penalty 4602.906280 = -1621393.175469 nChanged 7 SP:Iteration 52Q (9262.600000 sec): 3 clusters Score: Raw -1625997.771713 + Penalty 4602.906280 = -1621394.865433 nChanged 6 SP:Iteration 53Q (9262.850000 sec): 3 clusters Score: Raw -1625999.776166 + Penalty 4602.906280 = -1621396.869886 nChanged 8 SP:Iteration 54Q (9263.100000 sec): 3 clusters Score: Raw -1626003.392750 + Penalty 4602.906280 = -1621400.486469 nChanged 8 SP:Iteration 55Q (9263.320000 sec): 3 clusters Score: Raw -1626005.294693 + Penalty 4602.906280 = -1621402.388412 nChanged 3 SP:Iteration 56Q (9263.570000 sec): 3 clusters Score: Raw -1626005.818435 + Penalty 4602.906280 = -1621402.912155 nChanged 2 SP:Iteration 57Q (9263.770000 sec): 3 clusters Score: Raw -1626006.011424 + Penalty 4602.906280 = -1621403.105144 nChanged 2 SP:Iteration 58Q (9264.010000 sec): 3 clusters Score: Raw -1626006.138867 + Penalty 4602.906280 = -1621403.232587 nChanged 1 SP:Iteration 59Q (9264.220000 sec): 3 clusters Score: Raw -1626006.224016 + Penalty 4602.906280 = -1621403.317736 nChanged 0 SP:Iteration 60F (9264.450000 sec): 3 clusters Score: Raw -1626006.224016 + Penalty 4602.906280 = -1621403.317736 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9264.540000 sec): 2 clusters Score: Raw -101818.265262 + Penalty 1618.570725 = -100199.694537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9264.730000 sec): 3 clusters Score: Raw -101718.904699 + Penalty 3237.141450 = -98481.763249 nChanged 116 SP:Iteration 1F (9264.920000 sec): 3 clusters Score: Raw -101883.325497 + Penalty 3237.141450 = -98646.184046 nChanged 28 SP:Iteration 2Q (9265.110000 sec): 3 clusters Score: Raw -101932.332539 + Penalty 3237.141450 = -98695.191088 nChanged 13 SP:Iteration 3Q (9265.270000 sec): 3 clusters Score: Raw -101950.314355 + Penalty 3237.141450 = -98713.172905 nChanged 9 SP:Iteration 4Q (9265.500000 sec): 3 clusters Score: Raw -101972.514861 + Penalty 3237.141450 = -98735.373410 nChanged 7 SP:Iteration 5Q (9265.670000 sec): 3 clusters Score: Raw -101996.232978 + Penalty 3237.141450 = -98759.091528 nChanged 6 SP:Iteration 6Q (9265.870000 sec): 3 clusters Score: Raw -102006.649743 + Penalty 3237.141450 = -98769.508293 nChanged 4 SP:Iteration 7Q (9266.060000 sec): 3 clusters Score: Raw -102015.252810 + Penalty 3237.141450 = -98778.111360 nChanged 2 SP:Iteration 8Q (9266.310000 sec): 3 clusters Score: Raw -102021.533586 + Penalty 3237.141450 = -98784.392135 nChanged 6 SP:Iteration 9Q (9266.480000 sec): 3 clusters Score: Raw -102033.439370 + Penalty 3237.141450 = -98796.297920 nChanged 3 SP:Iteration 10Q (9266.650000 sec): 3 clusters Score: Raw -102040.446141 + Penalty 3237.141450 = -98803.304691 nChanged 6 SP:Iteration 11Q (9266.830000 sec): 3 clusters Score: Raw -102054.832753 + Penalty 3237.141450 = -98817.691303 nChanged 7 SP:Iteration 12Q (9267.010000 sec): 3 clusters Score: Raw -102070.706695 + Penalty 3237.141450 = -98833.565245 nChanged 6 SP:Iteration 13Q (9267.180000 sec): 3 clusters Score: Raw -102079.075521 + Penalty 3237.141450 = -98841.934070 nChanged 2 SP:Iteration 14Q (9267.340000 sec): 3 clusters Score: Raw -102081.475599 + Penalty 3237.141450 = -98844.334148 nChanged 0 SP:Iteration 15F (9267.520000 sec): 3 clusters Score: Raw -102081.475599 + Penalty 3237.141450 = -98844.334148 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9267.620000 sec): 2 clusters Score: Raw -35021.472075 + Penalty 1364.312036 = -33657.160039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9267.760000 sec): 3 clusters Score: Raw -35214.766921 + Penalty 2728.624072 = -32486.142849 nChanged 30 SP:Iteration 1F (9267.930000 sec): 3 clusters Score: Raw -35364.941785 + Penalty 2728.624072 = -32636.317713 nChanged 6 SP:Iteration 2Q (9268.120000 sec): 3 clusters Score: Raw -35392.548896 + Penalty 2728.624072 = -32663.924824 nChanged 2 SP:Iteration 3Q (9268.290000 sec): 3 clusters Score: Raw -35399.461006 + Penalty 2728.624072 = -32670.836934 nChanged 1 SP:Iteration 4Q (9268.450000 sec): 3 clusters Score: Raw -35404.667829 + Penalty 2728.624072 = -32676.043757 nChanged 0 SP:Iteration 5F (9268.640000 sec): 3 clusters Score: Raw -35404.667829 + Penalty 2728.624072 = -32676.043757 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9268.750000 sec): 2 clusters Score: Raw -60859.959051 + Penalty 1503.818732 = -59356.140319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9268.870000 sec): 3 clusters Score: Raw -60918.301988 + Penalty 3007.637464 = -57910.664525 nChanged 73 SP:Iteration 1F (9269.070000 sec): 3 clusters Score: Raw -61073.583849 + Penalty 3007.637464 = -58065.946385 nChanged 16 SP:Iteration 2Q (9269.210000 sec): 3 clusters Score: Raw -61115.550807 + Penalty 3007.637464 = -58107.913344 nChanged 4 SP:Iteration 3Q (9269.410000 sec): 3 clusters Score: Raw -61130.202026 + Penalty 3007.637464 = -58122.564562 nChanged 4 SP:Iteration 4Q (9269.540000 sec): 3 clusters Score: Raw -61150.920826 + Penalty 3007.637464 = -58143.283362 nChanged 3 SP:Iteration 5Q (9269.770000 sec): 3 clusters Score: Raw -61159.283094 + Penalty 3007.637464 = -58151.645630 nChanged 1 SP:Iteration 6Q (9269.930000 sec): 3 clusters Score: Raw -61162.530909 + Penalty 3007.637464 = -58154.893446 nChanged 2 SP:Iteration 7Q (9270.090000 sec): 3 clusters Score: Raw -61169.504641 + Penalty 3007.637464 = -58161.867178 nChanged 2 SP:Iteration 8Q (9270.270000 sec): 3 clusters Score: Raw -61174.814999 + Penalty 3007.637464 = -58167.177536 nChanged 0 SP:Iteration 9F (9270.460000 sec): 3 clusters Score: Raw -61174.814999 + Penalty 3007.637464 = -58167.177536 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (2830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9270.540000 sec): 2 clusters Score: Raw -401373.051385 + Penalty 1971.111934 = -399401.939451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9270.730000 sec): 3 clusters Score: Raw -400240.304330 + Penalty 3942.223867 = -396298.080462 nChanged 1049 SP:Iteration 1F (9270.870000 sec): 3 clusters Score: Raw -401132.961385 + Penalty 3942.223867 = -397190.737518 nChanged 254 SP:Iteration 2F (9271.070000 sec): 3 clusters Score: Raw -401430.448772 + Penalty 3942.223867 = -397488.224905 nChanged 182 SP:Iteration 3F (9271.280000 sec): 3 clusters Score: Raw -401658.029477 + Penalty 3942.223867 = -397715.805610 nChanged 141 SP:Iteration 4Q (9271.490000 sec): 3 clusters Score: Raw -401794.782214 + Penalty 3942.223867 = -397852.558347 nChanged 140 SP:Iteration 5Q (9271.650000 sec): 3 clusters Score: Raw -401925.186321 + Penalty 3942.223867 = -397982.962453 nChanged 123 SP:Iteration 6Q (9271.870000 sec): 3 clusters Score: Raw -402047.935315 + Penalty 3942.223867 = -398105.711448 nChanged 107 SP:Iteration 7Q (9272.050000 sec): 3 clusters Score: Raw -402149.264472 + Penalty 3942.223867 = -398207.040604 nChanged 85 SP:Iteration 8Q (9272.270000 sec): 3 clusters Score: Raw -402224.837466 + Penalty 3942.223867 = -398282.613599 nChanged 78 SP:Iteration 9Q (9272.440000 sec): 3 clusters Score: Raw -402296.404194 + Penalty 3942.223867 = -398354.180327 nChanged 59 SP:Iteration 10Q (9272.630000 sec): 3 clusters Score: Raw -402347.601795 + Penalty 3942.223867 = -398405.377928 nChanged 47 SP:Iteration 11Q (9272.820000 sec): 3 clusters Score: Raw -402394.370426 + Penalty 3942.223867 = -398452.146559 nChanged 44 SP:Iteration 12Q (9273.050000 sec): 3 clusters Score: Raw -402426.772337 + Penalty 3942.223867 = -398484.548470 nChanged 27 SP:Iteration 13Q (9273.240000 sec): 3 clusters Score: Raw -402450.691702 + Penalty 3942.223867 = -398508.467835 nChanged 22 SP:Iteration 14Q (9273.420000 sec): 3 clusters Score: Raw -402468.987967 + Penalty 3942.223867 = -398526.764099 nChanged 20 SP:Iteration 15Q (9273.600000 sec): 3 clusters Score: Raw -402484.863343 + Penalty 3942.223867 = -398542.639475 nChanged 17 SP:Iteration 16Q (9273.810000 sec): 3 clusters Score: Raw -402497.883556 + Penalty 3942.223867 = -398555.659689 nChanged 19 SP:Iteration 17Q (9274.010000 sec): 3 clusters Score: Raw -402512.123465 + Penalty 3942.223867 = -398569.899597 nChanged 16 SP:Iteration 18Q (9274.190000 sec): 3 clusters Score: Raw -402526.685588 + Penalty 3942.223867 = -398584.461721 nChanged 16 SP:Iteration 19Q (9274.410000 sec): 3 clusters Score: Raw -402542.015967 + Penalty 3942.223867 = -398599.792099 nChanged 16 SP:Iteration 20F (9274.650000 sec): 3 clusters Score: Raw -402564.208227 + Penalty 3942.223867 = -398621.984360 nChanged 17 SP:Iteration 21Q (9274.840000 sec): 3 clusters Score: Raw -402581.004343 + Penalty 3942.223867 = -398638.780476 nChanged 19 SP:Iteration 22Q (9275.040000 sec): 3 clusters Score: Raw -402600.732194 + Penalty 3942.223867 = -398658.508327 nChanged 24 SP:Iteration 23Q (9275.230000 sec): 3 clusters Score: Raw -402636.552088 + Penalty 3942.223867 = -398694.328221 nChanged 24 SP:Iteration 24Q (9275.430000 sec): 3 clusters Score: Raw -402681.727978 + Penalty 3942.223867 = -398739.504110 nChanged 26 SP:Iteration 25Q (9275.640000 sec): 3 clusters Score: Raw -402722.693716 + Penalty 3942.223867 = -398780.469849 nChanged 35 SP:Iteration 26Q (9275.830000 sec): 3 clusters Score: Raw -402749.260449 + Penalty 3942.223867 = -398807.036582 nChanged 22 SP:Iteration 27Q (9276.010000 sec): 3 clusters Score: Raw -402766.810530 + Penalty 3942.223867 = -398824.586663 nChanged 16 SP:Iteration 28Q (9276.190000 sec): 3 clusters Score: Raw -402781.579113 + Penalty 3942.223867 = -398839.355245 nChanged 18 SP:Iteration 29Q (9276.390000 sec): 3 clusters Score: Raw -402805.362438 + Penalty 3942.223867 = -398863.138571 nChanged 15 SP:Iteration 30Q (9276.610000 sec): 3 clusters Score: Raw -402821.162520 + Penalty 3942.223867 = -398878.938653 nChanged 16 SP:Iteration 31Q (9276.830000 sec): 3 clusters Score: Raw -402833.551479 + Penalty 3942.223867 = -398891.327612 nChanged 9 SP:Iteration 32Q (9277.000000 sec): 3 clusters Score: Raw -402847.589563 + Penalty 3942.223867 = -398905.365695 nChanged 10 SP:Iteration 33Q (9277.220000 sec): 3 clusters Score: Raw -402854.728309 + Penalty 3942.223867 = -398912.504441 nChanged 7 SP:Iteration 34Q (9277.440000 sec): 3 clusters Score: Raw -402858.868763 + Penalty 3942.223867 = -398916.644895 nChanged 4 SP:Iteration 35Q (9277.580000 sec): 3 clusters Score: Raw -402861.210381 + Penalty 3942.223867 = -398918.986514 nChanged 3 SP:Iteration 36Q (9277.780000 sec): 3 clusters Score: Raw -402862.126067 + Penalty 3942.223867 = -398919.902200 nChanged 1 SP:Iteration 37Q (9277.940000 sec): 3 clusters Score: Raw -402862.876560 + Penalty 3942.223867 = -398920.652692 nChanged 1 SP:Iteration 38Q (9278.150000 sec): 3 clusters Score: Raw -402863.166710 + Penalty 3942.223867 = -398920.942843 nChanged 3 SP:Iteration 39Q (9278.330000 sec): 3 clusters Score: Raw -402864.953817 + Penalty 3942.223867 = -398922.729950 nChanged 1 SP:Iteration 40F (9278.500000 sec): 3 clusters Score: Raw -402865.448711 + Penalty 3942.223867 = -398923.224843 nChanged 1 SP:Iteration 41Q (9278.700000 sec): 3 clusters Score: Raw -402865.812325 + Penalty 3942.223867 = -398923.588458 nChanged 1 SP:Iteration 42Q (9278.860000 sec): 3 clusters Score: Raw -402866.445311 + Penalty 3942.223867 = -398924.221444 nChanged 0 SP:Iteration 43F (9279.070000 sec): 3 clusters Score: Raw -402866.445311 + Penalty 3942.223867 = -398924.221444 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (11421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9279.220000 sec): 2 clusters Score: Raw -1759447.809553 + Penalty 2317.115843 = -1757130.693710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9279.440000 sec): 3 clusters Score: Raw -1753219.134244 + Penalty 4634.231686 = -1748584.902558 nChanged 4750 SP:Iteration 1F (9279.720000 sec): 3 clusters Score: Raw -1755780.555984 + Penalty 4634.231686 = -1751146.324298 nChanged 754 SP:Iteration 2F (9279.920000 sec): 3 clusters Score: Raw -1756111.895446 + Penalty 4634.231686 = -1751477.663760 nChanged 580 SP:Iteration 3F (9280.150000 sec): 3 clusters Score: Raw -1756346.129747 + Penalty 4634.231686 = -1751711.898060 nChanged 464 SP:Iteration 4Q (9280.410000 sec): 3 clusters Score: Raw -1756531.538837 + Penalty 4634.231686 = -1751897.307150 nChanged 414 SP:Iteration 5Q (9280.660000 sec): 3 clusters Score: Raw -1756699.792947 + Penalty 4634.231686 = -1752065.561261 nChanged 444 SP:Iteration 6Q (9280.980000 sec): 3 clusters Score: Raw -1756902.164930 + Penalty 4634.231686 = -1752267.933243 nChanged 467 SP:Iteration 7Q (9281.220000 sec): 3 clusters Score: Raw -1757145.094512 + Penalty 4634.231686 = -1752510.862826 nChanged 508 SP:Iteration 8Q (9281.460000 sec): 3 clusters Score: Raw -1757433.307828 + Penalty 4634.231686 = -1752799.076141 nChanged 506 SP:Iteration 9Q (9281.680000 sec): 3 clusters Score: Raw -1757751.813264 + Penalty 4634.231686 = -1753117.581577 nChanged 520 SP:Iteration 10Q (9281.930000 sec): 3 clusters Score: Raw -1758122.495536 + Penalty 4634.231686 = -1753488.263850 nChanged 550 SP:Iteration 11Q (9282.140000 sec): 3 clusters Score: Raw -1758568.866478 + Penalty 4634.231686 = -1753934.634792 nChanged 498 SP:Iteration 12Q (9282.410000 sec): 3 clusters Score: Raw -1758967.199321 + Penalty 4634.231686 = -1754332.967634 nChanged 376 SP:Iteration 13Q (9282.670000 sec): 3 clusters Score: Raw -1759261.613906 + Penalty 4634.231686 = -1754627.382219 nChanged 285 SP:Iteration 14Q (9282.910000 sec): 3 clusters Score: Raw -1759456.340815 + Penalty 4634.231686 = -1754822.109128 nChanged 200 SP:Iteration 15Q (9283.150000 sec): 3 clusters Score: Raw -1759599.676693 + Penalty 4634.231686 = -1754965.445007 nChanged 145 SP:Iteration 16Q (9283.460000 sec): 3 clusters Score: Raw -1759691.801131 + Penalty 4634.231686 = -1755057.569445 nChanged 104 SP:Iteration 17Q (9283.720000 sec): 3 clusters Score: Raw -1759754.311438 + Penalty 4634.231686 = -1755120.079752 nChanged 68 SP:Iteration 18Q (9284.020000 sec): 3 clusters Score: Raw -1759796.507273 + Penalty 4634.231686 = -1755162.275587 nChanged 54 SP:Iteration 19Q (9284.220000 sec): 3 clusters Score: Raw -1759823.140999 + Penalty 4634.231686 = -1755188.909312 nChanged 35 SP:Iteration 20F (9284.480000 sec): 3 clusters Score: Raw -1759840.476166 + Penalty 4634.231686 = -1755206.244480 nChanged 23 SP:Iteration 21Q (9284.730000 sec): 3 clusters Score: Raw -1759852.459324 + Penalty 4634.231686 = -1755218.227638 nChanged 12 SP:Iteration 22Q (9285.000000 sec): 3 clusters Score: Raw -1759860.041972 + Penalty 4634.231686 = -1755225.810286 nChanged 15 SP:Iteration 23Q (9285.260000 sec): 3 clusters Score: Raw -1759867.007357 + Penalty 4634.231686 = -1755232.775670 nChanged 14 SP:Iteration 24Q (9285.500000 sec): 3 clusters Score: Raw -1759878.103231 + Penalty 4634.231686 = -1755243.871545 nChanged 17 SP:Iteration 25Q (9285.780000 sec): 3 clusters Score: Raw -1759888.205123 + Penalty 4634.231686 = -1755253.973436 nChanged 16 SP:Iteration 26Q (9286.030000 sec): 3 clusters Score: Raw -1759897.079090 + Penalty 4634.231686 = -1755262.847403 nChanged 7 SP:Iteration 27Q (9286.290000 sec): 3 clusters Score: Raw -1759900.395738 + Penalty 4634.231686 = -1755266.164052 nChanged 8 SP:Iteration 28Q (9286.530000 sec): 3 clusters Score: Raw -1759904.393998 + Penalty 4634.231686 = -1755270.162312 nChanged 8 SP:Iteration 29Q (9286.800000 sec): 3 clusters Score: Raw -1759909.111777 + Penalty 4634.231686 = -1755274.880090 nChanged 9 SP:Iteration 30Q (9287.030000 sec): 3 clusters Score: Raw -1759914.314302 + Penalty 4634.231686 = -1755280.082615 nChanged 11 SP:Iteration 31Q (9287.320000 sec): 3 clusters Score: Raw -1759921.488581 + Penalty 4634.231686 = -1755287.256894 nChanged 4 SP:Iteration 32Q (9287.560000 sec): 3 clusters Score: Raw -1759924.180598 + Penalty 4634.231686 = -1755289.948912 nChanged 6 SP:Iteration 33Q (9287.780000 sec): 3 clusters Score: Raw -1759929.747393 + Penalty 4634.231686 = -1755295.515707 nChanged 7 SP:Iteration 34Q (9288.030000 sec): 3 clusters Score: Raw -1759934.234130 + Penalty 4634.231686 = -1755300.002444 nChanged 8 SP:Iteration 35Q (9288.270000 sec): 3 clusters Score: Raw -1759938.569914 + Penalty 4634.231686 = -1755304.338228 nChanged 3 SP:Iteration 36Q (9288.470000 sec): 3 clusters Score: Raw -1759940.712686 + Penalty 4634.231686 = -1755306.480999 nChanged 4 SP:Iteration 37Q (9288.740000 sec): 3 clusters Score: Raw -1759942.754358 + Penalty 4634.231686 = -1755308.522672 nChanged 1 SP:Iteration 38Q (9288.940000 sec): 3 clusters Score: Raw -1759943.144710 + Penalty 4634.231686 = -1755308.913024 nChanged 0 SP:Iteration 39F (9289.200000 sec): 3 clusters Score: Raw -1759943.144710 + Penalty 4634.231686 = -1755308.913024 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9289.320000 sec): 2 clusters Score: Raw -42206.164451 + Penalty 1424.264791 = -40781.899661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9289.470000 sec): 3 clusters Score: Raw -42373.325034 + Penalty 2848.529581 = -39524.795452 nChanged 37 SP:Iteration 1F (9289.700000 sec): 3 clusters Score: Raw -42513.446850 + Penalty 2848.529581 = -39664.917269 nChanged 16 SP:Iteration 2F (9289.880000 sec): 3 clusters Score: Raw -42554.038342 + Penalty 2848.529581 = -39705.508760 nChanged 4 SP:Iteration 3Q (9290.100000 sec): 3 clusters Score: Raw -42571.149633 + Penalty 2848.529581 = -39722.620052 nChanged 4 SP:Iteration 4Q (9290.300000 sec): 3 clusters Score: Raw -42589.493889 + Penalty 2848.529581 = -39740.964308 nChanged 5 SP:Iteration 5Q (9290.480000 sec): 3 clusters Score: Raw -42615.582774 + Penalty 2848.529581 = -39767.053193 nChanged 3 SP:Iteration 6Q (9290.630000 sec): 3 clusters Score: Raw -42637.919793 + Penalty 2848.529581 = -39789.390212 nChanged 1 SP:Iteration 7Q (9290.810000 sec): 3 clusters Score: Raw -42640.696191 + Penalty 2848.529581 = -39792.166610 nChanged 0 SP:Iteration 8F (9290.960000 sec): 3 clusters Score: Raw -42640.696191 + Penalty 2848.529581 = -39792.166610 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (144921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9291.740000 sec): 2 clusters Score: Raw -21954405.629740 + Penalty 2947.218123 = -21951458.411617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9292.800000 sec): 3 clusters Score: Raw -21860156.574204 + Penalty 5894.436246 = -21854262.137957 nChanged 69139 SP:Iteration 1F (9293.740000 sec): 3 clusters Score: Raw -21901397.714262 + Penalty 5894.436246 = -21895503.278016 nChanged 5279 SP:Iteration 2Q (9294.780000 sec): 3 clusters Score: Raw -21902961.724797 + Penalty 5894.436246 = -21897067.288550 nChanged 5843 SP:Iteration 3Q (9295.740000 sec): 3 clusters Score: Raw -21905053.909033 + Penalty 5894.436246 = -21899159.472787 nChanged 6721 SP:Iteration 4Q (9296.810000 sec): 3 clusters Score: Raw -21907988.660808 + Penalty 5894.436246 = -21902094.224562 nChanged 7703 SP:Iteration 5F (9297.780000 sec): 3 clusters Score: Raw -21912304.621615 + Penalty 5894.436246 = -21906410.185368 nChanged 8827 SP:Iteration 6F (9298.750000 sec): 3 clusters Score: Raw -21918730.259712 + Penalty 5894.436246 = -21912835.823466 nChanged 9521 SP:Iteration 7F (9299.690000 sec): 3 clusters Score: Raw -21926946.386835 + Penalty 5894.436246 = -21921051.950589 nChanged 8531 SP:Iteration 8F (9300.730000 sec): 3 clusters Score: Raw -21934327.800919 + Penalty 5894.436246 = -21928433.364673 nChanged 6695 SP:Iteration 9Q (9301.760000 sec): 3 clusters Score: Raw -21939234.035421 + Penalty 5894.436246 = -21933339.599175 nChanged 4809 SP:Iteration 10Q (9302.700000 sec): 3 clusters Score: Raw -21942264.418747 + Penalty 5894.436246 = -21936369.982501 nChanged 3582 SP:Iteration 11Q (9303.670000 sec): 3 clusters Score: Raw -21944385.524706 + Penalty 5894.436246 = -21938491.088460 nChanged 2906 SP:Iteration 12Q (9304.600000 sec): 3 clusters Score: Raw -21946073.744169 + Penalty 5894.436246 = -21940179.307923 nChanged 2449 SP:Iteration 13Q (9305.520000 sec): 3 clusters Score: Raw -21947435.398418 + Penalty 5894.436246 = -21941540.962172 nChanged 2056 SP:Iteration 14Q (9306.470000 sec): 3 clusters Score: Raw -21948559.920655 + Penalty 5894.436246 = -21942665.484408 nChanged 1813 SP:Iteration 15Q (9307.380000 sec): 3 clusters Score: Raw -21949552.548965 + Penalty 5894.436246 = -21943658.112719 nChanged 1555 SP:Iteration 16Q (9308.280000 sec): 3 clusters Score: Raw -21950363.843973 + Penalty 5894.436246 = -21944469.407726 nChanged 1286 SP:Iteration 17Q (9309.140000 sec): 3 clusters Score: Raw -21951003.673247 + Penalty 5894.436246 = -21945109.237001 nChanged 1090 SP:Iteration 18Q (9309.980000 sec): 3 clusters Score: Raw -21951521.221730 + Penalty 5894.436246 = -21945626.785484 nChanged 955 SP:Iteration 19Q (9310.830000 sec): 3 clusters Score: Raw -21951962.818289 + Penalty 5894.436246 = -21946068.382042 nChanged 777 SP:Iteration 20F (9311.780000 sec): 3 clusters Score: Raw -21952304.464126 + Penalty 5894.436246 = -21946410.027880 nChanged 660 SP:Iteration 21Q (9312.620000 sec): 3 clusters Score: Raw -21952588.623647 + Penalty 5894.436246 = -21946694.187401 nChanged 590 SP:Iteration 22Q (9313.420000 sec): 3 clusters Score: Raw -21952842.066643 + Penalty 5894.436246 = -21946947.630396 nChanged 547 SP:Iteration 23Q (9314.210000 sec): 3 clusters Score: Raw -21953086.517972 + Penalty 5894.436246 = -21947192.081726 nChanged 508 SP:Iteration 24Q (9315.040000 sec): 3 clusters Score: Raw -21953301.840815 + Penalty 5894.436246 = -21947407.404569 nChanged 438 SP:Iteration 25Q (9315.940000 sec): 3 clusters Score: Raw -21953476.962148 + Penalty 5894.436246 = -21947582.525902 nChanged 383 SP:Iteration 26Q (9316.850000 sec): 3 clusters Score: Raw -21953624.031362 + Penalty 5894.436246 = -21947729.595116 nChanged 319 SP:Iteration 27Q (9317.660000 sec): 3 clusters Score: Raw -21953747.041197 + Penalty 5894.436246 = -21947852.604950 nChanged 266 SP:Iteration 28Q (9318.500000 sec): 3 clusters Score: Raw -21953846.604276 + Penalty 5894.436246 = -21947952.168029 nChanged 234 SP:Iteration 29Q (9319.320000 sec): 3 clusters Score: Raw -21953938.065382 + Penalty 5894.436246 = -21948043.629136 nChanged 222 SP:Iteration 30Q (9320.170000 sec): 3 clusters Score: Raw -21954032.757526 + Penalty 5894.436246 = -21948138.321279 nChanged 208 SP:Iteration 31Q (9321.000000 sec): 3 clusters Score: Raw -21954117.223263 + Penalty 5894.436246 = -21948222.787017 nChanged 178 SP:Iteration 32Q (9321.860000 sec): 3 clusters Score: Raw -21954189.290664 + Penalty 5894.436246 = -21948294.854417 nChanged 162 SP:Iteration 33Q (9322.680000 sec): 3 clusters Score: Raw -21954250.391618 + Penalty 5894.436246 = -21948355.955372 nChanged 157 SP:Iteration 34Q (9323.480000 sec): 3 clusters Score: Raw -21954312.056001 + Penalty 5894.436246 = -21948417.619754 nChanged 132 SP:Iteration 35Q (9324.310000 sec): 3 clusters Score: Raw -21954361.979045 + Penalty 5894.436246 = -21948467.542799 nChanged 112 SP:Iteration 36Q (9325.150000 sec): 3 clusters Score: Raw -21954410.404860 + Penalty 5894.436246 = -21948515.968613 nChanged 121 SP:Iteration 37Q (9325.870000 sec): 3 clusters Score: Raw -21954460.808482 + Penalty 5894.436246 = -21948566.372236 nChanged 114 SP:Iteration 38Q (9326.560000 sec): 3 clusters Score: Raw -21954507.525192 + Penalty 5894.436246 = -21948613.088945 nChanged 86 SP:Iteration 39Q (9327.330000 sec): 3 clusters Score: Raw -21954544.184455 + Penalty 5894.436246 = -21948649.748209 nChanged 79 SP:Iteration 40F (9328.230000 sec): 3 clusters Score: Raw -21954573.025208 + Penalty 5894.436246 = -21948678.588961 nChanged 62 SP:Iteration 41Q (9329.070000 sec): 3 clusters Score: Raw -21954596.503874 + Penalty 5894.436246 = -21948702.067627 nChanged 53 SP:Iteration 42Q (9329.910000 sec): 3 clusters Score: Raw -21954620.500439 + Penalty 5894.436246 = -21948726.064193 nChanged 45 SP:Iteration 43Q (9330.720000 sec): 3 clusters Score: Raw -21954636.994739 + Penalty 5894.436246 = -21948742.558492 nChanged 49 SP:Iteration 44Q (9331.670000 sec): 3 clusters Score: Raw -21954658.284906 + Penalty 5894.436246 = -21948763.848659 nChanged 48 SP:Iteration 45Q (9332.510000 sec): 3 clusters Score: Raw -21954676.222986 + Penalty 5894.436246 = -21948781.786740 nChanged 39 SP:Iteration 46Q (9333.400000 sec): 3 clusters Score: Raw -21954690.103795 + Penalty 5894.436246 = -21948795.667549 nChanged 32 SP:Iteration 47Q (9334.220000 sec): 3 clusters Score: Raw -21954700.985102 + Penalty 5894.436246 = -21948806.548855 nChanged 17 SP:Iteration 48Q (9335.130000 sec): 3 clusters Score: Raw -21954707.649354 + Penalty 5894.436246 = -21948813.213108 nChanged 17 SP:Iteration 49Q (9335.990000 sec): 3 clusters Score: Raw -21954715.395687 + Penalty 5894.436246 = -21948820.959440 nChanged 23 SP:Iteration 50Q (9336.750000 sec): 3 clusters Score: Raw -21954725.026346 + Penalty 5894.436246 = -21948830.590099 nChanged 21 SP:Iteration 51Q (9337.610000 sec): 3 clusters Score: Raw -21954734.856081 + Penalty 5894.436246 = -21948840.419834 nChanged 23 SP:Iteration 52Q (9338.510000 sec): 3 clusters Score: Raw -21954748.874643 + Penalty 5894.436246 = -21948854.438397 nChanged 27 SP:Iteration 53Q (9339.370000 sec): 3 clusters Score: Raw -21954759.433140 + Penalty 5894.436246 = -21948864.996893 nChanged 22 SP:Iteration 54Q (9340.240000 sec): 3 clusters Score: Raw -21954769.423067 + Penalty 5894.436246 = -21948874.986820 nChanged 27 SP:Iteration 55Q (9341.040000 sec): 3 clusters Score: Raw -21954779.458846 + Penalty 5894.436246 = -21948885.022600 nChanged 18 SP:Iteration 56Q (9341.930000 sec): 3 clusters Score: Raw -21954786.391473 + Penalty 5894.436246 = -21948891.955227 nChanged 15 SP:Iteration 57Q (9342.740000 sec): 3 clusters Score: Raw -21954792.896238 + Penalty 5894.436246 = -21948898.459991 nChanged 13 SP:Iteration 58Q (9343.540000 sec): 3 clusters Score: Raw -21954798.904517 + Penalty 5894.436246 = -21948904.468271 nChanged 16 SP:Iteration 59Q (9344.260000 sec): 3 clusters Score: Raw -21954805.277349 + Penalty 5894.436246 = -21948910.841102 nChanged 11 SP:Iteration 60F (9345.140000 sec): 3 clusters Score: Raw -21954809.147950 + Penalty 5894.436246 = -21948914.711703 nChanged 8 SP:Iteration 61Q (9345.910000 sec): 3 clusters Score: Raw -21954812.344511 + Penalty 5894.436246 = -21948917.908264 nChanged 4 SP:Iteration 62Q (9346.720000 sec): 3 clusters Score: Raw -21954813.680780 + Penalty 5894.436246 = -21948919.244533 nChanged 4 SP:Iteration 63Q (9347.640000 sec): 3 clusters Score: Raw -21954815.587875 + Penalty 5894.436246 = -21948921.151629 nChanged 9 SP:Iteration 64Q (9348.550000 sec): 3 clusters Score: Raw -21954819.350215 + Penalty 5894.436246 = -21948924.913969 nChanged 9 SP:Iteration 65Q (9349.450000 sec): 3 clusters Score: Raw -21954822.909532 + Penalty 5894.436246 = -21948928.473285 nChanged 4 SP:Iteration 66Q (9350.260000 sec): 3 clusters Score: Raw -21954825.398446 + Penalty 5894.436246 = -21948930.962200 nChanged 3 SP:Iteration 67Q (9351.070000 sec): 3 clusters Score: Raw -21954826.408584 + Penalty 5894.436246 = -21948931.972337 nChanged 0 SP:Iteration 68F (9351.980000 sec): 3 clusters Score: Raw -21954826.408584 + Penalty 5894.436246 = -21948931.972337 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9352.190000 sec): 2 clusters Score: Raw -87554.285344 + Penalty 1590.944046 = -85963.341298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9352.340000 sec): 3 clusters Score: Raw -87553.126651 + Penalty 3181.888092 = -84371.238559 nChanged 127 SP:Iteration 1F (9352.540000 sec): 3 clusters Score: Raw -87769.943814 + Penalty 3181.888092 = -84588.055723 nChanged 33 SP:Iteration 2F (9352.740000 sec): 3 clusters Score: Raw -87847.247866 + Penalty 3181.888092 = -84665.359775 nChanged 21 SP:Iteration 3Q (9352.920000 sec): 3 clusters Score: Raw -87898.456600 + Penalty 3181.888092 = -84716.568508 nChanged 12 SP:Iteration 4Q (9353.070000 sec): 3 clusters Score: Raw -87932.527147 + Penalty 3181.888092 = -84750.639055 nChanged 7 SP:Iteration 5Q (9353.270000 sec): 3 clusters Score: Raw -87948.971834 + Penalty 3181.888092 = -84767.083742 nChanged 4 SP:Iteration 6Q (9353.420000 sec): 3 clusters Score: Raw -87966.629330 + Penalty 3181.888092 = -84784.741238 nChanged 3 SP:Iteration 7Q (9353.580000 sec): 3 clusters Score: Raw -87978.907329 + Penalty 3181.888092 = -84797.019237 nChanged 5 SP:Iteration 8Q (9353.780000 sec): 3 clusters Score: Raw -87998.105009 + Penalty 3181.888092 = -84816.216917 nChanged 8 SP:Iteration 9Q (9353.960000 sec): 3 clusters Score: Raw -88014.797002 + Penalty 3181.888092 = -84832.908910 nChanged 7 SP:Iteration 10Q (9354.200000 sec): 3 clusters Score: Raw -88035.801752 + Penalty 3181.888092 = -84853.913660 nChanged 7 SP:Iteration 11Q (9354.380000 sec): 3 clusters Score: Raw -88047.483424 + Penalty 3181.888092 = -84865.595333 nChanged 6 SP:Iteration 12Q (9354.570000 sec): 3 clusters Score: Raw -88057.425137 + Penalty 3181.888092 = -84875.537045 nChanged 7 SP:Iteration 13Q (9354.700000 sec): 3 clusters Score: Raw -88069.784850 + Penalty 3181.888092 = -84887.896758 nChanged 4 SP:Iteration 14Q (9354.920000 sec): 3 clusters Score: Raw -88076.978077 + Penalty 3181.888092 = -84895.089985 nChanged 1 SP:Iteration 15Q (9355.060000 sec): 3 clusters Score: Raw -88078.078693 + Penalty 3181.888092 = -84896.190601 nChanged 0 SP:Iteration 16F (9355.240000 sec): 3 clusters Score: Raw -88078.078693 + Penalty 3181.888092 = -84896.190601 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9355.370000 sec): 2 clusters Score: Raw -13444.605185 + Penalty 1149.412789 = -12295.192396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9355.550000 sec): 3 clusters Score: Raw -13860.606820 + Penalty 2298.825578 = -11561.781241 nChanged 2 SP:Iteration 1Q (9355.710000 sec): 3 clusters Score: Raw -13868.434775 + Penalty 2298.825578 = -11569.609196 nChanged 0 SP:Iteration 2F (9355.900000 sec): 3 clusters Score: Raw -13868.434775 + Penalty 2298.825578 = -11569.609196 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (18135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9356.100000 sec): 2 clusters Score: Raw -2733094.411554 + Penalty 2431.788565 = -2730662.622990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9356.360000 sec): 3 clusters Score: Raw -2722624.711986 + Penalty 4863.577130 = -2717761.134856 nChanged 7954 SP:Iteration 1F (9356.630000 sec): 3 clusters Score: Raw -2726776.520467 + Penalty 4863.577130 = -2721912.943337 nChanged 1035 SP:Iteration 2F (9356.880000 sec): 3 clusters Score: Raw -2727184.242858 + Penalty 4863.577130 = -2722320.665728 nChanged 847 SP:Iteration 3Q (9357.150000 sec): 3 clusters Score: Raw -2727507.135131 + Penalty 4863.577130 = -2722643.558001 nChanged 766 SP:Iteration 4Q (9357.410000 sec): 3 clusters Score: Raw -2727783.189715 + Penalty 4863.577130 = -2722919.612585 nChanged 697 SP:Iteration 5Q (9357.720000 sec): 3 clusters Score: Raw -2728067.973336 + Penalty 4863.577130 = -2723204.396206 nChanged 704 SP:Iteration 6Q (9357.950000 sec): 3 clusters Score: Raw -2728438.742208 + Penalty 4863.577130 = -2723575.165078 nChanged 802 SP:Iteration 7Q (9358.240000 sec): 3 clusters Score: Raw -2728933.966301 + Penalty 4863.577130 = -2724070.389171 nChanged 961 SP:Iteration 8F (9358.500000 sec): 3 clusters Score: Raw -2729629.528556 + Penalty 4863.577130 = -2724765.951427 nChanged 1024 SP:Iteration 9F (9358.790000 sec): 3 clusters Score: Raw -2730392.439654 + Penalty 4863.577130 = -2725528.862525 nChanged 1058 SP:Iteration 10F (9359.050000 sec): 3 clusters Score: Raw -2731161.962846 + Penalty 4863.577130 = -2726298.385716 nChanged 963 SP:Iteration 11F (9359.310000 sec): 3 clusters Score: Raw -2731786.568216 + Penalty 4863.577130 = -2726922.991086 nChanged 809 SP:Iteration 12Q (9359.590000 sec): 3 clusters Score: Raw -2732215.043235 + Penalty 4863.577130 = -2727351.466105 nChanged 625 SP:Iteration 13Q (9359.900000 sec): 3 clusters Score: Raw -2732483.091544 + Penalty 4863.577130 = -2727619.514415 nChanged 481 SP:Iteration 14Q (9360.200000 sec): 3 clusters Score: Raw -2732666.715341 + Penalty 4863.577130 = -2727803.138211 nChanged 376 SP:Iteration 15Q (9360.480000 sec): 3 clusters Score: Raw -2732790.237252 + Penalty 4863.577130 = -2727926.660123 nChanged 315 SP:Iteration 16Q (9360.780000 sec): 3 clusters Score: Raw -2732882.786246 + Penalty 4863.577130 = -2728019.209116 nChanged 240 SP:Iteration 17Q (9361.040000 sec): 3 clusters Score: Raw -2732942.643371 + Penalty 4863.577130 = -2728079.066242 nChanged 207 SP:Iteration 18Q (9361.340000 sec): 3 clusters Score: Raw -2732994.995969 + Penalty 4863.577130 = -2728131.418839 nChanged 192 SP:Iteration 19Q (9361.640000 sec): 3 clusters Score: Raw -2733042.272823 + Penalty 4863.577130 = -2728178.695693 nChanged 161 SP:Iteration 20F (9361.900000 sec): 3 clusters Score: Raw -2733076.356864 + Penalty 4863.577130 = -2728212.779735 nChanged 136 SP:Iteration 21Q (9362.170000 sec): 3 clusters Score: Raw -2733101.838793 + Penalty 4863.577130 = -2728238.261664 nChanged 123 SP:Iteration 22Q (9362.450000 sec): 3 clusters Score: Raw -2733122.612390 + Penalty 4863.577130 = -2728259.035260 nChanged 103 SP:Iteration 23Q (9362.720000 sec): 3 clusters Score: Raw -2733138.430908 + Penalty 4863.577130 = -2728274.853778 nChanged 91 SP:Iteration 24Q (9363.020000 sec): 3 clusters Score: Raw -2733151.123199 + Penalty 4863.577130 = -2728287.546069 nChanged 72 SP:Iteration 25Q (9363.270000 sec): 3 clusters Score: Raw -2733161.572501 + Penalty 4863.577130 = -2728297.995371 nChanged 73 SP:Iteration 26Q (9363.560000 sec): 3 clusters Score: Raw -2733174.183989 + Penalty 4863.577130 = -2728310.606860 nChanged 87 SP:Iteration 27Q (9363.790000 sec): 3 clusters Score: Raw -2733189.184355 + Penalty 4863.577130 = -2728325.607225 nChanged 80 SP:Iteration 28Q (9364.050000 sec): 3 clusters Score: Raw -2733203.808649 + Penalty 4863.577130 = -2728340.231520 nChanged 89 SP:Iteration 29Q (9364.320000 sec): 3 clusters Score: Raw -2733220.166824 + Penalty 4863.577130 = -2728356.589694 nChanged 92 SP:Iteration 30Q (9364.620000 sec): 3 clusters Score: Raw -2733234.716352 + Penalty 4863.577130 = -2728371.139222 nChanged 75 SP:Iteration 31Q (9364.930000 sec): 3 clusters Score: Raw -2733247.418425 + Penalty 4863.577130 = -2728383.841295 nChanged 72 SP:Iteration 32Q (9365.300000 sec): 3 clusters Score: Raw -2733262.427596 + Penalty 4863.577130 = -2728398.850467 nChanged 76 SP:Iteration 33Q (9365.570000 sec): 3 clusters Score: Raw -2733276.699816 + Penalty 4863.577130 = -2728413.122686 nChanged 68 SP:Iteration 34Q (9365.860000 sec): 3 clusters Score: Raw -2733288.793520 + Penalty 4863.577130 = -2728425.216390 nChanged 71 SP:Iteration 35Q (9366.130000 sec): 3 clusters Score: Raw -2733300.972661 + Penalty 4863.577130 = -2728437.395532 nChanged 71 SP:Iteration 36Q (9366.420000 sec): 3 clusters Score: Raw -2733312.011022 + Penalty 4863.577130 = -2728448.433892 nChanged 60 SP:Iteration 37Q (9366.680000 sec): 3 clusters Score: Raw -2733320.129354 + Penalty 4863.577130 = -2728456.552225 nChanged 49 SP:Iteration 38Q (9366.910000 sec): 3 clusters Score: Raw -2733326.310695 + Penalty 4863.577130 = -2728462.733565 nChanged 37 SP:Iteration 39Q (9367.200000 sec): 3 clusters Score: Raw -2733331.510674 + Penalty 4863.577130 = -2728467.933544 nChanged 47 SP:Iteration 40F (9367.430000 sec): 3 clusters Score: Raw -2733338.285666 + Penalty 4863.577130 = -2728474.708536 nChanged 49 SP:Iteration 41Q (9367.760000 sec): 3 clusters Score: Raw -2733346.416491 + Penalty 4863.577130 = -2728482.839362 nChanged 56 SP:Iteration 42Q (9368.020000 sec): 3 clusters Score: Raw -2733355.879414 + Penalty 4863.577130 = -2728492.302285 nChanged 54 SP:Iteration 43Q (9368.320000 sec): 3 clusters Score: Raw -2733364.749624 + Penalty 4863.577130 = -2728501.172494 nChanged 64 SP:Iteration 44Q (9368.560000 sec): 3 clusters Score: Raw -2733375.433279 + Penalty 4863.577130 = -2728511.856149 nChanged 59 SP:Iteration 45Q (9368.850000 sec): 3 clusters Score: Raw -2733384.236536 + Penalty 4863.577130 = -2728520.659406 nChanged 48 SP:Iteration 46Q (9369.150000 sec): 3 clusters Score: Raw -2733391.642195 + Penalty 4863.577130 = -2728528.065065 nChanged 53 SP:Iteration 47Q (9369.400000 sec): 3 clusters Score: Raw -2733399.127764 + Penalty 4863.577130 = -2728535.550635 nChanged 56 SP:Iteration 48Q (9369.710000 sec): 3 clusters Score: Raw -2733407.187004 + Penalty 4863.577130 = -2728543.609874 nChanged 39 SP:Iteration 49Q (9369.990000 sec): 3 clusters Score: Raw -2733413.303743 + Penalty 4863.577130 = -2728549.726613 nChanged 45 SP:Iteration 50Q (9370.250000 sec): 3 clusters Score: Raw -2733421.682195 + Penalty 4863.577130 = -2728558.105065 nChanged 49 SP:Iteration 51Q (9370.510000 sec): 3 clusters Score: Raw -2733429.787890 + Penalty 4863.577130 = -2728566.210761 nChanged 37 SP:Iteration 52Q (9370.750000 sec): 3 clusters Score: Raw -2733436.234278 + Penalty 4863.577130 = -2728572.657149 nChanged 46 SP:Iteration 53Q (9371.000000 sec): 3 clusters Score: Raw -2733442.841154 + Penalty 4863.577130 = -2728579.264024 nChanged 30 SP:Iteration 54Q (9371.270000 sec): 3 clusters Score: Raw -2733447.765098 + Penalty 4863.577130 = -2728584.187969 nChanged 38 SP:Iteration 55Q (9371.550000 sec): 3 clusters Score: Raw -2733453.250092 + Penalty 4863.577130 = -2728589.672962 nChanged 34 SP:Iteration 56Q (9371.820000 sec): 3 clusters Score: Raw -2733457.884784 + Penalty 4863.577130 = -2728594.307655 nChanged 25 SP:Iteration 57Q (9372.140000 sec): 3 clusters Score: Raw -2733461.577234 + Penalty 4863.577130 = -2728598.000104 nChanged 32 SP:Iteration 58Q (9372.410000 sec): 3 clusters Score: Raw -2733466.796146 + Penalty 4863.577130 = -2728603.219016 nChanged 42 SP:Iteration 59Q (9372.700000 sec): 3 clusters Score: Raw -2733472.796685 + Penalty 4863.577130 = -2728609.219555 nChanged 38 SP:Iteration 60F (9372.970000 sec): 3 clusters Score: Raw -2733476.939049 + Penalty 4863.577130 = -2728613.361919 nChanged 21 SP:Iteration 61Q (9373.200000 sec): 3 clusters Score: Raw -2733479.620443 + Penalty 4863.577130 = -2728616.043313 nChanged 21 SP:Iteration 62Q (9373.450000 sec): 3 clusters Score: Raw -2733482.543427 + Penalty 4863.577130 = -2728618.966297 nChanged 28 SP:Iteration 63Q (9373.760000 sec): 3 clusters Score: Raw -2733486.569055 + Penalty 4863.577130 = -2728622.991925 nChanged 35 SP:Iteration 64Q (9374.020000 sec): 3 clusters Score: Raw -2733494.045868 + Penalty 4863.577130 = -2728630.468738 nChanged 41 SP:Iteration 65Q (9374.290000 sec): 3 clusters Score: Raw -2733501.575720 + Penalty 4863.577130 = -2728637.998590 nChanged 41 SP:Iteration 66Q (9374.590000 sec): 3 clusters Score: Raw -2733507.775142 + Penalty 4863.577130 = -2728644.198012 nChanged 32 SP:Iteration 67Q (9374.840000 sec): 3 clusters Score: Raw -2733512.287264 + Penalty 4863.577130 = -2728648.710134 nChanged 26 SP:Iteration 68Q (9375.120000 sec): 3 clusters Score: Raw -2733516.112959 + Penalty 4863.577130 = -2728652.535829 nChanged 18 SP:Iteration 69Q (9375.350000 sec): 3 clusters Score: Raw -2733518.721320 + Penalty 4863.577130 = -2728655.144190 nChanged 23 SP:Iteration 70Q (9375.650000 sec): 3 clusters Score: Raw -2733522.181152 + Penalty 4863.577130 = -2728658.604023 nChanged 24 SP:Iteration 71Q (9375.920000 sec): 3 clusters Score: Raw -2733525.904398 + Penalty 4863.577130 = -2728662.327268 nChanged 24 SP:Iteration 72Q (9376.180000 sec): 3 clusters Score: Raw -2733529.638906 + Penalty 4863.577130 = -2728666.061776 nChanged 18 SP:Iteration 73Q (9376.480000 sec): 3 clusters Score: Raw -2733531.573864 + Penalty 4863.577130 = -2728667.996734 nChanged 13 SP:Iteration 74Q (9376.710000 sec): 3 clusters Score: Raw -2733532.833423 + Penalty 4863.577130 = -2728669.256293 nChanged 5 SP:Iteration 75Q (9377.020000 sec): 3 clusters Score: Raw -2733533.287790 + Penalty 4863.577130 = -2728669.710660 nChanged 1 SP:Iteration 76Q (9377.340000 sec): 3 clusters Score: Raw -2733533.346232 + Penalty 4863.577130 = -2728669.769103 nChanged 1 SP:Iteration 77Q (9377.590000 sec): 3 clusters Score: Raw -2733533.378686 + Penalty 4863.577130 = -2728669.801556 nChanged 2 SP:Iteration 78Q (9377.910000 sec): 3 clusters Score: Raw -2733533.513479 + Penalty 4863.577130 = -2728669.936350 nChanged 1 SP:Iteration 79Q (9378.210000 sec): 3 clusters Score: Raw -2733533.662042 + Penalty 4863.577130 = -2728670.084912 nChanged 6 SP:Iteration 80F (9378.490000 sec): 3 clusters Score: Raw -2733534.217167 + Penalty 4863.577130 = -2728670.640038 nChanged 5 SP:Iteration 81Q (9378.770000 sec): 3 clusters Score: Raw -2733534.785804 + Penalty 4863.577130 = -2728671.208674 nChanged 2 SP:Iteration 82Q (9379.050000 sec): 3 clusters Score: Raw -2733535.017806 + Penalty 4863.577130 = -2728671.440676 nChanged 5 SP:Iteration 83Q (9379.330000 sec): 3 clusters Score: Raw -2733535.654949 + Penalty 4863.577130 = -2728672.077819 nChanged 4 SP:Iteration 84Q (9379.570000 sec): 3 clusters Score: Raw -2733536.161632 + Penalty 4863.577130 = -2728672.584503 nChanged 6 SP:Iteration 85Q (9379.870000 sec): 3 clusters Score: Raw -2733537.047511 + Penalty 4863.577130 = -2728673.470382 nChanged 8 SP:Iteration 86Q (9380.140000 sec): 3 clusters Score: Raw -2733537.901614 + Penalty 4863.577130 = -2728674.324484 nChanged 7 SP:Iteration 87Q (9380.360000 sec): 3 clusters Score: Raw -2733538.813138 + Penalty 4863.577130 = -2728675.236008 nChanged 8 SP:Iteration 88Q (9380.670000 sec): 3 clusters Score: Raw -2733539.818415 + Penalty 4863.577130 = -2728676.241285 nChanged 7 SP:Iteration 89Q (9380.950000 sec): 3 clusters Score: Raw -2733540.646470 + Penalty 4863.577130 = -2728677.069340 nChanged 5 SP:Iteration 90Q (9381.200000 sec): 3 clusters Score: Raw -2733541.408944 + Penalty 4863.577130 = -2728677.831814 nChanged 7 SP:Iteration 91Q (9381.500000 sec): 3 clusters Score: Raw -2733542.433678 + Penalty 4863.577130 = -2728678.856549 nChanged 10 SP:Iteration 92Q (9381.770000 sec): 3 clusters Score: Raw -2733543.746707 + Penalty 4863.577130 = -2728680.169577 nChanged 14 SP:Iteration 93Q (9382.020000 sec): 3 clusters Score: Raw -2733545.640577 + Penalty 4863.577130 = -2728682.063448 nChanged 7 SP:Iteration 94Q (9382.270000 sec): 3 clusters Score: Raw -2733546.486721 + Penalty 4863.577130 = -2728682.909591 nChanged 12 SP:Iteration 95Q (9382.570000 sec): 3 clusters Score: Raw -2733548.402503 + Penalty 4863.577130 = -2728684.825374 nChanged 15 SP:Iteration 96Q (9382.870000 sec): 3 clusters Score: Raw -2733550.060157 + Penalty 4863.577130 = -2728686.483027 nChanged 11 SP:Iteration 97Q (9383.140000 sec): 3 clusters Score: Raw -2733551.622849 + Penalty 4863.577130 = -2728688.045720 nChanged 11 SP:Iteration 98Q (9383.460000 sec): 3 clusters Score: Raw -2733552.994178 + Penalty 4863.577130 = -2728689.417049 nChanged 8 SP:Iteration 99Q (9383.700000 sec): 3 clusters Score: Raw -2733553.758768 + Penalty 4863.577130 = -2728690.181639 nChanged 6 SP:Iteration 100F (9383.970000 sec): 3 clusters Score: Raw -2733554.550299 + Penalty 4863.577130 = -2728690.973169 nChanged 8 SP:Iteration 101Q (9384.350000 sec): 3 clusters Score: Raw -2733555.553880 + Penalty 4863.577130 = -2728691.976750 nChanged 7 SP:Iteration 102Q (9384.650000 sec): 3 clusters Score: Raw -2733556.329160 + Penalty 4863.577130 = -2728692.752030 nChanged 4 SP:Iteration 103Q (9384.980000 sec): 3 clusters Score: Raw -2733556.668117 + Penalty 4863.577130 = -2728693.090987 nChanged 3 SP:Iteration 104Q (9385.280000 sec): 3 clusters Score: Raw -2733556.916629 + Penalty 4863.577130 = -2728693.339499 nChanged 3 SP:Iteration 105Q (9385.560000 sec): 3 clusters Score: Raw -2733557.330716 + Penalty 4863.577130 = -2728693.753586 nChanged 2 SP:Iteration 106Q (9385.860000 sec): 3 clusters Score: Raw -2733557.564381 + Penalty 4863.577130 = -2728693.987252 nChanged 1 SP:Iteration 107Q (9386.160000 sec): 3 clusters Score: Raw -2733557.701551 + Penalty 4863.577130 = -2728694.124422 nChanged 1 SP:Iteration 108Q (9386.470000 sec): 3 clusters Score: Raw -2733557.859200 + Penalty 4863.577130 = -2728694.282070 nChanged 3 SP:Iteration 109Q (9386.770000 sec): 3 clusters Score: Raw -2733558.102576 + Penalty 4863.577130 = -2728694.525447 nChanged 1 SP:Iteration 110Q (9387.040000 sec): 3 clusters Score: Raw -2733558.179016 + Penalty 4863.577130 = -2728694.601887 nChanged 0 SP:Iteration 111F (9387.320000 sec): 3 clusters Score: Raw -2733558.179016 + Penalty 4863.577130 = -2728694.601887 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (63542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9387.700000 sec): 2 clusters Score: Raw -9563694.667342 + Penalty 2742.745183 = -9560951.922159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9388.280000 sec): 3 clusters Score: Raw -9523706.501369 + Penalty 5485.490366 = -9518221.011002 nChanged 29680 SP:Iteration 1F (9388.800000 sec): 3 clusters Score: Raw -9540277.457752 + Penalty 5485.490366 = -9534791.967386 nChanged 2438 SP:Iteration 2Q (9389.340000 sec): 3 clusters Score: Raw -9540943.383543 + Penalty 5485.490366 = -9535457.893177 nChanged 2403 SP:Iteration 3Q (9389.870000 sec): 3 clusters Score: Raw -9541651.992596 + Penalty 5485.490366 = -9536166.502230 nChanged 2554 SP:Iteration 4Q (9390.430000 sec): 3 clusters Score: Raw -9542471.151141 + Penalty 5485.490366 = -9536985.660774 nChanged 2734 SP:Iteration 5Q (9390.980000 sec): 3 clusters Score: Raw -9543515.443216 + Penalty 5485.490366 = -9538029.952850 nChanged 3056 SP:Iteration 6Q (9391.520000 sec): 3 clusters Score: Raw -9544829.099132 + Penalty 5485.490366 = -9539343.608765 nChanged 3365 SP:Iteration 7F (9392.080000 sec): 3 clusters Score: Raw -9546463.650189 + Penalty 5485.490366 = -9540978.159822 nChanged 3655 SP:Iteration 8F (9392.640000 sec): 3 clusters Score: Raw -9548471.319977 + Penalty 5485.490366 = -9542985.829611 nChanged 3695 SP:Iteration 9F (9393.180000 sec): 3 clusters Score: Raw -9550642.673639 + Penalty 5485.490366 = -9545157.183272 nChanged 3524 SP:Iteration 10F (9393.750000 sec): 3 clusters Score: Raw -9552860.743268 + Penalty 5485.490366 = -9547375.252902 nChanged 3259 SP:Iteration 11F (9394.270000 sec): 3 clusters Score: Raw -9554998.319999 + Penalty 5485.490366 = -9549512.829632 nChanged 2866 SP:Iteration 12Q (9394.850000 sec): 3 clusters Score: Raw -9556893.923196 + Penalty 5485.490366 = -9551408.432830 nChanged 2459 SP:Iteration 13Q (9395.410000 sec): 3 clusters Score: Raw -9558515.156962 + Penalty 5485.490366 = -9553029.666596 nChanged 2093 SP:Iteration 14Q (9395.940000 sec): 3 clusters Score: Raw -9559875.073233 + Penalty 5485.490366 = -9554389.582866 nChanged 1775 SP:Iteration 15Q (9396.460000 sec): 3 clusters Score: Raw -9560993.036350 + Penalty 5485.490366 = -9555507.545984 nChanged 1468 SP:Iteration 16Q (9396.960000 sec): 3 clusters Score: Raw -9561889.134334 + Penalty 5485.490366 = -9556403.643968 nChanged 1193 SP:Iteration 17Q (9397.490000 sec): 3 clusters Score: Raw -9562572.194635 + Penalty 5485.490366 = -9557086.704268 nChanged 866 SP:Iteration 18Q (9397.990000 sec): 3 clusters Score: Raw -9563042.040142 + Penalty 5485.490366 = -9557556.549775 nChanged 676 SP:Iteration 19Q (9398.500000 sec): 3 clusters Score: Raw -9563398.587709 + Penalty 5485.490366 = -9557913.097343 nChanged 481 SP:Iteration 20F (9399.080000 sec): 3 clusters Score: Raw -9563627.731190 + Penalty 5485.490366 = -9558142.240824 nChanged 352 SP:Iteration 21Q (9399.590000 sec): 3 clusters Score: Raw -9563782.303712 + Penalty 5485.490366 = -9558296.813346 nChanged 272 SP:Iteration 22Q (9400.170000 sec): 3 clusters Score: Raw -9563909.805468 + Penalty 5485.490366 = -9558424.315102 nChanged 189 SP:Iteration 23Q (9400.620000 sec): 3 clusters Score: Raw -9564006.534079 + Penalty 5485.490366 = -9558521.043713 nChanged 160 SP:Iteration 24Q (9401.140000 sec): 3 clusters Score: Raw -9564081.262490 + Penalty 5485.490366 = -9558595.772123 nChanged 107 SP:Iteration 25Q (9401.640000 sec): 3 clusters Score: Raw -9564127.307396 + Penalty 5485.490366 = -9558641.817030 nChanged 81 SP:Iteration 26Q (9402.100000 sec): 3 clusters Score: Raw -9564156.851261 + Penalty 5485.490366 = -9558671.360895 nChanged 54 SP:Iteration 27Q (9402.540000 sec): 3 clusters Score: Raw -9564178.663660 + Penalty 5485.490366 = -9558693.173294 nChanged 38 SP:Iteration 28Q (9403.030000 sec): 3 clusters Score: Raw -9564191.623246 + Penalty 5485.490366 = -9558706.132879 nChanged 28 SP:Iteration 29Q (9403.540000 sec): 3 clusters Score: Raw -9564202.570249 + Penalty 5485.490366 = -9558717.079882 nChanged 32 SP:Iteration 30Q (9404.070000 sec): 3 clusters Score: Raw -9564214.059682 + Penalty 5485.490366 = -9558728.569316 nChanged 19 SP:Iteration 31Q (9404.530000 sec): 3 clusters Score: Raw -9564220.739763 + Penalty 5485.490366 = -9558735.249396 nChanged 17 SP:Iteration 32Q (9405.000000 sec): 3 clusters Score: Raw -9564228.193439 + Penalty 5485.490366 = -9558742.703073 nChanged 18 SP:Iteration 33Q (9405.500000 sec): 3 clusters Score: Raw -9564233.682872 + Penalty 5485.490366 = -9558748.192506 nChanged 11 SP:Iteration 34Q (9405.970000 sec): 3 clusters Score: Raw -9564237.404792 + Penalty 5485.490366 = -9558751.914425 nChanged 9 SP:Iteration 35Q (9406.470000 sec): 3 clusters Score: Raw -9564240.618698 + Penalty 5485.490366 = -9558755.128331 nChanged 13 SP:Iteration 36Q (9406.950000 sec): 3 clusters Score: Raw -9564245.025565 + Penalty 5485.490366 = -9558759.535198 nChanged 11 SP:Iteration 37Q (9407.520000 sec): 3 clusters Score: Raw -9564248.428028 + Penalty 5485.490366 = -9558762.937662 nChanged 11 SP:Iteration 38Q (9408.040000 sec): 3 clusters Score: Raw -9564251.760685 + Penalty 5485.490366 = -9558766.270319 nChanged 7 SP:Iteration 39Q (9408.490000 sec): 3 clusters Score: Raw -9564254.143168 + Penalty 5485.490366 = -9558768.652802 nChanged 10 SP:Iteration 40F (9408.970000 sec): 3 clusters Score: Raw -9564257.818002 + Penalty 5485.490366 = -9558772.327636 nChanged 10 SP:Iteration 41Q (9409.480000 sec): 3 clusters Score: Raw -9564261.206725 + Penalty 5485.490366 = -9558775.716359 nChanged 7 SP:Iteration 42Q (9409.970000 sec): 3 clusters Score: Raw -9564263.288082 + Penalty 5485.490366 = -9558777.797716 nChanged 7 SP:Iteration 43Q (9410.510000 sec): 3 clusters Score: Raw -9564265.970985 + Penalty 5485.490366 = -9558780.480619 nChanged 6 SP:Iteration 44Q (9411.010000 sec): 3 clusters Score: Raw -9564267.369142 + Penalty 5485.490366 = -9558781.878776 nChanged 4 SP:Iteration 45Q (9411.560000 sec): 3 clusters Score: Raw -9564268.983474 + Penalty 5485.490366 = -9558783.493108 nChanged 5 SP:Iteration 46Q (9412.080000 sec): 3 clusters Score: Raw -9564270.534118 + Penalty 5485.490366 = -9558785.043752 nChanged 2 SP:Iteration 47Q (9412.550000 sec): 3 clusters Score: Raw -9564270.828550 + Penalty 5485.490366 = -9558785.338184 nChanged 2 SP:Iteration 48Q (9413.050000 sec): 3 clusters Score: Raw -9564271.531127 + Penalty 5485.490366 = -9558786.040760 nChanged 3 SP:Iteration 49Q (9413.520000 sec): 3 clusters Score: Raw -9564272.600850 + Penalty 5485.490366 = -9558787.110484 nChanged 3 SP:Iteration 50Q (9413.980000 sec): 3 clusters Score: Raw -9564273.558608 + Penalty 5485.490366 = -9558788.068242 nChanged 3 SP:Iteration 51Q (9414.470000 sec): 3 clusters Score: Raw -9564274.833062 + Penalty 5485.490366 = -9558789.342695 nChanged 3 SP:Iteration 52Q (9414.970000 sec): 3 clusters Score: Raw -9564275.786299 + Penalty 5485.490366 = -9558790.295933 nChanged 1 SP:Iteration 53Q (9415.470000 sec): 3 clusters Score: Raw -9564276.309550 + Penalty 5485.490366 = -9558790.819184 nChanged 3 SP:Iteration 54Q (9415.990000 sec): 3 clusters Score: Raw -9564277.211041 + Penalty 5485.490366 = -9558791.720675 nChanged 1 SP:Iteration 55Q (9416.480000 sec): 3 clusters Score: Raw -9564277.546468 + Penalty 5485.490366 = -9558792.056102 nChanged 2 SP:Iteration 56Q (9416.960000 sec): 3 clusters Score: Raw -9564278.089142 + Penalty 5485.490366 = -9558792.598776 nChanged 1 SP:Iteration 57Q (9417.420000 sec): 3 clusters Score: Raw -9564278.963853 + Penalty 5485.490366 = -9558793.473487 nChanged 1 SP:Iteration 58Q (9417.910000 sec): 3 clusters Score: Raw -9564279.771139 + Penalty 5485.490366 = -9558794.280773 nChanged 2 SP:Iteration 59Q (9418.380000 sec): 3 clusters Score: Raw -9564280.303895 + Penalty 5485.490366 = -9558794.813528 nChanged 0 SP:Iteration 60F (9418.860000 sec): 3 clusters Score: Raw -9564280.303895 + Penalty 5485.490366 = -9558794.813528 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9418.960000 sec): 2 clusters Score: Raw -140891.862058 + Penalty 1696.985454 = -139194.876604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9419.160000 sec): 3 clusters Score: Raw -140732.223754 + Penalty 3393.970908 = -137338.252846 nChanged 246 SP:Iteration 1F (9419.380000 sec): 3 clusters Score: Raw -141059.439741 + Penalty 3393.970908 = -137665.468833 nChanged 64 SP:Iteration 2F (9419.530000 sec): 3 clusters Score: Raw -141215.064506 + Penalty 3393.970908 = -137821.093598 nChanged 47 SP:Iteration 3F (9419.720000 sec): 3 clusters Score: Raw -141336.724838 + Penalty 3393.970908 = -137942.753930 nChanged 42 SP:Iteration 4Q (9419.920000 sec): 3 clusters Score: Raw -141500.443877 + Penalty 3393.970908 = -138106.472969 nChanged 45 SP:Iteration 5Q (9420.070000 sec): 3 clusters Score: Raw -141630.210076 + Penalty 3393.970908 = -138236.239168 nChanged 43 SP:Iteration 6Q (9420.270000 sec): 3 clusters Score: Raw -141772.637191 + Penalty 3393.970908 = -138378.666283 nChanged 46 SP:Iteration 7Q (9420.420000 sec): 3 clusters Score: Raw -141900.493480 + Penalty 3393.970908 = -138506.522572 nChanged 34 SP:Iteration 8Q (9420.640000 sec): 3 clusters Score: Raw -141996.059880 + Penalty 3393.970908 = -138602.088972 nChanged 21 SP:Iteration 9Q (9420.790000 sec): 3 clusters Score: Raw -142039.359458 + Penalty 3393.970908 = -138645.388550 nChanged 11 SP:Iteration 10Q (9421.010000 sec): 3 clusters Score: Raw -142061.917015 + Penalty 3393.970908 = -138667.946107 nChanged 11 SP:Iteration 11Q (9421.150000 sec): 3 clusters Score: Raw -142080.522168 + Penalty 3393.970908 = -138686.551260 nChanged 6 SP:Iteration 12Q (9421.340000 sec): 3 clusters Score: Raw -142094.656038 + Penalty 3393.970908 = -138700.685130 nChanged 5 SP:Iteration 13Q (9421.520000 sec): 3 clusters Score: Raw -142105.368261 + Penalty 3393.970908 = -138711.397353 nChanged 4 SP:Iteration 14Q (9421.710000 sec): 3 clusters Score: Raw -142112.202781 + Penalty 3393.970908 = -138718.231873 nChanged 2 SP:Iteration 15Q (9421.920000 sec): 3 clusters Score: Raw -142118.816349 + Penalty 3393.970908 = -138724.845441 nChanged 3 SP:Iteration 16Q (9422.070000 sec): 3 clusters Score: Raw -142125.501362 + Penalty 3393.970908 = -138731.530454 nChanged 3 SP:Iteration 17Q (9422.240000 sec): 3 clusters Score: Raw -142127.593122 + Penalty 3393.970908 = -138733.622214 nChanged 2 SP:Iteration 18Q (9422.440000 sec): 3 clusters Score: Raw -142129.199920 + Penalty 3393.970908 = -138735.229012 nChanged 0 SP:Iteration 19F (9422.680000 sec): 3 clusters Score: Raw -142130.536380 + Penalty 3393.970908 = -138736.565472 nChanged 1 SP:Iteration 20F (9422.870000 sec): 3 clusters Score: Raw -142135.115269 + Penalty 3393.970908 = -138741.144361 nChanged 2 SP:Iteration 21Q (9423.030000 sec): 3 clusters Score: Raw -142137.461327 + Penalty 3393.970908 = -138743.490419 nChanged 2 SP:Iteration 22Q (9423.220000 sec): 3 clusters Score: Raw -142140.609621 + Penalty 3393.970908 = -138746.638713 nChanged 4 SP:Iteration 23Q (9423.400000 sec): 3 clusters Score: Raw -142149.690912 + Penalty 3393.970908 = -138755.720004 nChanged 2 SP:Iteration 24Q (9423.590000 sec): 3 clusters Score: Raw -142152.919671 + Penalty 3393.970908 = -138758.948763 nChanged 1 SP:Iteration 25Q (9423.760000 sec): 3 clusters Score: Raw -142153.855964 + Penalty 3393.970908 = -138759.885056 nChanged 1 SP:Iteration 26Q (9423.980000 sec): 3 clusters Score: Raw -142155.092652 + Penalty 3393.970908 = -138761.121744 nChanged 1 SP:Iteration 27Q (9424.150000 sec): 3 clusters Score: Raw -142156.620446 + Penalty 3393.970908 = -138762.649538 nChanged 1 SP:Iteration 28Q (9424.370000 sec): 3 clusters Score: Raw -142157.496039 + Penalty 3393.970908 = -138763.525131 nChanged 0 SP:Iteration 29F (9424.540000 sec): 3 clusters Score: Raw -142157.496039 + Penalty 3393.970908 = -138763.525131 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (2699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9424.640000 sec): 2 clusters Score: Raw -412244.066145 + Penalty 1959.357880 = -410284.708265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9424.820000 sec): 3 clusters Score: Raw -411121.949069 + Penalty 3918.715760 = -407203.233309 nChanged 933 SP:Iteration 1F (9425.040000 sec): 3 clusters Score: Raw -411762.839960 + Penalty 3918.715760 = -407844.124200 nChanged 240 SP:Iteration 2F (9425.200000 sec): 3 clusters Score: Raw -411955.620363 + Penalty 3918.715760 = -408036.904603 nChanged 151 SP:Iteration 3F (9425.410000 sec): 3 clusters Score: Raw -412089.053216 + Penalty 3918.715760 = -408170.337456 nChanged 120 SP:Iteration 4Q (9425.600000 sec): 3 clusters Score: Raw -412209.537144 + Penalty 3918.715760 = -408290.821384 nChanged 128 SP:Iteration 5Q (9425.860000 sec): 3 clusters Score: Raw -412390.751801 + Penalty 3918.715760 = -408472.036041 nChanged 148 SP:Iteration 6F (9426.070000 sec): 3 clusters Score: Raw -412574.491435 + Penalty 3918.715760 = -408655.775675 nChanged 118 SP:Iteration 7Q (9426.270000 sec): 3 clusters Score: Raw -412692.316492 + Penalty 3918.715760 = -408773.600732 nChanged 110 SP:Iteration 8Q (9426.480000 sec): 3 clusters Score: Raw -412800.942453 + Penalty 3918.715760 = -408882.226693 nChanged 79 SP:Iteration 9Q (9426.670000 sec): 3 clusters Score: Raw -412878.661761 + Penalty 3918.715760 = -408959.946001 nChanged 52 SP:Iteration 10Q (9426.840000 sec): 3 clusters Score: Raw -412923.543277 + Penalty 3918.715760 = -409004.827517 nChanged 35 SP:Iteration 11Q (9427.060000 sec): 3 clusters Score: Raw -412954.224713 + Penalty 3918.715760 = -409035.508953 nChanged 27 SP:Iteration 12Q (9427.250000 sec): 3 clusters Score: Raw -412974.821314 + Penalty 3918.715760 = -409056.105554 nChanged 21 SP:Iteration 13Q (9427.510000 sec): 3 clusters Score: Raw -412990.556240 + Penalty 3918.715760 = -409071.840480 nChanged 15 SP:Iteration 14Q (9427.730000 sec): 3 clusters Score: Raw -413004.984571 + Penalty 3918.715760 = -409086.268811 nChanged 14 SP:Iteration 15Q (9427.890000 sec): 3 clusters Score: Raw -413016.768514 + Penalty 3918.715760 = -409098.052754 nChanged 13 SP:Iteration 16Q (9428.130000 sec): 3 clusters Score: Raw -413027.037194 + Penalty 3918.715760 = -409108.321434 nChanged 14 SP:Iteration 17Q (9428.320000 sec): 3 clusters Score: Raw -413038.904708 + Penalty 3918.715760 = -409120.188947 nChanged 14 SP:Iteration 18Q (9428.470000 sec): 3 clusters Score: Raw -413051.045096 + Penalty 3918.715760 = -409132.329336 nChanged 8 SP:Iteration 19Q (9428.660000 sec): 3 clusters Score: Raw -413058.326262 + Penalty 3918.715760 = -409139.610502 nChanged 3 SP:Iteration 20F (9428.900000 sec): 3 clusters Score: Raw -413059.377030 + Penalty 3918.715760 = -409140.661270 nChanged 2 SP:Iteration 21Q (9429.050000 sec): 3 clusters Score: Raw -413061.114942 + Penalty 3918.715760 = -409142.399182 nChanged 0 SP:Iteration 22F (9429.230000 sec): 3 clusters Score: Raw -413061.114942 + Penalty 3918.715760 = -409142.399182 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9429.340000 sec): 2 clusters Score: Raw -60454.949044 + Penalty 1492.006976 = -58962.942069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9429.540000 sec): 3 clusters Score: Raw -60517.259353 + Penalty 2984.013951 = -57533.245402 nChanged 53 SP:Iteration 1F (9429.690000 sec): 3 clusters Score: Raw -60641.332847 + Penalty 2984.013951 = -57657.318896 nChanged 12 SP:Iteration 2Q (9429.880000 sec): 3 clusters Score: Raw -60661.605031 + Penalty 2984.013951 = -57677.591080 nChanged 5 SP:Iteration 3Q (9430.080000 sec): 3 clusters Score: Raw -60672.033321 + Penalty 2984.013951 = -57688.019370 nChanged 3 SP:Iteration 4Q (9430.280000 sec): 3 clusters Score: Raw -60676.101341 + Penalty 2984.013951 = -57692.087390 nChanged 0 SP:Iteration 5F (9430.440000 sec): 3 clusters Score: Raw -60676.101341 + Penalty 2984.013951 = -57692.087390 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9430.540000 sec): 2 clusters Score: Raw -82470.506232 + Penalty 1556.607585 = -80913.898647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9430.720000 sec): 3 clusters Score: Raw -82499.662285 + Penalty 3113.215171 = -79386.447114 nChanged 112 SP:Iteration 1F (9430.870000 sec): 3 clusters Score: Raw -82680.810306 + Penalty 3113.215171 = -79567.595135 nChanged 23 SP:Iteration 2Q (9431.090000 sec): 3 clusters Score: Raw -82731.947851 + Penalty 3113.215171 = -79618.732680 nChanged 6 SP:Iteration 3Q (9431.270000 sec): 3 clusters Score: Raw -82743.075131 + Penalty 3113.215171 = -79629.859960 nChanged 4 SP:Iteration 4Q (9431.470000 sec): 3 clusters Score: Raw -82755.373549 + Penalty 3113.215171 = -79642.158378 nChanged 1 SP:Iteration 5Q (9431.610000 sec): 3 clusters Score: Raw -82765.396352 + Penalty 3113.215171 = -79652.181181 nChanged 7 SP:Iteration 6Q (9431.860000 sec): 3 clusters Score: Raw -82782.491390 + Penalty 3113.215171 = -79669.276219 nChanged 6 SP:Iteration 7Q (9432.030000 sec): 3 clusters Score: Raw -82791.441955 + Penalty 3113.215171 = -79678.226784 nChanged 2 SP:Iteration 8Q (9432.200000 sec): 3 clusters Score: Raw -82793.531155 + Penalty 3113.215171 = -79680.315984 nChanged 0 SP:Iteration 9F (9432.370000 sec): 3 clusters Score: Raw -82793.531155 + Penalty 3113.215171 = -79680.315984 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9432.490000 sec): 2 clusters Score: Raw -58566.648398 + Penalty 1494.414762 = -57072.233636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9432.670000 sec): 3 clusters Score: Raw -58671.971080 + Penalty 2988.829523 = -55683.141557 nChanged 72 SP:Iteration 1F (9432.890000 sec): 3 clusters Score: Raw -58909.132294 + Penalty 2988.829523 = -55920.302771 nChanged 34 SP:Iteration 2F (9433.090000 sec): 3 clusters Score: Raw -59022.079329 + Penalty 2988.829523 = -56033.249806 nChanged 20 SP:Iteration 3Q (9433.340000 sec): 3 clusters Score: Raw -59099.889948 + Penalty 2988.829523 = -56111.060425 nChanged 10 SP:Iteration 4Q (9433.480000 sec): 3 clusters Score: Raw -59153.605714 + Penalty 2988.829523 = -56164.776191 nChanged 8 SP:Iteration 5Q (9433.750000 sec): 3 clusters Score: Raw -59176.080313 + Penalty 2988.829523 = -56187.250790 nChanged 8 SP:Iteration 6Q (9433.910000 sec): 3 clusters Score: Raw -59194.303168 + Penalty 2988.829523 = -56205.473645 nChanged 3 SP:Iteration 7Q (9434.090000 sec): 3 clusters Score: Raw -59221.643927 + Penalty 2988.829523 = -56232.814404 nChanged 3 SP:Iteration 8Q (9434.270000 sec): 3 clusters Score: Raw -59255.676635 + Penalty 2988.829523 = -56266.847112 nChanged 1 SP:Iteration 9Q (9434.470000 sec): 3 clusters Score: Raw -59268.457826 + Penalty 2988.829523 = -56279.628303 nChanged 2 SP:Iteration 10Q (9434.710000 sec): 3 clusters Score: Raw -59283.928575 + Penalty 2988.829523 = -56295.099052 nChanged 6 SP:Iteration 11Q (9434.860000 sec): 3 clusters Score: Raw -59316.281569 + Penalty 2988.829523 = -56327.452046 nChanged 3 SP:Iteration 12Q (9435.100000 sec): 3 clusters Score: Raw -59322.966671 + Penalty 2988.829523 = -56334.137148 nChanged 1 SP:Iteration 13Q (9435.290000 sec): 3 clusters Score: Raw -59325.517078 + Penalty 2988.829523 = -56336.687555 nChanged 0 SP:Iteration 14F (9435.490000 sec): 3 clusters Score: Raw -59325.517078 + Penalty 2988.829523 = -56336.687555 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (1066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9435.620000 sec): 2 clusters Score: Raw -151534.645212 + Penalty 1728.973814 = -149805.671398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9435.770000 sec): 3 clusters Score: Raw -151264.966309 + Penalty 3457.947628 = -147807.018681 nChanged 267 SP:Iteration 1F (9435.960000 sec): 3 clusters Score: Raw -151583.342673 + Penalty 3457.947628 = -148125.395045 nChanged 75 SP:Iteration 2F (9436.130000 sec): 3 clusters Score: Raw -151718.412504 + Penalty 3457.947628 = -148260.464876 nChanged 56 SP:Iteration 3F (9436.330000 sec): 3 clusters Score: Raw -151809.021231 + Penalty 3457.947628 = -148351.073603 nChanged 43 SP:Iteration 4Q (9436.530000 sec): 3 clusters Score: Raw -151871.139122 + Penalty 3457.947628 = -148413.191494 nChanged 28 SP:Iteration 5Q (9436.680000 sec): 3 clusters Score: Raw -151915.911020 + Penalty 3457.947628 = -148457.963392 nChanged 24 SP:Iteration 6Q (9436.840000 sec): 3 clusters Score: Raw -151947.800237 + Penalty 3457.947628 = -148489.852609 nChanged 18 SP:Iteration 7Q (9437.010000 sec): 3 clusters Score: Raw -151968.585731 + Penalty 3457.947628 = -148510.638103 nChanged 16 SP:Iteration 8Q (9437.170000 sec): 3 clusters Score: Raw -151991.132223 + Penalty 3457.947628 = -148533.184595 nChanged 17 SP:Iteration 9Q (9437.340000 sec): 3 clusters Score: Raw -152025.656313 + Penalty 3457.947628 = -148567.708685 nChanged 26 SP:Iteration 10Q (9437.530000 sec): 3 clusters Score: Raw -152092.900201 + Penalty 3457.947628 = -148634.952573 nChanged 41 SP:Iteration 11Q (9437.690000 sec): 3 clusters Score: Raw -152210.707244 + Penalty 3457.947628 = -148752.759616 nChanged 47 SP:Iteration 12Q (9437.880000 sec): 3 clusters Score: Raw -152357.359715 + Penalty 3457.947628 = -148899.412087 nChanged 42 SP:Iteration 13Q (9438.100000 sec): 3 clusters Score: Raw -152457.874733 + Penalty 3457.947628 = -148999.927105 nChanged 32 SP:Iteration 14Q (9438.260000 sec): 3 clusters Score: Raw -152515.556083 + Penalty 3457.947628 = -149057.608455 nChanged 24 SP:Iteration 15Q (9438.450000 sec): 3 clusters Score: Raw -152557.044915 + Penalty 3457.947628 = -149099.097287 nChanged 14 SP:Iteration 16Q (9438.670000 sec): 3 clusters Score: Raw -152587.476966 + Penalty 3457.947628 = -149129.529338 nChanged 10 SP:Iteration 17Q (9438.810000 sec): 3 clusters Score: Raw -152608.075098 + Penalty 3457.947628 = -149150.127470 nChanged 1 SP:Iteration 18Q (9439.020000 sec): 3 clusters Score: Raw -152611.487970 + Penalty 3457.947628 = -149153.540342 nChanged 3 SP:Iteration 19Q (9439.180000 sec): 3 clusters Score: Raw -152616.870848 + Penalty 3457.947628 = -149158.923220 nChanged 2 SP:Iteration 20F (9439.330000 sec): 3 clusters Score: Raw -152620.619161 + Penalty 3457.947628 = -149162.671534 nChanged 4 SP:Iteration 21Q (9439.470000 sec): 3 clusters Score: Raw -152629.308208 + Penalty 3457.947628 = -149171.360580 nChanged 6 SP:Iteration 22Q (9439.620000 sec): 3 clusters Score: Raw -152652.063484 + Penalty 3457.947628 = -149194.115856 nChanged 5 SP:Iteration 23Q (9439.770000 sec): 3 clusters Score: Raw -152665.718202 + Penalty 3457.947628 = -149207.770574 nChanged 5 SP:Iteration 24Q (9439.950000 sec): 3 clusters Score: Raw -152681.106169 + Penalty 3457.947628 = -149223.158541 nChanged 4 SP:Iteration 25Q (9440.100000 sec): 3 clusters Score: Raw -152697.487356 + Penalty 3457.947628 = -149239.539728 nChanged 7 SP:Iteration 26Q (9440.310000 sec): 3 clusters Score: Raw -152721.585281 + Penalty 3457.947628 = -149263.637653 nChanged 9 SP:Iteration 27Q (9440.460000 sec): 3 clusters Score: Raw -152742.568644 + Penalty 3457.947628 = -149284.621016 nChanged 2 SP:Iteration 28Q (9440.630000 sec): 3 clusters Score: Raw -152744.686449 + Penalty 3457.947628 = -149286.738821 nChanged 0 SP:Iteration 29F (9440.830000 sec): 3 clusters Score: Raw -152744.686449 + Penalty 3457.947628 = -149286.738821 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (21981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9441.050000 sec): 2 clusters Score: Raw -3299148.084256 + Penalty 2479.487563 = -3296668.596693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9441.320000 sec): 3 clusters Score: Raw -3286202.168801 + Penalty 4958.975127 = -3281243.193674 nChanged 9744 SP:Iteration 1F (9441.630000 sec): 3 clusters Score: Raw -3291483.690832 + Penalty 4958.975127 = -3286524.715706 nChanged 1210 SP:Iteration 2F (9441.930000 sec): 3 clusters Score: Raw -3291974.962765 + Penalty 4958.975127 = -3287015.987639 nChanged 1064 SP:Iteration 3Q (9442.290000 sec): 3 clusters Score: Raw -3292389.278058 + Penalty 4958.975127 = -3287430.302932 nChanged 969 SP:Iteration 4Q (9442.600000 sec): 3 clusters Score: Raw -3292788.897438 + Penalty 4958.975127 = -3287829.922312 nChanged 950 SP:Iteration 5Q (9442.950000 sec): 3 clusters Score: Raw -3293225.063412 + Penalty 4958.975127 = -3288266.088286 nChanged 1048 SP:Iteration 6Q (9443.270000 sec): 3 clusters Score: Raw -3293718.509389 + Penalty 4958.975127 = -3288759.534262 nChanged 990 SP:Iteration 7Q (9443.610000 sec): 3 clusters Score: Raw -3294208.336908 + Penalty 4958.975127 = -3289249.361781 nChanged 991 SP:Iteration 8Q (9443.940000 sec): 3 clusters Score: Raw -3294724.897704 + Penalty 4958.975127 = -3289765.922578 nChanged 958 SP:Iteration 9Q (9444.280000 sec): 3 clusters Score: Raw -3295268.344866 + Penalty 4958.975127 = -3290309.369740 nChanged 971 SP:Iteration 10Q (9444.590000 sec): 3 clusters Score: Raw -3295811.736052 + Penalty 4958.975127 = -3290852.760925 nChanged 926 SP:Iteration 11Q (9444.900000 sec): 3 clusters Score: Raw -3296280.317213 + Penalty 4958.975127 = -3291321.342087 nChanged 786 SP:Iteration 12Q (9445.250000 sec): 3 clusters Score: Raw -3296650.789122 + Penalty 4958.975127 = -3291691.813995 nChanged 671 SP:Iteration 13Q (9445.570000 sec): 3 clusters Score: Raw -3296983.590246 + Penalty 4958.975127 = -3292024.615119 nChanged 614 SP:Iteration 14Q (9445.880000 sec): 3 clusters Score: Raw -3297265.454243 + Penalty 4958.975127 = -3292306.479117 nChanged 559 SP:Iteration 15Q (9446.160000 sec): 3 clusters Score: Raw -3297503.987716 + Penalty 4958.975127 = -3292545.012589 nChanged 477 SP:Iteration 16Q (9446.490000 sec): 3 clusters Score: Raw -3297704.292096 + Penalty 4958.975127 = -3292745.316969 nChanged 452 SP:Iteration 17Q (9446.790000 sec): 3 clusters Score: Raw -3297884.984969 + Penalty 4958.975127 = -3292926.009842 nChanged 407 SP:Iteration 18Q (9447.110000 sec): 3 clusters Score: Raw -3298050.386592 + Penalty 4958.975127 = -3293091.411465 nChanged 364 SP:Iteration 19Q (9447.440000 sec): 3 clusters Score: Raw -3298179.729865 + Penalty 4958.975127 = -3293220.754738 nChanged 336 SP:Iteration 20F (9447.780000 sec): 3 clusters Score: Raw -3298301.073861 + Penalty 4958.975127 = -3293342.098735 nChanged 342 SP:Iteration 21Q (9448.120000 sec): 3 clusters Score: Raw -3298430.438545 + Penalty 4958.975127 = -3293471.463418 nChanged 327 SP:Iteration 22Q (9448.450000 sec): 3 clusters Score: Raw -3298566.416318 + Penalty 4958.975127 = -3293607.441191 nChanged 308 SP:Iteration 23Q (9448.730000 sec): 3 clusters Score: Raw -3298688.459990 + Penalty 4958.975127 = -3293729.484863 nChanged 271 SP:Iteration 24Q (9449.020000 sec): 3 clusters Score: Raw -3298792.611638 + Penalty 4958.975127 = -3293833.636512 nChanged 238 SP:Iteration 25Q (9449.370000 sec): 3 clusters Score: Raw -3298885.795692 + Penalty 4958.975127 = -3293926.820566 nChanged 241 SP:Iteration 26Q (9449.700000 sec): 3 clusters Score: Raw -3298983.096095 + Penalty 4958.975127 = -3294024.120968 nChanged 203 SP:Iteration 27Q (9450.080000 sec): 3 clusters Score: Raw -3299065.700158 + Penalty 4958.975127 = -3294106.725032 nChanged 186 SP:Iteration 28Q (9450.430000 sec): 3 clusters Score: Raw -3299140.618263 + Penalty 4958.975127 = -3294181.643136 nChanged 163 SP:Iteration 29Q (9450.740000 sec): 3 clusters Score: Raw -3299212.105094 + Penalty 4958.975127 = -3294253.129967 nChanged 145 SP:Iteration 30Q (9451.140000 sec): 3 clusters Score: Raw -3299271.342548 + Penalty 4958.975127 = -3294312.367421 nChanged 140 SP:Iteration 31Q (9451.420000 sec): 3 clusters Score: Raw -3299334.306311 + Penalty 4958.975127 = -3294375.331185 nChanged 134 SP:Iteration 32Q (9451.750000 sec): 3 clusters Score: Raw -3299401.860869 + Penalty 4958.975127 = -3294442.885743 nChanged 113 SP:Iteration 33Q (9452.060000 sec): 3 clusters Score: Raw -3299455.386391 + Penalty 4958.975127 = -3294496.411264 nChanged 98 SP:Iteration 34Q (9452.430000 sec): 3 clusters Score: Raw -3299499.898758 + Penalty 4958.975127 = -3294540.923632 nChanged 71 SP:Iteration 35Q (9452.700000 sec): 3 clusters Score: Raw -3299532.057606 + Penalty 4958.975127 = -3294573.082479 nChanged 76 SP:Iteration 36Q (9452.960000 sec): 3 clusters Score: Raw -3299565.601378 + Penalty 4958.975127 = -3294606.626251 nChanged 65 SP:Iteration 37Q (9453.260000 sec): 3 clusters Score: Raw -3299596.501501 + Penalty 4958.975127 = -3294637.526374 nChanged 55 SP:Iteration 38Q (9453.600000 sec): 3 clusters Score: Raw -3299622.357051 + Penalty 4958.975127 = -3294663.381924 nChanged 48 SP:Iteration 39Q (9453.880000 sec): 3 clusters Score: Raw -3299645.466537 + Penalty 4958.975127 = -3294686.491411 nChanged 46 SP:Iteration 40F (9454.190000 sec): 3 clusters Score: Raw -3299664.891981 + Penalty 4958.975127 = -3294705.916854 nChanged 36 SP:Iteration 41Q (9454.480000 sec): 3 clusters Score: Raw -3299678.637424 + Penalty 4958.975127 = -3294719.662298 nChanged 35 SP:Iteration 42Q (9454.790000 sec): 3 clusters Score: Raw -3299692.623332 + Penalty 4958.975127 = -3294733.648205 nChanged 33 SP:Iteration 43Q (9455.150000 sec): 3 clusters Score: Raw -3299704.683963 + Penalty 4958.975127 = -3294745.708837 nChanged 28 SP:Iteration 44Q (9455.440000 sec): 3 clusters Score: Raw -3299716.906882 + Penalty 4958.975127 = -3294757.931755 nChanged 33 SP:Iteration 45Q (9455.770000 sec): 3 clusters Score: Raw -3299734.449621 + Penalty 4958.975127 = -3294775.474494 nChanged 36 SP:Iteration 46Q (9456.140000 sec): 3 clusters Score: Raw -3299752.047082 + Penalty 4958.975127 = -3294793.071955 nChanged 25 SP:Iteration 47Q (9456.420000 sec): 3 clusters Score: Raw -3299764.356991 + Penalty 4958.975127 = -3294805.381864 nChanged 23 SP:Iteration 48Q (9456.780000 sec): 3 clusters Score: Raw -3299776.510685 + Penalty 4958.975127 = -3294817.535559 nChanged 21 SP:Iteration 49Q (9457.100000 sec): 3 clusters Score: Raw -3299786.258758 + Penalty 4958.975127 = -3294827.283631 nChanged 12 SP:Iteration 50Q (9457.330000 sec): 3 clusters Score: Raw -3299792.863716 + Penalty 4958.975127 = -3294833.888590 nChanged 13 SP:Iteration 51Q (9457.660000 sec): 3 clusters Score: Raw -3299796.965123 + Penalty 4958.975127 = -3294837.989997 nChanged 9 SP:Iteration 52Q (9457.960000 sec): 3 clusters Score: Raw -3299800.291206 + Penalty 4958.975127 = -3294841.316080 nChanged 5 SP:Iteration 53Q (9458.280000 sec): 3 clusters Score: Raw -3299802.196394 + Penalty 4958.975127 = -3294843.221268 nChanged 7 SP:Iteration 54Q (9458.570000 sec): 3 clusters Score: Raw -3299804.684149 + Penalty 4958.975127 = -3294845.709022 nChanged 6 SP:Iteration 55Q (9458.850000 sec): 3 clusters Score: Raw -3299806.784355 + Penalty 4958.975127 = -3294847.809228 nChanged 5 SP:Iteration 56Q (9459.170000 sec): 3 clusters Score: Raw -3299808.717938 + Penalty 4958.975127 = -3294849.742812 nChanged 6 SP:Iteration 57Q (9459.500000 sec): 3 clusters Score: Raw -3299810.630598 + Penalty 4958.975127 = -3294851.655471 nChanged 7 SP:Iteration 58Q (9459.830000 sec): 3 clusters Score: Raw -3299813.591372 + Penalty 4958.975127 = -3294854.616245 nChanged 5 SP:Iteration 59Q (9460.080000 sec): 3 clusters Score: Raw -3299815.066570 + Penalty 4958.975127 = -3294856.091443 nChanged 3 SP:Iteration 60F (9460.370000 sec): 3 clusters Score: Raw -3299815.766409 + Penalty 4958.975127 = -3294856.791282 nChanged 3 SP:Iteration 61Q (9460.670000 sec): 3 clusters Score: Raw -3299816.505624 + Penalty 4958.975127 = -3294857.530497 nChanged 2 SP:Iteration 62Q (9460.980000 sec): 3 clusters Score: Raw -3299816.968468 + Penalty 4958.975127 = -3294857.993341 nChanged 0 SP:Iteration 63F (9461.300000 sec): 3 clusters Score: Raw -3299816.968468 + Penalty 4958.975127 = -3294857.993341 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9461.400000 sec): 2 clusters Score: Raw -39839.109912 + Penalty 1411.209145 = -38427.900767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9461.630000 sec): 3 clusters Score: Raw -40022.947967 + Penalty 2822.418289 = -37200.529677 nChanged 33 SP:Iteration 1F (9461.820000 sec): 3 clusters Score: Raw -40175.182841 + Penalty 2822.418289 = -37352.764552 nChanged 8 SP:Iteration 2Q (9462.000000 sec): 3 clusters Score: Raw -40205.215245 + Penalty 2822.418289 = -37382.796955 nChanged 1 SP:Iteration 3Q (9462.180000 sec): 3 clusters Score: Raw -40208.189370 + Penalty 2822.418289 = -37385.771081 nChanged 0 SP:Iteration 4F (9462.360000 sec): 3 clusters Score: Raw -40208.189370 + Penalty 2822.418289 = -37385.771081 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9462.460000 sec): 2 clusters Score: Raw -37107.261742 + Penalty 1399.192954 = -35708.068789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9462.630000 sec): 3 clusters Score: Raw -37244.007523 + Penalty 2798.385907 = -34445.621616 nChanged 36 SP:Iteration 1F (9462.820000 sec): 3 clusters Score: Raw -37366.592024 + Penalty 2798.385907 = -34568.206117 nChanged 15 SP:Iteration 2F (9462.970000 sec): 3 clusters Score: Raw -37449.897484 + Penalty 2798.385907 = -34651.511577 nChanged 6 SP:Iteration 3Q (9463.140000 sec): 3 clusters Score: Raw -37473.866548 + Penalty 2798.385907 = -34675.480641 nChanged 4 SP:Iteration 4Q (9463.350000 sec): 3 clusters Score: Raw -37523.279094 + Penalty 2798.385907 = -34724.893187 nChanged 3 SP:Iteration 5Q (9463.490000 sec): 3 clusters Score: Raw -37547.879300 + Penalty 2798.385907 = -34749.493393 nChanged 0 SP:Iteration 6F (9463.680000 sec): 3 clusters Score: Raw -37547.879300 + Penalty 2798.385907 = -34749.493393 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9463.760000 sec): 2 clusters Score: Raw -113339.462823 + Penalty 1647.013178 = -111692.449645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9463.940000 sec): 3 clusters Score: Raw -113197.165936 + Penalty 3294.026356 = -109903.139580 nChanged 172 SP:Iteration 1F (9464.110000 sec): 3 clusters Score: Raw -113442.323394 + Penalty 3294.026356 = -110148.297038 nChanged 53 SP:Iteration 2F (9464.300000 sec): 3 clusters Score: Raw -113538.182515 + Penalty 3294.026356 = -110244.156159 nChanged 27 SP:Iteration 3Q (9464.460000 sec): 3 clusters Score: Raw -113609.218867 + Penalty 3294.026356 = -110315.192511 nChanged 20 SP:Iteration 4Q (9464.670000 sec): 3 clusters Score: Raw -113653.536921 + Penalty 3294.026356 = -110359.510565 nChanged 11 SP:Iteration 5Q (9464.870000 sec): 3 clusters Score: Raw -113685.586228 + Penalty 3294.026356 = -110391.559872 nChanged 14 SP:Iteration 6Q (9465.100000 sec): 3 clusters Score: Raw -113719.466285 + Penalty 3294.026356 = -110425.439929 nChanged 15 SP:Iteration 7Q (9465.290000 sec): 3 clusters Score: Raw -113750.191080 + Penalty 3294.026356 = -110456.164724 nChanged 17 SP:Iteration 8Q (9465.440000 sec): 3 clusters Score: Raw -113799.372110 + Penalty 3294.026356 = -110505.345754 nChanged 13 SP:Iteration 9Q (9465.640000 sec): 3 clusters Score: Raw -113831.857157 + Penalty 3294.026356 = -110537.830801 nChanged 17 SP:Iteration 10Q (9465.820000 sec): 3 clusters Score: Raw -113892.238322 + Penalty 3294.026356 = -110598.211966 nChanged 22 SP:Iteration 11Q (9466.000000 sec): 3 clusters Score: Raw -113952.391422 + Penalty 3294.026356 = -110658.365066 nChanged 20 SP:Iteration 12Q (9466.180000 sec): 3 clusters Score: Raw -114020.365463 + Penalty 3294.026356 = -110726.339107 nChanged 19 SP:Iteration 13Q (9466.390000 sec): 3 clusters Score: Raw -114084.775106 + Penalty 3294.026356 = -110790.748750 nChanged 15 SP:Iteration 14Q (9466.580000 sec): 3 clusters Score: Raw -114111.280218 + Penalty 3294.026356 = -110817.253862 nChanged 6 SP:Iteration 15Q (9466.760000 sec): 3 clusters Score: Raw -114119.444058 + Penalty 3294.026356 = -110825.417701 nChanged 2 SP:Iteration 16Q (9466.930000 sec): 3 clusters Score: Raw -114123.383642 + Penalty 3294.026356 = -110829.357286 nChanged 2 SP:Iteration 17Q (9467.110000 sec): 3 clusters Score: Raw -114128.467471 + Penalty 3294.026356 = -110834.441115 nChanged 4 SP:Iteration 18Q (9467.280000 sec): 3 clusters Score: Raw -114139.538515 + Penalty 3294.026356 = -110845.512158 nChanged 5 SP:Iteration 19Q (9467.450000 sec): 3 clusters Score: Raw -114150.132428 + Penalty 3294.026356 = -110856.106072 nChanged 4 SP:Iteration 20F (9467.660000 sec): 3 clusters Score: Raw -114159.275803 + Penalty 3294.026356 = -110865.249447 nChanged 4 SP:Iteration 21Q (9467.820000 sec): 3 clusters Score: Raw -114166.952559 + Penalty 3294.026356 = -110872.926203 nChanged 3 SP:Iteration 22Q (9468.010000 sec): 3 clusters Score: Raw -114173.115132 + Penalty 3294.026356 = -110879.088775 nChanged 2 SP:Iteration 23Q (9468.190000 sec): 3 clusters Score: Raw -114181.391599 + Penalty 3294.026356 = -110887.365243 nChanged 4 SP:Iteration 24Q (9468.370000 sec): 3 clusters Score: Raw -114186.838479 + Penalty 3294.026356 = -110892.812123 nChanged 2 SP:Iteration 25Q (9468.560000 sec): 3 clusters Score: Raw -114189.610918 + Penalty 3294.026356 = -110895.584562 nChanged 1 SP:Iteration 26Q (9468.780000 sec): 3 clusters Score: Raw -114190.378080 + Penalty 3294.026356 = -110896.351724 nChanged 0 SP:Iteration 27F (9468.920000 sec): 3 clusters Score: Raw -114190.378080 + Penalty 3294.026356 = -110896.351724 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (5396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9469.040000 sec): 2 clusters Score: Raw -822397.031547 + Penalty 2131.166478 = -820265.865069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9469.230000 sec): 3 clusters Score: Raw -819734.820598 + Penalty 4262.332956 = -815472.487643 nChanged 2070 SP:Iteration 1F (9469.440000 sec): 3 clusters Score: Raw -820897.549910 + Penalty 4262.332956 = -816635.216954 nChanged 428 SP:Iteration 2F (9469.670000 sec): 3 clusters Score: Raw -821148.587036 + Penalty 4262.332956 = -816886.254080 nChanged 255 SP:Iteration 3Q (9469.880000 sec): 3 clusters Score: Raw -821283.770304 + Penalty 4262.332956 = -817021.437348 nChanged 196 SP:Iteration 4Q (9470.090000 sec): 3 clusters Score: Raw -821380.305868 + Penalty 4262.332956 = -817117.972913 nChanged 143 SP:Iteration 5Q (9470.300000 sec): 3 clusters Score: Raw -821441.434931 + Penalty 4262.332956 = -817179.101975 nChanged 99 SP:Iteration 6Q (9470.540000 sec): 3 clusters Score: Raw -821482.300106 + Penalty 4262.332956 = -817219.967150 nChanged 89 SP:Iteration 7Q (9470.740000 sec): 3 clusters Score: Raw -821512.277014 + Penalty 4262.332956 = -817249.944058 nChanged 63 SP:Iteration 8Q (9470.930000 sec): 3 clusters Score: Raw -821531.238470 + Penalty 4262.332956 = -817268.905514 nChanged 65 SP:Iteration 9Q (9471.120000 sec): 3 clusters Score: Raw -821557.735389 + Penalty 4262.332956 = -817295.402433 nChanged 78 SP:Iteration 10Q (9471.380000 sec): 3 clusters Score: Raw -821591.469107 + Penalty 4262.332956 = -817329.136152 nChanged 86 SP:Iteration 11Q (9471.620000 sec): 3 clusters Score: Raw -821629.277632 + Penalty 4262.332956 = -817366.944676 nChanged 83 SP:Iteration 12Q (9471.840000 sec): 3 clusters Score: Raw -821667.985512 + Penalty 4262.332956 = -817405.652556 nChanged 94 SP:Iteration 13Q (9472.050000 sec): 3 clusters Score: Raw -821706.026855 + Penalty 4262.332956 = -817443.693899 nChanged 84 SP:Iteration 14Q (9472.210000 sec): 3 clusters Score: Raw -821742.847931 + Penalty 4262.332956 = -817480.514975 nChanged 92 SP:Iteration 15Q (9472.410000 sec): 3 clusters Score: Raw -821781.517984 + Penalty 4262.332956 = -817519.185028 nChanged 96 SP:Iteration 16Q (9472.640000 sec): 3 clusters Score: Raw -821822.787306 + Penalty 4262.332956 = -817560.454350 nChanged 88 SP:Iteration 17Q (9472.820000 sec): 3 clusters Score: Raw -821858.601337 + Penalty 4262.332956 = -817596.268381 nChanged 91 SP:Iteration 18Q (9473.010000 sec): 3 clusters Score: Raw -821907.370175 + Penalty 4262.332956 = -817645.037219 nChanged 122 SP:Iteration 19Q (9473.200000 sec): 3 clusters Score: Raw -821985.625124 + Penalty 4262.332956 = -817723.292168 nChanged 120 SP:Iteration 20F (9473.380000 sec): 3 clusters Score: Raw -822054.347191 + Penalty 4262.332956 = -817792.014235 nChanged 93 SP:Iteration 21Q (9473.600000 sec): 3 clusters Score: Raw -822107.889095 + Penalty 4262.332956 = -817845.556139 nChanged 86 SP:Iteration 22Q (9473.800000 sec): 3 clusters Score: Raw -822163.384525 + Penalty 4262.332956 = -817901.051569 nChanged 98 SP:Iteration 23Q (9473.980000 sec): 3 clusters Score: Raw -822227.524151 + Penalty 4262.332956 = -817965.191196 nChanged 84 SP:Iteration 24Q (9474.220000 sec): 3 clusters Score: Raw -822286.455915 + Penalty 4262.332956 = -818024.122959 nChanged 77 SP:Iteration 25Q (9474.380000 sec): 3 clusters Score: Raw -822334.930160 + Penalty 4262.332956 = -818072.597204 nChanged 57 SP:Iteration 26Q (9474.620000 sec): 3 clusters Score: Raw -822380.814515 + Penalty 4262.332956 = -818118.481559 nChanged 52 SP:Iteration 27Q (9474.810000 sec): 3 clusters Score: Raw -822418.005786 + Penalty 4262.332956 = -818155.672830 nChanged 37 SP:Iteration 28Q (9474.990000 sec): 3 clusters Score: Raw -822444.849743 + Penalty 4262.332956 = -818182.516787 nChanged 31 SP:Iteration 29Q (9475.210000 sec): 3 clusters Score: Raw -822468.712843 + Penalty 4262.332956 = -818206.379887 nChanged 25 SP:Iteration 30Q (9475.400000 sec): 3 clusters Score: Raw -822481.855999 + Penalty 4262.332956 = -818219.523043 nChanged 18 SP:Iteration 31Q (9475.630000 sec): 3 clusters Score: Raw -822497.794103 + Penalty 4262.332956 = -818235.461147 nChanged 25 SP:Iteration 32Q (9475.800000 sec): 3 clusters Score: Raw -822517.378356 + Penalty 4262.332956 = -818255.045400 nChanged 28 SP:Iteration 33Q (9476.010000 sec): 3 clusters Score: Raw -822538.934856 + Penalty 4262.332956 = -818276.601901 nChanged 18 SP:Iteration 34Q (9476.210000 sec): 3 clusters Score: Raw -822548.440287 + Penalty 4262.332956 = -818286.107331 nChanged 12 SP:Iteration 35Q (9476.450000 sec): 3 clusters Score: Raw -822556.914268 + Penalty 4262.332956 = -818294.581313 nChanged 10 SP:Iteration 36Q (9476.680000 sec): 3 clusters Score: Raw -822562.608906 + Penalty 4262.332956 = -818300.275950 nChanged 10 SP:Iteration 37Q (9476.880000 sec): 3 clusters Score: Raw -822568.263381 + Penalty 4262.332956 = -818305.930425 nChanged 5 SP:Iteration 38Q (9477.090000 sec): 3 clusters Score: Raw -822571.615918 + Penalty 4262.332956 = -818309.282962 nChanged 4 SP:Iteration 39Q (9477.310000 sec): 3 clusters Score: Raw -822575.298006 + Penalty 4262.332956 = -818312.965050 nChanged 9 SP:Iteration 40F (9477.480000 sec): 3 clusters Score: Raw -822581.808144 + Penalty 4262.332956 = -818319.475188 nChanged 8 SP:Iteration 41Q (9477.680000 sec): 3 clusters Score: Raw -822586.768709 + Penalty 4262.332956 = -818324.435753 nChanged 7 SP:Iteration 42Q (9477.860000 sec): 3 clusters Score: Raw -822592.139356 + Penalty 4262.332956 = -818329.806400 nChanged 9 SP:Iteration 43Q (9478.060000 sec): 3 clusters Score: Raw -822600.579984 + Penalty 4262.332956 = -818338.247028 nChanged 8 SP:Iteration 44Q (9478.270000 sec): 3 clusters Score: Raw -822607.713968 + Penalty 4262.332956 = -818345.381013 nChanged 7 SP:Iteration 45Q (9478.500000 sec): 3 clusters Score: Raw -822612.285642 + Penalty 4262.332956 = -818349.952686 nChanged 5 SP:Iteration 46Q (9478.730000 sec): 3 clusters Score: Raw -822616.619902 + Penalty 4262.332956 = -818354.286946 nChanged 6 SP:Iteration 47Q (9478.920000 sec): 3 clusters Score: Raw -822620.659011 + Penalty 4262.332956 = -818358.326055 nChanged 8 SP:Iteration 48Q (9479.120000 sec): 3 clusters Score: Raw -822624.131617 + Penalty 4262.332956 = -818361.798661 nChanged 4 SP:Iteration 49Q (9479.340000 sec): 3 clusters Score: Raw -822626.185371 + Penalty 4262.332956 = -818363.852415 nChanged 2 SP:Iteration 50Q (9479.560000 sec): 3 clusters Score: Raw -822627.945530 + Penalty 4262.332956 = -818365.612574 nChanged 3 SP:Iteration 51Q (9479.730000 sec): 3 clusters Score: Raw -822630.558558 + Penalty 4262.332956 = -818368.225602 nChanged 6 SP:Iteration 52Q (9479.940000 sec): 3 clusters Score: Raw -822635.457074 + Penalty 4262.332956 = -818373.124118 nChanged 6 SP:Iteration 53Q (9480.120000 sec): 3 clusters Score: Raw -822639.560816 + Penalty 4262.332956 = -818377.227860 nChanged 5 SP:Iteration 54Q (9480.310000 sec): 3 clusters Score: Raw -822644.984895 + Penalty 4262.332956 = -818382.651939 nChanged 7 SP:Iteration 55Q (9480.480000 sec): 3 clusters Score: Raw -822653.847906 + Penalty 4262.332956 = -818391.514950 nChanged 11 SP:Iteration 56Q (9480.650000 sec): 3 clusters Score: Raw -822666.257283 + Penalty 4262.332956 = -818403.924327 nChanged 8 SP:Iteration 57Q (9480.870000 sec): 3 clusters Score: Raw -822674.497159 + Penalty 4262.332956 = -818412.164203 nChanged 6 SP:Iteration 58Q (9481.050000 sec): 3 clusters Score: Raw -822680.438470 + Penalty 4262.332956 = -818418.105515 nChanged 6 SP:Iteration 59Q (9481.310000 sec): 3 clusters Score: Raw -822685.674163 + Penalty 4262.332956 = -818423.341207 nChanged 4 SP:Iteration 60F (9481.510000 sec): 3 clusters Score: Raw -822689.318214 + Penalty 4262.332956 = -818426.985258 nChanged 4 SP:Iteration 61Q (9481.720000 sec): 3 clusters Score: Raw -822694.269905 + Penalty 4262.332956 = -818431.936949 nChanged 4 SP:Iteration 62Q (9481.950000 sec): 3 clusters Score: Raw -822698.027616 + Penalty 4262.332956 = -818435.694660 nChanged 1 SP:Iteration 63Q (9482.110000 sec): 3 clusters Score: Raw -822699.062145 + Penalty 4262.332956 = -818436.729189 nChanged 1 SP:Iteration 64Q (9482.330000 sec): 3 clusters Score: Raw -822699.339875 + Penalty 4262.332956 = -818437.006919 nChanged 0 SP:Iteration 65F (9482.560000 sec): 3 clusters Score: Raw -822699.339875 + Penalty 4262.332956 = -818437.006919 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9482.690000 sec): 2 clusters Score: Raw -147689.914229 + Penalty 1733.811868 = -145956.102361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9482.850000 sec): 3 clusters Score: Raw -147465.019209 + Penalty 3467.623736 = -143997.395473 nChanged 292 SP:Iteration 1F (9483.030000 sec): 3 clusters Score: Raw -147833.198848 + Penalty 3467.623736 = -144365.575112 nChanged 96 SP:Iteration 2F (9483.230000 sec): 3 clusters Score: Raw -148015.781250 + Penalty 3467.623736 = -144548.157514 nChanged 73 SP:Iteration 3F (9483.450000 sec): 3 clusters Score: Raw -148165.732515 + Penalty 3467.623736 = -144698.108779 nChanged 63 SP:Iteration 4F (9483.650000 sec): 3 clusters Score: Raw -148296.520088 + Penalty 3467.623736 = -144828.896352 nChanged 50 SP:Iteration 5Q (9483.830000 sec): 3 clusters Score: Raw -148399.037417 + Penalty 3467.623736 = -144931.413681 nChanged 43 SP:Iteration 6Q (9484.040000 sec): 3 clusters Score: Raw -148491.285911 + Penalty 3467.623736 = -145023.662175 nChanged 28 SP:Iteration 7Q (9484.270000 sec): 3 clusters Score: Raw -148565.178029 + Penalty 3467.623736 = -145097.554293 nChanged 19 SP:Iteration 8Q (9484.490000 sec): 3 clusters Score: Raw -148601.169829 + Penalty 3467.623736 = -145133.546093 nChanged 12 SP:Iteration 9Q (9484.660000 sec): 3 clusters Score: Raw -148625.262543 + Penalty 3467.623736 = -145157.638807 nChanged 14 SP:Iteration 10Q (9484.860000 sec): 3 clusters Score: Raw -148662.660496 + Penalty 3467.623736 = -145195.036760 nChanged 18 SP:Iteration 11Q (9485.070000 sec): 3 clusters Score: Raw -148705.700696 + Penalty 3467.623736 = -145238.076960 nChanged 15 SP:Iteration 12Q (9485.310000 sec): 3 clusters Score: Raw -148745.820932 + Penalty 3467.623736 = -145278.197196 nChanged 15 SP:Iteration 13Q (9485.480000 sec): 3 clusters Score: Raw -148782.033257 + Penalty 3467.623736 = -145314.409521 nChanged 12 SP:Iteration 14Q (9485.660000 sec): 3 clusters Score: Raw -148804.219161 + Penalty 3467.623736 = -145336.595425 nChanged 9 SP:Iteration 15Q (9485.870000 sec): 3 clusters Score: Raw -148821.900772 + Penalty 3467.623736 = -145354.277036 nChanged 6 SP:Iteration 16Q (9486.080000 sec): 3 clusters Score: Raw -148830.350212 + Penalty 3467.623736 = -145362.726476 nChanged 1 SP:Iteration 17Q (9486.260000 sec): 3 clusters Score: Raw -148832.207087 + Penalty 3467.623736 = -145364.583351 nChanged 0 SP:Iteration 18F (9486.480000 sec): 3 clusters Score: Raw -148832.207087 + Penalty 3467.623736 = -145364.583351 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (2042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9486.550000 sec): 2 clusters Score: Raw -303503.702945 + Penalty 1890.177880 = -301613.525065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9486.770000 sec): 3 clusters Score: Raw -302772.114385 + Penalty 3780.355759 = -298991.758625 nChanged 684 SP:Iteration 1F (9486.960000 sec): 3 clusters Score: Raw -303319.838283 + Penalty 3780.355759 = -299539.482524 nChanged 132 SP:Iteration 2F (9487.140000 sec): 3 clusters Score: Raw -303424.804966 + Penalty 3780.355759 = -299644.449206 nChanged 70 SP:Iteration 3Q (9487.340000 sec): 3 clusters Score: Raw -303485.504031 + Penalty 3780.355759 = -299705.148271 nChanged 41 SP:Iteration 4Q (9487.550000 sec): 3 clusters Score: Raw -303521.018962 + Penalty 3780.355759 = -299740.663202 nChanged 27 SP:Iteration 5Q (9487.660000 sec): 3 clusters Score: Raw -303542.965092 + Penalty 3780.355759 = -299762.609333 nChanged 34 SP:Iteration 6Q (9487.820000 sec): 3 clusters Score: Raw -303562.737714 + Penalty 3780.355759 = -299782.381954 nChanged 15 SP:Iteration 7Q (9488.010000 sec): 3 clusters Score: Raw -303570.580535 + Penalty 3780.355759 = -299790.224776 nChanged 8 SP:Iteration 8Q (9488.220000 sec): 3 clusters Score: Raw -303576.008542 + Penalty 3780.355759 = -299795.652783 nChanged 10 SP:Iteration 9Q (9488.400000 sec): 3 clusters Score: Raw -303579.790860 + Penalty 3780.355759 = -299799.435100 nChanged 4 SP:Iteration 10Q (9488.580000 sec): 3 clusters Score: Raw -303583.380159 + Penalty 3780.355759 = -299803.024399 nChanged 4 SP:Iteration 11Q (9488.770000 sec): 3 clusters Score: Raw -303585.663313 + Penalty 3780.355759 = -299805.307554 nChanged 6 SP:Iteration 12Q (9488.990000 sec): 3 clusters Score: Raw -303589.773986 + Penalty 3780.355759 = -299809.418227 nChanged 3 SP:Iteration 13Q (9489.160000 sec): 3 clusters Score: Raw -303591.702649 + Penalty 3780.355759 = -299811.346890 nChanged 2 SP:Iteration 14Q (9489.370000 sec): 3 clusters Score: Raw -303592.967999 + Penalty 3780.355759 = -299812.612239 nChanged 5 SP:Iteration 15Q (9489.560000 sec): 3 clusters Score: Raw -303596.020400 + Penalty 3780.355759 = -299815.664640 nChanged 7 SP:Iteration 16Q (9489.730000 sec): 3 clusters Score: Raw -303602.273475 + Penalty 3780.355759 = -299821.917716 nChanged 11 SP:Iteration 17Q (9489.950000 sec): 3 clusters Score: Raw -303607.372832 + Penalty 3780.355759 = -299827.017073 nChanged 3 SP:Iteration 18Q (9490.090000 sec): 3 clusters Score: Raw -303608.805253 + Penalty 3780.355759 = -299828.449494 nChanged 2 SP:Iteration 19Q (9490.270000 sec): 3 clusters Score: Raw -303609.601814 + Penalty 3780.355759 = -299829.246055 nChanged 1 SP:Iteration 20F (9490.470000 sec): 3 clusters Score: Raw -303610.338961 + Penalty 3780.355759 = -299829.983202 nChanged 2 SP:Iteration 21Q (9490.670000 sec): 3 clusters Score: Raw -303611.928629 + Penalty 3780.355759 = -299831.572870 nChanged 3 SP:Iteration 22Q (9490.820000 sec): 3 clusters Score: Raw -303613.948254 + Penalty 3780.355759 = -299833.592495 nChanged 0 SP:Iteration 23F (9491.020000 sec): 3 clusters Score: Raw -303613.948254 + Penalty 3780.355759 = -299833.592495 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (8083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9491.190000 sec): 2 clusters Score: Raw -1176542.047822 + Penalty 2231.384556 = -1174310.663266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9491.380000 sec): 3 clusters Score: Raw -1172326.095520 + Penalty 4462.769111 = -1167863.326408 nChanged 3262 SP:Iteration 1F (9491.610000 sec): 3 clusters Score: Raw -1174094.047209 + Penalty 4462.769111 = -1169631.278098 nChanged 589 SP:Iteration 2F (9491.800000 sec): 3 clusters Score: Raw -1174427.539725 + Penalty 4462.769111 = -1169964.770614 nChanged 488 SP:Iteration 3F (9492.020000 sec): 3 clusters Score: Raw -1174718.637173 + Penalty 4462.769111 = -1170255.868062 nChanged 431 SP:Iteration 4F (9492.240000 sec): 3 clusters Score: Raw -1174985.848478 + Penalty 4462.769111 = -1170523.079366 nChanged 393 SP:Iteration 5Q (9492.530000 sec): 3 clusters Score: Raw -1175245.028756 + Penalty 4462.769111 = -1170782.259645 nChanged 379 SP:Iteration 6Q (9492.760000 sec): 3 clusters Score: Raw -1175528.161770 + Penalty 4462.769111 = -1171065.392659 nChanged 368 SP:Iteration 7Q (9493.000000 sec): 3 clusters Score: Raw -1175807.620032 + Penalty 4462.769111 = -1171344.850921 nChanged 366 SP:Iteration 8Q (9493.270000 sec): 3 clusters Score: Raw -1176106.082764 + Penalty 4462.769111 = -1171643.313652 nChanged 370 SP:Iteration 9Q (9493.530000 sec): 3 clusters Score: Raw -1176432.580842 + Penalty 4462.769111 = -1171969.811731 nChanged 334 SP:Iteration 10Q (9493.780000 sec): 3 clusters Score: Raw -1176716.349100 + Penalty 4462.769111 = -1172253.579989 nChanged 305 SP:Iteration 11Q (9494.030000 sec): 3 clusters Score: Raw -1176953.341724 + Penalty 4462.769111 = -1172490.572612 nChanged 260 SP:Iteration 12Q (9494.240000 sec): 3 clusters Score: Raw -1177142.232816 + Penalty 4462.769111 = -1172679.463704 nChanged 189 SP:Iteration 13Q (9494.440000 sec): 3 clusters Score: Raw -1177248.907726 + Penalty 4462.769111 = -1172786.138615 nChanged 121 SP:Iteration 14Q (9494.680000 sec): 3 clusters Score: Raw -1177318.130486 + Penalty 4462.769111 = -1172855.361375 nChanged 106 SP:Iteration 15Q (9494.870000 sec): 3 clusters Score: Raw -1177379.707474 + Penalty 4462.769111 = -1172916.938362 nChanged 110 SP:Iteration 16Q (9495.110000 sec): 3 clusters Score: Raw -1177453.504926 + Penalty 4462.769111 = -1172990.735814 nChanged 92 SP:Iteration 17Q (9495.340000 sec): 3 clusters Score: Raw -1177523.617716 + Penalty 4462.769111 = -1173060.848604 nChanged 82 SP:Iteration 18Q (9495.560000 sec): 3 clusters Score: Raw -1177601.045525 + Penalty 4462.769111 = -1173138.276414 nChanged 94 SP:Iteration 19Q (9495.790000 sec): 3 clusters Score: Raw -1177688.079418 + Penalty 4462.769111 = -1173225.310307 nChanged 90 SP:Iteration 20F (9496.000000 sec): 3 clusters Score: Raw -1177761.824740 + Penalty 4462.769111 = -1173299.055628 nChanged 72 SP:Iteration 21Q (9496.270000 sec): 3 clusters Score: Raw -1177813.339426 + Penalty 4462.769111 = -1173350.570315 nChanged 63 SP:Iteration 22Q (9496.500000 sec): 3 clusters Score: Raw -1177857.362684 + Penalty 4462.769111 = -1173394.593572 nChanged 55 SP:Iteration 23Q (9496.710000 sec): 3 clusters Score: Raw -1177890.331267 + Penalty 4462.769111 = -1173427.562155 nChanged 47 SP:Iteration 24Q (9496.930000 sec): 3 clusters Score: Raw -1177915.782559 + Penalty 4462.769111 = -1173453.013447 nChanged 38 SP:Iteration 25Q (9497.130000 sec): 3 clusters Score: Raw -1177938.742734 + Penalty 4462.769111 = -1173475.973623 nChanged 30 SP:Iteration 26Q (9497.380000 sec): 3 clusters Score: Raw -1177958.266468 + Penalty 4462.769111 = -1173495.497356 nChanged 24 SP:Iteration 27Q (9497.610000 sec): 3 clusters Score: Raw -1177967.320473 + Penalty 4462.769111 = -1173504.551362 nChanged 17 SP:Iteration 28Q (9497.870000 sec): 3 clusters Score: Raw -1177973.768664 + Penalty 4462.769111 = -1173510.999552 nChanged 6 SP:Iteration 29Q (9498.090000 sec): 3 clusters Score: Raw -1177975.483729 + Penalty 4462.769111 = -1173512.714618 nChanged 4 SP:Iteration 30Q (9498.330000 sec): 3 clusters Score: Raw -1177976.593217 + Penalty 4462.769111 = -1173513.824106 nChanged 5 SP:Iteration 31Q (9498.530000 sec): 3 clusters Score: Raw -1177978.139069 + Penalty 4462.769111 = -1173515.369958 nChanged 5 SP:Iteration 32Q (9498.750000 sec): 3 clusters Score: Raw -1177979.708966 + Penalty 4462.769111 = -1173516.939855 nChanged 3 SP:Iteration 33Q (9498.990000 sec): 3 clusters Score: Raw -1177980.438040 + Penalty 4462.769111 = -1173517.668929 nChanged 1 SP:Iteration 34Q (9499.210000 sec): 3 clusters Score: Raw -1177980.660978 + Penalty 4462.769111 = -1173517.891867 nChanged 2 SP:Iteration 35Q (9499.450000 sec): 3 clusters Score: Raw -1177981.299759 + Penalty 4462.769111 = -1173518.530647 nChanged 3 SP:Iteration 36Q (9499.690000 sec): 3 clusters Score: Raw -1177982.408430 + Penalty 4462.769111 = -1173519.639319 nChanged 2 SP:Iteration 37Q (9499.920000 sec): 3 clusters Score: Raw -1177983.189994 + Penalty 4462.769111 = -1173520.420882 nChanged 4 SP:Iteration 38Q (9500.170000 sec): 3 clusters Score: Raw -1177984.590885 + Penalty 4462.769111 = -1173521.821774 nChanged 3 SP:Iteration 39Q (9500.360000 sec): 3 clusters Score: Raw -1177985.591233 + Penalty 4462.769111 = -1173522.822121 nChanged 2 SP:Iteration 40F (9500.610000 sec): 3 clusters Score: Raw -1177986.025760 + Penalty 4462.769111 = -1173523.256649 nChanged 1 SP:Iteration 41Q (9500.860000 sec): 3 clusters Score: Raw -1177986.257684 + Penalty 4462.769111 = -1173523.488573 nChanged 1 SP:Iteration 42Q (9501.120000 sec): 3 clusters Score: Raw -1177986.571235 + Penalty 4462.769111 = -1173523.802124 nChanged 2 SP:Iteration 43Q (9501.320000 sec): 3 clusters Score: Raw -1177987.112321 + Penalty 4462.769111 = -1173524.343210 nChanged 2 SP:Iteration 44Q (9501.530000 sec): 3 clusters Score: Raw -1177987.665285 + Penalty 4462.769111 = -1173524.896173 nChanged 1 SP:Iteration 45Q (9501.730000 sec): 3 clusters Score: Raw -1177987.878026 + Penalty 4462.769111 = -1173525.108915 nChanged 0 SP:Iteration 46F (9501.920000 sec): 3 clusters Score: Raw -1177987.878026 + Penalty 4462.769111 = -1173525.108915 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9501.990000 sec): 2 clusters Score: Raw -66596.071417 + Penalty 1515.093401 = -65080.978017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9502.150000 sec): 3 clusters Score: Raw -66629.922351 + Penalty 3030.186801 = -63599.735550 nChanged 66 SP:Iteration 1F (9502.340000 sec): 3 clusters Score: Raw -66794.165707 + Penalty 3030.186801 = -63763.978906 nChanged 20 SP:Iteration 2Q (9502.530000 sec): 3 clusters Score: Raw -66848.396904 + Penalty 3030.186801 = -63818.210103 nChanged 12 SP:Iteration 3Q (9502.680000 sec): 3 clusters Score: Raw -66889.538041 + Penalty 3030.186801 = -63859.351240 nChanged 8 SP:Iteration 4Q (9502.910000 sec): 3 clusters Score: Raw -66911.815577 + Penalty 3030.186801 = -63881.628776 nChanged 6 SP:Iteration 5Q (9503.060000 sec): 3 clusters Score: Raw -66924.113366 + Penalty 3030.186801 = -63893.926565 nChanged 3 SP:Iteration 6Q (9503.240000 sec): 3 clusters Score: Raw -66931.189024 + Penalty 3030.186801 = -63901.002223 nChanged 1 SP:Iteration 7Q (9503.420000 sec): 3 clusters Score: Raw -66932.449980 + Penalty 3030.186801 = -63902.263179 nChanged 0 SP:Iteration 8F (9503.600000 sec): 3 clusters Score: Raw -66932.449980 + Penalty 3030.186801 = -63902.263179 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (1751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9503.730000 sec): 2 clusters Score: Raw -252647.856989 + Penalty 1852.049698 = -250795.807291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9503.910000 sec): 3 clusters Score: Raw -252036.613605 + Penalty 3704.099397 = -248332.514208 nChanged 537 SP:Iteration 1F (9504.110000 sec): 3 clusters Score: Raw -252526.090963 + Penalty 3704.099397 = -248821.991566 nChanged 177 SP:Iteration 2F (9504.270000 sec): 3 clusters Score: Raw -252751.651808 + Penalty 3704.099397 = -249047.552411 nChanged 115 SP:Iteration 3F (9504.460000 sec): 3 clusters Score: Raw -252953.181375 + Penalty 3704.099397 = -249249.081978 nChanged 111 SP:Iteration 4F (9504.620000 sec): 3 clusters Score: Raw -253102.766708 + Penalty 3704.099397 = -249398.667312 nChanged 74 SP:Iteration 5Q (9504.850000 sec): 3 clusters Score: Raw -253193.754085 + Penalty 3704.099397 = -249489.654688 nChanged 35 SP:Iteration 6Q (9505.090000 sec): 3 clusters Score: Raw -253235.621904 + Penalty 3704.099397 = -249531.522507 nChanged 37 SP:Iteration 7Q (9505.250000 sec): 3 clusters Score: Raw -253277.262343 + Penalty 3704.099397 = -249573.162946 nChanged 39 SP:Iteration 8Q (9505.430000 sec): 3 clusters Score: Raw -253325.418290 + Penalty 3704.099397 = -249621.318893 nChanged 24 SP:Iteration 9Q (9505.650000 sec): 3 clusters Score: Raw -253352.878498 + Penalty 3704.099397 = -249648.779101 nChanged 16 SP:Iteration 10Q (9505.840000 sec): 3 clusters Score: Raw -253368.867234 + Penalty 3704.099397 = -249664.767837 nChanged 12 SP:Iteration 11Q (9506.020000 sec): 3 clusters Score: Raw -253387.424725 + Penalty 3704.099397 = -249683.325328 nChanged 11 SP:Iteration 12Q (9506.250000 sec): 3 clusters Score: Raw -253397.967357 + Penalty 3704.099397 = -249693.867960 nChanged 6 SP:Iteration 13Q (9506.430000 sec): 3 clusters Score: Raw -253404.888464 + Penalty 3704.099397 = -249700.789067 nChanged 7 SP:Iteration 14Q (9506.590000 sec): 3 clusters Score: Raw -253411.505710 + Penalty 3704.099397 = -249707.406313 nChanged 7 SP:Iteration 15Q (9506.760000 sec): 3 clusters Score: Raw -253419.624887 + Penalty 3704.099397 = -249715.525490 nChanged 3 SP:Iteration 16Q (9506.950000 sec): 3 clusters Score: Raw -253422.714255 + Penalty 3704.099397 = -249718.614858 nChanged 2 SP:Iteration 17Q (9507.160000 sec): 3 clusters Score: Raw -253425.259144 + Penalty 3704.099397 = -249721.159748 nChanged 2 SP:Iteration 18Q (9507.310000 sec): 3 clusters Score: Raw -253427.449455 + Penalty 3704.099397 = -249723.350058 nChanged 1 SP:Iteration 19Q (9507.520000 sec): 3 clusters Score: Raw -253428.123410 + Penalty 3704.099397 = -249724.024013 nChanged 0 SP:Iteration 20F (9507.680000 sec): 3 clusters Score: Raw -253428.123410 + Penalty 3704.099397 = -249724.024013 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9507.830000 sec): 2 clusters Score: Raw -21591.159186 + Penalty 1299.953260 = -20291.205927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9507.990000 sec): 3 clusters Score: Raw -21879.173623 + Penalty 2599.906519 = -19279.267103 nChanged 21 SP:Iteration 1F (9508.190000 sec): 3 clusters Score: Raw -21959.759187 + Penalty 2599.906519 = -19359.852668 nChanged 5 SP:Iteration 2Q (9508.350000 sec): 3 clusters Score: Raw -21983.688588 + Penalty 2599.906519 = -19383.782068 nChanged 0 SP:Iteration 3F (9508.530000 sec): 3 clusters Score: Raw -21983.688588 + Penalty 2599.906519 = -19383.782068 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9508.610000 sec): 2 clusters Score: Raw -33463.804319 + Penalty 1339.863991 = -32123.940328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9508.800000 sec): 3 clusters Score: Raw -33999.625449 + Penalty 2679.727981 = -31319.897468 nChanged 43 SP:Iteration 1F (9508.960000 sec): 3 clusters Score: Raw -34185.305598 + Penalty 2679.727981 = -31505.577616 nChanged 11 SP:Iteration 2Q (9509.150000 sec): 3 clusters Score: Raw -34219.306683 + Penalty 2679.727981 = -31539.578702 nChanged 3 SP:Iteration 3Q (9509.330000 sec): 3 clusters Score: Raw -34226.498733 + Penalty 2679.727981 = -31546.770752 nChanged 2 SP:Iteration 4Q (9509.500000 sec): 3 clusters Score: Raw -34231.775863 + Penalty 2679.727981 = -31552.047882 nChanged 0 SP:Iteration 5F (9509.690000 sec): 3 clusters Score: Raw -34231.775863 + Penalty 2679.727981 = -31552.047882 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (5297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9509.820000 sec): 2 clusters Score: Raw -799795.005209 + Penalty 2126.574184 = -797668.431025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9510.020000 sec): 3 clusters Score: Raw -797168.463010 + Penalty 4253.148367 = -792915.314643 nChanged 2058 SP:Iteration 1F (9510.220000 sec): 3 clusters Score: Raw -798314.482493 + Penalty 4253.148367 = -794061.334126 nChanged 392 SP:Iteration 2F (9510.450000 sec): 3 clusters Score: Raw -798543.698311 + Penalty 4253.148367 = -794290.549944 nChanged 272 SP:Iteration 3F (9510.640000 sec): 3 clusters Score: Raw -798694.137995 + Penalty 4253.148367 = -794440.989628 nChanged 210 SP:Iteration 4Q (9510.840000 sec): 3 clusters Score: Raw -798801.951793 + Penalty 4253.148367 = -794548.803426 nChanged 173 SP:Iteration 5Q (9511.030000 sec): 3 clusters Score: Raw -798880.623700 + Penalty 4253.148367 = -794627.475333 nChanged 132 SP:Iteration 6Q (9511.290000 sec): 3 clusters Score: Raw -798939.565906 + Penalty 4253.148367 = -794686.417539 nChanged 113 SP:Iteration 7Q (9511.540000 sec): 3 clusters Score: Raw -798999.172006 + Penalty 4253.148367 = -794746.023639 nChanged 115 SP:Iteration 8Q (9511.730000 sec): 3 clusters Score: Raw -799048.990201 + Penalty 4253.148367 = -794795.841833 nChanged 96 SP:Iteration 9Q (9511.940000 sec): 3 clusters Score: Raw -799083.539380 + Penalty 4253.148367 = -794830.391013 nChanged 70 SP:Iteration 10Q (9512.160000 sec): 3 clusters Score: Raw -799106.675294 + Penalty 4253.148367 = -794853.526927 nChanged 66 SP:Iteration 11Q (9512.350000 sec): 3 clusters Score: Raw -799131.366036 + Penalty 4253.148367 = -794878.217669 nChanged 67 SP:Iteration 12Q (9512.550000 sec): 3 clusters Score: Raw -799156.754675 + Penalty 4253.148367 = -794903.606308 nChanged 78 SP:Iteration 13Q (9512.790000 sec): 3 clusters Score: Raw -799185.714103 + Penalty 4253.148367 = -794932.565735 nChanged 76 SP:Iteration 14Q (9512.980000 sec): 3 clusters Score: Raw -799214.748191 + Penalty 4253.148367 = -794961.599824 nChanged 67 SP:Iteration 15Q (9513.180000 sec): 3 clusters Score: Raw -799238.104079 + Penalty 4253.148367 = -794984.955711 nChanged 55 SP:Iteration 16Q (9513.350000 sec): 3 clusters Score: Raw -799257.703675 + Penalty 4253.148367 = -795004.555308 nChanged 57 SP:Iteration 17Q (9513.550000 sec): 3 clusters Score: Raw -799282.845092 + Penalty 4253.148367 = -795029.696725 nChanged 75 SP:Iteration 18Q (9513.710000 sec): 3 clusters Score: Raw -799315.461409 + Penalty 4253.148367 = -795062.313042 nChanged 73 SP:Iteration 19Q (9513.920000 sec): 3 clusters Score: Raw -799342.811007 + Penalty 4253.148367 = -795089.662640 nChanged 64 SP:Iteration 20F (9514.100000 sec): 3 clusters Score: Raw -799368.582003 + Penalty 4253.148367 = -795115.433636 nChanged 67 SP:Iteration 21Q (9514.310000 sec): 3 clusters Score: Raw -799397.713785 + Penalty 4253.148367 = -795144.565418 nChanged 68 SP:Iteration 22Q (9514.550000 sec): 3 clusters Score: Raw -799426.520138 + Penalty 4253.148367 = -795173.371771 nChanged 62 SP:Iteration 23Q (9514.740000 sec): 3 clusters Score: Raw -799452.776133 + Penalty 4253.148367 = -795199.627765 nChanged 77 SP:Iteration 24Q (9514.970000 sec): 3 clusters Score: Raw -799489.854106 + Penalty 4253.148367 = -795236.705739 nChanged 83 SP:Iteration 25Q (9515.130000 sec): 3 clusters Score: Raw -799527.936976 + Penalty 4253.148367 = -795274.788609 nChanged 75 SP:Iteration 26Q (9515.350000 sec): 3 clusters Score: Raw -799559.078365 + Penalty 4253.148367 = -795305.929998 nChanged 51 SP:Iteration 27Q (9515.610000 sec): 3 clusters Score: Raw -799579.379982 + Penalty 4253.148367 = -795326.231615 nChanged 48 SP:Iteration 28Q (9515.810000 sec): 3 clusters Score: Raw -799599.534276 + Penalty 4253.148367 = -795346.385909 nChanged 51 SP:Iteration 29Q (9516.110000 sec): 3 clusters Score: Raw -799623.530184 + Penalty 4253.148367 = -795370.381816 nChanged 60 SP:Iteration 30Q (9516.330000 sec): 3 clusters Score: Raw -799653.032376 + Penalty 4253.148367 = -795399.884009 nChanged 68 SP:Iteration 31Q (9516.580000 sec): 3 clusters Score: Raw -799686.489081 + Penalty 4253.148367 = -795433.340714 nChanged 64 SP:Iteration 32Q (9516.780000 sec): 3 clusters Score: Raw -799721.709339 + Penalty 4253.148367 = -795468.560971 nChanged 58 SP:Iteration 33Q (9517.020000 sec): 3 clusters Score: Raw -799755.687478 + Penalty 4253.148367 = -795502.539111 nChanged 59 SP:Iteration 34Q (9517.230000 sec): 3 clusters Score: Raw -799790.809771 + Penalty 4253.148367 = -795537.661404 nChanged 55 SP:Iteration 35Q (9517.450000 sec): 3 clusters Score: Raw -799821.371575 + Penalty 4253.148367 = -795568.223208 nChanged 52 SP:Iteration 36Q (9517.660000 sec): 3 clusters Score: Raw -799847.992176 + Penalty 4253.148367 = -795594.843809 nChanged 31 SP:Iteration 37Q (9517.880000 sec): 3 clusters Score: Raw -799862.710328 + Penalty 4253.148367 = -795609.561961 nChanged 35 SP:Iteration 38Q (9518.080000 sec): 3 clusters Score: Raw -799879.102217 + Penalty 4253.148367 = -795625.953850 nChanged 26 SP:Iteration 39Q (9518.320000 sec): 3 clusters Score: Raw -799891.395704 + Penalty 4253.148367 = -795638.247337 nChanged 26 SP:Iteration 40F (9518.500000 sec): 3 clusters Score: Raw -799903.785691 + Penalty 4253.148367 = -795650.637324 nChanged 21 SP:Iteration 41Q (9518.720000 sec): 3 clusters Score: Raw -799913.989969 + Penalty 4253.148367 = -795660.841602 nChanged 21 SP:Iteration 42Q (9518.920000 sec): 3 clusters Score: Raw -799925.475066 + Penalty 4253.148367 = -795672.326698 nChanged 29 SP:Iteration 43Q (9519.150000 sec): 3 clusters Score: Raw -799940.410917 + Penalty 4253.148367 = -795687.262550 nChanged 23 SP:Iteration 44Q (9519.320000 sec): 3 clusters Score: Raw -799952.187691 + Penalty 4253.148367 = -795699.039324 nChanged 17 SP:Iteration 45Q (9519.530000 sec): 3 clusters Score: Raw -799961.000523 + Penalty 4253.148367 = -795707.852156 nChanged 21 SP:Iteration 46Q (9519.790000 sec): 3 clusters Score: Raw -799970.342063 + Penalty 4253.148367 = -795717.193695 nChanged 18 SP:Iteration 47Q (9520.020000 sec): 3 clusters Score: Raw -799983.631745 + Penalty 4253.148367 = -795730.483377 nChanged 23 SP:Iteration 48Q (9520.260000 sec): 3 clusters Score: Raw -799995.686823 + Penalty 4253.148367 = -795742.538456 nChanged 20 SP:Iteration 49Q (9520.500000 sec): 3 clusters Score: Raw -800005.197807 + Penalty 4253.148367 = -795752.049440 nChanged 19 SP:Iteration 50Q (9520.710000 sec): 3 clusters Score: Raw -800016.684531 + Penalty 4253.148367 = -795763.536164 nChanged 16 SP:Iteration 51Q (9521.010000 sec): 3 clusters Score: Raw -800028.585494 + Penalty 4253.148367 = -795775.437127 nChanged 17 SP:Iteration 52Q (9521.210000 sec): 3 clusters Score: Raw -800038.960867 + Penalty 4253.148367 = -795785.812500 nChanged 11 SP:Iteration 53Q (9521.460000 sec): 3 clusters Score: Raw -800044.852336 + Penalty 4253.148367 = -795791.703969 nChanged 10 SP:Iteration 54Q (9521.680000 sec): 3 clusters Score: Raw -800050.650379 + Penalty 4253.148367 = -795797.502011 nChanged 11 SP:Iteration 55Q (9521.890000 sec): 3 clusters Score: Raw -800058.284193 + Penalty 4253.148367 = -795805.135826 nChanged 8 SP:Iteration 56Q (9522.110000 sec): 3 clusters Score: Raw -800062.536756 + Penalty 4253.148367 = -795809.388389 nChanged 13 SP:Iteration 57Q (9522.350000 sec): 3 clusters Score: Raw -800070.899340 + Penalty 4253.148367 = -795817.750973 nChanged 8 SP:Iteration 58Q (9522.530000 sec): 3 clusters Score: Raw -800074.326873 + Penalty 4253.148367 = -795821.178506 nChanged 5 SP:Iteration 59Q (9522.730000 sec): 3 clusters Score: Raw -800076.201340 + Penalty 4253.148367 = -795823.052973 nChanged 5 SP:Iteration 60F (9522.950000 sec): 3 clusters Score: Raw -800078.002472 + Penalty 4253.148367 = -795824.854105 nChanged 2 SP:Iteration 61Q (9523.150000 sec): 3 clusters Score: Raw -800078.727048 + Penalty 4253.148367 = -795825.578681 nChanged 3 SP:Iteration 62Q (9523.360000 sec): 3 clusters Score: Raw -800080.594660 + Penalty 4253.148367 = -795827.446293 nChanged 1 SP:Iteration 63Q (9523.540000 sec): 3 clusters Score: Raw -800081.211324 + Penalty 4253.148367 = -795828.062957 nChanged 1 SP:Iteration 64Q (9523.710000 sec): 3 clusters Score: Raw -800082.026277 + Penalty 4253.148367 = -795828.877910 nChanged 3 SP:Iteration 65Q (9523.920000 sec): 3 clusters Score: Raw -800084.315954 + Penalty 4253.148367 = -795831.167587 nChanged 1 SP:Iteration 66Q (9524.120000 sec): 3 clusters Score: Raw -800085.365964 + Penalty 4253.148367 = -795832.217596 nChanged 3 SP:Iteration 67Q (9524.310000 sec): 3 clusters Score: Raw -800087.328939 + Penalty 4253.148367 = -795834.180572 nChanged 4 SP:Iteration 68Q (9524.510000 sec): 3 clusters Score: Raw -800088.911792 + Penalty 4253.148367 = -795835.763425 nChanged 1 SP:Iteration 69Q (9524.770000 sec): 3 clusters Score: Raw -800089.706508 + Penalty 4253.148367 = -795836.558140 nChanged 4 SP:Iteration 70Q (9524.970000 sec): 3 clusters Score: Raw -800092.117400 + Penalty 4253.148367 = -795838.969033 nChanged 2 SP:Iteration 71Q (9525.170000 sec): 3 clusters Score: Raw -800093.065694 + Penalty 4253.148367 = -795839.917327 nChanged 2 SP:Iteration 72Q (9525.370000 sec): 3 clusters Score: Raw -800094.223196 + Penalty 4253.148367 = -795841.074829 nChanged 1 SP:Iteration 73Q (9525.570000 sec): 3 clusters Score: Raw -800095.051453 + Penalty 4253.148367 = -795841.903086 nChanged 0 SP:Iteration 74F (9525.750000 sec): 3 clusters Score: Raw -800095.051453 + Penalty 4253.148367 = -795841.903086 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9525.840000 sec): 2 clusters Score: Raw -99806.232046 + Penalty 1606.670391 = -98199.561655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9526.040000 sec): 3 clusters Score: Raw -99747.509359 + Penalty 3213.340783 = -96534.168576 nChanged 136 SP:Iteration 1F (9526.210000 sec): 3 clusters Score: Raw -99944.291545 + Penalty 3213.340783 = -96730.950762 nChanged 33 SP:Iteration 2F (9526.380000 sec): 3 clusters Score: Raw -100002.560768 + Penalty 3213.340783 = -96789.219986 nChanged 14 SP:Iteration 3Q (9526.580000 sec): 3 clusters Score: Raw -100018.925214 + Penalty 3213.340783 = -96805.584431 nChanged 1 SP:Iteration 4Q (9526.760000 sec): 3 clusters Score: Raw -100020.281735 + Penalty 3213.340783 = -96806.940953 nChanged 0 SP:Iteration 5F (9526.910000 sec): 3 clusters Score: Raw -100020.281735 + Penalty 3213.340783 = -96806.940953 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9527.030000 sec): 2 clusters Score: Raw -116730.850411 + Penalty 1649.269204 = -115081.581207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9527.210000 sec): 3 clusters Score: Raw -116624.103585 + Penalty 3298.538408 = -113325.565177 nChanged 167 SP:Iteration 1F (9527.390000 sec): 3 clusters Score: Raw -116908.871981 + Penalty 3298.538408 = -113610.333573 nChanged 64 SP:Iteration 2F (9527.580000 sec): 3 clusters Score: Raw -117076.279435 + Penalty 3298.538408 = -113777.741027 nChanged 36 SP:Iteration 3Q (9527.780000 sec): 3 clusters Score: Raw -117184.589890 + Penalty 3298.538408 = -113886.051482 nChanged 43 SP:Iteration 4F (9527.940000 sec): 3 clusters Score: Raw -117288.342363 + Penalty 3298.538408 = -113989.803955 nChanged 35 SP:Iteration 5Q (9528.130000 sec): 3 clusters Score: Raw -117387.149532 + Penalty 3298.538408 = -114088.611124 nChanged 28 SP:Iteration 6Q (9528.310000 sec): 3 clusters Score: Raw -117458.865140 + Penalty 3298.538408 = -114160.326732 nChanged 21 SP:Iteration 7Q (9528.470000 sec): 3 clusters Score: Raw -117502.767355 + Penalty 3298.538408 = -114204.228947 nChanged 20 SP:Iteration 8Q (9528.650000 sec): 3 clusters Score: Raw -117549.056804 + Penalty 3298.538408 = -114250.518396 nChanged 18 SP:Iteration 9Q (9528.830000 sec): 3 clusters Score: Raw -117599.220584 + Penalty 3298.538408 = -114300.682176 nChanged 14 SP:Iteration 10Q (9529.010000 sec): 3 clusters Score: Raw -117635.792075 + Penalty 3298.538408 = -114337.253667 nChanged 19 SP:Iteration 11Q (9529.150000 sec): 3 clusters Score: Raw -117713.264429 + Penalty 3298.538408 = -114414.726021 nChanged 18 SP:Iteration 12Q (9529.310000 sec): 3 clusters Score: Raw -117765.098728 + Penalty 3298.538408 = -114466.560320 nChanged 14 SP:Iteration 13Q (9529.460000 sec): 3 clusters Score: Raw -117787.800201 + Penalty 3298.538408 = -114489.261793 nChanged 7 SP:Iteration 14Q (9529.590000 sec): 3 clusters Score: Raw -117804.874029 + Penalty 3298.538408 = -114506.335621 nChanged 10 SP:Iteration 15Q (9529.770000 sec): 3 clusters Score: Raw -117827.075932 + Penalty 3298.538408 = -114528.537524 nChanged 7 SP:Iteration 16Q (9529.940000 sec): 3 clusters Score: Raw -117842.884142 + Penalty 3298.538408 = -114544.345734 nChanged 6 SP:Iteration 17Q (9530.080000 sec): 3 clusters Score: Raw -117855.045286 + Penalty 3298.538408 = -114556.506878 nChanged 4 SP:Iteration 18Q (9530.250000 sec): 3 clusters Score: Raw -117860.383638 + Penalty 3298.538408 = -114561.845230 nChanged 3 SP:Iteration 19Q (9530.420000 sec): 3 clusters Score: Raw -117865.062178 + Penalty 3298.538408 = -114566.523770 nChanged 1 SP:Iteration 20F (9530.630000 sec): 3 clusters Score: Raw -117866.521334 + Penalty 3298.538408 = -114567.982926 nChanged 1 SP:Iteration 21Q (9530.790000 sec): 3 clusters Score: Raw -117867.206778 + Penalty 3298.538408 = -114568.668370 nChanged 0 SP:Iteration 22F (9530.960000 sec): 3 clusters Score: Raw -117867.206778 + Penalty 3298.538408 = -114568.668370 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (1665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9531.040000 sec): 2 clusters Score: Raw -249831.976394 + Penalty 1839.559940 = -247992.416454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9531.220000 sec): 3 clusters Score: Raw -249278.580969 + Penalty 3679.119880 = -245599.461090 nChanged 483 SP:Iteration 1F (9531.490000 sec): 3 clusters Score: Raw -249956.157529 + Penalty 3679.119880 = -246277.037650 nChanged 189 SP:Iteration 2F (9531.680000 sec): 3 clusters Score: Raw -250364.030132 + Penalty 3679.119880 = -246684.910253 nChanged 169 SP:Iteration 3F (9531.880000 sec): 3 clusters Score: Raw -250694.963742 + Penalty 3679.119880 = -247015.843863 nChanged 112 SP:Iteration 4F (9532.080000 sec): 3 clusters Score: Raw -250892.719136 + Penalty 3679.119880 = -247213.599257 nChanged 70 SP:Iteration 5Q (9532.290000 sec): 3 clusters Score: Raw -251004.826206 + Penalty 3679.119880 = -247325.706326 nChanged 47 SP:Iteration 6Q (9532.420000 sec): 3 clusters Score: Raw -251074.929284 + Penalty 3679.119880 = -247395.809405 nChanged 21 SP:Iteration 7Q (9532.540000 sec): 3 clusters Score: Raw -251100.066099 + Penalty 3679.119880 = -247420.946219 nChanged 12 SP:Iteration 8Q (9532.670000 sec): 3 clusters Score: Raw -251116.615507 + Penalty 3679.119880 = -247437.495627 nChanged 6 SP:Iteration 9Q (9532.790000 sec): 3 clusters Score: Raw -251126.189129 + Penalty 3679.119880 = -247447.069249 nChanged 7 SP:Iteration 10Q (9532.910000 sec): 3 clusters Score: Raw -251132.050856 + Penalty 3679.119880 = -247452.930977 nChanged 6 SP:Iteration 11Q (9533.030000 sec): 3 clusters Score: Raw -251137.232497 + Penalty 3679.119880 = -247458.112618 nChanged 3 SP:Iteration 12Q (9533.150000 sec): 3 clusters Score: Raw -251140.781335 + Penalty 3679.119880 = -247461.661456 nChanged 1 SP:Iteration 13Q (9533.270000 sec): 3 clusters Score: Raw -251141.896586 + Penalty 3679.119880 = -247462.776707 nChanged 3 SP:Iteration 14Q (9533.400000 sec): 3 clusters Score: Raw -251144.824579 + Penalty 3679.119880 = -247465.704699 nChanged 3 SP:Iteration 15Q (9533.520000 sec): 3 clusters Score: Raw -251149.947742 + Penalty 3679.119880 = -247470.827863 nChanged 1 SP:Iteration 16Q (9533.640000 sec): 3 clusters Score: Raw -251150.897132 + Penalty 3679.119880 = -247471.777253 nChanged 0 SP:Iteration 17F (9533.760000 sec): 3 clusters Score: Raw -251150.897132 + Penalty 3679.119880 = -247471.777253 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9533.830000 sec): 2 clusters Score: Raw -44776.972356 + Penalty 1444.848027 = -43332.124330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9533.950000 sec): 3 clusters Score: Raw -44926.962946 + Penalty 2889.696053 = -42037.266892 nChanged 63 SP:Iteration 1F (9534.080000 sec): 3 clusters Score: Raw -45166.092982 + Penalty 2889.696053 = -42276.396929 nChanged 31 SP:Iteration 2F (9534.210000 sec): 3 clusters Score: Raw -45279.510314 + Penalty 2889.696053 = -42389.814260 nChanged 7 SP:Iteration 3Q (9534.340000 sec): 3 clusters Score: Raw -45308.994582 + Penalty 2889.696053 = -42419.298529 nChanged 5 SP:Iteration 4Q (9534.470000 sec): 3 clusters Score: Raw -45334.429332 + Penalty 2889.696053 = -42444.733279 nChanged 2 SP:Iteration 5Q (9534.590000 sec): 3 clusters Score: Raw -45348.460896 + Penalty 2889.696053 = -42458.764843 nChanged 5 SP:Iteration 6Q (9534.720000 sec): 3 clusters Score: Raw -45379.579819 + Penalty 2889.696053 = -42489.883765 nChanged 3 SP:Iteration 7Q (9534.850000 sec): 3 clusters Score: Raw -45395.713218 + Penalty 2889.696053 = -42506.017165 nChanged 5 SP:Iteration 8Q (9535.020000 sec): 3 clusters Score: Raw -45420.881827 + Penalty 2889.696053 = -42531.185774 nChanged 0 SP:Iteration 9F (9535.120000 sec): 3 clusters Score: Raw -45420.881827 + Penalty 2889.696053 = -42531.185774 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9535.210000 sec): 2 clusters Score: Raw -15737.116123 + Penalty 1266.274478 = -14470.841646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9535.400000 sec): 3 clusters Score: Raw -16257.286851 + Penalty 2532.548955 = -13724.737896 nChanged 24 SP:Iteration 1F (9535.610000 sec): 3 clusters Score: Raw -16522.404997 + Penalty 2532.548955 = -13989.856042 nChanged 15 SP:Iteration 2F (9535.790000 sec): 3 clusters Score: Raw -16710.691390 + Penalty 2532.548955 = -14178.142435 nChanged 6 SP:Iteration 3Q (9535.960000 sec): 3 clusters Score: Raw -16828.103090 + Penalty 2532.548955 = -14295.554135 nChanged 1 SP:Iteration 4Q (9536.110000 sec): 3 clusters Score: Raw -16847.850480 + Penalty 2532.548955 = -14315.301525 nChanged 1 SP:Iteration 5Q (9536.290000 sec): 3 clusters Score: Raw -16860.576744 + Penalty 2532.548955 = -14328.027789 nChanged 0 SP:Iteration 6F (9536.470000 sec): 3 clusters Score: Raw -16860.576744 + Penalty 2532.548955 = -14328.027789 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9536.560000 sec): 2 clusters Score: Raw -26182.034441 + Penalty 1317.675083 = -24864.359359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9536.690000 sec): 3 clusters Score: Raw -26451.988603 + Penalty 2635.350166 = -23816.638438 nChanged 27 SP:Iteration 1F (9536.880000 sec): 3 clusters Score: Raw -26572.741526 + Penalty 2635.350166 = -23937.391360 nChanged 7 SP:Iteration 2Q (9537.030000 sec): 3 clusters Score: Raw -26677.821429 + Penalty 2635.350166 = -24042.471264 nChanged 4 SP:Iteration 3Q (9537.220000 sec): 3 clusters Score: Raw -26715.239212 + Penalty 2635.350166 = -24079.889046 nChanged 0 SP:Iteration 4F (9537.430000 sec): 3 clusters Score: Raw -26715.239212 + Penalty 2635.350166 = -24079.889046 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9537.510000 sec): 2 clusters Score: Raw -32875.451207 + Penalty 1422.669930 = -31452.781277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9537.710000 sec): 3 clusters Score: Raw -33039.954939 + Penalty 2845.339860 = -30194.615079 nChanged 44 SP:Iteration 1F (9537.930000 sec): 3 clusters Score: Raw -33187.490178 + Penalty 2845.339860 = -30342.150318 nChanged 11 SP:Iteration 2Q (9538.150000 sec): 3 clusters Score: Raw -33228.304355 + Penalty 2845.339860 = -30382.964496 nChanged 6 SP:Iteration 3Q (9538.310000 sec): 3 clusters Score: Raw -33257.380473 + Penalty 2845.339860 = -30412.040613 nChanged 7 SP:Iteration 4Q (9538.520000 sec): 3 clusters Score: Raw -33289.022476 + Penalty 2845.339860 = -30443.682616 nChanged 1 SP:Iteration 5Q (9538.720000 sec): 3 clusters Score: Raw -33292.705319 + Penalty 2845.339860 = -30447.365460 nChanged 0 SP:Iteration 6F (9538.940000 sec): 3 clusters Score: Raw -33292.705319 + Penalty 2845.339860 = -30447.365460 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9539.020000 sec): 2 clusters Score: Raw -20381.364029 + Penalty 1297.314937 = -19084.049092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9539.210000 sec): 3 clusters Score: Raw -20940.934903 + Penalty 2594.629874 = -18346.305029 nChanged 42 SP:Iteration 1F (9539.390000 sec): 3 clusters Score: Raw -21250.788317 + Penalty 2594.629874 = -18656.158443 nChanged 12 SP:Iteration 2F (9539.590000 sec): 3 clusters Score: Raw -21357.423766 + Penalty 2594.629874 = -18762.793892 nChanged 5 SP:Iteration 3Q (9539.790000 sec): 3 clusters Score: Raw -21425.456551 + Penalty 2594.629874 = -18830.826677 nChanged 2 SP:Iteration 4Q (9539.930000 sec): 3 clusters Score: Raw -21459.830854 + Penalty 2594.629874 = -18865.200980 nChanged 0 SP:Iteration 5F (9540.140000 sec): 3 clusters Score: Raw -21459.830854 + Penalty 2594.629874 = -18865.200980 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9540.190000 sec): 2 clusters Score: Raw -51391.232386 + Penalty 1444.848027 = -49946.384359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9540.370000 sec): 3 clusters Score: Raw -51506.057817 + Penalty 2889.696053 = -48616.361763 nChanged 47 SP:Iteration 1F (9540.500000 sec): 3 clusters Score: Raw -51649.587879 + Penalty 2889.696053 = -48759.891826 nChanged 16 SP:Iteration 2Q (9540.710000 sec): 3 clusters Score: Raw -51704.020756 + Penalty 2889.696053 = -48814.324703 nChanged 8 SP:Iteration 3Q (9540.890000 sec): 3 clusters Score: Raw -51760.814671 + Penalty 2889.696053 = -48871.118617 nChanged 6 SP:Iteration 4Q (9541.090000 sec): 3 clusters Score: Raw -51798.383204 + Penalty 2889.696053 = -48908.687151 nChanged 7 SP:Iteration 5Q (9541.220000 sec): 3 clusters Score: Raw -51828.813038 + Penalty 2889.696053 = -48939.116984 nChanged 6 SP:Iteration 6Q (9541.420000 sec): 3 clusters Score: Raw -51876.109514 + Penalty 2889.696053 = -48986.413460 nChanged 4 SP:Iteration 7Q (9541.600000 sec): 3 clusters Score: Raw -51893.872199 + Penalty 2889.696053 = -49004.176146 nChanged 1 SP:Iteration 8Q (9541.870000 sec): 3 clusters Score: Raw -51901.852369 + Penalty 2889.696053 = -49012.156316 nChanged 1 SP:Iteration 9Q (9542.050000 sec): 3 clusters Score: Raw -51906.729059 + Penalty 2889.696053 = -49017.033005 nChanged 0 SP:Iteration 10F (9542.200000 sec): 3 clusters Score: Raw -51906.729059 + Penalty 2889.696053 = -49017.033005 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9542.330000 sec): 2 clusters Score: Raw -187845.075058 + Penalty 1774.538283 = -186070.536775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9542.510000 sec): 3 clusters Score: Raw -187469.410548 + Penalty 3549.076566 = -183920.333982 nChanged 379 SP:Iteration 1F (9542.740000 sec): 3 clusters Score: Raw -187792.115617 + Penalty 3549.076566 = -184243.039051 nChanged 82 SP:Iteration 2F (9542.890000 sec): 3 clusters Score: Raw -187885.358182 + Penalty 3549.076566 = -184336.281616 nChanged 45 SP:Iteration 3Q (9543.050000 sec): 3 clusters Score: Raw -187927.192191 + Penalty 3549.076566 = -184378.115625 nChanged 19 SP:Iteration 4Q (9543.240000 sec): 3 clusters Score: Raw -187947.630669 + Penalty 3549.076566 = -184398.554103 nChanged 15 SP:Iteration 5Q (9543.380000 sec): 3 clusters Score: Raw -187967.251457 + Penalty 3549.076566 = -184418.174891 nChanged 15 SP:Iteration 6Q (9543.550000 sec): 3 clusters Score: Raw -187981.430142 + Penalty 3549.076566 = -184432.353576 nChanged 10 SP:Iteration 7Q (9543.760000 sec): 3 clusters Score: Raw -187988.645216 + Penalty 3549.076566 = -184439.568650 nChanged 11 SP:Iteration 8Q (9543.950000 sec): 3 clusters Score: Raw -188004.187923 + Penalty 3549.076566 = -184455.111357 nChanged 12 SP:Iteration 9Q (9544.150000 sec): 3 clusters Score: Raw -188017.129444 + Penalty 3549.076566 = -184468.052879 nChanged 6 SP:Iteration 10Q (9544.340000 sec): 3 clusters Score: Raw -188021.975596 + Penalty 3549.076566 = -184472.899031 nChanged 4 SP:Iteration 11Q (9544.580000 sec): 3 clusters Score: Raw -188027.226776 + Penalty 3549.076566 = -184478.150210 nChanged 5 SP:Iteration 12Q (9544.740000 sec): 3 clusters Score: Raw -188029.801375 + Penalty 3549.076566 = -184480.724809 nChanged 3 SP:Iteration 13Q (9544.920000 sec): 3 clusters Score: Raw -188031.840674 + Penalty 3549.076566 = -184482.764108 nChanged 2 SP:Iteration 14Q (9545.090000 sec): 3 clusters Score: Raw -188036.914500 + Penalty 3549.076566 = -184487.837934 nChanged 4 SP:Iteration 15Q (9545.290000 sec): 3 clusters Score: Raw -188039.980962 + Penalty 3549.076566 = -184490.904396 nChanged 3 SP:Iteration 16Q (9545.530000 sec): 3 clusters Score: Raw -188042.002621 + Penalty 3549.076566 = -184492.926055 nChanged 1 SP:Iteration 17Q (9545.680000 sec): 3 clusters Score: Raw -188042.525409 + Penalty 3549.076566 = -184493.448843 nChanged 1 SP:Iteration 18Q (9545.890000 sec): 3 clusters Score: Raw -188042.888385 + Penalty 3549.076566 = -184493.811819 nChanged 0 SP:Iteration 19F (9546.130000 sec): 3 clusters Score: Raw -188042.888385 + Penalty 3549.076566 = -184493.811819 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9546.220000 sec): 2 clusters Score: Raw -38817.838586 + Penalty 1467.885676 = -37349.952910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9546.430000 sec): 3 clusters Score: Raw -39064.565981 + Penalty 2935.771352 = -36128.794629 nChanged 67 SP:Iteration 1F (9546.600000 sec): 3 clusters Score: Raw -39414.794192 + Penalty 2935.771352 = -36479.022841 nChanged 26 SP:Iteration 2F (9546.760000 sec): 3 clusters Score: Raw -39573.950204 + Penalty 2935.771352 = -36638.178852 nChanged 18 SP:Iteration 3Q (9546.970000 sec): 3 clusters Score: Raw -39709.603118 + Penalty 2935.771352 = -36773.831766 nChanged 19 SP:Iteration 4F (9547.220000 sec): 3 clusters Score: Raw -39924.977992 + Penalty 2935.771352 = -36989.206640 nChanged 13 SP:Iteration 5Q (9547.400000 sec): 3 clusters Score: Raw -40080.215034 + Penalty 2935.771352 = -37144.443682 nChanged 8 SP:Iteration 6Q (9547.560000 sec): 3 clusters Score: Raw -40145.633995 + Penalty 2935.771352 = -37209.862643 nChanged 4 SP:Iteration 7Q (9547.760000 sec): 3 clusters Score: Raw -40160.848258 + Penalty 2935.771352 = -37225.076906 nChanged 1 SP:Iteration 8Q (9547.930000 sec): 3 clusters Score: Raw -40164.653019 + Penalty 2935.771352 = -37228.881667 nChanged 0 SP:Iteration 9F (9548.150000 sec): 3 clusters Score: Raw -40164.653019 + Penalty 2935.771352 = -37228.881667 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9548.250000 sec): 2 clusters Score: Raw -41328.791136 + Penalty 1383.772997 = -39945.018139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9548.420000 sec): 3 clusters Score: Raw -41478.591697 + Penalty 2767.545994 = -38711.045703 nChanged 27 SP:Iteration 1F (9548.620000 sec): 3 clusters Score: Raw -41577.878074 + Penalty 2767.545994 = -38810.332081 nChanged 5 SP:Iteration 2Q (9548.810000 sec): 3 clusters Score: Raw -41596.541427 + Penalty 2767.545994 = -38828.995433 nChanged 1 SP:Iteration 3Q (9549.030000 sec): 3 clusters Score: Raw -41600.492660 + Penalty 2767.545994 = -38832.946666 nChanged 0 SP:Iteration 4F (9549.220000 sec): 3 clusters Score: Raw -41600.492660 + Penalty 2767.545994 = -38832.946666 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 56 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9549.300000 sec): 2 clusters Score: Raw -27444.155205 + Penalty 1361.256556 = -26082.898649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9549.460000 sec): 3 clusters Score: Raw -27634.421905 + Penalty 2722.513112 = -24911.908793 nChanged 35 SP:Iteration 1F (9549.670000 sec): 3 clusters Score: Raw -27838.121653 + Penalty 2722.513112 = -25115.608541 nChanged 6 SP:Iteration 2Q (9549.800000 sec): 3 clusters Score: Raw -27883.592321 + Penalty 2722.513112 = -25161.079209 nChanged 4 SP:Iteration 3Q (9549.960000 sec): 3 clusters Score: Raw -27914.050741 + Penalty 2722.513112 = -25191.537629 nChanged 3 SP:Iteration 4Q (9550.160000 sec): 3 clusters Score: Raw -27935.051805 + Penalty 2722.513112 = -25212.538693 nChanged 2 SP:Iteration 5Q (9550.350000 sec): 3 clusters Score: Raw -27954.878097 + Penalty 2722.513112 = -25232.364985 nChanged 4 SP:Iteration 6Q (9550.560000 sec): 3 clusters Score: Raw -27979.439293 + Penalty 2722.513112 = -25256.926181 nChanged 1 SP:Iteration 7Q (9550.720000 sec): 3 clusters Score: Raw -27993.362895 + Penalty 2722.513112 = -25270.849783 nChanged 1 SP:Iteration 8Q (9550.920000 sec): 3 clusters Score: Raw -27999.477793 + Penalty 2722.513112 = -25276.964681 nChanged 1 SP:Iteration 9Q (9551.090000 sec): 3 clusters Score: Raw -28008.263376 + Penalty 2722.513112 = -25285.750264 nChanged 1 SP:Iteration 10Q (9551.240000 sec): 3 clusters Score: Raw -28015.066013 + Penalty 2722.513112 = -25292.552901 nChanged 2 SP:Iteration 11Q (9551.420000 sec): 3 clusters Score: Raw -28021.299339 + Penalty 2722.513112 = -25298.786227 nChanged 1 SP:Iteration 12Q (9551.580000 sec): 3 clusters Score: Raw -28022.745776 + Penalty 2722.513112 = -25300.232664 nChanged 0 SP:Iteration 13F (9551.760000 sec): 3 clusters Score: Raw -28022.745776 + Penalty 2722.513112 = -25300.232664 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 57 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9551.860000 sec): 2 clusters Score: Raw -131137.528041 + Penalty 1680.856355 = -129456.671685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9552.040000 sec): 3 clusters Score: Raw -130963.529095 + Penalty 3361.712710 = -127601.816385 nChanged 199 SP:Iteration 1F (9552.250000 sec): 3 clusters Score: Raw -131218.541952 + Penalty 3361.712710 = -127856.829242 nChanged 53 SP:Iteration 2F (9552.430000 sec): 3 clusters Score: Raw -131325.781799 + Penalty 3361.712710 = -127964.069089 nChanged 30 SP:Iteration 3Q (9552.610000 sec): 3 clusters Score: Raw -131377.299421 + Penalty 3361.712710 = -128015.586710 nChanged 19 SP:Iteration 4Q (9552.830000 sec): 3 clusters Score: Raw -131404.568101 + Penalty 3361.712710 = -128042.855391 nChanged 10 SP:Iteration 5Q (9553.040000 sec): 3 clusters Score: Raw -131416.127272 + Penalty 3361.712710 = -128054.414562 nChanged 8 SP:Iteration 6Q (9553.210000 sec): 3 clusters Score: Raw -131426.074740 + Penalty 3361.712710 = -128064.362029 nChanged 5 SP:Iteration 7Q (9553.390000 sec): 3 clusters Score: Raw -131432.669378 + Penalty 3361.712710 = -128070.956668 nChanged 1 SP:Iteration 8Q (9553.550000 sec): 3 clusters Score: Raw -131434.537147 + Penalty 3361.712710 = -128072.824437 nChanged 3 SP:Iteration 9Q (9553.710000 sec): 3 clusters Score: Raw -131436.596133 + Penalty 3361.712710 = -128074.883423 nChanged 0 SP:Iteration 10F (9553.910000 sec): 3 clusters Score: Raw -131436.596133 + Penalty 3361.712710 = -128074.883423 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 58 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9554.020000 sec): 2 clusters Score: Raw -42414.470292 + Penalty 1492.006976 = -40922.463316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9554.180000 sec): 3 clusters Score: Raw -42494.213675 + Penalty 2984.013951 = -39510.199723 nChanged 76 SP:Iteration 1F (9554.350000 sec): 3 clusters Score: Raw -42704.194313 + Penalty 2984.013951 = -39720.180362 nChanged 31 SP:Iteration 2F (9554.560000 sec): 3 clusters Score: Raw -42865.941715 + Penalty 2984.013951 = -39881.927763 nChanged 28 SP:Iteration 3F (9554.730000 sec): 3 clusters Score: Raw -43048.286960 + Penalty 2984.013951 = -40064.273008 nChanged 29 SP:Iteration 4F (9554.890000 sec): 3 clusters Score: Raw -43233.717574 + Penalty 2984.013951 = -40249.703623 nChanged 23 SP:Iteration 5F (9555.050000 sec): 3 clusters Score: Raw -43411.099045 + Penalty 2984.013951 = -40427.085094 nChanged 18 SP:Iteration 6Q (9555.230000 sec): 3 clusters Score: Raw -43527.822978 + Penalty 2984.013951 = -40543.809027 nChanged 10 SP:Iteration 7Q (9555.450000 sec): 3 clusters Score: Raw -43649.752109 + Penalty 2984.013951 = -40665.738157 nChanged 15 SP:Iteration 8Q (9555.640000 sec): 3 clusters Score: Raw -43785.857217 + Penalty 2984.013951 = -40801.843266 nChanged 11 SP:Iteration 9Q (9555.760000 sec): 3 clusters Score: Raw -43867.059486 + Penalty 2984.013951 = -40883.045535 nChanged 13 SP:Iteration 10Q (9555.960000 sec): 3 clusters Score: Raw -43977.024076 + Penalty 2984.013951 = -40993.010124 nChanged 8 SP:Iteration 11Q (9556.110000 sec): 3 clusters Score: Raw -44081.495848 + Penalty 2984.013951 = -41097.481897 nChanged 8 SP:Iteration 12Q (9556.280000 sec): 3 clusters Score: Raw -44258.405157 + Penalty 2984.013951 = -41274.391206 nChanged 3 SP:Iteration 13Q (9556.430000 sec): 3 clusters Score: Raw -44295.453869 + Penalty 2984.013951 = -41311.439918 nChanged 0 SP:Iteration 14F (9556.610000 sec): 3 clusters Score: Raw -44302.993696 + Penalty 2984.013951 = -41318.979745 nChanged 1 SP:Iteration 15Q (9556.790000 sec): 3 clusters Score: Raw -44310.515262 + Penalty 2984.013951 = -41326.501311 nChanged 1 SP:Iteration 16Q (9557.000000 sec): 3 clusters Score: Raw -44322.601959 + Penalty 2984.013951 = -41338.588008 nChanged 0 SP:Iteration 17F (9557.170000 sec): 3 clusters Score: Raw -44322.601959 + Penalty 2984.013951 = -41338.588008 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 59 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9557.260000 sec): 2 clusters Score: Raw -21064.075109 + Penalty 1397.427822 = -19666.647288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9557.440000 sec): 3 clusters Score: Raw -21319.615384 + Penalty 2794.855643 = -18524.759741 nChanged 50 SP:Iteration 1F (9557.640000 sec): 3 clusters Score: Raw -21526.081283 + Penalty 2794.855643 = -18731.225640 nChanged 20 SP:Iteration 2F (9557.850000 sec): 3 clusters Score: Raw -21642.571401 + Penalty 2794.855643 = -18847.715757 nChanged 8 SP:Iteration 3Q (9558.030000 sec): 3 clusters Score: Raw -21693.887210 + Penalty 2794.855643 = -18899.031567 nChanged 8 SP:Iteration 4Q (9558.220000 sec): 3 clusters Score: Raw -21736.243452 + Penalty 2794.855643 = -18941.387808 nChanged 8 SP:Iteration 5Q (9558.440000 sec): 3 clusters Score: Raw -21770.703300 + Penalty 2794.855643 = -18975.847657 nChanged 3 SP:Iteration 6Q (9558.590000 sec): 3 clusters Score: Raw -21780.090910 + Penalty 2794.855643 = -18985.235267 nChanged 6 SP:Iteration 7Q (9558.780000 sec): 3 clusters Score: Raw -21811.463474 + Penalty 2794.855643 = -19016.607831 nChanged 2 SP:Iteration 8Q (9558.990000 sec): 3 clusters Score: Raw -21823.563693 + Penalty 2794.855643 = -19028.708050 nChanged 2 SP:Iteration 9Q (9559.140000 sec): 3 clusters Score: Raw -21851.147215 + Penalty 2794.855643 = -19056.291572 nChanged 3 SP:Iteration 10Q (9559.340000 sec): 3 clusters Score: Raw -21881.607718 + Penalty 2794.855643 = -19086.752075 nChanged 1 SP:Iteration 11Q (9559.490000 sec): 3 clusters Score: Raw -21888.344645 + Penalty 2794.855643 = -19093.489002 nChanged 1 SP:Iteration 12Q (9559.680000 sec): 3 clusters Score: Raw -21896.388373 + Penalty 2794.855643 = -19101.532730 nChanged 0 SP:Iteration 13F (9559.870000 sec): 3 clusters Score: Raw -21897.734260 + Penalty 2794.855643 = -19102.878617 nChanged 1 SP:Iteration 14Q (9560.020000 sec): 3 clusters Score: Raw -21932.007424 + Penalty 2794.855643 = -19137.151781 nChanged 0 SP:Iteration 15F (9560.250000 sec): 3 clusters Score: Raw -21932.007424 + Penalty 2794.855643 = -19137.151781 nChanged 0 Iteration 278F (9614.590000 sec): 61 clusters Score: Raw -67103916.950512 + Penalty 193849.998644 = -66910066.951868 nChanged 4 Iteration 279F (9669.010000 sec): 61 clusters Score: Raw -67103989.586636 + Penalty 193849.998644 = -66910139.587991 nChanged 3 Iteration 280F (9723.590000 sec): 61 clusters Score: Raw -67104145.755237 + Penalty 193849.998644 = -66910295.756593 nChanged 3 Iteration 281Q (9749.430000 sec): 61 clusters Score: Raw -67104175.718151 + Penalty 193849.998644 = -66910325.719506 nChanged 0 Iteration 282F (9805.540000 sec): 61 clusters Score: Raw -67104175.718151 + Penalty 193849.998644 = -66910325.719506 nChanged 0 Compute initial score before splitting: Score: Raw -67104175.718151 + Penalty 193849.998644 = -66910325.719506 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9805.610000 sec): 2 clusters Score: Raw -50354.044637 + Penalty 1474.464311 = -48879.580326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9805.840000 sec): 3 clusters Score: Raw -50461.956205 + Penalty 2948.928622 = -47513.027584 nChanged 60 SP:Iteration 1F (9806.000000 sec): 3 clusters Score: Raw -50664.433332 + Penalty 2948.928622 = -47715.504710 nChanged 22 SP:Iteration 2F (9806.150000 sec): 3 clusters Score: Raw -50772.522384 + Penalty 2948.928622 = -47823.593763 nChanged 13 SP:Iteration 3Q (9806.360000 sec): 3 clusters Score: Raw -50824.666066 + Penalty 2948.928622 = -47875.737444 nChanged 9 SP:Iteration 4Q (9806.520000 sec): 3 clusters Score: Raw -50861.546525 + Penalty 2948.928622 = -47912.617903 nChanged 10 SP:Iteration 5Q (9806.710000 sec): 3 clusters Score: Raw -50894.601560 + Penalty 2948.928622 = -47945.672938 nChanged 6 SP:Iteration 6Q (9806.890000 sec): 3 clusters Score: Raw -50913.969730 + Penalty 2948.928622 = -47965.041109 nChanged 4 SP:Iteration 7Q (9807.020000 sec): 3 clusters Score: Raw -50921.523660 + Penalty 2948.928622 = -47972.595038 nChanged 0 SP:Iteration 8F (9807.230000 sec): 3 clusters Score: Raw -50921.523660 + Penalty 2948.928622 = -47972.595038 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9807.330000 sec): 2 clusters Score: Raw -44495.530749 + Penalty 1438.925357 = -43056.605392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9807.480000 sec): 3 clusters Score: Raw -44575.270520 + Penalty 2877.850714 = -41697.419806 nChanged 50 SP:Iteration 1F (9807.640000 sec): 3 clusters Score: Raw -44704.033068 + Penalty 2877.850714 = -41826.182354 nChanged 8 SP:Iteration 2Q (9807.840000 sec): 3 clusters Score: Raw -44742.686898 + Penalty 2877.850714 = -41864.836184 nChanged 2 SP:Iteration 3Q (9808.020000 sec): 3 clusters Score: Raw -44749.656845 + Penalty 2877.850714 = -41871.806131 nChanged 1 SP:Iteration 4Q (9808.190000 sec): 3 clusters Score: Raw -44754.160683 + Penalty 2877.850714 = -41876.309969 nChanged 0 SP:Iteration 5F (9808.420000 sec): 3 clusters Score: Raw -44754.160683 + Penalty 2877.850714 = -41876.309969 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (27860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9808.590000 sec): 2 clusters Score: Raw -4248163.004570 + Penalty 2538.266917 = -4245624.737653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9808.890000 sec): 3 clusters Score: Raw -4231567.138071 + Penalty 5076.533835 = -4226490.604236 nChanged 12465 SP:Iteration 1F (9809.230000 sec): 3 clusters Score: Raw -4238357.362240 + Penalty 5076.533835 = -4233280.828406 nChanged 1376 SP:Iteration 2Q (9809.500000 sec): 3 clusters Score: Raw -4238807.716681 + Penalty 5076.533835 = -4233731.182846 nChanged 1190 SP:Iteration 3Q (9809.910000 sec): 3 clusters Score: Raw -4239197.333086 + Penalty 5076.533835 = -4234120.799251 nChanged 1101 SP:Iteration 4Q (9810.210000 sec): 3 clusters Score: Raw -4239547.486268 + Penalty 5076.533835 = -4234470.952433 nChanged 1018 SP:Iteration 5Q (9810.550000 sec): 3 clusters Score: Raw -4239872.035831 + Penalty 5076.533835 = -4234795.501997 nChanged 918 SP:Iteration 6Q (9810.870000 sec): 3 clusters Score: Raw -4240197.296838 + Penalty 5076.533835 = -4235120.763004 nChanged 957 SP:Iteration 7Q (9811.210000 sec): 3 clusters Score: Raw -4240545.309785 + Penalty 5076.533835 = -4235468.775951 nChanged 1023 SP:Iteration 8Q (9811.550000 sec): 3 clusters Score: Raw -4240929.519537 + Penalty 5076.533835 = -4235852.985703 nChanged 1010 SP:Iteration 9Q (9811.820000 sec): 3 clusters Score: Raw -4241305.532080 + Penalty 5076.533835 = -4236228.998246 nChanged 1018 SP:Iteration 10Q (9812.140000 sec): 3 clusters Score: Raw -4241695.787169 + Penalty 5076.533835 = -4236619.253334 nChanged 1003 SP:Iteration 11Q (9812.430000 sec): 3 clusters Score: Raw -4242054.950187 + Penalty 5076.533835 = -4236978.416353 nChanged 905 SP:Iteration 12Q (9812.770000 sec): 3 clusters Score: Raw -4242358.051787 + Penalty 5076.533835 = -4237281.517952 nChanged 844 SP:Iteration 13Q (9813.060000 sec): 3 clusters Score: Raw -4242669.319279 + Penalty 5076.533835 = -4237592.785444 nChanged 816 SP:Iteration 14Q (9813.460000 sec): 3 clusters Score: Raw -4242997.854546 + Penalty 5076.533835 = -4237921.320712 nChanged 817 SP:Iteration 15Q (9813.800000 sec): 3 clusters Score: Raw -4243345.384291 + Penalty 5076.533835 = -4238268.850456 nChanged 802 SP:Iteration 16Q (9814.140000 sec): 3 clusters Score: Raw -4243719.411520 + Penalty 5076.533835 = -4238642.877686 nChanged 779 SP:Iteration 17Q (9814.520000 sec): 3 clusters Score: Raw -4244067.484781 + Penalty 5076.533835 = -4238990.950946 nChanged 707 SP:Iteration 18Q (9814.830000 sec): 3 clusters Score: Raw -4244365.673987 + Penalty 5076.533835 = -4239289.140152 nChanged 663 SP:Iteration 19Q (9815.150000 sec): 3 clusters Score: Raw -4244631.019902 + Penalty 5076.533835 = -4239554.486067 nChanged 592 SP:Iteration 20F (9815.450000 sec): 3 clusters Score: Raw -4244860.956546 + Penalty 5076.533835 = -4239784.422711 nChanged 565 SP:Iteration 21Q (9815.790000 sec): 3 clusters Score: Raw -4245085.394786 + Penalty 5076.533835 = -4240008.860951 nChanged 536 SP:Iteration 22Q (9816.160000 sec): 3 clusters Score: Raw -4245305.716815 + Penalty 5076.533835 = -4240229.182980 nChanged 518 SP:Iteration 23Q (9816.550000 sec): 3 clusters Score: Raw -4245533.103325 + Penalty 5076.533835 = -4240456.569490 nChanged 504 SP:Iteration 24Q (9816.890000 sec): 3 clusters Score: Raw -4245736.822171 + Penalty 5076.533835 = -4240660.288337 nChanged 460 SP:Iteration 25Q (9817.240000 sec): 3 clusters Score: Raw -4245914.263721 + Penalty 5076.533835 = -4240837.729886 nChanged 472 SP:Iteration 26Q (9817.560000 sec): 3 clusters Score: Raw -4246104.408306 + Penalty 5076.533835 = -4241027.874471 nChanged 491 SP:Iteration 27Q (9817.960000 sec): 3 clusters Score: Raw -4246311.366198 + Penalty 5076.533835 = -4241234.832364 nChanged 493 SP:Iteration 28Q (9818.280000 sec): 3 clusters Score: Raw -4246542.876874 + Penalty 5076.533835 = -4241466.343039 nChanged 480 SP:Iteration 29Q (9818.640000 sec): 3 clusters Score: Raw -4246783.111216 + Penalty 5076.533835 = -4241706.577381 nChanged 459 SP:Iteration 30Q (9818.970000 sec): 3 clusters Score: Raw -4247027.642195 + Penalty 5076.533835 = -4241951.108360 nChanged 429 SP:Iteration 31Q (9819.320000 sec): 3 clusters Score: Raw -4247228.423760 + Penalty 5076.533835 = -4242151.889925 nChanged 369 SP:Iteration 32Q (9819.680000 sec): 3 clusters Score: Raw -4247409.945802 + Penalty 5076.533835 = -4242333.411967 nChanged 370 SP:Iteration 33Q (9820.060000 sec): 3 clusters Score: Raw -4247594.550626 + Penalty 5076.533835 = -4242518.016791 nChanged 321 SP:Iteration 34Q (9820.430000 sec): 3 clusters Score: Raw -4247740.623700 + Penalty 5076.533835 = -4242664.089865 nChanged 301 SP:Iteration 35Q (9820.720000 sec): 3 clusters Score: Raw -4247896.153688 + Penalty 5076.533835 = -4242819.619853 nChanged 306 SP:Iteration 36Q (9821.080000 sec): 3 clusters Score: Raw -4248056.472644 + Penalty 5076.533835 = -4242979.938809 nChanged 275 SP:Iteration 37Q (9821.380000 sec): 3 clusters Score: Raw -4248209.229335 + Penalty 5076.533835 = -4243132.695500 nChanged 243 SP:Iteration 38Q (9821.680000 sec): 3 clusters Score: Raw -4248351.346454 + Penalty 5076.533835 = -4243274.812620 nChanged 236 SP:Iteration 39Q (9822.020000 sec): 3 clusters Score: Raw -4248497.755988 + Penalty 5076.533835 = -4243421.222154 nChanged 202 SP:Iteration 40F (9822.390000 sec): 3 clusters Score: Raw -4248647.224299 + Penalty 5076.533835 = -4243570.690464 nChanged 226 SP:Iteration 41Q (9822.680000 sec): 3 clusters Score: Raw -4248827.621658 + Penalty 5076.533835 = -4243751.087823 nChanged 220 SP:Iteration 42Q (9823.060000 sec): 3 clusters Score: Raw -4248980.155084 + Penalty 5076.533835 = -4243903.621249 nChanged 190 SP:Iteration 43Q (9823.370000 sec): 3 clusters Score: Raw -4249092.463202 + Penalty 5076.533835 = -4244015.929367 nChanged 142 SP:Iteration 44Q (9823.760000 sec): 3 clusters Score: Raw -4249169.508590 + Penalty 5076.533835 = -4244092.974755 nChanged 153 SP:Iteration 45Q (9824.110000 sec): 3 clusters Score: Raw -4249256.904626 + Penalty 5076.533835 = -4244180.370791 nChanged 149 SP:Iteration 46Q (9824.430000 sec): 3 clusters Score: Raw -4249358.037223 + Penalty 5076.533835 = -4244281.503388 nChanged 160 SP:Iteration 47Q (9824.810000 sec): 3 clusters Score: Raw -4249496.012443 + Penalty 5076.533835 = -4244419.478608 nChanged 155 SP:Iteration 48Q (9825.120000 sec): 3 clusters Score: Raw -4249611.624757 + Penalty 5076.533835 = -4244535.090922 nChanged 133 SP:Iteration 49Q (9825.470000 sec): 3 clusters Score: Raw -4249717.957995 + Penalty 5076.533835 = -4244641.424160 nChanged 134 SP:Iteration 50Q (9825.820000 sec): 3 clusters Score: Raw -4249804.520932 + Penalty 5076.533835 = -4244727.987097 nChanged 91 SP:Iteration 51Q (9826.110000 sec): 3 clusters Score: Raw -4249847.087099 + Penalty 5076.533835 = -4244770.553264 nChanged 59 SP:Iteration 52Q (9826.440000 sec): 3 clusters Score: Raw -4249870.574757 + Penalty 5076.533835 = -4244794.040922 nChanged 47 SP:Iteration 53Q (9826.750000 sec): 3 clusters Score: Raw -4249888.886331 + Penalty 5076.533835 = -4244812.352496 nChanged 35 SP:Iteration 54Q (9827.080000 sec): 3 clusters Score: Raw -4249903.713069 + Penalty 5076.533835 = -4244827.179234 nChanged 36 SP:Iteration 55Q (9827.400000 sec): 3 clusters Score: Raw -4249914.539194 + Penalty 5076.533835 = -4244838.005360 nChanged 24 SP:Iteration 56Q (9827.720000 sec): 3 clusters Score: Raw -4249923.464734 + Penalty 5076.533835 = -4244846.930899 nChanged 19 SP:Iteration 57Q (9827.980000 sec): 3 clusters Score: Raw -4249927.834708 + Penalty 5076.533835 = -4244851.300873 nChanged 12 SP:Iteration 58Q (9828.250000 sec): 3 clusters Score: Raw -4249930.481082 + Penalty 5076.533835 = -4244853.947247 nChanged 9 SP:Iteration 59Q (9828.600000 sec): 3 clusters Score: Raw -4249932.721568 + Penalty 5076.533835 = -4244856.187734 nChanged 8 SP:Iteration 60F (9828.910000 sec): 3 clusters Score: Raw -4249934.190223 + Penalty 5076.533835 = -4244857.656388 nChanged 6 SP:Iteration 61Q (9829.280000 sec): 3 clusters Score: Raw -4249935.602556 + Penalty 5076.533835 = -4244859.068722 nChanged 6 SP:Iteration 62Q (9829.640000 sec): 3 clusters Score: Raw -4249936.549859 + Penalty 5076.533835 = -4244860.016025 nChanged 1 SP:Iteration 63Q (9829.880000 sec): 3 clusters Score: Raw -4249936.704667 + Penalty 5076.533835 = -4244860.170832 nChanged 3 SP:Iteration 64Q (9830.180000 sec): 3 clusters Score: Raw -4249937.096164 + Penalty 5076.533835 = -4244860.562329 nChanged 1 SP:Iteration 65Q (9830.470000 sec): 3 clusters Score: Raw -4249937.300883 + Penalty 5076.533835 = -4244860.767048 nChanged 0 SP:Iteration 66F (9830.800000 sec): 3 clusters Score: Raw -4249937.300883 + Penalty 5076.533835 = -4244860.767048 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (58140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9831.130000 sec): 2 clusters Score: Raw -8819862.583478 + Penalty 2720.711075 = -8817141.872403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9831.660000 sec): 3 clusters Score: Raw -8783432.436336 + Penalty 5441.422150 = -8777991.014185 nChanged 27007 SP:Iteration 1F (9832.130000 sec): 3 clusters Score: Raw -8798612.737697 + Penalty 5441.422150 = -8793171.315547 nChanged 2536 SP:Iteration 2Q (9832.690000 sec): 3 clusters Score: Raw -8799445.540948 + Penalty 5441.422150 = -8794004.118798 nChanged 2672 SP:Iteration 3Q (9833.220000 sec): 3 clusters Score: Raw -8800500.437773 + Penalty 5441.422150 = -8795059.015622 nChanged 3050 SP:Iteration 4F (9833.700000 sec): 3 clusters Score: Raw -8801898.155730 + Penalty 5441.422150 = -8796456.733580 nChanged 3532 SP:Iteration 5F (9834.190000 sec): 3 clusters Score: Raw -8803865.278754 + Penalty 5441.422150 = -8798423.856603 nChanged 3868 SP:Iteration 6F (9834.710000 sec): 3 clusters Score: Raw -8806345.851593 + Penalty 5441.422150 = -8800904.429443 nChanged 4014 SP:Iteration 7F (9835.220000 sec): 3 clusters Score: Raw -8809178.666012 + Penalty 5441.422150 = -8803737.243862 nChanged 3703 SP:Iteration 8F (9835.710000 sec): 3 clusters Score: Raw -8811977.275481 + Penalty 5441.422150 = -8806535.853331 nChanged 3193 SP:Iteration 9F (9836.130000 sec): 3 clusters Score: Raw -8814563.933443 + Penalty 5441.422150 = -8809122.511292 nChanged 2551 SP:Iteration 10Q (9836.670000 sec): 3 clusters Score: Raw -8816724.093021 + Penalty 5441.422150 = -8811282.670871 nChanged 1812 SP:Iteration 11Q (9837.220000 sec): 3 clusters Score: Raw -8818250.195161 + Penalty 5441.422150 = -8812808.773010 nChanged 1064 SP:Iteration 12Q (9837.750000 sec): 3 clusters Score: Raw -8819122.930185 + Penalty 5441.422150 = -8813681.508034 nChanged 593 SP:Iteration 13Q (9838.260000 sec): 3 clusters Score: Raw -8819614.016556 + Penalty 5441.422150 = -8814172.594405 nChanged 304 SP:Iteration 14Q (9838.730000 sec): 3 clusters Score: Raw -8819864.040794 + Penalty 5441.422150 = -8814422.618644 nChanged 154 SP:Iteration 15Q (9839.240000 sec): 3 clusters Score: Raw -8819991.680983 + Penalty 5441.422150 = -8814550.258832 nChanged 70 SP:Iteration 16Q (9839.750000 sec): 3 clusters Score: Raw -8820046.559047 + Penalty 5441.422150 = -8814605.136897 nChanged 48 SP:Iteration 17Q (9840.200000 sec): 3 clusters Score: Raw -8820084.324079 + Penalty 5441.422150 = -8814642.901928 nChanged 27 SP:Iteration 18Q (9840.660000 sec): 3 clusters Score: Raw -8820109.608222 + Penalty 5441.422150 = -8814668.186071 nChanged 24 SP:Iteration 19Q (9841.110000 sec): 3 clusters Score: Raw -8820131.356348 + Penalty 5441.422150 = -8814689.934198 nChanged 22 SP:Iteration 20F (9841.620000 sec): 3 clusters Score: Raw -8820151.521432 + Penalty 5441.422150 = -8814710.099282 nChanged 17 SP:Iteration 21Q (9842.060000 sec): 3 clusters Score: Raw -8820172.285167 + Penalty 5441.422150 = -8814730.863017 nChanged 14 SP:Iteration 22Q (9842.480000 sec): 3 clusters Score: Raw -8820188.261991 + Penalty 5441.422150 = -8814746.839841 nChanged 10 SP:Iteration 23Q (9842.940000 sec): 3 clusters Score: Raw -8820196.604439 + Penalty 5441.422150 = -8814755.182289 nChanged 5 SP:Iteration 24Q (9843.360000 sec): 3 clusters Score: Raw -8820200.185956 + Penalty 5441.422150 = -8814758.763806 nChanged 5 SP:Iteration 25Q (9843.780000 sec): 3 clusters Score: Raw -8820203.889477 + Penalty 5441.422150 = -8814762.467327 nChanged 1 SP:Iteration 26Q (9844.180000 sec): 3 clusters Score: Raw -8820204.779177 + Penalty 5441.422150 = -8814763.357027 nChanged 0 SP:Iteration 27F (9844.650000 sec): 3 clusters Score: Raw -8820204.779177 + Penalty 5441.422150 = -8814763.357027 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (3647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9844.810000 sec): 2 clusters Score: Raw -556062.662126 + Penalty 2034.011727 = -554028.650399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9844.960000 sec): 3 clusters Score: Raw -554453.097793 + Penalty 4068.023455 = -550385.074338 nChanged 1313 SP:Iteration 1F (9845.120000 sec): 3 clusters Score: Raw -555334.005020 + Penalty 4068.023455 = -551265.981565 nChanged 321 SP:Iteration 2F (9845.340000 sec): 3 clusters Score: Raw -555654.270361 + Penalty 4068.023455 = -551586.246907 nChanged 239 SP:Iteration 3F (9845.520000 sec): 3 clusters Score: Raw -555926.045785 + Penalty 4068.023455 = -551858.022330 nChanged 230 SP:Iteration 4F (9845.690000 sec): 3 clusters Score: Raw -556196.005704 + Penalty 4068.023455 = -552127.982249 nChanged 236 SP:Iteration 5F (9845.900000 sec): 3 clusters Score: Raw -556447.355213 + Penalty 4068.023455 = -552379.331758 nChanged 211 SP:Iteration 6F (9846.060000 sec): 3 clusters Score: Raw -556645.485761 + Penalty 4068.023455 = -552577.462307 nChanged 151 SP:Iteration 7Q (9846.250000 sec): 3 clusters Score: Raw -556769.581257 + Penalty 4068.023455 = -552701.557803 nChanged 92 SP:Iteration 8Q (9846.440000 sec): 3 clusters Score: Raw -556837.815042 + Penalty 4068.023455 = -552769.791587 nChanged 67 SP:Iteration 9Q (9846.610000 sec): 3 clusters Score: Raw -556883.850080 + Penalty 4068.023455 = -552815.826626 nChanged 47 SP:Iteration 10Q (9846.820000 sec): 3 clusters Score: Raw -556916.040549 + Penalty 4068.023455 = -552848.017095 nChanged 45 SP:Iteration 11Q (9847.000000 sec): 3 clusters Score: Raw -556947.529844 + Penalty 4068.023455 = -552879.506389 nChanged 38 SP:Iteration 12Q (9847.190000 sec): 3 clusters Score: Raw -556970.130388 + Penalty 4068.023455 = -552902.106933 nChanged 25 SP:Iteration 13Q (9847.360000 sec): 3 clusters Score: Raw -556983.084890 + Penalty 4068.023455 = -552915.061435 nChanged 16 SP:Iteration 14Q (9847.540000 sec): 3 clusters Score: Raw -556992.148032 + Penalty 4068.023455 = -552924.124578 nChanged 13 SP:Iteration 15Q (9847.720000 sec): 3 clusters Score: Raw -557000.530048 + Penalty 4068.023455 = -552932.506594 nChanged 13 SP:Iteration 16Q (9847.870000 sec): 3 clusters Score: Raw -557006.253847 + Penalty 4068.023455 = -552938.230392 nChanged 5 SP:Iteration 17Q (9848.030000 sec): 3 clusters Score: Raw -557008.533114 + Penalty 4068.023455 = -552940.509659 nChanged 5 SP:Iteration 18Q (9848.230000 sec): 3 clusters Score: Raw -557011.117510 + Penalty 4068.023455 = -552943.094055 nChanged 4 SP:Iteration 19Q (9848.410000 sec): 3 clusters Score: Raw -557012.950592 + Penalty 4068.023455 = -552944.927138 nChanged 6 SP:Iteration 20F (9848.600000 sec): 3 clusters Score: Raw -557016.309765 + Penalty 4068.023455 = -552948.286311 nChanged 6 SP:Iteration 21Q (9848.770000 sec): 3 clusters Score: Raw -557020.030836 + Penalty 4068.023455 = -552952.007382 nChanged 2 SP:Iteration 22Q (9849.000000 sec): 3 clusters Score: Raw -557020.585257 + Penalty 4068.023455 = -552952.561803 nChanged 0 SP:Iteration 23F (9849.200000 sec): 3 clusters Score: Raw -557020.585257 + Penalty 4068.023455 = -552952.561803 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (20331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9849.390000 sec): 2 clusters Score: Raw -3241108.394624 + Penalty 2460.135719 = -3238648.258905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9849.650000 sec): 3 clusters Score: Raw -3229248.502290 + Penalty 4920.271439 = -3224328.230852 nChanged 8898 SP:Iteration 1F (9849.970000 sec): 3 clusters Score: Raw -3234085.093848 + Penalty 4920.271439 = -3229164.822410 nChanged 1199 SP:Iteration 2F (9850.240000 sec): 3 clusters Score: Raw -3234602.701443 + Penalty 4920.271439 = -3229682.430004 nChanged 1054 SP:Iteration 3F (9850.570000 sec): 3 clusters Score: Raw -3235087.470286 + Penalty 4920.271439 = -3230167.198847 nChanged 982 SP:Iteration 4Q (9850.860000 sec): 3 clusters Score: Raw -3235568.422515 + Penalty 4920.271439 = -3230648.151077 nChanged 1008 SP:Iteration 5Q (9851.210000 sec): 3 clusters Score: Raw -3236153.890062 + Penalty 4920.271439 = -3231233.618624 nChanged 1093 SP:Iteration 6F (9851.510000 sec): 3 clusters Score: Raw -3236848.449004 + Penalty 4920.271439 = -3231928.177565 nChanged 1158 SP:Iteration 7F (9851.760000 sec): 3 clusters Score: Raw -3237702.649261 + Penalty 4920.271439 = -3232782.377822 nChanged 1231 SP:Iteration 8F (9852.050000 sec): 3 clusters Score: Raw -3238728.573887 + Penalty 4920.271439 = -3233808.302448 nChanged 1106 SP:Iteration 9F (9852.310000 sec): 3 clusters Score: Raw -3239701.809836 + Penalty 4920.271439 = -3234781.538398 nChanged 819 SP:Iteration 10Q (9852.600000 sec): 3 clusters Score: Raw -3240430.543690 + Penalty 4920.271439 = -3235510.272252 nChanged 489 SP:Iteration 11Q (9852.840000 sec): 3 clusters Score: Raw -3240860.115468 + Penalty 4920.271439 = -3235939.844030 nChanged 271 SP:Iteration 12Q (9853.170000 sec): 3 clusters Score: Raw -3241102.093846 + Penalty 4920.271439 = -3236181.822408 nChanged 151 SP:Iteration 13Q (9853.410000 sec): 3 clusters Score: Raw -3241226.065664 + Penalty 4920.271439 = -3236305.794225 nChanged 74 SP:Iteration 14Q (9853.740000 sec): 3 clusters Score: Raw -3241282.601599 + Penalty 4920.271439 = -3236362.330161 nChanged 56 SP:Iteration 15Q (9853.970000 sec): 3 clusters Score: Raw -3241326.414789 + Penalty 4920.271439 = -3236406.143350 nChanged 30 SP:Iteration 16Q (9854.260000 sec): 3 clusters Score: Raw -3241356.959351 + Penalty 4920.271439 = -3236436.687913 nChanged 32 SP:Iteration 17Q (9854.570000 sec): 3 clusters Score: Raw -3241383.773839 + Penalty 4920.271439 = -3236463.502400 nChanged 25 SP:Iteration 18Q (9854.840000 sec): 3 clusters Score: Raw -3241404.380533 + Penalty 4920.271439 = -3236484.109095 nChanged 19 SP:Iteration 19Q (9855.100000 sec): 3 clusters Score: Raw -3241423.518254 + Penalty 4920.271439 = -3236503.246816 nChanged 17 SP:Iteration 20F (9855.430000 sec): 3 clusters Score: Raw -3241436.847766 + Penalty 4920.271439 = -3236516.576327 nChanged 9 SP:Iteration 21Q (9855.650000 sec): 3 clusters Score: Raw -3241445.381187 + Penalty 4920.271439 = -3236525.109748 nChanged 8 SP:Iteration 22Q (9855.920000 sec): 3 clusters Score: Raw -3241452.861058 + Penalty 4920.271439 = -3236532.589620 nChanged 7 SP:Iteration 23Q (9856.250000 sec): 3 clusters Score: Raw -3241459.633388 + Penalty 4920.271439 = -3236539.361949 nChanged 5 SP:Iteration 24Q (9856.530000 sec): 3 clusters Score: Raw -3241462.935138 + Penalty 4920.271439 = -3236542.663700 nChanged 2 SP:Iteration 25Q (9856.810000 sec): 3 clusters Score: Raw -3241465.759349 + Penalty 4920.271439 = -3236545.487910 nChanged 4 SP:Iteration 26Q (9857.130000 sec): 3 clusters Score: Raw -3241469.859882 + Penalty 4920.271439 = -3236549.588444 nChanged 4 SP:Iteration 27Q (9857.370000 sec): 3 clusters Score: Raw -3241474.249596 + Penalty 4920.271439 = -3236553.978157 nChanged 4 SP:Iteration 28Q (9857.630000 sec): 3 clusters Score: Raw -3241477.684836 + Penalty 4920.271439 = -3236557.413397 nChanged 5 SP:Iteration 29Q (9857.950000 sec): 3 clusters Score: Raw -3241482.076123 + Penalty 4920.271439 = -3236561.804685 nChanged 2 SP:Iteration 30Q (9858.160000 sec): 3 clusters Score: Raw -3241484.183103 + Penalty 4920.271439 = -3236563.911664 nChanged 0 SP:Iteration 31F (9858.430000 sec): 3 clusters Score: Raw -3241484.183103 + Penalty 4920.271439 = -3236563.911664 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9858.550000 sec): 2 clusters Score: Raw -37218.636192 + Penalty 1428.207640 = -35790.428552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9858.700000 sec): 3 clusters Score: Raw -37515.047464 + Penalty 2856.415280 = -34658.632184 nChanged 68 SP:Iteration 1F (9858.900000 sec): 3 clusters Score: Raw -37778.353652 + Penalty 2856.415280 = -34921.938373 nChanged 33 SP:Iteration 2F (9859.070000 sec): 3 clusters Score: Raw -37911.425811 + Penalty 2856.415280 = -35055.010531 nChanged 16 SP:Iteration 3F (9859.270000 sec): 3 clusters Score: Raw -37961.821547 + Penalty 2856.415280 = -35105.406267 nChanged 4 SP:Iteration 4Q (9859.480000 sec): 3 clusters Score: Raw -37985.912043 + Penalty 2856.415280 = -35129.496764 nChanged 7 SP:Iteration 5Q (9859.640000 sec): 3 clusters Score: Raw -38143.302497 + Penalty 2856.415280 = -35286.887217 nChanged 8 SP:Iteration 6Q (9859.820000 sec): 3 clusters Score: Raw -38194.525869 + Penalty 2856.415280 = -35338.110590 nChanged 4 SP:Iteration 7Q (9860.040000 sec): 3 clusters Score: Raw -38210.205623 + Penalty 2856.415280 = -35353.790343 nChanged 1 SP:Iteration 8Q (9860.230000 sec): 3 clusters Score: Raw -38218.251927 + Penalty 2856.415280 = -35361.836647 nChanged 1 SP:Iteration 9Q (9860.400000 sec): 3 clusters Score: Raw -38232.812982 + Penalty 2856.415280 = -35376.397702 nChanged 0 SP:Iteration 10F (9860.620000 sec): 3 clusters Score: Raw -38232.812982 + Penalty 2856.415280 = -35376.397702 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9860.670000 sec): 2 clusters Score: Raw -54198.665935 + Penalty 1483.390724 = -52715.275211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9860.890000 sec): 3 clusters Score: Raw -54266.396755 + Penalty 2966.781449 = -51299.615306 nChanged 62 SP:Iteration 1F (9861.040000 sec): 3 clusters Score: Raw -54438.766495 + Penalty 2966.781449 = -51471.985046 nChanged 12 SP:Iteration 2Q (9861.210000 sec): 3 clusters Score: Raw -54477.621140 + Penalty 2966.781449 = -51510.839691 nChanged 5 SP:Iteration 3Q (9861.430000 sec): 3 clusters Score: Raw -54491.690465 + Penalty 2966.781449 = -51524.909016 nChanged 3 SP:Iteration 4Q (9861.570000 sec): 3 clusters Score: Raw -54496.247807 + Penalty 2966.781449 = -51529.466359 nChanged 0 SP:Iteration 5F (9861.770000 sec): 3 clusters Score: Raw -54496.247807 + Penalty 2966.781449 = -51529.466359 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (14441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9861.960000 sec): 2 clusters Score: Raw -2156805.282352 + Penalty 2375.301012 = -2154429.981340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9862.270000 sec): 3 clusters Score: Raw -2148660.090928 + Penalty 4750.602024 = -2143909.488903 nChanged 6177 SP:Iteration 1F (9862.550000 sec): 3 clusters Score: Raw -2151964.165981 + Penalty 4750.602024 = -2147213.563956 nChanged 889 SP:Iteration 2F (9862.800000 sec): 3 clusters Score: Raw -2152354.087458 + Penalty 4750.602024 = -2147603.485434 nChanged 786 SP:Iteration 3F (9863.040000 sec): 3 clusters Score: Raw -2152721.530674 + Penalty 4750.602024 = -2147970.928650 nChanged 769 SP:Iteration 4F (9863.320000 sec): 3 clusters Score: Raw -2153115.308433 + Penalty 4750.602024 = -2148364.706409 nChanged 755 SP:Iteration 5F (9863.560000 sec): 3 clusters Score: Raw -2153535.418278 + Penalty 4750.602024 = -2148784.816254 nChanged 790 SP:Iteration 6F (9863.830000 sec): 3 clusters Score: Raw -2154020.127053 + Penalty 4750.602024 = -2149269.525028 nChanged 817 SP:Iteration 7F (9864.150000 sec): 3 clusters Score: Raw -2154559.654518 + Penalty 4750.602024 = -2149809.052494 nChanged 759 SP:Iteration 8F (9864.400000 sec): 3 clusters Score: Raw -2155068.227692 + Penalty 4750.602024 = -2150317.625668 nChanged 663 SP:Iteration 9Q (9864.690000 sec): 3 clusters Score: Raw -2155552.783029 + Penalty 4750.602024 = -2150802.181005 nChanged 559 SP:Iteration 10Q (9864.980000 sec): 3 clusters Score: Raw -2156011.618823 + Penalty 4750.602024 = -2151261.016798 nChanged 425 SP:Iteration 11Q (9865.230000 sec): 3 clusters Score: Raw -2156413.502068 + Penalty 4750.602024 = -2151662.900044 nChanged 347 SP:Iteration 12Q (9865.460000 sec): 3 clusters Score: Raw -2156763.738269 + Penalty 4750.602024 = -2152013.136245 nChanged 243 SP:Iteration 13Q (9865.730000 sec): 3 clusters Score: Raw -2156985.475141 + Penalty 4750.602024 = -2152234.873116 nChanged 154 SP:Iteration 14Q (9865.960000 sec): 3 clusters Score: Raw -2157123.254219 + Penalty 4750.602024 = -2152372.652194 nChanged 110 SP:Iteration 15Q (9866.210000 sec): 3 clusters Score: Raw -2157198.781379 + Penalty 4750.602024 = -2152448.179354 nChanged 72 SP:Iteration 16Q (9866.410000 sec): 3 clusters Score: Raw -2157242.323212 + Penalty 4750.602024 = -2152491.721187 nChanged 58 SP:Iteration 17Q (9866.670000 sec): 3 clusters Score: Raw -2157284.982418 + Penalty 4750.602024 = -2152534.380393 nChanged 44 SP:Iteration 18Q (9866.980000 sec): 3 clusters Score: Raw -2157313.213398 + Penalty 4750.602024 = -2152562.611373 nChanged 38 SP:Iteration 19Q (9867.240000 sec): 3 clusters Score: Raw -2157338.149621 + Penalty 4750.602024 = -2152587.547597 nChanged 34 SP:Iteration 20F (9867.460000 sec): 3 clusters Score: Raw -2157355.708981 + Penalty 4750.602024 = -2152605.106956 nChanged 22 SP:Iteration 21Q (9867.700000 sec): 3 clusters Score: Raw -2157366.993032 + Penalty 4750.602024 = -2152616.391008 nChanged 25 SP:Iteration 22Q (9867.950000 sec): 3 clusters Score: Raw -2157382.131292 + Penalty 4750.602024 = -2152631.529268 nChanged 18 SP:Iteration 23Q (9868.190000 sec): 3 clusters Score: Raw -2157392.638625 + Penalty 4750.602024 = -2152642.036601 nChanged 20 SP:Iteration 24Q (9868.410000 sec): 3 clusters Score: Raw -2157402.009677 + Penalty 4750.602024 = -2152651.407653 nChanged 18 SP:Iteration 25Q (9868.650000 sec): 3 clusters Score: Raw -2157410.888317 + Penalty 4750.602024 = -2152660.286292 nChanged 22 SP:Iteration 26Q (9868.900000 sec): 3 clusters Score: Raw -2157421.271478 + Penalty 4750.602024 = -2152670.669454 nChanged 21 SP:Iteration 27Q (9869.100000 sec): 3 clusters Score: Raw -2157432.055317 + Penalty 4750.602024 = -2152681.453293 nChanged 22 SP:Iteration 28Q (9869.330000 sec): 3 clusters Score: Raw -2157440.425027 + Penalty 4750.602024 = -2152689.823003 nChanged 11 SP:Iteration 29Q (9869.560000 sec): 3 clusters Score: Raw -2157445.896172 + Penalty 4750.602024 = -2152695.294148 nChanged 10 SP:Iteration 30Q (9869.830000 sec): 3 clusters Score: Raw -2157450.511767 + Penalty 4750.602024 = -2152699.909742 nChanged 4 SP:Iteration 31Q (9870.040000 sec): 3 clusters Score: Raw -2157452.289576 + Penalty 4750.602024 = -2152701.687552 nChanged 8 SP:Iteration 32Q (9870.290000 sec): 3 clusters Score: Raw -2157455.976205 + Penalty 4750.602024 = -2152705.374181 nChanged 8 SP:Iteration 33Q (9870.570000 sec): 3 clusters Score: Raw -2157460.176182 + Penalty 4750.602024 = -2152709.574157 nChanged 10 SP:Iteration 34Q (9870.850000 sec): 3 clusters Score: Raw -2157464.005938 + Penalty 4750.602024 = -2152713.403914 nChanged 7 SP:Iteration 35Q (9871.050000 sec): 3 clusters Score: Raw -2157465.907809 + Penalty 4750.602024 = -2152715.305784 nChanged 2 SP:Iteration 36Q (9871.310000 sec): 3 clusters Score: Raw -2157466.688577 + Penalty 4750.602024 = -2152716.086553 nChanged 2 SP:Iteration 37Q (9871.540000 sec): 3 clusters Score: Raw -2157467.099276 + Penalty 4750.602024 = -2152716.497252 nChanged 0 SP:Iteration 38F (9871.810000 sec): 3 clusters Score: Raw -2157467.099276 + Penalty 4750.602024 = -2152716.497252 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (6838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9871.950000 sec): 2 clusters Score: Raw -988637.486161 + Penalty 2189.902141 = -986447.584019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9872.150000 sec): 3 clusters Score: Raw -985116.510147 + Penalty 4379.804283 = -980736.705864 nChanged 2794 SP:Iteration 1F (9872.360000 sec): 3 clusters Score: Raw -986804.487387 + Penalty 4379.804283 = -982424.683105 nChanged 572 SP:Iteration 2F (9872.550000 sec): 3 clusters Score: Raw -987220.946696 + Penalty 4379.804283 = -982841.142413 nChanged 453 SP:Iteration 3F (9872.780000 sec): 3 clusters Score: Raw -987561.924470 + Penalty 4379.804283 = -983182.120188 nChanged 402 SP:Iteration 4F (9872.970000 sec): 3 clusters Score: Raw -987932.060945 + Penalty 4379.804283 = -983552.256662 nChanged 401 SP:Iteration 5F (9873.230000 sec): 3 clusters Score: Raw -988358.296849 + Penalty 4379.804283 = -983978.492566 nChanged 387 SP:Iteration 6F (9873.450000 sec): 3 clusters Score: Raw -988730.603579 + Penalty 4379.804283 = -984350.799296 nChanged 304 SP:Iteration 7Q (9873.670000 sec): 3 clusters Score: Raw -988973.630789 + Penalty 4379.804283 = -984593.826506 nChanged 229 SP:Iteration 8Q (9873.880000 sec): 3 clusters Score: Raw -989130.253868 + Penalty 4379.804283 = -984750.449585 nChanged 189 SP:Iteration 9Q (9874.090000 sec): 3 clusters Score: Raw -989248.055445 + Penalty 4379.804283 = -984868.251162 nChanged 144 SP:Iteration 10Q (9874.260000 sec): 3 clusters Score: Raw -989336.781182 + Penalty 4379.804283 = -984956.976899 nChanged 102 SP:Iteration 11Q (9874.460000 sec): 3 clusters Score: Raw -989381.763850 + Penalty 4379.804283 = -985001.959567 nChanged 73 SP:Iteration 12Q (9874.710000 sec): 3 clusters Score: Raw -989411.466615 + Penalty 4379.804283 = -985031.662332 nChanged 65 SP:Iteration 13Q (9874.890000 sec): 3 clusters Score: Raw -989436.608406 + Penalty 4379.804283 = -985056.804123 nChanged 42 SP:Iteration 14Q (9875.110000 sec): 3 clusters Score: Raw -989453.804535 + Penalty 4379.804283 = -985074.000252 nChanged 32 SP:Iteration 15Q (9875.370000 sec): 3 clusters Score: Raw -989464.303668 + Penalty 4379.804283 = -985084.499385 nChanged 23 SP:Iteration 16Q (9875.570000 sec): 3 clusters Score: Raw -989473.076615 + Penalty 4379.804283 = -985093.272332 nChanged 25 SP:Iteration 17Q (9875.810000 sec): 3 clusters Score: Raw -989484.815230 + Penalty 4379.804283 = -985105.010947 nChanged 25 SP:Iteration 18Q (9876.040000 sec): 3 clusters Score: Raw -989492.009618 + Penalty 4379.804283 = -985112.205335 nChanged 13 SP:Iteration 19Q (9876.240000 sec): 3 clusters Score: Raw -989496.300844 + Penalty 4379.804283 = -985116.496561 nChanged 15 SP:Iteration 20F (9876.480000 sec): 3 clusters Score: Raw -989501.494126 + Penalty 4379.804283 = -985121.689844 nChanged 16 SP:Iteration 21Q (9876.720000 sec): 3 clusters Score: Raw -989505.829395 + Penalty 4379.804283 = -985126.025113 nChanged 14 SP:Iteration 22Q (9876.910000 sec): 3 clusters Score: Raw -989509.266030 + Penalty 4379.804283 = -985129.461747 nChanged 5 SP:Iteration 23Q (9877.110000 sec): 3 clusters Score: Raw -989510.452556 + Penalty 4379.804283 = -985130.648273 nChanged 4 SP:Iteration 24Q (9877.360000 sec): 3 clusters Score: Raw -989511.385035 + Penalty 4379.804283 = -985131.580752 nChanged 3 SP:Iteration 25Q (9877.610000 sec): 3 clusters Score: Raw -989511.870288 + Penalty 4379.804283 = -985132.066005 nChanged 2 SP:Iteration 26Q (9877.810000 sec): 3 clusters Score: Raw -989512.240250 + Penalty 4379.804283 = -985132.435967 nChanged 1 SP:Iteration 27Q (9878.050000 sec): 3 clusters Score: Raw -989512.510504 + Penalty 4379.804283 = -985132.706221 nChanged 0 SP:Iteration 28F (9878.280000 sec): 3 clusters Score: Raw -989512.510504 + Penalty 4379.804283 = -985132.706221 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (1010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9878.430000 sec): 2 clusters Score: Raw -157714.998768 + Penalty 1715.590991 = -155999.407776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9878.610000 sec): 3 clusters Score: Raw -157508.347960 + Penalty 3431.181982 = -154077.165978 nChanged 280 SP:Iteration 1F (9878.810000 sec): 3 clusters Score: Raw -157897.277058 + Penalty 3431.181982 = -154466.095075 nChanged 85 SP:Iteration 2F (9879.000000 sec): 3 clusters Score: Raw -158058.466337 + Penalty 3431.181982 = -154627.284354 nChanged 52 SP:Iteration 3F (9879.240000 sec): 3 clusters Score: Raw -158161.814107 + Penalty 3431.181982 = -154730.632124 nChanged 42 SP:Iteration 4Q (9879.400000 sec): 3 clusters Score: Raw -158246.083565 + Penalty 3431.181982 = -154814.901582 nChanged 26 SP:Iteration 5Q (9879.620000 sec): 3 clusters Score: Raw -158306.056617 + Penalty 3431.181982 = -154874.874634 nChanged 23 SP:Iteration 6Q (9879.790000 sec): 3 clusters Score: Raw -158349.754902 + Penalty 3431.181982 = -154918.572919 nChanged 17 SP:Iteration 7Q (9880.050000 sec): 3 clusters Score: Raw -158382.552380 + Penalty 3431.181982 = -154951.370398 nChanged 17 SP:Iteration 8Q (9880.190000 sec): 3 clusters Score: Raw -158421.329142 + Penalty 3431.181982 = -154990.147160 nChanged 16 SP:Iteration 9Q (9880.380000 sec): 3 clusters Score: Raw -158455.941437 + Penalty 3431.181982 = -155024.759455 nChanged 21 SP:Iteration 10Q (9880.550000 sec): 3 clusters Score: Raw -158500.962031 + Penalty 3431.181982 = -155069.780049 nChanged 22 SP:Iteration 11Q (9880.700000 sec): 3 clusters Score: Raw -158552.231349 + Penalty 3431.181982 = -155121.049367 nChanged 14 SP:Iteration 12Q (9880.930000 sec): 3 clusters Score: Raw -158575.240041 + Penalty 3431.181982 = -155144.058058 nChanged 12 SP:Iteration 13Q (9881.090000 sec): 3 clusters Score: Raw -158599.347187 + Penalty 3431.181982 = -155168.165205 nChanged 9 SP:Iteration 14Q (9881.280000 sec): 3 clusters Score: Raw -158622.263806 + Penalty 3431.181982 = -155191.081824 nChanged 10 SP:Iteration 15Q (9881.510000 sec): 3 clusters Score: Raw -158645.922397 + Penalty 3431.181982 = -155214.740415 nChanged 4 SP:Iteration 16Q (9881.700000 sec): 3 clusters Score: Raw -158653.643803 + Penalty 3431.181982 = -155222.461821 nChanged 2 SP:Iteration 17Q (9881.910000 sec): 3 clusters Score: Raw -158657.508522 + Penalty 3431.181982 = -155226.326539 nChanged 0 SP:Iteration 18F (9882.060000 sec): 3 clusters Score: Raw -158657.508522 + Penalty 3431.181982 = -155226.326539 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (2453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9882.150000 sec): 2 clusters Score: Raw -342063.562978 + Penalty 1935.656627 = -340127.906351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9882.380000 sec): 3 clusters Score: Raw -341135.798831 + Penalty 3871.313254 = -337264.485577 nChanged 830 SP:Iteration 1F (9882.570000 sec): 3 clusters Score: Raw -341874.178768 + Penalty 3871.313254 = -338002.865514 nChanged 239 SP:Iteration 2F (9882.740000 sec): 3 clusters Score: Raw -342169.750806 + Penalty 3871.313254 = -338298.437552 nChanged 163 SP:Iteration 3F (9882.940000 sec): 3 clusters Score: Raw -342347.579199 + Penalty 3871.313254 = -338476.265945 nChanged 121 SP:Iteration 4Q (9883.170000 sec): 3 clusters Score: Raw -342462.386260 + Penalty 3871.313254 = -338591.073006 nChanged 90 SP:Iteration 5Q (9883.360000 sec): 3 clusters Score: Raw -342549.718473 + Penalty 3871.313254 = -338678.405219 nChanged 82 SP:Iteration 6Q (9883.580000 sec): 3 clusters Score: Raw -342625.028878 + Penalty 3871.313254 = -338753.715624 nChanged 66 SP:Iteration 7Q (9883.780000 sec): 3 clusters Score: Raw -342688.073225 + Penalty 3871.313254 = -338816.759971 nChanged 63 SP:Iteration 8Q (9883.970000 sec): 3 clusters Score: Raw -342753.299632 + Penalty 3871.313254 = -338881.986378 nChanged 52 SP:Iteration 9Q (9884.190000 sec): 3 clusters Score: Raw -342813.349433 + Penalty 3871.313254 = -338942.036179 nChanged 58 SP:Iteration 10Q (9884.380000 sec): 3 clusters Score: Raw -342873.510813 + Penalty 3871.313254 = -339002.197559 nChanged 54 SP:Iteration 11Q (9884.600000 sec): 3 clusters Score: Raw -342921.875944 + Penalty 3871.313254 = -339050.562690 nChanged 44 SP:Iteration 12Q (9884.770000 sec): 3 clusters Score: Raw -342972.276371 + Penalty 3871.313254 = -339100.963117 nChanged 59 SP:Iteration 13Q (9884.970000 sec): 3 clusters Score: Raw -343042.788192 + Penalty 3871.313254 = -339171.474938 nChanged 61 SP:Iteration 14Q (9885.180000 sec): 3 clusters Score: Raw -343120.921698 + Penalty 3871.313254 = -339249.608444 nChanged 54 SP:Iteration 15Q (9885.380000 sec): 3 clusters Score: Raw -343191.558659 + Penalty 3871.313254 = -339320.245405 nChanged 50 SP:Iteration 16Q (9885.650000 sec): 3 clusters Score: Raw -343255.790682 + Penalty 3871.313254 = -339384.477428 nChanged 37 SP:Iteration 17Q (9885.840000 sec): 3 clusters Score: Raw -343304.700946 + Penalty 3871.313254 = -339433.387692 nChanged 32 SP:Iteration 18Q (9886.020000 sec): 3 clusters Score: Raw -343333.916321 + Penalty 3871.313254 = -339462.603067 nChanged 20 SP:Iteration 19Q (9886.190000 sec): 3 clusters Score: Raw -343352.947271 + Penalty 3871.313254 = -339481.634017 nChanged 19 SP:Iteration 20F (9886.350000 sec): 3 clusters Score: Raw -343366.736411 + Penalty 3871.313254 = -339495.423157 nChanged 14 SP:Iteration 21Q (9886.590000 sec): 3 clusters Score: Raw -343379.190221 + Penalty 3871.313254 = -339507.876967 nChanged 11 SP:Iteration 22Q (9886.740000 sec): 3 clusters Score: Raw -343388.266701 + Penalty 3871.313254 = -339516.953447 nChanged 14 SP:Iteration 23Q (9886.950000 sec): 3 clusters Score: Raw -343400.101768 + Penalty 3871.313254 = -339528.788514 nChanged 13 SP:Iteration 24Q (9887.120000 sec): 3 clusters Score: Raw -343409.013270 + Penalty 3871.313254 = -339537.700016 nChanged 7 SP:Iteration 25Q (9887.340000 sec): 3 clusters Score: Raw -343414.628810 + Penalty 3871.313254 = -339543.315556 nChanged 4 SP:Iteration 26Q (9887.480000 sec): 3 clusters Score: Raw -343418.517271 + Penalty 3871.313254 = -339547.204017 nChanged 4 SP:Iteration 27Q (9887.710000 sec): 3 clusters Score: Raw -343421.219678 + Penalty 3871.313254 = -339549.906424 nChanged 5 SP:Iteration 28Q (9887.880000 sec): 3 clusters Score: Raw -343424.660360 + Penalty 3871.313254 = -339553.347106 nChanged 4 SP:Iteration 29Q (9888.110000 sec): 3 clusters Score: Raw -343426.700244 + Penalty 3871.313254 = -339555.386990 nChanged 3 SP:Iteration 30Q (9888.280000 sec): 3 clusters Score: Raw -343428.642065 + Penalty 3871.313254 = -339557.328811 nChanged 3 SP:Iteration 31Q (9888.500000 sec): 3 clusters Score: Raw -343430.174189 + Penalty 3871.313254 = -339558.860935 nChanged 5 SP:Iteration 32Q (9888.680000 sec): 3 clusters Score: Raw -343433.153395 + Penalty 3871.313254 = -339561.840141 nChanged 4 SP:Iteration 33Q (9888.860000 sec): 3 clusters Score: Raw -343435.874070 + Penalty 3871.313254 = -339564.560816 nChanged 3 SP:Iteration 34Q (9889.080000 sec): 3 clusters Score: Raw -343438.441847 + Penalty 3871.313254 = -339567.128593 nChanged 3 SP:Iteration 35Q (9889.240000 sec): 3 clusters Score: Raw -343440.133542 + Penalty 3871.313254 = -339568.820288 nChanged 2 SP:Iteration 36Q (9889.410000 sec): 3 clusters Score: Raw -343440.922834 + Penalty 3871.313254 = -339569.609580 nChanged 2 SP:Iteration 37Q (9889.600000 sec): 3 clusters Score: Raw -343441.875512 + Penalty 3871.313254 = -339570.562258 nChanged 2 SP:Iteration 38Q (9889.810000 sec): 3 clusters Score: Raw -343442.670823 + Penalty 3871.313254 = -339571.357569 nChanged 0 SP:Iteration 39F (9890.010000 sec): 3 clusters Score: Raw -343442.670823 + Penalty 3871.313254 = -339571.357569 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (10722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9890.160000 sec): 2 clusters Score: Raw -1624851.611154 + Penalty 2301.453140 = -1622550.158014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9890.410000 sec): 3 clusters Score: Raw -1619011.974286 + Penalty 4602.906280 = -1614409.068006 nChanged 4450 SP:Iteration 1F (9890.640000 sec): 3 clusters Score: Raw -1621332.241040 + Penalty 4602.906280 = -1616729.334759 nChanged 688 SP:Iteration 2F (9890.920000 sec): 3 clusters Score: Raw -1621660.862985 + Penalty 4602.906280 = -1617057.956705 nChanged 550 SP:Iteration 3F (9891.140000 sec): 3 clusters Score: Raw -1621924.810582 + Penalty 4602.906280 = -1617321.904302 nChanged 474 SP:Iteration 4Q (9891.380000 sec): 3 clusters Score: Raw -1622147.198364 + Penalty 4602.906280 = -1617544.292083 nChanged 443 SP:Iteration 5Q (9891.680000 sec): 3 clusters Score: Raw -1622406.528728 + Penalty 4602.906280 = -1617803.622448 nChanged 472 SP:Iteration 6Q (9891.880000 sec): 3 clusters Score: Raw -1622737.928590 + Penalty 4602.906280 = -1618135.022309 nChanged 543 SP:Iteration 7F (9892.140000 sec): 3 clusters Score: Raw -1623122.939805 + Penalty 4602.906280 = -1618520.033525 nChanged 556 SP:Iteration 8F (9892.400000 sec): 3 clusters Score: Raw -1623510.864654 + Penalty 4602.906280 = -1618907.958374 nChanged 577 SP:Iteration 9F (9892.630000 sec): 3 clusters Score: Raw -1623904.515666 + Penalty 4602.906280 = -1619301.609385 nChanged 567 SP:Iteration 10F (9892.930000 sec): 3 clusters Score: Raw -1624317.467525 + Penalty 4602.906280 = -1619714.561244 nChanged 544 SP:Iteration 11F (9893.130000 sec): 3 clusters Score: Raw -1624745.073388 + Penalty 4602.906280 = -1620142.167108 nChanged 454 SP:Iteration 12Q (9893.390000 sec): 3 clusters Score: Raw -1625077.426495 + Penalty 4602.906280 = -1620474.520215 nChanged 340 SP:Iteration 13Q (9893.670000 sec): 3 clusters Score: Raw -1625310.122721 + Penalty 4602.906280 = -1620707.216441 nChanged 256 SP:Iteration 14Q (9893.960000 sec): 3 clusters Score: Raw -1625463.330573 + Penalty 4602.906280 = -1620860.424293 nChanged 188 SP:Iteration 15Q (9894.170000 sec): 3 clusters Score: Raw -1625564.674257 + Penalty 4602.906280 = -1620961.767977 nChanged 146 SP:Iteration 16Q (9894.440000 sec): 3 clusters Score: Raw -1625627.033991 + Penalty 4602.906280 = -1621024.127711 nChanged 114 SP:Iteration 17Q (9894.710000 sec): 3 clusters Score: Raw -1625673.968051 + Penalty 4602.906280 = -1621071.061770 nChanged 92 SP:Iteration 18Q (9894.920000 sec): 3 clusters Score: Raw -1625709.075340 + Penalty 4602.906280 = -1621106.169060 nChanged 76 SP:Iteration 19Q (9895.130000 sec): 3 clusters Score: Raw -1625737.547646 + Penalty 4602.906280 = -1621134.641365 nChanged 74 SP:Iteration 20F (9895.330000 sec): 3 clusters Score: Raw -1625769.076960 + Penalty 4602.906280 = -1621166.170680 nChanged 80 SP:Iteration 21Q (9895.540000 sec): 3 clusters Score: Raw -1625797.499811 + Penalty 4602.906280 = -1621194.593531 nChanged 59 SP:Iteration 22Q (9895.780000 sec): 3 clusters Score: Raw -1625815.832495 + Penalty 4602.906280 = -1621212.926215 nChanged 47 SP:Iteration 23Q (9896.010000 sec): 3 clusters Score: Raw -1625831.154985 + Penalty 4602.906280 = -1621228.248704 nChanged 54 SP:Iteration 24Q (9896.170000 sec): 3 clusters Score: Raw -1625848.951930 + Penalty 4602.906280 = -1621246.045649 nChanged 59 SP:Iteration 25Q (9896.400000 sec): 3 clusters Score: Raw -1625869.233402 + Penalty 4602.906280 = -1621266.327121 nChanged 45 SP:Iteration 26Q (9896.660000 sec): 3 clusters Score: Raw -1625884.576629 + Penalty 4602.906280 = -1621281.670349 nChanged 38 SP:Iteration 27Q (9896.820000 sec): 3 clusters Score: Raw -1625896.579649 + Penalty 4602.906280 = -1621293.673368 nChanged 35 SP:Iteration 28Q (9897.080000 sec): 3 clusters Score: Raw -1625907.518438 + Penalty 4602.906280 = -1621304.612157 nChanged 31 SP:Iteration 29Q (9897.300000 sec): 3 clusters Score: Raw -1625915.542258 + Penalty 4602.906280 = -1621312.635977 nChanged 28 SP:Iteration 30Q (9897.550000 sec): 3 clusters Score: Raw -1625924.795567 + Penalty 4602.906280 = -1621321.889287 nChanged 30 SP:Iteration 31Q (9897.770000 sec): 3 clusters Score: Raw -1625932.912930 + Penalty 4602.906280 = -1621330.006650 nChanged 31 SP:Iteration 32Q (9897.990000 sec): 3 clusters Score: Raw -1625943.349225 + Penalty 4602.906280 = -1621340.442945 nChanged 34 SP:Iteration 33Q (9898.180000 sec): 3 clusters Score: Raw -1625955.617078 + Penalty 4602.906280 = -1621352.710798 nChanged 39 SP:Iteration 34Q (9898.360000 sec): 3 clusters Score: Raw -1625969.318583 + Penalty 4602.906280 = -1621366.412303 nChanged 36 SP:Iteration 35Q (9898.610000 sec): 3 clusters Score: Raw -1625979.873203 + Penalty 4602.906280 = -1621376.966923 nChanged 21 SP:Iteration 36Q (9898.830000 sec): 3 clusters Score: Raw -1625984.730834 + Penalty 4602.906280 = -1621381.824554 nChanged 11 SP:Iteration 37Q (9899.020000 sec): 3 clusters Score: Raw -1625986.751491 + Penalty 4602.906280 = -1621383.845210 nChanged 8 SP:Iteration 38Q (9899.240000 sec): 3 clusters Score: Raw -1625988.551896 + Penalty 4602.906280 = -1621385.645616 nChanged 8 SP:Iteration 39Q (9899.470000 sec): 3 clusters Score: Raw -1625990.234431 + Penalty 4602.906280 = -1621387.328150 nChanged 7 SP:Iteration 40F (9899.690000 sec): 3 clusters Score: Raw -1625991.794679 + Penalty 4602.906280 = -1621388.888399 nChanged 8 SP:Iteration 41Q (9899.940000 sec): 3 clusters Score: Raw -1625994.059250 + Penalty 4602.906280 = -1621391.152970 nChanged 7 SP:Iteration 42Q (9900.160000 sec): 3 clusters Score: Raw -1625995.818468 + Penalty 4602.906280 = -1621392.912188 nChanged 2 SP:Iteration 43Q (9900.370000 sec): 3 clusters Score: Raw -1625996.134827 + Penalty 4602.906280 = -1621393.228547 nChanged 1 SP:Iteration 44Q (9900.600000 sec): 3 clusters Score: Raw -1625996.349799 + Penalty 4602.906280 = -1621393.443519 nChanged 2 SP:Iteration 45Q (9900.810000 sec): 3 clusters Score: Raw -1625996.884660 + Penalty 4602.906280 = -1621393.978380 nChanged 3 SP:Iteration 46Q (9901.080000 sec): 3 clusters Score: Raw -1625997.464964 + Penalty 4602.906280 = -1621394.558684 nChanged 2 SP:Iteration 47Q (9901.270000 sec): 3 clusters Score: Raw -1625998.106914 + Penalty 4602.906280 = -1621395.200634 nChanged 2 SP:Iteration 48Q (9901.490000 sec): 3 clusters Score: Raw -1625998.765070 + Penalty 4602.906280 = -1621395.858789 nChanged 4 SP:Iteration 49Q (9901.710000 sec): 3 clusters Score: Raw -1625999.820703 + Penalty 4602.906280 = -1621396.914423 nChanged 4 SP:Iteration 50Q (9901.940000 sec): 3 clusters Score: Raw -1626000.798219 + Penalty 4602.906280 = -1621397.891938 nChanged 7 SP:Iteration 51Q (9902.190000 sec): 3 clusters Score: Raw -1626002.360834 + Penalty 4602.906280 = -1621399.454554 nChanged 6 SP:Iteration 52Q (9902.400000 sec): 3 clusters Score: Raw -1626003.945497 + Penalty 4602.906280 = -1621401.039217 nChanged 3 SP:Iteration 53Q (9902.640000 sec): 3 clusters Score: Raw -1626005.077342 + Penalty 4602.906280 = -1621402.171061 nChanged 7 SP:Iteration 54Q (9902.880000 sec): 3 clusters Score: Raw -1626006.498843 + Penalty 4602.906280 = -1621403.592563 nChanged 6 SP:Iteration 55Q (9903.060000 sec): 3 clusters Score: Raw -1626008.148199 + Penalty 4602.906280 = -1621405.241918 nChanged 6 SP:Iteration 56Q (9903.320000 sec): 3 clusters Score: Raw -1626009.142361 + Penalty 4602.906280 = -1621406.236080 nChanged 1 SP:Iteration 57Q (9903.510000 sec): 3 clusters Score: Raw -1626009.318214 + Penalty 4602.906280 = -1621406.411934 nChanged 4 SP:Iteration 58Q (9903.690000 sec): 3 clusters Score: Raw -1626010.173771 + Penalty 4602.906280 = -1621407.267490 nChanged 4 SP:Iteration 59Q (9903.900000 sec): 3 clusters Score: Raw -1626011.175309 + Penalty 4602.906280 = -1621408.269028 nChanged 2 SP:Iteration 60F (9904.120000 sec): 3 clusters Score: Raw -1626011.400022 + Penalty 4602.906280 = -1621408.493742 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9904.230000 sec): 2 clusters Score: Raw -101818.265262 + Penalty 1618.570725 = -100199.694537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9904.410000 sec): 3 clusters Score: Raw -101724.047177 + Penalty 3237.141450 = -98486.905726 nChanged 141 SP:Iteration 1F (9904.570000 sec): 3 clusters Score: Raw -101950.874310 + Penalty 3237.141450 = -98713.732860 nChanged 42 SP:Iteration 2F (9904.780000 sec): 3 clusters Score: Raw -102027.808441 + Penalty 3237.141450 = -98790.666990 nChanged 22 SP:Iteration 3Q (9904.890000 sec): 3 clusters Score: Raw -102074.657207 + Penalty 3237.141450 = -98837.515756 nChanged 13 SP:Iteration 4Q (9905.120000 sec): 3 clusters Score: Raw -102092.022310 + Penalty 3237.141450 = -98854.880859 nChanged 1 SP:Iteration 5Q (9905.290000 sec): 3 clusters Score: Raw -102094.066435 + Penalty 3237.141450 = -98856.924985 nChanged 4 SP:Iteration 6Q (9905.430000 sec): 3 clusters Score: Raw -102098.518188 + Penalty 3237.141450 = -98861.376738 nChanged 1 SP:Iteration 7Q (9905.590000 sec): 3 clusters Score: Raw -102099.583206 + Penalty 3237.141450 = -98862.441756 nChanged 1 SP:Iteration 8Q (9905.750000 sec): 3 clusters Score: Raw -102101.405055 + Penalty 3237.141450 = -98864.263605 nChanged 0 SP:Iteration 9F (9905.960000 sec): 3 clusters Score: Raw -102101.405055 + Penalty 3237.141450 = -98864.263605 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9906.060000 sec): 2 clusters Score: Raw -35021.472075 + Penalty 1364.312036 = -33657.160039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9906.200000 sec): 3 clusters Score: Raw -35151.883304 + Penalty 2728.624072 = -32423.259231 nChanged 15 SP:Iteration 1F (9906.370000 sec): 3 clusters Score: Raw -35203.574337 + Penalty 2728.624072 = -32474.950265 nChanged 4 SP:Iteration 2Q (9906.550000 sec): 3 clusters Score: Raw -35218.242168 + Penalty 2728.624072 = -32489.618095 nChanged 1 SP:Iteration 3Q (9906.750000 sec): 3 clusters Score: Raw -35219.324371 + Penalty 2728.624072 = -32490.700298 nChanged 0 SP:Iteration 4F (9906.940000 sec): 3 clusters Score: Raw -35219.324371 + Penalty 2728.624072 = -32490.700298 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9907.010000 sec): 2 clusters Score: Raw -60859.959051 + Penalty 1503.818732 = -59356.140319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9907.200000 sec): 3 clusters Score: Raw -60903.827720 + Penalty 3007.637464 = -57896.190257 nChanged 65 SP:Iteration 1F (9907.390000 sec): 3 clusters Score: Raw -61053.013439 + Penalty 3007.637464 = -58045.375975 nChanged 17 SP:Iteration 2Q (9907.580000 sec): 3 clusters Score: Raw -61094.801403 + Penalty 3007.637464 = -58087.163939 nChanged 13 SP:Iteration 3Q (9907.740000 sec): 3 clusters Score: Raw -61131.341580 + Penalty 3007.637464 = -58123.704116 nChanged 6 SP:Iteration 4Q (9907.910000 sec): 3 clusters Score: Raw -61146.212128 + Penalty 3007.637464 = -58138.574664 nChanged 1 SP:Iteration 5Q (9908.090000 sec): 3 clusters Score: Raw -61147.701397 + Penalty 3007.637464 = -58140.063933 nChanged 0 SP:Iteration 6F (9908.240000 sec): 3 clusters Score: Raw -61147.701397 + Penalty 3007.637464 = -58140.063933 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (2830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9908.330000 sec): 2 clusters Score: Raw -401373.051385 + Penalty 1971.111934 = -399401.939451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9908.510000 sec): 3 clusters Score: Raw -400216.670992 + Penalty 3942.223867 = -396274.447124 nChanged 983 SP:Iteration 1F (9908.710000 sec): 3 clusters Score: Raw -401029.762727 + Penalty 3942.223867 = -397087.538860 nChanged 298 SP:Iteration 2F (9908.950000 sec): 3 clusters Score: Raw -401375.267199 + Penalty 3942.223867 = -397433.043332 nChanged 214 SP:Iteration 3F (9909.120000 sec): 3 clusters Score: Raw -401666.266084 + Penalty 3942.223867 = -397724.042217 nChanged 198 SP:Iteration 4F (9909.310000 sec): 3 clusters Score: Raw -401976.492713 + Penalty 3942.223867 = -398034.268846 nChanged 177 SP:Iteration 5F (9909.480000 sec): 3 clusters Score: Raw -402227.958796 + Penalty 3942.223867 = -398285.734929 nChanged 148 SP:Iteration 6F (9909.680000 sec): 3 clusters Score: Raw -402436.775472 + Penalty 3942.223867 = -398494.551605 nChanged 130 SP:Iteration 7Q (9909.850000 sec): 3 clusters Score: Raw -402681.372071 + Penalty 3942.223867 = -398739.148203 nChanged 98 SP:Iteration 8Q (9910.070000 sec): 3 clusters Score: Raw -402793.548423 + Penalty 3942.223867 = -398851.324555 nChanged 80 SP:Iteration 9Q (9910.230000 sec): 3 clusters Score: Raw -402872.830361 + Penalty 3942.223867 = -398930.606493 nChanged 54 SP:Iteration 10Q (9910.430000 sec): 3 clusters Score: Raw -402919.717489 + Penalty 3942.223867 = -398977.493622 nChanged 47 SP:Iteration 11Q (9910.610000 sec): 3 clusters Score: Raw -402966.237194 + Penalty 3942.223867 = -399024.013327 nChanged 42 SP:Iteration 12Q (9910.750000 sec): 3 clusters Score: Raw -403010.101728 + Penalty 3942.223867 = -399067.877860 nChanged 37 SP:Iteration 13Q (9911.010000 sec): 3 clusters Score: Raw -403046.309629 + Penalty 3942.223867 = -399104.085762 nChanged 35 SP:Iteration 14Q (9911.190000 sec): 3 clusters Score: Raw -403074.166141 + Penalty 3942.223867 = -399131.942274 nChanged 23 SP:Iteration 15Q (9911.390000 sec): 3 clusters Score: Raw -403096.770634 + Penalty 3942.223867 = -399154.546767 nChanged 18 SP:Iteration 16Q (9911.560000 sec): 3 clusters Score: Raw -403108.656172 + Penalty 3942.223867 = -399166.432305 nChanged 14 SP:Iteration 17Q (9911.830000 sec): 3 clusters Score: Raw -403117.258798 + Penalty 3942.223867 = -399175.034931 nChanged 9 SP:Iteration 18Q (9911.990000 sec): 3 clusters Score: Raw -403126.181195 + Penalty 3942.223867 = -399183.957328 nChanged 8 SP:Iteration 19Q (9912.210000 sec): 3 clusters Score: Raw -403131.628786 + Penalty 3942.223867 = -399189.404919 nChanged 6 SP:Iteration 20F (9912.350000 sec): 3 clusters Score: Raw -403138.915618 + Penalty 3942.223867 = -399196.691751 nChanged 7 SP:Iteration 21Q (9912.520000 sec): 3 clusters Score: Raw -403151.406111 + Penalty 3942.223867 = -399209.182244 nChanged 12 SP:Iteration 22Q (9912.750000 sec): 3 clusters Score: Raw -403178.893835 + Penalty 3942.223867 = -399236.669967 nChanged 22 SP:Iteration 23Q (9912.940000 sec): 3 clusters Score: Raw -403200.989926 + Penalty 3942.223867 = -399258.766059 nChanged 13 SP:Iteration 24Q (9913.120000 sec): 3 clusters Score: Raw -403209.121140 + Penalty 3942.223867 = -399266.897272 nChanged 10 SP:Iteration 25Q (9913.310000 sec): 3 clusters Score: Raw -403216.156514 + Penalty 3942.223867 = -399273.932646 nChanged 4 SP:Iteration 26Q (9913.470000 sec): 3 clusters Score: Raw -403218.719428 + Penalty 3942.223867 = -399276.495560 nChanged 2 SP:Iteration 27Q (9913.690000 sec): 3 clusters Score: Raw -403221.130677 + Penalty 3942.223867 = -399278.906810 nChanged 2 SP:Iteration 28Q (9913.910000 sec): 3 clusters Score: Raw -403222.376987 + Penalty 3942.223867 = -399280.153120 nChanged 4 SP:Iteration 29Q (9914.110000 sec): 3 clusters Score: Raw -403224.895162 + Penalty 3942.223867 = -399282.671294 nChanged 2 SP:Iteration 30Q (9914.270000 sec): 3 clusters Score: Raw -403226.385967 + Penalty 3942.223867 = -399284.162100 nChanged 1 SP:Iteration 31Q (9914.540000 sec): 3 clusters Score: Raw -403227.091150 + Penalty 3942.223867 = -399284.867283 nChanged 1 SP:Iteration 32Q (9914.750000 sec): 3 clusters Score: Raw -403227.951745 + Penalty 3942.223867 = -399285.727878 nChanged 3 SP:Iteration 33Q (9914.930000 sec): 3 clusters Score: Raw -403229.324119 + Penalty 3942.223867 = -399287.100251 nChanged 3 SP:Iteration 34Q (9915.130000 sec): 3 clusters Score: Raw -403230.536062 + Penalty 3942.223867 = -399288.312195 nChanged 0 SP:Iteration 35F (9915.360000 sec): 3 clusters Score: Raw -403230.536062 + Penalty 3942.223867 = -399288.312195 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (11421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9915.470000 sec): 2 clusters Score: Raw -1759447.809553 + Penalty 2317.115843 = -1757130.693710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9915.760000 sec): 3 clusters Score: Raw -1753230.971584 + Penalty 4634.231686 = -1748596.739898 nChanged 4738 SP:Iteration 1F (9916.030000 sec): 3 clusters Score: Raw -1755733.527978 + Penalty 4634.231686 = -1751099.296292 nChanged 740 SP:Iteration 2F (9916.230000 sec): 3 clusters Score: Raw -1756046.085682 + Penalty 4634.231686 = -1751411.853996 nChanged 580 SP:Iteration 3F (9916.500000 sec): 3 clusters Score: Raw -1756288.760786 + Penalty 4634.231686 = -1751654.529100 nChanged 471 SP:Iteration 4Q (9916.730000 sec): 3 clusters Score: Raw -1756480.073474 + Penalty 4634.231686 = -1751845.841788 nChanged 403 SP:Iteration 5Q (9917.020000 sec): 3 clusters Score: Raw -1756627.998557 + Penalty 4634.231686 = -1751993.766870 nChanged 332 SP:Iteration 6Q (9917.270000 sec): 3 clusters Score: Raw -1756751.963930 + Penalty 4634.231686 = -1752117.732244 nChanged 323 SP:Iteration 7Q (9917.530000 sec): 3 clusters Score: Raw -1756875.528553 + Penalty 4634.231686 = -1752241.296867 nChanged 355 SP:Iteration 8Q (9917.780000 sec): 3 clusters Score: Raw -1757038.349396 + Penalty 4634.231686 = -1752404.117710 nChanged 421 SP:Iteration 9Q (9917.990000 sec): 3 clusters Score: Raw -1757271.641320 + Penalty 4634.231686 = -1752637.409634 nChanged 512 SP:Iteration 10Q (9918.240000 sec): 3 clusters Score: Raw -1757596.906438 + Penalty 4634.231686 = -1752962.674751 nChanged 551 SP:Iteration 11Q (9918.470000 sec): 3 clusters Score: Raw -1757977.640114 + Penalty 4634.231686 = -1753343.408428 nChanged 548 SP:Iteration 12Q (9918.670000 sec): 3 clusters Score: Raw -1758410.799106 + Penalty 4634.231686 = -1753776.567420 nChanged 498 SP:Iteration 13Q (9918.910000 sec): 3 clusters Score: Raw -1758835.631350 + Penalty 4634.231686 = -1754201.399664 nChanged 386 SP:Iteration 14Q (9919.160000 sec): 3 clusters Score: Raw -1759163.430468 + Penalty 4634.231686 = -1754529.198782 nChanged 278 SP:Iteration 15Q (9919.430000 sec): 3 clusters Score: Raw -1759406.236882 + Penalty 4634.231686 = -1754772.005196 nChanged 173 SP:Iteration 16Q (9919.690000 sec): 3 clusters Score: Raw -1759565.162034 + Penalty 4634.231686 = -1754930.930347 nChanged 110 SP:Iteration 17Q (9919.950000 sec): 3 clusters Score: Raw -1759658.875846 + Penalty 4634.231686 = -1755024.644159 nChanged 72 SP:Iteration 18Q (9920.160000 sec): 3 clusters Score: Raw -1759713.250137 + Penalty 4634.231686 = -1755079.018450 nChanged 52 SP:Iteration 19Q (9920.430000 sec): 3 clusters Score: Raw -1759754.974229 + Penalty 4634.231686 = -1755120.742543 nChanged 39 SP:Iteration 20F (9920.730000 sec): 3 clusters Score: Raw -1759784.916818 + Penalty 4634.231686 = -1755150.685132 nChanged 28 SP:Iteration 21Q (9920.970000 sec): 3 clusters Score: Raw -1759808.660880 + Penalty 4634.231686 = -1755174.429194 nChanged 18 SP:Iteration 22Q (9921.220000 sec): 3 clusters Score: Raw -1759821.390607 + Penalty 4634.231686 = -1755187.158920 nChanged 9 SP:Iteration 23Q (9921.490000 sec): 3 clusters Score: Raw -1759828.244289 + Penalty 4634.231686 = -1755194.012602 nChanged 5 SP:Iteration 24Q (9921.770000 sec): 3 clusters Score: Raw -1759831.488749 + Penalty 4634.231686 = -1755197.257063 nChanged 3 SP:Iteration 25Q (9922.010000 sec): 3 clusters Score: Raw -1759833.307684 + Penalty 4634.231686 = -1755199.075997 nChanged 3 SP:Iteration 26Q (9922.220000 sec): 3 clusters Score: Raw -1759836.447357 + Penalty 4634.231686 = -1755202.215671 nChanged 3 SP:Iteration 27Q (9922.460000 sec): 3 clusters Score: Raw -1759841.085149 + Penalty 4634.231686 = -1755206.853463 nChanged 4 SP:Iteration 28Q (9922.750000 sec): 3 clusters Score: Raw -1759845.364467 + Penalty 4634.231686 = -1755211.132781 nChanged 5 SP:Iteration 29Q (9922.970000 sec): 3 clusters Score: Raw -1759853.004902 + Penalty 4634.231686 = -1755218.773216 nChanged 10 SP:Iteration 30Q (9923.210000 sec): 3 clusters Score: Raw -1759861.079808 + Penalty 4634.231686 = -1755226.848122 nChanged 8 SP:Iteration 31Q (9923.530000 sec): 3 clusters Score: Raw -1759865.836711 + Penalty 4634.231686 = -1755231.605024 nChanged 5 SP:Iteration 32Q (9923.750000 sec): 3 clusters Score: Raw -1759870.700771 + Penalty 4634.231686 = -1755236.469084 nChanged 5 SP:Iteration 33Q (9923.990000 sec): 3 clusters Score: Raw -1759875.183920 + Penalty 4634.231686 = -1755240.952233 nChanged 4 SP:Iteration 34Q (9924.230000 sec): 3 clusters Score: Raw -1759879.687940 + Penalty 4634.231686 = -1755245.456254 nChanged 4 SP:Iteration 35Q (9924.480000 sec): 3 clusters Score: Raw -1759884.162808 + Penalty 4634.231686 = -1755249.931122 nChanged 1 SP:Iteration 36Q (9924.740000 sec): 3 clusters Score: Raw -1759884.819117 + Penalty 4634.231686 = -1755250.587430 nChanged 0 SP:Iteration 37F (9924.960000 sec): 3 clusters Score: Raw -1759884.819117 + Penalty 4634.231686 = -1755250.587430 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9925.070000 sec): 2 clusters Score: Raw -42206.164451 + Penalty 1424.264791 = -40781.899661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9925.310000 sec): 3 clusters Score: Raw -42312.934282 + Penalty 2848.529581 = -39464.404701 nChanged 43 SP:Iteration 1F (9925.510000 sec): 3 clusters Score: Raw -42431.577795 + Penalty 2848.529581 = -39583.048214 nChanged 8 SP:Iteration 2Q (9925.710000 sec): 3 clusters Score: Raw -42460.388232 + Penalty 2848.529581 = -39611.858651 nChanged 4 SP:Iteration 3Q (9925.870000 sec): 3 clusters Score: Raw -42479.944693 + Penalty 2848.529581 = -39631.415112 nChanged 4 SP:Iteration 4Q (9926.030000 sec): 3 clusters Score: Raw -42509.901837 + Penalty 2848.529581 = -39661.372256 nChanged 4 SP:Iteration 5Q (9926.190000 sec): 3 clusters Score: Raw -42533.729538 + Penalty 2848.529581 = -39685.199957 nChanged 2 SP:Iteration 6Q (9926.340000 sec): 3 clusters Score: Raw -42538.125491 + Penalty 2848.529581 = -39689.595910 nChanged 0 SP:Iteration 7F (9926.530000 sec): 3 clusters Score: Raw -42538.125491 + Penalty 2848.529581 = -39689.595910 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (144921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9927.280000 sec): 2 clusters Score: Raw -21954405.629740 + Penalty 2947.218123 = -21951458.411617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9928.180000 sec): 3 clusters Score: Raw -21860658.585592 + Penalty 5894.436246 = -21854764.149345 nChanged 69012 SP:Iteration 1F (9929.100000 sec): 3 clusters Score: Raw -21900627.035955 + Penalty 5894.436246 = -21894732.599708 nChanged 5228 SP:Iteration 2Q (9930.200000 sec): 3 clusters Score: Raw -21902154.260754 + Penalty 5894.436246 = -21896259.824508 nChanged 5608 SP:Iteration 3Q (9931.230000 sec): 3 clusters Score: Raw -21904060.899662 + Penalty 5894.436246 = -21898166.463416 nChanged 6093 SP:Iteration 4Q (9932.250000 sec): 3 clusters Score: Raw -21906368.962285 + Penalty 5894.436246 = -21900474.526039 nChanged 6608 SP:Iteration 5Q (9933.230000 sec): 3 clusters Score: Raw -21909105.171711 + Penalty 5894.436246 = -21903210.735464 nChanged 7011 SP:Iteration 6Q (9934.220000 sec): 3 clusters Score: Raw -21912252.061557 + Penalty 5894.436246 = -21906357.625311 nChanged 7325 SP:Iteration 7F (9935.090000 sec): 3 clusters Score: Raw -21915920.191345 + Penalty 5894.436246 = -21910025.755098 nChanged 7453 SP:Iteration 8F (9936.000000 sec): 3 clusters Score: Raw -21920169.234531 + Penalty 5894.436246 = -21914274.798285 nChanged 7575 SP:Iteration 9F (9936.850000 sec): 3 clusters Score: Raw -21924906.169052 + Penalty 5894.436246 = -21919011.732805 nChanged 7344 SP:Iteration 10F (9937.750000 sec): 3 clusters Score: Raw -21929408.621753 + Penalty 5894.436246 = -21923514.185507 nChanged 6404 SP:Iteration 11Q (9938.740000 sec): 3 clusters Score: Raw -21932893.406587 + Penalty 5894.436246 = -21926998.970340 nChanged 5218 SP:Iteration 12Q (9939.700000 sec): 3 clusters Score: Raw -21935337.548709 + Penalty 5894.436246 = -21929443.112463 nChanged 4205 SP:Iteration 13Q (9940.650000 sec): 3 clusters Score: Raw -21937083.559281 + Penalty 5894.436246 = -21931189.123034 nChanged 3581 SP:Iteration 14Q (9941.580000 sec): 3 clusters Score: Raw -21938562.714172 + Penalty 5894.436246 = -21932668.277925 nChanged 3395 SP:Iteration 15Q (9942.570000 sec): 3 clusters Score: Raw -21940014.540458 + Penalty 5894.436246 = -21934120.104212 nChanged 3273 SP:Iteration 16Q (9943.490000 sec): 3 clusters Score: Raw -21941505.332797 + Penalty 5894.436246 = -21935610.896551 nChanged 3248 SP:Iteration 17Q (9944.470000 sec): 3 clusters Score: Raw -21943093.323596 + Penalty 5894.436246 = -21937198.887350 nChanged 3162 SP:Iteration 18Q (9945.490000 sec): 3 clusters Score: Raw -21944731.923183 + Penalty 5894.436246 = -21938837.486936 nChanged 2992 SP:Iteration 19Q (9946.400000 sec): 3 clusters Score: Raw -21946370.883021 + Penalty 5894.436246 = -21940476.446774 nChanged 2778 SP:Iteration 20F (9947.340000 sec): 3 clusters Score: Raw -21947932.491594 + Penalty 5894.436246 = -21942038.055348 nChanged 2461 SP:Iteration 21Q (9948.140000 sec): 3 clusters Score: Raw -21949323.499853 + Penalty 5894.436246 = -21943429.063607 nChanged 2114 SP:Iteration 22Q (9949.010000 sec): 3 clusters Score: Raw -21950513.747010 + Penalty 5894.436246 = -21944619.310763 nChanged 1748 SP:Iteration 23Q (9949.810000 sec): 3 clusters Score: Raw -21951486.117700 + Penalty 5894.436246 = -21945591.681453 nChanged 1447 SP:Iteration 24Q (9950.680000 sec): 3 clusters Score: Raw -21952264.197437 + Penalty 5894.436246 = -21946369.761191 nChanged 1206 SP:Iteration 25Q (9951.550000 sec): 3 clusters Score: Raw -21952912.387657 + Penalty 5894.436246 = -21947017.951411 nChanged 982 SP:Iteration 26Q (9952.390000 sec): 3 clusters Score: Raw -21953448.680958 + Penalty 5894.436246 = -21947554.244711 nChanged 738 SP:Iteration 27Q (9953.180000 sec): 3 clusters Score: Raw -21953831.064847 + Penalty 5894.436246 = -21947936.628600 nChanged 566 SP:Iteration 28Q (9953.950000 sec): 3 clusters Score: Raw -21954094.636325 + Penalty 5894.436246 = -21948200.200079 nChanged 450 SP:Iteration 29Q (9954.730000 sec): 3 clusters Score: Raw -21954294.577247 + Penalty 5894.436246 = -21948400.141000 nChanged 342 SP:Iteration 30Q (9955.440000 sec): 3 clusters Score: Raw -21954443.788775 + Penalty 5894.436246 = -21948549.352529 nChanged 268 SP:Iteration 31Q (9956.240000 sec): 3 clusters Score: Raw -21954566.284704 + Penalty 5894.436246 = -21948671.848457 nChanged 205 SP:Iteration 32Q (9957.090000 sec): 3 clusters Score: Raw -21954646.997295 + Penalty 5894.436246 = -21948752.561048 nChanged 174 SP:Iteration 33Q (9957.830000 sec): 3 clusters Score: Raw -21954709.787606 + Penalty 5894.436246 = -21948815.351359 nChanged 143 SP:Iteration 34Q (9958.800000 sec): 3 clusters Score: Raw -21954761.998593 + Penalty 5894.436246 = -21948867.562346 nChanged 110 SP:Iteration 35Q (9959.670000 sec): 3 clusters Score: Raw -21954797.475029 + Penalty 5894.436246 = -21948903.038783 nChanged 84 SP:Iteration 36Q (9960.650000 sec): 3 clusters Score: Raw -21954829.139422 + Penalty 5894.436246 = -21948934.703175 nChanged 73 SP:Iteration 37Q (9961.510000 sec): 3 clusters Score: Raw -21954855.535525 + Penalty 5894.436246 = -21948961.099279 nChanged 62 SP:Iteration 38Q (9962.430000 sec): 3 clusters Score: Raw -21954878.286180 + Penalty 5894.436246 = -21948983.849933 nChanged 57 SP:Iteration 39Q (9963.320000 sec): 3 clusters Score: Raw -21954899.897967 + Penalty 5894.436246 = -21949005.461720 nChanged 55 SP:Iteration 40F (9964.320000 sec): 3 clusters Score: Raw -21954918.533133 + Penalty 5894.436246 = -21949024.096886 nChanged 38 SP:Iteration 41Q (9965.180000 sec): 3 clusters Score: Raw -21954930.980982 + Penalty 5894.436246 = -21949036.544736 nChanged 31 SP:Iteration 42Q (9965.990000 sec): 3 clusters Score: Raw -21954943.172350 + Penalty 5894.436246 = -21949048.736103 nChanged 40 SP:Iteration 43Q (9966.740000 sec): 3 clusters Score: Raw -21954957.771564 + Penalty 5894.436246 = -21949063.335317 nChanged 33 SP:Iteration 44Q (9967.570000 sec): 3 clusters Score: Raw -21954970.318023 + Penalty 5894.436246 = -21949075.881777 nChanged 29 SP:Iteration 45Q (9968.380000 sec): 3 clusters Score: Raw -21954980.042944 + Penalty 5894.436246 = -21949085.606697 nChanged 27 SP:Iteration 46Q (9969.160000 sec): 3 clusters Score: Raw -21954991.637371 + Penalty 5894.436246 = -21949097.201124 nChanged 22 SP:Iteration 47Q (9970.030000 sec): 3 clusters Score: Raw -21955000.520345 + Penalty 5894.436246 = -21949106.084099 nChanged 17 SP:Iteration 48Q (9970.900000 sec): 3 clusters Score: Raw -21955007.806788 + Penalty 5894.436246 = -21949113.370541 nChanged 16 SP:Iteration 49Q (9971.740000 sec): 3 clusters Score: Raw -21955013.185067 + Penalty 5894.436246 = -21949118.748820 nChanged 10 SP:Iteration 50Q (9972.570000 sec): 3 clusters Score: Raw -21955015.876363 + Penalty 5894.436246 = -21949121.440116 nChanged 4 SP:Iteration 51Q (9973.320000 sec): 3 clusters Score: Raw -21955017.073880 + Penalty 5894.436246 = -21949122.637633 nChanged 3 SP:Iteration 52Q (9974.190000 sec): 3 clusters Score: Raw -21955018.290981 + Penalty 5894.436246 = -21949123.854735 nChanged 4 SP:Iteration 53Q (9974.890000 sec): 3 clusters Score: Raw -21955019.402991 + Penalty 5894.436246 = -21949124.966744 nChanged 2 SP:Iteration 54Q (9975.720000 sec): 3 clusters Score: Raw -21955020.147253 + Penalty 5894.436246 = -21949125.711007 nChanged 5 SP:Iteration 55Q (9976.680000 sec): 3 clusters Score: Raw -21955021.574244 + Penalty 5894.436246 = -21949127.137997 nChanged 4 SP:Iteration 56Q (9977.540000 sec): 3 clusters Score: Raw -21955022.627445 + Penalty 5894.436246 = -21949128.191198 nChanged 2 SP:Iteration 57Q (9978.370000 sec): 3 clusters Score: Raw -21955023.237742 + Penalty 5894.436246 = -21949128.801496 nChanged 3 SP:Iteration 58Q (9979.150000 sec): 3 clusters Score: Raw -21955024.595582 + Penalty 5894.436246 = -21949130.159336 nChanged 1 SP:Iteration 59Q (9979.960000 sec): 3 clusters Score: Raw -21955025.116680 + Penalty 5894.436246 = -21949130.680433 nChanged 2 SP:Iteration 60F (9980.820000 sec): 3 clusters Score: Raw -21955026.178345 + Penalty 5894.436246 = -21949131.742099 nChanged 3 SP:Iteration 61Q (9981.690000 sec): 3 clusters Score: Raw -21955027.411372 + Penalty 5894.436246 = -21949132.975126 nChanged 2 SP:Iteration 62Q (9982.500000 sec): 3 clusters Score: Raw -21955027.943425 + Penalty 5894.436246 = -21949133.507178 nChanged 1 SP:Iteration 63Q (9983.220000 sec): 3 clusters Score: Raw -21955028.561217 + Penalty 5894.436246 = -21949134.124970 nChanged 2 SP:Iteration 64Q (9984.000000 sec): 3 clusters Score: Raw -21955029.164971 + Penalty 5894.436246 = -21949134.728724 nChanged 1 SP:Iteration 65Q (9984.770000 sec): 3 clusters Score: Raw -21955029.354747 + Penalty 5894.436246 = -21949134.918500 nChanged 0 SP:Iteration 66F (9985.680000 sec): 3 clusters Score: Raw -21955029.354747 + Penalty 5894.436246 = -21949134.918500 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9985.830000 sec): 2 clusters Score: Raw -87554.285344 + Penalty 1590.944046 = -85963.341298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9986.030000 sec): 3 clusters Score: Raw -87540.072237 + Penalty 3181.888092 = -84358.184145 nChanged 117 SP:Iteration 1F (9986.260000 sec): 3 clusters Score: Raw -87760.977100 + Penalty 3181.888092 = -84579.089008 nChanged 33 SP:Iteration 2F (9986.410000 sec): 3 clusters Score: Raw -87845.509553 + Penalty 3181.888092 = -84663.621461 nChanged 20 SP:Iteration 3Q (9986.590000 sec): 3 clusters Score: Raw -87884.982458 + Penalty 3181.888092 = -84703.094366 nChanged 10 SP:Iteration 4Q (9986.780000 sec): 3 clusters Score: Raw -87906.622771 + Penalty 3181.888092 = -84724.734679 nChanged 5 SP:Iteration 5Q (9986.970000 sec): 3 clusters Score: Raw -87916.781025 + Penalty 3181.888092 = -84734.892934 nChanged 2 SP:Iteration 6Q (9987.200000 sec): 3 clusters Score: Raw -87923.548748 + Penalty 3181.888092 = -84741.660657 nChanged 2 SP:Iteration 7Q (9987.340000 sec): 3 clusters Score: Raw -87927.843831 + Penalty 3181.888092 = -84745.955740 nChanged 1 SP:Iteration 8Q (9987.530000 sec): 3 clusters Score: Raw -87928.674385 + Penalty 3181.888092 = -84746.786293 nChanged 1 SP:Iteration 9Q (9987.710000 sec): 3 clusters Score: Raw -87930.983322 + Penalty 3181.888092 = -84749.095230 nChanged 2 SP:Iteration 10Q (9987.870000 sec): 3 clusters Score: Raw -87938.754299 + Penalty 3181.888092 = -84756.866208 nChanged 3 SP:Iteration 11Q (9988.030000 sec): 3 clusters Score: Raw -87945.803657 + Penalty 3181.888092 = -84763.915566 nChanged 1 SP:Iteration 12Q (9988.230000 sec): 3 clusters Score: Raw -87947.781819 + Penalty 3181.888092 = -84765.893727 nChanged 0 SP:Iteration 13F (9988.410000 sec): 3 clusters Score: Raw -87947.781819 + Penalty 3181.888092 = -84765.893727 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9988.460000 sec): 2 clusters Score: Raw -13444.605185 + Penalty 1149.412789 = -12295.192396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9988.600000 sec): 3 clusters Score: Raw -13800.494165 + Penalty 2298.825578 = -11501.668587 nChanged 2 SP:Iteration 1Q (9988.790000 sec): 3 clusters Score: Raw -13824.470021 + Penalty 2298.825578 = -11525.644443 nChanged 1 SP:Iteration 2Q (9988.980000 sec): 3 clusters Score: Raw -13830.711917 + Penalty 2298.825578 = -11531.886339 nChanged 0 SP:Iteration 3F (9989.190000 sec): 3 clusters Score: Raw -13830.711917 + Penalty 2298.825578 = -11531.886339 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (18135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9989.440000 sec): 2 clusters Score: Raw -2733094.411554 + Penalty 2431.788565 = -2730662.622990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9989.670000 sec): 3 clusters Score: Raw -2722690.784584 + Penalty 4863.577130 = -2717827.207454 nChanged 7898 SP:Iteration 1F (9989.950000 sec): 3 clusters Score: Raw -2726922.817844 + Penalty 4863.577130 = -2722059.240715 nChanged 1062 SP:Iteration 2F (9990.220000 sec): 3 clusters Score: Raw -2727400.420508 + Penalty 4863.577130 = -2722536.843378 nChanged 1025 SP:Iteration 3F (9990.530000 sec): 3 clusters Score: Raw -2727898.092178 + Penalty 4863.577130 = -2723034.515049 nChanged 994 SP:Iteration 4F (9990.780000 sec): 3 clusters Score: Raw -2728406.229757 + Penalty 4863.577130 = -2723542.652627 nChanged 1053 SP:Iteration 5F (9991.140000 sec): 3 clusters Score: Raw -2729065.856333 + Penalty 4863.577130 = -2724202.279203 nChanged 1127 SP:Iteration 6F (9991.440000 sec): 3 clusters Score: Raw -2729872.716820 + Penalty 4863.577130 = -2725009.139691 nChanged 1073 SP:Iteration 7F (9991.800000 sec): 3 clusters Score: Raw -2730658.726132 + Penalty 4863.577130 = -2725795.149002 nChanged 933 SP:Iteration 8F (9992.090000 sec): 3 clusters Score: Raw -2731365.063254 + Penalty 4863.577130 = -2726501.486124 nChanged 730 SP:Iteration 9Q (9992.380000 sec): 3 clusters Score: Raw -2731908.375783 + Penalty 4863.577130 = -2727044.798653 nChanged 518 SP:Iteration 10Q (9992.680000 sec): 3 clusters Score: Raw -2732299.014850 + Penalty 4863.577130 = -2727435.437720 nChanged 392 SP:Iteration 11Q (9992.990000 sec): 3 clusters Score: Raw -2732616.390290 + Penalty 4863.577130 = -2727752.813161 nChanged 312 SP:Iteration 12Q (9993.300000 sec): 3 clusters Score: Raw -2732845.246567 + Penalty 4863.577130 = -2727981.669438 nChanged 223 SP:Iteration 13Q (9993.600000 sec): 3 clusters Score: Raw -2733012.591057 + Penalty 4863.577130 = -2728149.013927 nChanged 188 SP:Iteration 14Q (9993.880000 sec): 3 clusters Score: Raw -2733135.081090 + Penalty 4863.577130 = -2728271.503960 nChanged 133 SP:Iteration 15Q (9994.170000 sec): 3 clusters Score: Raw -2733211.764026 + Penalty 4863.577130 = -2728348.186897 nChanged 107 SP:Iteration 16Q (9994.450000 sec): 3 clusters Score: Raw -2733267.847908 + Penalty 4863.577130 = -2728404.270778 nChanged 84 SP:Iteration 17Q (9994.780000 sec): 3 clusters Score: Raw -2733308.624074 + Penalty 4863.577130 = -2728445.046945 nChanged 66 SP:Iteration 18Q (9995.040000 sec): 3 clusters Score: Raw -2733338.973325 + Penalty 4863.577130 = -2728475.396195 nChanged 49 SP:Iteration 19Q (9995.370000 sec): 3 clusters Score: Raw -2733362.596278 + Penalty 4863.577130 = -2728499.019148 nChanged 49 SP:Iteration 20F (9995.680000 sec): 3 clusters Score: Raw -2733380.787842 + Penalty 4863.577130 = -2728517.210712 nChanged 48 SP:Iteration 21Q (9995.950000 sec): 3 clusters Score: Raw -2733400.884465 + Penalty 4863.577130 = -2728537.307335 nChanged 25 SP:Iteration 22Q (9996.350000 sec): 3 clusters Score: Raw -2733410.792549 + Penalty 4863.577130 = -2728547.215420 nChanged 16 SP:Iteration 23Q (9996.610000 sec): 3 clusters Score: Raw -2733416.420601 + Penalty 4863.577130 = -2728552.843471 nChanged 17 SP:Iteration 24Q (9996.950000 sec): 3 clusters Score: Raw -2733421.891838 + Penalty 4863.577130 = -2728558.314709 nChanged 16 SP:Iteration 25Q (9997.210000 sec): 3 clusters Score: Raw -2733429.001542 + Penalty 4863.577130 = -2728565.424412 nChanged 18 SP:Iteration 26Q (9997.490000 sec): 3 clusters Score: Raw -2733435.059604 + Penalty 4863.577130 = -2728571.482475 nChanged 11 SP:Iteration 27Q (9997.780000 sec): 3 clusters Score: Raw -2733438.682559 + Penalty 4863.577130 = -2728575.105429 nChanged 13 SP:Iteration 28Q (9998.000000 sec): 3 clusters Score: Raw -2733442.239691 + Penalty 4863.577130 = -2728578.662561 nChanged 11 SP:Iteration 29Q (9998.260000 sec): 3 clusters Score: Raw -2733445.184161 + Penalty 4863.577130 = -2728581.607031 nChanged 10 SP:Iteration 30Q (9998.550000 sec): 3 clusters Score: Raw -2733448.669545 + Penalty 4863.577130 = -2728585.092416 nChanged 12 SP:Iteration 31Q (9998.810000 sec): 3 clusters Score: Raw -2733452.276326 + Penalty 4863.577130 = -2728588.699197 nChanged 7 SP:Iteration 32Q (9999.110000 sec): 3 clusters Score: Raw -2733454.345769 + Penalty 4863.577130 = -2728590.768639 nChanged 4 SP:Iteration 33Q (9999.370000 sec): 3 clusters Score: Raw -2733455.300281 + Penalty 4863.577130 = -2728591.723152 nChanged 4 SP:Iteration 34Q (9999.720000 sec): 3 clusters Score: Raw -2733457.152479 + Penalty 4863.577130 = -2728593.575350 nChanged 4 SP:Iteration 35Q (10000.010000 sec): 3 clusters Score: Raw -2733458.733071 + Penalty 4863.577130 = -2728595.155941 nChanged 5 SP:Iteration 36Q (10000.310000 sec): 3 clusters Score: Raw -2733460.203370 + Penalty 4863.577130 = -2728596.626240 nChanged 5 SP:Iteration 37Q (10000.590000 sec): 3 clusters Score: Raw -2733461.222936 + Penalty 4863.577130 = -2728597.645806 nChanged 1 SP:Iteration 38Q (10000.890000 sec): 3 clusters Score: Raw -2733461.357226 + Penalty 4863.577130 = -2728597.780096 nChanged 0 SP:Iteration 39F (10001.200000 sec): 3 clusters Score: Raw -2733461.357226 + Penalty 4863.577130 = -2728597.780096 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (63542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10001.630000 sec): 2 clusters Score: Raw -9563694.667342 + Penalty 2742.745183 = -9560951.922159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10002.200000 sec): 3 clusters Score: Raw -9523927.635397 + Penalty 5485.490366 = -9518442.145031 nChanged 29548 SP:Iteration 1F (10002.750000 sec): 3 clusters Score: Raw -9540631.779369 + Penalty 5485.490366 = -9535146.289002 nChanged 2297 SP:Iteration 2Q (10003.350000 sec): 3 clusters Score: Raw -9541214.985044 + Penalty 5485.490366 = -9535729.494678 nChanged 2176 SP:Iteration 3Q (10003.930000 sec): 3 clusters Score: Raw -9541762.804265 + Penalty 5485.490366 = -9536277.313899 nChanged 2093 SP:Iteration 4Q (10004.570000 sec): 3 clusters Score: Raw -9542265.878146 + Penalty 5485.490366 = -9536780.387780 nChanged 2005 SP:Iteration 5Q (10005.170000 sec): 3 clusters Score: Raw -9542757.740969 + Penalty 5485.490366 = -9537272.250602 nChanged 2038 SP:Iteration 6Q (10005.820000 sec): 3 clusters Score: Raw -9543300.943711 + Penalty 5485.490366 = -9537815.453345 nChanged 2207 SP:Iteration 7Q (10006.470000 sec): 3 clusters Score: Raw -9543942.818177 + Penalty 5485.490366 = -9538457.327810 nChanged 2416 SP:Iteration 8Q (10007.080000 sec): 3 clusters Score: Raw -9544731.986302 + Penalty 5485.490366 = -9539246.495935 nChanged 2742 SP:Iteration 9Q (10007.620000 sec): 3 clusters Score: Raw -9545811.069088 + Penalty 5485.490366 = -9540325.578721 nChanged 3073 SP:Iteration 10Q (10008.240000 sec): 3 clusters Score: Raw -9547266.578320 + Penalty 5485.490366 = -9541781.087954 nChanged 3501 SP:Iteration 11F (10008.790000 sec): 3 clusters Score: Raw -9549225.046303 + Penalty 5485.490366 = -9543739.555937 nChanged 3760 SP:Iteration 12F (10009.340000 sec): 3 clusters Score: Raw -9551684.020907 + Penalty 5485.490366 = -9546198.530540 nChanged 3861 SP:Iteration 13F (10009.890000 sec): 3 clusters Score: Raw -9554592.464163 + Penalty 5485.490366 = -9549106.973796 nChanged 3607 SP:Iteration 14F (10010.470000 sec): 3 clusters Score: Raw -9557612.757792 + Penalty 5485.490366 = -9552127.267425 nChanged 2911 SP:Iteration 15Q (10011.050000 sec): 3 clusters Score: Raw -9560215.849863 + Penalty 5485.490366 = -9554730.359497 nChanged 1976 SP:Iteration 16Q (10011.630000 sec): 3 clusters Score: Raw -9562001.484091 + Penalty 5485.490366 = -9556515.993725 nChanged 1172 SP:Iteration 17Q (10012.210000 sec): 3 clusters Score: Raw -9562968.880412 + Penalty 5485.490366 = -9557483.390046 nChanged 636 SP:Iteration 18Q (10012.750000 sec): 3 clusters Score: Raw -9563453.833991 + Penalty 5485.490366 = -9557968.343625 nChanged 378 SP:Iteration 19Q (10013.280000 sec): 3 clusters Score: Raw -9563715.325848 + Penalty 5485.490366 = -9558229.835482 nChanged 230 SP:Iteration 20F (10013.840000 sec): 3 clusters Score: Raw -9563861.223652 + Penalty 5485.490366 = -9558375.733286 nChanged 134 SP:Iteration 21Q (10014.320000 sec): 3 clusters Score: Raw -9563949.050797 + Penalty 5485.490366 = -9558463.560431 nChanged 87 SP:Iteration 22Q (10014.860000 sec): 3 clusters Score: Raw -9564005.211125 + Penalty 5485.490366 = -9558519.720759 nChanged 57 SP:Iteration 23Q (10015.390000 sec): 3 clusters Score: Raw -9564040.005911 + Penalty 5485.490366 = -9558554.515545 nChanged 52 SP:Iteration 24Q (10015.880000 sec): 3 clusters Score: Raw -9564076.444818 + Penalty 5485.490366 = -9558590.954452 nChanged 47 SP:Iteration 25Q (10016.320000 sec): 3 clusters Score: Raw -9564108.319395 + Penalty 5485.490366 = -9558622.829029 nChanged 36 SP:Iteration 26Q (10016.810000 sec): 3 clusters Score: Raw -9564132.579567 + Penalty 5485.490366 = -9558647.089201 nChanged 26 SP:Iteration 27Q (10017.350000 sec): 3 clusters Score: Raw -9564152.006827 + Penalty 5485.490366 = -9558666.516461 nChanged 18 SP:Iteration 28Q (10017.910000 sec): 3 clusters Score: Raw -9564163.061044 + Penalty 5485.490366 = -9558677.570678 nChanged 15 SP:Iteration 29Q (10018.370000 sec): 3 clusters Score: Raw -9564172.539978 + Penalty 5485.490366 = -9558687.049612 nChanged 19 SP:Iteration 30Q (10018.820000 sec): 3 clusters Score: Raw -9564187.092627 + Penalty 5485.490366 = -9558701.602260 nChanged 20 SP:Iteration 31Q (10019.290000 sec): 3 clusters Score: Raw -9564198.725017 + Penalty 5485.490366 = -9558713.234651 nChanged 11 SP:Iteration 32Q (10019.740000 sec): 3 clusters Score: Raw -9564204.250857 + Penalty 5485.490366 = -9558718.760491 nChanged 6 SP:Iteration 33Q (10020.230000 sec): 3 clusters Score: Raw -9564207.881401 + Penalty 5485.490366 = -9558722.391035 nChanged 4 SP:Iteration 34Q (10020.750000 sec): 3 clusters Score: Raw -9564210.350342 + Penalty 5485.490366 = -9558724.859976 nChanged 5 SP:Iteration 35Q (10021.260000 sec): 3 clusters Score: Raw -9564213.135280 + Penalty 5485.490366 = -9558727.644914 nChanged 5 SP:Iteration 36Q (10021.740000 sec): 3 clusters Score: Raw -9564215.596242 + Penalty 5485.490366 = -9558730.105875 nChanged 5 SP:Iteration 37Q (10022.220000 sec): 3 clusters Score: Raw -9564218.017095 + Penalty 5485.490366 = -9558732.526729 nChanged 0 SP:Iteration 38F (10022.710000 sec): 3 clusters Score: Raw -9564218.017095 + Penalty 5485.490366 = -9558732.526729 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10022.830000 sec): 2 clusters Score: Raw -140891.862058 + Penalty 1696.985454 = -139194.876604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10023.020000 sec): 3 clusters Score: Raw -140718.897765 + Penalty 3393.970908 = -137324.926857 nChanged 231 SP:Iteration 1F (10023.200000 sec): 3 clusters Score: Raw -141086.643226 + Penalty 3393.970908 = -137692.672318 nChanged 82 SP:Iteration 2F (10023.380000 sec): 3 clusters Score: Raw -141277.505881 + Penalty 3393.970908 = -137883.534973 nChanged 48 SP:Iteration 3F (10023.560000 sec): 3 clusters Score: Raw -141408.639539 + Penalty 3393.970908 = -138014.668631 nChanged 40 SP:Iteration 4Q (10023.750000 sec): 3 clusters Score: Raw -141520.290867 + Penalty 3393.970908 = -138126.319959 nChanged 39 SP:Iteration 5Q (10023.960000 sec): 3 clusters Score: Raw -141605.991693 + Penalty 3393.970908 = -138212.020785 nChanged 24 SP:Iteration 6Q (10024.110000 sec): 3 clusters Score: Raw -141648.430477 + Penalty 3393.970908 = -138254.459569 nChanged 15 SP:Iteration 7Q (10024.280000 sec): 3 clusters Score: Raw -141666.289917 + Penalty 3393.970908 = -138272.319009 nChanged 7 SP:Iteration 8Q (10024.460000 sec): 3 clusters Score: Raw -141673.489925 + Penalty 3393.970908 = -138279.519017 nChanged 6 SP:Iteration 9Q (10024.620000 sec): 3 clusters Score: Raw -141687.124143 + Penalty 3393.970908 = -138293.153235 nChanged 12 SP:Iteration 10Q (10024.830000 sec): 3 clusters Score: Raw -141708.511142 + Penalty 3393.970908 = -138314.540234 nChanged 4 SP:Iteration 11Q (10025.030000 sec): 3 clusters Score: Raw -141713.029071 + Penalty 3393.970908 = -138319.058163 nChanged 6 SP:Iteration 12Q (10025.170000 sec): 3 clusters Score: Raw -141719.281283 + Penalty 3393.970908 = -138325.310375 nChanged 4 SP:Iteration 13Q (10025.370000 sec): 3 clusters Score: Raw -141725.156423 + Penalty 3393.970908 = -138331.185515 nChanged 7 SP:Iteration 14Q (10025.510000 sec): 3 clusters Score: Raw -141735.648761 + Penalty 3393.970908 = -138341.677853 nChanged 2 SP:Iteration 15Q (10025.690000 sec): 3 clusters Score: Raw -141737.162223 + Penalty 3393.970908 = -138343.191315 nChanged 2 SP:Iteration 16Q (10025.870000 sec): 3 clusters Score: Raw -141742.578731 + Penalty 3393.970908 = -138348.607823 nChanged 2 SP:Iteration 17Q (10026.030000 sec): 3 clusters Score: Raw -141747.943269 + Penalty 3393.970908 = -138353.972361 nChanged 2 SP:Iteration 18Q (10026.200000 sec): 3 clusters Score: Raw -141749.235424 + Penalty 3393.970908 = -138355.264516 nChanged 3 SP:Iteration 19Q (10026.350000 sec): 3 clusters Score: Raw -141762.433939 + Penalty 3393.970908 = -138368.463031 nChanged 7 SP:Iteration 20F (10026.570000 sec): 3 clusters Score: Raw -141783.554454 + Penalty 3393.970908 = -138389.583546 nChanged 9 SP:Iteration 21Q (10026.770000 sec): 3 clusters Score: Raw -141804.607471 + Penalty 3393.970908 = -138410.636563 nChanged 9 SP:Iteration 22Q (10026.950000 sec): 3 clusters Score: Raw -141823.918894 + Penalty 3393.970908 = -138429.947986 nChanged 7 SP:Iteration 23Q (10027.140000 sec): 3 clusters Score: Raw -141832.214306 + Penalty 3393.970908 = -138438.243398 nChanged 3 SP:Iteration 24Q (10027.280000 sec): 3 clusters Score: Raw -141834.535120 + Penalty 3393.970908 = -138440.564212 nChanged 3 SP:Iteration 25Q (10027.520000 sec): 3 clusters Score: Raw -141839.771669 + Penalty 3393.970908 = -138445.800761 nChanged 4 SP:Iteration 26Q (10027.700000 sec): 3 clusters Score: Raw -141844.689486 + Penalty 3393.970908 = -138450.718578 nChanged 2 SP:Iteration 27Q (10027.880000 sec): 3 clusters Score: Raw -141847.515931 + Penalty 3393.970908 = -138453.545023 nChanged 0 SP:Iteration 28F (10028.020000 sec): 3 clusters Score: Raw -141847.515931 + Penalty 3393.970908 = -138453.545023 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (2699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10028.150000 sec): 2 clusters Score: Raw -412244.066145 + Penalty 1959.357880 = -410284.708265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10028.330000 sec): 3 clusters Score: Raw -411140.913970 + Penalty 3918.715760 = -407222.198210 nChanged 909 SP:Iteration 1F (10028.470000 sec): 3 clusters Score: Raw -411765.933628 + Penalty 3918.715760 = -407847.217868 nChanged 222 SP:Iteration 2F (10028.670000 sec): 3 clusters Score: Raw -411945.576329 + Penalty 3918.715760 = -408026.860569 nChanged 139 SP:Iteration 3F (10028.850000 sec): 3 clusters Score: Raw -412062.141847 + Penalty 3918.715760 = -408143.426087 nChanged 101 SP:Iteration 4Q (10029.060000 sec): 3 clusters Score: Raw -412143.528733 + Penalty 3918.715760 = -408224.812973 nChanged 82 SP:Iteration 5Q (10029.250000 sec): 3 clusters Score: Raw -412214.053361 + Penalty 3918.715760 = -408295.337601 nChanged 85 SP:Iteration 6Q (10029.480000 sec): 3 clusters Score: Raw -412294.208598 + Penalty 3918.715760 = -408375.492838 nChanged 93 SP:Iteration 7Q (10029.670000 sec): 3 clusters Score: Raw -412394.305161 + Penalty 3918.715760 = -408475.589401 nChanged 94 SP:Iteration 8Q (10029.870000 sec): 3 clusters Score: Raw -412493.213865 + Penalty 3918.715760 = -408574.498105 nChanged 83 SP:Iteration 9Q (10030.060000 sec): 3 clusters Score: Raw -412569.692441 + Penalty 3918.715760 = -408650.976681 nChanged 84 SP:Iteration 10Q (10030.230000 sec): 3 clusters Score: Raw -412666.714131 + Penalty 3918.715760 = -408747.998371 nChanged 80 SP:Iteration 11Q (10030.430000 sec): 3 clusters Score: Raw -412760.518535 + Penalty 3918.715760 = -408841.802775 nChanged 69 SP:Iteration 12Q (10030.630000 sec): 3 clusters Score: Raw -412826.577130 + Penalty 3918.715760 = -408907.861370 nChanged 59 SP:Iteration 13Q (10030.800000 sec): 3 clusters Score: Raw -412875.207420 + Penalty 3918.715760 = -408956.491660 nChanged 41 SP:Iteration 14Q (10030.960000 sec): 3 clusters Score: Raw -412910.691069 + Penalty 3918.715760 = -408991.975309 nChanged 37 SP:Iteration 15Q (10031.190000 sec): 3 clusters Score: Raw -412940.970555 + Penalty 3918.715760 = -409022.254795 nChanged 24 SP:Iteration 16Q (10031.360000 sec): 3 clusters Score: Raw -412955.165255 + Penalty 3918.715760 = -409036.449495 nChanged 20 SP:Iteration 17Q (10031.530000 sec): 3 clusters Score: Raw -412970.726551 + Penalty 3918.715760 = -409052.010790 nChanged 9 SP:Iteration 18Q (10031.760000 sec): 3 clusters Score: Raw -412977.778865 + Penalty 3918.715760 = -409059.063104 nChanged 12 SP:Iteration 19Q (10031.930000 sec): 3 clusters Score: Raw -412986.347469 + Penalty 3918.715760 = -409067.631709 nChanged 8 SP:Iteration 20F (10032.150000 sec): 3 clusters Score: Raw -412995.873127 + Penalty 3918.715760 = -409077.157367 nChanged 15 SP:Iteration 21Q (10032.300000 sec): 3 clusters Score: Raw -413007.792976 + Penalty 3918.715760 = -409089.077216 nChanged 14 SP:Iteration 22Q (10032.490000 sec): 3 clusters Score: Raw -413020.955725 + Penalty 3918.715760 = -409102.239965 nChanged 11 SP:Iteration 23Q (10032.680000 sec): 3 clusters Score: Raw -413028.207569 + Penalty 3918.715760 = -409109.491809 nChanged 2 SP:Iteration 24Q (10032.890000 sec): 3 clusters Score: Raw -413030.144826 + Penalty 3918.715760 = -409111.429066 nChanged 6 SP:Iteration 25Q (10033.060000 sec): 3 clusters Score: Raw -413034.724692 + Penalty 3918.715760 = -409116.008932 nChanged 3 SP:Iteration 26Q (10033.270000 sec): 3 clusters Score: Raw -413035.703292 + Penalty 3918.715760 = -409116.987532 nChanged 0 SP:Iteration 27F (10033.460000 sec): 3 clusters Score: Raw -413035.703292 + Penalty 3918.715760 = -409116.987532 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10033.560000 sec): 2 clusters Score: Raw -60454.949044 + Penalty 1492.006976 = -58962.942069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10033.720000 sec): 3 clusters Score: Raw -60513.069089 + Penalty 2984.013951 = -57529.055138 nChanged 56 SP:Iteration 1F (10033.920000 sec): 3 clusters Score: Raw -60648.390146 + Penalty 2984.013951 = -57664.376195 nChanged 10 SP:Iteration 2Q (10034.110000 sec): 3 clusters Score: Raw -60672.909691 + Penalty 2984.013951 = -57688.895740 nChanged 7 SP:Iteration 3Q (10034.310000 sec): 3 clusters Score: Raw -60690.648780 + Penalty 2984.013951 = -57706.634829 nChanged 1 SP:Iteration 4Q (10034.490000 sec): 3 clusters Score: Raw -60694.103474 + Penalty 2984.013951 = -57710.089523 nChanged 0 SP:Iteration 5F (10034.660000 sec): 3 clusters Score: Raw -60694.103474 + Penalty 2984.013951 = -57710.089523 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10034.760000 sec): 2 clusters Score: Raw -82470.506232 + Penalty 1556.607585 = -80913.898647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10034.970000 sec): 3 clusters Score: Raw -82479.627401 + Penalty 3113.215171 = -79366.412230 nChanged 110 SP:Iteration 1F (10035.160000 sec): 3 clusters Score: Raw -82710.660584 + Penalty 3113.215171 = -79597.445413 nChanged 34 SP:Iteration 2F (10035.370000 sec): 3 clusters Score: Raw -82798.515884 + Penalty 3113.215171 = -79685.300714 nChanged 11 SP:Iteration 3Q (10035.550000 sec): 3 clusters Score: Raw -82828.958855 + Penalty 3113.215171 = -79715.743684 nChanged 4 SP:Iteration 4Q (10035.740000 sec): 3 clusters Score: Raw -82840.805687 + Penalty 3113.215171 = -79727.590516 nChanged 5 SP:Iteration 5Q (10035.950000 sec): 3 clusters Score: Raw -82853.187995 + Penalty 3113.215171 = -79739.972824 nChanged 6 SP:Iteration 6Q (10036.160000 sec): 3 clusters Score: Raw -82865.240823 + Penalty 3113.215171 = -79752.025652 nChanged 2 SP:Iteration 7Q (10036.330000 sec): 3 clusters Score: Raw -82869.863562 + Penalty 3113.215171 = -79756.648392 nChanged 3 SP:Iteration 8Q (10036.550000 sec): 3 clusters Score: Raw -82875.310106 + Penalty 3113.215171 = -79762.094935 nChanged 3 SP:Iteration 9Q (10036.770000 sec): 3 clusters Score: Raw -82881.456547 + Penalty 3113.215171 = -79768.241377 nChanged 4 SP:Iteration 10Q (10037.010000 sec): 3 clusters Score: Raw -82894.784521 + Penalty 3113.215171 = -79781.569350 nChanged 4 SP:Iteration 11Q (10037.170000 sec): 3 clusters Score: Raw -82943.179842 + Penalty 3113.215171 = -79829.964671 nChanged 6 SP:Iteration 12Q (10037.420000 sec): 3 clusters Score: Raw -82954.305310 + Penalty 3113.215171 = -79841.090140 nChanged 6 SP:Iteration 13Q (10037.600000 sec): 3 clusters Score: Raw -82974.366341 + Penalty 3113.215171 = -79861.151170 nChanged 5 SP:Iteration 14Q (10037.790000 sec): 3 clusters Score: Raw -82995.133840 + Penalty 3113.215171 = -79881.918669 nChanged 5 SP:Iteration 15Q (10037.980000 sec): 3 clusters Score: Raw -83009.765231 + Penalty 3113.215171 = -79896.550061 nChanged 6 SP:Iteration 16Q (10038.140000 sec): 3 clusters Score: Raw -83039.270900 + Penalty 3113.215171 = -79926.055729 nChanged 7 SP:Iteration 17Q (10038.350000 sec): 3 clusters Score: Raw -83062.528416 + Penalty 3113.215171 = -79949.313245 nChanged 4 SP:Iteration 18Q (10038.530000 sec): 3 clusters Score: Raw -83072.523291 + Penalty 3113.215171 = -79959.308121 nChanged 6 SP:Iteration 19Q (10038.700000 sec): 3 clusters Score: Raw -83084.923382 + Penalty 3113.215171 = -79971.708211 nChanged 2 SP:Iteration 20F (10038.880000 sec): 3 clusters Score: Raw -83089.932909 + Penalty 3113.215171 = -79976.717738 nChanged 3 SP:Iteration 21Q (10039.070000 sec): 3 clusters Score: Raw -83098.614600 + Penalty 3113.215171 = -79985.399429 nChanged 6 SP:Iteration 22Q (10039.240000 sec): 3 clusters Score: Raw -83113.954612 + Penalty 3113.215171 = -80000.739441 nChanged 4 SP:Iteration 23Q (10039.410000 sec): 3 clusters Score: Raw -83128.571906 + Penalty 3113.215171 = -80015.356736 nChanged 0 SP:Iteration 24F (10039.600000 sec): 3 clusters Score: Raw -83128.571906 + Penalty 3113.215171 = -80015.356736 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10039.730000 sec): 2 clusters Score: Raw -58566.648398 + Penalty 1494.414762 = -57072.233636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10039.940000 sec): 3 clusters Score: Raw -58660.776982 + Penalty 2988.829523 = -55671.947459 nChanged 64 SP:Iteration 1F (10040.170000 sec): 3 clusters Score: Raw -58836.692554 + Penalty 2988.829523 = -55847.863031 nChanged 17 SP:Iteration 2Q (10040.330000 sec): 3 clusters Score: Raw -58896.215436 + Penalty 2988.829523 = -55907.385913 nChanged 10 SP:Iteration 3Q (10040.480000 sec): 3 clusters Score: Raw -58922.294779 + Penalty 2988.829523 = -55933.465256 nChanged 4 SP:Iteration 4Q (10040.640000 sec): 3 clusters Score: Raw -58931.836865 + Penalty 2988.829523 = -55943.007342 nChanged 4 SP:Iteration 5Q (10040.790000 sec): 3 clusters Score: Raw -58939.684521 + Penalty 2988.829523 = -55950.854998 nChanged 3 SP:Iteration 6Q (10040.940000 sec): 3 clusters Score: Raw -58949.914215 + Penalty 2988.829523 = -55961.084692 nChanged 3 SP:Iteration 7Q (10041.150000 sec): 3 clusters Score: Raw -58963.927164 + Penalty 2988.829523 = -55975.097641 nChanged 1 SP:Iteration 8Q (10041.330000 sec): 3 clusters Score: Raw -58965.851911 + Penalty 2988.829523 = -55977.022388 nChanged 0 SP:Iteration 9F (10041.540000 sec): 3 clusters Score: Raw -58965.851911 + Penalty 2988.829523 = -55977.022388 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (1066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10041.630000 sec): 2 clusters Score: Raw -151534.645212 + Penalty 1728.973814 = -149805.671398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10041.850000 sec): 3 clusters Score: Raw -151281.535151 + Penalty 3457.947628 = -147823.587523 nChanged 269 SP:Iteration 1F (10042.030000 sec): 3 clusters Score: Raw -151629.774479 + Penalty 3457.947628 = -148171.826851 nChanged 97 SP:Iteration 2F (10042.180000 sec): 3 clusters Score: Raw -151812.213084 + Penalty 3457.947628 = -148354.265456 nChanged 63 SP:Iteration 3F (10042.370000 sec): 3 clusters Score: Raw -151908.991526 + Penalty 3457.947628 = -148451.043898 nChanged 30 SP:Iteration 4Q (10042.580000 sec): 3 clusters Score: Raw -151967.561993 + Penalty 3457.947628 = -148509.614365 nChanged 24 SP:Iteration 5Q (10042.770000 sec): 3 clusters Score: Raw -152023.852739 + Penalty 3457.947628 = -148565.905111 nChanged 30 SP:Iteration 6Q (10043.050000 sec): 3 clusters Score: Raw -152085.483771 + Penalty 3457.947628 = -148627.536143 nChanged 29 SP:Iteration 7Q (10043.210000 sec): 3 clusters Score: Raw -152128.346015 + Penalty 3457.947628 = -148670.398387 nChanged 17 SP:Iteration 8Q (10043.400000 sec): 3 clusters Score: Raw -152146.833030 + Penalty 3457.947628 = -148688.885402 nChanged 15 SP:Iteration 9Q (10043.560000 sec): 3 clusters Score: Raw -152166.540894 + Penalty 3457.947628 = -148708.593266 nChanged 15 SP:Iteration 10Q (10043.740000 sec): 3 clusters Score: Raw -152187.980744 + Penalty 3457.947628 = -148730.033116 nChanged 11 SP:Iteration 11Q (10043.920000 sec): 3 clusters Score: Raw -152202.738848 + Penalty 3457.947628 = -148744.791220 nChanged 11 SP:Iteration 12Q (10044.100000 sec): 3 clusters Score: Raw -152215.276177 + Penalty 3457.947628 = -148757.328549 nChanged 7 SP:Iteration 13Q (10044.300000 sec): 3 clusters Score: Raw -152223.027187 + Penalty 3457.947628 = -148765.079559 nChanged 2 SP:Iteration 14Q (10044.450000 sec): 3 clusters Score: Raw -152224.858944 + Penalty 3457.947628 = -148766.911316 nChanged 1 SP:Iteration 15Q (10044.680000 sec): 3 clusters Score: Raw -152225.259264 + Penalty 3457.947628 = -148767.311636 nChanged 0 SP:Iteration 16F (10044.840000 sec): 3 clusters Score: Raw -152225.259264 + Penalty 3457.947628 = -148767.311636 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (21981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10045.050000 sec): 2 clusters Score: Raw -3299148.084256 + Penalty 2479.487563 = -3296668.596693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10045.330000 sec): 3 clusters Score: Raw -3286320.519673 + Penalty 4958.975127 = -3281361.544546 nChanged 9737 SP:Iteration 1F (10045.730000 sec): 3 clusters Score: Raw -3291662.671490 + Penalty 4958.975127 = -3286703.696364 nChanged 1172 SP:Iteration 2F (10046.080000 sec): 3 clusters Score: Raw -3292111.516603 + Penalty 4958.975127 = -3287152.541477 nChanged 1047 SP:Iteration 3Q (10046.400000 sec): 3 clusters Score: Raw -3292545.905749 + Penalty 4958.975127 = -3287586.930622 nChanged 1087 SP:Iteration 4Q (10046.760000 sec): 3 clusters Score: Raw -3293068.289968 + Penalty 4958.975127 = -3288109.314842 nChanged 1243 SP:Iteration 5F (10047.120000 sec): 3 clusters Score: Raw -3293745.344918 + Penalty 4958.975127 = -3288786.369791 nChanged 1272 SP:Iteration 6F (10047.420000 sec): 3 clusters Score: Raw -3294553.772746 + Penalty 4958.975127 = -3289594.797619 nChanged 1388 SP:Iteration 7F (10047.750000 sec): 3 clusters Score: Raw -3295533.381876 + Penalty 4958.975127 = -3290574.406750 nChanged 1353 SP:Iteration 8F (10048.130000 sec): 3 clusters Score: Raw -3296565.182097 + Penalty 4958.975127 = -3291606.206971 nChanged 1172 SP:Iteration 9F (10048.390000 sec): 3 clusters Score: Raw -3297495.409437 + Penalty 4958.975127 = -3292536.434310 nChanged 893 SP:Iteration 10Q (10048.740000 sec): 3 clusters Score: Raw -3298176.777166 + Penalty 4958.975127 = -3293217.802040 nChanged 638 SP:Iteration 11Q (10049.000000 sec): 3 clusters Score: Raw -3298662.417197 + Penalty 4958.975127 = -3293703.442071 nChanged 447 SP:Iteration 12Q (10049.340000 sec): 3 clusters Score: Raw -3299002.597097 + Penalty 4958.975127 = -3294043.621971 nChanged 308 SP:Iteration 13Q (10049.660000 sec): 3 clusters Score: Raw -3299245.737581 + Penalty 4958.975127 = -3294286.762454 nChanged 187 SP:Iteration 14Q (10049.990000 sec): 3 clusters Score: Raw -3299379.933844 + Penalty 4958.975127 = -3294420.958718 nChanged 118 SP:Iteration 15Q (10050.320000 sec): 3 clusters Score: Raw -3299474.957080 + Penalty 4958.975127 = -3294515.981954 nChanged 75 SP:Iteration 16Q (10050.650000 sec): 3 clusters Score: Raw -3299529.660165 + Penalty 4958.975127 = -3294570.685038 nChanged 49 SP:Iteration 17Q (10050.940000 sec): 3 clusters Score: Raw -3299561.350241 + Penalty 4958.975127 = -3294602.375114 nChanged 35 SP:Iteration 18Q (10051.190000 sec): 3 clusters Score: Raw -3299585.789934 + Penalty 4958.975127 = -3294626.814807 nChanged 29 SP:Iteration 19Q (10051.490000 sec): 3 clusters Score: Raw -3299605.008343 + Penalty 4958.975127 = -3294646.033217 nChanged 21 SP:Iteration 20F (10051.810000 sec): 3 clusters Score: Raw -3299621.865526 + Penalty 4958.975127 = -3294662.890400 nChanged 16 SP:Iteration 21Q (10052.090000 sec): 3 clusters Score: Raw -3299632.856805 + Penalty 4958.975127 = -3294673.881679 nChanged 11 SP:Iteration 22Q (10052.410000 sec): 3 clusters Score: Raw -3299640.414948 + Penalty 4958.975127 = -3294681.439821 nChanged 11 SP:Iteration 23Q (10052.660000 sec): 3 clusters Score: Raw -3299647.012891 + Penalty 4958.975127 = -3294688.037764 nChanged 4 SP:Iteration 24Q (10052.960000 sec): 3 clusters Score: Raw -3299649.363578 + Penalty 4958.975127 = -3294690.388452 nChanged 6 SP:Iteration 25Q (10053.250000 sec): 3 clusters Score: Raw -3299651.812283 + Penalty 4958.975127 = -3294692.837156 nChanged 3 SP:Iteration 26Q (10053.520000 sec): 3 clusters Score: Raw -3299654.051778 + Penalty 4958.975127 = -3294695.076651 nChanged 5 SP:Iteration 27Q (10053.790000 sec): 3 clusters Score: Raw -3299656.767868 + Penalty 4958.975127 = -3294697.792741 nChanged 2 SP:Iteration 28Q (10054.060000 sec): 3 clusters Score: Raw -3299658.532416 + Penalty 4958.975127 = -3294699.557290 nChanged 3 SP:Iteration 29Q (10054.350000 sec): 3 clusters Score: Raw -3299660.472167 + Penalty 4958.975127 = -3294701.497041 nChanged 4 SP:Iteration 30Q (10054.720000 sec): 3 clusters Score: Raw -3299663.052540 + Penalty 4958.975127 = -3294704.077413 nChanged 3 SP:Iteration 31Q (10054.990000 sec): 3 clusters Score: Raw -3299665.021939 + Penalty 4958.975127 = -3294706.046813 nChanged 2 SP:Iteration 32Q (10055.300000 sec): 3 clusters Score: Raw -3299666.171039 + Penalty 4958.975127 = -3294707.195913 nChanged 2 SP:Iteration 33Q (10055.610000 sec): 3 clusters Score: Raw -3299666.812202 + Penalty 4958.975127 = -3294707.837076 nChanged 1 SP:Iteration 34Q (10055.920000 sec): 3 clusters Score: Raw -3299667.004620 + Penalty 4958.975127 = -3294708.029494 nChanged 1 SP:Iteration 35Q (10056.220000 sec): 3 clusters Score: Raw -3299667.201433 + Penalty 4958.975127 = -3294708.226307 nChanged 0 SP:Iteration 36F (10056.560000 sec): 3 clusters Score: Raw -3299667.201433 + Penalty 4958.975127 = -3294708.226307 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10056.660000 sec): 2 clusters Score: Raw -39839.109912 + Penalty 1411.209145 = -38427.900767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10056.870000 sec): 3 clusters Score: Raw -40009.887502 + Penalty 2822.418289 = -37187.469213 nChanged 49 SP:Iteration 1F (10057.050000 sec): 3 clusters Score: Raw -40187.092262 + Penalty 2822.418289 = -37364.673973 nChanged 18 SP:Iteration 2F (10057.230000 sec): 3 clusters Score: Raw -40281.629020 + Penalty 2822.418289 = -37459.210730 nChanged 9 SP:Iteration 3Q (10057.430000 sec): 3 clusters Score: Raw -40324.828558 + Penalty 2822.418289 = -37502.410269 nChanged 4 SP:Iteration 4Q (10057.620000 sec): 3 clusters Score: Raw -40350.304904 + Penalty 2822.418289 = -37527.886614 nChanged 3 SP:Iteration 5Q (10057.770000 sec): 3 clusters Score: Raw -40366.211429 + Penalty 2822.418289 = -37543.793140 nChanged 1 SP:Iteration 6Q (10057.960000 sec): 3 clusters Score: Raw -40377.372188 + Penalty 2822.418289 = -37554.953899 nChanged 2 SP:Iteration 7Q (10058.130000 sec): 3 clusters Score: Raw -40395.984039 + Penalty 2822.418289 = -37573.565749 nChanged 2 SP:Iteration 8Q (10058.300000 sec): 3 clusters Score: Raw -40422.976516 + Penalty 2822.418289 = -37600.558227 nChanged 1 SP:Iteration 9Q (10058.490000 sec): 3 clusters Score: Raw -40427.734562 + Penalty 2822.418289 = -37605.316273 nChanged 1 SP:Iteration 10Q (10058.650000 sec): 3 clusters Score: Raw -40432.328134 + Penalty 2822.418289 = -37609.909844 nChanged 0 SP:Iteration 11F (10058.820000 sec): 3 clusters Score: Raw -40432.328134 + Penalty 2822.418289 = -37609.909844 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10058.920000 sec): 2 clusters Score: Raw -37107.261742 + Penalty 1399.192954 = -35708.068789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10059.100000 sec): 3 clusters Score: Raw -37256.178238 + Penalty 2798.385907 = -34457.792331 nChanged 30 SP:Iteration 1F (10059.300000 sec): 3 clusters Score: Raw -37386.605535 + Penalty 2798.385907 = -34588.219628 nChanged 14 SP:Iteration 2Q (10059.460000 sec): 3 clusters Score: Raw -37466.611074 + Penalty 2798.385907 = -34668.225166 nChanged 3 SP:Iteration 3Q (10059.610000 sec): 3 clusters Score: Raw -37484.509343 + Penalty 2798.385907 = -34686.123436 nChanged 1 SP:Iteration 4Q (10059.750000 sec): 3 clusters Score: Raw -37494.777707 + Penalty 2798.385907 = -34696.391800 nChanged 1 SP:Iteration 5Q (10059.920000 sec): 3 clusters Score: Raw -37496.772384 + Penalty 2798.385907 = -34698.386477 nChanged 0 SP:Iteration 6F (10060.100000 sec): 3 clusters Score: Raw -37496.772384 + Penalty 2798.385907 = -34698.386477 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10060.190000 sec): 2 clusters Score: Raw -113339.462823 + Penalty 1647.013178 = -111692.449645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10060.400000 sec): 3 clusters Score: Raw -113230.669220 + Penalty 3294.026356 = -109936.642863 nChanged 169 SP:Iteration 1F (10060.580000 sec): 3 clusters Score: Raw -113472.912402 + Penalty 3294.026356 = -110178.886046 nChanged 41 SP:Iteration 2F (10060.760000 sec): 3 clusters Score: Raw -113549.369206 + Penalty 3294.026356 = -110255.342850 nChanged 26 SP:Iteration 3Q (10060.900000 sec): 3 clusters Score: Raw -113593.030180 + Penalty 3294.026356 = -110299.003824 nChanged 13 SP:Iteration 4Q (10061.090000 sec): 3 clusters Score: Raw -113617.275313 + Penalty 3294.026356 = -110323.248957 nChanged 11 SP:Iteration 5Q (10061.290000 sec): 3 clusters Score: Raw -113635.093271 + Penalty 3294.026356 = -110341.066915 nChanged 7 SP:Iteration 6Q (10061.480000 sec): 3 clusters Score: Raw -113644.911506 + Penalty 3294.026356 = -110350.885150 nChanged 2 SP:Iteration 7Q (10061.680000 sec): 3 clusters Score: Raw -113647.706810 + Penalty 3294.026356 = -110353.680454 nChanged 2 SP:Iteration 8Q (10061.880000 sec): 3 clusters Score: Raw -113650.381787 + Penalty 3294.026356 = -110356.355431 nChanged 2 SP:Iteration 9Q (10062.050000 sec): 3 clusters Score: Raw -113652.901132 + Penalty 3294.026356 = -110358.874775 nChanged 1 SP:Iteration 10Q (10062.260000 sec): 3 clusters Score: Raw -113653.617499 + Penalty 3294.026356 = -110359.591143 nChanged 0 SP:Iteration 11F (10062.450000 sec): 3 clusters Score: Raw -113653.617499 + Penalty 3294.026356 = -110359.591143 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (5396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10062.580000 sec): 2 clusters Score: Raw -822397.031547 + Penalty 2131.166478 = -820265.865069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10062.800000 sec): 3 clusters Score: Raw -819734.485630 + Penalty 4262.332956 = -815472.152674 nChanged 2072 SP:Iteration 1F (10063.020000 sec): 3 clusters Score: Raw -820835.812981 + Penalty 4262.332956 = -816573.480026 nChanged 387 SP:Iteration 2F (10063.240000 sec): 3 clusters Score: Raw -821060.152113 + Penalty 4262.332956 = -816797.819157 nChanged 294 SP:Iteration 3F (10063.460000 sec): 3 clusters Score: Raw -821218.678647 + Penalty 4262.332956 = -816956.345691 nChanged 232 SP:Iteration 4Q (10063.710000 sec): 3 clusters Score: Raw -821354.589761 + Penalty 4262.332956 = -817092.256805 nChanged 227 SP:Iteration 5Q (10063.980000 sec): 3 clusters Score: Raw -821465.450266 + Penalty 4262.332956 = -817203.117310 nChanged 182 SP:Iteration 6Q (10064.220000 sec): 3 clusters Score: Raw -821557.181522 + Penalty 4262.332956 = -817294.848566 nChanged 165 SP:Iteration 7Q (10064.420000 sec): 3 clusters Score: Raw -821638.693359 + Penalty 4262.332956 = -817376.360404 nChanged 133 SP:Iteration 8Q (10064.640000 sec): 3 clusters Score: Raw -821696.300326 + Penalty 4262.332956 = -817433.967370 nChanged 124 SP:Iteration 9Q (10064.860000 sec): 3 clusters Score: Raw -821755.770300 + Penalty 4262.332956 = -817493.437344 nChanged 116 SP:Iteration 10Q (10065.080000 sec): 3 clusters Score: Raw -821813.514565 + Penalty 4262.332956 = -817551.181609 nChanged 125 SP:Iteration 11Q (10065.300000 sec): 3 clusters Score: Raw -821872.169653 + Penalty 4262.332956 = -817609.836697 nChanged 111 SP:Iteration 12Q (10065.530000 sec): 3 clusters Score: Raw -821915.747867 + Penalty 4262.332956 = -817653.414911 nChanged 83 SP:Iteration 13Q (10065.750000 sec): 3 clusters Score: Raw -821945.248575 + Penalty 4262.332956 = -817682.915619 nChanged 75 SP:Iteration 14Q (10065.970000 sec): 3 clusters Score: Raw -821976.066839 + Penalty 4262.332956 = -817713.733884 nChanged 74 SP:Iteration 15Q (10066.240000 sec): 3 clusters Score: Raw -822006.444000 + Penalty 4262.332956 = -817744.111044 nChanged 65 SP:Iteration 16Q (10066.490000 sec): 3 clusters Score: Raw -822030.587390 + Penalty 4262.332956 = -817768.254435 nChanged 56 SP:Iteration 17Q (10066.710000 sec): 3 clusters Score: Raw -822048.943646 + Penalty 4262.332956 = -817786.610690 nChanged 53 SP:Iteration 18Q (10066.920000 sec): 3 clusters Score: Raw -822069.772365 + Penalty 4262.332956 = -817807.439410 nChanged 55 SP:Iteration 19Q (10067.100000 sec): 3 clusters Score: Raw -822086.582486 + Penalty 4262.332956 = -817824.249530 nChanged 43 SP:Iteration 20F (10067.340000 sec): 3 clusters Score: Raw -822103.202637 + Penalty 4262.332956 = -817840.869681 nChanged 44 SP:Iteration 21Q (10067.560000 sec): 3 clusters Score: Raw -822120.497541 + Penalty 4262.332956 = -817858.164585 nChanged 50 SP:Iteration 22Q (10067.750000 sec): 3 clusters Score: Raw -822139.406242 + Penalty 4262.332956 = -817877.073286 nChanged 55 SP:Iteration 23Q (10068.000000 sec): 3 clusters Score: Raw -822157.531731 + Penalty 4262.332956 = -817895.198775 nChanged 38 SP:Iteration 24Q (10068.210000 sec): 3 clusters Score: Raw -822171.960807 + Penalty 4262.332956 = -817909.627851 nChanged 31 SP:Iteration 25Q (10068.420000 sec): 3 clusters Score: Raw -822182.308634 + Penalty 4262.332956 = -817919.975678 nChanged 26 SP:Iteration 26Q (10068.670000 sec): 3 clusters Score: Raw -822189.984450 + Penalty 4262.332956 = -817927.651494 nChanged 19 SP:Iteration 27Q (10068.890000 sec): 3 clusters Score: Raw -822194.900857 + Penalty 4262.332956 = -817932.567901 nChanged 12 SP:Iteration 28Q (10069.100000 sec): 3 clusters Score: Raw -822198.182079 + Penalty 4262.332956 = -817935.849123 nChanged 16 SP:Iteration 29Q (10069.340000 sec): 3 clusters Score: Raw -822204.282718 + Penalty 4262.332956 = -817941.949763 nChanged 18 SP:Iteration 30Q (10069.510000 sec): 3 clusters Score: Raw -822210.068197 + Penalty 4262.332956 = -817947.735241 nChanged 13 SP:Iteration 31Q (10069.720000 sec): 3 clusters Score: Raw -822214.726566 + Penalty 4262.332956 = -817952.393610 nChanged 19 SP:Iteration 32Q (10069.950000 sec): 3 clusters Score: Raw -822221.837238 + Penalty 4262.332956 = -817959.504282 nChanged 21 SP:Iteration 33Q (10070.220000 sec): 3 clusters Score: Raw -822228.417973 + Penalty 4262.332956 = -817966.085017 nChanged 14 SP:Iteration 34Q (10070.450000 sec): 3 clusters Score: Raw -822233.109795 + Penalty 4262.332956 = -817970.776839 nChanged 17 SP:Iteration 35Q (10070.630000 sec): 3 clusters Score: Raw -822237.933130 + Penalty 4262.332956 = -817975.600174 nChanged 12 SP:Iteration 36Q (10070.860000 sec): 3 clusters Score: Raw -822241.168186 + Penalty 4262.332956 = -817978.835230 nChanged 9 SP:Iteration 37Q (10071.100000 sec): 3 clusters Score: Raw -822244.092192 + Penalty 4262.332956 = -817981.759236 nChanged 12 SP:Iteration 38Q (10071.300000 sec): 3 clusters Score: Raw -822249.009405 + Penalty 4262.332956 = -817986.676449 nChanged 17 SP:Iteration 39Q (10071.540000 sec): 3 clusters Score: Raw -822254.451388 + Penalty 4262.332956 = -817992.118432 nChanged 15 SP:Iteration 40F (10071.830000 sec): 3 clusters Score: Raw -822260.554195 + Penalty 4262.332956 = -817998.221240 nChanged 17 SP:Iteration 41Q (10071.980000 sec): 3 clusters Score: Raw -822267.407234 + Penalty 4262.332956 = -818005.074278 nChanged 20 SP:Iteration 42Q (10072.240000 sec): 3 clusters Score: Raw -822273.679188 + Penalty 4262.332956 = -818011.346233 nChanged 12 SP:Iteration 43Q (10072.470000 sec): 3 clusters Score: Raw -822277.909504 + Penalty 4262.332956 = -818015.576549 nChanged 17 SP:Iteration 44Q (10072.680000 sec): 3 clusters Score: Raw -822283.836912 + Penalty 4262.332956 = -818021.503956 nChanged 14 SP:Iteration 45Q (10072.930000 sec): 3 clusters Score: Raw -822288.565674 + Penalty 4262.332956 = -818026.232718 nChanged 10 SP:Iteration 46Q (10073.140000 sec): 3 clusters Score: Raw -822292.038855 + Penalty 4262.332956 = -818029.705899 nChanged 12 SP:Iteration 47Q (10073.320000 sec): 3 clusters Score: Raw -822297.132803 + Penalty 4262.332956 = -818034.799848 nChanged 17 SP:Iteration 48Q (10073.520000 sec): 3 clusters Score: Raw -822303.255548 + Penalty 4262.332956 = -818040.922593 nChanged 19 SP:Iteration 49Q (10073.740000 sec): 3 clusters Score: Raw -822310.550216 + Penalty 4262.332956 = -818048.217261 nChanged 21 SP:Iteration 50Q (10073.980000 sec): 3 clusters Score: Raw -822317.651150 + Penalty 4262.332956 = -818055.318194 nChanged 18 SP:Iteration 51Q (10074.170000 sec): 3 clusters Score: Raw -822322.523214 + Penalty 4262.332956 = -818060.190258 nChanged 9 SP:Iteration 52Q (10074.410000 sec): 3 clusters Score: Raw -822325.904407 + Penalty 4262.332956 = -818063.571451 nChanged 11 SP:Iteration 53Q (10074.640000 sec): 3 clusters Score: Raw -822329.245401 + Penalty 4262.332956 = -818066.912445 nChanged 10 SP:Iteration 54Q (10074.920000 sec): 3 clusters Score: Raw -822333.143205 + Penalty 4262.332956 = -818070.810249 nChanged 16 SP:Iteration 55Q (10075.120000 sec): 3 clusters Score: Raw -822339.074823 + Penalty 4262.332956 = -818076.741867 nChanged 18 SP:Iteration 56Q (10075.350000 sec): 3 clusters Score: Raw -822347.313243 + Penalty 4262.332956 = -818084.980287 nChanged 10 SP:Iteration 57Q (10075.580000 sec): 3 clusters Score: Raw -822351.295401 + Penalty 4262.332956 = -818088.962445 nChanged 11 SP:Iteration 58Q (10075.780000 sec): 3 clusters Score: Raw -822354.876435 + Penalty 4262.332956 = -818092.543479 nChanged 7 SP:Iteration 59Q (10076.000000 sec): 3 clusters Score: Raw -822357.454972 + Penalty 4262.332956 = -818095.122017 nChanged 11 SP:Iteration 60F (10076.210000 sec): 3 clusters Score: Raw -822360.518453 + Penalty 4262.332956 = -818098.185497 nChanged 7 SP:Iteration 61Q (10076.430000 sec): 3 clusters Score: Raw -822363.063353 + Penalty 4262.332956 = -818100.730397 nChanged 10 SP:Iteration 62Q (10076.690000 sec): 3 clusters Score: Raw -822366.861243 + Penalty 4262.332956 = -818104.528287 nChanged 12 SP:Iteration 63Q (10076.860000 sec): 3 clusters Score: Raw -822370.614152 + Penalty 4262.332956 = -818108.281196 nChanged 8 SP:Iteration 64Q (10077.100000 sec): 3 clusters Score: Raw -822373.551228 + Penalty 4262.332956 = -818111.218272 nChanged 5 SP:Iteration 65Q (10077.350000 sec): 3 clusters Score: Raw -822375.185450 + Penalty 4262.332956 = -818112.852495 nChanged 7 SP:Iteration 66Q (10077.600000 sec): 3 clusters Score: Raw -822378.225889 + Penalty 4262.332956 = -818115.892933 nChanged 7 SP:Iteration 67Q (10077.800000 sec): 3 clusters Score: Raw -822380.502468 + Penalty 4262.332956 = -818118.169512 nChanged 5 SP:Iteration 68Q (10078.010000 sec): 3 clusters Score: Raw -822381.923607 + Penalty 4262.332956 = -818119.590651 nChanged 3 SP:Iteration 69Q (10078.270000 sec): 3 clusters Score: Raw -822382.570748 + Penalty 4262.332956 = -818120.237792 nChanged 2 SP:Iteration 70Q (10078.450000 sec): 3 clusters Score: Raw -822383.194994 + Penalty 4262.332956 = -818120.862038 nChanged 3 SP:Iteration 71Q (10078.690000 sec): 3 clusters Score: Raw -822384.205403 + Penalty 4262.332956 = -818121.872447 nChanged 0 SP:Iteration 72F (10078.910000 sec): 3 clusters Score: Raw -822384.205403 + Penalty 4262.332956 = -818121.872447 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10079.060000 sec): 2 clusters Score: Raw -147689.914229 + Penalty 1733.811868 = -145956.102361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10079.200000 sec): 3 clusters Score: Raw -147482.667709 + Penalty 3467.623736 = -144015.043973 nChanged 296 SP:Iteration 1F (10079.430000 sec): 3 clusters Score: Raw -147844.313299 + Penalty 3467.623736 = -144376.689563 nChanged 95 SP:Iteration 2F (10079.630000 sec): 3 clusters Score: Raw -148004.048500 + Penalty 3467.623736 = -144536.424764 nChanged 67 SP:Iteration 3F (10079.800000 sec): 3 clusters Score: Raw -148144.933152 + Penalty 3467.623736 = -144677.309416 nChanged 54 SP:Iteration 4Q (10079.960000 sec): 3 clusters Score: Raw -148274.481208 + Penalty 3467.623736 = -144806.857472 nChanged 60 SP:Iteration 5F (10080.140000 sec): 3 clusters Score: Raw -148471.386377 + Penalty 3467.623736 = -145003.762641 nChanged 49 SP:Iteration 6Q (10080.320000 sec): 3 clusters Score: Raw -148618.044660 + Penalty 3467.623736 = -145150.420924 nChanged 37 SP:Iteration 7Q (10080.520000 sec): 3 clusters Score: Raw -148708.018602 + Penalty 3467.623736 = -145240.394866 nChanged 21 SP:Iteration 8Q (10080.730000 sec): 3 clusters Score: Raw -148750.657344 + Penalty 3467.623736 = -145283.033608 nChanged 17 SP:Iteration 9Q (10080.890000 sec): 3 clusters Score: Raw -148790.533597 + Penalty 3467.623736 = -145322.909861 nChanged 16 SP:Iteration 10Q (10081.050000 sec): 3 clusters Score: Raw -148821.055562 + Penalty 3467.623736 = -145353.431826 nChanged 13 SP:Iteration 11Q (10081.250000 sec): 3 clusters Score: Raw -148842.011023 + Penalty 3467.623736 = -145374.387287 nChanged 7 SP:Iteration 12Q (10081.410000 sec): 3 clusters Score: Raw -148851.089923 + Penalty 3467.623736 = -145383.466187 nChanged 4 SP:Iteration 13Q (10081.610000 sec): 3 clusters Score: Raw -148857.547533 + Penalty 3467.623736 = -145389.923797 nChanged 4 SP:Iteration 14Q (10081.780000 sec): 3 clusters Score: Raw -148864.627375 + Penalty 3467.623736 = -145397.003639 nChanged 6 SP:Iteration 15Q (10081.970000 sec): 3 clusters Score: Raw -148877.327827 + Penalty 3467.623736 = -145409.704091 nChanged 8 SP:Iteration 16Q (10082.170000 sec): 3 clusters Score: Raw -148902.883338 + Penalty 3467.623736 = -145435.259602 nChanged 8 SP:Iteration 17Q (10082.320000 sec): 3 clusters Score: Raw -148928.628952 + Penalty 3467.623736 = -145461.005216 nChanged 10 SP:Iteration 18Q (10082.490000 sec): 3 clusters Score: Raw -148949.357088 + Penalty 3467.623736 = -145481.733352 nChanged 11 SP:Iteration 19Q (10082.660000 sec): 3 clusters Score: Raw -148961.956403 + Penalty 3467.623736 = -145494.332667 nChanged 5 SP:Iteration 20F (10082.800000 sec): 3 clusters Score: Raw -148967.557833 + Penalty 3467.623736 = -145499.934097 nChanged 4 SP:Iteration 21Q (10082.970000 sec): 3 clusters Score: Raw -148971.478234 + Penalty 3467.623736 = -145503.854498 nChanged 4 SP:Iteration 22Q (10083.200000 sec): 3 clusters Score: Raw -148975.682646 + Penalty 3467.623736 = -145508.058910 nChanged 1 SP:Iteration 23Q (10083.350000 sec): 3 clusters Score: Raw -148977.294658 + Penalty 3467.623736 = -145509.670922 nChanged 1 SP:Iteration 24Q (10083.540000 sec): 3 clusters Score: Raw -148978.493638 + Penalty 3467.623736 = -145510.869902 nChanged 0 SP:Iteration 25F (10083.710000 sec): 3 clusters Score: Raw -148978.493638 + Penalty 3467.623736 = -145510.869902 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (2042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10083.790000 sec): 2 clusters Score: Raw -303503.702945 + Penalty 1890.177880 = -301613.525065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10084.000000 sec): 3 clusters Score: Raw -302737.272731 + Penalty 3780.355759 = -298956.916972 nChanged 661 SP:Iteration 1F (10084.200000 sec): 3 clusters Score: Raw -303205.202569 + Penalty 3780.355759 = -299424.846809 nChanged 172 SP:Iteration 2F (10084.340000 sec): 3 clusters Score: Raw -303357.447112 + Penalty 3780.355759 = -299577.091352 nChanged 103 SP:Iteration 3F (10084.510000 sec): 3 clusters Score: Raw -303451.928885 + Penalty 3780.355759 = -299671.573126 nChanged 69 SP:Iteration 4Q (10084.670000 sec): 3 clusters Score: Raw -303516.907955 + Penalty 3780.355759 = -299736.552196 nChanged 46 SP:Iteration 5Q (10084.820000 sec): 3 clusters Score: Raw -303561.067350 + Penalty 3780.355759 = -299780.711590 nChanged 38 SP:Iteration 6Q (10085.020000 sec): 3 clusters Score: Raw -303589.243545 + Penalty 3780.355759 = -299808.887786 nChanged 29 SP:Iteration 7Q (10085.150000 sec): 3 clusters Score: Raw -303609.847501 + Penalty 3780.355759 = -299829.491741 nChanged 25 SP:Iteration 8Q (10085.260000 sec): 3 clusters Score: Raw -303626.179770 + Penalty 3780.355759 = -299845.824011 nChanged 14 SP:Iteration 9Q (10085.370000 sec): 3 clusters Score: Raw -303638.514551 + Penalty 3780.355759 = -299858.158792 nChanged 19 SP:Iteration 10Q (10085.480000 sec): 3 clusters Score: Raw -303652.598084 + Penalty 3780.355759 = -299872.242324 nChanged 13 SP:Iteration 11Q (10085.590000 sec): 3 clusters Score: Raw -303660.852253 + Penalty 3780.355759 = -299880.496494 nChanged 10 SP:Iteration 12Q (10085.710000 sec): 3 clusters Score: Raw -303668.032079 + Penalty 3780.355759 = -299887.676320 nChanged 9 SP:Iteration 13Q (10085.820000 sec): 3 clusters Score: Raw -303676.842890 + Penalty 3780.355759 = -299896.487131 nChanged 15 SP:Iteration 14Q (10085.930000 sec): 3 clusters Score: Raw -303687.728644 + Penalty 3780.355759 = -299907.372884 nChanged 15 SP:Iteration 15Q (10086.040000 sec): 3 clusters Score: Raw -303697.515697 + Penalty 3780.355759 = -299917.159937 nChanged 10 SP:Iteration 16Q (10086.150000 sec): 3 clusters Score: Raw -303709.216940 + Penalty 3780.355759 = -299928.861181 nChanged 15 SP:Iteration 17Q (10086.270000 sec): 3 clusters Score: Raw -303728.346362 + Penalty 3780.355759 = -299947.990603 nChanged 22 SP:Iteration 18Q (10086.380000 sec): 3 clusters Score: Raw -303747.838441 + Penalty 3780.355759 = -299967.482682 nChanged 20 SP:Iteration 19Q (10086.490000 sec): 3 clusters Score: Raw -303769.309261 + Penalty 3780.355759 = -299988.953502 nChanged 16 SP:Iteration 20F (10086.600000 sec): 3 clusters Score: Raw -303783.943395 + Penalty 3780.355759 = -300003.587636 nChanged 19 SP:Iteration 21Q (10086.710000 sec): 3 clusters Score: Raw -303803.276435 + Penalty 3780.355759 = -300022.920675 nChanged 23 SP:Iteration 22Q (10086.830000 sec): 3 clusters Score: Raw -303825.099988 + Penalty 3780.355759 = -300044.744229 nChanged 23 SP:Iteration 23Q (10086.940000 sec): 3 clusters Score: Raw -303847.194653 + Penalty 3780.355759 = -300066.838894 nChanged 29 SP:Iteration 24Q (10087.070000 sec): 3 clusters Score: Raw -303873.217453 + Penalty 3780.355759 = -300092.861693 nChanged 36 SP:Iteration 25Q (10087.190000 sec): 3 clusters Score: Raw -303917.323606 + Penalty 3780.355759 = -300136.967847 nChanged 36 SP:Iteration 26Q (10087.350000 sec): 3 clusters Score: Raw -303953.803454 + Penalty 3780.355759 = -300173.447695 nChanged 33 SP:Iteration 27Q (10087.570000 sec): 3 clusters Score: Raw -303986.764371 + Penalty 3780.355759 = -300206.408612 nChanged 23 SP:Iteration 28Q (10087.720000 sec): 3 clusters Score: Raw -304009.334595 + Penalty 3780.355759 = -300228.978836 nChanged 30 SP:Iteration 29Q (10087.860000 sec): 3 clusters Score: Raw -304040.339642 + Penalty 3780.355759 = -300259.983882 nChanged 26 SP:Iteration 30Q (10088.030000 sec): 3 clusters Score: Raw -304070.272595 + Penalty 3780.355759 = -300289.916836 nChanged 31 SP:Iteration 31Q (10088.210000 sec): 3 clusters Score: Raw -304099.479673 + Penalty 3780.355759 = -300319.123913 nChanged 25 SP:Iteration 32Q (10088.360000 sec): 3 clusters Score: Raw -304123.604828 + Penalty 3780.355759 = -300343.249069 nChanged 23 SP:Iteration 33Q (10088.500000 sec): 3 clusters Score: Raw -304142.798045 + Penalty 3780.355759 = -300362.442286 nChanged 17 SP:Iteration 34Q (10088.650000 sec): 3 clusters Score: Raw -304158.491310 + Penalty 3780.355759 = -300378.135551 nChanged 18 SP:Iteration 35Q (10088.790000 sec): 3 clusters Score: Raw -304173.316294 + Penalty 3780.355759 = -300392.960535 nChanged 22 SP:Iteration 36Q (10088.940000 sec): 3 clusters Score: Raw -304193.040418 + Penalty 3780.355759 = -300412.684659 nChanged 29 SP:Iteration 37Q (10089.080000 sec): 3 clusters Score: Raw -304231.859162 + Penalty 3780.355759 = -300451.503402 nChanged 34 SP:Iteration 38Q (10089.220000 sec): 3 clusters Score: Raw -304280.568422 + Penalty 3780.355759 = -300500.212662 nChanged 36 SP:Iteration 39Q (10089.370000 sec): 3 clusters Score: Raw -304337.737330 + Penalty 3780.355759 = -300557.381571 nChanged 32 SP:Iteration 40F (10089.500000 sec): 3 clusters Score: Raw -304380.308955 + Penalty 3780.355759 = -300599.953196 nChanged 39 SP:Iteration 41Q (10089.620000 sec): 3 clusters Score: Raw -304449.179904 + Penalty 3780.355759 = -300668.824144 nChanged 44 SP:Iteration 42Q (10089.750000 sec): 3 clusters Score: Raw -304526.129273 + Penalty 3780.355759 = -300745.773514 nChanged 32 SP:Iteration 43Q (10089.880000 sec): 3 clusters Score: Raw -304582.670362 + Penalty 3780.355759 = -300802.314602 nChanged 31 SP:Iteration 44Q (10090.010000 sec): 3 clusters Score: Raw -304647.696008 + Penalty 3780.355759 = -300867.340249 nChanged 30 SP:Iteration 45Q (10090.140000 sec): 3 clusters Score: Raw -304713.811964 + Penalty 3780.355759 = -300933.456205 nChanged 22 SP:Iteration 46Q (10090.260000 sec): 3 clusters Score: Raw -304755.792064 + Penalty 3780.355759 = -300975.436305 nChanged 17 SP:Iteration 47Q (10090.390000 sec): 3 clusters Score: Raw -304780.066010 + Penalty 3780.355759 = -300999.710251 nChanged 11 SP:Iteration 48Q (10090.540000 sec): 3 clusters Score: Raw -304789.689165 + Penalty 3780.355759 = -301009.333406 nChanged 1 SP:Iteration 49Q (10090.800000 sec): 3 clusters Score: Raw -304790.606948 + Penalty 3780.355759 = -301010.251188 nChanged 1 SP:Iteration 50Q (10090.980000 sec): 3 clusters Score: Raw -304790.964536 + Penalty 3780.355759 = -301010.608777 nChanged 1 SP:Iteration 51Q (10091.160000 sec): 3 clusters Score: Raw -304791.378164 + Penalty 3780.355759 = -301011.022405 nChanged 1 SP:Iteration 52Q (10091.360000 sec): 3 clusters Score: Raw -304791.762690 + Penalty 3780.355759 = -301011.406930 nChanged 0 SP:Iteration 53F (10091.520000 sec): 3 clusters Score: Raw -304791.762690 + Penalty 3780.355759 = -301011.406930 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (8083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10091.620000 sec): 2 clusters Score: Raw -1176542.047822 + Penalty 2231.384556 = -1174310.663266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10091.840000 sec): 3 clusters Score: Raw -1172325.716329 + Penalty 4462.769111 = -1167862.947218 nChanged 3284 SP:Iteration 1F (10092.030000 sec): 3 clusters Score: Raw -1174151.814163 + Penalty 4462.769111 = -1169689.045051 nChanged 559 SP:Iteration 2F (10092.250000 sec): 3 clusters Score: Raw -1174476.470435 + Penalty 4462.769111 = -1170013.701324 nChanged 449 SP:Iteration 3F (10092.430000 sec): 3 clusters Score: Raw -1174743.650854 + Penalty 4462.769111 = -1170280.881743 nChanged 374 SP:Iteration 4Q (10092.670000 sec): 3 clusters Score: Raw -1174966.597489 + Penalty 4462.769111 = -1170503.828377 nChanged 330 SP:Iteration 5Q (10092.910000 sec): 3 clusters Score: Raw -1175171.425510 + Penalty 4462.769111 = -1170708.656399 nChanged 293 SP:Iteration 6Q (10093.140000 sec): 3 clusters Score: Raw -1175366.656577 + Penalty 4462.769111 = -1170903.887465 nChanged 302 SP:Iteration 7Q (10093.390000 sec): 3 clusters Score: Raw -1175607.523131 + Penalty 4462.769111 = -1171144.754019 nChanged 301 SP:Iteration 8Q (10093.590000 sec): 3 clusters Score: Raw -1175860.513913 + Penalty 4462.769111 = -1171397.744802 nChanged 270 SP:Iteration 9Q (10093.800000 sec): 3 clusters Score: Raw -1176082.892844 + Penalty 4462.769111 = -1171620.123733 nChanged 240 SP:Iteration 10Q (10093.990000 sec): 3 clusters Score: Raw -1176255.181630 + Penalty 4462.769111 = -1171792.412518 nChanged 197 SP:Iteration 11Q (10094.240000 sec): 3 clusters Score: Raw -1176395.928766 + Penalty 4462.769111 = -1171933.159654 nChanged 152 SP:Iteration 12Q (10094.470000 sec): 3 clusters Score: Raw -1176495.189919 + Penalty 4462.769111 = -1172032.420807 nChanged 110 SP:Iteration 13Q (10094.670000 sec): 3 clusters Score: Raw -1176563.497486 + Penalty 4462.769111 = -1172100.728375 nChanged 111 SP:Iteration 14Q (10094.890000 sec): 3 clusters Score: Raw -1176630.155054 + Penalty 4462.769111 = -1172167.385943 nChanged 92 SP:Iteration 15Q (10095.100000 sec): 3 clusters Score: Raw -1176685.482571 + Penalty 4462.769111 = -1172222.713460 nChanged 74 SP:Iteration 16Q (10095.350000 sec): 3 clusters Score: Raw -1176725.661943 + Penalty 4462.769111 = -1172262.892832 nChanged 46 SP:Iteration 17Q (10095.600000 sec): 3 clusters Score: Raw -1176749.390219 + Penalty 4462.769111 = -1172286.621108 nChanged 37 SP:Iteration 18Q (10095.830000 sec): 3 clusters Score: Raw -1176771.526874 + Penalty 4462.769111 = -1172308.757763 nChanged 39 SP:Iteration 19Q (10096.030000 sec): 3 clusters Score: Raw -1176789.536687 + Penalty 4462.769111 = -1172326.767576 nChanged 31 SP:Iteration 20F (10096.240000 sec): 3 clusters Score: Raw -1176803.207623 + Penalty 4462.769111 = -1172340.438511 nChanged 27 SP:Iteration 21Q (10096.490000 sec): 3 clusters Score: Raw -1176815.927636 + Penalty 4462.769111 = -1172353.158525 nChanged 20 SP:Iteration 22Q (10096.700000 sec): 3 clusters Score: Raw -1176825.399316 + Penalty 4462.769111 = -1172362.630204 nChanged 11 SP:Iteration 23Q (10096.930000 sec): 3 clusters Score: Raw -1176829.684164 + Penalty 4462.769111 = -1172366.915053 nChanged 11 SP:Iteration 24Q (10097.100000 sec): 3 clusters Score: Raw -1176833.214644 + Penalty 4462.769111 = -1172370.445532 nChanged 6 SP:Iteration 25Q (10097.370000 sec): 3 clusters Score: Raw -1176836.366268 + Penalty 4462.769111 = -1172373.597157 nChanged 10 SP:Iteration 26Q (10097.600000 sec): 3 clusters Score: Raw -1176843.066117 + Penalty 4462.769111 = -1172380.297006 nChanged 8 SP:Iteration 27Q (10097.820000 sec): 3 clusters Score: Raw -1176845.407956 + Penalty 4462.769111 = -1172382.638844 nChanged 4 SP:Iteration 28Q (10097.990000 sec): 3 clusters Score: Raw -1176847.059963 + Penalty 4462.769111 = -1172384.290852 nChanged 1 SP:Iteration 29Q (10098.230000 sec): 3 clusters Score: Raw -1176847.350746 + Penalty 4462.769111 = -1172384.581635 nChanged 0 SP:Iteration 30F (10098.490000 sec): 3 clusters Score: Raw -1176847.350746 + Penalty 4462.769111 = -1172384.581635 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10098.580000 sec): 2 clusters Score: Raw -66596.071417 + Penalty 1515.093401 = -65080.978017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10098.760000 sec): 3 clusters Score: Raw -66633.670382 + Penalty 3030.186801 = -63603.483581 nChanged 73 SP:Iteration 1F (10098.970000 sec): 3 clusters Score: Raw -66789.356396 + Penalty 3030.186801 = -63759.169595 nChanged 22 SP:Iteration 2Q (10099.160000 sec): 3 clusters Score: Raw -66848.430374 + Penalty 3030.186801 = -63818.243573 nChanged 11 SP:Iteration 3Q (10099.300000 sec): 3 clusters Score: Raw -66884.226645 + Penalty 3030.186801 = -63854.039844 nChanged 9 SP:Iteration 4Q (10099.520000 sec): 3 clusters Score: Raw -66917.092525 + Penalty 3030.186801 = -63886.905724 nChanged 7 SP:Iteration 5Q (10099.700000 sec): 3 clusters Score: Raw -66935.109180 + Penalty 3030.186801 = -63904.922379 nChanged 5 SP:Iteration 6Q (10099.910000 sec): 3 clusters Score: Raw -66960.196166 + Penalty 3030.186801 = -63930.009365 nChanged 5 SP:Iteration 7Q (10100.120000 sec): 3 clusters Score: Raw -66977.332756 + Penalty 3030.186801 = -63947.145955 nChanged 3 SP:Iteration 8Q (10100.290000 sec): 3 clusters Score: Raw -66986.839989 + Penalty 3030.186801 = -63956.653188 nChanged 3 SP:Iteration 9Q (10100.500000 sec): 3 clusters Score: Raw -66994.144770 + Penalty 3030.186801 = -63963.957969 nChanged 2 SP:Iteration 10Q (10100.660000 sec): 3 clusters Score: Raw -66997.720072 + Penalty 3030.186801 = -63967.533271 nChanged 1 SP:Iteration 11Q (10100.820000 sec): 3 clusters Score: Raw -67000.794885 + Penalty 3030.186801 = -63970.608084 nChanged 1 SP:Iteration 12Q (10101.040000 sec): 3 clusters Score: Raw -67001.451025 + Penalty 3030.186801 = -63971.264224 nChanged 0 SP:Iteration 13F (10101.220000 sec): 3 clusters Score: Raw -67001.451025 + Penalty 3030.186801 = -63971.264224 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (1751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10101.360000 sec): 2 clusters Score: Raw -252647.856989 + Penalty 1852.049698 = -250795.807291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10101.500000 sec): 3 clusters Score: Raw -252054.467910 + Penalty 3704.099397 = -248350.368513 nChanged 546 SP:Iteration 1F (10101.670000 sec): 3 clusters Score: Raw -252514.138282 + Penalty 3704.099397 = -248810.038885 nChanged 144 SP:Iteration 2F (10101.840000 sec): 3 clusters Score: Raw -252703.942634 + Penalty 3704.099397 = -248999.843238 nChanged 103 SP:Iteration 3F (10101.990000 sec): 3 clusters Score: Raw -252827.159849 + Penalty 3704.099397 = -249123.060452 nChanged 86 SP:Iteration 4Q (10102.180000 sec): 3 clusters Score: Raw -252922.995184 + Penalty 3704.099397 = -249218.895787 nChanged 70 SP:Iteration 5Q (10102.410000 sec): 3 clusters Score: Raw -253001.192969 + Penalty 3704.099397 = -249297.093572 nChanged 60 SP:Iteration 6Q (10102.580000 sec): 3 clusters Score: Raw -253063.204364 + Penalty 3704.099397 = -249359.104967 nChanged 41 SP:Iteration 7Q (10102.790000 sec): 3 clusters Score: Raw -253112.765436 + Penalty 3704.099397 = -249408.666040 nChanged 45 SP:Iteration 8Q (10102.980000 sec): 3 clusters Score: Raw -253159.928528 + Penalty 3704.099397 = -249455.829131 nChanged 34 SP:Iteration 9Q (10103.170000 sec): 3 clusters Score: Raw -253189.807513 + Penalty 3704.099397 = -249485.708116 nChanged 33 SP:Iteration 10Q (10103.350000 sec): 3 clusters Score: Raw -253224.681759 + Penalty 3704.099397 = -249520.582363 nChanged 16 SP:Iteration 11Q (10103.570000 sec): 3 clusters Score: Raw -253241.731378 + Penalty 3704.099397 = -249537.631981 nChanged 14 SP:Iteration 12Q (10103.770000 sec): 3 clusters Score: Raw -253255.704192 + Penalty 3704.099397 = -249551.604795 nChanged 14 SP:Iteration 13Q (10103.940000 sec): 3 clusters Score: Raw -253273.190295 + Penalty 3704.099397 = -249569.090898 nChanged 14 SP:Iteration 14Q (10104.110000 sec): 3 clusters Score: Raw -253287.729502 + Penalty 3704.099397 = -249583.630106 nChanged 12 SP:Iteration 15Q (10104.310000 sec): 3 clusters Score: Raw -253299.424245 + Penalty 3704.099397 = -249595.324848 nChanged 10 SP:Iteration 16Q (10104.530000 sec): 3 clusters Score: Raw -253312.849896 + Penalty 3704.099397 = -249608.750499 nChanged 10 SP:Iteration 17Q (10104.710000 sec): 3 clusters Score: Raw -253325.117709 + Penalty 3704.099397 = -249621.018312 nChanged 10 SP:Iteration 18Q (10104.900000 sec): 3 clusters Score: Raw -253333.137851 + Penalty 3704.099397 = -249629.038454 nChanged 7 SP:Iteration 19Q (10105.050000 sec): 3 clusters Score: Raw -253339.334927 + Penalty 3704.099397 = -249635.235530 nChanged 2 SP:Iteration 20F (10105.260000 sec): 3 clusters Score: Raw -253342.573615 + Penalty 3704.099397 = -249638.474219 nChanged 2 SP:Iteration 21Q (10105.470000 sec): 3 clusters Score: Raw -253345.376141 + Penalty 3704.099397 = -249641.276744 nChanged 3 SP:Iteration 22Q (10105.610000 sec): 3 clusters Score: Raw -253348.777370 + Penalty 3704.099397 = -249644.677974 nChanged 3 SP:Iteration 23Q (10105.830000 sec): 3 clusters Score: Raw -253350.928796 + Penalty 3704.099397 = -249646.829399 nChanged 2 SP:Iteration 24Q (10105.970000 sec): 3 clusters Score: Raw -253352.801396 + Penalty 3704.099397 = -249648.701999 nChanged 1 SP:Iteration 25Q (10106.180000 sec): 3 clusters Score: Raw -253353.404641 + Penalty 3704.099397 = -249649.305244 nChanged 2 SP:Iteration 26Q (10106.330000 sec): 3 clusters Score: Raw -253355.468425 + Penalty 3704.099397 = -249651.369028 nChanged 4 SP:Iteration 27Q (10106.530000 sec): 3 clusters Score: Raw -253358.957874 + Penalty 3704.099397 = -249654.858477 nChanged 0 SP:Iteration 28F (10106.740000 sec): 3 clusters Score: Raw -253358.957874 + Penalty 3704.099397 = -249654.858477 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10106.840000 sec): 2 clusters Score: Raw -21591.159186 + Penalty 1299.953260 = -20291.205927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10107.010000 sec): 3 clusters Score: Raw -21887.259063 + Penalty 2599.906519 = -19287.352544 nChanged 20 SP:Iteration 1F (10107.180000 sec): 3 clusters Score: Raw -21992.598705 + Penalty 2599.906519 = -19392.692186 nChanged 11 SP:Iteration 2F (10107.400000 sec): 3 clusters Score: Raw -22033.053190 + Penalty 2599.906519 = -19433.146671 nChanged 1 SP:Iteration 3Q (10107.590000 sec): 3 clusters Score: Raw -22039.029824 + Penalty 2599.906519 = -19439.123305 nChanged 1 SP:Iteration 4Q (10107.810000 sec): 3 clusters Score: Raw -22040.811003 + Penalty 2599.906519 = -19440.904483 nChanged 1 SP:Iteration 5Q (10107.950000 sec): 3 clusters Score: Raw -22045.723594 + Penalty 2599.906519 = -19445.817074 nChanged 0 SP:Iteration 6F (10108.150000 sec): 3 clusters Score: Raw -22045.723594 + Penalty 2599.906519 = -19445.817074 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10108.240000 sec): 2 clusters Score: Raw -33463.804319 + Penalty 1339.863991 = -32123.940328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10108.440000 sec): 3 clusters Score: Raw -33828.093660 + Penalty 2679.727981 = -31148.365678 nChanged 42 SP:Iteration 1F (10108.650000 sec): 3 clusters Score: Raw -34045.709856 + Penalty 2679.727981 = -31365.981875 nChanged 12 SP:Iteration 2F (10108.870000 sec): 3 clusters Score: Raw -34111.319112 + Penalty 2679.727981 = -31431.591131 nChanged 7 SP:Iteration 3Q (10109.080000 sec): 3 clusters Score: Raw -34179.677510 + Penalty 2679.727981 = -31499.949529 nChanged 5 SP:Iteration 4Q (10109.240000 sec): 3 clusters Score: Raw -34209.032865 + Penalty 2679.727981 = -31529.304884 nChanged 1 SP:Iteration 5Q (10109.450000 sec): 3 clusters Score: Raw -34214.738277 + Penalty 2679.727981 = -31535.010296 nChanged 0 SP:Iteration 6F (10109.710000 sec): 3 clusters Score: Raw -34214.738277 + Penalty 2679.727981 = -31535.010296 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (5297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10109.780000 sec): 2 clusters Score: Raw -799795.005209 + Penalty 2126.574184 = -797668.431025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10110.010000 sec): 3 clusters Score: Raw -797201.534160 + Penalty 4253.148367 = -792948.385793 nChanged 2008 SP:Iteration 1F (10110.230000 sec): 3 clusters Score: Raw -798281.123853 + Penalty 4253.148367 = -794027.975486 nChanged 387 SP:Iteration 2F (10110.470000 sec): 3 clusters Score: Raw -798502.663549 + Penalty 4253.148367 = -794249.515182 nChanged 270 SP:Iteration 3F (10110.680000 sec): 3 clusters Score: Raw -798665.633819 + Penalty 4253.148367 = -794412.485452 nChanged 229 SP:Iteration 4Q (10110.900000 sec): 3 clusters Score: Raw -798808.426909 + Penalty 4253.148367 = -794555.278542 nChanged 205 SP:Iteration 5Q (10111.100000 sec): 3 clusters Score: Raw -798929.169888 + Penalty 4253.148367 = -794676.021521 nChanged 192 SP:Iteration 6Q (10111.300000 sec): 3 clusters Score: Raw -799048.877056 + Penalty 4253.148367 = -794795.728689 nChanged 182 SP:Iteration 7Q (10111.540000 sec): 3 clusters Score: Raw -799174.893869 + Penalty 4253.148367 = -794921.745502 nChanged 166 SP:Iteration 8Q (10111.730000 sec): 3 clusters Score: Raw -799282.256127 + Penalty 4253.148367 = -795029.107760 nChanged 154 SP:Iteration 9Q (10111.950000 sec): 3 clusters Score: Raw -799385.025961 + Penalty 4253.148367 = -795131.877594 nChanged 136 SP:Iteration 10Q (10112.150000 sec): 3 clusters Score: Raw -799474.029861 + Penalty 4253.148367 = -795220.881493 nChanged 125 SP:Iteration 11Q (10112.360000 sec): 3 clusters Score: Raw -799554.372030 + Penalty 4253.148367 = -795301.223663 nChanged 113 SP:Iteration 12Q (10112.550000 sec): 3 clusters Score: Raw -799629.590172 + Penalty 4253.148367 = -795376.441804 nChanged 108 SP:Iteration 13Q (10112.850000 sec): 3 clusters Score: Raw -799708.011149 + Penalty 4253.148367 = -795454.862782 nChanged 96 SP:Iteration 14Q (10113.030000 sec): 3 clusters Score: Raw -799778.179391 + Penalty 4253.148367 = -795525.031024 nChanged 82 SP:Iteration 15Q (10113.270000 sec): 3 clusters Score: Raw -799836.157614 + Penalty 4253.148367 = -795583.009247 nChanged 67 SP:Iteration 16Q (10113.460000 sec): 3 clusters Score: Raw -799885.408743 + Penalty 4253.148367 = -795632.260376 nChanged 57 SP:Iteration 17Q (10113.680000 sec): 3 clusters Score: Raw -799926.682215 + Penalty 4253.148367 = -795673.533848 nChanged 39 SP:Iteration 18Q (10113.910000 sec): 3 clusters Score: Raw -799955.034288 + Penalty 4253.148367 = -795701.885921 nChanged 36 SP:Iteration 19Q (10114.150000 sec): 3 clusters Score: Raw -799980.485983 + Penalty 4253.148367 = -795727.337616 nChanged 23 SP:Iteration 20F (10114.310000 sec): 3 clusters Score: Raw -799996.831520 + Penalty 4253.148367 = -795743.683152 nChanged 19 SP:Iteration 21Q (10114.520000 sec): 3 clusters Score: Raw -800008.974031 + Penalty 4253.148367 = -795755.825664 nChanged 17 SP:Iteration 22Q (10114.720000 sec): 3 clusters Score: Raw -800022.078692 + Penalty 4253.148367 = -795768.930325 nChanged 15 SP:Iteration 23Q (10114.930000 sec): 3 clusters Score: Raw -800033.098601 + Penalty 4253.148367 = -795779.950234 nChanged 14 SP:Iteration 24Q (10115.090000 sec): 3 clusters Score: Raw -800041.926488 + Penalty 4253.148367 = -795788.778120 nChanged 11 SP:Iteration 25Q (10115.280000 sec): 3 clusters Score: Raw -800054.169993 + Penalty 4253.148367 = -795801.021626 nChanged 12 SP:Iteration 26Q (10115.460000 sec): 3 clusters Score: Raw -800064.630697 + Penalty 4253.148367 = -795811.482329 nChanged 10 SP:Iteration 27Q (10115.650000 sec): 3 clusters Score: Raw -800071.900072 + Penalty 4253.148367 = -795818.751705 nChanged 7 SP:Iteration 28Q (10115.870000 sec): 3 clusters Score: Raw -800076.207801 + Penalty 4253.148367 = -795823.059434 nChanged 6 SP:Iteration 29Q (10116.110000 sec): 3 clusters Score: Raw -800080.509113 + Penalty 4253.148367 = -795827.360746 nChanged 2 SP:Iteration 30Q (10116.340000 sec): 3 clusters Score: Raw -800082.233808 + Penalty 4253.148367 = -795829.085441 nChanged 3 SP:Iteration 31Q (10116.560000 sec): 3 clusters Score: Raw -800084.282377 + Penalty 4253.148367 = -795831.134009 nChanged 4 SP:Iteration 32Q (10116.790000 sec): 3 clusters Score: Raw -800086.780741 + Penalty 4253.148367 = -795833.632374 nChanged 5 SP:Iteration 33Q (10116.970000 sec): 3 clusters Score: Raw -800091.299362 + Penalty 4253.148367 = -795838.150994 nChanged 3 SP:Iteration 34Q (10117.210000 sec): 3 clusters Score: Raw -800094.017291 + Penalty 4253.148367 = -795840.868924 nChanged 9 SP:Iteration 35Q (10117.460000 sec): 3 clusters Score: Raw -800101.194797 + Penalty 4253.148367 = -795848.046429 nChanged 3 SP:Iteration 36Q (10117.650000 sec): 3 clusters Score: Raw -800104.839854 + Penalty 4253.148367 = -795851.691487 nChanged 5 SP:Iteration 37Q (10117.880000 sec): 3 clusters Score: Raw -800107.850479 + Penalty 4253.148367 = -795854.702112 nChanged 1 SP:Iteration 38Q (10118.130000 sec): 3 clusters Score: Raw -800108.403355 + Penalty 4253.148367 = -795855.254988 nChanged 1 SP:Iteration 39Q (10118.290000 sec): 3 clusters Score: Raw -800109.645795 + Penalty 4253.148367 = -795856.497428 nChanged 4 SP:Iteration 40F (10118.530000 sec): 3 clusters Score: Raw -800113.078355 + Penalty 4253.148367 = -795859.929988 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10118.670000 sec): 2 clusters Score: Raw -99806.232046 + Penalty 1606.670391 = -98199.561655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10118.860000 sec): 3 clusters Score: Raw -99753.108662 + Penalty 3213.340783 = -96539.767879 nChanged 119 SP:Iteration 1F (10118.980000 sec): 3 clusters Score: Raw -99919.079503 + Penalty 3213.340783 = -96705.738720 nChanged 28 SP:Iteration 2Q (10119.190000 sec): 3 clusters Score: Raw -99963.441557 + Penalty 3213.340783 = -96750.100775 nChanged 12 SP:Iteration 3Q (10119.410000 sec): 3 clusters Score: Raw -99994.197238 + Penalty 3213.340783 = -96780.856455 nChanged 7 SP:Iteration 4Q (10119.550000 sec): 3 clusters Score: Raw -100009.993499 + Penalty 3213.340783 = -96796.652716 nChanged 5 SP:Iteration 5Q (10119.730000 sec): 3 clusters Score: Raw -100020.243260 + Penalty 3213.340783 = -96806.902478 nChanged 3 SP:Iteration 6Q (10119.940000 sec): 3 clusters Score: Raw -100026.949343 + Penalty 3213.340783 = -96813.608561 nChanged 2 SP:Iteration 7Q (10120.080000 sec): 3 clusters Score: Raw -100030.139443 + Penalty 3213.340783 = -96816.798660 nChanged 4 SP:Iteration 8Q (10120.230000 sec): 3 clusters Score: Raw -100038.308011 + Penalty 3213.340783 = -96824.967229 nChanged 2 SP:Iteration 9Q (10120.410000 sec): 3 clusters Score: Raw -100041.309390 + Penalty 3213.340783 = -96827.968608 nChanged 4 SP:Iteration 10Q (10120.580000 sec): 3 clusters Score: Raw -100053.197061 + Penalty 3213.340783 = -96839.856279 nChanged 4 SP:Iteration 11Q (10120.740000 sec): 3 clusters Score: Raw -100061.286343 + Penalty 3213.340783 = -96847.945561 nChanged 2 SP:Iteration 12Q (10120.870000 sec): 3 clusters Score: Raw -100064.002965 + Penalty 3213.340783 = -96850.662182 nChanged 1 SP:Iteration 13Q (10121.070000 sec): 3 clusters Score: Raw -100065.142540 + Penalty 3213.340783 = -96851.801758 nChanged 0 SP:Iteration 14F (10121.280000 sec): 3 clusters Score: Raw -100065.142540 + Penalty 3213.340783 = -96851.801758 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10121.350000 sec): 2 clusters Score: Raw -116730.850411 + Penalty 1649.269204 = -115081.581207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10121.560000 sec): 3 clusters Score: Raw -116650.942988 + Penalty 3298.538408 = -113352.404580 nChanged 180 SP:Iteration 1F (10121.760000 sec): 3 clusters Score: Raw -116949.157597 + Penalty 3298.538408 = -113650.619189 nChanged 54 SP:Iteration 2F (10121.930000 sec): 3 clusters Score: Raw -117095.656228 + Penalty 3298.538408 = -113797.117820 nChanged 43 SP:Iteration 3F (10122.140000 sec): 3 clusters Score: Raw -117223.746822 + Penalty 3298.538408 = -113925.208414 nChanged 34 SP:Iteration 4Q (10122.360000 sec): 3 clusters Score: Raw -117292.915376 + Penalty 3298.538408 = -113994.376968 nChanged 22 SP:Iteration 5Q (10122.560000 sec): 3 clusters Score: Raw -117353.595752 + Penalty 3298.538408 = -114055.057344 nChanged 23 SP:Iteration 6Q (10122.720000 sec): 3 clusters Score: Raw -117438.685405 + Penalty 3298.538408 = -114140.146997 nChanged 31 SP:Iteration 7Q (10122.910000 sec): 3 clusters Score: Raw -117529.772920 + Penalty 3298.538408 = -114231.234512 nChanged 29 SP:Iteration 8Q (10123.060000 sec): 3 clusters Score: Raw -117598.868248 + Penalty 3298.538408 = -114300.329840 nChanged 23 SP:Iteration 9Q (10123.250000 sec): 3 clusters Score: Raw -117693.041725 + Penalty 3298.538408 = -114394.503317 nChanged 20 SP:Iteration 10Q (10123.390000 sec): 3 clusters Score: Raw -117741.394321 + Penalty 3298.538408 = -114442.855912 nChanged 11 SP:Iteration 11Q (10123.580000 sec): 3 clusters Score: Raw -117758.476589 + Penalty 3298.538408 = -114459.938181 nChanged 5 SP:Iteration 12Q (10123.740000 sec): 3 clusters Score: Raw -117770.002602 + Penalty 3298.538408 = -114471.464194 nChanged 8 SP:Iteration 13Q (10123.940000 sec): 3 clusters Score: Raw -117802.237205 + Penalty 3298.538408 = -114503.698797 nChanged 6 SP:Iteration 14Q (10124.080000 sec): 3 clusters Score: Raw -117823.244558 + Penalty 3298.538408 = -114524.706150 nChanged 6 SP:Iteration 15Q (10124.300000 sec): 3 clusters Score: Raw -117835.939837 + Penalty 3298.538408 = -114537.401429 nChanged 4 SP:Iteration 16Q (10124.470000 sec): 3 clusters Score: Raw -117840.506118 + Penalty 3298.538408 = -114541.967710 nChanged 1 SP:Iteration 17Q (10124.690000 sec): 3 clusters Score: Raw -117842.931575 + Penalty 3298.538408 = -114544.393167 nChanged 1 SP:Iteration 18Q (10124.860000 sec): 3 clusters Score: Raw -117844.885572 + Penalty 3298.538408 = -114546.347164 nChanged 3 SP:Iteration 19Q (10125.050000 sec): 3 clusters Score: Raw -117852.124704 + Penalty 3298.538408 = -114553.586296 nChanged 3 SP:Iteration 20F (10125.230000 sec): 3 clusters Score: Raw -117865.057571 + Penalty 3298.538408 = -114566.519163 nChanged 3 SP:Iteration 21Q (10125.460000 sec): 3 clusters Score: Raw -117874.544831 + Penalty 3298.538408 = -114576.006423 nChanged 4 SP:Iteration 22Q (10125.640000 sec): 3 clusters Score: Raw -117881.127666 + Penalty 3298.538408 = -114582.589258 nChanged 2 SP:Iteration 23Q (10125.870000 sec): 3 clusters Score: Raw -117883.560735 + Penalty 3298.538408 = -114585.022327 nChanged 1 SP:Iteration 24Q (10126.020000 sec): 3 clusters Score: Raw -117886.100853 + Penalty 3298.538408 = -114587.562445 nChanged 0 SP:Iteration 25F (10126.180000 sec): 3 clusters Score: Raw -117886.100853 + Penalty 3298.538408 = -114587.562445 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (1665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10126.300000 sec): 2 clusters Score: Raw -249831.976394 + Penalty 1839.559940 = -247992.416454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10126.500000 sec): 3 clusters Score: Raw -249306.134433 + Penalty 3679.119880 = -245627.014553 nChanged 515 SP:Iteration 1F (10126.690000 sec): 3 clusters Score: Raw -249964.862638 + Penalty 3679.119880 = -246285.742759 nChanged 182 SP:Iteration 2F (10126.900000 sec): 3 clusters Score: Raw -250319.178562 + Penalty 3679.119880 = -246640.058682 nChanged 147 SP:Iteration 3F (10127.060000 sec): 3 clusters Score: Raw -250659.502872 + Penalty 3679.119880 = -246980.382993 nChanged 118 SP:Iteration 4F (10127.260000 sec): 3 clusters Score: Raw -250869.025544 + Penalty 3679.119880 = -247189.905664 nChanged 77 SP:Iteration 5Q (10127.410000 sec): 3 clusters Score: Raw -250996.246081 + Penalty 3679.119880 = -247317.126201 nChanged 49 SP:Iteration 6Q (10127.590000 sec): 3 clusters Score: Raw -251061.258973 + Penalty 3679.119880 = -247382.139093 nChanged 24 SP:Iteration 7Q (10127.780000 sec): 3 clusters Score: Raw -251092.801256 + Penalty 3679.119880 = -247413.681376 nChanged 17 SP:Iteration 8Q (10128.020000 sec): 3 clusters Score: Raw -251116.165682 + Penalty 3679.119880 = -247437.045802 nChanged 12 SP:Iteration 9Q (10128.180000 sec): 3 clusters Score: Raw -251131.345985 + Penalty 3679.119880 = -247452.226105 nChanged 6 SP:Iteration 10Q (10128.380000 sec): 3 clusters Score: Raw -251144.242357 + Penalty 3679.119880 = -247465.122477 nChanged 5 SP:Iteration 11Q (10128.540000 sec): 3 clusters Score: Raw -251151.747395 + Penalty 3679.119880 = -247472.627516 nChanged 2 SP:Iteration 12Q (10128.750000 sec): 3 clusters Score: Raw -251154.087248 + Penalty 3679.119880 = -247474.967369 nChanged 0 SP:Iteration 13F (10128.940000 sec): 3 clusters Score: Raw -251154.087248 + Penalty 3679.119880 = -247474.967369 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10129.060000 sec): 2 clusters Score: Raw -44776.972356 + Penalty 1444.848027 = -43332.124330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10129.230000 sec): 3 clusters Score: Raw -44896.602319 + Penalty 2889.696053 = -42006.906266 nChanged 57 SP:Iteration 1F (10129.460000 sec): 3 clusters Score: Raw -45069.473317 + Penalty 2889.696053 = -42179.777263 nChanged 20 SP:Iteration 2F (10129.610000 sec): 3 clusters Score: Raw -45145.148811 + Penalty 2889.696053 = -42255.452758 nChanged 14 SP:Iteration 3Q (10129.820000 sec): 3 clusters Score: Raw -45201.900992 + Penalty 2889.696053 = -42312.204938 nChanged 8 SP:Iteration 4Q (10129.980000 sec): 3 clusters Score: Raw -45250.071721 + Penalty 2889.696053 = -42360.375668 nChanged 8 SP:Iteration 5Q (10130.180000 sec): 3 clusters Score: Raw -45291.786806 + Penalty 2889.696053 = -42402.090752 nChanged 15 SP:Iteration 6Q (10130.380000 sec): 3 clusters Score: Raw -45380.017688 + Penalty 2889.696053 = -42490.321635 nChanged 13 SP:Iteration 7Q (10130.640000 sec): 3 clusters Score: Raw -45463.617836 + Penalty 2889.696053 = -42573.921782 nChanged 4 SP:Iteration 8Q (10130.820000 sec): 3 clusters Score: Raw -45483.740028 + Penalty 2889.696053 = -42594.043974 nChanged 3 SP:Iteration 9Q (10130.990000 sec): 3 clusters Score: Raw -45494.069755 + Penalty 2889.696053 = -42604.373702 nChanged 2 SP:Iteration 10Q (10131.160000 sec): 3 clusters Score: Raw -45504.473281 + Penalty 2889.696053 = -42614.777228 nChanged 2 SP:Iteration 11Q (10131.390000 sec): 3 clusters Score: Raw -45512.823613 + Penalty 2889.696053 = -42623.127559 nChanged 1 SP:Iteration 12Q (10131.580000 sec): 3 clusters Score: Raw -45514.928936 + Penalty 2889.696053 = -42625.232883 nChanged 0 SP:Iteration 13F (10131.750000 sec): 3 clusters Score: Raw -45514.928936 + Penalty 2889.696053 = -42625.232883 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10131.860000 sec): 2 clusters Score: Raw -15737.116123 + Penalty 1266.274478 = -14470.841646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10132.050000 sec): 3 clusters Score: Raw -16176.324998 + Penalty 2532.548955 = -13643.776043 nChanged 21 SP:Iteration 1F (10132.280000 sec): 3 clusters Score: Raw -16296.447035 + Penalty 2532.548955 = -13763.898080 nChanged 4 SP:Iteration 2Q (10132.460000 sec): 3 clusters Score: Raw -16315.229482 + Penalty 2532.548955 = -13782.680527 nChanged 2 SP:Iteration 3Q (10132.660000 sec): 3 clusters Score: Raw -16318.875146 + Penalty 2532.548955 = -13786.326191 nChanged 0 SP:Iteration 4F (10132.930000 sec): 3 clusters Score: Raw -16318.875146 + Penalty 2532.548955 = -13786.326191 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10133.020000 sec): 2 clusters Score: Raw -26182.034441 + Penalty 1317.675083 = -24864.359359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10133.210000 sec): 3 clusters Score: Raw -26440.154030 + Penalty 2635.350166 = -23804.803865 nChanged 22 SP:Iteration 1F (10133.440000 sec): 3 clusters Score: Raw -26550.658986 + Penalty 2635.350166 = -23915.308821 nChanged 7 SP:Iteration 2Q (10133.630000 sec): 3 clusters Score: Raw -26586.068131 + Penalty 2635.350166 = -23950.717966 nChanged 2 SP:Iteration 3Q (10133.810000 sec): 3 clusters Score: Raw -26591.925623 + Penalty 2635.350166 = -23956.575457 nChanged 2 SP:Iteration 4Q (10134.000000 sec): 3 clusters Score: Raw -26599.203497 + Penalty 2635.350166 = -23963.853332 nChanged 0 SP:Iteration 5F (10134.190000 sec): 3 clusters Score: Raw -26599.203497 + Penalty 2635.350166 = -23963.853332 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10134.300000 sec): 2 clusters Score: Raw -32661.211949 + Penalty 1421.064746 = -31240.147202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10134.500000 sec): 3 clusters Score: Raw -32847.670370 + Penalty 2842.129492 = -30005.540878 nChanged 55 SP:Iteration 1F (10134.680000 sec): 3 clusters Score: Raw -33033.619875 + Penalty 2842.129492 = -30191.490382 nChanged 10 SP:Iteration 2Q (10134.840000 sec): 3 clusters Score: Raw -33099.762660 + Penalty 2842.129492 = -30257.633168 nChanged 3 SP:Iteration 3Q (10135.040000 sec): 3 clusters Score: Raw -33119.969734 + Penalty 2842.129492 = -30277.840242 nChanged 3 SP:Iteration 4Q (10135.260000 sec): 3 clusters Score: Raw -33129.392245 + Penalty 2842.129492 = -30287.262752 nChanged 0 SP:Iteration 5F (10135.440000 sec): 3 clusters Score: Raw -33129.392245 + Penalty 2842.129492 = -30287.262752 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10135.530000 sec): 2 clusters Score: Raw -20381.364029 + Penalty 1297.314937 = -19084.049092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10135.700000 sec): 3 clusters Score: Raw -20775.116751 + Penalty 2594.629874 = -18180.486877 nChanged 19 SP:Iteration 1F (10135.880000 sec): 3 clusters Score: Raw -20854.667667 + Penalty 2594.629874 = -18260.037793 nChanged 9 SP:Iteration 2Q (10136.090000 sec): 3 clusters Score: Raw -20911.830420 + Penalty 2594.629874 = -18317.200546 nChanged 5 SP:Iteration 3Q (10136.220000 sec): 3 clusters Score: Raw -20941.697665 + Penalty 2594.629874 = -18347.067791 nChanged 1 SP:Iteration 4Q (10136.420000 sec): 3 clusters Score: Raw -20946.133014 + Penalty 2594.629874 = -18351.503140 nChanged 2 SP:Iteration 5Q (10136.620000 sec): 3 clusters Score: Raw -20953.920151 + Penalty 2594.629874 = -18359.290278 nChanged 0 SP:Iteration 6F (10136.820000 sec): 3 clusters Score: Raw -20953.920151 + Penalty 2594.629874 = -18359.290278 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10136.860000 sec): 2 clusters Score: Raw -51391.232386 + Penalty 1444.848027 = -49946.384359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10137.050000 sec): 3 clusters Score: Raw -51534.803796 + Penalty 2889.696053 = -48645.107743 nChanged 44 SP:Iteration 1F (10137.190000 sec): 3 clusters Score: Raw -51662.481995 + Penalty 2889.696053 = -48772.785942 nChanged 8 SP:Iteration 2Q (10137.420000 sec): 3 clusters Score: Raw -51686.329574 + Penalty 2889.696053 = -48796.633521 nChanged 3 SP:Iteration 3Q (10137.600000 sec): 3 clusters Score: Raw -51691.946562 + Penalty 2889.696053 = -48802.250509 nChanged 2 SP:Iteration 4Q (10137.790000 sec): 3 clusters Score: Raw -51696.784013 + Penalty 2889.696053 = -48807.087960 nChanged 1 SP:Iteration 5Q (10137.960000 sec): 3 clusters Score: Raw -51701.877076 + Penalty 2889.696053 = -48812.181023 nChanged 0 SP:Iteration 6F (10138.120000 sec): 3 clusters Score: Raw -51701.877076 + Penalty 2889.696053 = -48812.181023 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10138.220000 sec): 2 clusters Score: Raw -187845.075058 + Penalty 1774.538283 = -186070.536775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10138.380000 sec): 3 clusters Score: Raw -187498.752739 + Penalty 3549.076566 = -183949.676173 nChanged 353 SP:Iteration 1F (10138.560000 sec): 3 clusters Score: Raw -187848.978629 + Penalty 3549.076566 = -184299.902063 nChanged 86 SP:Iteration 2F (10138.720000 sec): 3 clusters Score: Raw -187941.122150 + Penalty 3549.076566 = -184392.045584 nChanged 49 SP:Iteration 3Q (10138.940000 sec): 3 clusters Score: Raw -187991.762456 + Penalty 3549.076566 = -184442.685891 nChanged 35 SP:Iteration 4Q (10139.140000 sec): 3 clusters Score: Raw -188032.148092 + Penalty 3549.076566 = -184483.071527 nChanged 32 SP:Iteration 5Q (10139.320000 sec): 3 clusters Score: Raw -188058.824638 + Penalty 3549.076566 = -184509.748072 nChanged 17 SP:Iteration 6Q (10139.490000 sec): 3 clusters Score: Raw -188071.250543 + Penalty 3549.076566 = -184522.173977 nChanged 14 SP:Iteration 7Q (10139.670000 sec): 3 clusters Score: Raw -188080.907341 + Penalty 3549.076566 = -184531.830776 nChanged 12 SP:Iteration 8Q (10139.840000 sec): 3 clusters Score: Raw -188095.131580 + Penalty 3549.076566 = -184546.055015 nChanged 10 SP:Iteration 9Q (10140.040000 sec): 3 clusters Score: Raw -188103.741805 + Penalty 3549.076566 = -184554.665239 nChanged 11 SP:Iteration 10Q (10140.210000 sec): 3 clusters Score: Raw -188116.278133 + Penalty 3549.076566 = -184567.201567 nChanged 11 SP:Iteration 11Q (10140.400000 sec): 3 clusters Score: Raw -188126.120016 + Penalty 3549.076566 = -184577.043450 nChanged 11 SP:Iteration 12Q (10140.550000 sec): 3 clusters Score: Raw -188139.558721 + Penalty 3549.076566 = -184590.482155 nChanged 6 SP:Iteration 13Q (10140.730000 sec): 3 clusters Score: Raw -188153.248245 + Penalty 3549.076566 = -184604.171679 nChanged 10 SP:Iteration 14Q (10140.910000 sec): 3 clusters Score: Raw -188167.468693 + Penalty 3549.076566 = -184618.392128 nChanged 10 SP:Iteration 15Q (10141.090000 sec): 3 clusters Score: Raw -188180.174807 + Penalty 3549.076566 = -184631.098241 nChanged 10 SP:Iteration 16Q (10141.280000 sec): 3 clusters Score: Raw -188193.846983 + Penalty 3549.076566 = -184644.770417 nChanged 9 SP:Iteration 17Q (10141.430000 sec): 3 clusters Score: Raw -188204.761674 + Penalty 3549.076566 = -184655.685108 nChanged 5 SP:Iteration 18Q (10141.600000 sec): 3 clusters Score: Raw -188211.453342 + Penalty 3549.076566 = -184662.376776 nChanged 3 SP:Iteration 19Q (10141.760000 sec): 3 clusters Score: Raw -188214.109753 + Penalty 3549.076566 = -184665.033187 nChanged 4 SP:Iteration 20F (10141.910000 sec): 3 clusters Score: Raw -188218.596556 + Penalty 3549.076566 = -184669.519991 nChanged 6 SP:Iteration 21Q (10142.120000 sec): 3 clusters Score: Raw -188223.657146 + Penalty 3549.076566 = -184674.580580 nChanged 3 SP:Iteration 22Q (10142.320000 sec): 3 clusters Score: Raw -188225.889815 + Penalty 3549.076566 = -184676.813249 nChanged 3 SP:Iteration 23Q (10142.490000 sec): 3 clusters Score: Raw -188229.165054 + Penalty 3549.076566 = -184680.088489 nChanged 5 SP:Iteration 24Q (10142.710000 sec): 3 clusters Score: Raw -188239.574705 + Penalty 3549.076566 = -184690.498139 nChanged 8 SP:Iteration 25Q (10142.940000 sec): 3 clusters Score: Raw -188246.690142 + Penalty 3549.076566 = -184697.613576 nChanged 4 SP:Iteration 26Q (10143.160000 sec): 3 clusters Score: Raw -188248.882907 + Penalty 3549.076566 = -184699.806341 nChanged 6 SP:Iteration 27Q (10143.330000 sec): 3 clusters Score: Raw -188255.097678 + Penalty 3549.076566 = -184706.021112 nChanged 4 SP:Iteration 28Q (10143.500000 sec): 3 clusters Score: Raw -188261.056323 + Penalty 3549.076566 = -184711.979758 nChanged 3 SP:Iteration 29Q (10143.690000 sec): 3 clusters Score: Raw -188264.868065 + Penalty 3549.076566 = -184715.791499 nChanged 5 SP:Iteration 30Q (10143.840000 sec): 3 clusters Score: Raw -188269.380441 + Penalty 3549.076566 = -184720.303875 nChanged 3 SP:Iteration 31Q (10144.020000 sec): 3 clusters Score: Raw -188271.743750 + Penalty 3549.076566 = -184722.667184 nChanged 1 SP:Iteration 32Q (10144.220000 sec): 3 clusters Score: Raw -188272.063857 + Penalty 3549.076566 = -184722.987291 nChanged 1 SP:Iteration 33Q (10144.480000 sec): 3 clusters Score: Raw -188273.161373 + Penalty 3549.076566 = -184724.084808 nChanged 2 SP:Iteration 34Q (10144.690000 sec): 3 clusters Score: Raw -188275.035190 + Penalty 3549.076566 = -184725.958624 nChanged 1 SP:Iteration 35Q (10144.920000 sec): 3 clusters Score: Raw -188277.663742 + Penalty 3549.076566 = -184728.587176 nChanged 0 SP:Iteration 36F (10145.100000 sec): 3 clusters Score: Raw -188277.663742 + Penalty 3549.076566 = -184728.587176 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10145.170000 sec): 2 clusters Score: Raw -38817.838586 + Penalty 1467.885676 = -37349.952910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10145.400000 sec): 3 clusters Score: Raw -39001.482035 + Penalty 2935.771352 = -36065.710684 nChanged 79 SP:Iteration 1F (10145.550000 sec): 3 clusters Score: Raw -39259.512087 + Penalty 2935.771352 = -36323.740736 nChanged 21 SP:Iteration 2F (10145.750000 sec): 3 clusters Score: Raw -39350.978272 + Penalty 2935.771352 = -36415.206921 nChanged 21 SP:Iteration 3F (10145.890000 sec): 3 clusters Score: Raw -39469.840234 + Penalty 2935.771352 = -36534.068882 nChanged 14 SP:Iteration 4Q (10146.060000 sec): 3 clusters Score: Raw -39539.302072 + Penalty 2935.771352 = -36603.530721 nChanged 8 SP:Iteration 5Q (10146.240000 sec): 3 clusters Score: Raw -39615.614949 + Penalty 2935.771352 = -36679.843597 nChanged 6 SP:Iteration 6Q (10146.440000 sec): 3 clusters Score: Raw -39693.106942 + Penalty 2935.771352 = -36757.335591 nChanged 5 SP:Iteration 7Q (10146.600000 sec): 3 clusters Score: Raw -39744.814515 + Penalty 2935.771352 = -36809.043163 nChanged 4 SP:Iteration 8Q (10146.770000 sec): 3 clusters Score: Raw -39775.504825 + Penalty 2935.771352 = -36839.733473 nChanged 6 SP:Iteration 9Q (10146.990000 sec): 3 clusters Score: Raw -39814.102817 + Penalty 2935.771352 = -36878.331465 nChanged 3 SP:Iteration 10Q (10147.190000 sec): 3 clusters Score: Raw -39831.321661 + Penalty 2935.771352 = -36895.550310 nChanged 0 SP:Iteration 11F (10147.360000 sec): 3 clusters Score: Raw -39833.216827 + Penalty 2935.771352 = -36897.445476 nChanged 1 SP:Iteration 12Q (10147.540000 sec): 3 clusters Score: Raw -39849.032771 + Penalty 2935.771352 = -36913.261420 nChanged 1 SP:Iteration 13Q (10147.720000 sec): 3 clusters Score: Raw -39862.953008 + Penalty 2935.771352 = -36927.181657 nChanged 0 SP:Iteration 14F (10147.860000 sec): 3 clusters Score: Raw -39862.953008 + Penalty 2935.771352 = -36927.181657 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10147.960000 sec): 2 clusters Score: Raw -41328.791136 + Penalty 1383.772997 = -39945.018139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10148.110000 sec): 3 clusters Score: Raw -41426.816764 + Penalty 2767.545994 = -38659.270770 nChanged 29 SP:Iteration 1F (10148.310000 sec): 3 clusters Score: Raw -41519.650612 + Penalty 2767.545994 = -38752.104618 nChanged 11 SP:Iteration 2Q (10148.490000 sec): 3 clusters Score: Raw -41560.737839 + Penalty 2767.545994 = -38793.191846 nChanged 5 SP:Iteration 3Q (10148.620000 sec): 3 clusters Score: Raw -41586.668042 + Penalty 2767.545994 = -38819.122048 nChanged 2 SP:Iteration 4Q (10148.800000 sec): 3 clusters Score: Raw -41602.682023 + Penalty 2767.545994 = -38835.136029 nChanged 2 SP:Iteration 5Q (10148.980000 sec): 3 clusters Score: Raw -41611.087798 + Penalty 2767.545994 = -38843.541805 nChanged 0 SP:Iteration 6F (10149.180000 sec): 3 clusters Score: Raw -41611.087798 + Penalty 2767.545994 = -38843.541805 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 56 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10149.280000 sec): 2 clusters Score: Raw -27335.829865 + Penalty 1360.229640 = -25975.600226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10149.440000 sec): 3 clusters Score: Raw -27530.789883 + Penalty 2720.459279 = -24810.330604 nChanged 32 SP:Iteration 1F (10149.640000 sec): 3 clusters Score: Raw -27667.321498 + Penalty 2720.459279 = -24946.862219 nChanged 14 SP:Iteration 2F (10149.800000 sec): 3 clusters Score: Raw -27742.366973 + Penalty 2720.459279 = -25021.907694 nChanged 6 SP:Iteration 3Q (10150.000000 sec): 3 clusters Score: Raw -27790.594767 + Penalty 2720.459279 = -25070.135488 nChanged 4 SP:Iteration 4Q (10150.180000 sec): 3 clusters Score: Raw -27811.422987 + Penalty 2720.459279 = -25090.963708 nChanged 4 SP:Iteration 5Q (10150.310000 sec): 3 clusters Score: Raw -27837.014022 + Penalty 2720.459279 = -25116.554743 nChanged 3 SP:Iteration 6Q (10150.510000 sec): 3 clusters Score: Raw -27856.334803 + Penalty 2720.459279 = -25135.875524 nChanged 4 SP:Iteration 7Q (10150.670000 sec): 3 clusters Score: Raw -27891.557042 + Penalty 2720.459279 = -25171.097763 nChanged 3 SP:Iteration 8Q (10150.830000 sec): 3 clusters Score: Raw -27909.079234 + Penalty 2720.459279 = -25188.619955 nChanged 0 SP:Iteration 9F (10150.960000 sec): 3 clusters Score: Raw -27909.079234 + Penalty 2720.459279 = -25188.619955 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 57 (878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10151.080000 sec): 2 clusters Score: Raw -131137.528041 + Penalty 1680.856355 = -129456.671685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10151.200000 sec): 3 clusters Score: Raw -130977.451464 + Penalty 3361.712710 = -127615.738753 nChanged 207 SP:Iteration 1F (10151.400000 sec): 3 clusters Score: Raw -131225.492736 + Penalty 3361.712710 = -127863.780025 nChanged 51 SP:Iteration 2F (10151.630000 sec): 3 clusters Score: Raw -131300.571147 + Penalty 3361.712710 = -127938.858436 nChanged 24 SP:Iteration 3Q (10151.790000 sec): 3 clusters Score: Raw -131335.388394 + Penalty 3361.712710 = -127973.675683 nChanged 20 SP:Iteration 4Q (10151.990000 sec): 3 clusters Score: Raw -131362.852843 + Penalty 3361.712710 = -128001.140133 nChanged 11 SP:Iteration 5Q (10152.160000 sec): 3 clusters Score: Raw -131377.910603 + Penalty 3361.712710 = -128016.197892 nChanged 5 SP:Iteration 6Q (10152.330000 sec): 3 clusters Score: Raw -131383.381851 + Penalty 3361.712710 = -128021.669141 nChanged 5 SP:Iteration 7Q (10152.480000 sec): 3 clusters Score: Raw -131389.005177 + Penalty 3361.712710 = -128027.292467 nChanged 2 SP:Iteration 8Q (10152.640000 sec): 3 clusters Score: Raw -131391.972998 + Penalty 3361.712710 = -128030.260287 nChanged 2 SP:Iteration 9Q (10152.840000 sec): 3 clusters Score: Raw -131395.529676 + Penalty 3361.712710 = -128033.816966 nChanged 1 SP:Iteration 10Q (10153.010000 sec): 3 clusters Score: Raw -131397.316361 + Penalty 3361.712710 = -128035.603650 nChanged 4 SP:Iteration 11Q (10153.250000 sec): 3 clusters Score: Raw -131400.992646 + Penalty 3361.712710 = -128039.279935 nChanged 0 SP:Iteration 12F (10153.430000 sec): 3 clusters Score: Raw -131400.992646 + Penalty 3361.712710 = -128039.279935 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 58 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10153.490000 sec): 2 clusters Score: Raw -26653.715149 + Penalty 1361.256556 = -25292.458593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10153.700000 sec): 3 clusters Score: Raw -26862.040200 + Penalty 2722.513112 = -24139.527088 nChanged 26 SP:Iteration 1F (10153.840000 sec): 3 clusters Score: Raw -26968.160715 + Penalty 2722.513112 = -24245.647603 nChanged 10 SP:Iteration 2Q (10154.010000 sec): 3 clusters Score: Raw -27013.198617 + Penalty 2722.513112 = -24290.685505 nChanged 5 SP:Iteration 3Q (10154.180000 sec): 3 clusters Score: Raw -27036.126070 + Penalty 2722.513112 = -24313.612958 nChanged 1 SP:Iteration 4Q (10154.390000 sec): 3 clusters Score: Raw -27037.106397 + Penalty 2722.513112 = -24314.593284 nChanged 0 SP:Iteration 5F (10154.540000 sec): 3 clusters Score: Raw -27037.106397 + Penalty 2722.513112 = -24314.593284 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 59 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10154.640000 sec): 2 clusters Score: Raw -21198.038307 + Penalty 1399.192954 = -19798.845353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10154.770000 sec): 3 clusters Score: Raw -21396.985636 + Penalty 2798.385907 = -18598.599729 nChanged 52 SP:Iteration 1F (10154.980000 sec): 3 clusters Score: Raw -21591.609840 + Penalty 2798.385907 = -18793.223933 nChanged 13 SP:Iteration 2Q (10155.190000 sec): 3 clusters Score: Raw -21768.857136 + Penalty 2798.385907 = -18970.471228 nChanged 21 SP:Iteration 3F (10155.400000 sec): 3 clusters Score: Raw -21884.420277 + Penalty 2798.385907 = -19086.034369 nChanged 14 SP:Iteration 4Q (10155.570000 sec): 3 clusters Score: Raw -21971.387935 + Penalty 2798.385907 = -19173.002028 nChanged 7 SP:Iteration 5Q (10155.780000 sec): 3 clusters Score: Raw -22052.925022 + Penalty 2798.385907 = -19254.539115 nChanged 3 SP:Iteration 6Q (10155.910000 sec): 3 clusters Score: Raw -22068.667273 + Penalty 2798.385907 = -19270.281366 nChanged 1 SP:Iteration 7Q (10156.120000 sec): 3 clusters Score: Raw -22082.855440 + Penalty 2798.385907 = -19284.469533 nChanged 1 SP:Iteration 8Q (10156.260000 sec): 3 clusters Score: Raw -22090.258286 + Penalty 2798.385907 = -19291.872379 nChanged 0 SP:Iteration 9F (10156.450000 sec): 3 clusters Score: Raw -22090.258286 + Penalty 2798.385907 = -19291.872379 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 60 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10156.520000 sec): 2 clusters Score: Raw -18410.190118 + Penalty 1272.214881 = -17137.975237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10156.700000 sec): 3 clusters Score: Raw -18611.325607 + Penalty 2544.429763 = -16066.895844 nChanged 10 SP:Iteration 1F (10156.900000 sec): 3 clusters Score: Raw -18654.129678 + Penalty 2544.429763 = -16109.699915 nChanged 1 SP:Iteration 2Q (10157.100000 sec): 3 clusters Score: Raw -18661.001943 + Penalty 2544.429763 = -16116.572181 nChanged 1 SP:Iteration 3Q (10157.260000 sec): 3 clusters Score: Raw -18666.021325 + Penalty 2544.429763 = -16121.591562 nChanged 2 SP:Iteration 4Q (10157.420000 sec): 3 clusters Score: Raw -18681.481567 + Penalty 2544.429763 = -16137.051804 nChanged 1 SP:Iteration 5Q (10157.590000 sec): 3 clusters Score: Raw -18686.986419 + Penalty 2544.429763 = -16142.556656 nChanged 0 SP:Iteration 6F (10157.800000 sec): 3 clusters Score: Raw -18686.986419 + Penalty 2544.429763 = -16142.556656 nChanged 0 ------ Evaluating fit on full set of 1364320 points ------ Score: Raw -201231179.663382 + Penalty 210197.360406 = -201020982.302976 Time taken for this iteration:10286.130000 seconds. 20->61 Clusters: Score -201020982.302976, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.85 GB would take us to total of 3.39 GB. ------ Running on subset of 454773 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 7 (402 points): Lose 68.140184 but Gain 3230.833311 Iteration 0F (10333.690000 sec): 20 clusters Score: Raw -53949320.988580 + Penalty 61385.832904 = -53887935.155676 nChanged 432295 Deleting Class 8 (260 points): Lose 602.011786 but Gain 3230.833311 Iteration 1F (10351.440000 sec): 19 clusters Score: Raw -64611012.003625 + Penalty 58154.999593 = -64552857.004032 nChanged 183965 Iteration 2F (10368.520000 sec): 19 clusters Score: Raw -65508337.946706 + Penalty 58154.999593 = -65450182.947113 nChanged 124672 Iteration 3F (10385.570000 sec): 19 clusters Score: Raw -66024809.456255 + Penalty 58154.999593 = -65966654.456661 nChanged 94458 Iteration 4F (10402.580000 sec): 19 clusters Score: Raw -66316901.237854 + Penalty 58154.999593 = -66258746.238261 nChanged 55443 Iteration 5F (10419.510000 sec): 19 clusters Score: Raw -66414992.808765 + Penalty 58154.999593 = -66356837.809171 nChanged 27349 Iteration 6F (10437.510000 sec): 19 clusters Score: Raw -66460726.715789 + Penalty 58154.999593 = -66402571.716195 nChanged 19602 Iteration 7Q (10446.680000 sec): 19 clusters Score: Raw -66489261.208215 + Penalty 58154.999593 = -66431106.208622 nChanged 16264 Iteration 8Q (10455.390000 sec): 19 clusters Score: Raw -66503278.361280 + Penalty 58154.999593 = -66445123.361686 nChanged 14209 Iteration 9Q (10464.680000 sec): 19 clusters Score: Raw -66513397.499417 + Penalty 58154.999593 = -66455242.499824 nChanged 13217 Iteration 10Q (10474.750000 sec): 19 clusters Score: Raw -66522807.705604 + Penalty 58154.999593 = -66464652.706011 nChanged 13297 Iteration 11Q (10485.130000 sec): 19 clusters Score: Raw -66533800.966308 + Penalty 58154.999593 = -66475645.966715 nChanged 13711 Iteration 12Q (10494.300000 sec): 19 clusters Score: Raw -66547358.294693 + Penalty 58154.999593 = -66489203.295100 nChanged 13644 Iteration 13Q (10504.070000 sec): 19 clusters Score: Raw -66563171.109394 + Penalty 58154.999593 = -66505016.109801 nChanged 12829 Iteration 14Q (10512.980000 sec): 19 clusters Score: Raw -66579028.788295 + Penalty 58154.999593 = -66520873.788701 nChanged 11701 Iteration 15Q (10521.150000 sec): 19 clusters Score: Raw -66593696.937204 + Penalty 58154.999593 = -66535541.937611 nChanged 10624 Iteration 16Q (10530.200000 sec): 19 clusters Score: Raw -66604385.362584 + Penalty 58154.999593 = -66546230.362991 nChanged 8732 Iteration 17Q (10539.350000 sec): 19 clusters Score: Raw -66609706.908967 + Penalty 58154.999593 = -66551551.909374 nChanged 6738 Iteration 18Q (10548.100000 sec): 19 clusters Score: Raw -66612420.749628 + Penalty 58154.999593 = -66554265.750034 nChanged 5148 Iteration 19Q (10556.710000 sec): 19 clusters Score: Raw -66614097.057529 + Penalty 58154.999593 = -66555942.057936 nChanged 4049 Writing temp clu file Because OldScore, -66554265.750034, is greater than current (better) Score,-66555942.057936 Compute initial score before splitting: Score: Raw -66614097.057529 + Penalty 58154.999593 = -66555942.057936 Memory request: 0.01 GB would take us to total of 3.40 GB. Trying to split cluster 1 (4609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10556.890000 sec): 2 clusters Score: Raw -679455.951231 + Penalty 2092.070016 = -677363.881215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10557.130000 sec): 3 clusters Score: Raw -677262.166305 + Penalty 4184.140032 = -673078.026273 nChanged 1693 SP:Iteration 1F (10557.310000 sec): 3 clusters Score: Raw -678445.563455 + Penalty 4184.140032 = -674261.423424 nChanged 431 SP:Iteration 2F (10557.510000 sec): 3 clusters Score: Raw -678900.657945 + Penalty 4184.140032 = -674716.517913 nChanged 367 SP:Iteration 3F (10557.720000 sec): 3 clusters Score: Raw -679368.651984 + Penalty 4184.140032 = -675184.511953 nChanged 338 SP:Iteration 4F (10557.910000 sec): 3 clusters Score: Raw -679865.107816 + Penalty 4184.140032 = -675680.967785 nChanged 306 SP:Iteration 5F (10558.120000 sec): 3 clusters Score: Raw -680310.170624 + Penalty 4184.140032 = -676126.030592 nChanged 294 SP:Iteration 6F (10558.310000 sec): 3 clusters Score: Raw -680794.963178 + Penalty 4184.140032 = -676610.823146 nChanged 290 SP:Iteration 7F (10558.520000 sec): 3 clusters Score: Raw -681227.892177 + Penalty 4184.140032 = -677043.752146 nChanged 254 SP:Iteration 8F (10558.700000 sec): 3 clusters Score: Raw -681639.176757 + Penalty 4184.140032 = -677455.036725 nChanged 186 SP:Iteration 9Q (10558.920000 sec): 3 clusters Score: Raw -681948.715721 + Penalty 4184.140032 = -677764.575689 nChanged 159 SP:Iteration 10Q (10559.100000 sec): 3 clusters Score: Raw -682228.443462 + Penalty 4184.140032 = -678044.303431 nChanged 114 SP:Iteration 11Q (10559.330000 sec): 3 clusters Score: Raw -682478.700835 + Penalty 4184.140032 = -678294.560803 nChanged 92 SP:Iteration 12Q (10559.500000 sec): 3 clusters Score: Raw -682769.711405 + Penalty 4184.140032 = -678585.571374 nChanged 87 SP:Iteration 13Q (10559.730000 sec): 3 clusters Score: Raw -683008.373227 + Penalty 4184.140032 = -678824.233196 nChanged 66 SP:Iteration 14Q (10559.910000 sec): 3 clusters Score: Raw -683219.187592 + Penalty 4184.140032 = -679035.047561 nChanged 49 SP:Iteration 15Q (10560.070000 sec): 3 clusters Score: Raw -683308.781201 + Penalty 4184.140032 = -679124.641169 nChanged 28 SP:Iteration 16Q (10560.260000 sec): 3 clusters Score: Raw -683334.387523 + Penalty 4184.140032 = -679150.247491 nChanged 6 SP:Iteration 17Q (10560.430000 sec): 3 clusters Score: Raw -683338.447628 + Penalty 4184.140032 = -679154.307597 nChanged 6 SP:Iteration 18Q (10560.630000 sec): 3 clusters Score: Raw -683341.234312 + Penalty 4184.140032 = -679157.094281 nChanged 2 SP:Iteration 19Q (10560.810000 sec): 3 clusters Score: Raw -683341.922477 + Penalty 4184.140032 = -679157.782445 nChanged 1 SP:Iteration 20F (10560.980000 sec): 3 clusters Score: Raw -683342.815946 + Penalty 4184.140032 = -679158.675915 nChanged 2 SP:Iteration 21Q (10561.160000 sec): 3 clusters Score: Raw -683348.470614 + Penalty 4184.140032 = -679164.330582 nChanged 0 SP:Iteration 22F (10561.340000 sec): 3 clusters Score: Raw -683348.470614 + Penalty 4184.140032 = -679164.330582 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (89540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10561.960000 sec): 2 clusters Score: Raw -13375047.224539 + Penalty 2827.805301 = -13372219.419238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10562.550000 sec): 3 clusters Score: Raw -13318236.342909 + Penalty 5655.610603 = -13312580.732306 nChanged 41959 SP:Iteration 1F (10563.190000 sec): 3 clusters Score: Raw -13343072.895825 + Penalty 5655.610603 = -13337417.285222 nChanged 5768 SP:Iteration 2F (10563.830000 sec): 3 clusters Score: Raw -13349639.056138 + Penalty 5655.610603 = -13343983.445535 nChanged 8938 SP:Iteration 3F (10564.420000 sec): 3 clusters Score: Raw -13366940.496486 + Penalty 5655.610603 = -13361284.885883 nChanged 10021 SP:Iteration 4F (10565.070000 sec): 3 clusters Score: Raw -13384965.344351 + Penalty 5655.610603 = -13379309.733748 nChanged 8726 SP:Iteration 5F (10565.670000 sec): 3 clusters Score: Raw -13392453.791281 + Penalty 5655.610603 = -13386798.180678 nChanged 5883 SP:Iteration 6F (10566.310000 sec): 3 clusters Score: Raw -13395548.282758 + Penalty 5655.610603 = -13389892.672155 nChanged 4242 SP:Iteration 7Q (10566.950000 sec): 3 clusters Score: Raw -13397566.554400 + Penalty 5655.610603 = -13391910.943797 nChanged 3883 SP:Iteration 8Q (10567.620000 sec): 3 clusters Score: Raw -13399627.332135 + Penalty 5655.610603 = -13393971.721532 nChanged 4234 SP:Iteration 9Q (10568.290000 sec): 3 clusters Score: Raw -13402180.229924 + Penalty 5655.610603 = -13396524.619321 nChanged 4762 SP:Iteration 10F (10568.960000 sec): 3 clusters Score: Raw -13405596.914164 + Penalty 5655.610603 = -13399941.303561 nChanged 5183 SP:Iteration 11F (10569.620000 sec): 3 clusters Score: Raw -13409999.943504 + Penalty 5655.610603 = -13404344.332901 nChanged 5280 SP:Iteration 12F (10570.210000 sec): 3 clusters Score: Raw -13415614.350008 + Penalty 5655.610603 = -13409958.739405 nChanged 4609 SP:Iteration 13F (10570.880000 sec): 3 clusters Score: Raw -13422597.652889 + Penalty 5655.610603 = -13416942.042286 nChanged 2931 SP:Iteration 14Q (10571.440000 sec): 3 clusters Score: Raw -13430683.851538 + Penalty 5655.610603 = -13425028.240935 nChanged 1117 SP:Iteration 15Q (10572.000000 sec): 3 clusters Score: Raw -13436436.412912 + Penalty 5655.610603 = -13430780.802309 nChanged 208 SP:Iteration 16Q (10572.560000 sec): 3 clusters Score: Raw -13436924.673327 + Penalty 5655.610603 = -13431269.062725 nChanged 35 SP:Iteration 17Q (10573.140000 sec): 3 clusters Score: Raw -13436934.086813 + Penalty 5655.610603 = -13431278.476210 nChanged 7 SP:Iteration 18Q (10573.760000 sec): 3 clusters Score: Raw -13436934.975725 + Penalty 5655.610603 = -13431279.365122 nChanged 1 SP:Iteration 19Q (10574.340000 sec): 3 clusters Score: Raw -13436935.020994 + Penalty 5655.610603 = -13431279.410391 nChanged 0 SP:Iteration 20F (10575.020000 sec): 3 clusters Score: Raw -13436935.020994 + Penalty 5655.610603 = -13431279.410391 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (82806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10575.440000 sec): 2 clusters Score: Raw -12366761.768360 + Penalty 2808.415439 = -12363953.352921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10576.050000 sec): 3 clusters Score: Raw -12314228.811924 + Penalty 5616.830878 = -12308611.981046 nChanged 38926 SP:Iteration 1F (10576.670000 sec): 3 clusters Score: Raw -12336446.091209 + Penalty 5616.830878 = -12330829.260331 nChanged 3879 SP:Iteration 2Q (10577.340000 sec): 3 clusters Score: Raw -12338600.733377 + Penalty 5616.830878 = -12332983.902499 nChanged 5244 SP:Iteration 3F (10577.970000 sec): 3 clusters Score: Raw -12343149.854358 + Penalty 5616.830878 = -12337533.023481 nChanged 7195 SP:Iteration 4F (10578.520000 sec): 3 clusters Score: Raw -12350776.904483 + Penalty 5616.830878 = -12345160.073606 nChanged 8132 SP:Iteration 5F (10579.100000 sec): 3 clusters Score: Raw -12358117.500206 + Penalty 5616.830878 = -12352500.669329 nChanged 6991 SP:Iteration 6F (10579.720000 sec): 3 clusters Score: Raw -12362558.499916 + Penalty 5616.830878 = -12356941.669038 nChanged 4865 SP:Iteration 7F (10580.320000 sec): 3 clusters Score: Raw -12364770.931223 + Penalty 5616.830878 = -12359154.100346 nChanged 3294 SP:Iteration 8Q (10580.930000 sec): 3 clusters Score: Raw -12366031.693229 + Penalty 5616.830878 = -12360414.862351 nChanged 2479 SP:Iteration 9Q (10581.560000 sec): 3 clusters Score: Raw -12366916.613583 + Penalty 5616.830878 = -12361299.782705 nChanged 2169 SP:Iteration 10Q (10582.180000 sec): 3 clusters Score: Raw -12367632.928506 + Penalty 5616.830878 = -12362016.097629 nChanged 1986 SP:Iteration 11Q (10582.800000 sec): 3 clusters Score: Raw -12368281.602166 + Penalty 5616.830878 = -12362664.771289 nChanged 1917 SP:Iteration 12Q (10583.420000 sec): 3 clusters Score: Raw -12368898.771591 + Penalty 5616.830878 = -12363281.940714 nChanged 1730 SP:Iteration 13Q (10584.090000 sec): 3 clusters Score: Raw -12369441.472716 + Penalty 5616.830878 = -12363824.641839 nChanged 1582 SP:Iteration 14Q (10584.680000 sec): 3 clusters Score: Raw -12369924.848699 + Penalty 5616.830878 = -12364308.017821 nChanged 1390 SP:Iteration 15Q (10585.260000 sec): 3 clusters Score: Raw -12370315.587573 + Penalty 5616.830878 = -12364698.756696 nChanged 1134 SP:Iteration 16Q (10585.880000 sec): 3 clusters Score: Raw -12370622.933443 + Penalty 5616.830878 = -12365006.102566 nChanged 1035 SP:Iteration 17Q (10586.500000 sec): 3 clusters Score: Raw -12370888.028176 + Penalty 5616.830878 = -12365271.197298 nChanged 849 SP:Iteration 18Q (10587.120000 sec): 3 clusters Score: Raw -12371078.126380 + Penalty 5616.830878 = -12365461.295502 nChanged 690 SP:Iteration 19Q (10587.740000 sec): 3 clusters Score: Raw -12371220.724546 + Penalty 5616.830878 = -12365603.893668 nChanged 586 SP:Iteration 20F (10588.310000 sec): 3 clusters Score: Raw -12371332.502013 + Penalty 5616.830878 = -12365715.671136 nChanged 456 SP:Iteration 21Q (10588.950000 sec): 3 clusters Score: Raw -12371412.752063 + Penalty 5616.830878 = -12365795.921185 nChanged 381 SP:Iteration 22Q (10589.590000 sec): 3 clusters Score: Raw -12371473.580100 + Penalty 5616.830878 = -12365856.749222 nChanged 313 SP:Iteration 23Q (10590.180000 sec): 3 clusters Score: Raw -12371518.741057 + Penalty 5616.830878 = -12365901.910180 nChanged 248 SP:Iteration 24Q (10590.760000 sec): 3 clusters Score: Raw -12371553.811228 + Penalty 5616.830878 = -12365936.980350 nChanged 198 SP:Iteration 25Q (10591.340000 sec): 3 clusters Score: Raw -12371578.909379 + Penalty 5616.830878 = -12365962.078501 nChanged 159 SP:Iteration 26Q (10591.940000 sec): 3 clusters Score: Raw -12371601.402805 + Penalty 5616.830878 = -12365984.571928 nChanged 140 SP:Iteration 27Q (10592.550000 sec): 3 clusters Score: Raw -12371622.849184 + Penalty 5616.830878 = -12366006.018307 nChanged 130 SP:Iteration 28Q (10593.170000 sec): 3 clusters Score: Raw -12371644.374938 + Penalty 5616.830878 = -12366027.544061 nChanged 120 SP:Iteration 29Q (10593.800000 sec): 3 clusters Score: Raw -12371660.625515 + Penalty 5616.830878 = -12366043.794638 nChanged 84 SP:Iteration 30Q (10594.440000 sec): 3 clusters Score: Raw -12371670.752041 + Penalty 5616.830878 = -12366053.921163 nChanged 63 SP:Iteration 31Q (10595.080000 sec): 3 clusters Score: Raw -12371677.037750 + Penalty 5616.830878 = -12366060.206872 nChanged 50 SP:Iteration 32Q (10595.710000 sec): 3 clusters Score: Raw -12371680.792950 + Penalty 5616.830878 = -12366063.962072 nChanged 41 SP:Iteration 33Q (10596.340000 sec): 3 clusters Score: Raw -12371684.161002 + Penalty 5616.830878 = -12366067.330124 nChanged 42 SP:Iteration 34Q (10596.970000 sec): 3 clusters Score: Raw -12371687.331548 + Penalty 5616.830878 = -12366070.500670 nChanged 36 SP:Iteration 35Q (10597.550000 sec): 3 clusters Score: Raw -12371689.797837 + Penalty 5616.830878 = -12366072.966959 nChanged 23 SP:Iteration 36Q (10598.080000 sec): 3 clusters Score: Raw -12371691.833280 + Penalty 5616.830878 = -12366075.002402 nChanged 22 SP:Iteration 37Q (10598.640000 sec): 3 clusters Score: Raw -12371693.366587 + Penalty 5616.830878 = -12366076.535709 nChanged 15 SP:Iteration 38Q (10599.180000 sec): 3 clusters Score: Raw -12371694.254722 + Penalty 5616.830878 = -12366077.423845 nChanged 11 SP:Iteration 39Q (10599.750000 sec): 3 clusters Score: Raw -12371694.945703 + Penalty 5616.830878 = -12366078.114825 nChanged 9 SP:Iteration 40F (10600.300000 sec): 3 clusters Score: Raw -12371695.399919 + Penalty 5616.830878 = -12366078.569041 nChanged 7 SP:Iteration 41Q (10600.880000 sec): 3 clusters Score: Raw -12371695.781616 + Penalty 5616.830878 = -12366078.950738 nChanged 8 SP:Iteration 42Q (10601.440000 sec): 3 clusters Score: Raw -12371696.353428 + Penalty 5616.830878 = -12366079.522551 nChanged 10 SP:Iteration 43Q (10602.020000 sec): 3 clusters Score: Raw -12371697.092415 + Penalty 5616.830878 = -12366080.261537 nChanged 5 SP:Iteration 44Q (10602.640000 sec): 3 clusters Score: Raw -12371697.688600 + Penalty 5616.830878 = -12366080.857722 nChanged 11 SP:Iteration 45Q (10603.240000 sec): 3 clusters Score: Raw -12371698.596222 + Penalty 5616.830878 = -12366081.765344 nChanged 10 SP:Iteration 46Q (10603.910000 sec): 3 clusters Score: Raw -12371699.167578 + Penalty 5616.830878 = -12366082.336700 nChanged 10 SP:Iteration 47Q (10604.500000 sec): 3 clusters Score: Raw -12371700.133553 + Penalty 5616.830878 = -12366083.302676 nChanged 15 SP:Iteration 48Q (10605.110000 sec): 3 clusters Score: Raw -12371701.352714 + Penalty 5616.830878 = -12366084.521837 nChanged 11 SP:Iteration 49Q (10605.810000 sec): 3 clusters Score: Raw -12371702.265611 + Penalty 5616.830878 = -12366085.434734 nChanged 12 SP:Iteration 50Q (10606.430000 sec): 3 clusters Score: Raw -12371703.184073 + Penalty 5616.830878 = -12366086.353195 nChanged 16 SP:Iteration 51Q (10607.060000 sec): 3 clusters Score: Raw -12371704.889143 + Penalty 5616.830878 = -12366088.058266 nChanged 13 SP:Iteration 52Q (10607.670000 sec): 3 clusters Score: Raw -12371706.249876 + Penalty 5616.830878 = -12366089.418998 nChanged 8 SP:Iteration 53Q (10608.300000 sec): 3 clusters Score: Raw -12371707.123706 + Penalty 5616.830878 = -12366090.292829 nChanged 12 SP:Iteration 54Q (10608.940000 sec): 3 clusters Score: Raw -12371708.589413 + Penalty 5616.830878 = -12366091.758536 nChanged 11 SP:Iteration 55Q (10609.640000 sec): 3 clusters Score: Raw -12371709.558665 + Penalty 5616.830878 = -12366092.727788 nChanged 11 SP:Iteration 56Q (10610.300000 sec): 3 clusters Score: Raw -12371710.763015 + Penalty 5616.830878 = -12366093.932138 nChanged 13 SP:Iteration 57Q (10610.910000 sec): 3 clusters Score: Raw -12371711.969566 + Penalty 5616.830878 = -12366095.138688 nChanged 17 SP:Iteration 58Q (10611.460000 sec): 3 clusters Score: Raw -12371713.737184 + Penalty 5616.830878 = -12366096.906306 nChanged 9 SP:Iteration 59Q (10612.010000 sec): 3 clusters Score: Raw -12371714.730503 + Penalty 5616.830878 = -12366097.899625 nChanged 12 SP:Iteration 60F (10612.550000 sec): 3 clusters Score: Raw -12371716.299230 + Penalty 5616.830878 = -12366099.468352 nChanged 14 SP:Iteration 61Q (10613.390000 sec): 3 clusters Score: Raw -12371717.926059 + Penalty 5616.830878 = -12366101.095181 nChanged 19 SP:Iteration 62Q (10614.210000 sec): 3 clusters Score: Raw -12371719.949608 + Penalty 5616.830878 = -12366103.118731 nChanged 18 SP:Iteration 63Q (10614.970000 sec): 3 clusters Score: Raw -12371721.577098 + Penalty 5616.830878 = -12366104.746221 nChanged 20 SP:Iteration 64Q (10615.600000 sec): 3 clusters Score: Raw -12371723.537100 + Penalty 5616.830878 = -12366106.706223 nChanged 14 SP:Iteration 65Q (10616.210000 sec): 3 clusters Score: Raw -12371724.623158 + Penalty 5616.830878 = -12366107.792281 nChanged 13 SP:Iteration 66Q (10616.940000 sec): 3 clusters Score: Raw -12371726.062989 + Penalty 5616.830878 = -12366109.232112 nChanged 13 SP:Iteration 67Q (10617.580000 sec): 3 clusters Score: Raw -12371727.068604 + Penalty 5616.830878 = -12366110.237726 nChanged 8 SP:Iteration 68Q (10618.220000 sec): 3 clusters Score: Raw -12371727.660574 + Penalty 5616.830878 = -12366110.829697 nChanged 8 SP:Iteration 69Q (10618.840000 sec): 3 clusters Score: Raw -12371728.529698 + Penalty 5616.830878 = -12366111.698821 nChanged 12 SP:Iteration 70Q (10619.540000 sec): 3 clusters Score: Raw -12371729.747917 + Penalty 5616.830878 = -12366112.917039 nChanged 15 SP:Iteration 71Q (10620.320000 sec): 3 clusters Score: Raw -12371731.143674 + Penalty 5616.830878 = -12366114.312797 nChanged 19 SP:Iteration 72Q (10620.970000 sec): 3 clusters Score: Raw -12371732.350235 + Penalty 5616.830878 = -12366115.519357 nChanged 12 SP:Iteration 73Q (10621.550000 sec): 3 clusters Score: Raw -12371733.587189 + Penalty 5616.830878 = -12366116.756311 nChanged 10 SP:Iteration 74Q (10622.260000 sec): 3 clusters Score: Raw -12371734.416020 + Penalty 5616.830878 = -12366117.585142 nChanged 5 SP:Iteration 75Q (10622.900000 sec): 3 clusters Score: Raw -12371734.696684 + Penalty 5616.830878 = -12366117.865807 nChanged 2 SP:Iteration 76Q (10623.590000 sec): 3 clusters Score: Raw -12371734.834266 + Penalty 5616.830878 = -12366118.003389 nChanged 0 SP:Iteration 77F (10624.210000 sec): 3 clusters Score: Raw -12371734.834266 + Penalty 5616.830878 = -12366118.003389 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (37852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10624.500000 sec): 2 clusters Score: Raw -5680054.842539 + Penalty 2614.276896 = -5677440.565642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10624.870000 sec): 3 clusters Score: Raw -5657017.518667 + Penalty 5228.553792 = -5651788.964874 nChanged 17337 SP:Iteration 1F (10625.250000 sec): 3 clusters Score: Raw -5668210.028815 + Penalty 5228.553792 = -5662981.475022 nChanged 2861 SP:Iteration 2F (10625.620000 sec): 3 clusters Score: Raw -5671838.755503 + Penalty 5228.553792 = -5666610.201711 nChanged 4109 SP:Iteration 3F (10625.980000 sec): 3 clusters Score: Raw -5677399.064353 + Penalty 5228.553792 = -5672170.510561 nChanged 4944 SP:Iteration 4F (10626.390000 sec): 3 clusters Score: Raw -5684081.722248 + Penalty 5228.553792 = -5678853.168455 nChanged 4013 SP:Iteration 5F (10626.750000 sec): 3 clusters Score: Raw -5689266.304052 + Penalty 5228.553792 = -5684037.750260 nChanged 2272 SP:Iteration 6F (10627.140000 sec): 3 clusters Score: Raw -5691460.877173 + Penalty 5228.553792 = -5686232.323381 nChanged 1166 SP:Iteration 7Q (10627.510000 sec): 3 clusters Score: Raw -5692120.590016 + Penalty 5228.553792 = -5686892.036223 nChanged 644 SP:Iteration 8Q (10627.910000 sec): 3 clusters Score: Raw -5692372.869675 + Penalty 5228.553792 = -5687144.315883 nChanged 378 SP:Iteration 9Q (10628.320000 sec): 3 clusters Score: Raw -5692484.898566 + Penalty 5228.553792 = -5687256.344774 nChanged 259 SP:Iteration 10Q (10628.700000 sec): 3 clusters Score: Raw -5692550.174780 + Penalty 5228.553792 = -5687321.620987 nChanged 215 SP:Iteration 11Q (10629.030000 sec): 3 clusters Score: Raw -5692593.999920 + Penalty 5228.553792 = -5687365.446128 nChanged 165 SP:Iteration 12Q (10629.420000 sec): 3 clusters Score: Raw -5692626.142681 + Penalty 5228.553792 = -5687397.588889 nChanged 149 SP:Iteration 13Q (10629.880000 sec): 3 clusters Score: Raw -5692651.415523 + Penalty 5228.553792 = -5687422.861730 nChanged 115 SP:Iteration 14Q (10630.270000 sec): 3 clusters Score: Raw -5692668.185649 + Penalty 5228.553792 = -5687439.631857 nChanged 92 SP:Iteration 15Q (10630.680000 sec): 3 clusters Score: Raw -5692680.948023 + Penalty 5228.553792 = -5687452.394231 nChanged 84 SP:Iteration 16Q (10631.080000 sec): 3 clusters Score: Raw -5692693.796223 + Penalty 5228.553792 = -5687465.242430 nChanged 98 SP:Iteration 17Q (10631.440000 sec): 3 clusters Score: Raw -5692707.671050 + Penalty 5228.553792 = -5687479.117258 nChanged 109 SP:Iteration 18Q (10631.860000 sec): 3 clusters Score: Raw -5692723.708406 + Penalty 5228.553792 = -5687495.154613 nChanged 113 SP:Iteration 19Q (10632.250000 sec): 3 clusters Score: Raw -5692745.382015 + Penalty 5228.553792 = -5687516.828223 nChanged 134 SP:Iteration 20F (10632.690000 sec): 3 clusters Score: Raw -5692770.512758 + Penalty 5228.553792 = -5687541.958966 nChanged 150 SP:Iteration 21Q (10633.110000 sec): 3 clusters Score: Raw -5692800.038754 + Penalty 5228.553792 = -5687571.484962 nChanged 161 SP:Iteration 22Q (10633.450000 sec): 3 clusters Score: Raw -5692836.044873 + Penalty 5228.553792 = -5687607.491081 nChanged 193 SP:Iteration 23Q (10633.830000 sec): 3 clusters Score: Raw -5692878.467729 + Penalty 5228.553792 = -5687649.913937 nChanged 201 SP:Iteration 24Q (10634.220000 sec): 3 clusters Score: Raw -5692923.899212 + Penalty 5228.553792 = -5687695.345419 nChanged 202 SP:Iteration 25Q (10634.590000 sec): 3 clusters Score: Raw -5692968.405844 + Penalty 5228.553792 = -5687739.852052 nChanged 234 SP:Iteration 26Q (10634.970000 sec): 3 clusters Score: Raw -5693032.979254 + Penalty 5228.553792 = -5687804.425462 nChanged 265 SP:Iteration 27Q (10635.300000 sec): 3 clusters Score: Raw -5693112.071336 + Penalty 5228.553792 = -5687883.517544 nChanged 286 SP:Iteration 28Q (10635.670000 sec): 3 clusters Score: Raw -5693204.045839 + Penalty 5228.553792 = -5687975.492047 nChanged 313 SP:Iteration 29Q (10636.090000 sec): 3 clusters Score: Raw -5693313.042462 + Penalty 5228.553792 = -5688084.488669 nChanged 338 SP:Iteration 30Q (10636.480000 sec): 3 clusters Score: Raw -5693433.582868 + Penalty 5228.553792 = -5688205.029075 nChanged 350 SP:Iteration 31Q (10636.830000 sec): 3 clusters Score: Raw -5693566.911872 + Penalty 5228.553792 = -5688338.358079 nChanged 348 SP:Iteration 32Q (10637.190000 sec): 3 clusters Score: Raw -5693701.575900 + Penalty 5228.553792 = -5688473.022108 nChanged 381 SP:Iteration 33Q (10637.560000 sec): 3 clusters Score: Raw -5693848.348843 + Penalty 5228.553792 = -5688619.795051 nChanged 372 SP:Iteration 34Q (10637.970000 sec): 3 clusters Score: Raw -5694013.902039 + Penalty 5228.553792 = -5688785.348247 nChanged 386 SP:Iteration 35Q (10638.350000 sec): 3 clusters Score: Raw -5694179.507527 + Penalty 5228.553792 = -5688950.953734 nChanged 344 SP:Iteration 36Q (10638.750000 sec): 3 clusters Score: Raw -5694321.607031 + Penalty 5228.553792 = -5689093.053238 nChanged 340 SP:Iteration 37Q (10639.120000 sec): 3 clusters Score: Raw -5694450.877058 + Penalty 5228.553792 = -5689222.323266 nChanged 321 SP:Iteration 38Q (10639.530000 sec): 3 clusters Score: Raw -5694557.442060 + Penalty 5228.553792 = -5689328.888267 nChanged 254 SP:Iteration 39Q (10639.910000 sec): 3 clusters Score: Raw -5694631.849013 + Penalty 5228.553792 = -5689403.295220 nChanged 234 SP:Iteration 40F (10640.310000 sec): 3 clusters Score: Raw -5694690.273834 + Penalty 5228.553792 = -5689461.720042 nChanged 208 SP:Iteration 41Q (10640.740000 sec): 3 clusters Score: Raw -5694732.494275 + Penalty 5228.553792 = -5689503.940483 nChanged 153 SP:Iteration 42Q (10641.170000 sec): 3 clusters Score: Raw -5694758.984367 + Penalty 5228.553792 = -5689530.430575 nChanged 135 SP:Iteration 43Q (10641.530000 sec): 3 clusters Score: Raw -5694779.221583 + Penalty 5228.553792 = -5689550.667791 nChanged 111 SP:Iteration 44Q (10641.870000 sec): 3 clusters Score: Raw -5694792.657772 + Penalty 5228.553792 = -5689564.103979 nChanged 77 SP:Iteration 45Q (10642.270000 sec): 3 clusters Score: Raw -5694801.410628 + Penalty 5228.553792 = -5689572.856836 nChanged 57 SP:Iteration 46Q (10642.640000 sec): 3 clusters Score: Raw -5694807.871089 + Penalty 5228.553792 = -5689579.317297 nChanged 58 SP:Iteration 47Q (10643.030000 sec): 3 clusters Score: Raw -5694812.933009 + Penalty 5228.553792 = -5689584.379217 nChanged 36 SP:Iteration 48Q (10643.390000 sec): 3 clusters Score: Raw -5694815.193411 + Penalty 5228.553792 = -5689586.639619 nChanged 20 SP:Iteration 49Q (10643.780000 sec): 3 clusters Score: Raw -5694816.270578 + Penalty 5228.553792 = -5689587.716785 nChanged 20 SP:Iteration 50Q (10644.280000 sec): 3 clusters Score: Raw -5694817.264736 + Penalty 5228.553792 = -5689588.710943 nChanged 18 SP:Iteration 51Q (10644.640000 sec): 3 clusters Score: Raw -5694818.408591 + Penalty 5228.553792 = -5689589.854799 nChanged 19 SP:Iteration 52Q (10645.010000 sec): 3 clusters Score: Raw -5694819.534265 + Penalty 5228.553792 = -5689590.980473 nChanged 11 SP:Iteration 53Q (10645.450000 sec): 3 clusters Score: Raw -5694820.019762 + Penalty 5228.553792 = -5689591.465969 nChanged 7 SP:Iteration 54Q (10645.820000 sec): 3 clusters Score: Raw -5694820.287680 + Penalty 5228.553792 = -5689591.733888 nChanged 3 SP:Iteration 55Q (10646.170000 sec): 3 clusters Score: Raw -5694820.403516 + Penalty 5228.553792 = -5689591.849723 nChanged 3 SP:Iteration 56Q (10646.580000 sec): 3 clusters Score: Raw -5694820.662259 + Penalty 5228.553792 = -5689592.108467 nChanged 3 SP:Iteration 57Q (10646.940000 sec): 3 clusters Score: Raw -5694820.790736 + Penalty 5228.553792 = -5689592.236944 nChanged 6 SP:Iteration 58Q (10647.310000 sec): 3 clusters Score: Raw -5694821.217204 + Penalty 5228.553792 = -5689592.663411 nChanged 6 SP:Iteration 59Q (10647.720000 sec): 3 clusters Score: Raw -5694821.420543 + Penalty 5228.553792 = -5689592.866750 nChanged 1 SP:Iteration 60F (10648.110000 sec): 3 clusters Score: Raw -5694821.449120 + Penalty 5228.553792 = -5689592.895328 nChanged 1 SP:Iteration 61Q (10648.470000 sec): 3 clusters Score: Raw -5694821.465287 + Penalty 5228.553792 = -5689592.911494 nChanged 0 SP:Iteration 62F (10648.850000 sec): 3 clusters Score: Raw -5694821.465287 + Penalty 5228.553792 = -5689592.911494 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10648.980000 sec): 2 clusters Score: Raw -55513.778081 + Penalty 1523.225277 = -53990.552804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10649.190000 sec): 3 clusters Score: Raw -56002.905930 + Penalty 3046.450553 = -52956.455377 nChanged 144 SP:Iteration 1F (10649.330000 sec): 3 clusters Score: Raw -56821.008992 + Penalty 3046.450553 = -53774.558439 nChanged 44 SP:Iteration 2F (10649.550000 sec): 3 clusters Score: Raw -57500.653553 + Penalty 3046.450553 = -54454.203000 nChanged 16 SP:Iteration 3Q (10649.700000 sec): 3 clusters Score: Raw -57679.212553 + Penalty 3046.450553 = -54632.762000 nChanged 6 SP:Iteration 4Q (10649.870000 sec): 3 clusters Score: Raw -57721.347920 + Penalty 3046.450553 = -54674.897367 nChanged 1 SP:Iteration 5Q (10650.060000 sec): 3 clusters Score: Raw -57733.496039 + Penalty 3046.450553 = -54687.045486 nChanged 0 SP:Iteration 6F (10650.270000 sec): 3 clusters Score: Raw -57733.496039 + Penalty 3046.450553 = -54687.045486 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (5504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10650.420000 sec): 2 clusters Score: Raw -749685.116550 + Penalty 2136.081134 = -747549.035415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10650.600000 sec): 3 clusters Score: Raw -747345.982238 + Penalty 4272.162268 = -743073.819969 nChanged 2226 SP:Iteration 1F (10650.860000 sec): 3 clusters Score: Raw -750281.466528 + Penalty 4272.162268 = -746009.304260 nChanged 795 SP:Iteration 2F (10651.080000 sec): 3 clusters Score: Raw -752111.529390 + Penalty 4272.162268 = -747839.367122 nChanged 701 SP:Iteration 3F (10651.330000 sec): 3 clusters Score: Raw -753690.269216 + Penalty 4272.162268 = -749418.106948 nChanged 486 SP:Iteration 4F (10651.510000 sec): 3 clusters Score: Raw -754707.351600 + Penalty 4272.162268 = -750435.189331 nChanged 355 SP:Iteration 5F (10651.750000 sec): 3 clusters Score: Raw -755391.686335 + Penalty 4272.162268 = -751119.524067 nChanged 243 SP:Iteration 6Q (10652.010000 sec): 3 clusters Score: Raw -755684.017772 + Penalty 4272.162268 = -751411.855503 nChanged 152 SP:Iteration 7Q (10652.200000 sec): 3 clusters Score: Raw -755892.322483 + Penalty 4272.162268 = -751620.160215 nChanged 130 SP:Iteration 8Q (10652.390000 sec): 3 clusters Score: Raw -756115.630330 + Penalty 4272.162268 = -751843.468062 nChanged 106 SP:Iteration 9Q (10652.580000 sec): 3 clusters Score: Raw -756324.718350 + Penalty 4272.162268 = -752052.556081 nChanged 105 SP:Iteration 10Q (10652.750000 sec): 3 clusters Score: Raw -756406.918075 + Penalty 4272.162268 = -752134.755806 nChanged 65 SP:Iteration 11Q (10653.000000 sec): 3 clusters Score: Raw -756442.159241 + Penalty 4272.162268 = -752169.996973 nChanged 38 SP:Iteration 12Q (10653.220000 sec): 3 clusters Score: Raw -756457.441837 + Penalty 4272.162268 = -752185.279569 nChanged 25 SP:Iteration 13Q (10653.420000 sec): 3 clusters Score: Raw -756467.612291 + Penalty 4272.162268 = -752195.450023 nChanged 15 SP:Iteration 14Q (10653.640000 sec): 3 clusters Score: Raw -756473.310957 + Penalty 4272.162268 = -752201.148689 nChanged 12 SP:Iteration 15Q (10653.900000 sec): 3 clusters Score: Raw -756477.257061 + Penalty 4272.162268 = -752205.094793 nChanged 10 SP:Iteration 16Q (10654.170000 sec): 3 clusters Score: Raw -756480.142155 + Penalty 4272.162268 = -752207.979887 nChanged 3 SP:Iteration 17Q (10654.370000 sec): 3 clusters Score: Raw -756480.673977 + Penalty 4272.162268 = -752208.511709 nChanged 0 SP:Iteration 18F (10654.600000 sec): 3 clusters Score: Raw -756482.313452 + Penalty 4272.162268 = -752210.151184 nChanged 1 SP:Iteration 19Q (10654.800000 sec): 3 clusters Score: Raw -756484.249555 + Penalty 4272.162268 = -752212.087287 nChanged 3 SP:Iteration 20F (10655.010000 sec): 3 clusters Score: Raw -756485.753128 + Penalty 4272.162268 = -752213.590860 nChanged 4 SP:Iteration 21Q (10655.230000 sec): 3 clusters Score: Raw -756487.571707 + Penalty 4272.162268 = -752215.409439 nChanged 2 SP:Iteration 22Q (10655.430000 sec): 3 clusters Score: Raw -756487.981008 + Penalty 4272.162268 = -752215.818740 nChanged 2 SP:Iteration 23Q (10655.640000 sec): 3 clusters Score: Raw -756488.476009 + Penalty 4272.162268 = -752216.313740 nChanged 0 SP:Iteration 24F (10655.860000 sec): 3 clusters Score: Raw -756488.476009 + Penalty 4272.162268 = -752216.313740 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (166779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10656.970000 sec): 2 clusters Score: Raw -25341665.305036 + Penalty 2982.057366 = -25338683.247670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10657.980000 sec): 3 clusters Score: Raw -25233221.662751 + Penalty 5964.114731 = -25227257.548019 nChanged 79730 SP:Iteration 1F (10658.970000 sec): 3 clusters Score: Raw -25280709.243256 + Penalty 5964.114731 = -25274745.128525 nChanged 7341 SP:Iteration 2Q (10659.980000 sec): 3 clusters Score: Raw -25283684.839536 + Penalty 5964.114731 = -25277720.724805 nChanged 9272 SP:Iteration 3F (10660.990000 sec): 3 clusters Score: Raw -25288658.909730 + Penalty 5964.114731 = -25282694.794999 nChanged 11773 SP:Iteration 4F (10661.990000 sec): 3 clusters Score: Raw -25296700.964615 + Penalty 5964.114731 = -25290736.849884 nChanged 13711 SP:Iteration 5F (10662.920000 sec): 3 clusters Score: Raw -25307402.296277 + Penalty 5964.114731 = -25301438.181546 nChanged 13552 SP:Iteration 6F (10663.880000 sec): 3 clusters Score: Raw -25318398.067294 + Penalty 5964.114731 = -25312433.952563 nChanged 11351 SP:Iteration 7F (10664.860000 sec): 3 clusters Score: Raw -25326986.124724 + Penalty 5964.114731 = -25321022.009993 nChanged 8598 SP:Iteration 8F (10665.790000 sec): 3 clusters Score: Raw -25332891.409394 + Penalty 5964.114731 = -25326927.294663 nChanged 6223 SP:Iteration 9Q (10666.800000 sec): 3 clusters Score: Raw -25336758.117919 + Penalty 5964.114731 = -25330794.003188 nChanged 4550 SP:Iteration 10Q (10667.900000 sec): 3 clusters Score: Raw -25339282.372882 + Penalty 5964.114731 = -25333318.258150 nChanged 3381 SP:Iteration 11Q (10668.890000 sec): 3 clusters Score: Raw -25340953.850211 + Penalty 5964.114731 = -25334989.735479 nChanged 2517 SP:Iteration 12Q (10670.050000 sec): 3 clusters Score: Raw -25342037.799878 + Penalty 5964.114731 = -25336073.685147 nChanged 1855 SP:Iteration 13Q (10671.110000 sec): 3 clusters Score: Raw -25342725.730219 + Penalty 5964.114731 = -25336761.615488 nChanged 1398 SP:Iteration 14Q (10672.130000 sec): 3 clusters Score: Raw -25343194.268954 + Penalty 5964.114731 = -25337230.154223 nChanged 1087 SP:Iteration 15Q (10673.170000 sec): 3 clusters Score: Raw -25343520.816516 + Penalty 5964.114731 = -25337556.701785 nChanged 814 SP:Iteration 16Q (10674.170000 sec): 3 clusters Score: Raw -25343737.508122 + Penalty 5964.114731 = -25337773.393390 nChanged 646 SP:Iteration 17Q (10675.150000 sec): 3 clusters Score: Raw -25343886.979083 + Penalty 5964.114731 = -25337922.864352 nChanged 474 SP:Iteration 18Q (10676.120000 sec): 3 clusters Score: Raw -25343981.940178 + Penalty 5964.114731 = -25338017.825447 nChanged 357 SP:Iteration 19Q (10677.080000 sec): 3 clusters Score: Raw -25344044.312820 + Penalty 5964.114731 = -25338080.198089 nChanged 267 SP:Iteration 20F (10678.110000 sec): 3 clusters Score: Raw -25344085.078525 + Penalty 5964.114731 = -25338120.963794 nChanged 195 SP:Iteration 21Q (10679.040000 sec): 3 clusters Score: Raw -25344115.195718 + Penalty 5964.114731 = -25338151.080986 nChanged 158 SP:Iteration 22Q (10680.120000 sec): 3 clusters Score: Raw -25344136.252263 + Penalty 5964.114731 = -25338172.137532 nChanged 118 SP:Iteration 23Q (10681.130000 sec): 3 clusters Score: Raw -25344149.230247 + Penalty 5964.114731 = -25338185.115516 nChanged 89 SP:Iteration 24Q (10682.170000 sec): 3 clusters Score: Raw -25344159.108969 + Penalty 5964.114731 = -25338194.994237 nChanged 75 SP:Iteration 25Q (10683.150000 sec): 3 clusters Score: Raw -25344166.599266 + Penalty 5964.114731 = -25338202.484534 nChanged 64 SP:Iteration 26Q (10684.080000 sec): 3 clusters Score: Raw -25344173.739573 + Penalty 5964.114731 = -25338209.624842 nChanged 64 SP:Iteration 27Q (10685.000000 sec): 3 clusters Score: Raw -25344180.531432 + Penalty 5964.114731 = -25338216.416701 nChanged 58 SP:Iteration 28Q (10685.910000 sec): 3 clusters Score: Raw -25344185.814517 + Penalty 5964.114731 = -25338221.699785 nChanged 35 SP:Iteration 29Q (10686.800000 sec): 3 clusters Score: Raw -25344189.202195 + Penalty 5964.114731 = -25338225.087463 nChanged 41 SP:Iteration 30Q (10687.830000 sec): 3 clusters Score: Raw -25344193.166722 + Penalty 5964.114731 = -25338229.051991 nChanged 36 SP:Iteration 31Q (10688.920000 sec): 3 clusters Score: Raw -25344197.054792 + Penalty 5964.114731 = -25338232.940061 nChanged 27 SP:Iteration 32Q (10689.870000 sec): 3 clusters Score: Raw -25344199.420669 + Penalty 5964.114731 = -25338235.305938 nChanged 25 SP:Iteration 33Q (10690.820000 sec): 3 clusters Score: Raw -25344201.409638 + Penalty 5964.114731 = -25338237.294906 nChanged 17 SP:Iteration 34Q (10691.820000 sec): 3 clusters Score: Raw -25344203.103370 + Penalty 5964.114731 = -25338238.988638 nChanged 16 SP:Iteration 35Q (10692.820000 sec): 3 clusters Score: Raw -25344204.271732 + Penalty 5964.114731 = -25338240.157000 nChanged 8 SP:Iteration 36Q (10693.710000 sec): 3 clusters Score: Raw -25344204.893389 + Penalty 5964.114731 = -25338240.778658 nChanged 7 SP:Iteration 37Q (10694.650000 sec): 3 clusters Score: Raw -25344205.394156 + Penalty 5964.114731 = -25338241.279424 nChanged 11 SP:Iteration 38Q (10695.530000 sec): 3 clusters Score: Raw -25344206.622930 + Penalty 5964.114731 = -25338242.508199 nChanged 13 SP:Iteration 39Q (10696.380000 sec): 3 clusters Score: Raw -25344208.576089 + Penalty 5964.114731 = -25338244.461358 nChanged 10 SP:Iteration 40F (10697.360000 sec): 3 clusters Score: Raw -25344209.941534 + Penalty 5964.114731 = -25338245.826803 nChanged 12 SP:Iteration 41Q (10698.330000 sec): 3 clusters Score: Raw -25344211.197725 + Penalty 5964.114731 = -25338247.082993 nChanged 13 SP:Iteration 42Q (10699.310000 sec): 3 clusters Score: Raw -25344212.407890 + Penalty 5964.114731 = -25338248.293159 nChanged 12 SP:Iteration 43Q (10700.340000 sec): 3 clusters Score: Raw -25344213.917328 + Penalty 5964.114731 = -25338249.802596 nChanged 12 SP:Iteration 44Q (10701.300000 sec): 3 clusters Score: Raw -25344214.945608 + Penalty 5964.114731 = -25338250.830876 nChanged 9 SP:Iteration 45Q (10702.270000 sec): 3 clusters Score: Raw -25344215.781544 + Penalty 5964.114731 = -25338251.666813 nChanged 5 SP:Iteration 46Q (10703.230000 sec): 3 clusters Score: Raw -25344216.072456 + Penalty 5964.114731 = -25338251.957724 nChanged 1 SP:Iteration 47Q (10704.270000 sec): 3 clusters Score: Raw -25344216.178973 + Penalty 5964.114731 = -25338252.064241 nChanged 2 SP:Iteration 48Q (10705.290000 sec): 3 clusters Score: Raw -25344216.436403 + Penalty 5964.114731 = -25338252.321672 nChanged 3 SP:Iteration 49Q (10706.290000 sec): 3 clusters Score: Raw -25344216.577926 + Penalty 5964.114731 = -25338252.463195 nChanged 2 SP:Iteration 50Q (10707.280000 sec): 3 clusters Score: Raw -25344216.943469 + Penalty 5964.114731 = -25338252.828737 nChanged 3 SP:Iteration 51Q (10708.250000 sec): 3 clusters Score: Raw -25344217.163900 + Penalty 5964.114731 = -25338253.049168 nChanged 1 SP:Iteration 52Q (10709.240000 sec): 3 clusters Score: Raw -25344217.254836 + Penalty 5964.114731 = -25338253.140105 nChanged 2 SP:Iteration 53Q (10710.180000 sec): 3 clusters Score: Raw -25344217.399446 + Penalty 5964.114731 = -25338253.284714 nChanged 1 SP:Iteration 54Q (10711.120000 sec): 3 clusters Score: Raw -25344217.476252 + Penalty 5964.114731 = -25338253.361520 nChanged 2 SP:Iteration 55Q (10712.170000 sec): 3 clusters Score: Raw -25344217.793341 + Penalty 5964.114731 = -25338253.678610 nChanged 2 SP:Iteration 56Q (10713.150000 sec): 3 clusters Score: Raw -25344218.006951 + Penalty 5964.114731 = -25338253.892220 nChanged 1 SP:Iteration 57Q (10714.180000 sec): 3 clusters Score: Raw -25344218.112248 + Penalty 5964.114731 = -25338253.997516 nChanged 3 SP:Iteration 58Q (10715.220000 sec): 3 clusters Score: Raw -25344218.477272 + Penalty 5964.114731 = -25338254.362540 nChanged 5 SP:Iteration 59Q (10716.280000 sec): 3 clusters Score: Raw -25344218.780172 + Penalty 5964.114731 = -25338254.665441 nChanged 4 SP:Iteration 60F (10717.420000 sec): 3 clusters Score: Raw -25344219.100995 + Penalty 5964.114731 = -25338254.986264 nChanged 5 SP:Iteration 61Q (10718.380000 sec): 3 clusters Score: Raw -25344219.530215 + Penalty 5964.114731 = -25338255.415483 nChanged 5 SP:Iteration 62Q (10719.430000 sec): 3 clusters Score: Raw -25344219.858976 + Penalty 5964.114731 = -25338255.744245 nChanged 3 SP:Iteration 63Q (10720.420000 sec): 3 clusters Score: Raw -25344219.991001 + Penalty 5964.114731 = -25338255.876269 nChanged 1 SP:Iteration 64Q (10721.380000 sec): 3 clusters Score: Raw -25344220.037175 + Penalty 5964.114731 = -25338255.922444 nChanged 0 SP:Iteration 65F (10722.350000 sec): 3 clusters Score: Raw -25344220.037175 + Penalty 5964.114731 = -25338255.922444 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (15319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10722.590000 sec): 2 clusters Score: Raw -2321851.669913 + Penalty 2389.938593 = -2319461.731319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10722.840000 sec): 3 clusters Score: Raw -2313099.975407 + Penalty 4779.877187 = -2308320.098220 nChanged 6656 SP:Iteration 1F (10723.130000 sec): 3 clusters Score: Raw -2316636.940336 + Penalty 4779.877187 = -2311857.063149 nChanged 932 SP:Iteration 2F (10723.410000 sec): 3 clusters Score: Raw -2317020.868982 + Penalty 4779.877187 = -2312240.991795 nChanged 731 SP:Iteration 3Q (10723.670000 sec): 3 clusters Score: Raw -2317294.952273 + Penalty 4779.877187 = -2312515.075086 nChanged 597 SP:Iteration 4Q (10723.950000 sec): 3 clusters Score: Raw -2317502.679451 + Penalty 4779.877187 = -2312722.802264 nChanged 513 SP:Iteration 5Q (10724.170000 sec): 3 clusters Score: Raw -2317683.250777 + Penalty 4779.877187 = -2312903.373590 nChanged 495 SP:Iteration 6Q (10724.480000 sec): 3 clusters Score: Raw -2317854.699888 + Penalty 4779.877187 = -2313074.822701 nChanged 464 SP:Iteration 7Q (10724.750000 sec): 3 clusters Score: Raw -2318006.777072 + Penalty 4779.877187 = -2313226.899885 nChanged 385 SP:Iteration 8Q (10725.100000 sec): 3 clusters Score: Raw -2318155.921599 + Penalty 4779.877187 = -2313376.044413 nChanged 459 SP:Iteration 9Q (10725.380000 sec): 3 clusters Score: Raw -2318347.407491 + Penalty 4779.877187 = -2313567.530304 nChanged 482 SP:Iteration 10Q (10725.650000 sec): 3 clusters Score: Raw -2318563.560771 + Penalty 4779.877187 = -2313783.683584 nChanged 494 SP:Iteration 11Q (10725.920000 sec): 3 clusters Score: Raw -2318816.714725 + Penalty 4779.877187 = -2314036.837538 nChanged 559 SP:Iteration 12Q (10726.160000 sec): 3 clusters Score: Raw -2319153.237602 + Penalty 4779.877187 = -2314373.360415 nChanged 608 SP:Iteration 13Q (10726.450000 sec): 3 clusters Score: Raw -2319556.312996 + Penalty 4779.877187 = -2314776.435809 nChanged 593 SP:Iteration 14Q (10726.690000 sec): 3 clusters Score: Raw -2319996.187586 + Penalty 4779.877187 = -2315216.310399 nChanged 596 SP:Iteration 15Q (10726.980000 sec): 3 clusters Score: Raw -2320435.902292 + Penalty 4779.877187 = -2315656.025105 nChanged 506 SP:Iteration 16Q (10727.280000 sec): 3 clusters Score: Raw -2320820.962112 + Penalty 4779.877187 = -2316041.084925 nChanged 423 SP:Iteration 17Q (10727.530000 sec): 3 clusters Score: Raw -2321146.555799 + Penalty 4779.877187 = -2316366.678612 nChanged 355 SP:Iteration 18Q (10727.790000 sec): 3 clusters Score: Raw -2321400.533831 + Penalty 4779.877187 = -2316620.656644 nChanged 286 SP:Iteration 19Q (10728.100000 sec): 3 clusters Score: Raw -2321618.835508 + Penalty 4779.877187 = -2316838.958321 nChanged 242 SP:Iteration 20F (10728.410000 sec): 3 clusters Score: Raw -2321783.711413 + Penalty 4779.877187 = -2317003.834226 nChanged 178 SP:Iteration 21Q (10728.690000 sec): 3 clusters Score: Raw -2321899.794862 + Penalty 4779.877187 = -2317119.917675 nChanged 144 SP:Iteration 22Q (10728.950000 sec): 3 clusters Score: Raw -2321992.363651 + Penalty 4779.877187 = -2317212.486464 nChanged 108 SP:Iteration 23Q (10729.200000 sec): 3 clusters Score: Raw -2322053.148536 + Penalty 4779.877187 = -2317273.271349 nChanged 86 SP:Iteration 24Q (10729.470000 sec): 3 clusters Score: Raw -2322102.420461 + Penalty 4779.877187 = -2317322.543274 nChanged 74 SP:Iteration 25Q (10729.760000 sec): 3 clusters Score: Raw -2322141.052533 + Penalty 4779.877187 = -2317361.175347 nChanged 56 SP:Iteration 26Q (10730.030000 sec): 3 clusters Score: Raw -2322172.537319 + Penalty 4779.877187 = -2317392.660132 nChanged 43 SP:Iteration 27Q (10730.320000 sec): 3 clusters Score: Raw -2322197.399895 + Penalty 4779.877187 = -2317417.522708 nChanged 48 SP:Iteration 28Q (10730.560000 sec): 3 clusters Score: Raw -2322222.700211 + Penalty 4779.877187 = -2317442.823024 nChanged 36 SP:Iteration 29Q (10730.880000 sec): 3 clusters Score: Raw -2322242.664812 + Penalty 4779.877187 = -2317462.787625 nChanged 40 SP:Iteration 30Q (10731.180000 sec): 3 clusters Score: Raw -2322262.357321 + Penalty 4779.877187 = -2317482.480134 nChanged 23 SP:Iteration 31Q (10731.500000 sec): 3 clusters Score: Raw -2322275.261868 + Penalty 4779.877187 = -2317495.384681 nChanged 15 SP:Iteration 32Q (10731.780000 sec): 3 clusters Score: Raw -2322283.557336 + Penalty 4779.877187 = -2317503.680149 nChanged 11 SP:Iteration 33Q (10732.050000 sec): 3 clusters Score: Raw -2322289.635421 + Penalty 4779.877187 = -2317509.758234 nChanged 11 SP:Iteration 34Q (10732.320000 sec): 3 clusters Score: Raw -2322293.406331 + Penalty 4779.877187 = -2317513.529144 nChanged 9 SP:Iteration 35Q (10732.600000 sec): 3 clusters Score: Raw -2322297.551774 + Penalty 4779.877187 = -2317517.674587 nChanged 11 SP:Iteration 36Q (10732.840000 sec): 3 clusters Score: Raw -2322302.835331 + Penalty 4779.877187 = -2317522.958144 nChanged 9 SP:Iteration 37Q (10733.100000 sec): 3 clusters Score: Raw -2322307.022324 + Penalty 4779.877187 = -2317527.145137 nChanged 8 SP:Iteration 38Q (10733.350000 sec): 3 clusters Score: Raw -2322310.383100 + Penalty 4779.877187 = -2317530.505913 nChanged 2 SP:Iteration 39Q (10733.620000 sec): 3 clusters Score: Raw -2322311.910827 + Penalty 4779.877187 = -2317532.033640 nChanged 0 SP:Iteration 40F (10733.860000 sec): 3 clusters Score: Raw -2322311.910827 + Penalty 4779.877187 = -2317532.033640 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (1384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10733.970000 sec): 2 clusters Score: Raw -161250.923051 + Penalty 1793.717818 = -159457.205233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10734.170000 sec): 3 clusters Score: Raw -161364.751347 + Penalty 3587.435636 = -157777.315711 nChanged 467 SP:Iteration 1F (10734.370000 sec): 3 clusters Score: Raw -164189.822899 + Penalty 3587.435636 = -160602.387264 nChanged 296 SP:Iteration 2F (10734.560000 sec): 3 clusters Score: Raw -166562.368513 + Penalty 3587.435636 = -162974.932877 nChanged 118 SP:Iteration 3F (10734.720000 sec): 3 clusters Score: Raw -167208.893641 + Penalty 3587.435636 = -163621.458005 nChanged 47 SP:Iteration 4Q (10734.920000 sec): 3 clusters Score: Raw -167455.815484 + Penalty 3587.435636 = -163868.379848 nChanged 33 SP:Iteration 5Q (10735.120000 sec): 3 clusters Score: Raw -167622.801826 + Penalty 3587.435636 = -164035.366191 nChanged 21 SP:Iteration 6Q (10735.340000 sec): 3 clusters Score: Raw -167697.271959 + Penalty 3587.435636 = -164109.836324 nChanged 16 SP:Iteration 7Q (10735.520000 sec): 3 clusters Score: Raw -167751.193099 + Penalty 3587.435636 = -164163.757463 nChanged 18 SP:Iteration 8Q (10735.710000 sec): 3 clusters Score: Raw -167797.310299 + Penalty 3587.435636 = -164209.874664 nChanged 11 SP:Iteration 9Q (10735.910000 sec): 3 clusters Score: Raw -167819.534221 + Penalty 3587.435636 = -164232.098585 nChanged 12 SP:Iteration 10Q (10736.100000 sec): 3 clusters Score: Raw -167843.551777 + Penalty 3587.435636 = -164256.116142 nChanged 8 SP:Iteration 11Q (10736.320000 sec): 3 clusters Score: Raw -167857.739565 + Penalty 3587.435636 = -164270.303929 nChanged 7 SP:Iteration 12Q (10736.510000 sec): 3 clusters Score: Raw -167877.691189 + Penalty 3587.435636 = -164290.255554 nChanged 8 SP:Iteration 13Q (10736.660000 sec): 3 clusters Score: Raw -167890.203332 + Penalty 3587.435636 = -164302.767696 nChanged 4 SP:Iteration 14Q (10736.870000 sec): 3 clusters Score: Raw -167896.991496 + Penalty 3587.435636 = -164309.555861 nChanged 3 SP:Iteration 15Q (10737.060000 sec): 3 clusters Score: Raw -167902.603532 + Penalty 3587.435636 = -164315.167896 nChanged 6 SP:Iteration 16Q (10737.220000 sec): 3 clusters Score: Raw -167908.532924 + Penalty 3587.435636 = -164321.097289 nChanged 6 SP:Iteration 17Q (10737.400000 sec): 3 clusters Score: Raw -167918.593759 + Penalty 3587.435636 = -164331.158123 nChanged 4 SP:Iteration 18Q (10737.580000 sec): 3 clusters Score: Raw -167924.790406 + Penalty 3587.435636 = -164337.354770 nChanged 4 SP:Iteration 19Q (10737.770000 sec): 3 clusters Score: Raw -167931.091824 + Penalty 3587.435636 = -164343.656188 nChanged 2 SP:Iteration 20F (10737.990000 sec): 3 clusters Score: Raw -167940.333574 + Penalty 3587.435636 = -164352.897939 nChanged 8 SP:Iteration 21Q (10738.130000 sec): 3 clusters Score: Raw -167954.516821 + Penalty 3587.435636 = -164367.081185 nChanged 5 SP:Iteration 22Q (10738.320000 sec): 3 clusters Score: Raw -167963.113495 + Penalty 3587.435636 = -164375.677859 nChanged 4 SP:Iteration 23Q (10738.460000 sec): 3 clusters Score: Raw -167967.651924 + Penalty 3587.435636 = -164380.216289 nChanged 3 SP:Iteration 24Q (10738.660000 sec): 3 clusters Score: Raw -167970.144737 + Penalty 3587.435636 = -164382.709101 nChanged 2 SP:Iteration 25Q (10738.820000 sec): 3 clusters Score: Raw -167971.370950 + Penalty 3587.435636 = -164383.935314 nChanged 0 SP:Iteration 26F (10739.030000 sec): 3 clusters Score: Raw -167971.370950 + Penalty 3587.435636 = -164383.935314 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (29791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10739.310000 sec): 2 clusters Score: Raw -4412792.929380 + Penalty 2554.886480 = -4410238.042900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10739.640000 sec): 3 clusters Score: Raw -4394817.065428 + Penalty 5109.772960 = -4389707.292468 nChanged 13578 SP:Iteration 1F (10740.000000 sec): 3 clusters Score: Raw -4403026.368378 + Penalty 5109.772960 = -4397916.595418 nChanged 2054 SP:Iteration 2F (10740.360000 sec): 3 clusters Score: Raw -4404654.416596 + Penalty 5109.772960 = -4399544.643636 nChanged 2354 SP:Iteration 3F (10740.750000 sec): 3 clusters Score: Raw -4406874.380659 + Penalty 5109.772960 = -4401764.607698 nChanged 2569 SP:Iteration 4F (10741.040000 sec): 3 clusters Score: Raw -4409201.977273 + Penalty 5109.772960 = -4404092.204313 nChanged 2360 SP:Iteration 5F (10741.400000 sec): 3 clusters Score: Raw -4410984.552506 + Penalty 5109.772960 = -4405874.779546 nChanged 1828 SP:Iteration 6F (10741.730000 sec): 3 clusters Score: Raw -4412082.897838 + Penalty 5109.772960 = -4406973.124877 nChanged 1415 SP:Iteration 7Q (10742.040000 sec): 3 clusters Score: Raw -4412860.059487 + Penalty 5109.772960 = -4407750.286526 nChanged 1103 SP:Iteration 8Q (10742.400000 sec): 3 clusters Score: Raw -4413494.954829 + Penalty 5109.772960 = -4408385.181869 nChanged 945 SP:Iteration 9Q (10742.860000 sec): 3 clusters Score: Raw -4414108.174242 + Penalty 5109.772960 = -4408998.401282 nChanged 852 SP:Iteration 10Q (10743.240000 sec): 3 clusters Score: Raw -4414782.780012 + Penalty 5109.772960 = -4409673.007052 nChanged 860 SP:Iteration 11Q (10743.640000 sec): 3 clusters Score: Raw -4415767.494380 + Penalty 5109.772960 = -4410657.721420 nChanged 864 SP:Iteration 12Q (10743.950000 sec): 3 clusters Score: Raw -4417126.342152 + Penalty 5109.772960 = -4412016.569192 nChanged 766 SP:Iteration 13Q (10744.260000 sec): 3 clusters Score: Raw -4418284.049662 + Penalty 5109.772960 = -4413174.276702 nChanged 632 SP:Iteration 14Q (10744.540000 sec): 3 clusters Score: Raw -4418866.397353 + Penalty 5109.772960 = -4413756.624393 nChanged 447 SP:Iteration 15Q (10744.850000 sec): 3 clusters Score: Raw -4419129.080505 + Penalty 5109.772960 = -4414019.307545 nChanged 346 SP:Iteration 16Q (10745.160000 sec): 3 clusters Score: Raw -4419274.978648 + Penalty 5109.772960 = -4414165.205687 nChanged 278 SP:Iteration 17Q (10745.510000 sec): 3 clusters Score: Raw -4419364.097807 + Penalty 5109.772960 = -4414254.324846 nChanged 208 SP:Iteration 18Q (10745.800000 sec): 3 clusters Score: Raw -4419430.757869 + Penalty 5109.772960 = -4414320.984909 nChanged 163 SP:Iteration 19Q (10746.160000 sec): 3 clusters Score: Raw -4419475.705965 + Penalty 5109.772960 = -4414365.933005 nChanged 115 SP:Iteration 20F (10746.540000 sec): 3 clusters Score: Raw -4419555.498768 + Penalty 5109.772960 = -4414445.725808 nChanged 130 SP:Iteration 21Q (10746.850000 sec): 3 clusters Score: Raw -4419623.105905 + Penalty 5109.772960 = -4414513.332945 nChanged 129 SP:Iteration 22Q (10747.180000 sec): 3 clusters Score: Raw -4419682.488759 + Penalty 5109.772960 = -4414572.715798 nChanged 116 SP:Iteration 23Q (10747.500000 sec): 3 clusters Score: Raw -4419722.009705 + Penalty 5109.772960 = -4414612.236745 nChanged 106 SP:Iteration 24Q (10747.820000 sec): 3 clusters Score: Raw -4419744.713311 + Penalty 5109.772960 = -4414634.940351 nChanged 68 SP:Iteration 25Q (10748.180000 sec): 3 clusters Score: Raw -4419756.983101 + Penalty 5109.772960 = -4414647.210141 nChanged 55 SP:Iteration 26Q (10748.510000 sec): 3 clusters Score: Raw -4419765.759063 + Penalty 5109.772960 = -4414655.986103 nChanged 44 SP:Iteration 27Q (10748.840000 sec): 3 clusters Score: Raw -4419771.276171 + Penalty 5109.772960 = -4414661.503211 nChanged 39 SP:Iteration 28Q (10749.180000 sec): 3 clusters Score: Raw -4419774.911374 + Penalty 5109.772960 = -4414665.138414 nChanged 26 SP:Iteration 29Q (10749.520000 sec): 3 clusters Score: Raw -4419777.622982 + Penalty 5109.772960 = -4414667.850021 nChanged 21 SP:Iteration 30Q (10749.880000 sec): 3 clusters Score: Raw -4419779.996162 + Penalty 5109.772960 = -4414670.223201 nChanged 14 SP:Iteration 31Q (10750.150000 sec): 3 clusters Score: Raw -4419781.235256 + Penalty 5109.772960 = -4414671.462296 nChanged 10 SP:Iteration 32Q (10750.520000 sec): 3 clusters Score: Raw -4419782.140726 + Penalty 5109.772960 = -4414672.367765 nChanged 9 SP:Iteration 33Q (10750.880000 sec): 3 clusters Score: Raw -4419782.991994 + Penalty 5109.772960 = -4414673.219034 nChanged 12 SP:Iteration 34Q (10751.200000 sec): 3 clusters Score: Raw -4419784.020282 + Penalty 5109.772960 = -4414674.247321 nChanged 11 SP:Iteration 35Q (10751.570000 sec): 3 clusters Score: Raw -4419785.063666 + Penalty 5109.772960 = -4414675.290706 nChanged 7 SP:Iteration 36Q (10751.910000 sec): 3 clusters Score: Raw -4419785.471397 + Penalty 5109.772960 = -4414675.698437 nChanged 6 SP:Iteration 37Q (10752.210000 sec): 3 clusters Score: Raw -4419785.673688 + Penalty 5109.772960 = -4414675.900728 nChanged 4 SP:Iteration 38Q (10752.570000 sec): 3 clusters Score: Raw -4419785.918064 + Penalty 5109.772960 = -4414676.145103 nChanged 3 SP:Iteration 39Q (10752.910000 sec): 3 clusters Score: Raw -4419786.258965 + Penalty 5109.772960 = -4414676.486005 nChanged 4 SP:Iteration 40F (10753.210000 sec): 3 clusters Score: Raw -4419786.574826 + Penalty 5109.772960 = -4414676.801865 nChanged 3 SP:Iteration 41Q (10753.560000 sec): 3 clusters Score: Raw -4419786.760753 + Penalty 5109.772960 = -4414676.987793 nChanged 3 SP:Iteration 42Q (10753.880000 sec): 3 clusters Score: Raw -4419787.113121 + Penalty 5109.772960 = -4414677.340161 nChanged 10 SP:Iteration 43Q (10754.180000 sec): 3 clusters Score: Raw -4419788.437150 + Penalty 5109.772960 = -4414678.664190 nChanged 13 SP:Iteration 44Q (10754.590000 sec): 3 clusters Score: Raw -4419789.866075 + Penalty 5109.772960 = -4414680.093115 nChanged 11 SP:Iteration 45Q (10754.970000 sec): 3 clusters Score: Raw -4419790.870690 + Penalty 5109.772960 = -4414681.097730 nChanged 12 SP:Iteration 46Q (10755.340000 sec): 3 clusters Score: Raw -4419791.640596 + Penalty 5109.772960 = -4414681.867636 nChanged 7 SP:Iteration 47Q (10755.720000 sec): 3 clusters Score: Raw -4419792.020980 + Penalty 5109.772960 = -4414682.248020 nChanged 3 SP:Iteration 48Q (10756.020000 sec): 3 clusters Score: Raw -4419792.231049 + Penalty 5109.772960 = -4414682.458088 nChanged 1 SP:Iteration 49Q (10756.360000 sec): 3 clusters Score: Raw -4419792.370763 + Penalty 5109.772960 = -4414682.597802 nChanged 2 SP:Iteration 50Q (10756.740000 sec): 3 clusters Score: Raw -4419792.547156 + Penalty 5109.772960 = -4414682.774196 nChanged 3 SP:Iteration 51Q (10757.120000 sec): 3 clusters Score: Raw -4419792.696805 + Penalty 5109.772960 = -4414682.923844 nChanged 0 SP:Iteration 52F (10757.470000 sec): 3 clusters Score: Raw -4419792.696805 + Penalty 5109.772960 = -4414682.923844 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (2012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10757.620000 sec): 2 clusters Score: Raw -288092.989938 + Penalty 1886.507364 = -286206.482575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10757.810000 sec): 3 clusters Score: Raw -287375.947106 + Penalty 3773.014727 = -283602.932379 nChanged 646 SP:Iteration 1F (10758.030000 sec): 3 clusters Score: Raw -288071.794714 + Penalty 3773.014727 = -284298.779986 nChanged 226 SP:Iteration 2F (10758.260000 sec): 3 clusters Score: Raw -288641.127023 + Penalty 3773.014727 = -284868.112296 nChanged 233 SP:Iteration 3F (10758.410000 sec): 3 clusters Score: Raw -289367.283484 + Penalty 3773.014727 = -285594.268756 nChanged 233 SP:Iteration 4F (10758.600000 sec): 3 clusters Score: Raw -290090.438027 + Penalty 3773.014727 = -286317.423299 nChanged 147 SP:Iteration 5F (10758.830000 sec): 3 clusters Score: Raw -290576.450935 + Penalty 3773.014727 = -286803.436207 nChanged 113 SP:Iteration 6F (10758.990000 sec): 3 clusters Score: Raw -290862.132831 + Penalty 3773.014727 = -287089.118104 nChanged 63 SP:Iteration 7Q (10759.200000 sec): 3 clusters Score: Raw -290971.067011 + Penalty 3773.014727 = -287198.052284 nChanged 35 SP:Iteration 8Q (10759.390000 sec): 3 clusters Score: Raw -291031.611094 + Penalty 3773.014727 = -287258.596366 nChanged 22 SP:Iteration 9Q (10759.550000 sec): 3 clusters Score: Raw -291072.572453 + Penalty 3773.014727 = -287299.557725 nChanged 18 SP:Iteration 10Q (10759.770000 sec): 3 clusters Score: Raw -291115.217019 + Penalty 3773.014727 = -287342.202291 nChanged 14 SP:Iteration 11Q (10759.950000 sec): 3 clusters Score: Raw -291142.348047 + Penalty 3773.014727 = -287369.333320 nChanged 13 SP:Iteration 12Q (10760.170000 sec): 3 clusters Score: Raw -291173.571856 + Penalty 3773.014727 = -287400.557129 nChanged 15 SP:Iteration 13Q (10760.360000 sec): 3 clusters Score: Raw -291212.393540 + Penalty 3773.014727 = -287439.378813 nChanged 9 SP:Iteration 14Q (10760.550000 sec): 3 clusters Score: Raw -291224.602975 + Penalty 3773.014727 = -287451.588248 nChanged 4 SP:Iteration 15Q (10760.730000 sec): 3 clusters Score: Raw -291232.311248 + Penalty 3773.014727 = -287459.296520 nChanged 4 SP:Iteration 16Q (10760.920000 sec): 3 clusters Score: Raw -291240.272620 + Penalty 3773.014727 = -287467.257892 nChanged 6 SP:Iteration 17Q (10761.070000 sec): 3 clusters Score: Raw -291252.627777 + Penalty 3773.014727 = -287479.613050 nChanged 8 SP:Iteration 18Q (10761.270000 sec): 3 clusters Score: Raw -291270.771990 + Penalty 3773.014727 = -287497.757262 nChanged 10 SP:Iteration 19Q (10761.400000 sec): 3 clusters Score: Raw -291297.288687 + Penalty 3773.014727 = -287524.273959 nChanged 6 SP:Iteration 20F (10761.590000 sec): 3 clusters Score: Raw -291311.778502 + Penalty 3773.014727 = -287538.763774 nChanged 9 SP:Iteration 21Q (10761.730000 sec): 3 clusters Score: Raw -291328.305775 + Penalty 3773.014727 = -287555.291048 nChanged 6 SP:Iteration 22Q (10761.920000 sec): 3 clusters Score: Raw -291338.012087 + Penalty 3773.014727 = -287564.997359 nChanged 4 SP:Iteration 23Q (10762.070000 sec): 3 clusters Score: Raw -291343.034340 + Penalty 3773.014727 = -287570.019613 nChanged 1 SP:Iteration 24Q (10762.230000 sec): 3 clusters Score: Raw -291344.973656 + Penalty 3773.014727 = -287571.958929 nChanged 0 SP:Iteration 25F (10762.450000 sec): 3 clusters Score: Raw -291344.973656 + Penalty 3773.014727 = -287571.958929 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10762.560000 sec): 2 clusters Score: Raw -112082.771346 + Penalty 1661.170477 = -110421.600869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10762.760000 sec): 3 clusters Score: Raw -112101.360699 + Penalty 3322.340955 = -108779.019744 nChanged 199 SP:Iteration 1F (10763.010000 sec): 3 clusters Score: Raw -112491.815760 + Penalty 3322.340955 = -109169.474805 nChanged 64 SP:Iteration 2F (10763.200000 sec): 3 clusters Score: Raw -112712.734602 + Penalty 3322.340955 = -109390.393647 nChanged 68 SP:Iteration 3F (10763.350000 sec): 3 clusters Score: Raw -112956.029119 + Penalty 3322.340955 = -109633.688164 nChanged 78 SP:Iteration 4F (10763.540000 sec): 3 clusters Score: Raw -113211.429369 + Penalty 3322.340955 = -109889.088415 nChanged 51 SP:Iteration 5F (10763.750000 sec): 3 clusters Score: Raw -113393.981478 + Penalty 3322.340955 = -110071.640523 nChanged 37 SP:Iteration 6Q (10763.930000 sec): 3 clusters Score: Raw -113522.666750 + Penalty 3322.340955 = -110200.325795 nChanged 24 SP:Iteration 7Q (10764.120000 sec): 3 clusters Score: Raw -113600.806985 + Penalty 3322.340955 = -110278.466030 nChanged 20 SP:Iteration 8Q (10764.320000 sec): 3 clusters Score: Raw -113666.219902 + Penalty 3322.340955 = -110343.878947 nChanged 12 SP:Iteration 9Q (10764.520000 sec): 3 clusters Score: Raw -113706.325571 + Penalty 3322.340955 = -110383.984616 nChanged 11 SP:Iteration 10Q (10764.710000 sec): 3 clusters Score: Raw -113756.453380 + Penalty 3322.340955 = -110434.112425 nChanged 9 SP:Iteration 11Q (10764.940000 sec): 3 clusters Score: Raw -113781.530682 + Penalty 3322.340955 = -110459.189727 nChanged 6 SP:Iteration 12Q (10765.100000 sec): 3 clusters Score: Raw -113804.586393 + Penalty 3322.340955 = -110482.245438 nChanged 4 SP:Iteration 13Q (10765.330000 sec): 3 clusters Score: Raw -113838.246268 + Penalty 3322.340955 = -110515.905313 nChanged 9 SP:Iteration 14Q (10765.550000 sec): 3 clusters Score: Raw -113955.273843 + Penalty 3322.340955 = -110632.932888 nChanged 12 SP:Iteration 15Q (10765.780000 sec): 3 clusters Score: Raw -114013.666508 + Penalty 3322.340955 = -110691.325553 nChanged 11 SP:Iteration 16Q (10765.990000 sec): 3 clusters Score: Raw -114096.336044 + Penalty 3322.340955 = -110773.995089 nChanged 8 SP:Iteration 17Q (10766.170000 sec): 3 clusters Score: Raw -114153.036532 + Penalty 3322.340955 = -110830.695577 nChanged 7 SP:Iteration 18Q (10766.340000 sec): 3 clusters Score: Raw -114176.428568 + Penalty 3322.340955 = -110854.087613 nChanged 9 SP:Iteration 19Q (10766.560000 sec): 3 clusters Score: Raw -114192.681258 + Penalty 3322.340955 = -110870.340303 nChanged 4 SP:Iteration 20F (10766.730000 sec): 3 clusters Score: Raw -114221.621332 + Penalty 3322.340955 = -110899.280377 nChanged 6 SP:Iteration 21Q (10766.890000 sec): 3 clusters Score: Raw -114319.363316 + Penalty 3322.340955 = -110997.022361 nChanged 12 SP:Iteration 22Q (10767.100000 sec): 3 clusters Score: Raw -114425.525377 + Penalty 3322.340955 = -111103.184423 nChanged 5 SP:Iteration 23Q (10767.260000 sec): 3 clusters Score: Raw -114438.230398 + Penalty 3322.340955 = -111115.889443 nChanged 3 SP:Iteration 24Q (10767.480000 sec): 3 clusters Score: Raw -114442.453166 + Penalty 3322.340955 = -111120.112211 nChanged 0 SP:Iteration 25F (10767.620000 sec): 3 clusters Score: Raw -114442.453166 + Penalty 3322.340955 = -111120.112211 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (1270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10767.750000 sec): 2 clusters Score: Raw -165049.852704 + Penalty 1772.399501 = -163277.453203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10768.010000 sec): 3 clusters Score: Raw -165080.772146 + Penalty 3544.799001 = -161535.973145 nChanged 446 SP:Iteration 1F (10768.210000 sec): 3 clusters Score: Raw -167208.370593 + Penalty 3544.799001 = -163663.571592 nChanged 187 SP:Iteration 2F (10768.370000 sec): 3 clusters Score: Raw -168748.582275 + Penalty 3544.799001 = -165203.783274 nChanged 89 SP:Iteration 3F (10768.530000 sec): 3 clusters Score: Raw -170322.671824 + Penalty 3544.799001 = -166777.872823 nChanged 40 SP:Iteration 4Q (10768.790000 sec): 3 clusters Score: Raw -170497.159459 + Penalty 3544.799001 = -166952.360458 nChanged 17 SP:Iteration 5Q (10768.990000 sec): 3 clusters Score: Raw -170583.418189 + Penalty 3544.799001 = -167038.619188 nChanged 14 SP:Iteration 6Q (10769.240000 sec): 3 clusters Score: Raw -170672.307511 + Penalty 3544.799001 = -167127.508510 nChanged 4 SP:Iteration 7Q (10769.410000 sec): 3 clusters Score: Raw -170735.214121 + Penalty 3544.799001 = -167190.415120 nChanged 6 SP:Iteration 8Q (10769.650000 sec): 3 clusters Score: Raw -170781.533374 + Penalty 3544.799001 = -167236.734373 nChanged 3 SP:Iteration 9Q (10769.860000 sec): 3 clusters Score: Raw -170791.021015 + Penalty 3544.799001 = -167246.222014 nChanged 4 SP:Iteration 10Q (10770.080000 sec): 3 clusters Score: Raw -170804.527394 + Penalty 3544.799001 = -167259.728393 nChanged 0 SP:Iteration 11F (10770.220000 sec): 3 clusters Score: Raw -170804.527394 + Penalty 3544.799001 = -167259.728393 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10770.320000 sec): 2 clusters Score: Raw -42470.850970 + Penalty 1478.967677 = -40991.883293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10770.470000 sec): 3 clusters Score: Raw -42783.175284 + Penalty 2957.935354 = -39825.239929 nChanged 106 SP:Iteration 1F (10770.660000 sec): 3 clusters Score: Raw -43665.189787 + Penalty 2957.935354 = -40707.254432 nChanged 50 SP:Iteration 2F (10770.890000 sec): 3 clusters Score: Raw -44126.006239 + Penalty 2957.935354 = -41168.070885 nChanged 14 SP:Iteration 3Q (10771.140000 sec): 3 clusters Score: Raw -44275.034848 + Penalty 2957.935354 = -41317.099494 nChanged 6 SP:Iteration 4Q (10771.350000 sec): 3 clusters Score: Raw -44321.170996 + Penalty 2957.935354 = -41363.235641 nChanged 0 SP:Iteration 5F (10771.590000 sec): 3 clusters Score: Raw -44321.170996 + Penalty 2957.935354 = -41363.235641 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (1697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10771.660000 sec): 2 clusters Score: Raw -229808.454140 + Penalty 1844.281082 = -227964.173058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10771.800000 sec): 3 clusters Score: Raw -229416.080339 + Penalty 3688.562164 = -225727.518175 nChanged 571 SP:Iteration 1F (10771.960000 sec): 3 clusters Score: Raw -229990.923453 + Penalty 3688.562164 = -226302.361289 nChanged 181 SP:Iteration 2F (10772.080000 sec): 3 clusters Score: Raw -230425.650592 + Penalty 3688.562164 = -226737.088428 nChanged 197 SP:Iteration 3F (10772.220000 sec): 3 clusters Score: Raw -231369.638747 + Penalty 3688.562164 = -227681.076584 nChanged 208 SP:Iteration 4F (10772.400000 sec): 3 clusters Score: Raw -232208.891285 + Penalty 3688.562164 = -228520.329121 nChanged 148 SP:Iteration 5F (10772.620000 sec): 3 clusters Score: Raw -232706.598503 + Penalty 3688.562164 = -229018.036340 nChanged 77 SP:Iteration 6Q (10772.830000 sec): 3 clusters Score: Raw -232929.866786 + Penalty 3688.562164 = -229241.304623 nChanged 47 SP:Iteration 7Q (10773.040000 sec): 3 clusters Score: Raw -233038.453904 + Penalty 3688.562164 = -229349.891741 nChanged 30 SP:Iteration 8Q (10773.270000 sec): 3 clusters Score: Raw -233083.073755 + Penalty 3688.562164 = -229394.511591 nChanged 30 SP:Iteration 9Q (10773.420000 sec): 3 clusters Score: Raw -233164.004507 + Penalty 3688.562164 = -229475.442344 nChanged 36 SP:Iteration 10Q (10773.600000 sec): 3 clusters Score: Raw -233320.061637 + Penalty 3688.562164 = -229631.499474 nChanged 35 SP:Iteration 11Q (10773.700000 sec): 3 clusters Score: Raw -233454.209882 + Penalty 3688.562164 = -229765.647718 nChanged 32 SP:Iteration 12Q (10773.900000 sec): 3 clusters Score: Raw -233618.487510 + Penalty 3688.562164 = -229929.925346 nChanged 33 SP:Iteration 13Q (10774.080000 sec): 3 clusters Score: Raw -233700.615868 + Penalty 3688.562164 = -230012.053704 nChanged 28 SP:Iteration 14Q (10774.320000 sec): 3 clusters Score: Raw -233770.701507 + Penalty 3688.562164 = -230082.139343 nChanged 27 SP:Iteration 15Q (10774.460000 sec): 3 clusters Score: Raw -233819.413939 + Penalty 3688.562164 = -230130.851775 nChanged 16 SP:Iteration 16Q (10774.610000 sec): 3 clusters Score: Raw -233841.574073 + Penalty 3688.562164 = -230153.011909 nChanged 12 SP:Iteration 17Q (10774.760000 sec): 3 clusters Score: Raw -233863.334762 + Penalty 3688.562164 = -230174.772599 nChanged 14 SP:Iteration 18Q (10774.960000 sec): 3 clusters Score: Raw -233884.683955 + Penalty 3688.562164 = -230196.121791 nChanged 11 SP:Iteration 19Q (10775.100000 sec): 3 clusters Score: Raw -233899.233412 + Penalty 3688.562164 = -230210.671248 nChanged 7 SP:Iteration 20F (10775.310000 sec): 3 clusters Score: Raw -233907.525873 + Penalty 3688.562164 = -230218.963709 nChanged 4 SP:Iteration 21Q (10775.460000 sec): 3 clusters Score: Raw -233913.632351 + Penalty 3688.562164 = -230225.070188 nChanged 5 SP:Iteration 22Q (10775.720000 sec): 3 clusters Score: Raw -233918.981520 + Penalty 3688.562164 = -230230.419357 nChanged 1 SP:Iteration 23Q (10775.950000 sec): 3 clusters Score: Raw -233919.653433 + Penalty 3688.562164 = -230231.091269 nChanged 0 SP:Iteration 24F (10776.120000 sec): 3 clusters Score: Raw -233919.653433 + Penalty 3688.562164 = -230231.091269 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (6306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10776.280000 sec): 2 clusters Score: Raw -953654.560755 + Penalty 2169.815696 = -951484.745059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10776.490000 sec): 3 clusters Score: Raw -950583.861055 + Penalty 4339.631393 = -946244.229662 nChanged 2490 SP:Iteration 1F (10776.750000 sec): 3 clusters Score: Raw -952656.165954 + Penalty 4339.631393 = -948316.534561 nChanged 712 SP:Iteration 2F (10776.980000 sec): 3 clusters Score: Raw -953636.540284 + Penalty 4339.631393 = -949296.908891 nChanged 593 SP:Iteration 3F (10777.200000 sec): 3 clusters Score: Raw -954268.297604 + Penalty 4339.631393 = -949928.666211 nChanged 442 SP:Iteration 4F (10777.440000 sec): 3 clusters Score: Raw -954607.829685 + Penalty 4339.631393 = -950268.198292 nChanged 348 SP:Iteration 5F (10777.610000 sec): 3 clusters Score: Raw -954837.296277 + Penalty 4339.631393 = -950497.664884 nChanged 262 SP:Iteration 6Q (10777.840000 sec): 3 clusters Score: Raw -954982.899942 + Penalty 4339.631393 = -950643.268549 nChanged 184 SP:Iteration 7Q (10778.070000 sec): 3 clusters Score: Raw -955080.229554 + Penalty 4339.631393 = -950740.598161 nChanged 144 SP:Iteration 8Q (10778.340000 sec): 3 clusters Score: Raw -955147.512340 + Penalty 4339.631393 = -950807.880947 nChanged 110 SP:Iteration 9Q (10778.570000 sec): 3 clusters Score: Raw -955194.831007 + Penalty 4339.631393 = -950855.199614 nChanged 85 SP:Iteration 10Q (10778.800000 sec): 3 clusters Score: Raw -955224.876811 + Penalty 4339.631393 = -950885.245418 nChanged 78 SP:Iteration 11Q (10778.980000 sec): 3 clusters Score: Raw -955256.720052 + Penalty 4339.631393 = -950917.088659 nChanged 72 SP:Iteration 12Q (10779.280000 sec): 3 clusters Score: Raw -955282.961677 + Penalty 4339.631393 = -950943.330284 nChanged 58 SP:Iteration 13Q (10779.500000 sec): 3 clusters Score: Raw -955303.973406 + Penalty 4339.631393 = -950964.342013 nChanged 43 SP:Iteration 14Q (10779.780000 sec): 3 clusters Score: Raw -955317.831552 + Penalty 4339.631393 = -950978.200159 nChanged 34 SP:Iteration 15Q (10780.020000 sec): 3 clusters Score: Raw -955329.804685 + Penalty 4339.631393 = -950990.173293 nChanged 36 SP:Iteration 16Q (10780.200000 sec): 3 clusters Score: Raw -955341.444934 + Penalty 4339.631393 = -951001.813541 nChanged 41 SP:Iteration 17Q (10780.410000 sec): 3 clusters Score: Raw -955355.336996 + Penalty 4339.631393 = -951015.705603 nChanged 39 SP:Iteration 18Q (10780.610000 sec): 3 clusters Score: Raw -955366.838057 + Penalty 4339.631393 = -951027.206665 nChanged 29 SP:Iteration 19Q (10780.830000 sec): 3 clusters Score: Raw -955376.142179 + Penalty 4339.631393 = -951036.510786 nChanged 32 SP:Iteration 20F (10781.020000 sec): 3 clusters Score: Raw -955388.433654 + Penalty 4339.631393 = -951048.802262 nChanged 29 SP:Iteration 21Q (10781.230000 sec): 3 clusters Score: Raw -955398.452617 + Penalty 4339.631393 = -951058.821225 nChanged 25 SP:Iteration 22Q (10781.480000 sec): 3 clusters Score: Raw -955405.320927 + Penalty 4339.631393 = -951065.689534 nChanged 23 SP:Iteration 23Q (10781.730000 sec): 3 clusters Score: Raw -955413.650530 + Penalty 4339.631393 = -951074.019138 nChanged 17 SP:Iteration 24Q (10781.910000 sec): 3 clusters Score: Raw -955420.061681 + Penalty 4339.631393 = -951080.430288 nChanged 17 SP:Iteration 25Q (10782.130000 sec): 3 clusters Score: Raw -955425.626358 + Penalty 4339.631393 = -951085.994965 nChanged 19 SP:Iteration 26Q (10782.300000 sec): 3 clusters Score: Raw -955432.621706 + Penalty 4339.631393 = -951092.990313 nChanged 20 SP:Iteration 27Q (10782.490000 sec): 3 clusters Score: Raw -955437.914360 + Penalty 4339.631393 = -951098.282967 nChanged 15 SP:Iteration 28Q (10782.700000 sec): 3 clusters Score: Raw -955442.676710 + Penalty 4339.631393 = -951103.045318 nChanged 16 SP:Iteration 29Q (10782.850000 sec): 3 clusters Score: Raw -955447.560897 + Penalty 4339.631393 = -951107.929505 nChanged 16 SP:Iteration 30Q (10783.070000 sec): 3 clusters Score: Raw -955451.551121 + Penalty 4339.631393 = -951111.919729 nChanged 13 SP:Iteration 31Q (10783.290000 sec): 3 clusters Score: Raw -955454.885521 + Penalty 4339.631393 = -951115.254129 nChanged 13 SP:Iteration 32Q (10783.470000 sec): 3 clusters Score: Raw -955458.911821 + Penalty 4339.631393 = -951119.280428 nChanged 7 SP:Iteration 33Q (10783.710000 sec): 3 clusters Score: Raw -955460.197718 + Penalty 4339.631393 = -951120.566326 nChanged 2 SP:Iteration 34Q (10783.930000 sec): 3 clusters Score: Raw -955460.649406 + Penalty 4339.631393 = -951121.018013 nChanged 4 SP:Iteration 35Q (10784.250000 sec): 3 clusters Score: Raw -955461.337258 + Penalty 4339.631393 = -951121.705866 nChanged 3 SP:Iteration 36Q (10784.450000 sec): 3 clusters Score: Raw -955462.210136 + Penalty 4339.631393 = -951122.578743 nChanged 5 SP:Iteration 37Q (10784.710000 sec): 3 clusters Score: Raw -955463.519663 + Penalty 4339.631393 = -951123.888270 nChanged 2 SP:Iteration 38Q (10784.940000 sec): 3 clusters Score: Raw -955464.298531 + Penalty 4339.631393 = -951124.667138 nChanged 4 SP:Iteration 39Q (10785.140000 sec): 3 clusters Score: Raw -955465.344581 + Penalty 4339.631393 = -951125.713188 nChanged 2 SP:Iteration 40F (10785.390000 sec): 3 clusters Score: Raw -955465.925328 + Penalty 4339.631393 = -951126.293935 nChanged 3 SP:Iteration 41Q (10785.630000 sec): 3 clusters Score: Raw -955466.543922 + Penalty 4339.631393 = -951126.912529 nChanged 4 SP:Iteration 42Q (10785.850000 sec): 3 clusters Score: Raw -955467.550996 + Penalty 4339.631393 = -951127.919603 nChanged 3 SP:Iteration 43Q (10786.080000 sec): 3 clusters Score: Raw -955468.555113 + Penalty 4339.631393 = -951128.923720 nChanged 5 SP:Iteration 44Q (10786.310000 sec): 3 clusters Score: Raw -955470.071244 + Penalty 4339.631393 = -951130.439852 nChanged 7 SP:Iteration 45Q (10786.480000 sec): 3 clusters Score: Raw -955471.743947 + Penalty 4339.631393 = -951132.112554 nChanged 6 SP:Iteration 46Q (10786.660000 sec): 3 clusters Score: Raw -955473.370818 + Penalty 4339.631393 = -951133.739425 nChanged 3 SP:Iteration 47Q (10786.920000 sec): 3 clusters Score: Raw -955473.988914 + Penalty 4339.631393 = -951134.357522 nChanged 1 SP:Iteration 48Q (10787.140000 sec): 3 clusters Score: Raw -955474.273061 + Penalty 4339.631393 = -951134.641668 nChanged 2 SP:Iteration 49Q (10787.310000 sec): 3 clusters Score: Raw -955475.179463 + Penalty 4339.631393 = -951135.548070 nChanged 4 SP:Iteration 50Q (10787.560000 sec): 3 clusters Score: Raw -955476.314627 + Penalty 4339.631393 = -951136.683234 nChanged 3 SP:Iteration 51Q (10787.780000 sec): 3 clusters Score: Raw -955477.507608 + Penalty 4339.631393 = -951137.876216 nChanged 1 SP:Iteration 52Q (10787.960000 sec): 3 clusters Score: Raw -955477.824420 + Penalty 4339.631393 = -951138.193028 nChanged 4 SP:Iteration 53Q (10788.180000 sec): 3 clusters Score: Raw -955478.738172 + Penalty 4339.631393 = -951139.106779 nChanged 2 SP:Iteration 54Q (10788.400000 sec): 3 clusters Score: Raw -955479.193174 + Penalty 4339.631393 = -951139.561781 nChanged 0 SP:Iteration 55F (10788.640000 sec): 3 clusters Score: Raw -955479.193174 + Penalty 4339.631393 = -951139.561781 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (1628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10788.740000 sec): 2 clusters Score: Raw -219313.533867 + Penalty 1833.986672 = -217479.547196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10788.920000 sec): 3 clusters Score: Raw -219015.997640 + Penalty 3667.973343 = -215348.024297 nChanged 566 SP:Iteration 1F (10789.110000 sec): 3 clusters Score: Raw -221729.379260 + Penalty 3667.973343 = -218061.405917 nChanged 344 SP:Iteration 2F (10789.350000 sec): 3 clusters Score: Raw -225207.293651 + Penalty 3667.973343 = -221539.320308 nChanged 125 SP:Iteration 3F (10789.500000 sec): 3 clusters Score: Raw -226438.908727 + Penalty 3667.973343 = -222770.935384 nChanged 36 SP:Iteration 4Q (10789.730000 sec): 3 clusters Score: Raw -226553.220281 + Penalty 3667.973343 = -222885.246938 nChanged 14 SP:Iteration 5Q (10789.860000 sec): 3 clusters Score: Raw -226618.034656 + Penalty 3667.973343 = -222950.061313 nChanged 9 SP:Iteration 6Q (10790.060000 sec): 3 clusters Score: Raw -226659.832577 + Penalty 3667.973343 = -222991.859234 nChanged 2 SP:Iteration 7Q (10790.280000 sec): 3 clusters Score: Raw -226663.714119 + Penalty 3667.973343 = -222995.740776 nChanged 0 SP:Iteration 8F (10790.470000 sec): 3 clusters Score: Raw -226663.714119 + Penalty 3667.973343 = -222995.740776 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (2279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10790.550000 sec): 2 clusters Score: Raw -301978.591374 + Penalty 1917.410023 = -300061.181351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10790.750000 sec): 3 clusters Score: Raw -301631.657088 + Penalty 3834.820047 = -297796.837041 nChanged 833 SP:Iteration 1F (10790.960000 sec): 3 clusters Score: Raw -305734.396582 + Penalty 3834.820047 = -301899.576536 nChanged 470 SP:Iteration 2F (10791.110000 sec): 3 clusters Score: Raw -308352.003628 + Penalty 3834.820047 = -304517.183582 nChanged 156 SP:Iteration 3F (10791.290000 sec): 3 clusters Score: Raw -309917.149506 + Penalty 3834.820047 = -306082.329460 nChanged 98 SP:Iteration 4Q (10791.480000 sec): 3 clusters Score: Raw -312295.707325 + Penalty 3834.820047 = -308460.887279 nChanged 53 SP:Iteration 5Q (10791.710000 sec): 3 clusters Score: Raw -316196.175889 + Penalty 3834.820047 = -312361.355843 nChanged 37 SP:Iteration 6Q (10791.910000 sec): 3 clusters Score: Raw -316283.070988 + Penalty 3834.820047 = -312448.250942 nChanged 10 SP:Iteration 7Q (10792.090000 sec): 3 clusters Score: Raw -316301.837057 + Penalty 3834.820047 = -312467.017011 nChanged 4 SP:Iteration 8Q (10792.290000 sec): 3 clusters Score: Raw -316305.473134 + Penalty 3834.820047 = -312470.653088 nChanged 0 SP:Iteration 9F (10792.480000 sec): 3 clusters Score: Raw -316326.754318 + Penalty 3834.820047 = -312491.934271 nChanged 10 SP:Iteration 10Q (10792.640000 sec): 3 clusters Score: Raw -316365.027032 + Penalty 3834.820047 = -312530.206985 nChanged 10 SP:Iteration 11Q (10792.860000 sec): 3 clusters Score: Raw -316395.503652 + Penalty 3834.820047 = -312560.683605 nChanged 9 SP:Iteration 12Q (10793.030000 sec): 3 clusters Score: Raw -316419.181483 + Penalty 3834.820047 = -312584.361436 nChanged 5 SP:Iteration 13Q (10793.220000 sec): 3 clusters Score: Raw -316429.086028 + Penalty 3834.820047 = -312594.265981 nChanged 5 SP:Iteration 14Q (10793.380000 sec): 3 clusters Score: Raw -316441.217311 + Penalty 3834.820047 = -312606.397264 nChanged 5 SP:Iteration 15Q (10793.610000 sec): 3 clusters Score: Raw -316449.537589 + Penalty 3834.820047 = -312614.717542 nChanged 2 SP:Iteration 16Q (10793.780000 sec): 3 clusters Score: Raw -316451.990754 + Penalty 3834.820047 = -312617.170707 nChanged 3 SP:Iteration 17Q (10793.970000 sec): 3 clusters Score: Raw -316456.421636 + Penalty 3834.820047 = -312621.601589 nChanged 4 SP:Iteration 18Q (10794.170000 sec): 3 clusters Score: Raw -316468.114527 + Penalty 3834.820047 = -312633.294481 nChanged 6 SP:Iteration 19Q (10794.390000 sec): 3 clusters Score: Raw -316500.272470 + Penalty 3834.820047 = -312665.452423 nChanged 9 SP:Iteration 20F (10794.560000 sec): 3 clusters Score: Raw -316541.468764 + Penalty 3834.820047 = -312706.648718 nChanged 6 SP:Iteration 21Q (10794.720000 sec): 3 clusters Score: Raw -316551.691966 + Penalty 3834.820047 = -312716.871919 nChanged 5 SP:Iteration 22Q (10794.910000 sec): 3 clusters Score: Raw -316559.936776 + Penalty 3834.820047 = -312725.116729 nChanged 3 SP:Iteration 23Q (10795.140000 sec): 3 clusters Score: Raw -316569.919887 + Penalty 3834.820047 = -312735.099840 nChanged 3 SP:Iteration 24Q (10795.300000 sec): 3 clusters Score: Raw -316575.994018 + Penalty 3834.820047 = -312741.173972 nChanged 4 SP:Iteration 25Q (10795.470000 sec): 3 clusters Score: Raw -316580.962686 + Penalty 3834.820047 = -312746.142639 nChanged 0 SP:Iteration 26F (10795.650000 sec): 3 clusters Score: Raw -316580.962686 + Penalty 3834.820047 = -312746.142639 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Iteration 20F (10825.540000 sec): 34 clusters Score: Raw -66790488.812605 + Penalty 106617.499254 = -66683871.313351 nChanged 13626 Iteration 21Q (10840.560000 sec): 34 clusters Score: Raw -66808030.221152 + Penalty 106617.499254 = -66701412.721897 nChanged 5984 Iteration 22Q (10856.100000 sec): 34 clusters Score: Raw -66811438.059623 + Penalty 106617.499254 = -66704820.560368 nChanged 3878 Iteration 23Q (10872.390000 sec): 34 clusters Score: Raw -66813049.198468 + Penalty 106617.499254 = -66706431.699214 nChanged 2849 Iteration 24Q (10888.510000 sec): 34 clusters Score: Raw -66814184.574929 + Penalty 106617.499254 = -66707567.075674 nChanged 2217 Iteration 25Q (10903.030000 sec): 34 clusters Score: Raw -66815077.463772 + Penalty 106617.499254 = -66708459.964518 nChanged 1852 Iteration 26Q (10918.810000 sec): 34 clusters Score: Raw -66815821.065927 + Penalty 106617.499254 = -66709203.566673 nChanged 1600 Iteration 27Q (10934.680000 sec): 34 clusters Score: Raw -66816555.551593 + Penalty 106617.499254 = -66709938.052338 nChanged 1389 Iteration 28Q (10953.290000 sec): 34 clusters Score: Raw -66817283.598110 + Penalty 106617.499254 = -66710666.098855 nChanged 1273 Iteration 29Q (10967.720000 sec): 34 clusters Score: Raw -66817877.982086 + Penalty 106617.499254 = -66711260.482831 nChanged 1212 Iteration 30Q (10981.980000 sec): 34 clusters Score: Raw -66818708.694896 + Penalty 106617.499254 = -66712091.195641 nChanged 1142 Iteration 31Q (10997.500000 sec): 34 clusters Score: Raw -66819325.769455 + Penalty 106617.499254 = -66712708.270201 nChanged 1060 Iteration 32Q (11011.500000 sec): 34 clusters Score: Raw -66819899.177921 + Penalty 106617.499254 = -66713281.678667 nChanged 959 Iteration 33Q (11028.070000 sec): 34 clusters Score: Raw -66820288.963481 + Penalty 106617.499254 = -66713671.464227 nChanged 864 Iteration 34Q (11043.140000 sec): 34 clusters Score: Raw -66820605.790444 + Penalty 106617.499254 = -66713988.291189 nChanged 784 Iteration 35Q (11057.260000 sec): 34 clusters Score: Raw -66820895.375076 + Penalty 106617.499254 = -66714277.875821 nChanged 700 Iteration 36Q (11072.990000 sec): 34 clusters Score: Raw -66821124.496877 + Penalty 106617.499254 = -66714506.997622 nChanged 589 Iteration 37Q (11088.340000 sec): 34 clusters Score: Raw -66821297.788879 + Penalty 106617.499254 = -66714680.289625 nChanged 524 Iteration 38Q (11103.930000 sec): 34 clusters Score: Raw -66821451.929327 + Penalty 106617.499254 = -66714834.430072 nChanged 455 Iteration 39Q (11120.110000 sec): 34 clusters Score: Raw -66821603.687702 + Penalty 106617.499254 = -66714986.188447 nChanged 392 Iteration 40F (11149.620000 sec): 34 clusters Score: Raw -66828614.959738 + Penalty 106617.499254 = -66721997.460484 nChanged 728 Iteration 41Q (11164.400000 sec): 34 clusters Score: Raw -66832449.293095 + Penalty 106617.499254 = -66725831.793840 nChanged 809 Iteration 42Q (11181.060000 sec): 34 clusters Score: Raw -66834232.067665 + Penalty 106617.499254 = -66727614.568410 nChanged 913 Iteration 43Q (11194.770000 sec): 34 clusters Score: Raw -66835410.020424 + Penalty 106617.499254 = -66728792.521169 nChanged 960 Iteration 44Q (11209.950000 sec): 34 clusters Score: Raw -66836010.402105 + Penalty 106617.499254 = -66729392.902850 nChanged 901 Iteration 45Q (11225.970000 sec): 34 clusters Score: Raw -66836442.908516 + Penalty 106617.499254 = -66729825.409262 nChanged 882 Iteration 46Q (11241.200000 sec): 34 clusters Score: Raw -66836800.518654 + Penalty 106617.499254 = -66730183.019399 nChanged 821 Iteration 47Q (11259.080000 sec): 34 clusters Score: Raw -66837084.478653 + Penalty 106617.499254 = -66730466.979398 nChanged 748 Iteration 48Q (11274.780000 sec): 34 clusters Score: Raw -66837377.303317 + Penalty 106617.499254 = -66730759.804063 nChanged 759 Iteration 49Q (11290.970000 sec): 34 clusters Score: Raw -66837626.012695 + Penalty 106617.499254 = -66731008.513440 nChanged 747 Iteration 50Q (11307.250000 sec): 34 clusters Score: Raw -66837824.094499 + Penalty 106617.499254 = -66731206.595244 nChanged 716 Iteration 51Q (11323.550000 sec): 34 clusters Score: Raw -66837997.030424 + Penalty 106617.499254 = -66731379.531170 nChanged 666 Iteration 52Q (11341.350000 sec): 34 clusters Score: Raw -66838149.207217 + Penalty 106617.499254 = -66731531.707963 nChanged 591 Iteration 53Q (11356.160000 sec): 34 clusters Score: Raw -66838296.298176 + Penalty 106617.499254 = -66731678.798922 nChanged 606 Iteration 54Q (11372.010000 sec): 34 clusters Score: Raw -66838421.814313 + Penalty 106617.499254 = -66731804.315059 nChanged 532 Iteration 55Q (11387.820000 sec): 34 clusters Score: Raw -66838521.763232 + Penalty 106617.499254 = -66731904.263977 nChanged 515 Iteration 56Q (11403.950000 sec): 34 clusters Score: Raw -66838617.253197 + Penalty 106617.499254 = -66731999.753942 nChanged 496 Iteration 57Q (11421.540000 sec): 34 clusters Score: Raw -66838701.012192 + Penalty 106617.499254 = -66732083.512937 nChanged 451 Iteration 58Q (11438.550000 sec): 34 clusters Score: Raw -66838793.165753 + Penalty 106617.499254 = -66732175.666498 nChanged 448 Writing temp clu file Because OldScore, -66732083.512937, is greater than current (better) Score,-66732175.666498 Compute initial score before splitting: Score: Raw -66838793.165753 + Penalty 106617.499254 = -66732175.666498 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11438.740000 sec): 2 clusters Score: Raw -211343.159555 + Penalty 1797.452560 = -209545.706995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11438.980000 sec): 3 clusters Score: Raw -210964.487628 + Penalty 3594.905121 = -207369.582507 nChanged 421 SP:Iteration 1F (11439.150000 sec): 3 clusters Score: Raw -211320.936614 + Penalty 3594.905121 = -207726.031493 nChanged 85 SP:Iteration 2F (11439.360000 sec): 3 clusters Score: Raw -211409.181103 + Penalty 3594.905121 = -207814.275982 nChanged 52 SP:Iteration 3Q (11439.510000 sec): 3 clusters Score: Raw -211464.694793 + Penalty 3594.905121 = -207869.789673 nChanged 37 SP:Iteration 4Q (11439.690000 sec): 3 clusters Score: Raw -211505.402945 + Penalty 3594.905121 = -207910.497825 nChanged 23 SP:Iteration 5Q (11439.870000 sec): 3 clusters Score: Raw -211524.525681 + Penalty 3594.905121 = -207929.620561 nChanged 7 SP:Iteration 6Q (11440.040000 sec): 3 clusters Score: Raw -211531.757554 + Penalty 3594.905121 = -207936.852434 nChanged 4 SP:Iteration 7Q (11440.200000 sec): 3 clusters Score: Raw -211533.953297 + Penalty 3594.905121 = -207939.048176 nChanged 1 SP:Iteration 8Q (11440.390000 sec): 3 clusters Score: Raw -211535.072402 + Penalty 3594.905121 = -207940.167282 nChanged 1 SP:Iteration 9Q (11440.560000 sec): 3 clusters Score: Raw -211535.817699 + Penalty 3594.905121 = -207940.912579 nChanged 0 SP:Iteration 10F (11440.770000 sec): 3 clusters Score: Raw -211535.817699 + Penalty 3594.905121 = -207940.912579 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (71777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11441.200000 sec): 2 clusters Score: Raw -10806211.577187 + Penalty 2772.967204 = -10803438.609983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11441.810000 sec): 3 clusters Score: Raw -10760843.920223 + Penalty 5545.934407 = -10755297.985816 nChanged 33580 SP:Iteration 1F (11442.410000 sec): 3 clusters Score: Raw -10780396.499378 + Penalty 5545.934407 = -10774850.564971 nChanged 3860 SP:Iteration 2F (11443.020000 sec): 3 clusters Score: Raw -10782816.815371 + Penalty 5545.934407 = -10777270.880963 nChanged 4874 SP:Iteration 3F (11443.560000 sec): 3 clusters Score: Raw -10786770.046414 + Penalty 5545.934407 = -10781224.112007 nChanged 5962 SP:Iteration 4F (11444.070000 sec): 3 clusters Score: Raw -10792062.262437 + Penalty 5545.934407 = -10786516.328030 nChanged 6389 SP:Iteration 5F (11444.650000 sec): 3 clusters Score: Raw -10797243.803068 + Penalty 5545.934407 = -10791697.868661 nChanged 5569 SP:Iteration 6F (11445.180000 sec): 3 clusters Score: Raw -10801045.896114 + Penalty 5545.934407 = -10795499.961707 nChanged 4139 SP:Iteration 7F (11445.740000 sec): 3 clusters Score: Raw -10803161.327941 + Penalty 5545.934407 = -10797615.393534 nChanged 2858 SP:Iteration 8Q (11446.340000 sec): 3 clusters Score: Raw -10804234.602674 + Penalty 5545.934407 = -10798688.668267 nChanged 1956 SP:Iteration 9Q (11446.900000 sec): 3 clusters Score: Raw -10804825.207557 + Penalty 5545.934407 = -10799279.273150 nChanged 1507 SP:Iteration 10Q (11447.510000 sec): 3 clusters Score: Raw -10805236.280521 + Penalty 5545.934407 = -10799690.346114 nChanged 1282 SP:Iteration 11Q (11448.070000 sec): 3 clusters Score: Raw -10805569.210725 + Penalty 5545.934407 = -10800023.276317 nChanged 1149 SP:Iteration 12Q (11448.670000 sec): 3 clusters Score: Raw -10805846.297728 + Penalty 5545.934407 = -10800300.363321 nChanged 1088 SP:Iteration 13Q (11449.270000 sec): 3 clusters Score: Raw -10806091.082236 + Penalty 5545.934407 = -10800545.147828 nChanged 1008 SP:Iteration 14Q (11449.900000 sec): 3 clusters Score: Raw -10806322.306471 + Penalty 5545.934407 = -10800776.372064 nChanged 975 SP:Iteration 15Q (11450.510000 sec): 3 clusters Score: Raw -10806540.751703 + Penalty 5545.934407 = -10800994.817295 nChanged 954 SP:Iteration 16Q (11451.080000 sec): 3 clusters Score: Raw -10806747.672344 + Penalty 5545.934407 = -10801201.737937 nChanged 932 SP:Iteration 17Q (11451.640000 sec): 3 clusters Score: Raw -10806960.864006 + Penalty 5545.934407 = -10801414.929599 nChanged 934 SP:Iteration 18Q (11452.220000 sec): 3 clusters Score: Raw -10807160.959473 + Penalty 5545.934407 = -10801615.025066 nChanged 905 SP:Iteration 19Q (11452.810000 sec): 3 clusters Score: Raw -10807365.673100 + Penalty 5545.934407 = -10801819.738693 nChanged 881 SP:Iteration 20F (11453.340000 sec): 3 clusters Score: Raw -10807565.949054 + Penalty 5545.934407 = -10802020.014646 nChanged 846 SP:Iteration 21Q (11453.930000 sec): 3 clusters Score: Raw -10807764.319647 + Penalty 5545.934407 = -10802218.385240 nChanged 828 SP:Iteration 22Q (11454.490000 sec): 3 clusters Score: Raw -10807955.151709 + Penalty 5545.934407 = -10802409.217301 nChanged 757 SP:Iteration 23Q (11455.100000 sec): 3 clusters Score: Raw -10808121.325612 + Penalty 5545.934407 = -10802575.391205 nChanged 719 SP:Iteration 24Q (11455.650000 sec): 3 clusters Score: Raw -10808284.383131 + Penalty 5545.934407 = -10802738.448723 nChanged 686 SP:Iteration 25Q (11456.250000 sec): 3 clusters Score: Raw -10808434.380866 + Penalty 5545.934407 = -10802888.446459 nChanged 660 SP:Iteration 26Q (11456.790000 sec): 3 clusters Score: Raw -10808579.028739 + Penalty 5545.934407 = -10803033.094331 nChanged 618 SP:Iteration 27Q (11457.410000 sec): 3 clusters Score: Raw -10808721.907568 + Penalty 5545.934407 = -10803175.973160 nChanged 574 SP:Iteration 28Q (11458.110000 sec): 3 clusters Score: Raw -10808855.685318 + Penalty 5545.934407 = -10803309.750911 nChanged 526 SP:Iteration 29Q (11458.720000 sec): 3 clusters Score: Raw -10808978.691522 + Penalty 5545.934407 = -10803432.757115 nChanged 522 SP:Iteration 30Q (11459.340000 sec): 3 clusters Score: Raw -10809110.265687 + Penalty 5545.934407 = -10803564.331280 nChanged 505 SP:Iteration 31Q (11459.920000 sec): 3 clusters Score: Raw -10809244.627476 + Penalty 5545.934407 = -10803698.693068 nChanged 459 SP:Iteration 32Q (11460.500000 sec): 3 clusters Score: Raw -10809371.613731 + Penalty 5545.934407 = -10803825.679324 nChanged 428 SP:Iteration 33Q (11461.050000 sec): 3 clusters Score: Raw -10809492.586772 + Penalty 5545.934407 = -10803946.652364 nChanged 389 SP:Iteration 34Q (11461.610000 sec): 3 clusters Score: Raw -10809589.274323 + Penalty 5545.934407 = -10804043.339916 nChanged 312 SP:Iteration 35Q (11462.160000 sec): 3 clusters Score: Raw -10809659.004008 + Penalty 5545.934407 = -10804113.069600 nChanged 274 SP:Iteration 36Q (11462.770000 sec): 3 clusters Score: Raw -10809717.988983 + Penalty 5545.934407 = -10804172.054575 nChanged 263 SP:Iteration 37Q (11463.330000 sec): 3 clusters Score: Raw -10809771.456797 + Penalty 5545.934407 = -10804225.522390 nChanged 226 SP:Iteration 38Q (11463.870000 sec): 3 clusters Score: Raw -10809812.606337 + Penalty 5545.934407 = -10804266.671930 nChanged 179 SP:Iteration 39Q (11464.370000 sec): 3 clusters Score: Raw -10809844.414425 + Penalty 5545.934407 = -10804298.480018 nChanged 160 SP:Iteration 40F (11464.950000 sec): 3 clusters Score: Raw -10809868.373764 + Penalty 5545.934407 = -10804322.439357 nChanged 146 SP:Iteration 41Q (11465.490000 sec): 3 clusters Score: Raw -10809887.016162 + Penalty 5545.934407 = -10804341.081755 nChanged 115 SP:Iteration 42Q (11466.020000 sec): 3 clusters Score: Raw -10809899.739989 + Penalty 5545.934407 = -10804353.805582 nChanged 96 SP:Iteration 43Q (11466.490000 sec): 3 clusters Score: Raw -10809909.016174 + Penalty 5545.934407 = -10804363.081767 nChanged 79 SP:Iteration 44Q (11467.130000 sec): 3 clusters Score: Raw -10809916.660513 + Penalty 5545.934407 = -10804370.726106 nChanged 66 SP:Iteration 45Q (11467.680000 sec): 3 clusters Score: Raw -10809922.675629 + Penalty 5545.934407 = -10804376.741222 nChanged 57 SP:Iteration 46Q (11468.280000 sec): 3 clusters Score: Raw -10809928.450584 + Penalty 5545.934407 = -10804382.516176 nChanged 48 SP:Iteration 47Q (11468.830000 sec): 3 clusters Score: Raw -10809932.843001 + Penalty 5545.934407 = -10804386.908593 nChanged 39 SP:Iteration 48Q (11469.350000 sec): 3 clusters Score: Raw -10809936.422768 + Penalty 5545.934407 = -10804390.488361 nChanged 37 SP:Iteration 49Q (11469.860000 sec): 3 clusters Score: Raw -10809940.644623 + Penalty 5545.934407 = -10804394.710216 nChanged 47 SP:Iteration 50Q (11470.450000 sec): 3 clusters Score: Raw -10809945.628588 + Penalty 5545.934407 = -10804399.694181 nChanged 42 SP:Iteration 51Q (11470.990000 sec): 3 clusters Score: Raw -10809949.959062 + Penalty 5545.934407 = -10804404.024655 nChanged 37 SP:Iteration 52Q (11471.520000 sec): 3 clusters Score: Raw -10809954.145109 + Penalty 5545.934407 = -10804408.210701 nChanged 41 SP:Iteration 53Q (11472.080000 sec): 3 clusters Score: Raw -10809958.278189 + Penalty 5545.934407 = -10804412.343782 nChanged 45 SP:Iteration 54Q (11472.620000 sec): 3 clusters Score: Raw -10809962.794966 + Penalty 5545.934407 = -10804416.860558 nChanged 43 SP:Iteration 55Q (11473.190000 sec): 3 clusters Score: Raw -10809966.825546 + Penalty 5545.934407 = -10804420.891139 nChanged 34 SP:Iteration 56Q (11473.770000 sec): 3 clusters Score: Raw -10809969.790780 + Penalty 5545.934407 = -10804423.856373 nChanged 28 SP:Iteration 57Q (11474.270000 sec): 3 clusters Score: Raw -10809972.552399 + Penalty 5545.934407 = -10804426.617992 nChanged 27 SP:Iteration 58Q (11474.840000 sec): 3 clusters Score: Raw -10809975.026142 + Penalty 5545.934407 = -10804429.091735 nChanged 26 SP:Iteration 59Q (11475.400000 sec): 3 clusters Score: Raw -10809976.943892 + Penalty 5545.934407 = -10804431.009485 nChanged 17 SP:Iteration 60F (11475.870000 sec): 3 clusters Score: Raw -10809978.179625 + Penalty 5545.934407 = -10804432.245218 nChanged 10 SP:Iteration 61Q (11476.550000 sec): 3 clusters Score: Raw -10809978.670609 + Penalty 5545.934407 = -10804432.736201 nChanged 2 SP:Iteration 62Q (11477.170000 sec): 3 clusters Score: Raw -10809978.800595 + Penalty 5545.934407 = -10804432.866188 nChanged 1 SP:Iteration 63Q (11477.710000 sec): 3 clusters Score: Raw -10809978.863362 + Penalty 5545.934407 = -10804432.928955 nChanged 0 SP:Iteration 64F (11478.390000 sec): 3 clusters Score: Raw -10809978.863362 + Penalty 5545.934407 = -10804432.928955 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (7008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11478.550000 sec): 2 clusters Score: Raw -1016147.927336 + Penalty 2195.992293 = -1013951.935043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11478.790000 sec): 3 clusters Score: Raw -1012565.725563 + Penalty 4391.984586 = -1008173.740978 nChanged 2848 SP:Iteration 1F (11479.070000 sec): 3 clusters Score: Raw -1014360.388016 + Penalty 4391.984586 = -1009968.403430 nChanged 555 SP:Iteration 2F (11479.260000 sec): 3 clusters Score: Raw -1014774.781971 + Penalty 4391.984586 = -1010382.797385 nChanged 444 SP:Iteration 3F (11479.490000 sec): 3 clusters Score: Raw -1015069.682855 + Penalty 4391.984586 = -1010677.698269 nChanged 379 SP:Iteration 4F (11479.700000 sec): 3 clusters Score: Raw -1015302.024481 + Penalty 4391.984586 = -1010910.039895 nChanged 324 SP:Iteration 5Q (11479.930000 sec): 3 clusters Score: Raw -1015503.350664 + Penalty 4391.984586 = -1011111.366078 nChanged 311 SP:Iteration 6Q (11480.200000 sec): 3 clusters Score: Raw -1015709.955429 + Penalty 4391.984586 = -1011317.970843 nChanged 308 SP:Iteration 7Q (11480.410000 sec): 3 clusters Score: Raw -1015915.738551 + Penalty 4391.984586 = -1011523.753966 nChanged 286 SP:Iteration 8Q (11480.660000 sec): 3 clusters Score: Raw -1016099.456402 + Penalty 4391.984586 = -1011707.471816 nChanged 240 SP:Iteration 9Q (11480.870000 sec): 3 clusters Score: Raw -1016259.102655 + Penalty 4391.984586 = -1011867.118069 nChanged 212 SP:Iteration 10Q (11481.070000 sec): 3 clusters Score: Raw -1016397.761787 + Penalty 4391.984586 = -1012005.777201 nChanged 187 SP:Iteration 11Q (11481.330000 sec): 3 clusters Score: Raw -1016521.970041 + Penalty 4391.984586 = -1012129.985455 nChanged 156 SP:Iteration 12Q (11481.570000 sec): 3 clusters Score: Raw -1016618.476082 + Penalty 4391.984586 = -1012226.491496 nChanged 146 SP:Iteration 13Q (11481.790000 sec): 3 clusters Score: Raw -1016704.345942 + Penalty 4391.984586 = -1012312.361356 nChanged 136 SP:Iteration 14Q (11482.010000 sec): 3 clusters Score: Raw -1016789.191518 + Penalty 4391.984586 = -1012397.206932 nChanged 96 SP:Iteration 15Q (11482.270000 sec): 3 clusters Score: Raw -1016852.823158 + Penalty 4391.984586 = -1012460.838572 nChanged 73 SP:Iteration 16Q (11482.480000 sec): 3 clusters Score: Raw -1016899.250550 + Penalty 4391.984586 = -1012507.265964 nChanged 64 SP:Iteration 17Q (11482.680000 sec): 3 clusters Score: Raw -1016935.146659 + Penalty 4391.984586 = -1012543.162073 nChanged 51 SP:Iteration 18Q (11482.930000 sec): 3 clusters Score: Raw -1016963.142909 + Penalty 4391.984586 = -1012571.158323 nChanged 37 SP:Iteration 19Q (11483.170000 sec): 3 clusters Score: Raw -1016984.833470 + Penalty 4391.984586 = -1012592.848884 nChanged 41 SP:Iteration 20F (11483.390000 sec): 3 clusters Score: Raw -1017008.210044 + Penalty 4391.984586 = -1012616.225458 nChanged 28 SP:Iteration 21Q (11483.650000 sec): 3 clusters Score: Raw -1017023.290992 + Penalty 4391.984586 = -1012631.306406 nChanged 23 SP:Iteration 22Q (11483.880000 sec): 3 clusters Score: Raw -1017032.683557 + Penalty 4391.984586 = -1012640.698971 nChanged 8 SP:Iteration 23Q (11484.080000 sec): 3 clusters Score: Raw -1017035.796298 + Penalty 4391.984586 = -1012643.811712 nChanged 9 SP:Iteration 24Q (11484.300000 sec): 3 clusters Score: Raw -1017040.450631 + Penalty 4391.984586 = -1012648.466045 nChanged 11 SP:Iteration 25Q (11484.500000 sec): 3 clusters Score: Raw -1017043.697662 + Penalty 4391.984586 = -1012651.713076 nChanged 12 SP:Iteration 26Q (11484.720000 sec): 3 clusters Score: Raw -1017046.894286 + Penalty 4391.984586 = -1012654.909700 nChanged 7 SP:Iteration 27Q (11484.980000 sec): 3 clusters Score: Raw -1017049.025426 + Penalty 4391.984586 = -1012657.040840 nChanged 6 SP:Iteration 28Q (11485.270000 sec): 3 clusters Score: Raw -1017051.141230 + Penalty 4391.984586 = -1012659.156644 nChanged 5 SP:Iteration 29Q (11485.430000 sec): 3 clusters Score: Raw -1017052.541607 + Penalty 4391.984586 = -1012660.557021 nChanged 3 SP:Iteration 30Q (11485.670000 sec): 3 clusters Score: Raw -1017053.772295 + Penalty 4391.984586 = -1012661.787709 nChanged 3 SP:Iteration 31Q (11485.840000 sec): 3 clusters Score: Raw -1017054.477603 + Penalty 4391.984586 = -1012662.493018 nChanged 1 SP:Iteration 32Q (11486.060000 sec): 3 clusters Score: Raw -1017054.843922 + Penalty 4391.984586 = -1012662.859336 nChanged 2 SP:Iteration 33Q (11486.280000 sec): 3 clusters Score: Raw -1017056.038839 + Penalty 4391.984586 = -1012664.054253 nChanged 3 SP:Iteration 34Q (11486.450000 sec): 3 clusters Score: Raw -1017057.221452 + Penalty 4391.984586 = -1012665.236866 nChanged 1 SP:Iteration 35Q (11486.640000 sec): 3 clusters Score: Raw -1017057.379017 + Penalty 4391.984586 = -1012665.394431 nChanged 0 SP:Iteration 36F (11486.870000 sec): 3 clusters Score: Raw -1017057.379017 + Penalty 4391.984586 = -1012665.394431 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (28268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11487.120000 sec): 2 clusters Score: Raw -4306761.484903 + Penalty 2541.872454 = -4304219.612449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11487.440000 sec): 3 clusters Score: Raw -4289956.527153 + Penalty 5083.744908 = -4284872.782245 nChanged 12612 SP:Iteration 1F (11487.780000 sec): 3 clusters Score: Raw -4296910.524751 + Penalty 5083.744908 = -4291826.779843 nChanged 1562 SP:Iteration 2F (11488.130000 sec): 3 clusters Score: Raw -4297649.278647 + Penalty 5083.744908 = -4292565.533739 nChanged 1664 SP:Iteration 3F (11488.520000 sec): 3 clusters Score: Raw -4298685.687941 + Penalty 5083.744908 = -4293601.943033 nChanged 1911 SP:Iteration 4F (11488.810000 sec): 3 clusters Score: Raw -4300074.955990 + Penalty 5083.744908 = -4294991.211082 nChanged 2078 SP:Iteration 5F (11489.160000 sec): 3 clusters Score: Raw -4301689.862699 + Penalty 5083.744908 = -4296606.117791 nChanged 2041 SP:Iteration 6F (11489.530000 sec): 3 clusters Score: Raw -4303095.161578 + Penalty 5083.744908 = -4298011.416670 nChanged 1711 SP:Iteration 7F (11489.860000 sec): 3 clusters Score: Raw -4304044.003741 + Penalty 5083.744908 = -4298960.258833 nChanged 1292 SP:Iteration 8Q (11490.230000 sec): 3 clusters Score: Raw -4304612.308768 + Penalty 5083.744908 = -4299528.563860 nChanged 976 SP:Iteration 9Q (11490.600000 sec): 3 clusters Score: Raw -4304956.833037 + Penalty 5083.744908 = -4299873.088129 nChanged 729 SP:Iteration 10Q (11490.960000 sec): 3 clusters Score: Raw -4305182.214306 + Penalty 5083.744908 = -4300098.469398 nChanged 585 SP:Iteration 11Q (11491.380000 sec): 3 clusters Score: Raw -4305334.564360 + Penalty 5083.744908 = -4300250.819452 nChanged 464 SP:Iteration 12Q (11491.680000 sec): 3 clusters Score: Raw -4305443.474662 + Penalty 5083.744908 = -4300359.729754 nChanged 416 SP:Iteration 13Q (11492.080000 sec): 3 clusters Score: Raw -4305541.022813 + Penalty 5083.744908 = -4300457.277904 nChanged 406 SP:Iteration 14Q (11492.460000 sec): 3 clusters Score: Raw -4305637.785086 + Penalty 5083.744908 = -4300554.040178 nChanged 392 SP:Iteration 15Q (11492.800000 sec): 3 clusters Score: Raw -4305729.023694 + Penalty 5083.744908 = -4300645.278786 nChanged 405 SP:Iteration 16Q (11493.120000 sec): 3 clusters Score: Raw -4305825.575642 + Penalty 5083.744908 = -4300741.830734 nChanged 454 SP:Iteration 17Q (11493.440000 sec): 3 clusters Score: Raw -4305940.596199 + Penalty 5083.744908 = -4300856.851291 nChanged 487 SP:Iteration 18Q (11493.760000 sec): 3 clusters Score: Raw -4306068.110165 + Penalty 5083.744908 = -4300984.365257 nChanged 497 SP:Iteration 19Q (11494.120000 sec): 3 clusters Score: Raw -4306198.495093 + Penalty 5083.744908 = -4301114.750185 nChanged 502 SP:Iteration 20F (11494.520000 sec): 3 clusters Score: Raw -4306319.309947 + Penalty 5083.744908 = -4301235.565039 nChanged 484 SP:Iteration 21Q (11494.870000 sec): 3 clusters Score: Raw -4306434.836547 + Penalty 5083.744908 = -4301351.091639 nChanged 500 SP:Iteration 22Q (11495.250000 sec): 3 clusters Score: Raw -4306564.922709 + Penalty 5083.744908 = -4301481.177801 nChanged 491 SP:Iteration 23Q (11495.610000 sec): 3 clusters Score: Raw -4306693.122044 + Penalty 5083.744908 = -4301609.377136 nChanged 495 SP:Iteration 24Q (11495.960000 sec): 3 clusters Score: Raw -4306829.001811 + Penalty 5083.744908 = -4301745.256903 nChanged 501 SP:Iteration 25Q (11496.370000 sec): 3 clusters Score: Raw -4306969.732826 + Penalty 5083.744908 = -4301885.987918 nChanged 499 SP:Iteration 26Q (11496.680000 sec): 3 clusters Score: Raw -4307121.062349 + Penalty 5083.744908 = -4302037.317441 nChanged 508 SP:Iteration 27Q (11497.010000 sec): 3 clusters Score: Raw -4307268.015503 + Penalty 5083.744908 = -4302184.270595 nChanged 481 SP:Iteration 28Q (11497.350000 sec): 3 clusters Score: Raw -4307407.726016 + Penalty 5083.744908 = -4302323.981108 nChanged 467 SP:Iteration 29Q (11497.680000 sec): 3 clusters Score: Raw -4307538.743604 + Penalty 5083.744908 = -4302454.998696 nChanged 411 SP:Iteration 30Q (11498.100000 sec): 3 clusters Score: Raw -4307652.985353 + Penalty 5083.744908 = -4302569.240445 nChanged 380 SP:Iteration 31Q (11498.450000 sec): 3 clusters Score: Raw -4307758.548236 + Penalty 5083.744908 = -4302674.803328 nChanged 362 SP:Iteration 32Q (11498.810000 sec): 3 clusters Score: Raw -4307857.152891 + Penalty 5083.744908 = -4302773.407983 nChanged 312 SP:Iteration 33Q (11499.140000 sec): 3 clusters Score: Raw -4307932.559261 + Penalty 5083.744908 = -4302848.814353 nChanged 250 SP:Iteration 34Q (11499.450000 sec): 3 clusters Score: Raw -4307988.602455 + Penalty 5083.744908 = -4302904.857547 nChanged 225 SP:Iteration 35Q (11499.760000 sec): 3 clusters Score: Raw -4308043.730745 + Penalty 5083.744908 = -4302959.985837 nChanged 220 SP:Iteration 36Q (11500.060000 sec): 3 clusters Score: Raw -4308092.972212 + Penalty 5083.744908 = -4303009.227304 nChanged 169 SP:Iteration 37Q (11500.380000 sec): 3 clusters Score: Raw -4308127.739858 + Penalty 5083.744908 = -4303043.994950 nChanged 144 SP:Iteration 38Q (11500.730000 sec): 3 clusters Score: Raw -4308157.165108 + Penalty 5083.744908 = -4303073.420200 nChanged 151 SP:Iteration 39Q (11501.050000 sec): 3 clusters Score: Raw -4308188.105610 + Penalty 5083.744908 = -4303104.360702 nChanged 128 SP:Iteration 40F (11501.360000 sec): 3 clusters Score: Raw -4308213.914764 + Penalty 5083.744908 = -4303130.169856 nChanged 107 SP:Iteration 41Q (11501.680000 sec): 3 clusters Score: Raw -4308233.117047 + Penalty 5083.744908 = -4303149.372139 nChanged 105 SP:Iteration 42Q (11501.980000 sec): 3 clusters Score: Raw -4308253.745370 + Penalty 5083.744908 = -4303170.000461 nChanged 89 SP:Iteration 43Q (11502.280000 sec): 3 clusters Score: Raw -4308267.547136 + Penalty 5083.744908 = -4303183.802228 nChanged 67 SP:Iteration 44Q (11502.540000 sec): 3 clusters Score: Raw -4308280.631616 + Penalty 5083.744908 = -4303196.886708 nChanged 65 SP:Iteration 45Q (11502.930000 sec): 3 clusters Score: Raw -4308290.842262 + Penalty 5083.744908 = -4303207.097354 nChanged 50 SP:Iteration 46Q (11503.270000 sec): 3 clusters Score: Raw -4308298.290296 + Penalty 5083.744908 = -4303214.545388 nChanged 47 SP:Iteration 47Q (11503.580000 sec): 3 clusters Score: Raw -4308306.071906 + Penalty 5083.744908 = -4303222.326998 nChanged 41 SP:Iteration 48Q (11503.900000 sec): 3 clusters Score: Raw -4308312.070738 + Penalty 5083.744908 = -4303228.325829 nChanged 31 SP:Iteration 49Q (11504.200000 sec): 3 clusters Score: Raw -4308316.816065 + Penalty 5083.744908 = -4303233.071157 nChanged 25 SP:Iteration 50Q (11504.510000 sec): 3 clusters Score: Raw -4308320.894559 + Penalty 5083.744908 = -4303237.149651 nChanged 17 SP:Iteration 51Q (11504.860000 sec): 3 clusters Score: Raw -4308323.219637 + Penalty 5083.744908 = -4303239.474729 nChanged 18 SP:Iteration 52Q (11505.140000 sec): 3 clusters Score: Raw -4308325.571735 + Penalty 5083.744908 = -4303241.826827 nChanged 16 SP:Iteration 53Q (11505.380000 sec): 3 clusters Score: Raw -4308327.212382 + Penalty 5083.744908 = -4303243.467474 nChanged 12 SP:Iteration 54Q (11505.700000 sec): 3 clusters Score: Raw -4308328.778307 + Penalty 5083.744908 = -4303245.033399 nChanged 13 SP:Iteration 55Q (11506.050000 sec): 3 clusters Score: Raw -4308330.387401 + Penalty 5083.744908 = -4303246.642493 nChanged 9 SP:Iteration 56Q (11506.360000 sec): 3 clusters Score: Raw -4308331.402722 + Penalty 5083.744908 = -4303247.657814 nChanged 12 SP:Iteration 57Q (11506.650000 sec): 3 clusters Score: Raw -4308332.405554 + Penalty 5083.744908 = -4303248.660646 nChanged 10 SP:Iteration 58Q (11506.980000 sec): 3 clusters Score: Raw -4308333.489106 + Penalty 5083.744908 = -4303249.744198 nChanged 8 SP:Iteration 59Q (11507.270000 sec): 3 clusters Score: Raw -4308334.352065 + Penalty 5083.744908 = -4303250.607157 nChanged 10 SP:Iteration 60F (11507.550000 sec): 3 clusters Score: Raw -4308335.171956 + Penalty 5083.744908 = -4303251.427048 nChanged 9 SP:Iteration 61Q (11507.890000 sec): 3 clusters Score: Raw -4308336.026879 + Penalty 5083.744908 = -4303252.281971 nChanged 7 SP:Iteration 62Q (11508.190000 sec): 3 clusters Score: Raw -4308336.704237 + Penalty 5083.744908 = -4303252.959329 nChanged 8 SP:Iteration 63Q (11508.510000 sec): 3 clusters Score: Raw -4308337.391610 + Penalty 5083.744908 = -4303253.646702 nChanged 6 SP:Iteration 64Q (11508.880000 sec): 3 clusters Score: Raw -4308337.973065 + Penalty 5083.744908 = -4303254.228157 nChanged 7 SP:Iteration 65Q (11509.190000 sec): 3 clusters Score: Raw -4308338.623794 + Penalty 5083.744908 = -4303254.878886 nChanged 2 SP:Iteration 66Q (11509.500000 sec): 3 clusters Score: Raw -4308338.878410 + Penalty 5083.744908 = -4303255.133502 nChanged 4 SP:Iteration 67Q (11509.800000 sec): 3 clusters Score: Raw -4308339.334359 + Penalty 5083.744908 = -4303255.589451 nChanged 7 SP:Iteration 68Q (11510.140000 sec): 3 clusters Score: Raw -4308340.210423 + Penalty 5083.744908 = -4303256.465515 nChanged 11 SP:Iteration 69Q (11510.510000 sec): 3 clusters Score: Raw -4308341.259612 + Penalty 5083.744908 = -4303257.514704 nChanged 9 SP:Iteration 70Q (11510.850000 sec): 3 clusters Score: Raw -4308342.233063 + Penalty 5083.744908 = -4303258.488155 nChanged 2 SP:Iteration 71Q (11511.200000 sec): 3 clusters Score: Raw -4308342.458659 + Penalty 5083.744908 = -4303258.713751 nChanged 4 SP:Iteration 72Q (11511.550000 sec): 3 clusters Score: Raw -4308342.936302 + Penalty 5083.744908 = -4303259.191394 nChanged 5 SP:Iteration 73Q (11511.890000 sec): 3 clusters Score: Raw -4308343.413923 + Penalty 5083.744908 = -4303259.669015 nChanged 3 SP:Iteration 74Q (11512.210000 sec): 3 clusters Score: Raw -4308343.733214 + Penalty 5083.744908 = -4303259.988306 nChanged 5 SP:Iteration 75Q (11512.550000 sec): 3 clusters Score: Raw -4308344.344404 + Penalty 5083.744908 = -4303260.599496 nChanged 4 SP:Iteration 76Q (11512.890000 sec): 3 clusters Score: Raw -4308344.758017 + Penalty 5083.744908 = -4303261.013109 nChanged 5 SP:Iteration 77Q (11513.250000 sec): 3 clusters Score: Raw -4308345.443739 + Penalty 5083.744908 = -4303261.698831 nChanged 2 SP:Iteration 78Q (11513.540000 sec): 3 clusters Score: Raw -4308345.606271 + Penalty 5083.744908 = -4303261.861363 nChanged 3 SP:Iteration 79Q (11513.820000 sec): 3 clusters Score: Raw -4308345.893281 + Penalty 5083.744908 = -4303262.148372 nChanged 2 SP:Iteration 80F (11514.190000 sec): 3 clusters Score: Raw -4308346.105645 + Penalty 5083.744908 = -4303262.360737 nChanged 3 SP:Iteration 81Q (11514.590000 sec): 3 clusters Score: Raw -4308346.455128 + Penalty 5083.744908 = -4303262.710220 nChanged 6 SP:Iteration 82Q (11514.980000 sec): 3 clusters Score: Raw -4308347.104361 + Penalty 5083.744908 = -4303263.359453 nChanged 6 SP:Iteration 83Q (11515.290000 sec): 3 clusters Score: Raw -4308347.741827 + Penalty 5083.744908 = -4303263.996919 nChanged 7 SP:Iteration 84Q (11515.700000 sec): 3 clusters Score: Raw -4308348.223769 + Penalty 5083.744908 = -4303264.478860 nChanged 2 SP:Iteration 85Q (11516.000000 sec): 3 clusters Score: Raw -4308348.507420 + Penalty 5083.744908 = -4303264.762512 nChanged 4 SP:Iteration 86Q (11516.380000 sec): 3 clusters Score: Raw -4308348.788489 + Penalty 5083.744908 = -4303265.043581 nChanged 2 SP:Iteration 87Q (11516.680000 sec): 3 clusters Score: Raw -4308348.963272 + Penalty 5083.744908 = -4303265.218364 nChanged 3 SP:Iteration 88Q (11517.000000 sec): 3 clusters Score: Raw -4308349.345751 + Penalty 5083.744908 = -4303265.600843 nChanged 2 SP:Iteration 89Q (11517.340000 sec): 3 clusters Score: Raw -4308349.526404 + Penalty 5083.744908 = -4303265.781496 nChanged 0 SP:Iteration 90F (11517.680000 sec): 3 clusters Score: Raw -4308349.526404 + Penalty 5083.744908 = -4303265.781496 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11517.820000 sec): 2 clusters Score: Raw -95212.391802 + Penalty 1632.342234 = -93580.049568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11517.980000 sec): 3 clusters Score: Raw -95335.814228 + Penalty 3264.684469 = -92071.129759 nChanged 213 SP:Iteration 1F (11518.120000 sec): 3 clusters Score: Raw -95787.226366 + Penalty 3264.684469 = -92522.541897 nChanged 61 SP:Iteration 2F (11518.280000 sec): 3 clusters Score: Raw -95913.798001 + Penalty 3264.684469 = -92649.113532 nChanged 21 SP:Iteration 3Q (11518.500000 sec): 3 clusters Score: Raw -95991.378319 + Penalty 3264.684469 = -92726.693850 nChanged 25 SP:Iteration 4Q (11518.680000 sec): 3 clusters Score: Raw -96084.632701 + Penalty 3264.684469 = -92819.948232 nChanged 32 SP:Iteration 5Q (11518.900000 sec): 3 clusters Score: Raw -96293.533515 + Penalty 3264.684469 = -93028.849046 nChanged 39 SP:Iteration 6F (11519.040000 sec): 3 clusters Score: Raw -96494.265729 + Penalty 3264.684469 = -93229.581260 nChanged 31 SP:Iteration 7Q (11519.260000 sec): 3 clusters Score: Raw -96633.807960 + Penalty 3264.684469 = -93369.123491 nChanged 21 SP:Iteration 8Q (11519.410000 sec): 3 clusters Score: Raw -96716.852815 + Penalty 3264.684469 = -93452.168346 nChanged 21 SP:Iteration 9Q (11519.590000 sec): 3 clusters Score: Raw -96769.406404 + Penalty 3264.684469 = -93504.721935 nChanged 10 SP:Iteration 10Q (11519.780000 sec): 3 clusters Score: Raw -96783.915185 + Penalty 3264.684469 = -93519.230716 nChanged 4 SP:Iteration 11Q (11519.980000 sec): 3 clusters Score: Raw -96793.973884 + Penalty 3264.684469 = -93529.289415 nChanged 5 SP:Iteration 12Q (11520.190000 sec): 3 clusters Score: Raw -96803.630563 + Penalty 3264.684469 = -93538.946094 nChanged 5 SP:Iteration 13Q (11520.380000 sec): 3 clusters Score: Raw -96812.631898 + Penalty 3264.684469 = -93547.947429 nChanged 4 SP:Iteration 14Q (11520.570000 sec): 3 clusters Score: Raw -96822.146841 + Penalty 3264.684469 = -93557.462373 nChanged 3 SP:Iteration 15Q (11520.730000 sec): 3 clusters Score: Raw -96838.852016 + Penalty 3264.684469 = -93574.167547 nChanged 10 SP:Iteration 16Q (11520.940000 sec): 3 clusters Score: Raw -96864.635768 + Penalty 3264.684469 = -93599.951299 nChanged 6 SP:Iteration 17Q (11521.170000 sec): 3 clusters Score: Raw -96880.628768 + Penalty 3264.684469 = -93615.944299 nChanged 5 SP:Iteration 18Q (11521.350000 sec): 3 clusters Score: Raw -96903.275555 + Penalty 3264.684469 = -93638.591086 nChanged 10 SP:Iteration 19Q (11521.510000 sec): 3 clusters Score: Raw -96946.088923 + Penalty 3264.684469 = -93681.404454 nChanged 5 SP:Iteration 20F (11521.740000 sec): 3 clusters Score: Raw -96983.946934 + Penalty 3264.684469 = -93719.262465 nChanged 12 SP:Iteration 21Q (11521.920000 sec): 3 clusters Score: Raw -97060.084601 + Penalty 3264.684469 = -93795.400132 nChanged 18 SP:Iteration 22Q (11522.090000 sec): 3 clusters Score: Raw -97114.644051 + Penalty 3264.684469 = -93849.959582 nChanged 9 SP:Iteration 23Q (11522.300000 sec): 3 clusters Score: Raw -97166.536636 + Penalty 3264.684469 = -93901.852167 nChanged 5 SP:Iteration 24Q (11522.500000 sec): 3 clusters Score: Raw -97181.416305 + Penalty 3264.684469 = -93916.731836 nChanged 3 SP:Iteration 25Q (11522.690000 sec): 3 clusters Score: Raw -97201.052425 + Penalty 3264.684469 = -93936.367956 nChanged 2 SP:Iteration 26Q (11522.920000 sec): 3 clusters Score: Raw -97205.655137 + Penalty 3264.684469 = -93940.970668 nChanged 3 SP:Iteration 27Q (11523.080000 sec): 3 clusters Score: Raw -97218.021682 + Penalty 3264.684469 = -93953.337213 nChanged 3 SP:Iteration 28Q (11523.260000 sec): 3 clusters Score: Raw -97227.002960 + Penalty 3264.684469 = -93962.318491 nChanged 2 SP:Iteration 29Q (11523.460000 sec): 3 clusters Score: Raw -97232.721113 + Penalty 3264.684469 = -93968.036645 nChanged 0 SP:Iteration 30F (11523.620000 sec): 3 clusters Score: Raw -97232.721113 + Penalty 3264.684469 = -93968.036645 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (1958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11523.740000 sec): 2 clusters Score: Raw -281387.934163 + Penalty 1879.760348 = -279508.173815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11523.920000 sec): 3 clusters Score: Raw -280735.440566 + Penalty 3759.520696 = -276975.919870 nChanged 636 SP:Iteration 1F (11524.080000 sec): 3 clusters Score: Raw -281393.707819 + Penalty 3759.520696 = -277634.187122 nChanged 209 SP:Iteration 2F (11524.320000 sec): 3 clusters Score: Raw -281890.622829 + Penalty 3759.520696 = -278131.102133 nChanged 216 SP:Iteration 3F (11524.520000 sec): 3 clusters Score: Raw -282608.236142 + Penalty 3759.520696 = -278848.715446 nChanged 196 SP:Iteration 4F (11524.740000 sec): 3 clusters Score: Raw -283264.883539 + Penalty 3759.520696 = -279505.362842 nChanged 131 SP:Iteration 5F (11524.880000 sec): 3 clusters Score: Raw -283723.452823 + Penalty 3759.520696 = -279963.932127 nChanged 84 SP:Iteration 6Q (11525.060000 sec): 3 clusters Score: Raw -283933.038055 + Penalty 3759.520696 = -280173.517358 nChanged 34 SP:Iteration 7Q (11525.250000 sec): 3 clusters Score: Raw -283983.644799 + Penalty 3759.520696 = -280224.124103 nChanged 19 SP:Iteration 8Q (11525.430000 sec): 3 clusters Score: Raw -283999.594425 + Penalty 3759.520696 = -280240.073729 nChanged 7 SP:Iteration 9Q (11525.670000 sec): 3 clusters Score: Raw -284005.786673 + Penalty 3759.520696 = -280246.265977 nChanged 3 SP:Iteration 10Q (11525.890000 sec): 3 clusters Score: Raw -284011.310260 + Penalty 3759.520696 = -280251.789563 nChanged 2 SP:Iteration 11Q (11526.120000 sec): 3 clusters Score: Raw -284012.866816 + Penalty 3759.520696 = -280253.346120 nChanged 2 SP:Iteration 12Q (11526.290000 sec): 3 clusters Score: Raw -284014.518902 + Penalty 3759.520696 = -280254.998206 nChanged 0 SP:Iteration 13F (11526.500000 sec): 3 clusters Score: Raw -284014.518902 + Penalty 3759.520696 = -280254.998206 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (3188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11526.600000 sec): 2 clusters Score: Raw -470324.644739 + Penalty 2000.652962 = -468323.991777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11526.810000 sec): 3 clusters Score: Raw -469052.630401 + Penalty 4001.305924 = -465051.324477 nChanged 1112 SP:Iteration 1F (11527.000000 sec): 3 clusters Score: Raw -469836.604967 + Penalty 4001.305924 = -465835.299043 nChanged 278 SP:Iteration 2F (11527.190000 sec): 3 clusters Score: Raw -470104.455056 + Penalty 4001.305924 = -466103.149132 nChanged 180 SP:Iteration 3F (11527.400000 sec): 3 clusters Score: Raw -470335.830885 + Penalty 4001.305924 = -466334.524962 nChanged 193 SP:Iteration 4F (11527.630000 sec): 3 clusters Score: Raw -470620.117376 + Penalty 4001.305924 = -466618.811452 nChanged 200 SP:Iteration 5F (11527.820000 sec): 3 clusters Score: Raw -470881.254524 + Penalty 4001.305924 = -466879.948600 nChanged 185 SP:Iteration 6F (11528.020000 sec): 3 clusters Score: Raw -471099.059844 + Penalty 4001.305924 = -467097.753920 nChanged 151 SP:Iteration 7Q (11528.250000 sec): 3 clusters Score: Raw -471248.969906 + Penalty 4001.305924 = -467247.663982 nChanged 97 SP:Iteration 8Q (11528.430000 sec): 3 clusters Score: Raw -471328.476713 + Penalty 4001.305924 = -467327.170789 nChanged 73 SP:Iteration 9Q (11528.660000 sec): 3 clusters Score: Raw -471373.983506 + Penalty 4001.305924 = -467372.677582 nChanged 58 SP:Iteration 10Q (11528.840000 sec): 3 clusters Score: Raw -471415.100979 + Penalty 4001.305924 = -467413.795055 nChanged 47 SP:Iteration 11Q (11529.050000 sec): 3 clusters Score: Raw -471440.850704 + Penalty 4001.305924 = -467439.544780 nChanged 28 SP:Iteration 12Q (11529.210000 sec): 3 clusters Score: Raw -471457.903063 + Penalty 4001.305924 = -467456.597139 nChanged 20 SP:Iteration 13Q (11529.420000 sec): 3 clusters Score: Raw -471466.871940 + Penalty 4001.305924 = -467465.566016 nChanged 15 SP:Iteration 14Q (11529.630000 sec): 3 clusters Score: Raw -471472.844317 + Penalty 4001.305924 = -467471.538393 nChanged 9 SP:Iteration 15Q (11529.880000 sec): 3 clusters Score: Raw -471478.669637 + Penalty 4001.305924 = -467477.363713 nChanged 8 SP:Iteration 16Q (11530.100000 sec): 3 clusters Score: Raw -471481.354275 + Penalty 4001.305924 = -467480.048352 nChanged 7 SP:Iteration 17Q (11530.320000 sec): 3 clusters Score: Raw -471485.968497 + Penalty 4001.305924 = -467484.662573 nChanged 6 SP:Iteration 18Q (11530.490000 sec): 3 clusters Score: Raw -471488.876645 + Penalty 4001.305924 = -467487.570721 nChanged 3 SP:Iteration 19Q (11530.660000 sec): 3 clusters Score: Raw -471489.907053 + Penalty 4001.305924 = -467488.601129 nChanged 3 SP:Iteration 20F (11530.840000 sec): 3 clusters Score: Raw -471491.177579 + Penalty 4001.305924 = -467489.871655 nChanged 3 SP:Iteration 21Q (11531.080000 sec): 3 clusters Score: Raw -471492.455386 + Penalty 4001.305924 = -467491.149462 nChanged 1 SP:Iteration 22Q (11531.260000 sec): 3 clusters Score: Raw -471492.894444 + Penalty 4001.305924 = -467491.588520 nChanged 0 SP:Iteration 23F (11531.460000 sec): 3 clusters Score: Raw -471492.894444 + Penalty 4001.305924 = -467491.588520 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (22562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11531.680000 sec): 2 clusters Score: Raw -3435363.500028 + Penalty 2485.957544 = -3432877.542484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11531.970000 sec): 3 clusters Score: Raw -3422146.183995 + Penalty 4971.915088 = -3417174.268907 nChanged 9949 SP:Iteration 1F (11532.240000 sec): 3 clusters Score: Raw -3427518.702796 + Penalty 4971.915088 = -3422546.787709 nChanged 1194 SP:Iteration 2F (11532.580000 sec): 3 clusters Score: Raw -3427943.182477 + Penalty 4971.915088 = -3422971.267389 nChanged 1001 SP:Iteration 3Q (11532.930000 sec): 3 clusters Score: Raw -3428263.751162 + Penalty 4971.915088 = -3423291.836074 nChanged 854 SP:Iteration 4Q (11533.290000 sec): 3 clusters Score: Raw -3428525.789063 + Penalty 4971.915088 = -3423553.873975 nChanged 758 SP:Iteration 5Q (11533.580000 sec): 3 clusters Score: Raw -3428766.731316 + Penalty 4971.915088 = -3423794.816229 nChanged 719 SP:Iteration 6Q (11533.920000 sec): 3 clusters Score: Raw -3428989.422400 + Penalty 4971.915088 = -3424017.507312 nChanged 685 SP:Iteration 7Q (11534.250000 sec): 3 clusters Score: Raw -3429223.706162 + Penalty 4971.915088 = -3424251.791075 nChanged 713 SP:Iteration 8Q (11534.570000 sec): 3 clusters Score: Raw -3429476.614606 + Penalty 4971.915088 = -3424504.699519 nChanged 729 SP:Iteration 9Q (11534.920000 sec): 3 clusters Score: Raw -3429731.605767 + Penalty 4971.915088 = -3424759.690679 nChanged 698 SP:Iteration 10Q (11535.220000 sec): 3 clusters Score: Raw -3429995.096683 + Penalty 4971.915088 = -3425023.181595 nChanged 704 SP:Iteration 11Q (11535.570000 sec): 3 clusters Score: Raw -3430260.483124 + Penalty 4971.915088 = -3425288.568037 nChanged 672 SP:Iteration 12Q (11535.900000 sec): 3 clusters Score: Raw -3430516.924839 + Penalty 4971.915088 = -3425545.009751 nChanged 678 SP:Iteration 13Q (11536.220000 sec): 3 clusters Score: Raw -3430783.803342 + Penalty 4971.915088 = -3425811.888254 nChanged 636 SP:Iteration 14Q (11536.490000 sec): 3 clusters Score: Raw -3431053.868726 + Penalty 4971.915088 = -3426081.953638 nChanged 631 SP:Iteration 15Q (11536.830000 sec): 3 clusters Score: Raw -3431350.019886 + Penalty 4971.915088 = -3426378.104799 nChanged 682 SP:Iteration 16Q (11537.200000 sec): 3 clusters Score: Raw -3431714.379672 + Penalty 4971.915088 = -3426742.464585 nChanged 721 SP:Iteration 17Q (11537.540000 sec): 3 clusters Score: Raw -3432138.702285 + Penalty 4971.915088 = -3427166.787197 nChanged 751 SP:Iteration 18Q (11537.830000 sec): 3 clusters Score: Raw -3432638.720987 + Penalty 4971.915088 = -3427666.805899 nChanged 761 SP:Iteration 19Q (11538.200000 sec): 3 clusters Score: Raw -3433134.835201 + Penalty 4971.915088 = -3428162.920114 nChanged 710 SP:Iteration 20F (11538.480000 sec): 3 clusters Score: Raw -3433595.034723 + Penalty 4971.915088 = -3428623.119635 nChanged 693 SP:Iteration 21Q (11538.810000 sec): 3 clusters Score: Raw -3434062.667500 + Penalty 4971.915088 = -3429090.752412 nChanged 653 SP:Iteration 22Q (11539.090000 sec): 3 clusters Score: Raw -3434552.109968 + Penalty 4971.915088 = -3429580.194881 nChanged 629 SP:Iteration 23Q (11539.440000 sec): 3 clusters Score: Raw -3435055.764425 + Penalty 4971.915088 = -3430083.849338 nChanged 637 SP:Iteration 24Q (11539.730000 sec): 3 clusters Score: Raw -3435602.589225 + Penalty 4971.915088 = -3430630.674137 nChanged 586 SP:Iteration 25Q (11540.010000 sec): 3 clusters Score: Raw -3435991.351895 + Penalty 4971.915088 = -3431019.436808 nChanged 433 SP:Iteration 26Q (11540.260000 sec): 3 clusters Score: Raw -3436214.818225 + Penalty 4971.915088 = -3431242.903138 nChanged 331 SP:Iteration 27Q (11540.550000 sec): 3 clusters Score: Raw -3436345.287273 + Penalty 4971.915088 = -3431373.372185 nChanged 288 SP:Iteration 28Q (11540.830000 sec): 3 clusters Score: Raw -3436434.601930 + Penalty 4971.915088 = -3431462.686842 nChanged 207 SP:Iteration 29Q (11541.150000 sec): 3 clusters Score: Raw -3436488.087693 + Penalty 4971.915088 = -3431516.172606 nChanged 163 SP:Iteration 30Q (11541.450000 sec): 3 clusters Score: Raw -3436522.871119 + Penalty 4971.915088 = -3431550.956031 nChanged 104 SP:Iteration 31Q (11541.770000 sec): 3 clusters Score: Raw -3436538.798146 + Penalty 4971.915088 = -3431566.883059 nChanged 81 SP:Iteration 32Q (11542.060000 sec): 3 clusters Score: Raw -3436551.802333 + Penalty 4971.915088 = -3431579.887246 nChanged 74 SP:Iteration 33Q (11542.370000 sec): 3 clusters Score: Raw -3436563.486326 + Penalty 4971.915088 = -3431591.571238 nChanged 55 SP:Iteration 34Q (11542.650000 sec): 3 clusters Score: Raw -3436571.294932 + Penalty 4971.915088 = -3431599.379844 nChanged 55 SP:Iteration 35Q (11542.950000 sec): 3 clusters Score: Raw -3436577.238126 + Penalty 4971.915088 = -3431605.323038 nChanged 30 SP:Iteration 36Q (11543.230000 sec): 3 clusters Score: Raw -3436579.827125 + Penalty 4971.915088 = -3431607.912038 nChanged 17 SP:Iteration 37Q (11543.550000 sec): 3 clusters Score: Raw -3436581.236314 + Penalty 4971.915088 = -3431609.321227 nChanged 14 SP:Iteration 38Q (11543.860000 sec): 3 clusters Score: Raw -3436582.817584 + Penalty 4971.915088 = -3431610.902496 nChanged 13 SP:Iteration 39Q (11544.150000 sec): 3 clusters Score: Raw -3436583.750638 + Penalty 4971.915088 = -3431611.835551 nChanged 5 SP:Iteration 40F (11544.430000 sec): 3 clusters Score: Raw -3436584.181497 + Penalty 4971.915088 = -3431612.266409 nChanged 4 SP:Iteration 41Q (11544.730000 sec): 3 clusters Score: Raw -3436584.504242 + Penalty 4971.915088 = -3431612.589154 nChanged 6 SP:Iteration 42Q (11545.030000 sec): 3 clusters Score: Raw -3436584.895491 + Penalty 4971.915088 = -3431612.980404 nChanged 4 SP:Iteration 43Q (11545.290000 sec): 3 clusters Score: Raw -3436585.235235 + Penalty 4971.915088 = -3431613.320148 nChanged 6 SP:Iteration 44Q (11545.560000 sec): 3 clusters Score: Raw -3436585.844580 + Penalty 4971.915088 = -3431613.929492 nChanged 4 SP:Iteration 45Q (11545.830000 sec): 3 clusters Score: Raw -3436586.253729 + Penalty 4971.915088 = -3431614.338641 nChanged 5 SP:Iteration 46Q (11546.150000 sec): 3 clusters Score: Raw -3436586.885174 + Penalty 4971.915088 = -3431614.970086 nChanged 5 SP:Iteration 47Q (11546.450000 sec): 3 clusters Score: Raw -3436587.636403 + Penalty 4971.915088 = -3431615.721315 nChanged 9 SP:Iteration 48Q (11546.710000 sec): 3 clusters Score: Raw -3436588.617311 + Penalty 4971.915088 = -3431616.702223 nChanged 7 SP:Iteration 49Q (11547.000000 sec): 3 clusters Score: Raw -3436589.187950 + Penalty 4971.915088 = -3431617.272863 nChanged 6 SP:Iteration 50Q (11547.280000 sec): 3 clusters Score: Raw -3436589.770869 + Penalty 4971.915088 = -3431617.855782 nChanged 4 SP:Iteration 51Q (11547.570000 sec): 3 clusters Score: Raw -3436590.120980 + Penalty 4971.915088 = -3431618.205893 nChanged 2 SP:Iteration 52Q (11547.890000 sec): 3 clusters Score: Raw -3436590.364234 + Penalty 4971.915088 = -3431618.449146 nChanged 1 SP:Iteration 53Q (11548.180000 sec): 3 clusters Score: Raw -3436590.440004 + Penalty 4971.915088 = -3431618.524916 nChanged 0 SP:Iteration 54F (11548.470000 sec): 3 clusters Score: Raw -3436590.440004 + Penalty 4971.915088 = -3431618.524916 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (167538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11549.500000 sec): 2 clusters Score: Raw -25458626.487331 + Penalty 2983.183437 = -25455643.303894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11550.470000 sec): 3 clusters Score: Raw -25349033.249376 + Penalty 5966.366873 = -25343066.882503 nChanged 80540 SP:Iteration 1F (11551.450000 sec): 3 clusters Score: Raw -25395653.851070 + Penalty 5966.366873 = -25389687.484197 nChanged 4915 SP:Iteration 2Q (11552.420000 sec): 3 clusters Score: Raw -25396702.907280 + Penalty 5966.366873 = -25390736.540407 nChanged 5114 SP:Iteration 3Q (11553.420000 sec): 3 clusters Score: Raw -25397949.175913 + Penalty 5966.366873 = -25391982.809040 nChanged 5553 SP:Iteration 4Q (11554.480000 sec): 3 clusters Score: Raw -25399540.514176 + Penalty 5966.366873 = -25393574.147302 nChanged 6313 SP:Iteration 5Q (11555.500000 sec): 3 clusters Score: Raw -25401720.015494 + Penalty 5966.366873 = -25395753.648621 nChanged 7614 SP:Iteration 6Q (11556.560000 sec): 3 clusters Score: Raw -25405002.966537 + Penalty 5966.366873 = -25399036.599664 nChanged 9214 SP:Iteration 7F (11557.560000 sec): 3 clusters Score: Raw -25409950.343684 + Penalty 5966.366873 = -25403983.976811 nChanged 10783 SP:Iteration 8F (11558.560000 sec): 3 clusters Score: Raw -25416724.623140 + Penalty 5966.366873 = -25410758.256267 nChanged 11330 SP:Iteration 9F (11559.600000 sec): 3 clusters Score: Raw -25424581.576466 + Penalty 5966.366873 = -25418615.209592 nChanged 10564 SP:Iteration 10F (11560.710000 sec): 3 clusters Score: Raw -25432388.148490 + Penalty 5966.366873 = -25426421.781617 nChanged 8718 SP:Iteration 11F (11561.680000 sec): 3 clusters Score: Raw -25439126.969851 + Penalty 5966.366873 = -25433160.602978 nChanged 6575 SP:Iteration 12Q (11562.650000 sec): 3 clusters Score: Raw -25444230.174254 + Penalty 5966.366873 = -25438263.807381 nChanged 4786 SP:Iteration 13Q (11563.590000 sec): 3 clusters Score: Raw -25447869.981476 + Penalty 5966.366873 = -25441903.614602 nChanged 3517 SP:Iteration 14Q (11564.650000 sec): 3 clusters Score: Raw -25450368.771105 + Penalty 5966.366873 = -25444402.404231 nChanged 2614 SP:Iteration 15Q (11565.610000 sec): 3 clusters Score: Raw -25452027.303194 + Penalty 5966.366873 = -25446060.936321 nChanged 2064 SP:Iteration 16Q (11566.570000 sec): 3 clusters Score: Raw -25453264.187270 + Penalty 5966.366873 = -25447297.820397 nChanged 1741 SP:Iteration 17Q (11567.490000 sec): 3 clusters Score: Raw -25454259.151094 + Penalty 5966.366873 = -25448292.784221 nChanged 1450 SP:Iteration 18Q (11568.420000 sec): 3 clusters Score: Raw -25455042.384954 + Penalty 5966.366873 = -25449076.018081 nChanged 1206 SP:Iteration 19Q (11569.310000 sec): 3 clusters Score: Raw -25455629.379114 + Penalty 5966.366873 = -25449663.012241 nChanged 1024 SP:Iteration 20F (11570.350000 sec): 3 clusters Score: Raw -25456107.207819 + Penalty 5966.366873 = -25450140.840946 nChanged 909 SP:Iteration 21Q (11571.230000 sec): 3 clusters Score: Raw -25456524.274921 + Penalty 5966.366873 = -25450557.908048 nChanged 792 SP:Iteration 22Q (11572.230000 sec): 3 clusters Score: Raw -25456897.219510 + Penalty 5966.366873 = -25450930.852637 nChanged 687 SP:Iteration 23Q (11573.250000 sec): 3 clusters Score: Raw -25457230.375499 + Penalty 5966.366873 = -25451264.008626 nChanged 586 SP:Iteration 24Q (11574.180000 sec): 3 clusters Score: Raw -25457503.610296 + Penalty 5966.366873 = -25451537.243423 nChanged 481 SP:Iteration 25Q (11575.140000 sec): 3 clusters Score: Raw -25457726.514623 + Penalty 5966.366873 = -25451760.147750 nChanged 423 SP:Iteration 26Q (11576.010000 sec): 3 clusters Score: Raw -25457923.200845 + Penalty 5966.366873 = -25451956.833972 nChanged 346 SP:Iteration 27Q (11576.890000 sec): 3 clusters Score: Raw -25458074.790122 + Penalty 5966.366873 = -25452108.423248 nChanged 279 SP:Iteration 28Q (11577.800000 sec): 3 clusters Score: Raw -25458193.514346 + Penalty 5966.366873 = -25452227.147472 nChanged 228 SP:Iteration 29Q (11578.750000 sec): 3 clusters Score: Raw -25458288.998803 + Penalty 5966.366873 = -25452322.631930 nChanged 213 SP:Iteration 30Q (11579.620000 sec): 3 clusters Score: Raw -25458384.026306 + Penalty 5966.366873 = -25452417.659433 nChanged 183 SP:Iteration 31Q (11580.620000 sec): 3 clusters Score: Raw -25458455.830459 + Penalty 5966.366873 = -25452489.463586 nChanged 167 SP:Iteration 32Q (11581.510000 sec): 3 clusters Score: Raw -25458514.375081 + Penalty 5966.366873 = -25452548.008208 nChanged 128 SP:Iteration 33Q (11582.450000 sec): 3 clusters Score: Raw -25458554.859641 + Penalty 5966.366873 = -25452588.492768 nChanged 108 SP:Iteration 34Q (11583.380000 sec): 3 clusters Score: Raw -25458595.151861 + Penalty 5966.366873 = -25452628.784988 nChanged 112 SP:Iteration 35Q (11584.330000 sec): 3 clusters Score: Raw -25458631.816958 + Penalty 5966.366873 = -25452665.450085 nChanged 88 SP:Iteration 36Q (11585.220000 sec): 3 clusters Score: Raw -25458659.661853 + Penalty 5966.366873 = -25452693.294980 nChanged 77 SP:Iteration 37Q (11586.160000 sec): 3 clusters Score: Raw -25458684.624327 + Penalty 5966.366873 = -25452718.257454 nChanged 69 SP:Iteration 38Q (11587.040000 sec): 3 clusters Score: Raw -25458707.546374 + Penalty 5966.366873 = -25452741.179501 nChanged 56 SP:Iteration 39Q (11587.970000 sec): 3 clusters Score: Raw -25458726.326842 + Penalty 5966.366873 = -25452759.959969 nChanged 62 SP:Iteration 40F (11589.140000 sec): 3 clusters Score: Raw -25458748.883546 + Penalty 5966.366873 = -25452782.516673 nChanged 54 SP:Iteration 41Q (11590.060000 sec): 3 clusters Score: Raw -25458766.080621 + Penalty 5966.366873 = -25452799.713747 nChanged 51 SP:Iteration 42Q (11590.940000 sec): 3 clusters Score: Raw -25458781.130274 + Penalty 5966.366873 = -25452814.763401 nChanged 42 SP:Iteration 43Q (11592.050000 sec): 3 clusters Score: Raw -25458794.913486 + Penalty 5966.366873 = -25452828.546613 nChanged 43 SP:Iteration 44Q (11593.050000 sec): 3 clusters Score: Raw -25458806.951747 + Penalty 5966.366873 = -25452840.584874 nChanged 39 SP:Iteration 45Q (11594.090000 sec): 3 clusters Score: Raw -25458819.510258 + Penalty 5966.366873 = -25452853.143384 nChanged 37 SP:Iteration 46Q (11594.880000 sec): 3 clusters Score: Raw -25458830.107039 + Penalty 5966.366873 = -25452863.740165 nChanged 32 SP:Iteration 47Q (11595.710000 sec): 3 clusters Score: Raw -25458842.258781 + Penalty 5966.366873 = -25452875.891908 nChanged 35 SP:Iteration 48Q (11596.540000 sec): 3 clusters Score: Raw -25458852.680286 + Penalty 5966.366873 = -25452886.313413 nChanged 23 SP:Iteration 49Q (11597.380000 sec): 3 clusters Score: Raw -25458861.930092 + Penalty 5966.366873 = -25452895.563218 nChanged 26 SP:Iteration 50Q (11598.290000 sec): 3 clusters Score: Raw -25458871.830801 + Penalty 5966.366873 = -25452905.463928 nChanged 27 SP:Iteration 51Q (11599.130000 sec): 3 clusters Score: Raw -25458882.548322 + Penalty 5966.366873 = -25452916.181449 nChanged 30 SP:Iteration 52Q (11600.080000 sec): 3 clusters Score: Raw -25458893.127000 + Penalty 5966.366873 = -25452926.760127 nChanged 32 SP:Iteration 53Q (11601.010000 sec): 3 clusters Score: Raw -25458902.738176 + Penalty 5966.366873 = -25452936.371303 nChanged 26 SP:Iteration 54Q (11601.910000 sec): 3 clusters Score: Raw -25458913.981566 + Penalty 5966.366873 = -25452947.614693 nChanged 25 SP:Iteration 55Q (11602.780000 sec): 3 clusters Score: Raw -25458921.822450 + Penalty 5966.366873 = -25452955.455577 nChanged 15 SP:Iteration 56Q (11603.560000 sec): 3 clusters Score: Raw -25458926.381757 + Penalty 5966.366873 = -25452960.014884 nChanged 17 SP:Iteration 57Q (11604.370000 sec): 3 clusters Score: Raw -25458931.225396 + Penalty 5966.366873 = -25452964.858523 nChanged 13 SP:Iteration 58Q (11605.250000 sec): 3 clusters Score: Raw -25458935.150830 + Penalty 5966.366873 = -25452968.783957 nChanged 13 SP:Iteration 59Q (11606.100000 sec): 3 clusters Score: Raw -25458939.016483 + Penalty 5966.366873 = -25452972.649610 nChanged 10 SP:Iteration 60F (11607.100000 sec): 3 clusters Score: Raw -25458942.238993 + Penalty 5966.366873 = -25452975.872120 nChanged 10 SP:Iteration 61Q (11607.960000 sec): 3 clusters Score: Raw -25458945.714960 + Penalty 5966.366873 = -25452979.348087 nChanged 7 SP:Iteration 62Q (11608.850000 sec): 3 clusters Score: Raw -25458947.663404 + Penalty 5966.366873 = -25452981.296530 nChanged 6 SP:Iteration 63Q (11609.640000 sec): 3 clusters Score: Raw -25458949.135571 + Penalty 5966.366873 = -25452982.768697 nChanged 3 SP:Iteration 64Q (11610.560000 sec): 3 clusters Score: Raw -25458949.890374 + Penalty 5966.366873 = -25452983.523501 nChanged 7 SP:Iteration 65Q (11611.540000 sec): 3 clusters Score: Raw -25458951.811696 + Penalty 5966.366873 = -25452985.444822 nChanged 6 SP:Iteration 66Q (11612.400000 sec): 3 clusters Score: Raw -25458953.555424 + Penalty 5966.366873 = -25452987.188550 nChanged 14 SP:Iteration 67Q (11613.170000 sec): 3 clusters Score: Raw -25458958.723781 + Penalty 5966.366873 = -25452992.356908 nChanged 15 SP:Iteration 68Q (11614.020000 sec): 3 clusters Score: Raw -25458963.586562 + Penalty 5966.366873 = -25452997.219689 nChanged 12 SP:Iteration 69Q (11614.860000 sec): 3 clusters Score: Raw -25458967.688550 + Penalty 5966.366873 = -25453001.321677 nChanged 11 SP:Iteration 70Q (11615.660000 sec): 3 clusters Score: Raw -25458970.122582 + Penalty 5966.366873 = -25453003.755709 nChanged 7 SP:Iteration 71Q (11616.550000 sec): 3 clusters Score: Raw -25458972.612173 + Penalty 5966.366873 = -25453006.245300 nChanged 7 SP:Iteration 72Q (11617.380000 sec): 3 clusters Score: Raw -25458975.121212 + Penalty 5966.366873 = -25453008.754339 nChanged 9 SP:Iteration 73Q (11618.210000 sec): 3 clusters Score: Raw -25458977.471429 + Penalty 5966.366873 = -25453011.104556 nChanged 7 SP:Iteration 74Q (11619.120000 sec): 3 clusters Score: Raw -25458980.105490 + Penalty 5966.366873 = -25453013.738617 nChanged 7 SP:Iteration 75Q (11620.050000 sec): 3 clusters Score: Raw -25458981.274379 + Penalty 5966.366873 = -25453014.907506 nChanged 3 SP:Iteration 76Q (11620.980000 sec): 3 clusters Score: Raw -25458981.787004 + Penalty 5966.366873 = -25453015.420131 nChanged 1 SP:Iteration 77Q (11621.850000 sec): 3 clusters Score: Raw -25458981.920364 + Penalty 5966.366873 = -25453015.553491 nChanged 1 SP:Iteration 78Q (11622.800000 sec): 3 clusters Score: Raw -25458981.979191 + Penalty 5966.366873 = -25453015.612317 nChanged 0 SP:Iteration 79F (11623.850000 sec): 3 clusters Score: Raw -25458981.979191 + Penalty 5966.366873 = -25453015.612317 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (14699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11624.070000 sec): 2 clusters Score: Raw -2226441.501495 + Penalty 2379.692616 = -2224061.808879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11624.370000 sec): 3 clusters Score: Raw -2218136.827432 + Penalty 4759.385233 = -2213377.442200 nChanged 6299 SP:Iteration 1F (11624.660000 sec): 3 clusters Score: Raw -2221481.414593 + Penalty 4759.385233 = -2216722.029360 nChanged 876 SP:Iteration 2F (11624.960000 sec): 3 clusters Score: Raw -2221839.214765 + Penalty 4759.385233 = -2217079.829532 nChanged 718 SP:Iteration 3Q (11625.270000 sec): 3 clusters Score: Raw -2222136.153145 + Penalty 4759.385233 = -2217376.767912 nChanged 606 SP:Iteration 4Q (11625.570000 sec): 3 clusters Score: Raw -2222378.335430 + Penalty 4759.385233 = -2217618.950198 nChanged 555 SP:Iteration 5Q (11625.830000 sec): 3 clusters Score: Raw -2222595.811402 + Penalty 4759.385233 = -2217836.426170 nChanged 551 SP:Iteration 6Q (11626.100000 sec): 3 clusters Score: Raw -2222812.008232 + Penalty 4759.385233 = -2218052.622999 nChanged 508 SP:Iteration 7Q (11626.370000 sec): 3 clusters Score: Raw -2223005.286555 + Penalty 4759.385233 = -2218245.901323 nChanged 460 SP:Iteration 8Q (11626.650000 sec): 3 clusters Score: Raw -2223185.674857 + Penalty 4759.385233 = -2218426.289624 nChanged 433 SP:Iteration 9Q (11626.930000 sec): 3 clusters Score: Raw -2223345.901920 + Penalty 4759.385233 = -2218586.516688 nChanged 416 SP:Iteration 10Q (11627.250000 sec): 3 clusters Score: Raw -2223492.567301 + Penalty 4759.385233 = -2218733.182069 nChanged 364 SP:Iteration 11Q (11627.510000 sec): 3 clusters Score: Raw -2223634.476213 + Penalty 4759.385233 = -2218875.090981 nChanged 370 SP:Iteration 12Q (11627.830000 sec): 3 clusters Score: Raw -2223796.277497 + Penalty 4759.385233 = -2219036.892264 nChanged 393 SP:Iteration 13Q (11628.140000 sec): 3 clusters Score: Raw -2223991.562723 + Penalty 4759.385233 = -2219232.177490 nChanged 426 SP:Iteration 14Q (11628.400000 sec): 3 clusters Score: Raw -2224219.201721 + Penalty 4759.385233 = -2219459.816488 nChanged 424 SP:Iteration 15Q (11628.710000 sec): 3 clusters Score: Raw -2224445.980643 + Penalty 4759.385233 = -2219686.595410 nChanged 401 SP:Iteration 16Q (11628.990000 sec): 3 clusters Score: Raw -2224665.857783 + Penalty 4759.385233 = -2219906.472550 nChanged 401 SP:Iteration 17Q (11629.250000 sec): 3 clusters Score: Raw -2224902.031939 + Penalty 4759.385233 = -2220142.646706 nChanged 399 SP:Iteration 18Q (11629.510000 sec): 3 clusters Score: Raw -2225160.756163 + Penalty 4759.385233 = -2220401.370930 nChanged 363 SP:Iteration 19Q (11629.790000 sec): 3 clusters Score: Raw -2225413.367216 + Penalty 4759.385233 = -2220653.981983 nChanged 349 SP:Iteration 20F (11630.080000 sec): 3 clusters Score: Raw -2225665.474445 + Penalty 4759.385233 = -2220906.089212 nChanged 356 SP:Iteration 21Q (11630.350000 sec): 3 clusters Score: Raw -2225914.794074 + Penalty 4759.385233 = -2221155.408842 nChanged 302 SP:Iteration 22Q (11630.630000 sec): 3 clusters Score: Raw -2226104.385358 + Penalty 4759.385233 = -2221345.000125 nChanged 259 SP:Iteration 23Q (11630.960000 sec): 3 clusters Score: Raw -2226251.732872 + Penalty 4759.385233 = -2221492.347639 nChanged 226 SP:Iteration 24Q (11631.210000 sec): 3 clusters Score: Raw -2226369.795792 + Penalty 4759.385233 = -2221610.410560 nChanged 186 SP:Iteration 25Q (11631.480000 sec): 3 clusters Score: Raw -2226454.767004 + Penalty 4759.385233 = -2221695.381772 nChanged 159 SP:Iteration 26Q (11631.760000 sec): 3 clusters Score: Raw -2226529.398175 + Penalty 4759.385233 = -2221770.012942 nChanged 132 SP:Iteration 27Q (11632.010000 sec): 3 clusters Score: Raw -2226586.542352 + Penalty 4759.385233 = -2221827.157120 nChanged 120 SP:Iteration 28Q (11632.290000 sec): 3 clusters Score: Raw -2226646.633843 + Penalty 4759.385233 = -2221887.248610 nChanged 101 SP:Iteration 29Q (11632.540000 sec): 3 clusters Score: Raw -2226684.354895 + Penalty 4759.385233 = -2221924.969662 nChanged 84 SP:Iteration 30Q (11632.850000 sec): 3 clusters Score: Raw -2226714.627026 + Penalty 4759.385233 = -2221955.241793 nChanged 64 SP:Iteration 31Q (11633.050000 sec): 3 clusters Score: Raw -2226736.631578 + Penalty 4759.385233 = -2221977.246345 nChanged 48 SP:Iteration 32Q (11633.340000 sec): 3 clusters Score: Raw -2226752.717319 + Penalty 4759.385233 = -2221993.332087 nChanged 42 SP:Iteration 33Q (11633.600000 sec): 3 clusters Score: Raw -2226764.325499 + Penalty 4759.385233 = -2222004.940267 nChanged 40 SP:Iteration 34Q (11633.860000 sec): 3 clusters Score: Raw -2226777.342201 + Penalty 4759.385233 = -2222017.956969 nChanged 33 SP:Iteration 35Q (11634.140000 sec): 3 clusters Score: Raw -2226788.060778 + Penalty 4759.385233 = -2222028.675546 nChanged 30 SP:Iteration 36Q (11634.450000 sec): 3 clusters Score: Raw -2226799.086967 + Penalty 4759.385233 = -2222039.701735 nChanged 28 SP:Iteration 37Q (11634.730000 sec): 3 clusters Score: Raw -2226808.370216 + Penalty 4759.385233 = -2222048.984983 nChanged 24 SP:Iteration 38Q (11635.000000 sec): 3 clusters Score: Raw -2226816.883427 + Penalty 4759.385233 = -2222057.498195 nChanged 27 SP:Iteration 39Q (11635.260000 sec): 3 clusters Score: Raw -2226824.648543 + Penalty 4759.385233 = -2222065.263310 nChanged 23 SP:Iteration 40F (11635.550000 sec): 3 clusters Score: Raw -2226831.472789 + Penalty 4759.385233 = -2222072.087556 nChanged 22 SP:Iteration 41Q (11635.820000 sec): 3 clusters Score: Raw -2226839.139038 + Penalty 4759.385233 = -2222079.753805 nChanged 25 SP:Iteration 42Q (11636.100000 sec): 3 clusters Score: Raw -2226846.621803 + Penalty 4759.385233 = -2222087.236570 nChanged 20 SP:Iteration 43Q (11636.420000 sec): 3 clusters Score: Raw -2226852.461306 + Penalty 4759.385233 = -2222093.076073 nChanged 23 SP:Iteration 44Q (11636.690000 sec): 3 clusters Score: Raw -2226859.596416 + Penalty 4759.385233 = -2222100.211184 nChanged 21 SP:Iteration 45Q (11636.980000 sec): 3 clusters Score: Raw -2226864.963443 + Penalty 4759.385233 = -2222105.578211 nChanged 18 SP:Iteration 46Q (11637.260000 sec): 3 clusters Score: Raw -2226870.023265 + Penalty 4759.385233 = -2222110.638032 nChanged 21 SP:Iteration 47Q (11637.540000 sec): 3 clusters Score: Raw -2226875.810486 + Penalty 4759.385233 = -2222116.425253 nChanged 16 SP:Iteration 48Q (11637.860000 sec): 3 clusters Score: Raw -2226880.195479 + Penalty 4759.385233 = -2222120.810246 nChanged 14 SP:Iteration 49Q (11638.080000 sec): 3 clusters Score: Raw -2226883.080254 + Penalty 4759.385233 = -2222123.695022 nChanged 5 SP:Iteration 50Q (11638.360000 sec): 3 clusters Score: Raw -2226885.175592 + Penalty 4759.385233 = -2222125.790359 nChanged 9 SP:Iteration 51Q (11638.690000 sec): 3 clusters Score: Raw -2226888.515944 + Penalty 4759.385233 = -2222129.130712 nChanged 12 SP:Iteration 52Q (11639.010000 sec): 3 clusters Score: Raw -2226893.486612 + Penalty 4759.385233 = -2222134.101380 nChanged 10 SP:Iteration 53Q (11639.290000 sec): 3 clusters Score: Raw -2226897.140532 + Penalty 4759.385233 = -2222137.755300 nChanged 16 SP:Iteration 54Q (11639.590000 sec): 3 clusters Score: Raw -2226902.746769 + Penalty 4759.385233 = -2222143.361537 nChanged 12 SP:Iteration 55Q (11639.840000 sec): 3 clusters Score: Raw -2226905.651231 + Penalty 4759.385233 = -2222146.265999 nChanged 9 SP:Iteration 56Q (11640.070000 sec): 3 clusters Score: Raw -2226909.135888 + Penalty 4759.385233 = -2222149.750655 nChanged 12 SP:Iteration 57Q (11640.360000 sec): 3 clusters Score: Raw -2226913.286475 + Penalty 4759.385233 = -2222153.901242 nChanged 10 SP:Iteration 58Q (11640.600000 sec): 3 clusters Score: Raw -2226916.723830 + Penalty 4759.385233 = -2222157.338597 nChanged 9 SP:Iteration 59Q (11640.870000 sec): 3 clusters Score: Raw -2226919.921680 + Penalty 4759.385233 = -2222160.536447 nChanged 8 SP:Iteration 60F (11641.110000 sec): 3 clusters Score: Raw -2226922.697919 + Penalty 4759.385233 = -2222163.312687 nChanged 7 SP:Iteration 61Q (11641.370000 sec): 3 clusters Score: Raw -2226925.219369 + Penalty 4759.385233 = -2222165.834136 nChanged 8 SP:Iteration 62Q (11641.580000 sec): 3 clusters Score: Raw -2226927.828564 + Penalty 4759.385233 = -2222168.443331 nChanged 3 SP:Iteration 63Q (11641.860000 sec): 3 clusters Score: Raw -2226929.371154 + Penalty 4759.385233 = -2222169.985921 nChanged 6 SP:Iteration 64Q (11642.130000 sec): 3 clusters Score: Raw -2226931.757865 + Penalty 4759.385233 = -2222172.372632 nChanged 2 SP:Iteration 65Q (11642.360000 sec): 3 clusters Score: Raw -2226932.030080 + Penalty 4759.385233 = -2222172.644847 nChanged 4 SP:Iteration 66Q (11642.620000 sec): 3 clusters Score: Raw -2226932.640278 + Penalty 4759.385233 = -2222173.255045 nChanged 3 SP:Iteration 67Q (11642.890000 sec): 3 clusters Score: Raw -2226933.153911 + Penalty 4759.385233 = -2222173.768678 nChanged 3 SP:Iteration 68Q (11643.190000 sec): 3 clusters Score: Raw -2226934.386727 + Penalty 4759.385233 = -2222175.001495 nChanged 3 SP:Iteration 69Q (11643.440000 sec): 3 clusters Score: Raw -2226934.982288 + Penalty 4759.385233 = -2222175.597055 nChanged 4 SP:Iteration 70Q (11643.710000 sec): 3 clusters Score: Raw -2226936.267553 + Penalty 4759.385233 = -2222176.882321 nChanged 5 SP:Iteration 71Q (11643.960000 sec): 3 clusters Score: Raw -2226937.398650 + Penalty 4759.385233 = -2222178.013418 nChanged 1 SP:Iteration 72Q (11644.220000 sec): 3 clusters Score: Raw -2226937.647366 + Penalty 4759.385233 = -2222178.262133 nChanged 2 SP:Iteration 73Q (11644.440000 sec): 3 clusters Score: Raw -2226938.686295 + Penalty 4759.385233 = -2222179.301062 nChanged 5 SP:Iteration 74Q (11644.690000 sec): 3 clusters Score: Raw -2226940.221298 + Penalty 4759.385233 = -2222180.836066 nChanged 5 SP:Iteration 75Q (11645.000000 sec): 3 clusters Score: Raw -2226941.769278 + Penalty 4759.385233 = -2222182.384045 nChanged 2 SP:Iteration 76Q (11645.280000 sec): 3 clusters Score: Raw -2226942.795466 + Penalty 4759.385233 = -2222183.410233 nChanged 5 SP:Iteration 77Q (11645.540000 sec): 3 clusters Score: Raw -2226943.924026 + Penalty 4759.385233 = -2222184.538794 nChanged 3 SP:Iteration 78Q (11645.770000 sec): 3 clusters Score: Raw -2226944.599788 + Penalty 4759.385233 = -2222185.214556 nChanged 4 SP:Iteration 79Q (11646.030000 sec): 3 clusters Score: Raw -2226945.564977 + Penalty 4759.385233 = -2222186.179744 nChanged 2 SP:Iteration 80F (11646.230000 sec): 3 clusters Score: Raw -2226946.099606 + Penalty 4759.385233 = -2222186.714374 nChanged 2 SP:Iteration 81Q (11646.500000 sec): 3 clusters Score: Raw -2226946.415329 + Penalty 4759.385233 = -2222187.030096 nChanged 1 SP:Iteration 82Q (11646.720000 sec): 3 clusters Score: Raw -2226946.518996 + Penalty 4759.385233 = -2222187.133764 nChanged 1 SP:Iteration 83Q (11646.950000 sec): 3 clusters Score: Raw -2226946.672718 + Penalty 4759.385233 = -2222187.287485 nChanged 2 SP:Iteration 84Q (11647.220000 sec): 3 clusters Score: Raw -2226947.108464 + Penalty 4759.385233 = -2222187.723231 nChanged 3 SP:Iteration 85Q (11647.440000 sec): 3 clusters Score: Raw -2226947.599645 + Penalty 4759.385233 = -2222188.214412 nChanged 0 SP:Iteration 86F (11647.680000 sec): 3 clusters Score: Raw -2226947.599645 + Penalty 4759.385233 = -2222188.214412 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11647.780000 sec): 2 clusters Score: Raw -61108.111134 + Penalty 1546.619658 = -59561.491476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11647.980000 sec): 3 clusters Score: Raw -61260.640834 + Penalty 3093.239317 = -58167.401517 nChanged 106 SP:Iteration 1F (11648.170000 sec): 3 clusters Score: Raw -61827.997322 + Penalty 3093.239317 = -58734.758005 nChanged 83 SP:Iteration 2F (11648.360000 sec): 3 clusters Score: Raw -62689.248036 + Penalty 3093.239317 = -59596.008719 nChanged 76 SP:Iteration 3F (11648.550000 sec): 3 clusters Score: Raw -63441.173629 + Penalty 3093.239317 = -60347.934312 nChanged 26 SP:Iteration 4F (11648.690000 sec): 3 clusters Score: Raw -64219.523654 + Penalty 3093.239317 = -61126.284337 nChanged 14 SP:Iteration 5Q (11648.860000 sec): 3 clusters Score: Raw -64904.540454 + Penalty 3093.239317 = -61811.301138 nChanged 5 SP:Iteration 6Q (11649.010000 sec): 3 clusters Score: Raw -64944.185678 + Penalty 3093.239317 = -61850.946361 nChanged 2 SP:Iteration 7Q (11649.180000 sec): 3 clusters Score: Raw -64954.093270 + Penalty 3093.239317 = -61860.853953 nChanged 2 SP:Iteration 8Q (11649.380000 sec): 3 clusters Score: Raw -64963.952704 + Penalty 3093.239317 = -61870.713387 nChanged 0 SP:Iteration 9F (11649.520000 sec): 3 clusters Score: Raw -64963.952704 + Penalty 3093.239317 = -61870.713387 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (5511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11649.650000 sec): 2 clusters Score: Raw -797518.189569 + Penalty 2136.396341 = -795381.793228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11649.830000 sec): 3 clusters Score: Raw -794854.026589 + Penalty 4272.792681 = -790581.233908 nChanged 2183 SP:Iteration 1F (11650.020000 sec): 3 clusters Score: Raw -796216.248350 + Penalty 4272.792681 = -791943.455669 nChanged 429 SP:Iteration 2F (11650.220000 sec): 3 clusters Score: Raw -796509.273526 + Penalty 4272.792681 = -792236.480844 nChanged 301 SP:Iteration 3F (11650.450000 sec): 3 clusters Score: Raw -796710.787780 + Penalty 4272.792681 = -792437.995098 nChanged 251 SP:Iteration 4Q (11650.600000 sec): 3 clusters Score: Raw -796878.323043 + Penalty 4272.792681 = -792605.530362 nChanged 211 SP:Iteration 5Q (11650.830000 sec): 3 clusters Score: Raw -797015.497495 + Penalty 4272.792681 = -792742.704814 nChanged 179 SP:Iteration 6Q (11651.060000 sec): 3 clusters Score: Raw -797150.782346 + Penalty 4272.792681 = -792877.989664 nChanged 199 SP:Iteration 7Q (11651.280000 sec): 3 clusters Score: Raw -797298.412108 + Penalty 4272.792681 = -793025.619427 nChanged 208 SP:Iteration 8Q (11651.490000 sec): 3 clusters Score: Raw -797459.608985 + Penalty 4272.792681 = -793186.816303 nChanged 221 SP:Iteration 9Q (11651.680000 sec): 3 clusters Score: Raw -797651.024132 + Penalty 4272.792681 = -793378.231451 nChanged 234 SP:Iteration 10Q (11651.850000 sec): 3 clusters Score: Raw -797840.174831 + Penalty 4272.792681 = -793567.382150 nChanged 224 SP:Iteration 11Q (11652.060000 sec): 3 clusters Score: Raw -798009.491737 + Penalty 4272.792681 = -793736.699056 nChanged 192 SP:Iteration 12Q (11652.250000 sec): 3 clusters Score: Raw -798150.766660 + Penalty 4272.792681 = -793877.973978 nChanged 170 SP:Iteration 13Q (11652.480000 sec): 3 clusters Score: Raw -798273.375600 + Penalty 4272.792681 = -794000.582919 nChanged 152 SP:Iteration 14Q (11652.680000 sec): 3 clusters Score: Raw -798367.428285 + Penalty 4272.792681 = -794094.635603 nChanged 122 SP:Iteration 15Q (11652.860000 sec): 3 clusters Score: Raw -798428.992650 + Penalty 4272.792681 = -794156.199969 nChanged 83 SP:Iteration 16Q (11653.070000 sec): 3 clusters Score: Raw -798465.510265 + Penalty 4272.792681 = -794192.717584 nChanged 61 SP:Iteration 17Q (11653.250000 sec): 3 clusters Score: Raw -798491.236095 + Penalty 4272.792681 = -794218.443414 nChanged 54 SP:Iteration 18Q (11653.460000 sec): 3 clusters Score: Raw -798515.563031 + Penalty 4272.792681 = -794242.770349 nChanged 50 SP:Iteration 19Q (11653.670000 sec): 3 clusters Score: Raw -798534.454236 + Penalty 4272.792681 = -794261.661555 nChanged 36 SP:Iteration 20F (11653.870000 sec): 3 clusters Score: Raw -798548.995613 + Penalty 4272.792681 = -794276.202932 nChanged 33 SP:Iteration 21Q (11654.090000 sec): 3 clusters Score: Raw -798559.333596 + Penalty 4272.792681 = -794286.540914 nChanged 23 SP:Iteration 22Q (11654.300000 sec): 3 clusters Score: Raw -798568.774091 + Penalty 4272.792681 = -794295.981409 nChanged 29 SP:Iteration 23Q (11654.490000 sec): 3 clusters Score: Raw -798580.623599 + Penalty 4272.792681 = -794307.830918 nChanged 28 SP:Iteration 24Q (11654.700000 sec): 3 clusters Score: Raw -798588.159699 + Penalty 4272.792681 = -794315.367017 nChanged 15 SP:Iteration 25Q (11654.930000 sec): 3 clusters Score: Raw -798593.630615 + Penalty 4272.792681 = -794320.837934 nChanged 13 SP:Iteration 26Q (11655.130000 sec): 3 clusters Score: Raw -798596.917266 + Penalty 4272.792681 = -794324.124584 nChanged 13 SP:Iteration 27Q (11655.330000 sec): 3 clusters Score: Raw -798601.716022 + Penalty 4272.792681 = -794328.923340 nChanged 13 SP:Iteration 28Q (11655.540000 sec): 3 clusters Score: Raw -798605.922280 + Penalty 4272.792681 = -794333.129599 nChanged 8 SP:Iteration 29Q (11655.750000 sec): 3 clusters Score: Raw -798607.475053 + Penalty 4272.792681 = -794334.682371 nChanged 6 SP:Iteration 30Q (11655.960000 sec): 3 clusters Score: Raw -798610.071864 + Penalty 4272.792681 = -794337.279182 nChanged 5 SP:Iteration 31Q (11656.180000 sec): 3 clusters Score: Raw -798612.013734 + Penalty 4272.792681 = -794339.221052 nChanged 7 SP:Iteration 32Q (11656.380000 sec): 3 clusters Score: Raw -798614.385666 + Penalty 4272.792681 = -794341.592984 nChanged 9 SP:Iteration 33Q (11656.600000 sec): 3 clusters Score: Raw -798617.512651 + Penalty 4272.792681 = -794344.719969 nChanged 13 SP:Iteration 34Q (11656.800000 sec): 3 clusters Score: Raw -798621.499841 + Penalty 4272.792681 = -794348.707160 nChanged 17 SP:Iteration 35Q (11656.950000 sec): 3 clusters Score: Raw -798626.273669 + Penalty 4272.792681 = -794353.480988 nChanged 11 SP:Iteration 36Q (11657.150000 sec): 3 clusters Score: Raw -798629.194039 + Penalty 4272.792681 = -794356.401357 nChanged 11 SP:Iteration 37Q (11657.360000 sec): 3 clusters Score: Raw -798634.388787 + Penalty 4272.792681 = -794361.596105 nChanged 15 SP:Iteration 38Q (11657.550000 sec): 3 clusters Score: Raw -798641.878639 + Penalty 4272.792681 = -794369.085958 nChanged 24 SP:Iteration 39Q (11657.760000 sec): 3 clusters Score: Raw -798657.046114 + Penalty 4272.792681 = -794384.253432 nChanged 32 SP:Iteration 40F (11657.990000 sec): 3 clusters Score: Raw -798675.623971 + Penalty 4272.792681 = -794402.831290 nChanged 35 SP:Iteration 41Q (11658.170000 sec): 3 clusters Score: Raw -798701.737488 + Penalty 4272.792681 = -794428.944806 nChanged 48 SP:Iteration 42Q (11658.380000 sec): 3 clusters Score: Raw -798733.771691 + Penalty 4272.792681 = -794460.979010 nChanged 48 SP:Iteration 43Q (11658.540000 sec): 3 clusters Score: Raw -798764.382479 + Penalty 4272.792681 = -794491.589797 nChanged 40 SP:Iteration 44Q (11658.730000 sec): 3 clusters Score: Raw -798788.004373 + Penalty 4272.792681 = -794515.211691 nChanged 43 SP:Iteration 45Q (11658.940000 sec): 3 clusters Score: Raw -798805.825591 + Penalty 4272.792681 = -794533.032909 nChanged 32 SP:Iteration 46Q (11659.140000 sec): 3 clusters Score: Raw -798818.208400 + Penalty 4272.792681 = -794545.415719 nChanged 24 SP:Iteration 47Q (11659.310000 sec): 3 clusters Score: Raw -798830.376736 + Penalty 4272.792681 = -794557.584055 nChanged 26 SP:Iteration 48Q (11659.500000 sec): 3 clusters Score: Raw -798840.083153 + Penalty 4272.792681 = -794567.290471 nChanged 34 SP:Iteration 49Q (11659.720000 sec): 3 clusters Score: Raw -798853.077839 + Penalty 4272.792681 = -794580.285158 nChanged 34 SP:Iteration 50Q (11659.960000 sec): 3 clusters Score: Raw -798868.916355 + Penalty 4272.792681 = -794596.123673 nChanged 31 SP:Iteration 51Q (11660.180000 sec): 3 clusters Score: Raw -798886.380136 + Penalty 4272.792681 = -794613.587455 nChanged 36 SP:Iteration 52Q (11660.400000 sec): 3 clusters Score: Raw -798901.716725 + Penalty 4272.792681 = -794628.924044 nChanged 19 SP:Iteration 53Q (11660.620000 sec): 3 clusters Score: Raw -798908.762148 + Penalty 4272.792681 = -794635.969466 nChanged 14 SP:Iteration 54Q (11660.860000 sec): 3 clusters Score: Raw -798913.508475 + Penalty 4272.792681 = -794640.715793 nChanged 14 SP:Iteration 55Q (11661.060000 sec): 3 clusters Score: Raw -798919.815179 + Penalty 4272.792681 = -794647.022497 nChanged 21 SP:Iteration 56Q (11661.260000 sec): 3 clusters Score: Raw -798927.205194 + Penalty 4272.792681 = -794654.412512 nChanged 14 SP:Iteration 57Q (11661.490000 sec): 3 clusters Score: Raw -798931.788311 + Penalty 4272.792681 = -794658.995629 nChanged 14 SP:Iteration 58Q (11661.700000 sec): 3 clusters Score: Raw -798935.488334 + Penalty 4272.792681 = -794662.695652 nChanged 11 SP:Iteration 59Q (11661.980000 sec): 3 clusters Score: Raw -798939.563602 + Penalty 4272.792681 = -794666.770920 nChanged 7 SP:Iteration 60F (11662.180000 sec): 3 clusters Score: Raw -798941.144904 + Penalty 4272.792681 = -794668.352222 nChanged 8 SP:Iteration 61Q (11662.410000 sec): 3 clusters Score: Raw -798943.350667 + Penalty 4272.792681 = -794670.557986 nChanged 5 SP:Iteration 62Q (11662.640000 sec): 3 clusters Score: Raw -798945.197991 + Penalty 4272.792681 = -794672.405309 nChanged 8 SP:Iteration 63Q (11662.870000 sec): 3 clusters Score: Raw -798947.479942 + Penalty 4272.792681 = -794674.687260 nChanged 7 SP:Iteration 64Q (11663.110000 sec): 3 clusters Score: Raw -798949.153916 + Penalty 4272.792681 = -794676.361235 nChanged 8 SP:Iteration 65Q (11663.320000 sec): 3 clusters Score: Raw -798951.207563 + Penalty 4272.792681 = -794678.414882 nChanged 9 SP:Iteration 66Q (11663.620000 sec): 3 clusters Score: Raw -798953.132170 + Penalty 4272.792681 = -794680.339488 nChanged 3 SP:Iteration 67Q (11663.820000 sec): 3 clusters Score: Raw -798954.100393 + Penalty 4272.792681 = -794681.307712 nChanged 2 SP:Iteration 68Q (11664.080000 sec): 3 clusters Score: Raw -798954.618953 + Penalty 4272.792681 = -794681.826272 nChanged 1 SP:Iteration 69Q (11664.280000 sec): 3 clusters Score: Raw -798954.728723 + Penalty 4272.792681 = -794681.936042 nChanged 0 SP:Iteration 70F (11664.560000 sec): 3 clusters Score: Raw -798954.728723 + Penalty 4272.792681 = -794681.936042 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11664.660000 sec): 2 clusters Score: Raw -141952.222361 + Penalty 1699.879917 = -140252.342444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11664.860000 sec): 3 clusters Score: Raw -141922.787054 + Penalty 3399.759833 = -138523.027221 nChanged 271 SP:Iteration 1F (11665.030000 sec): 3 clusters Score: Raw -142557.280832 + Penalty 3399.759833 = -139157.520999 nChanged 110 SP:Iteration 2F (11665.190000 sec): 3 clusters Score: Raw -142993.197715 + Penalty 3399.759833 = -139593.437882 nChanged 71 SP:Iteration 3F (11665.400000 sec): 3 clusters Score: Raw -143360.503339 + Penalty 3399.759833 = -139960.743506 nChanged 63 SP:Iteration 4F (11665.600000 sec): 3 clusters Score: Raw -143658.310600 + Penalty 3399.759833 = -140258.550767 nChanged 34 SP:Iteration 5Q (11665.760000 sec): 3 clusters Score: Raw -143812.796584 + Penalty 3399.759833 = -140413.036751 nChanged 14 SP:Iteration 6Q (11665.940000 sec): 3 clusters Score: Raw -143888.747366 + Penalty 3399.759833 = -140488.987532 nChanged 16 SP:Iteration 7Q (11666.120000 sec): 3 clusters Score: Raw -143971.946295 + Penalty 3399.759833 = -140572.186461 nChanged 9 SP:Iteration 8Q (11666.340000 sec): 3 clusters Score: Raw -144003.107027 + Penalty 3399.759833 = -140603.347193 nChanged 11 SP:Iteration 9Q (11666.520000 sec): 3 clusters Score: Raw -144039.158205 + Penalty 3399.759833 = -140639.398371 nChanged 13 SP:Iteration 10Q (11666.700000 sec): 3 clusters Score: Raw -144066.543441 + Penalty 3399.759833 = -140666.783607 nChanged 6 SP:Iteration 11Q (11666.880000 sec): 3 clusters Score: Raw -144077.036454 + Penalty 3399.759833 = -140677.276621 nChanged 5 SP:Iteration 12Q (11667.100000 sec): 3 clusters Score: Raw -144083.499165 + Penalty 3399.759833 = -140683.739331 nChanged 1 SP:Iteration 13Q (11667.260000 sec): 3 clusters Score: Raw -144084.428413 + Penalty 3399.759833 = -140684.668580 nChanged 0 SP:Iteration 14F (11667.430000 sec): 3 clusters Score: Raw -144098.502494 + Penalty 3399.759833 = -140698.742661 nChanged 3 SP:Iteration 15Q (11667.620000 sec): 3 clusters Score: Raw -144140.187337 + Penalty 3399.759833 = -140740.427504 nChanged 10 SP:Iteration 16Q (11667.780000 sec): 3 clusters Score: Raw -144173.975320 + Penalty 3399.759833 = -140774.215486 nChanged 9 SP:Iteration 17Q (11667.940000 sec): 3 clusters Score: Raw -144209.217041 + Penalty 3399.759833 = -140809.457208 nChanged 10 SP:Iteration 18Q (11668.140000 sec): 3 clusters Score: Raw -144228.617322 + Penalty 3399.759833 = -140828.857489 nChanged 4 SP:Iteration 19Q (11668.240000 sec): 3 clusters Score: Raw -144235.331801 + Penalty 3399.759833 = -140835.571968 nChanged 5 SP:Iteration 20F (11668.430000 sec): 3 clusters Score: Raw -144242.729599 + Penalty 3399.759833 = -140842.969766 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11668.620000 sec): 2 clusters Score: Raw -41622.370500 + Penalty 1417.822870 = -40204.547630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11668.770000 sec): 3 clusters Score: Raw -41801.235170 + Penalty 2835.645740 = -38965.589430 nChanged 54 SP:Iteration 1F (11668.940000 sec): 3 clusters Score: Raw -42016.214017 + Penalty 2835.645740 = -39180.568277 nChanged 22 SP:Iteration 2F (11669.150000 sec): 3 clusters Score: Raw -42130.912772 + Penalty 2835.645740 = -39295.267032 nChanged 11 SP:Iteration 3Q (11669.340000 sec): 3 clusters Score: Raw -42215.480073 + Penalty 2835.645740 = -39379.834333 nChanged 9 SP:Iteration 4Q (11669.520000 sec): 3 clusters Score: Raw -42266.339884 + Penalty 2835.645740 = -39430.694144 nChanged 3 SP:Iteration 5Q (11669.690000 sec): 3 clusters Score: Raw -42291.553044 + Penalty 2835.645740 = -39455.907304 nChanged 2 SP:Iteration 6Q (11669.840000 sec): 3 clusters Score: Raw -42306.766146 + Penalty 2835.645740 = -39471.120407 nChanged 0 SP:Iteration 7F (11669.990000 sec): 3 clusters Score: Raw -42306.766146 + Penalty 2835.645740 = -39471.120407 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11670.120000 sec): 2 clusters Score: Raw -121781.733155 + Penalty 1680.007524 = -120101.725631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11670.280000 sec): 3 clusters Score: Raw -121668.903962 + Penalty 3360.015048 = -118308.888914 nChanged 233 SP:Iteration 1F (11670.460000 sec): 3 clusters Score: Raw -122133.264530 + Penalty 3360.015048 = -118773.249482 nChanged 93 SP:Iteration 2F (11670.710000 sec): 3 clusters Score: Raw -122313.034246 + Penalty 3360.015048 = -118953.019198 nChanged 53 SP:Iteration 3F (11670.860000 sec): 3 clusters Score: Raw -122503.198263 + Penalty 3360.015048 = -119143.183215 nChanged 47 SP:Iteration 4F (11671.080000 sec): 3 clusters Score: Raw -122684.685925 + Penalty 3360.015048 = -119324.670877 nChanged 37 SP:Iteration 5Q (11671.260000 sec): 3 clusters Score: Raw -122842.634095 + Penalty 3360.015048 = -119482.619047 nChanged 37 SP:Iteration 6Q (11671.490000 sec): 3 clusters Score: Raw -122950.356722 + Penalty 3360.015048 = -119590.341674 nChanged 27 SP:Iteration 7Q (11671.680000 sec): 3 clusters Score: Raw -123036.988327 + Penalty 3360.015048 = -119676.973279 nChanged 19 SP:Iteration 8Q (11671.880000 sec): 3 clusters Score: Raw -123083.947499 + Penalty 3360.015048 = -119723.932451 nChanged 14 SP:Iteration 9Q (11672.030000 sec): 3 clusters Score: Raw -123113.239455 + Penalty 3360.015048 = -119753.224408 nChanged 8 SP:Iteration 10Q (11672.260000 sec): 3 clusters Score: Raw -123130.290828 + Penalty 3360.015048 = -119770.275780 nChanged 1 SP:Iteration 11Q (11672.460000 sec): 3 clusters Score: Raw -123132.095745 + Penalty 3360.015048 = -119772.080697 nChanged 2 SP:Iteration 12Q (11672.650000 sec): 3 clusters Score: Raw -123137.087109 + Penalty 3360.015048 = -119777.072061 nChanged 2 SP:Iteration 13Q (11672.860000 sec): 3 clusters Score: Raw -123142.358225 + Penalty 3360.015048 = -119782.343178 nChanged 1 SP:Iteration 14Q (11673.080000 sec): 3 clusters Score: Raw -123143.466342 + Penalty 3360.015048 = -119783.451294 nChanged 1 SP:Iteration 15Q (11673.300000 sec): 3 clusters Score: Raw -123144.256848 + Penalty 3360.015048 = -119784.241800 nChanged 2 SP:Iteration 16Q (11673.480000 sec): 3 clusters Score: Raw -123147.706751 + Penalty 3360.015048 = -119787.691703 nChanged 2 SP:Iteration 17Q (11673.660000 sec): 3 clusters Score: Raw -123149.022150 + Penalty 3360.015048 = -119789.007102 nChanged 0 SP:Iteration 18F (11673.800000 sec): 3 clusters Score: Raw -123149.022150 + Penalty 3360.015048 = -119789.007102 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11673.870000 sec): 2 clusters Score: Raw -19205.714547 + Penalty 1295.985175 = -17909.729372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11674.070000 sec): 3 clusters Score: Raw -19843.191975 + Penalty 2591.970350 = -17251.221624 nChanged 40 SP:Iteration 1F (11674.280000 sec): 3 clusters Score: Raw -20152.687778 + Penalty 2591.970350 = -17560.717427 nChanged 14 SP:Iteration 2F (11674.480000 sec): 3 clusters Score: Raw -20274.564402 + Penalty 2591.970350 = -17682.594052 nChanged 6 SP:Iteration 3Q (11674.700000 sec): 3 clusters Score: Raw -20331.131987 + Penalty 2591.970350 = -17739.161637 nChanged 1 SP:Iteration 4Q (11674.910000 sec): 3 clusters Score: Raw -20352.724146 + Penalty 2591.970350 = -17760.753796 nChanged 1 SP:Iteration 5Q (11675.080000 sec): 3 clusters Score: Raw -20393.788715 + Penalty 2591.970350 = -17801.818364 nChanged 0 SP:Iteration 6F (11675.300000 sec): 3 clusters Score: Raw -20393.788715 + Penalty 2591.970350 = -17801.818364 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (1146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11675.410000 sec): 2 clusters Score: Raw -153765.260935 + Penalty 1746.920159 = -152018.340776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11675.580000 sec): 3 clusters Score: Raw -153791.356254 + Penalty 3493.840317 = -150297.515937 nChanged 357 SP:Iteration 1F (11675.740000 sec): 3 clusters Score: Raw -154604.721663 + Penalty 3493.840317 = -151110.881346 nChanged 156 SP:Iteration 2F (11675.940000 sec): 3 clusters Score: Raw -155013.070851 + Penalty 3493.840317 = -151519.230533 nChanged 92 SP:Iteration 3F (11676.110000 sec): 3 clusters Score: Raw -155215.943958 + Penalty 3493.840317 = -151722.103641 nChanged 42 SP:Iteration 4Q (11676.290000 sec): 3 clusters Score: Raw -155306.504128 + Penalty 3493.840317 = -151812.663811 nChanged 17 SP:Iteration 5Q (11676.480000 sec): 3 clusters Score: Raw -155344.859804 + Penalty 3493.840317 = -151851.019487 nChanged 13 SP:Iteration 6Q (11676.670000 sec): 3 clusters Score: Raw -155379.297242 + Penalty 3493.840317 = -151885.456924 nChanged 3 SP:Iteration 7Q (11676.830000 sec): 3 clusters Score: Raw -155387.058981 + Penalty 3493.840317 = -151893.218664 nChanged 2 SP:Iteration 8Q (11677.020000 sec): 3 clusters Score: Raw -155392.544522 + Penalty 3493.840317 = -151898.704205 nChanged 1 SP:Iteration 9Q (11677.220000 sec): 3 clusters Score: Raw -155395.464805 + Penalty 3493.840317 = -151901.624488 nChanged 1 SP:Iteration 10Q (11677.440000 sec): 3 clusters Score: Raw -155397.912658 + Penalty 3493.840317 = -151904.072341 nChanged 0 SP:Iteration 11F (11677.600000 sec): 3 clusters Score: Raw -155397.912658 + Penalty 3493.840317 = -151904.072341 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (4099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11677.680000 sec): 2 clusters Score: Raw -622999.278400 + Penalty 2062.987583 = -620936.290817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11677.900000 sec): 3 clusters Score: Raw -621157.872423 + Penalty 4125.975167 = -617031.897256 nChanged 1540 SP:Iteration 1F (11678.100000 sec): 3 clusters Score: Raw -622144.999281 + Penalty 4125.975167 = -618019.024114 nChanged 380 SP:Iteration 2F (11678.320000 sec): 3 clusters Score: Raw -622540.320786 + Penalty 4125.975167 = -618414.345619 nChanged 305 SP:Iteration 3F (11678.500000 sec): 3 clusters Score: Raw -622958.767602 + Penalty 4125.975167 = -618832.792435 nChanged 322 SP:Iteration 4F (11678.680000 sec): 3 clusters Score: Raw -623372.141749 + Penalty 4125.975167 = -619246.166582 nChanged 291 SP:Iteration 5F (11678.910000 sec): 3 clusters Score: Raw -623673.472657 + Penalty 4125.975167 = -619547.497490 nChanged 223 SP:Iteration 6F (11679.120000 sec): 3 clusters Score: Raw -623863.147599 + Penalty 4125.975167 = -619737.172432 nChanged 149 SP:Iteration 7Q (11679.280000 sec): 3 clusters Score: Raw -623967.853920 + Penalty 4125.975167 = -619841.878753 nChanged 83 SP:Iteration 8Q (11679.480000 sec): 3 clusters Score: Raw -624023.801708 + Penalty 4125.975167 = -619897.826542 nChanged 63 SP:Iteration 9Q (11679.690000 sec): 3 clusters Score: Raw -624058.245730 + Penalty 4125.975167 = -619932.270563 nChanged 40 SP:Iteration 10Q (11679.870000 sec): 3 clusters Score: Raw -624079.043627 + Penalty 4125.975167 = -619953.068460 nChanged 25 SP:Iteration 11Q (11680.100000 sec): 3 clusters Score: Raw -624088.442156 + Penalty 4125.975167 = -619962.466989 nChanged 13 SP:Iteration 12Q (11680.260000 sec): 3 clusters Score: Raw -624093.703329 + Penalty 4125.975167 = -619967.728162 nChanged 9 SP:Iteration 13Q (11680.440000 sec): 3 clusters Score: Raw -624097.404069 + Penalty 4125.975167 = -619971.428902 nChanged 4 SP:Iteration 14Q (11680.660000 sec): 3 clusters Score: Raw -624099.912970 + Penalty 4125.975167 = -619973.937803 nChanged 4 SP:Iteration 15Q (11680.820000 sec): 3 clusters Score: Raw -624101.464055 + Penalty 4125.975167 = -619975.488888 nChanged 2 SP:Iteration 16Q (11681.020000 sec): 3 clusters Score: Raw -624102.061134 + Penalty 4125.975167 = -619976.085967 nChanged 0 SP:Iteration 17F (11681.180000 sec): 3 clusters Score: Raw -624102.061134 + Penalty 4125.975167 = -619976.085967 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11681.260000 sec): 2 clusters Score: Raw -53884.677782 + Penalty 1502.082435 = -52382.595346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11681.420000 sec): 3 clusters Score: Raw -54044.676341 + Penalty 3004.164871 = -51040.511471 nChanged 80 SP:Iteration 1F (11681.570000 sec): 3 clusters Score: Raw -54300.770886 + Penalty 3004.164871 = -51296.606015 nChanged 33 SP:Iteration 2F (11681.750000 sec): 3 clusters Score: Raw -54469.943986 + Penalty 3004.164871 = -51465.779115 nChanged 31 SP:Iteration 3F (11681.940000 sec): 3 clusters Score: Raw -54625.363156 + Penalty 3004.164871 = -51621.198286 nChanged 19 SP:Iteration 4Q (11682.150000 sec): 3 clusters Score: Raw -54817.666197 + Penalty 3004.164871 = -51813.501326 nChanged 16 SP:Iteration 5Q (11682.330000 sec): 3 clusters Score: Raw -54998.217662 + Penalty 3004.164871 = -51994.052791 nChanged 19 SP:Iteration 6Q (11682.510000 sec): 3 clusters Score: Raw -55132.305116 + Penalty 3004.164871 = -52128.140246 nChanged 15 SP:Iteration 7Q (11682.800000 sec): 3 clusters Score: Raw -55273.785258 + Penalty 3004.164871 = -52269.620388 nChanged 19 SP:Iteration 8Q (11683.010000 sec): 3 clusters Score: Raw -55433.351681 + Penalty 3004.164871 = -52429.186810 nChanged 22 SP:Iteration 9F (11683.170000 sec): 3 clusters Score: Raw -55751.051594 + Penalty 3004.164871 = -52746.886723 nChanged 27 SP:Iteration 10F (11683.320000 sec): 3 clusters Score: Raw -56544.894557 + Penalty 3004.164871 = -53540.729687 nChanged 11 SP:Iteration 11Q (11683.520000 sec): 3 clusters Score: Raw -56713.899212 + Penalty 3004.164871 = -53709.734341 nChanged 1 SP:Iteration 12Q (11683.700000 sec): 3 clusters Score: Raw -56717.406264 + Penalty 3004.164871 = -53713.241393 nChanged 0 SP:Iteration 13F (11683.860000 sec): 3 clusters Score: Raw -56717.406264 + Penalty 3004.164871 = -53713.241393 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (1761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11683.980000 sec): 2 clusters Score: Raw -252300.139302 + Penalty 1853.462003 = -250446.677299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11684.150000 sec): 3 clusters Score: Raw -251767.582457 + Penalty 3706.924006 = -248060.658451 nChanged 593 SP:Iteration 1F (11684.320000 sec): 3 clusters Score: Raw -252936.541932 + Penalty 3706.924006 = -249229.617926 nChanged 254 SP:Iteration 2F (11684.530000 sec): 3 clusters Score: Raw -253610.367090 + Penalty 3706.924006 = -249903.443084 nChanged 169 SP:Iteration 3F (11684.700000 sec): 3 clusters Score: Raw -254307.497686 + Penalty 3706.924006 = -250600.573680 nChanged 145 SP:Iteration 4F (11684.910000 sec): 3 clusters Score: Raw -255003.508570 + Penalty 3706.924006 = -251296.584565 nChanged 90 SP:Iteration 5F (11685.060000 sec): 3 clusters Score: Raw -255462.664619 + Penalty 3706.924006 = -251755.740613 nChanged 56 SP:Iteration 6Q (11685.260000 sec): 3 clusters Score: Raw -255691.427218 + Penalty 3706.924006 = -251984.503212 nChanged 52 SP:Iteration 7Q (11685.420000 sec): 3 clusters Score: Raw -255908.832438 + Penalty 3706.924006 = -252201.908432 nChanged 71 SP:Iteration 8Q (11685.610000 sec): 3 clusters Score: Raw -256301.612299 + Penalty 3706.924006 = -252594.688294 nChanged 96 SP:Iteration 9F (11685.830000 sec): 3 clusters Score: Raw -256869.182013 + Penalty 3706.924006 = -253162.258007 nChanged 110 SP:Iteration 10F (11686.010000 sec): 3 clusters Score: Raw -257672.277430 + Penalty 3706.924006 = -253965.353424 nChanged 91 SP:Iteration 11F (11686.210000 sec): 3 clusters Score: Raw -258818.752728 + Penalty 3706.924006 = -255111.828723 nChanged 27 SP:Iteration 12Q (11686.390000 sec): 3 clusters Score: Raw -259566.384420 + Penalty 3706.924006 = -255859.460415 nChanged 15 SP:Iteration 13Q (11686.560000 sec): 3 clusters Score: Raw -259674.376068 + Penalty 3706.924006 = -255967.452063 nChanged 5 SP:Iteration 14Q (11686.740000 sec): 3 clusters Score: Raw -259709.868201 + Penalty 3706.924006 = -256002.944195 nChanged 4 SP:Iteration 15Q (11686.960000 sec): 3 clusters Score: Raw -259728.708044 + Penalty 3706.924006 = -256021.784039 nChanged 1 SP:Iteration 16Q (11687.190000 sec): 3 clusters Score: Raw -259733.777425 + Penalty 3706.924006 = -256026.853419 nChanged 1 SP:Iteration 17Q (11687.430000 sec): 3 clusters Score: Raw -259735.192355 + Penalty 3706.924006 = -256028.268350 nChanged 0 SP:Iteration 18F (11687.640000 sec): 3 clusters Score: Raw -259801.513513 + Penalty 3706.924006 = -256094.589507 nChanged 12 SP:Iteration 19Q (11687.830000 sec): 3 clusters Score: Raw -260004.855213 + Penalty 3706.924006 = -256297.931207 nChanged 9 SP:Iteration 20F (11687.970000 sec): 3 clusters Score: Raw -260180.132120 + Penalty 3706.924006 = -256473.208114 nChanged 6 SP:Iteration 21Q (11688.180000 sec): 3 clusters Score: Raw -260233.986188 + Penalty 3706.924006 = -256527.062183 nChanged 3 SP:Iteration 22Q (11688.350000 sec): 3 clusters Score: Raw -260248.134159 + Penalty 3706.924006 = -256541.210154 nChanged 3 SP:Iteration 23Q (11688.530000 sec): 3 clusters Score: Raw -260269.052924 + Penalty 3706.924006 = -256562.128918 nChanged 5 SP:Iteration 24Q (11688.710000 sec): 3 clusters Score: Raw -260291.169516 + Penalty 3706.924006 = -256584.245511 nChanged 5 SP:Iteration 25Q (11688.910000 sec): 3 clusters Score: Raw -260308.735227 + Penalty 3706.924006 = -256601.811221 nChanged 1 SP:Iteration 26Q (11689.140000 sec): 3 clusters Score: Raw -260310.377422 + Penalty 3706.924006 = -256603.453416 nChanged 1 SP:Iteration 27Q (11689.300000 sec): 3 clusters Score: Raw -260313.712887 + Penalty 3706.924006 = -256606.788881 nChanged 1 SP:Iteration 28Q (11689.490000 sec): 3 clusters Score: Raw -260315.308844 + Penalty 3706.924006 = -256608.384838 nChanged 0 SP:Iteration 29F (11689.680000 sec): 3 clusters Score: Raw -260318.233278 + Penalty 3706.924006 = -256611.309272 nChanged 2 SP:Iteration 30Q (11689.860000 sec): 3 clusters Score: Raw -260322.357654 + Penalty 3706.924006 = -256615.433648 nChanged 0 SP:Iteration 31F (11690.060000 sec): 3 clusters Score: Raw -260322.357654 + Penalty 3706.924006 = -256615.433648 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (78116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11690.540000 sec): 2 clusters Score: Raw -11715250.829810 + Penalty 2793.955645 = -11712456.874166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11691.190000 sec): 3 clusters Score: Raw -11665539.493888 + Penalty 5587.911289 = -11659951.582598 nChanged 36983 SP:Iteration 1F (11691.880000 sec): 3 clusters Score: Raw -11686320.558087 + Penalty 5587.911289 = -11680732.646798 nChanged 2848 SP:Iteration 2Q (11692.570000 sec): 3 clusters Score: Raw -11687313.151027 + Penalty 5587.911289 = -11681725.239737 nChanged 3255 SP:Iteration 3Q (11693.190000 sec): 3 clusters Score: Raw -11689255.497294 + Penalty 5587.911289 = -11683667.586004 nChanged 4245 SP:Iteration 4F (11693.800000 sec): 3 clusters Score: Raw -11692258.484901 + Penalty 5587.911289 = -11686670.573612 nChanged 5418 SP:Iteration 5F (11694.410000 sec): 3 clusters Score: Raw -11695906.677047 + Penalty 5587.911289 = -11690318.765758 nChanged 6283 SP:Iteration 6F (11695.040000 sec): 3 clusters Score: Raw -11700331.472901 + Penalty 5587.911289 = -11694743.561612 nChanged 6537 SP:Iteration 7F (11695.650000 sec): 3 clusters Score: Raw -11705574.947349 + Penalty 5587.911289 = -11699987.036059 nChanged 6006 SP:Iteration 8F (11696.360000 sec): 3 clusters Score: Raw -11710765.228984 + Penalty 5587.911289 = -11705177.317695 nChanged 4631 SP:Iteration 9F (11696.990000 sec): 3 clusters Score: Raw -11714765.218069 + Penalty 5587.911289 = -11709177.306780 nChanged 3114 SP:Iteration 10Q (11697.640000 sec): 3 clusters Score: Raw -11717391.945475 + Penalty 5587.911289 = -11711804.034186 nChanged 2105 SP:Iteration 11Q (11698.320000 sec): 3 clusters Score: Raw -11718960.359446 + Penalty 5587.911289 = -11713372.448156 nChanged 1433 SP:Iteration 12Q (11699.070000 sec): 3 clusters Score: Raw -11719790.555837 + Penalty 5587.911289 = -11714202.644548 nChanged 1026 SP:Iteration 13Q (11699.790000 sec): 3 clusters Score: Raw -11720322.208370 + Penalty 5587.911289 = -11714734.297080 nChanged 815 SP:Iteration 14Q (11700.430000 sec): 3 clusters Score: Raw -11720728.671661 + Penalty 5587.911289 = -11715140.760371 nChanged 648 SP:Iteration 15Q (11701.050000 sec): 3 clusters Score: Raw -11721036.479794 + Penalty 5587.911289 = -11715448.568504 nChanged 512 SP:Iteration 16Q (11701.710000 sec): 3 clusters Score: Raw -11721284.189988 + Penalty 5587.911289 = -11715696.278698 nChanged 452 SP:Iteration 17Q (11702.310000 sec): 3 clusters Score: Raw -11721472.363922 + Penalty 5587.911289 = -11715884.452633 nChanged 320 SP:Iteration 18Q (11702.910000 sec): 3 clusters Score: Raw -11721592.294283 + Penalty 5587.911289 = -11716004.382994 nChanged 284 SP:Iteration 19Q (11703.500000 sec): 3 clusters Score: Raw -11721683.628259 + Penalty 5587.911289 = -11716095.716970 nChanged 212 SP:Iteration 20F (11704.110000 sec): 3 clusters Score: Raw -11721738.541556 + Penalty 5587.911289 = -11716150.630266 nChanged 168 SP:Iteration 21Q (11704.710000 sec): 3 clusters Score: Raw -11721778.072431 + Penalty 5587.911289 = -11716190.161141 nChanged 147 SP:Iteration 22Q (11705.250000 sec): 3 clusters Score: Raw -11721808.500984 + Penalty 5587.911289 = -11716220.589694 nChanged 127 SP:Iteration 23Q (11705.870000 sec): 3 clusters Score: Raw -11721829.805507 + Penalty 5587.911289 = -11716241.894217 nChanged 104 SP:Iteration 24Q (11706.450000 sec): 3 clusters Score: Raw -11721848.170085 + Penalty 5587.911289 = -11716260.258796 nChanged 86 SP:Iteration 25Q (11707.000000 sec): 3 clusters Score: Raw -11721862.834463 + Penalty 5587.911289 = -11716274.923173 nChanged 76 SP:Iteration 26Q (11707.560000 sec): 3 clusters Score: Raw -11721874.089668 + Penalty 5587.911289 = -11716286.178378 nChanged 70 SP:Iteration 27Q (11708.160000 sec): 3 clusters Score: Raw -11721884.885721 + Penalty 5587.911289 = -11716296.974431 nChanged 72 SP:Iteration 28Q (11708.710000 sec): 3 clusters Score: Raw -11721893.915898 + Penalty 5587.911289 = -11716306.004609 nChanged 58 SP:Iteration 29Q (11709.230000 sec): 3 clusters Score: Raw -11721901.163187 + Penalty 5587.911289 = -11716313.251897 nChanged 48 SP:Iteration 30Q (11709.740000 sec): 3 clusters Score: Raw -11721906.999536 + Penalty 5587.911289 = -11716319.088247 nChanged 46 SP:Iteration 31Q (11710.260000 sec): 3 clusters Score: Raw -11721912.222057 + Penalty 5587.911289 = -11716324.310768 nChanged 53 SP:Iteration 32Q (11710.770000 sec): 3 clusters Score: Raw -11721917.615489 + Penalty 5587.911289 = -11716329.704200 nChanged 44 SP:Iteration 33Q (11711.240000 sec): 3 clusters Score: Raw -11721922.843092 + Penalty 5587.911289 = -11716334.931803 nChanged 40 SP:Iteration 34Q (11711.770000 sec): 3 clusters Score: Raw -11721928.294072 + Penalty 5587.911289 = -11716340.382782 nChanged 39 SP:Iteration 35Q (11712.300000 sec): 3 clusters Score: Raw -11721932.184156 + Penalty 5587.911289 = -11716344.272866 nChanged 40 SP:Iteration 36Q (11712.810000 sec): 3 clusters Score: Raw -11721935.754874 + Penalty 5587.911289 = -11716347.843585 nChanged 30 SP:Iteration 37Q (11713.400000 sec): 3 clusters Score: Raw -11721938.525403 + Penalty 5587.911289 = -11716350.614113 nChanged 31 SP:Iteration 38Q (11713.940000 sec): 3 clusters Score: Raw -11721941.932402 + Penalty 5587.911289 = -11716354.021112 nChanged 32 SP:Iteration 39Q (11714.490000 sec): 3 clusters Score: Raw -11721945.305322 + Penalty 5587.911289 = -11716357.394032 nChanged 25 SP:Iteration 40F (11715.020000 sec): 3 clusters Score: Raw -11721947.790084 + Penalty 5587.911289 = -11716359.878795 nChanged 23 SP:Iteration 41Q (11715.580000 sec): 3 clusters Score: Raw -11721949.749393 + Penalty 5587.911289 = -11716361.838103 nChanged 22 SP:Iteration 42Q (11716.180000 sec): 3 clusters Score: Raw -11721951.411782 + Penalty 5587.911289 = -11716363.500492 nChanged 21 SP:Iteration 43Q (11716.720000 sec): 3 clusters Score: Raw -11721953.007687 + Penalty 5587.911289 = -11716365.096398 nChanged 16 SP:Iteration 44Q (11717.320000 sec): 3 clusters Score: Raw -11721954.205113 + Penalty 5587.911289 = -11716366.293823 nChanged 14 SP:Iteration 45Q (11717.930000 sec): 3 clusters Score: Raw -11721955.249592 + Penalty 5587.911289 = -11716367.338302 nChanged 11 SP:Iteration 46Q (11718.520000 sec): 3 clusters Score: Raw -11721955.962674 + Penalty 5587.911289 = -11716368.051385 nChanged 9 SP:Iteration 47Q (11719.150000 sec): 3 clusters Score: Raw -11721956.653145 + Penalty 5587.911289 = -11716368.741856 nChanged 16 SP:Iteration 48Q (11719.740000 sec): 3 clusters Score: Raw -11721957.702379 + Penalty 5587.911289 = -11716369.791090 nChanged 10 SP:Iteration 49Q (11720.250000 sec): 3 clusters Score: Raw -11721958.359630 + Penalty 5587.911289 = -11716370.448341 nChanged 10 SP:Iteration 50Q (11720.800000 sec): 3 clusters Score: Raw -11721959.005914 + Penalty 5587.911289 = -11716371.094624 nChanged 12 SP:Iteration 51Q (11721.360000 sec): 3 clusters Score: Raw -11721959.680228 + Penalty 5587.911289 = -11716371.768939 nChanged 6 SP:Iteration 52Q (11721.990000 sec): 3 clusters Score: Raw -11721959.941254 + Penalty 5587.911289 = -11716372.029965 nChanged 3 SP:Iteration 53Q (11722.600000 sec): 3 clusters Score: Raw -11721960.114272 + Penalty 5587.911289 = -11716372.202983 nChanged 4 SP:Iteration 54Q (11723.150000 sec): 3 clusters Score: Raw -11721960.298366 + Penalty 5587.911289 = -11716372.387077 nChanged 3 SP:Iteration 55Q (11723.750000 sec): 3 clusters Score: Raw -11721960.441679 + Penalty 5587.911289 = -11716372.530390 nChanged 4 SP:Iteration 56Q (11724.280000 sec): 3 clusters Score: Raw -11721960.684320 + Penalty 5587.911289 = -11716372.773031 nChanged 3 SP:Iteration 57Q (11724.820000 sec): 3 clusters Score: Raw -11721960.813969 + Penalty 5587.911289 = -11716372.902679 nChanged 1 SP:Iteration 58Q (11725.360000 sec): 3 clusters Score: Raw -11721960.887100 + Penalty 5587.911289 = -11716372.975810 nChanged 2 SP:Iteration 59Q (11725.880000 sec): 3 clusters Score: Raw -11721961.052593 + Penalty 5587.911289 = -11716373.141303 nChanged 3 SP:Iteration 60F (11726.380000 sec): 3 clusters Score: Raw -11721961.313332 + Penalty 5587.911289 = -11716373.402043 nChanged 1 SP:Iteration 61Q (11726.850000 sec): 3 clusters Score: Raw -11721961.416811 + Penalty 5587.911289 = -11716373.505522 nChanged 2 SP:Iteration 62Q (11727.350000 sec): 3 clusters Score: Raw -11721961.507688 + Penalty 5587.911289 = -11716373.596398 nChanged 3 SP:Iteration 63Q (11727.890000 sec): 3 clusters Score: Raw -11721961.655945 + Penalty 5587.911289 = -11716373.744656 nChanged 3 SP:Iteration 64Q (11728.440000 sec): 3 clusters Score: Raw -11721961.896074 + Penalty 5587.911289 = -11716373.984784 nChanged 3 SP:Iteration 65Q (11729.030000 sec): 3 clusters Score: Raw -11721962.025713 + Penalty 5587.911289 = -11716374.114423 nChanged 1 SP:Iteration 66Q (11729.560000 sec): 3 clusters Score: Raw -11721962.133812 + Penalty 5587.911289 = -11716374.222523 nChanged 3 SP:Iteration 67Q (11730.080000 sec): 3 clusters Score: Raw -11721962.310511 + Penalty 5587.911289 = -11716374.399222 nChanged 2 SP:Iteration 68Q (11730.620000 sec): 3 clusters Score: Raw -11721962.470465 + Penalty 5587.911289 = -11716374.559175 nChanged 2 SP:Iteration 69Q (11731.120000 sec): 3 clusters Score: Raw -11721962.597177 + Penalty 5587.911289 = -11716374.685888 nChanged 6 SP:Iteration 70Q (11731.620000 sec): 3 clusters Score: Raw -11721962.923334 + Penalty 5587.911289 = -11716375.012044 nChanged 6 SP:Iteration 71Q (11732.140000 sec): 3 clusters Score: Raw -11721963.180212 + Penalty 5587.911289 = -11716375.268923 nChanged 2 SP:Iteration 72Q (11732.680000 sec): 3 clusters Score: Raw -11721963.289381 + Penalty 5587.911289 = -11716375.378091 nChanged 1 SP:Iteration 73Q (11733.340000 sec): 3 clusters Score: Raw -11721963.339526 + Penalty 5587.911289 = -11716375.428236 nChanged 2 SP:Iteration 74Q (11733.950000 sec): 3 clusters Score: Raw -11721963.465720 + Penalty 5587.911289 = -11716375.554430 nChanged 1 SP:Iteration 75Q (11734.480000 sec): 3 clusters Score: Raw -11721963.503522 + Penalty 5587.911289 = -11716375.592232 nChanged 0 SP:Iteration 76F (11734.990000 sec): 3 clusters Score: Raw -11721963.503522 + Penalty 5587.911289 = -11716375.592232 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (9071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11735.170000 sec): 2 clusters Score: Raw -1353611.381003 + Penalty 2259.983772 = -1351351.397230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11735.350000 sec): 3 clusters Score: Raw -1348795.748710 + Penalty 4519.967544 = -1344275.781166 nChanged 3748 SP:Iteration 1F (11735.580000 sec): 3 clusters Score: Raw -1350955.969284 + Penalty 4519.967544 = -1346436.001740 nChanged 767 SP:Iteration 2F (11735.790000 sec): 3 clusters Score: Raw -1351679.292813 + Penalty 4519.967544 = -1347159.325268 nChanged 820 SP:Iteration 3F (11736.040000 sec): 3 clusters Score: Raw -1352491.556268 + Penalty 4519.967544 = -1347971.588724 nChanged 706 SP:Iteration 4F (11736.260000 sec): 3 clusters Score: Raw -1353093.536893 + Penalty 4519.967544 = -1348573.569349 nChanged 609 SP:Iteration 5F (11736.460000 sec): 3 clusters Score: Raw -1353550.656086 + Penalty 4519.967544 = -1349030.688542 nChanged 455 SP:Iteration 6F (11736.740000 sec): 3 clusters Score: Raw -1353855.989756 + Penalty 4519.967544 = -1349336.022212 nChanged 357 SP:Iteration 7Q (11737.020000 sec): 3 clusters Score: Raw -1354056.854019 + Penalty 4519.967544 = -1349536.886474 nChanged 247 SP:Iteration 8Q (11737.360000 sec): 3 clusters Score: Raw -1354185.606683 + Penalty 4519.967544 = -1349665.639139 nChanged 163 SP:Iteration 9Q (11737.610000 sec): 3 clusters Score: Raw -1354251.984732 + Penalty 4519.967544 = -1349732.017188 nChanged 126 SP:Iteration 10Q (11737.840000 sec): 3 clusters Score: Raw -1354306.148437 + Penalty 4519.967544 = -1349786.180893 nChanged 95 SP:Iteration 11Q (11738.080000 sec): 3 clusters Score: Raw -1354347.325251 + Penalty 4519.967544 = -1349827.357707 nChanged 88 SP:Iteration 12Q (11738.340000 sec): 3 clusters Score: Raw -1354379.622019 + Penalty 4519.967544 = -1349859.654474 nChanged 69 SP:Iteration 13Q (11738.650000 sec): 3 clusters Score: Raw -1354404.629636 + Penalty 4519.967544 = -1349884.662091 nChanged 72 SP:Iteration 14Q (11738.920000 sec): 3 clusters Score: Raw -1354428.622420 + Penalty 4519.967544 = -1349908.654875 nChanged 66 SP:Iteration 15Q (11739.200000 sec): 3 clusters Score: Raw -1354452.936752 + Penalty 4519.967544 = -1349932.969208 nChanged 60 SP:Iteration 16Q (11739.410000 sec): 3 clusters Score: Raw -1354476.380933 + Penalty 4519.967544 = -1349956.413389 nChanged 59 SP:Iteration 17Q (11739.640000 sec): 3 clusters Score: Raw -1354498.923617 + Penalty 4519.967544 = -1349978.956073 nChanged 51 SP:Iteration 18Q (11739.870000 sec): 3 clusters Score: Raw -1354519.772003 + Penalty 4519.967544 = -1349999.804459 nChanged 48 SP:Iteration 19Q (11740.110000 sec): 3 clusters Score: Raw -1354536.897427 + Penalty 4519.967544 = -1350016.929883 nChanged 32 SP:Iteration 20F (11740.350000 sec): 3 clusters Score: Raw -1354548.453113 + Penalty 4519.967544 = -1350028.485569 nChanged 39 SP:Iteration 21Q (11740.590000 sec): 3 clusters Score: Raw -1354561.978872 + Penalty 4519.967544 = -1350042.011328 nChanged 30 SP:Iteration 22Q (11740.820000 sec): 3 clusters Score: Raw -1354572.275262 + Penalty 4519.967544 = -1350052.307718 nChanged 34 SP:Iteration 23Q (11741.130000 sec): 3 clusters Score: Raw -1354584.351364 + Penalty 4519.967544 = -1350064.383820 nChanged 35 SP:Iteration 24Q (11741.380000 sec): 3 clusters Score: Raw -1354599.232883 + Penalty 4519.967544 = -1350079.265339 nChanged 41 SP:Iteration 25Q (11741.700000 sec): 3 clusters Score: Raw -1354614.803463 + Penalty 4519.967544 = -1350094.835919 nChanged 34 SP:Iteration 26Q (11741.960000 sec): 3 clusters Score: Raw -1354627.565349 + Penalty 4519.967544 = -1350107.597805 nChanged 36 SP:Iteration 27Q (11742.220000 sec): 3 clusters Score: Raw -1354641.575126 + Penalty 4519.967544 = -1350121.607582 nChanged 38 SP:Iteration 28Q (11742.440000 sec): 3 clusters Score: Raw -1354656.684483 + Penalty 4519.967544 = -1350136.716938 nChanged 33 SP:Iteration 29Q (11742.640000 sec): 3 clusters Score: Raw -1354669.768362 + Penalty 4519.967544 = -1350149.800818 nChanged 35 SP:Iteration 30Q (11742.890000 sec): 3 clusters Score: Raw -1354681.097702 + Penalty 4519.967544 = -1350161.130158 nChanged 25 SP:Iteration 31Q (11743.130000 sec): 3 clusters Score: Raw -1354689.880647 + Penalty 4519.967544 = -1350169.913102 nChanged 17 SP:Iteration 32Q (11743.380000 sec): 3 clusters Score: Raw -1354698.415924 + Penalty 4519.967544 = -1350178.448380 nChanged 26 SP:Iteration 33Q (11743.670000 sec): 3 clusters Score: Raw -1354709.897096 + Penalty 4519.967544 = -1350189.929552 nChanged 29 SP:Iteration 34Q (11743.900000 sec): 3 clusters Score: Raw -1354721.236609 + Penalty 4519.967544 = -1350201.269064 nChanged 33 SP:Iteration 35Q (11744.110000 sec): 3 clusters Score: Raw -1354733.718320 + Penalty 4519.967544 = -1350213.750776 nChanged 24 SP:Iteration 36Q (11744.390000 sec): 3 clusters Score: Raw -1354743.358389 + Penalty 4519.967544 = -1350223.390844 nChanged 20 SP:Iteration 37Q (11744.640000 sec): 3 clusters Score: Raw -1354751.034270 + Penalty 4519.967544 = -1350231.066726 nChanged 12 SP:Iteration 38Q (11744.870000 sec): 3 clusters Score: Raw -1354756.357814 + Penalty 4519.967544 = -1350236.390270 nChanged 12 SP:Iteration 39Q (11745.090000 sec): 3 clusters Score: Raw -1354760.523542 + Penalty 4519.967544 = -1350240.555998 nChanged 9 SP:Iteration 40F (11745.340000 sec): 3 clusters Score: Raw -1354763.174001 + Penalty 4519.967544 = -1350243.206457 nChanged 12 SP:Iteration 41Q (11745.540000 sec): 3 clusters Score: Raw -1354767.488276 + Penalty 4519.967544 = -1350247.520732 nChanged 9 SP:Iteration 42Q (11745.760000 sec): 3 clusters Score: Raw -1354771.246159 + Penalty 4519.967544 = -1350251.278615 nChanged 13 SP:Iteration 43Q (11745.990000 sec): 3 clusters Score: Raw -1354776.015286 + Penalty 4519.967544 = -1350256.047741 nChanged 11 SP:Iteration 44Q (11746.250000 sec): 3 clusters Score: Raw -1354780.475286 + Penalty 4519.967544 = -1350260.507741 nChanged 11 SP:Iteration 45Q (11746.500000 sec): 3 clusters Score: Raw -1354784.087216 + Penalty 4519.967544 = -1350264.119672 nChanged 10 SP:Iteration 46Q (11746.700000 sec): 3 clusters Score: Raw -1354786.917767 + Penalty 4519.967544 = -1350266.950223 nChanged 8 SP:Iteration 47Q (11746.970000 sec): 3 clusters Score: Raw -1354790.984421 + Penalty 4519.967544 = -1350271.016877 nChanged 12 SP:Iteration 48Q (11747.160000 sec): 3 clusters Score: Raw -1354795.389603 + Penalty 4519.967544 = -1350275.422059 nChanged 12 SP:Iteration 49Q (11747.360000 sec): 3 clusters Score: Raw -1354800.033490 + Penalty 4519.967544 = -1350280.065946 nChanged 21 SP:Iteration 50Q (11747.680000 sec): 3 clusters Score: Raw -1354808.082739 + Penalty 4519.967544 = -1350288.115195 nChanged 21 SP:Iteration 51Q (11747.890000 sec): 3 clusters Score: Raw -1354817.745953 + Penalty 4519.967544 = -1350297.778408 nChanged 21 SP:Iteration 52Q (11748.110000 sec): 3 clusters Score: Raw -1354829.119183 + Penalty 4519.967544 = -1350309.151638 nChanged 24 SP:Iteration 53Q (11748.370000 sec): 3 clusters Score: Raw -1354842.252355 + Penalty 4519.967544 = -1350322.284811 nChanged 28 SP:Iteration 54Q (11748.610000 sec): 3 clusters Score: Raw -1354859.933436 + Penalty 4519.967544 = -1350339.965892 nChanged 36 SP:Iteration 55Q (11748.830000 sec): 3 clusters Score: Raw -1354883.807202 + Penalty 4519.967544 = -1350363.839658 nChanged 34 SP:Iteration 56Q (11749.070000 sec): 3 clusters Score: Raw -1354908.292263 + Penalty 4519.967544 = -1350388.324719 nChanged 32 SP:Iteration 57Q (11749.330000 sec): 3 clusters Score: Raw -1354925.994487 + Penalty 4519.967544 = -1350406.026943 nChanged 28 SP:Iteration 58Q (11749.540000 sec): 3 clusters Score: Raw -1354942.714964 + Penalty 4519.967544 = -1350422.747420 nChanged 23 SP:Iteration 59Q (11749.770000 sec): 3 clusters Score: Raw -1354954.303893 + Penalty 4519.967544 = -1350434.336349 nChanged 33 SP:Iteration 60F (11750.030000 sec): 3 clusters Score: Raw -1354979.573152 + Penalty 4519.967544 = -1350459.605608 nChanged 37 SP:Iteration 61Q (11750.240000 sec): 3 clusters Score: Raw -1355008.092417 + Penalty 4519.967544 = -1350488.124873 nChanged 41 SP:Iteration 62Q (11750.470000 sec): 3 clusters Score: Raw -1355040.025996 + Penalty 4519.967544 = -1350520.058452 nChanged 35 SP:Iteration 63Q (11750.750000 sec): 3 clusters Score: Raw -1355069.107673 + Penalty 4519.967544 = -1350549.140129 nChanged 39 SP:Iteration 64Q (11750.950000 sec): 3 clusters Score: Raw -1355104.980508 + Penalty 4519.967544 = -1350585.012963 nChanged 37 SP:Iteration 65Q (11751.160000 sec): 3 clusters Score: Raw -1355139.487884 + Penalty 4519.967544 = -1350619.520340 nChanged 34 SP:Iteration 66Q (11751.380000 sec): 3 clusters Score: Raw -1355170.265806 + Penalty 4519.967544 = -1350650.298262 nChanged 31 SP:Iteration 67Q (11751.640000 sec): 3 clusters Score: Raw -1355202.857926 + Penalty 4519.967544 = -1350682.890382 nChanged 38 SP:Iteration 68Q (11751.840000 sec): 3 clusters Score: Raw -1355240.593191 + Penalty 4519.967544 = -1350720.625646 nChanged 33 SP:Iteration 69Q (11752.070000 sec): 3 clusters Score: Raw -1355272.987876 + Penalty 4519.967544 = -1350753.020332 nChanged 30 SP:Iteration 70Q (11752.340000 sec): 3 clusters Score: Raw -1355304.394159 + Penalty 4519.967544 = -1350784.426615 nChanged 27 SP:Iteration 71Q (11752.550000 sec): 3 clusters Score: Raw -1355329.653673 + Penalty 4519.967544 = -1350809.686129 nChanged 26 SP:Iteration 72Q (11752.790000 sec): 3 clusters Score: Raw -1355360.000811 + Penalty 4519.967544 = -1350840.033267 nChanged 28 SP:Iteration 73Q (11752.980000 sec): 3 clusters Score: Raw -1355386.870959 + Penalty 4519.967544 = -1350866.903415 nChanged 22 SP:Iteration 74Q (11753.170000 sec): 3 clusters Score: Raw -1355406.144050 + Penalty 4519.967544 = -1350886.176506 nChanged 16 SP:Iteration 75Q (11753.450000 sec): 3 clusters Score: Raw -1355420.369640 + Penalty 4519.967544 = -1350900.402096 nChanged 10 SP:Iteration 76Q (11753.660000 sec): 3 clusters Score: Raw -1355428.782412 + Penalty 4519.967544 = -1350908.814868 nChanged 9 SP:Iteration 77Q (11753.910000 sec): 3 clusters Score: Raw -1355435.962068 + Penalty 4519.967544 = -1350915.994524 nChanged 6 SP:Iteration 78Q (11754.140000 sec): 3 clusters Score: Raw -1355442.042359 + Penalty 4519.967544 = -1350922.074814 nChanged 6 SP:Iteration 79Q (11754.390000 sec): 3 clusters Score: Raw -1355446.585769 + Penalty 4519.967544 = -1350926.618225 nChanged 7 SP:Iteration 80F (11754.660000 sec): 3 clusters Score: Raw -1355451.144890 + Penalty 4519.967544 = -1350931.177346 nChanged 6 SP:Iteration 81Q (11754.900000 sec): 3 clusters Score: Raw -1355457.875640 + Penalty 4519.967544 = -1350937.908096 nChanged 6 SP:Iteration 82Q (11755.130000 sec): 3 clusters Score: Raw -1355465.042401 + Penalty 4519.967544 = -1350945.074857 nChanged 7 SP:Iteration 83Q (11755.390000 sec): 3 clusters Score: Raw -1355471.234606 + Penalty 4519.967544 = -1350951.267062 nChanged 6 SP:Iteration 84Q (11755.570000 sec): 3 clusters Score: Raw -1355477.262971 + Penalty 4519.967544 = -1350957.295427 nChanged 11 SP:Iteration 85Q (11755.820000 sec): 3 clusters Score: Raw -1355486.131499 + Penalty 4519.967544 = -1350966.163955 nChanged 9 SP:Iteration 86Q (11756.120000 sec): 3 clusters Score: Raw -1355496.799363 + Penalty 4519.967544 = -1350976.831819 nChanged 11 SP:Iteration 87Q (11756.360000 sec): 3 clusters Score: Raw -1355502.154011 + Penalty 4519.967544 = -1350982.186467 nChanged 3 SP:Iteration 88Q (11756.600000 sec): 3 clusters Score: Raw -1355503.580986 + Penalty 4519.967544 = -1350983.613442 nChanged 3 SP:Iteration 89Q (11756.820000 sec): 3 clusters Score: Raw -1355505.540081 + Penalty 4519.967544 = -1350985.572537 nChanged 0 SP:Iteration 90F (11757.090000 sec): 3 clusters Score: Raw -1355505.540081 + Penalty 4519.967544 = -1350985.572537 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11757.220000 sec): 2 clusters Score: Raw -17992.930835 + Penalty 1257.088242 = -16735.842592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11757.390000 sec): 3 clusters Score: Raw -18382.089756 + Penalty 2514.176484 = -15867.913272 nChanged 29 SP:Iteration 1F (11757.560000 sec): 3 clusters Score: Raw -18610.771367 + Penalty 2514.176484 = -16096.594882 nChanged 8 SP:Iteration 2F (11757.720000 sec): 3 clusters Score: Raw -18681.004876 + Penalty 2514.176484 = -16166.828392 nChanged 3 SP:Iteration 3Q (11757.910000 sec): 3 clusters Score: Raw -18700.062937 + Penalty 2514.176484 = -16185.886453 nChanged 1 SP:Iteration 4Q (11758.160000 sec): 3 clusters Score: Raw -18702.872482 + Penalty 2514.176484 = -16188.695998 nChanged 1 SP:Iteration 5Q (11758.340000 sec): 3 clusters Score: Raw -18705.606688 + Penalty 2514.176484 = -16191.430204 nChanged 0 SP:Iteration 6F (11758.540000 sec): 3 clusters Score: Raw -18705.606688 + Penalty 2514.176484 = -16191.430204 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (4213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11758.650000 sec): 2 clusters Score: Raw -582086.258243 + Penalty 2069.790705 = -580016.467538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11758.850000 sec): 3 clusters Score: Raw -580165.374446 + Penalty 4139.581410 = -576025.793036 nChanged 1629 SP:Iteration 1F (11759.090000 sec): 3 clusters Score: Raw -581621.773591 + Penalty 4139.581410 = -577482.192181 nChanged 512 SP:Iteration 2F (11759.380000 sec): 3 clusters Score: Raw -582560.699164 + Penalty 4139.581410 = -578421.117754 nChanged 458 SP:Iteration 3F (11759.590000 sec): 3 clusters Score: Raw -583322.555691 + Penalty 4139.581410 = -579182.974281 nChanged 381 SP:Iteration 4F (11759.830000 sec): 3 clusters Score: Raw -583920.299368 + Penalty 4139.581410 = -579780.717958 nChanged 306 SP:Iteration 5F (11760.030000 sec): 3 clusters Score: Raw -584353.606552 + Penalty 4139.581410 = -580214.025142 nChanged 188 SP:Iteration 6Q (11760.300000 sec): 3 clusters Score: Raw -584575.628469 + Penalty 4139.581410 = -580436.047059 nChanged 90 SP:Iteration 7Q (11760.590000 sec): 3 clusters Score: Raw -584640.429404 + Penalty 4139.581410 = -580500.847994 nChanged 40 SP:Iteration 8Q (11760.820000 sec): 3 clusters Score: Raw -584663.581173 + Penalty 4139.581410 = -580523.999763 nChanged 25 SP:Iteration 9Q (11761.030000 sec): 3 clusters Score: Raw -584674.839934 + Penalty 4139.581410 = -580535.258524 nChanged 10 SP:Iteration 10Q (11761.230000 sec): 3 clusters Score: Raw -584681.567913 + Penalty 4139.581410 = -580541.986503 nChanged 10 SP:Iteration 11Q (11761.430000 sec): 3 clusters Score: Raw -584685.353054 + Penalty 4139.581410 = -580545.771644 nChanged 5 SP:Iteration 12Q (11761.630000 sec): 3 clusters Score: Raw -584687.242055 + Penalty 4139.581410 = -580547.660645 nChanged 2 SP:Iteration 13Q (11761.900000 sec): 3 clusters Score: Raw -584687.877973 + Penalty 4139.581410 = -580548.296563 nChanged 3 SP:Iteration 14Q (11762.060000 sec): 3 clusters Score: Raw -584688.614398 + Penalty 4139.581410 = -580549.032988 nChanged 2 SP:Iteration 15Q (11762.280000 sec): 3 clusters Score: Raw -584689.644208 + Penalty 4139.581410 = -580550.062798 nChanged 2 SP:Iteration 16Q (11762.520000 sec): 3 clusters Score: Raw -584690.747374 + Penalty 4139.581410 = -580551.165964 nChanged 0 SP:Iteration 17F (11762.720000 sec): 3 clusters Score: Raw -584690.747374 + Penalty 4139.581410 = -580551.165964 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11762.820000 sec): 2 clusters Score: Raw -109103.533964 + Penalty 1682.825736 = -107420.708228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11763.020000 sec): 3 clusters Score: Raw -109125.035470 + Penalty 3365.651472 = -105759.383998 nChanged 253 SP:Iteration 1F (11763.230000 sec): 3 clusters Score: Raw -110001.465212 + Penalty 3365.651472 = -106635.813740 nChanged 78 SP:Iteration 2F (11763.420000 sec): 3 clusters Score: Raw -110651.276605 + Penalty 3365.651472 = -107285.625133 nChanged 78 SP:Iteration 3F (11763.640000 sec): 3 clusters Score: Raw -110990.750568 + Penalty 3365.651472 = -107625.099096 nChanged 92 SP:Iteration 4F (11763.840000 sec): 3 clusters Score: Raw -111351.726519 + Penalty 3365.651472 = -107986.075048 nChanged 69 SP:Iteration 5F (11764.020000 sec): 3 clusters Score: Raw -111648.597534 + Penalty 3365.651472 = -108282.946062 nChanged 35 SP:Iteration 6Q (11764.230000 sec): 3 clusters Score: Raw -111823.520365 + Penalty 3365.651472 = -108457.868893 nChanged 17 SP:Iteration 7Q (11764.440000 sec): 3 clusters Score: Raw -111902.129559 + Penalty 3365.651472 = -108536.478087 nChanged 12 SP:Iteration 8Q (11764.620000 sec): 3 clusters Score: Raw -111943.496784 + Penalty 3365.651472 = -108577.845312 nChanged 6 SP:Iteration 9Q (11764.890000 sec): 3 clusters Score: Raw -111955.577524 + Penalty 3365.651472 = -108589.926052 nChanged 2 SP:Iteration 10Q (11765.080000 sec): 3 clusters Score: Raw -111958.756119 + Penalty 3365.651472 = -108593.104647 nChanged 2 SP:Iteration 11Q (11765.300000 sec): 3 clusters Score: Raw -111961.969499 + Penalty 3365.651472 = -108596.318027 nChanged 2 SP:Iteration 12Q (11765.520000 sec): 3 clusters Score: Raw -111964.568403 + Penalty 3365.651472 = -108598.916931 nChanged 0 SP:Iteration 13F (11765.740000 sec): 3 clusters Score: Raw -111964.568403 + Penalty 3365.651472 = -108598.916931 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (18109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11765.920000 sec): 2 clusters Score: Raw -2699853.438004 + Penalty 2431.432754 = -2697422.005250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11766.230000 sec): 3 clusters Score: Raw -2689457.705802 + Penalty 4862.865508 = -2684594.840293 nChanged 7877 SP:Iteration 1F (11766.530000 sec): 3 clusters Score: Raw -2693697.290261 + Penalty 4862.865508 = -2688834.424753 nChanged 954 SP:Iteration 2F (11766.800000 sec): 3 clusters Score: Raw -2694047.251214 + Penalty 4862.865508 = -2689184.385705 nChanged 778 SP:Iteration 3Q (11767.120000 sec): 3 clusters Score: Raw -2694295.850625 + Penalty 4862.865508 = -2689432.985116 nChanged 634 SP:Iteration 4Q (11767.440000 sec): 3 clusters Score: Raw -2694503.597763 + Penalty 4862.865508 = -2689640.732255 nChanged 605 SP:Iteration 5Q (11767.700000 sec): 3 clusters Score: Raw -2694703.495682 + Penalty 4862.865508 = -2689840.630173 nChanged 601 SP:Iteration 6Q (11768.050000 sec): 3 clusters Score: Raw -2694939.043094 + Penalty 4862.865508 = -2690076.177586 nChanged 643 SP:Iteration 7Q (11768.360000 sec): 3 clusters Score: Raw -2695197.937514 + Penalty 4862.865508 = -2690335.072005 nChanged 667 SP:Iteration 8Q (11768.720000 sec): 3 clusters Score: Raw -2695493.232090 + Penalty 4862.865508 = -2690630.366582 nChanged 695 SP:Iteration 9Q (11769.020000 sec): 3 clusters Score: Raw -2695875.011911 + Penalty 4862.865508 = -2691012.146402 nChanged 807 SP:Iteration 10Q (11769.300000 sec): 3 clusters Score: Raw -2696319.062307 + Penalty 4862.865508 = -2691456.196799 nChanged 824 SP:Iteration 11Q (11769.640000 sec): 3 clusters Score: Raw -2696753.851878 + Penalty 4862.865508 = -2691890.986369 nChanged 786 SP:Iteration 12Q (11769.940000 sec): 3 clusters Score: Raw -2697209.619541 + Penalty 4862.865508 = -2692346.754033 nChanged 794 SP:Iteration 13Q (11770.290000 sec): 3 clusters Score: Raw -2697697.689256 + Penalty 4862.865508 = -2692834.823748 nChanged 763 SP:Iteration 14Q (11770.620000 sec): 3 clusters Score: Raw -2698108.764494 + Penalty 4862.865508 = -2693245.898985 nChanged 624 SP:Iteration 15Q (11770.960000 sec): 3 clusters Score: Raw -2698454.453314 + Penalty 4862.865508 = -2693591.587806 nChanged 565 SP:Iteration 16Q (11771.260000 sec): 3 clusters Score: Raw -2698751.782263 + Penalty 4862.865508 = -2693888.916754 nChanged 485 SP:Iteration 17Q (11771.570000 sec): 3 clusters Score: Raw -2699004.538771 + Penalty 4862.865508 = -2694141.673262 nChanged 454 SP:Iteration 18Q (11771.890000 sec): 3 clusters Score: Raw -2699222.161027 + Penalty 4862.865508 = -2694359.295519 nChanged 402 SP:Iteration 19Q (11772.210000 sec): 3 clusters Score: Raw -2699407.799770 + Penalty 4862.865508 = -2694544.934261 nChanged 383 SP:Iteration 20F (11772.520000 sec): 3 clusters Score: Raw -2699589.129538 + Penalty 4862.865508 = -2694726.264029 nChanged 375 SP:Iteration 21Q (11772.770000 sec): 3 clusters Score: Raw -2699765.500737 + Penalty 4862.865508 = -2694902.635228 nChanged 380 SP:Iteration 22Q (11773.030000 sec): 3 clusters Score: Raw -2699958.830323 + Penalty 4862.865508 = -2695095.964815 nChanged 363 SP:Iteration 23Q (11773.310000 sec): 3 clusters Score: Raw -2700149.544010 + Penalty 4862.865508 = -2695286.678502 nChanged 307 SP:Iteration 24Q (11773.610000 sec): 3 clusters Score: Raw -2700317.531313 + Penalty 4862.865508 = -2695454.665804 nChanged 280 SP:Iteration 25Q (11773.930000 sec): 3 clusters Score: Raw -2700450.120420 + Penalty 4862.865508 = -2695587.254912 nChanged 230 SP:Iteration 26Q (11774.190000 sec): 3 clusters Score: Raw -2700551.519521 + Penalty 4862.865508 = -2695688.654013 nChanged 187 SP:Iteration 27Q (11774.510000 sec): 3 clusters Score: Raw -2700630.369793 + Penalty 4862.865508 = -2695767.504285 nChanged 157 SP:Iteration 28Q (11774.770000 sec): 3 clusters Score: Raw -2700694.683052 + Penalty 4862.865508 = -2695831.817543 nChanged 129 SP:Iteration 29Q (11775.050000 sec): 3 clusters Score: Raw -2700752.622957 + Penalty 4862.865508 = -2695889.757449 nChanged 105 SP:Iteration 30Q (11775.350000 sec): 3 clusters Score: Raw -2700802.713115 + Penalty 4862.865508 = -2695939.847607 nChanged 105 SP:Iteration 31Q (11775.620000 sec): 3 clusters Score: Raw -2700851.801543 + Penalty 4862.865508 = -2695988.936035 nChanged 79 SP:Iteration 32Q (11775.880000 sec): 3 clusters Score: Raw -2700886.957001 + Penalty 4862.865508 = -2696024.091492 nChanged 69 SP:Iteration 33Q (11776.130000 sec): 3 clusters Score: Raw -2700916.081225 + Penalty 4862.865508 = -2696053.215717 nChanged 57 SP:Iteration 34Q (11776.430000 sec): 3 clusters Score: Raw -2700941.813779 + Penalty 4862.865508 = -2696078.948270 nChanged 56 SP:Iteration 35Q (11776.680000 sec): 3 clusters Score: Raw -2700967.290404 + Penalty 4862.865508 = -2696104.424896 nChanged 45 SP:Iteration 36Q (11776.970000 sec): 3 clusters Score: Raw -2700987.952515 + Penalty 4862.865508 = -2696125.087006 nChanged 41 SP:Iteration 37Q (11777.200000 sec): 3 clusters Score: Raw -2701002.487652 + Penalty 4862.865508 = -2696139.622143 nChanged 34 SP:Iteration 38Q (11777.540000 sec): 3 clusters Score: Raw -2701019.196192 + Penalty 4862.865508 = -2696156.330684 nChanged 30 SP:Iteration 39Q (11777.770000 sec): 3 clusters Score: Raw -2701031.000117 + Penalty 4862.865508 = -2696168.134609 nChanged 31 SP:Iteration 40F (11778.100000 sec): 3 clusters Score: Raw -2701043.393664 + Penalty 4862.865508 = -2696180.528156 nChanged 20 SP:Iteration 41Q (11778.400000 sec): 3 clusters Score: Raw -2701053.765642 + Penalty 4862.865508 = -2696190.900133 nChanged 21 SP:Iteration 42Q (11778.710000 sec): 3 clusters Score: Raw -2701063.504551 + Penalty 4862.865508 = -2696200.639043 nChanged 22 SP:Iteration 43Q (11778.990000 sec): 3 clusters Score: Raw -2701074.504467 + Penalty 4862.865508 = -2696211.638959 nChanged 29 SP:Iteration 44Q (11779.280000 sec): 3 clusters Score: Raw -2701087.913730 + Penalty 4862.865508 = -2696225.048222 nChanged 28 SP:Iteration 45Q (11779.570000 sec): 3 clusters Score: Raw -2701100.890813 + Penalty 4862.865508 = -2696238.025305 nChanged 26 SP:Iteration 46Q (11779.830000 sec): 3 clusters Score: Raw -2701110.844235 + Penalty 4862.865508 = -2696247.978727 nChanged 29 SP:Iteration 47Q (11780.190000 sec): 3 clusters Score: Raw -2701122.054699 + Penalty 4862.865508 = -2696259.189191 nChanged 21 SP:Iteration 48Q (11780.420000 sec): 3 clusters Score: Raw -2701129.274459 + Penalty 4862.865508 = -2696266.408950 nChanged 12 SP:Iteration 49Q (11780.710000 sec): 3 clusters Score: Raw -2701133.986179 + Penalty 4862.865508 = -2696271.120671 nChanged 3 SP:Iteration 50Q (11781.020000 sec): 3 clusters Score: Raw -2701134.717338 + Penalty 4862.865508 = -2696271.851830 nChanged 1 SP:Iteration 51Q (11781.330000 sec): 3 clusters Score: Raw -2701135.007414 + Penalty 4862.865508 = -2696272.141906 nChanged 2 SP:Iteration 52Q (11781.610000 sec): 3 clusters Score: Raw -2701135.426160 + Penalty 4862.865508 = -2696272.560651 nChanged 0 SP:Iteration 53F (11781.890000 sec): 3 clusters Score: Raw -2701135.426160 + Penalty 4862.865508 = -2696272.560651 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (1418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11782.020000 sec): 2 clusters Score: Raw -205388.753986 + Penalty 1799.736671 = -203589.017314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11782.180000 sec): 3 clusters Score: Raw -204951.779984 + Penalty 3599.473343 = -201352.306641 nChanged 415 SP:Iteration 1F (11782.360000 sec): 3 clusters Score: Raw -205376.251295 + Penalty 3599.473343 = -201776.777952 nChanged 126 SP:Iteration 2F (11782.590000 sec): 3 clusters Score: Raw -205577.864127 + Penalty 3599.473343 = -201978.390784 nChanged 100 SP:Iteration 3F (11782.760000 sec): 3 clusters Score: Raw -205753.183299 + Penalty 3599.473343 = -202153.709957 nChanged 87 SP:Iteration 4F (11782.950000 sec): 3 clusters Score: Raw -205932.076748 + Penalty 3599.473343 = -202332.603406 nChanged 77 SP:Iteration 5F (11783.210000 sec): 3 clusters Score: Raw -206142.161059 + Penalty 3599.473343 = -202542.687716 nChanged 75 SP:Iteration 6F (11783.400000 sec): 3 clusters Score: Raw -206377.680787 + Penalty 3599.473343 = -202778.207444 nChanged 64 SP:Iteration 7Q (11783.570000 sec): 3 clusters Score: Raw -206625.342847 + Penalty 3599.473343 = -203025.869504 nChanged 49 SP:Iteration 8Q (11783.710000 sec): 3 clusters Score: Raw -206803.624125 + Penalty 3599.473343 = -203204.150783 nChanged 46 SP:Iteration 9Q (11783.890000 sec): 3 clusters Score: Raw -206964.832914 + Penalty 3599.473343 = -203365.359571 nChanged 45 SP:Iteration 10Q (11784.070000 sec): 3 clusters Score: Raw -207081.530145 + Penalty 3599.473343 = -203482.056802 nChanged 37 SP:Iteration 11Q (11784.270000 sec): 3 clusters Score: Raw -207158.983761 + Penalty 3599.473343 = -203559.510418 nChanged 34 SP:Iteration 12Q (11784.470000 sec): 3 clusters Score: Raw -207238.801239 + Penalty 3599.473343 = -203639.327897 nChanged 34 SP:Iteration 13Q (11784.660000 sec): 3 clusters Score: Raw -207293.008319 + Penalty 3599.473343 = -203693.534976 nChanged 27 SP:Iteration 14Q (11784.800000 sec): 3 clusters Score: Raw -207339.519587 + Penalty 3599.473343 = -203740.046244 nChanged 22 SP:Iteration 15Q (11785.010000 sec): 3 clusters Score: Raw -207369.980613 + Penalty 3599.473343 = -203770.507270 nChanged 17 SP:Iteration 16Q (11785.190000 sec): 3 clusters Score: Raw -207390.202005 + Penalty 3599.473343 = -203790.728662 nChanged 16 SP:Iteration 17Q (11785.390000 sec): 3 clusters Score: Raw -207406.494585 + Penalty 3599.473343 = -203807.021242 nChanged 10 SP:Iteration 18Q (11785.560000 sec): 3 clusters Score: Raw -207414.597455 + Penalty 3599.473343 = -203815.124112 nChanged 5 SP:Iteration 19Q (11785.750000 sec): 3 clusters Score: Raw -207420.428464 + Penalty 3599.473343 = -203820.955121 nChanged 4 SP:Iteration 20F (11785.910000 sec): 3 clusters Score: Raw -207423.292892 + Penalty 3599.473343 = -203823.819550 nChanged 3 SP:Iteration 21Q (11786.150000 sec): 3 clusters Score: Raw -207426.425937 + Penalty 3599.473343 = -203826.952595 nChanged 3 SP:Iteration 22Q (11786.280000 sec): 3 clusters Score: Raw -207428.198627 + Penalty 3599.473343 = -203828.725285 nChanged 1 SP:Iteration 23Q (11786.500000 sec): 3 clusters Score: Raw -207429.354744 + Penalty 3599.473343 = -203829.881401 nChanged 1 SP:Iteration 24Q (11786.680000 sec): 3 clusters Score: Raw -207429.874594 + Penalty 3599.473343 = -203830.401251 nChanged 0 SP:Iteration 25F (11786.850000 sec): 3 clusters Score: Raw -207429.874594 + Penalty 3599.473343 = -203830.401251 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11786.940000 sec): 2 clusters Score: Raw -82862.154088 + Penalty 1575.452090 = -81286.701997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11787.150000 sec): 3 clusters Score: Raw -82851.878478 + Penalty 3150.904181 = -79700.974298 nChanged 91 SP:Iteration 1F (11787.310000 sec): 3 clusters Score: Raw -83069.251028 + Penalty 3150.904181 = -79918.346848 nChanged 40 SP:Iteration 2F (11787.470000 sec): 3 clusters Score: Raw -83172.411122 + Penalty 3150.904181 = -80021.506941 nChanged 21 SP:Iteration 3Q (11787.680000 sec): 3 clusters Score: Raw -83231.776363 + Penalty 3150.904181 = -80080.872183 nChanged 15 SP:Iteration 4Q (11787.860000 sec): 3 clusters Score: Raw -83269.709243 + Penalty 3150.904181 = -80118.805062 nChanged 18 SP:Iteration 5Q (11788.060000 sec): 3 clusters Score: Raw -83315.016407 + Penalty 3150.904181 = -80164.112226 nChanged 12 SP:Iteration 6Q (11788.250000 sec): 3 clusters Score: Raw -83358.325168 + Penalty 3150.904181 = -80207.420987 nChanged 10 SP:Iteration 7Q (11788.440000 sec): 3 clusters Score: Raw -83390.299489 + Penalty 3150.904181 = -80239.395309 nChanged 10 SP:Iteration 8Q (11788.600000 sec): 3 clusters Score: Raw -83432.631967 + Penalty 3150.904181 = -80281.727786 nChanged 10 SP:Iteration 9Q (11788.750000 sec): 3 clusters Score: Raw -83486.504354 + Penalty 3150.904181 = -80335.600174 nChanged 11 SP:Iteration 10Q (11788.920000 sec): 3 clusters Score: Raw -83572.186333 + Penalty 3150.904181 = -80421.282152 nChanged 23 SP:Iteration 11Q (11789.110000 sec): 3 clusters Score: Raw -83759.112277 + Penalty 3150.904181 = -80608.208097 nChanged 29 SP:Iteration 12F (11789.320000 sec): 3 clusters Score: Raw -84002.820625 + Penalty 3150.904181 = -80851.916445 nChanged 33 SP:Iteration 13F (11789.470000 sec): 3 clusters Score: Raw -84178.614420 + Penalty 3150.904181 = -81027.710239 nChanged 18 SP:Iteration 14Q (11789.660000 sec): 3 clusters Score: Raw -84299.221821 + Penalty 3150.904181 = -81148.317640 nChanged 10 SP:Iteration 15Q (11789.850000 sec): 3 clusters Score: Raw -84354.677182 + Penalty 3150.904181 = -81203.773001 nChanged 6 SP:Iteration 16Q (11790.000000 sec): 3 clusters Score: Raw -84367.784034 + Penalty 3150.904181 = -81216.879853 nChanged 1 SP:Iteration 17Q (11790.150000 sec): 3 clusters Score: Raw -84371.444699 + Penalty 3150.904181 = -81220.540518 nChanged 1 SP:Iteration 18Q (11790.310000 sec): 3 clusters Score: Raw -84373.418325 + Penalty 3150.904181 = -81222.514145 nChanged 0 SP:Iteration 19F (11790.470000 sec): 3 clusters Score: Raw -84373.418325 + Penalty 3150.904181 = -81222.514145 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11790.570000 sec): 2 clusters Score: Raw -48140.099416 + Penalty 1471.853761 = -46668.245655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11790.730000 sec): 3 clusters Score: Raw -48522.178883 + Penalty 2943.707521 = -45578.471362 nChanged 84 SP:Iteration 1F (11790.880000 sec): 3 clusters Score: Raw -48721.874714 + Penalty 2943.707521 = -45778.167193 nChanged 27 SP:Iteration 2F (11791.030000 sec): 3 clusters Score: Raw -48792.416795 + Penalty 2943.707521 = -45848.709274 nChanged 22 SP:Iteration 3F (11791.270000 sec): 3 clusters Score: Raw -48853.186378 + Penalty 2943.707521 = -45909.478857 nChanged 17 SP:Iteration 4Q (11791.440000 sec): 3 clusters Score: Raw -48922.440475 + Penalty 2943.707521 = -45978.732954 nChanged 23 SP:Iteration 5F (11791.620000 sec): 3 clusters Score: Raw -49123.226264 + Penalty 2943.707521 = -46179.518743 nChanged 12 SP:Iteration 6Q (11791.780000 sec): 3 clusters Score: Raw -49260.314337 + Penalty 2943.707521 = -46316.606816 nChanged 11 SP:Iteration 7Q (11791.940000 sec): 3 clusters Score: Raw -49343.527450 + Penalty 2943.707521 = -46399.819929 nChanged 7 SP:Iteration 8Q (11792.120000 sec): 3 clusters Score: Raw -49434.769646 + Penalty 2943.707521 = -46491.062125 nChanged 8 SP:Iteration 9Q (11792.360000 sec): 3 clusters Score: Raw -49536.136875 + Penalty 2943.707521 = -46592.429354 nChanged 4 SP:Iteration 10Q (11792.540000 sec): 3 clusters Score: Raw -49651.593776 + Penalty 2943.707521 = -46707.886255 nChanged 3 SP:Iteration 11Q (11792.740000 sec): 3 clusters Score: Raw -49729.939638 + Penalty 2943.707521 = -46786.232117 nChanged 5 SP:Iteration 12Q (11792.910000 sec): 3 clusters Score: Raw -49767.865741 + Penalty 2943.707521 = -46824.158220 nChanged 1 SP:Iteration 13Q (11793.080000 sec): 3 clusters Score: Raw -49772.682218 + Penalty 2943.707521 = -46828.974697 nChanged 1 SP:Iteration 14Q (11793.240000 sec): 3 clusters Score: Raw -49773.958079 + Penalty 2943.707521 = -46830.250558 nChanged 0 SP:Iteration 15F (11793.440000 sec): 3 clusters Score: Raw -49793.411332 + Penalty 2943.707521 = -46849.703811 nChanged 1 SP:Iteration 16Q (11793.660000 sec): 3 clusters Score: Raw -49821.057226 + Penalty 2943.707521 = -46877.349705 nChanged 1 SP:Iteration 17Q (11793.830000 sec): 3 clusters Score: Raw -49826.248827 + Penalty 2943.707521 = -46882.541306 nChanged 1 SP:Iteration 18Q (11794.010000 sec): 3 clusters Score: Raw -49852.816705 + Penalty 2943.707521 = -46909.109184 nChanged 2 SP:Iteration 19Q (11794.200000 sec): 3 clusters Score: Raw -49867.120288 + Penalty 2943.707521 = -46923.412767 nChanged 1 SP:Iteration 20F (11794.380000 sec): 3 clusters Score: Raw -49881.232008 + Penalty 2943.707521 = -46937.524487 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11794.480000 sec): 2 clusters Score: Raw -24133.619181 + Penalty 1315.219617 = -22818.399564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11794.660000 sec): 3 clusters Score: Raw -24403.901813 + Penalty 2630.439234 = -21773.462579 nChanged 25 SP:Iteration 1F (11794.820000 sec): 3 clusters Score: Raw -24573.822937 + Penalty 2630.439234 = -21943.383702 nChanged 7 SP:Iteration 2Q (11794.970000 sec): 3 clusters Score: Raw -24635.021217 + Penalty 2630.439234 = -22004.581982 nChanged 4 SP:Iteration 3Q (11795.190000 sec): 3 clusters Score: Raw -24682.800344 + Penalty 2630.439234 = -22052.361110 nChanged 4 SP:Iteration 4Q (11795.360000 sec): 3 clusters Score: Raw -24734.738965 + Penalty 2630.439234 = -22104.299731 nChanged 3 SP:Iteration 5Q (11795.590000 sec): 3 clusters Score: Raw -24766.949023 + Penalty 2630.439234 = -22136.509789 nChanged 0 SP:Iteration 6F (11795.770000 sec): 3 clusters Score: Raw -24766.949023 + Penalty 2630.439234 = -22136.509789 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11795.840000 sec): 2 clusters Score: Raw -135818.282887 + Penalty 1689.188606 = -134129.094281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11796.130000 sec): 3 clusters Score: Raw -135652.851642 + Penalty 3378.377212 = -132274.474430 nChanged 231 SP:Iteration 1F (11796.300000 sec): 3 clusters Score: Raw -136040.476035 + Penalty 3378.377212 = -132662.098823 nChanged 70 SP:Iteration 2F (11796.510000 sec): 3 clusters Score: Raw -136207.014460 + Penalty 3378.377212 = -132828.637249 nChanged 63 SP:Iteration 3F (11796.760000 sec): 3 clusters Score: Raw -136392.740767 + Penalty 3378.377212 = -133014.363555 nChanged 65 SP:Iteration 4F (11796.960000 sec): 3 clusters Score: Raw -136583.170697 + Penalty 3378.377212 = -133204.793485 nChanged 52 SP:Iteration 5F (11797.160000 sec): 3 clusters Score: Raw -136695.770939 + Penalty 3378.377212 = -133317.393727 nChanged 39 SP:Iteration 6Q (11797.330000 sec): 3 clusters Score: Raw -136799.867433 + Penalty 3378.377212 = -133421.490221 nChanged 30 SP:Iteration 7Q (11797.540000 sec): 3 clusters Score: Raw -136876.093539 + Penalty 3378.377212 = -133497.716328 nChanged 19 SP:Iteration 8Q (11797.720000 sec): 3 clusters Score: Raw -136929.219805 + Penalty 3378.377212 = -133550.842593 nChanged 13 SP:Iteration 9Q (11797.930000 sec): 3 clusters Score: Raw -136983.180518 + Penalty 3378.377212 = -133604.803306 nChanged 17 SP:Iteration 10Q (11798.100000 sec): 3 clusters Score: Raw -137051.577082 + Penalty 3378.377212 = -133673.199870 nChanged 12 SP:Iteration 11Q (11798.340000 sec): 3 clusters Score: Raw -137081.892463 + Penalty 3378.377212 = -133703.515252 nChanged 11 SP:Iteration 12Q (11798.510000 sec): 3 clusters Score: Raw -137106.371649 + Penalty 3378.377212 = -133727.994437 nChanged 4 SP:Iteration 13Q (11798.660000 sec): 3 clusters Score: Raw -137114.277419 + Penalty 3378.377212 = -133735.900207 nChanged 3 SP:Iteration 14Q (11798.860000 sec): 3 clusters Score: Raw -137123.326289 + Penalty 3378.377212 = -133744.949078 nChanged 3 SP:Iteration 15Q (11799.030000 sec): 3 clusters Score: Raw -137132.035463 + Penalty 3378.377212 = -133753.658251 nChanged 6 SP:Iteration 16Q (11799.250000 sec): 3 clusters Score: Raw -137146.157808 + Penalty 3378.377212 = -133767.780596 nChanged 3 SP:Iteration 17Q (11799.400000 sec): 3 clusters Score: Raw -137151.921811 + Penalty 3378.377212 = -133773.544599 nChanged 1 SP:Iteration 18Q (11799.610000 sec): 3 clusters Score: Raw -137153.295336 + Penalty 3378.377212 = -133774.918124 nChanged 1 SP:Iteration 19Q (11799.790000 sec): 3 clusters Score: Raw -137154.345933 + Penalty 3378.377212 = -133775.968721 nChanged 0 SP:Iteration 20F (11799.960000 sec): 3 clusters Score: Raw -137158.348144 + Penalty 3378.377212 = -133779.970932 nChanged 1 SP:Iteration 21Q (11800.140000 sec): 3 clusters Score: Raw -137163.228351 + Penalty 3378.377212 = -133784.851139 nChanged 3 SP:Iteration 22Q (11800.300000 sec): 3 clusters Score: Raw -137171.796994 + Penalty 3378.377212 = -133793.419783 nChanged 3 SP:Iteration 23Q (11800.510000 sec): 3 clusters Score: Raw -137176.336193 + Penalty 3378.377212 = -133797.958981 nChanged 0 SP:Iteration 24F (11800.670000 sec): 3 clusters Score: Raw -137176.336193 + Penalty 3378.377212 = -133797.958981 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (1256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11800.780000 sec): 2 clusters Score: Raw -179505.521901 + Penalty 1769.650462 = -177735.871439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11800.950000 sec): 3 clusters Score: Raw -179224.408878 + Penalty 3539.300924 = -175685.107954 nChanged 371 SP:Iteration 1F (11801.110000 sec): 3 clusters Score: Raw -179883.178039 + Penalty 3539.300924 = -176343.877115 nChanged 155 SP:Iteration 2F (11801.310000 sec): 3 clusters Score: Raw -180169.280841 + Penalty 3539.300924 = -176629.979917 nChanged 84 SP:Iteration 3F (11801.500000 sec): 3 clusters Score: Raw -180330.408355 + Penalty 3539.300924 = -176791.107431 nChanged 54 SP:Iteration 4Q (11801.720000 sec): 3 clusters Score: Raw -180447.221829 + Penalty 3539.300924 = -176907.920905 nChanged 36 SP:Iteration 5Q (11801.880000 sec): 3 clusters Score: Raw -180516.675763 + Penalty 3539.300924 = -176977.374839 nChanged 21 SP:Iteration 6Q (11802.080000 sec): 3 clusters Score: Raw -180562.826136 + Penalty 3539.300924 = -177023.525212 nChanged 16 SP:Iteration 7Q (11802.230000 sec): 3 clusters Score: Raw -180593.125708 + Penalty 3539.300924 = -177053.824783 nChanged 11 SP:Iteration 8Q (11802.420000 sec): 3 clusters Score: Raw -180622.423941 + Penalty 3539.300924 = -177083.123017 nChanged 9 SP:Iteration 9Q (11802.590000 sec): 3 clusters Score: Raw -180647.880529 + Penalty 3539.300924 = -177108.579605 nChanged 8 SP:Iteration 10Q (11802.780000 sec): 3 clusters Score: Raw -180662.470758 + Penalty 3539.300924 = -177123.169833 nChanged 10 SP:Iteration 11Q (11802.920000 sec): 3 clusters Score: Raw -180680.561150 + Penalty 3539.300924 = -177141.260226 nChanged 9 SP:Iteration 12Q (11803.100000 sec): 3 clusters Score: Raw -180701.935556 + Penalty 3539.300924 = -177162.634632 nChanged 10 SP:Iteration 13Q (11803.280000 sec): 3 clusters Score: Raw -180733.482257 + Penalty 3539.300924 = -177194.181333 nChanged 17 SP:Iteration 14Q (11803.430000 sec): 3 clusters Score: Raw -180781.262532 + Penalty 3539.300924 = -177241.961608 nChanged 19 SP:Iteration 15Q (11803.650000 sec): 3 clusters Score: Raw -180852.775132 + Penalty 3539.300924 = -177313.474208 nChanged 18 SP:Iteration 16Q (11803.820000 sec): 3 clusters Score: Raw -180924.595772 + Penalty 3539.300924 = -177385.294848 nChanged 16 SP:Iteration 17Q (11804.000000 sec): 3 clusters Score: Raw -181003.566707 + Penalty 3539.300924 = -177464.265783 nChanged 23 SP:Iteration 18Q (11804.160000 sec): 3 clusters Score: Raw -181074.419309 + Penalty 3539.300924 = -177535.118385 nChanged 28 SP:Iteration 19Q (11804.390000 sec): 3 clusters Score: Raw -181179.171231 + Penalty 3539.300924 = -177639.870307 nChanged 29 SP:Iteration 20F (11804.570000 sec): 3 clusters Score: Raw -181273.647237 + Penalty 3539.300924 = -177734.346313 nChanged 37 SP:Iteration 21Q (11804.720000 sec): 3 clusters Score: Raw -181403.179524 + Penalty 3539.300924 = -177863.878600 nChanged 40 SP:Iteration 22Q (11804.900000 sec): 3 clusters Score: Raw -181597.346353 + Penalty 3539.300924 = -178058.045429 nChanged 38 SP:Iteration 23Q (11805.100000 sec): 3 clusters Score: Raw -181842.429251 + Penalty 3539.300924 = -178303.128327 nChanged 23 SP:Iteration 24Q (11805.260000 sec): 3 clusters Score: Raw -181967.650557 + Penalty 3539.300924 = -178428.349633 nChanged 17 SP:Iteration 25Q (11805.440000 sec): 3 clusters Score: Raw -181996.807512 + Penalty 3539.300924 = -178457.506588 nChanged 9 SP:Iteration 26Q (11805.650000 sec): 3 clusters Score: Raw -182009.832836 + Penalty 3539.300924 = -178470.531912 nChanged 5 SP:Iteration 27Q (11805.800000 sec): 3 clusters Score: Raw -182014.932632 + Penalty 3539.300924 = -178475.631708 nChanged 4 SP:Iteration 28Q (11805.970000 sec): 3 clusters Score: Raw -182019.439744 + Penalty 3539.300924 = -178480.138819 nChanged 1 SP:Iteration 29Q (11806.180000 sec): 3 clusters Score: Raw -182020.240759 + Penalty 3539.300924 = -178480.939835 nChanged 0 SP:Iteration 30F (11806.400000 sec): 3 clusters Score: Raw -182021.268220 + Penalty 3539.300924 = -178481.967296 nChanged 1 SP:Iteration 31Q (11806.640000 sec): 3 clusters Score: Raw -182023.424802 + Penalty 3539.300924 = -178484.123878 nChanged 2 SP:Iteration 32Q (11806.800000 sec): 3 clusters Score: Raw -182031.265763 + Penalty 3539.300924 = -178491.964839 nChanged 4 SP:Iteration 33Q (11807.020000 sec): 3 clusters Score: Raw -182037.072779 + Penalty 3539.300924 = -178497.771855 nChanged 3 SP:Iteration 34Q (11807.230000 sec): 3 clusters Score: Raw -182044.221762 + Penalty 3539.300924 = -178504.920838 nChanged 4 SP:Iteration 35Q (11807.400000 sec): 3 clusters Score: Raw -182058.238876 + Penalty 3539.300924 = -178518.937952 nChanged 5 SP:Iteration 36Q (11807.680000 sec): 3 clusters Score: Raw -182087.000526 + Penalty 3539.300924 = -178547.699602 nChanged 9 SP:Iteration 37Q (11807.880000 sec): 3 clusters Score: Raw -182143.162089 + Penalty 3539.300924 = -178603.861165 nChanged 11 SP:Iteration 38Q (11808.030000 sec): 3 clusters Score: Raw -182245.822851 + Penalty 3539.300924 = -178706.521927 nChanged 11 SP:Iteration 39Q (11808.320000 sec): 3 clusters Score: Raw -182289.504658 + Penalty 3539.300924 = -178750.203734 nChanged 2 SP:Iteration 40F (11808.480000 sec): 3 clusters Score: Raw -182291.445077 + Penalty 3539.300924 = -178752.144153 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11808.640000 sec): 2 clusters Score: Raw -67941.177921 + Penalty 1561.225968 = -66379.951953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11808.870000 sec): 3 clusters Score: Raw -68123.542732 + Penalty 3122.451937 = -65001.090795 nChanged 138 SP:Iteration 1F (11809.010000 sec): 3 clusters Score: Raw -68713.182629 + Penalty 3122.451937 = -65590.730693 nChanged 67 SP:Iteration 2F (11809.230000 sec): 3 clusters Score: Raw -69290.704466 + Penalty 3122.451937 = -66168.252529 nChanged 40 SP:Iteration 3F (11809.420000 sec): 3 clusters Score: Raw -69602.495754 + Penalty 3122.451937 = -66480.043817 nChanged 24 SP:Iteration 4Q (11809.660000 sec): 3 clusters Score: Raw -69766.830525 + Penalty 3122.451937 = -66644.378588 nChanged 24 SP:Iteration 5Q (11809.890000 sec): 3 clusters Score: Raw -69979.902499 + Penalty 3122.451937 = -66857.450562 nChanged 21 SP:Iteration 6Q (11810.000000 sec): 3 clusters Score: Raw -70464.999890 + Penalty 3122.451937 = -67342.547953 nChanged 10 SP:Iteration 7Q (11810.180000 sec): 3 clusters Score: Raw -71196.135097 + Penalty 3122.451937 = -68073.683160 nChanged 9 SP:Iteration 8Q (11810.380000 sec): 3 clusters Score: Raw -71264.613958 + Penalty 3122.451937 = -68142.162021 nChanged 7 SP:Iteration 9Q (11810.560000 sec): 3 clusters Score: Raw -71286.102685 + Penalty 3122.451937 = -68163.650749 nChanged 2 SP:Iteration 10Q (11810.750000 sec): 3 clusters Score: Raw -71313.320787 + Penalty 3122.451937 = -68190.868851 nChanged 2 SP:Iteration 11Q (11810.950000 sec): 3 clusters Score: Raw -71325.674860 + Penalty 3122.451937 = -68203.222923 nChanged 1 SP:Iteration 12Q (11811.160000 sec): 3 clusters Score: Raw -71327.889184 + Penalty 3122.451937 = -68205.437248 nChanged 1 SP:Iteration 13Q (11811.340000 sec): 3 clusters Score: Raw -71329.840548 + Penalty 3122.451937 = -68207.388611 nChanged 1 SP:Iteration 14Q (11811.520000 sec): 3 clusters Score: Raw -71332.336085 + Penalty 3122.451937 = -68209.884148 nChanged 1 SP:Iteration 15Q (11811.700000 sec): 3 clusters Score: Raw -71336.663548 + Penalty 3122.451937 = -68214.211612 nChanged 2 SP:Iteration 16Q (11811.880000 sec): 3 clusters Score: Raw -71340.967975 + Penalty 3122.451937 = -68218.516039 nChanged 0 SP:Iteration 17F (11812.070000 sec): 3 clusters Score: Raw -71359.168477 + Penalty 3122.451937 = -68236.716540 nChanged 10 SP:Iteration 18Q (11812.270000 sec): 3 clusters Score: Raw -71466.197363 + Penalty 3122.451937 = -68343.745426 nChanged 10 SP:Iteration 19Q (11812.460000 sec): 3 clusters Score: Raw -71519.727405 + Penalty 3122.451937 = -68397.275469 nChanged 6 SP:Iteration 20F (11812.660000 sec): 3 clusters Score: Raw -71555.468250 + Penalty 3122.451937 = -68433.016313 nChanged 5 SP:Iteration 21Q (11812.860000 sec): 3 clusters Score: Raw -71681.550672 + Penalty 3122.451937 = -68559.098735 nChanged 6 SP:Iteration 22Q (11813.040000 sec): 3 clusters Score: Raw -71713.563405 + Penalty 3122.451937 = -68591.111468 nChanged 3 SP:Iteration 23Q (11813.270000 sec): 3 clusters Score: Raw -71718.209043 + Penalty 3122.451937 = -68595.757107 nChanged 3 SP:Iteration 24Q (11813.460000 sec): 3 clusters Score: Raw -71724.725519 + Penalty 3122.451937 = -68602.273582 nChanged 3 SP:Iteration 25Q (11813.650000 sec): 3 clusters Score: Raw -71733.103817 + Penalty 3122.451937 = -68610.651881 nChanged 2 SP:Iteration 26Q (11813.810000 sec): 3 clusters Score: Raw -71736.847356 + Penalty 3122.451937 = -68614.395419 nChanged 0 SP:Iteration 27F (11814.040000 sec): 3 clusters Score: Raw -71736.847356 + Penalty 3122.451937 = -68614.395419 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Iteration 59Q (11842.420000 sec): 48 clusters Score: Raw -66889533.773180 + Penalty 151849.165605 = -66737684.607575 nChanged 2699 Iteration 60F (11886.140000 sec): 48 clusters Score: Raw -66902383.045917 + Penalty 151849.165605 = -66750533.880312 nChanged 2338 Iteration 61Q (11909.080000 sec): 48 clusters Score: Raw -66911992.327157 + Penalty 151849.165605 = -66760143.161552 nChanged 1462 Iteration 62Q (11931.550000 sec): 48 clusters Score: Raw -66913478.768515 + Penalty 151849.165605 = -66761629.602910 nChanged 1092 Iteration 63Q (11954.660000 sec): 48 clusters Score: Raw -66914180.295374 + Penalty 151849.165605 = -66762331.129769 nChanged 835 Iteration 64Q (11976.870000 sec): 48 clusters Score: Raw -66914642.926809 + Penalty 151849.165605 = -66762793.761204 nChanged 720 Iteration 65Q (12000.100000 sec): 48 clusters Score: Raw -66914912.049483 + Penalty 151849.165605 = -66763062.883878 nChanged 602 Iteration 66Q (12021.400000 sec): 48 clusters Score: Raw -66915145.497335 + Penalty 151849.165605 = -66763296.331730 nChanged 466 Iteration 67Q (12042.640000 sec): 48 clusters Score: Raw -66915381.089754 + Penalty 151849.165605 = -66763531.924149 nChanged 396 Iteration 68Q (12064.680000 sec): 48 clusters Score: Raw -66915501.481287 + Penalty 151849.165605 = -66763652.315683 nChanged 329 Iteration 69Q (12084.460000 sec): 48 clusters Score: Raw -66915582.206440 + Penalty 151849.165605 = -66763733.040835 nChanged 304 Iteration 70Q (12106.210000 sec): 48 clusters Score: Raw -66915640.067537 + Penalty 151849.165605 = -66763790.901933 nChanged 247 Iteration 71Q (12124.690000 sec): 48 clusters Score: Raw -66915689.204350 + Penalty 151849.165605 = -66763840.038745 nChanged 213 Iteration 72Q (12146.600000 sec): 48 clusters Score: Raw -66915733.765169 + Penalty 151849.165605 = -66763884.599564 nChanged 228 Iteration 73Q (12166.470000 sec): 48 clusters Score: Raw -66915787.175561 + Penalty 151849.165605 = -66763938.009957 nChanged 208 Iteration 74Q (12189.770000 sec): 48 clusters Score: Raw -66915825.189835 + Penalty 151849.165605 = -66763976.024230 nChanged 191 Iteration 75Q (12209.120000 sec): 48 clusters Score: Raw -66915857.787035 + Penalty 151849.165605 = -66764008.621431 nChanged 174 Iteration 76Q (12231.450000 sec): 48 clusters Score: Raw -66915881.768581 + Penalty 151849.165605 = -66764032.602976 nChanged 136 Iteration 77Q (12253.210000 sec): 48 clusters Score: Raw -66915900.718030 + Penalty 151849.165605 = -66764051.552425 nChanged 130 Iteration 78Q (12275.820000 sec): 48 clusters Score: Raw -66915920.943110 + Penalty 151849.165605 = -66764071.777505 nChanged 110 Iteration 79Q (12296.330000 sec): 48 clusters Score: Raw -66915938.938024 + Penalty 151849.165605 = -66764089.772419 nChanged 111 Iteration 80F (12339.780000 sec): 48 clusters Score: Raw -66939553.704171 + Penalty 151849.165605 = -66787704.538567 nChanged 532 Iteration 81Q (12362.920000 sec): 48 clusters Score: Raw -66955971.284222 + Penalty 151849.165605 = -66804122.118617 nChanged 169 Iteration 82Q (12385.110000 sec): 48 clusters Score: Raw -66956498.402965 + Penalty 151849.165605 = -66804649.237360 nChanged 139 Iteration 83Q (12407.670000 sec): 48 clusters Score: Raw -66956719.222629 + Penalty 151849.165605 = -66804870.057024 nChanged 114 Iteration 84Q (12430.820000 sec): 48 clusters Score: Raw -66956821.755866 + Penalty 151849.165605 = -66804972.590261 nChanged 92 Iteration 85Q (12452.660000 sec): 48 clusters Score: Raw -66956891.311368 + Penalty 151849.165605 = -66805042.145764 nChanged 79 Iteration 86Q (12474.450000 sec): 48 clusters Score: Raw -66956922.695438 + Penalty 151849.165605 = -66805073.529833 nChanged 63 Iteration 87Q (12496.940000 sec): 48 clusters Score: Raw -66956942.555904 + Penalty 151849.165605 = -66805093.390299 nChanged 38 Iteration 88Q (12519.300000 sec): 48 clusters Score: Raw -66956952.041502 + Penalty 151849.165605 = -66805102.875897 nChanged 30 Iteration 89Q (12538.570000 sec): 48 clusters Score: Raw -66956958.475793 + Penalty 151849.165605 = -66805109.310188 nChanged 24 Iteration 90Q (12561.410000 sec): 48 clusters Score: Raw -66956970.386372 + Penalty 151849.165605 = -66805121.220768 nChanged 24 Iteration 91Q (12584.250000 sec): 48 clusters Score: Raw -66956987.724571 + Penalty 151849.165605 = -66805138.558966 nChanged 18 Iteration 92Q (12607.320000 sec): 48 clusters Score: Raw -66956999.897901 + Penalty 151849.165605 = -66805150.732296 nChanged 20 Iteration 93Q (12629.450000 sec): 48 clusters Score: Raw -66957008.961542 + Penalty 151849.165605 = -66805159.795937 nChanged 17 Iteration 94Q (12653.740000 sec): 48 clusters Score: Raw -66957018.216279 + Penalty 151849.165605 = -66805169.050674 nChanged 19 Iteration 95Q (12676.820000 sec): 48 clusters Score: Raw -66957020.448259 + Penalty 151849.165605 = -66805171.282654 nChanged 14 Iteration 96Q (12699.010000 sec): 48 clusters Score: Raw -66957021.500981 + Penalty 151849.165605 = -66805172.335376 nChanged 11 Iteration 97Q (12721.430000 sec): 48 clusters Score: Raw -66957022.154307 + Penalty 151849.165605 = -66805172.988703 nChanged 7 Iteration 98Q (12743.860000 sec): 48 clusters Score: Raw -66957022.823830 + Penalty 151849.165605 = -66805173.658226 nChanged 10 Writing temp clu file Because OldScore, -66805172.988703, is greater than current (better) Score,-66805173.658226 Compute initial score before splitting: Score: Raw -66957022.823830 + Penalty 151849.165605 = -66805173.658226 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12744.060000 sec): 2 clusters Score: Raw -206954.389022 + Penalty 1792.099835 = -205162.289188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12744.200000 sec): 3 clusters Score: Raw -206548.572402 + Penalty 3584.199669 = -202964.372733 nChanged 379 SP:Iteration 1F (12744.380000 sec): 3 clusters Score: Raw -206897.799064 + Penalty 3584.199669 = -203313.599395 nChanged 101 SP:Iteration 2F (12744.600000 sec): 3 clusters Score: Raw -207013.413016 + Penalty 3584.199669 = -203429.213347 nChanged 49 SP:Iteration 3Q (12744.810000 sec): 3 clusters Score: Raw -207068.159890 + Penalty 3584.199669 = -203483.960221 nChanged 28 SP:Iteration 4Q (12744.990000 sec): 3 clusters Score: Raw -207096.903434 + Penalty 3584.199669 = -203512.703765 nChanged 27 SP:Iteration 5Q (12745.160000 sec): 3 clusters Score: Raw -207123.474859 + Penalty 3584.199669 = -203539.275190 nChanged 20 SP:Iteration 6Q (12745.310000 sec): 3 clusters Score: Raw -207140.198531 + Penalty 3584.199669 = -203555.998862 nChanged 11 SP:Iteration 7Q (12745.520000 sec): 3 clusters Score: Raw -207149.338698 + Penalty 3584.199669 = -203565.139029 nChanged 4 SP:Iteration 8Q (12745.690000 sec): 3 clusters Score: Raw -207151.976253 + Penalty 3584.199669 = -203567.776584 nChanged 4 SP:Iteration 9Q (12745.880000 sec): 3 clusters Score: Raw -207155.218682 + Penalty 3584.199669 = -203571.019013 nChanged 2 SP:Iteration 10Q (12746.000000 sec): 3 clusters Score: Raw -207155.988850 + Penalty 3584.199669 = -203571.789181 nChanged 1 SP:Iteration 11Q (12746.200000 sec): 3 clusters Score: Raw -207156.896343 + Penalty 3584.199669 = -203572.696674 nChanged 0 SP:Iteration 12F (12746.350000 sec): 3 clusters Score: Raw -207156.896343 + Penalty 3584.199669 = -203572.696674 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (7334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12746.480000 sec): 2 clusters Score: Raw -1070113.821919 + Penalty 2207.268534 = -1067906.553385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12746.720000 sec): 3 clusters Score: Raw -1066290.035559 + Penalty 4414.537069 = -1061875.498490 nChanged 2903 SP:Iteration 1F (12746.930000 sec): 3 clusters Score: Raw -1067932.782451 + Penalty 4414.537069 = -1063518.245382 nChanged 549 SP:Iteration 2F (12747.150000 sec): 3 clusters Score: Raw -1068287.805465 + Penalty 4414.537069 = -1063873.268396 nChanged 450 SP:Iteration 3F (12747.320000 sec): 3 clusters Score: Raw -1068599.477032 + Penalty 4414.537069 = -1064184.939963 nChanged 415 SP:Iteration 4F (12747.570000 sec): 3 clusters Score: Raw -1068919.566542 + Penalty 4414.537069 = -1064505.029473 nChanged 399 SP:Iteration 5F (12747.820000 sec): 3 clusters Score: Raw -1069265.792562 + Penalty 4414.537069 = -1064851.255493 nChanged 378 SP:Iteration 6F (12748.040000 sec): 3 clusters Score: Raw -1069576.707037 + Penalty 4414.537069 = -1065162.169968 nChanged 352 SP:Iteration 7Q (12748.300000 sec): 3 clusters Score: Raw -1069851.522807 + Penalty 4414.537069 = -1065436.985738 nChanged 309 SP:Iteration 8Q (12748.500000 sec): 3 clusters Score: Raw -1070069.664207 + Penalty 4414.537069 = -1065655.127138 nChanged 264 SP:Iteration 9Q (12748.670000 sec): 3 clusters Score: Raw -1070246.008643 + Penalty 4414.537069 = -1065831.471574 nChanged 203 SP:Iteration 10Q (12748.920000 sec): 3 clusters Score: Raw -1070385.322577 + Penalty 4414.537069 = -1065970.785508 nChanged 193 SP:Iteration 11Q (12749.120000 sec): 3 clusters Score: Raw -1070512.766582 + Penalty 4414.537069 = -1066098.229513 nChanged 156 SP:Iteration 12Q (12749.310000 sec): 3 clusters Score: Raw -1070609.477857 + Penalty 4414.537069 = -1066194.940788 nChanged 148 SP:Iteration 13Q (12749.520000 sec): 3 clusters Score: Raw -1070710.169431 + Penalty 4414.537069 = -1066295.632362 nChanged 134 SP:Iteration 14Q (12749.760000 sec): 3 clusters Score: Raw -1070793.781570 + Penalty 4414.537069 = -1066379.244501 nChanged 116 SP:Iteration 15Q (12749.980000 sec): 3 clusters Score: Raw -1070876.245041 + Penalty 4414.537069 = -1066461.707972 nChanged 107 SP:Iteration 16Q (12750.200000 sec): 3 clusters Score: Raw -1070953.496059 + Penalty 4414.537069 = -1066538.958990 nChanged 104 SP:Iteration 17Q (12750.440000 sec): 3 clusters Score: Raw -1071026.950583 + Penalty 4414.537069 = -1066612.413514 nChanged 102 SP:Iteration 18Q (12750.660000 sec): 3 clusters Score: Raw -1071095.816192 + Penalty 4414.537069 = -1066681.279123 nChanged 99 SP:Iteration 19Q (12750.840000 sec): 3 clusters Score: Raw -1071165.734952 + Penalty 4414.537069 = -1066751.197883 nChanged 95 SP:Iteration 20F (12751.040000 sec): 3 clusters Score: Raw -1071216.250793 + Penalty 4414.537069 = -1066801.713724 nChanged 61 SP:Iteration 21Q (12751.180000 sec): 3 clusters Score: Raw -1071248.605331 + Penalty 4414.537069 = -1066834.068262 nChanged 58 SP:Iteration 22Q (12751.410000 sec): 3 clusters Score: Raw -1071275.014962 + Penalty 4414.537069 = -1066860.477893 nChanged 47 SP:Iteration 23Q (12751.640000 sec): 3 clusters Score: Raw -1071292.610259 + Penalty 4414.537069 = -1066878.073190 nChanged 32 SP:Iteration 24Q (12751.840000 sec): 3 clusters Score: Raw -1071302.668728 + Penalty 4414.537069 = -1066888.131659 nChanged 19 SP:Iteration 25Q (12752.040000 sec): 3 clusters Score: Raw -1071308.840086 + Penalty 4414.537069 = -1066894.303017 nChanged 20 SP:Iteration 26Q (12752.200000 sec): 3 clusters Score: Raw -1071313.530433 + Penalty 4414.537069 = -1066898.993364 nChanged 8 SP:Iteration 27Q (12752.440000 sec): 3 clusters Score: Raw -1071315.371304 + Penalty 4414.537069 = -1066900.834235 nChanged 4 SP:Iteration 28Q (12752.650000 sec): 3 clusters Score: Raw -1071316.560257 + Penalty 4414.537069 = -1066902.023188 nChanged 4 SP:Iteration 29Q (12752.850000 sec): 3 clusters Score: Raw -1071317.917023 + Penalty 4414.537069 = -1066903.379954 nChanged 3 SP:Iteration 30Q (12753.050000 sec): 3 clusters Score: Raw -1071318.496139 + Penalty 4414.537069 = -1066903.959070 nChanged 1 SP:Iteration 31Q (12753.230000 sec): 3 clusters Score: Raw -1071318.756955 + Penalty 4414.537069 = -1066904.219886 nChanged 2 SP:Iteration 32Q (12753.440000 sec): 3 clusters Score: Raw -1071319.473163 + Penalty 4414.537069 = -1066904.936094 nChanged 5 SP:Iteration 33Q (12753.660000 sec): 3 clusters Score: Raw -1071321.168891 + Penalty 4414.537069 = -1066906.631822 nChanged 5 SP:Iteration 34Q (12753.850000 sec): 3 clusters Score: Raw -1071322.786379 + Penalty 4414.537069 = -1066908.249310 nChanged 3 SP:Iteration 35Q (12754.050000 sec): 3 clusters Score: Raw -1071323.264932 + Penalty 4414.537069 = -1066908.727863 nChanged 2 SP:Iteration 36Q (12754.250000 sec): 3 clusters Score: Raw -1071323.667380 + Penalty 4414.537069 = -1066909.130311 nChanged 4 SP:Iteration 37Q (12754.460000 sec): 3 clusters Score: Raw -1071324.923443 + Penalty 4414.537069 = -1066910.386374 nChanged 1 SP:Iteration 38Q (12754.660000 sec): 3 clusters Score: Raw -1071325.195267 + Penalty 4414.537069 = -1066910.658198 nChanged 2 SP:Iteration 39Q (12754.870000 sec): 3 clusters Score: Raw -1071325.530616 + Penalty 4414.537069 = -1066910.993547 nChanged 1 SP:Iteration 40F (12755.100000 sec): 3 clusters Score: Raw -1071325.689339 + Penalty 4414.537069 = -1066911.152270 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (6776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12755.180000 sec): 2 clusters Score: Raw -981581.214155 + Penalty 2187.643275 = -979393.570880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12755.400000 sec): 3 clusters Score: Raw -978053.659196 + Penalty 4375.286549 = -973678.372647 nChanged 2694 SP:Iteration 1F (12755.600000 sec): 3 clusters Score: Raw -979763.699426 + Penalty 4375.286549 = -975388.412877 nChanged 597 SP:Iteration 2F (12755.820000 sec): 3 clusters Score: Raw -980348.350702 + Penalty 4375.286549 = -975973.064152 nChanged 560 SP:Iteration 3F (12756.040000 sec): 3 clusters Score: Raw -980932.777943 + Penalty 4375.286549 = -976557.491393 nChanged 482 SP:Iteration 4F (12756.210000 sec): 3 clusters Score: Raw -981359.746033 + Penalty 4375.286549 = -976984.459483 nChanged 413 SP:Iteration 5F (12756.410000 sec): 3 clusters Score: Raw -981648.111344 + Penalty 4375.286549 = -977272.824795 nChanged 301 SP:Iteration 6Q (12756.630000 sec): 3 clusters Score: Raw -981829.883032 + Penalty 4375.286549 = -977454.596483 nChanged 214 SP:Iteration 7Q (12756.830000 sec): 3 clusters Score: Raw -981940.983460 + Penalty 4375.286549 = -977565.696911 nChanged 160 SP:Iteration 8Q (12757.020000 sec): 3 clusters Score: Raw -982013.530346 + Penalty 4375.286549 = -977638.243797 nChanged 124 SP:Iteration 9Q (12757.250000 sec): 3 clusters Score: Raw -982066.077417 + Penalty 4375.286549 = -977690.790868 nChanged 105 SP:Iteration 10Q (12757.480000 sec): 3 clusters Score: Raw -982113.713953 + Penalty 4375.286549 = -977738.427404 nChanged 99 SP:Iteration 11Q (12757.680000 sec): 3 clusters Score: Raw -982153.307212 + Penalty 4375.286549 = -977778.020662 nChanged 98 SP:Iteration 12Q (12757.910000 sec): 3 clusters Score: Raw -982194.610185 + Penalty 4375.286549 = -977819.323636 nChanged 78 SP:Iteration 13Q (12758.120000 sec): 3 clusters Score: Raw -982223.478877 + Penalty 4375.286549 = -977848.192328 nChanged 59 SP:Iteration 14Q (12758.380000 sec): 3 clusters Score: Raw -982242.301547 + Penalty 4375.286549 = -977867.014997 nChanged 43 SP:Iteration 15Q (12758.610000 sec): 3 clusters Score: Raw -982258.627017 + Penalty 4375.286549 = -977883.340468 nChanged 45 SP:Iteration 16Q (12758.820000 sec): 3 clusters Score: Raw -982277.015149 + Penalty 4375.286549 = -977901.728600 nChanged 53 SP:Iteration 17Q (12759.060000 sec): 3 clusters Score: Raw -982295.809493 + Penalty 4375.286549 = -977920.522943 nChanged 50 SP:Iteration 18Q (12759.220000 sec): 3 clusters Score: Raw -982314.050581 + Penalty 4375.286549 = -977938.764032 nChanged 36 SP:Iteration 19Q (12759.440000 sec): 3 clusters Score: Raw -982323.634668 + Penalty 4375.286549 = -977948.348119 nChanged 29 SP:Iteration 20F (12759.660000 sec): 3 clusters Score: Raw -982331.366026 + Penalty 4375.286549 = -977956.079476 nChanged 21 SP:Iteration 21Q (12759.900000 sec): 3 clusters Score: Raw -982336.634259 + Penalty 4375.286549 = -977961.347710 nChanged 17 SP:Iteration 22Q (12760.130000 sec): 3 clusters Score: Raw -982340.224191 + Penalty 4375.286549 = -977964.937642 nChanged 20 SP:Iteration 23Q (12760.340000 sec): 3 clusters Score: Raw -982344.869565 + Penalty 4375.286549 = -977969.583016 nChanged 18 SP:Iteration 24Q (12760.550000 sec): 3 clusters Score: Raw -982349.587258 + Penalty 4375.286549 = -977974.300709 nChanged 15 SP:Iteration 25Q (12760.800000 sec): 3 clusters Score: Raw -982353.248796 + Penalty 4375.286549 = -977977.962247 nChanged 9 SP:Iteration 26Q (12760.980000 sec): 3 clusters Score: Raw -982355.579978 + Penalty 4375.286549 = -977980.293429 nChanged 11 SP:Iteration 27Q (12761.200000 sec): 3 clusters Score: Raw -982359.419514 + Penalty 4375.286549 = -977984.132964 nChanged 12 SP:Iteration 28Q (12761.370000 sec): 3 clusters Score: Raw -982362.456989 + Penalty 4375.286549 = -977987.170440 nChanged 7 SP:Iteration 29Q (12761.620000 sec): 3 clusters Score: Raw -982364.070350 + Penalty 4375.286549 = -977988.783801 nChanged 4 SP:Iteration 30Q (12761.840000 sec): 3 clusters Score: Raw -982365.234600 + Penalty 4375.286549 = -977989.948050 nChanged 3 SP:Iteration 31Q (12762.070000 sec): 3 clusters Score: Raw -982366.162797 + Penalty 4375.286549 = -977990.876248 nChanged 4 SP:Iteration 32Q (12762.280000 sec): 3 clusters Score: Raw -982366.794348 + Penalty 4375.286549 = -977991.507799 nChanged 2 SP:Iteration 33Q (12762.520000 sec): 3 clusters Score: Raw -982367.133847 + Penalty 4375.286549 = -977991.847298 nChanged 1 SP:Iteration 34Q (12762.770000 sec): 3 clusters Score: Raw -982367.274661 + Penalty 4375.286549 = -977991.988111 nChanged 2 SP:Iteration 35Q (12762.990000 sec): 3 clusters Score: Raw -982367.636262 + Penalty 4375.286549 = -977992.349713 nChanged 1 SP:Iteration 36Q (12763.160000 sec): 3 clusters Score: Raw -982367.799426 + Penalty 4375.286549 = -977992.512876 nChanged 1 SP:Iteration 37Q (12763.360000 sec): 3 clusters Score: Raw -982368.101475 + Penalty 4375.286549 = -977992.814925 nChanged 3 SP:Iteration 38Q (12763.570000 sec): 3 clusters Score: Raw -982368.865388 + Penalty 4375.286549 = -977993.578839 nChanged 0 SP:Iteration 39F (12763.820000 sec): 3 clusters Score: Raw -982368.865388 + Penalty 4375.286549 = -977993.578839 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (28371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12764.020000 sec): 2 clusters Score: Raw -4322068.353812 + Penalty 2542.774448 = -4319525.579364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12764.310000 sec): 3 clusters Score: Raw -4305242.953429 + Penalty 5085.548897 = -4300157.404532 nChanged 12784 SP:Iteration 1F (12764.630000 sec): 3 clusters Score: Raw -4312183.813922 + Penalty 5085.548897 = -4307098.265026 nChanged 1640 SP:Iteration 2F (12764.940000 sec): 3 clusters Score: Raw -4312869.948279 + Penalty 5085.548897 = -4307784.399382 nChanged 1634 SP:Iteration 3F (12765.300000 sec): 3 clusters Score: Raw -4313658.302001 + Penalty 5085.548897 = -4308572.753104 nChanged 1647 SP:Iteration 4F (12765.630000 sec): 3 clusters Score: Raw -4314606.614975 + Penalty 5085.548897 = -4309521.066079 nChanged 1725 SP:Iteration 5F (12766.010000 sec): 3 clusters Score: Raw -4315718.347386 + Penalty 5085.548897 = -4310632.798489 nChanged 1723 SP:Iteration 6F (12766.340000 sec): 3 clusters Score: Raw -4316773.875931 + Penalty 5085.548897 = -4311688.327034 nChanged 1517 SP:Iteration 7F (12766.680000 sec): 3 clusters Score: Raw -4317601.393072 + Penalty 5085.548897 = -4312515.844175 nChanged 1311 SP:Iteration 8Q (12767.100000 sec): 3 clusters Score: Raw -4318195.639758 + Penalty 5085.548897 = -4313110.090861 nChanged 1017 SP:Iteration 9Q (12767.430000 sec): 3 clusters Score: Raw -4318594.441489 + Penalty 5085.548897 = -4313508.892592 nChanged 802 SP:Iteration 10Q (12767.790000 sec): 3 clusters Score: Raw -4318890.889106 + Penalty 5085.548897 = -4313805.340209 nChanged 649 SP:Iteration 11Q (12768.130000 sec): 3 clusters Score: Raw -4319154.335471 + Penalty 5085.548897 = -4314068.786574 nChanged 645 SP:Iteration 12Q (12768.500000 sec): 3 clusters Score: Raw -4319436.318524 + Penalty 5085.548897 = -4314350.769627 nChanged 618 SP:Iteration 13Q (12768.830000 sec): 3 clusters Score: Raw -4319711.311028 + Penalty 5085.548897 = -4314625.762131 nChanged 600 SP:Iteration 14Q (12769.220000 sec): 3 clusters Score: Raw -4320012.441995 + Penalty 5085.548897 = -4314926.893098 nChanged 618 SP:Iteration 15Q (12769.530000 sec): 3 clusters Score: Raw -4320327.175399 + Penalty 5085.548897 = -4315241.626502 nChanged 639 SP:Iteration 16Q (12769.910000 sec): 3 clusters Score: Raw -4320609.711062 + Penalty 5085.548897 = -4315524.162165 nChanged 542 SP:Iteration 17Q (12770.220000 sec): 3 clusters Score: Raw -4320831.977240 + Penalty 5085.548897 = -4315746.428344 nChanged 470 SP:Iteration 18Q (12770.550000 sec): 3 clusters Score: Raw -4320999.306564 + Penalty 5085.548897 = -4315913.757668 nChanged 350 SP:Iteration 19Q (12770.890000 sec): 3 clusters Score: Raw -4321117.156500 + Penalty 5085.548897 = -4316031.607604 nChanged 326 SP:Iteration 20F (12771.240000 sec): 3 clusters Score: Raw -4321219.833815 + Penalty 5085.548897 = -4316134.284918 nChanged 275 SP:Iteration 21Q (12771.540000 sec): 3 clusters Score: Raw -4321307.543911 + Penalty 5085.548897 = -4316221.995014 nChanged 257 SP:Iteration 22Q (12771.870000 sec): 3 clusters Score: Raw -4321395.016649 + Penalty 5085.548897 = -4316309.467752 nChanged 254 SP:Iteration 23Q (12772.220000 sec): 3 clusters Score: Raw -4321469.008111 + Penalty 5085.548897 = -4316383.459214 nChanged 248 SP:Iteration 24Q (12772.530000 sec): 3 clusters Score: Raw -4321542.651272 + Penalty 5085.548897 = -4316457.102376 nChanged 237 SP:Iteration 25Q (12772.840000 sec): 3 clusters Score: Raw -4321617.749420 + Penalty 5085.548897 = -4316532.200523 nChanged 239 SP:Iteration 26Q (12773.180000 sec): 3 clusters Score: Raw -4321697.663140 + Penalty 5085.548897 = -4316612.114243 nChanged 226 SP:Iteration 27Q (12773.520000 sec): 3 clusters Score: Raw -4321771.246595 + Penalty 5085.548897 = -4316685.697698 nChanged 217 SP:Iteration 28Q (12773.870000 sec): 3 clusters Score: Raw -4321842.889922 + Penalty 5085.548897 = -4316757.341025 nChanged 237 SP:Iteration 29Q (12774.200000 sec): 3 clusters Score: Raw -4321921.247129 + Penalty 5085.548897 = -4316835.698232 nChanged 248 SP:Iteration 30Q (12774.510000 sec): 3 clusters Score: Raw -4322001.868122 + Penalty 5085.548897 = -4316916.319225 nChanged 218 SP:Iteration 31Q (12774.760000 sec): 3 clusters Score: Raw -4322071.509097 + Penalty 5085.548897 = -4316985.960201 nChanged 207 SP:Iteration 32Q (12775.100000 sec): 3 clusters Score: Raw -4322142.721394 + Penalty 5085.548897 = -4317057.172497 nChanged 245 SP:Iteration 33Q (12775.370000 sec): 3 clusters Score: Raw -4322227.738163 + Penalty 5085.548897 = -4317142.189266 nChanged 224 SP:Iteration 34Q (12775.690000 sec): 3 clusters Score: Raw -4322298.181441 + Penalty 5085.548897 = -4317212.632544 nChanged 194 SP:Iteration 35Q (12776.000000 sec): 3 clusters Score: Raw -4322351.246858 + Penalty 5085.548897 = -4317265.697961 nChanged 166 SP:Iteration 36Q (12776.290000 sec): 3 clusters Score: Raw -4322391.785146 + Penalty 5085.548897 = -4317306.236249 nChanged 141 SP:Iteration 37Q (12776.610000 sec): 3 clusters Score: Raw -4322426.513291 + Penalty 5085.548897 = -4317340.964394 nChanged 148 SP:Iteration 38Q (12776.950000 sec): 3 clusters Score: Raw -4322466.903635 + Penalty 5085.548897 = -4317381.354738 nChanged 137 SP:Iteration 39Q (12777.270000 sec): 3 clusters Score: Raw -4322497.381928 + Penalty 5085.548897 = -4317411.833031 nChanged 115 SP:Iteration 40F (12777.600000 sec): 3 clusters Score: Raw -4322521.084016 + Penalty 5085.548897 = -4317435.535119 nChanged 99 SP:Iteration 41Q (12777.980000 sec): 3 clusters Score: Raw -4322542.902264 + Penalty 5085.548897 = -4317457.353368 nChanged 111 SP:Iteration 42Q (12778.300000 sec): 3 clusters Score: Raw -4322566.627093 + Penalty 5085.548897 = -4317481.078197 nChanged 106 SP:Iteration 43Q (12778.650000 sec): 3 clusters Score: Raw -4322585.272272 + Penalty 5085.548897 = -4317499.723375 nChanged 101 SP:Iteration 44Q (12779.010000 sec): 3 clusters Score: Raw -4322600.856134 + Penalty 5085.548897 = -4317515.307237 nChanged 71 SP:Iteration 45Q (12779.330000 sec): 3 clusters Score: Raw -4322613.415993 + Penalty 5085.548897 = -4317527.867096 nChanged 70 SP:Iteration 46Q (12779.610000 sec): 3 clusters Score: Raw -4322626.911060 + Penalty 5085.548897 = -4317541.362164 nChanged 75 SP:Iteration 47Q (12779.900000 sec): 3 clusters Score: Raw -4322639.244791 + Penalty 5085.548897 = -4317553.695894 nChanged 68 SP:Iteration 48Q (12780.180000 sec): 3 clusters Score: Raw -4322651.811778 + Penalty 5085.548897 = -4317566.262882 nChanged 71 SP:Iteration 49Q (12780.530000 sec): 3 clusters Score: Raw -4322662.843137 + Penalty 5085.548897 = -4317577.294240 nChanged 60 SP:Iteration 50Q (12780.850000 sec): 3 clusters Score: Raw -4322671.155643 + Penalty 5085.548897 = -4317585.606747 nChanged 50 SP:Iteration 51Q (12781.140000 sec): 3 clusters Score: Raw -4322678.786161 + Penalty 5085.548897 = -4317593.237264 nChanged 52 SP:Iteration 52Q (12781.430000 sec): 3 clusters Score: Raw -4322686.262550 + Penalty 5085.548897 = -4317600.713653 nChanged 49 SP:Iteration 53Q (12781.760000 sec): 3 clusters Score: Raw -4322694.052605 + Penalty 5085.548897 = -4317608.503709 nChanged 57 SP:Iteration 54Q (12782.080000 sec): 3 clusters Score: Raw -4322701.521970 + Penalty 5085.548897 = -4317615.973073 nChanged 50 SP:Iteration 55Q (12782.380000 sec): 3 clusters Score: Raw -4322708.121722 + Penalty 5085.548897 = -4317622.572825 nChanged 45 SP:Iteration 56Q (12782.720000 sec): 3 clusters Score: Raw -4322713.491813 + Penalty 5085.548897 = -4317627.942916 nChanged 44 SP:Iteration 57Q (12783.050000 sec): 3 clusters Score: Raw -4322719.519976 + Penalty 5085.548897 = -4317633.971079 nChanged 40 SP:Iteration 58Q (12783.330000 sec): 3 clusters Score: Raw -4322724.741612 + Penalty 5085.548897 = -4317639.192715 nChanged 41 SP:Iteration 59Q (12783.660000 sec): 3 clusters Score: Raw -4322729.409304 + Penalty 5085.548897 = -4317643.860407 nChanged 40 SP:Iteration 60F (12784.010000 sec): 3 clusters Score: Raw -4322735.127086 + Penalty 5085.548897 = -4317649.578189 nChanged 43 SP:Iteration 61Q (12784.390000 sec): 3 clusters Score: Raw -4322740.918846 + Penalty 5085.548897 = -4317655.369949 nChanged 42 SP:Iteration 62Q (12784.680000 sec): 3 clusters Score: Raw -4322746.288715 + Penalty 5085.548897 = -4317660.739818 nChanged 43 SP:Iteration 63Q (12785.000000 sec): 3 clusters Score: Raw -4322752.615559 + Penalty 5085.548897 = -4317667.066663 nChanged 50 SP:Iteration 64Q (12785.360000 sec): 3 clusters Score: Raw -4322758.679410 + Penalty 5085.548897 = -4317673.130513 nChanged 32 SP:Iteration 65Q (12785.680000 sec): 3 clusters Score: Raw -4322762.859133 + Penalty 5085.548897 = -4317677.310236 nChanged 39 SP:Iteration 66Q (12786.020000 sec): 3 clusters Score: Raw -4322769.293025 + Penalty 5085.548897 = -4317683.744128 nChanged 38 SP:Iteration 67Q (12786.380000 sec): 3 clusters Score: Raw -4322775.216756 + Penalty 5085.548897 = -4317689.667859 nChanged 32 SP:Iteration 68Q (12786.700000 sec): 3 clusters Score: Raw -4322779.515833 + Penalty 5085.548897 = -4317693.966936 nChanged 35 SP:Iteration 69Q (12787.060000 sec): 3 clusters Score: Raw -4322784.074592 + Penalty 5085.548897 = -4317698.525695 nChanged 49 SP:Iteration 70Q (12787.380000 sec): 3 clusters Score: Raw -4322791.840380 + Penalty 5085.548897 = -4317706.291483 nChanged 52 SP:Iteration 71Q (12787.710000 sec): 3 clusters Score: Raw -4322799.944172 + Penalty 5085.548897 = -4317714.395275 nChanged 53 SP:Iteration 72Q (12788.030000 sec): 3 clusters Score: Raw -4322807.492067 + Penalty 5085.548897 = -4317721.943171 nChanged 54 SP:Iteration 73Q (12788.350000 sec): 3 clusters Score: Raw -4322814.635122 + Penalty 5085.548897 = -4317729.086226 nChanged 57 SP:Iteration 74Q (12788.690000 sec): 3 clusters Score: Raw -4322825.409194 + Penalty 5085.548897 = -4317739.860297 nChanged 66 SP:Iteration 75Q (12788.990000 sec): 3 clusters Score: Raw -4322836.832220 + Penalty 5085.548897 = -4317751.283323 nChanged 59 SP:Iteration 76Q (12789.320000 sec): 3 clusters Score: Raw -4322845.875261 + Penalty 5085.548897 = -4317760.326364 nChanged 50 SP:Iteration 77Q (12789.680000 sec): 3 clusters Score: Raw -4322854.712798 + Penalty 5085.548897 = -4317769.163901 nChanged 64 SP:Iteration 78Q (12790.000000 sec): 3 clusters Score: Raw -4322867.604219 + Penalty 5085.548897 = -4317782.055322 nChanged 71 SP:Iteration 79Q (12790.310000 sec): 3 clusters Score: Raw -4322881.174990 + Penalty 5085.548897 = -4317795.626093 nChanged 74 SP:Iteration 80F (12790.620000 sec): 3 clusters Score: Raw -4322894.998433 + Penalty 5085.548897 = -4317809.449536 nChanged 68 SP:Iteration 81Q (12790.980000 sec): 3 clusters Score: Raw -4322906.500306 + Penalty 5085.548897 = -4317820.951410 nChanged 78 SP:Iteration 82Q (12791.350000 sec): 3 clusters Score: Raw -4322919.481906 + Penalty 5085.548897 = -4317833.933009 nChanged 76 SP:Iteration 83Q (12791.700000 sec): 3 clusters Score: Raw -4322931.552929 + Penalty 5085.548897 = -4317846.004032 nChanged 62 SP:Iteration 84Q (12791.990000 sec): 3 clusters Score: Raw -4322941.519722 + Penalty 5085.548897 = -4317855.970825 nChanged 63 SP:Iteration 85Q (12792.270000 sec): 3 clusters Score: Raw -4322952.045037 + Penalty 5085.548897 = -4317866.496140 nChanged 64 SP:Iteration 86Q (12792.610000 sec): 3 clusters Score: Raw -4322962.122982 + Penalty 5085.548897 = -4317876.574085 nChanged 75 SP:Iteration 87Q (12792.920000 sec): 3 clusters Score: Raw -4322976.696172 + Penalty 5085.548897 = -4317891.147275 nChanged 88 SP:Iteration 88Q (12793.200000 sec): 3 clusters Score: Raw -4322996.139042 + Penalty 5085.548897 = -4317910.590146 nChanged 95 SP:Iteration 89Q (12793.520000 sec): 3 clusters Score: Raw -4323018.192767 + Penalty 5085.548897 = -4317932.643870 nChanged 87 SP:Iteration 90Q (12793.840000 sec): 3 clusters Score: Raw -4323037.283891 + Penalty 5085.548897 = -4317951.734994 nChanged 100 SP:Iteration 91Q (12794.120000 sec): 3 clusters Score: Raw -4323061.592032 + Penalty 5085.548897 = -4317976.043135 nChanged 124 SP:Iteration 92Q (12794.480000 sec): 3 clusters Score: Raw -4323101.064474 + Penalty 5085.548897 = -4318015.515577 nChanged 151 SP:Iteration 93Q (12794.800000 sec): 3 clusters Score: Raw -4323149.898438 + Penalty 5085.548897 = -4318064.349541 nChanged 149 SP:Iteration 94Q (12795.120000 sec): 3 clusters Score: Raw -4323197.359412 + Penalty 5085.548897 = -4318111.810516 nChanged 141 SP:Iteration 95Q (12795.430000 sec): 3 clusters Score: Raw -4323245.185856 + Penalty 5085.548897 = -4318159.636959 nChanged 155 SP:Iteration 96Q (12795.740000 sec): 3 clusters Score: Raw -4323305.308307 + Penalty 5085.548897 = -4318219.759411 nChanged 147 SP:Iteration 97Q (12796.030000 sec): 3 clusters Score: Raw -4323355.432197 + Penalty 5085.548897 = -4318269.883301 nChanged 142 SP:Iteration 98Q (12796.330000 sec): 3 clusters Score: Raw -4323407.040704 + Penalty 5085.548897 = -4318321.491808 nChanged 134 SP:Iteration 99Q (12796.650000 sec): 3 clusters Score: Raw -4323455.743569 + Penalty 5085.548897 = -4318370.194672 nChanged 132 SP:Iteration 100F (12796.970000 sec): 3 clusters Score: Raw -4323500.196061 + Penalty 5085.548897 = -4318414.647164 nChanged 103 SP:Iteration 101Q (12797.250000 sec): 3 clusters Score: Raw -4323532.234289 + Penalty 5085.548897 = -4318446.685392 nChanged 94 SP:Iteration 102Q (12797.550000 sec): 3 clusters Score: Raw -4323561.257361 + Penalty 5085.548897 = -4318475.708464 nChanged 94 SP:Iteration 103Q (12797.860000 sec): 3 clusters Score: Raw -4323591.091780 + Penalty 5085.548897 = -4318505.542883 nChanged 97 SP:Iteration 104Q (12798.130000 sec): 3 clusters Score: Raw -4323622.083422 + Penalty 5085.548897 = -4318536.534525 nChanged 88 SP:Iteration 105Q (12798.460000 sec): 3 clusters Score: Raw -4323652.992133 + Penalty 5085.548897 = -4318567.443236 nChanged 101 SP:Iteration 106Q (12798.760000 sec): 3 clusters Score: Raw -4323688.010241 + Penalty 5085.548897 = -4318602.461344 nChanged 89 SP:Iteration 107Q (12799.050000 sec): 3 clusters Score: Raw -4323717.841943 + Penalty 5085.548897 = -4318632.293046 nChanged 78 SP:Iteration 108Q (12799.300000 sec): 3 clusters Score: Raw -4323740.583286 + Penalty 5085.548897 = -4318655.034389 nChanged 57 SP:Iteration 109Q (12799.630000 sec): 3 clusters Score: Raw -4323757.239169 + Penalty 5085.548897 = -4318671.690273 nChanged 46 SP:Iteration 110Q (12799.960000 sec): 3 clusters Score: Raw -4323770.808604 + Penalty 5085.548897 = -4318685.259707 nChanged 50 SP:Iteration 111Q (12800.310000 sec): 3 clusters Score: Raw -4323782.781801 + Penalty 5085.548897 = -4318697.232904 nChanged 31 SP:Iteration 112Q (12800.600000 sec): 3 clusters Score: Raw -4323789.892665 + Penalty 5085.548897 = -4318704.343769 nChanged 16 SP:Iteration 113Q (12800.940000 sec): 3 clusters Score: Raw -4323793.448346 + Penalty 5085.548897 = -4318707.899449 nChanged 14 SP:Iteration 114Q (12801.280000 sec): 3 clusters Score: Raw -4323795.837486 + Penalty 5085.548897 = -4318710.288589 nChanged 11 SP:Iteration 115Q (12801.580000 sec): 3 clusters Score: Raw -4323798.055538 + Penalty 5085.548897 = -4318712.506642 nChanged 10 SP:Iteration 116Q (12801.950000 sec): 3 clusters Score: Raw -4323800.024512 + Penalty 5085.548897 = -4318714.475616 nChanged 11 SP:Iteration 117Q (12802.260000 sec): 3 clusters Score: Raw -4323802.264872 + Penalty 5085.548897 = -4318716.715975 nChanged 4 SP:Iteration 118Q (12802.560000 sec): 3 clusters Score: Raw -4323802.997947 + Penalty 5085.548897 = -4318717.449050 nChanged 3 SP:Iteration 119Q (12802.880000 sec): 3 clusters Score: Raw -4323803.438961 + Penalty 5085.548897 = -4318717.890065 nChanged 4 SP:Iteration 120F (12803.200000 sec): 3 clusters Score: Raw -4323804.125018 + Penalty 5085.548897 = -4318718.576121 nChanged 5 SP:Iteration 121Q (12803.510000 sec): 3 clusters Score: Raw -4323804.721146 + Penalty 5085.548897 = -4318719.172249 nChanged 3 SP:Iteration 122Q (12803.880000 sec): 3 clusters Score: Raw -4323805.200381 + Penalty 5085.548897 = -4318719.651484 nChanged 5 SP:Iteration 123Q (12804.230000 sec): 3 clusters Score: Raw -4323805.761082 + Penalty 5085.548897 = -4318720.212185 nChanged 6 SP:Iteration 124Q (12804.560000 sec): 3 clusters Score: Raw -4323806.741575 + Penalty 5085.548897 = -4318721.192678 nChanged 4 SP:Iteration 125Q (12804.890000 sec): 3 clusters Score: Raw -4323807.331609 + Penalty 5085.548897 = -4318721.782712 nChanged 4 SP:Iteration 126Q (12805.200000 sec): 3 clusters Score: Raw -4323807.871481 + Penalty 5085.548897 = -4318722.322585 nChanged 1 SP:Iteration 127Q (12805.570000 sec): 3 clusters Score: Raw -4323808.080965 + Penalty 5085.548897 = -4318722.532068 nChanged 0 SP:Iteration 128F (12805.890000 sec): 3 clusters Score: Raw -4323808.080965 + Penalty 5085.548897 = -4318722.532068 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12806.000000 sec): 2 clusters Score: Raw -78999.487713 + Penalty 1576.314700 = -77423.173013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12806.180000 sec): 3 clusters Score: Raw -79029.438813 + Penalty 3152.629400 = -75876.809413 nChanged 147 SP:Iteration 1F (12806.370000 sec): 3 clusters Score: Raw -79318.432592 + Penalty 3152.629400 = -76165.803192 nChanged 36 SP:Iteration 2F (12806.560000 sec): 3 clusters Score: Raw -79445.398817 + Penalty 3152.629400 = -76292.769417 nChanged 28 SP:Iteration 3Q (12806.790000 sec): 3 clusters Score: Raw -79547.502593 + Penalty 3152.629400 = -76394.873193 nChanged 23 SP:Iteration 4Q (12806.960000 sec): 3 clusters Score: Raw -79640.442271 + Penalty 3152.629400 = -76487.812871 nChanged 10 SP:Iteration 5Q (12807.150000 sec): 3 clusters Score: Raw -79673.724237 + Penalty 3152.629400 = -76521.094837 nChanged 10 SP:Iteration 6Q (12807.400000 sec): 3 clusters Score: Raw -79696.170739 + Penalty 3152.629400 = -76543.541339 nChanged 13 SP:Iteration 7Q (12807.570000 sec): 3 clusters Score: Raw -79731.715184 + Penalty 3152.629400 = -76579.085784 nChanged 9 SP:Iteration 8Q (12807.730000 sec): 3 clusters Score: Raw -79748.682431 + Penalty 3152.629400 = -76596.053031 nChanged 6 SP:Iteration 9Q (12807.890000 sec): 3 clusters Score: Raw -79760.775214 + Penalty 3152.629400 = -76608.145815 nChanged 4 SP:Iteration 10Q (12808.090000 sec): 3 clusters Score: Raw -79771.554817 + Penalty 3152.629400 = -76618.925417 nChanged 3 SP:Iteration 11Q (12808.270000 sec): 3 clusters Score: Raw -79788.317256 + Penalty 3152.629400 = -76635.687856 nChanged 4 SP:Iteration 12Q (12808.430000 sec): 3 clusters Score: Raw -79808.794373 + Penalty 3152.629400 = -76656.164973 nChanged 7 SP:Iteration 13Q (12808.570000 sec): 3 clusters Score: Raw -79854.919191 + Penalty 3152.629400 = -76702.289791 nChanged 8 SP:Iteration 14Q (12808.770000 sec): 3 clusters Score: Raw -79882.244297 + Penalty 3152.629400 = -76729.614897 nChanged 7 SP:Iteration 15Q (12808.950000 sec): 3 clusters Score: Raw -79916.648984 + Penalty 3152.629400 = -76764.019585 nChanged 9 SP:Iteration 16Q (12809.160000 sec): 3 clusters Score: Raw -79963.304511 + Penalty 3152.629400 = -76810.675111 nChanged 9 SP:Iteration 17Q (12809.370000 sec): 3 clusters Score: Raw -79993.211366 + Penalty 3152.629400 = -76840.581967 nChanged 2 SP:Iteration 18Q (12809.520000 sec): 3 clusters Score: Raw -79996.507565 + Penalty 3152.629400 = -76843.878165 nChanged 0 SP:Iteration 19F (12809.700000 sec): 3 clusters Score: Raw -79996.507565 + Penalty 3152.629400 = -76843.878165 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (2016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12809.810000 sec): 2 clusters Score: Raw -303371.542170 + Penalty 1886.999916 = -301484.542254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12809.980000 sec): 3 clusters Score: Raw -302628.643001 + Penalty 3773.999832 = -298854.643169 nChanged 620 SP:Iteration 1F (12810.200000 sec): 3 clusters Score: Raw -303240.513925 + Penalty 3773.999832 = -299466.514093 nChanged 195 SP:Iteration 2F (12810.360000 sec): 3 clusters Score: Raw -303519.558062 + Penalty 3773.999832 = -299745.558230 nChanged 160 SP:Iteration 3F (12810.570000 sec): 3 clusters Score: Raw -303690.143880 + Penalty 3773.999832 = -299916.144048 nChanged 87 SP:Iteration 4Q (12810.750000 sec): 3 clusters Score: Raw -303789.649904 + Penalty 3773.999832 = -300015.650071 nChanged 69 SP:Iteration 5Q (12810.900000 sec): 3 clusters Score: Raw -303872.457938 + Penalty 3773.999832 = -300098.458105 nChanged 57 SP:Iteration 6Q (12811.120000 sec): 3 clusters Score: Raw -303928.928807 + Penalty 3773.999832 = -300154.928975 nChanged 58 SP:Iteration 7Q (12811.320000 sec): 3 clusters Score: Raw -303990.191835 + Penalty 3773.999832 = -300216.192003 nChanged 54 SP:Iteration 8Q (12811.470000 sec): 3 clusters Score: Raw -304052.008866 + Penalty 3773.999832 = -300278.009034 nChanged 45 SP:Iteration 9Q (12811.680000 sec): 3 clusters Score: Raw -304100.625991 + Penalty 3773.999832 = -300326.626159 nChanged 31 SP:Iteration 10Q (12811.880000 sec): 3 clusters Score: Raw -304133.509149 + Penalty 3773.999832 = -300359.509316 nChanged 22 SP:Iteration 11Q (12812.050000 sec): 3 clusters Score: Raw -304154.458819 + Penalty 3773.999832 = -300380.458987 nChanged 17 SP:Iteration 12Q (12812.250000 sec): 3 clusters Score: Raw -304171.833444 + Penalty 3773.999832 = -300397.833612 nChanged 14 SP:Iteration 13Q (12812.460000 sec): 3 clusters Score: Raw -304187.785804 + Penalty 3773.999832 = -300413.785972 nChanged 17 SP:Iteration 14Q (12812.670000 sec): 3 clusters Score: Raw -304201.136663 + Penalty 3773.999832 = -300427.136831 nChanged 16 SP:Iteration 15Q (12812.860000 sec): 3 clusters Score: Raw -304213.545922 + Penalty 3773.999832 = -300439.546090 nChanged 13 SP:Iteration 16Q (12813.020000 sec): 3 clusters Score: Raw -304226.363590 + Penalty 3773.999832 = -300452.363757 nChanged 12 SP:Iteration 17Q (12813.160000 sec): 3 clusters Score: Raw -304238.217858 + Penalty 3773.999832 = -300464.218026 nChanged 7 SP:Iteration 18Q (12813.360000 sec): 3 clusters Score: Raw -304242.997840 + Penalty 3773.999832 = -300468.998008 nChanged 5 SP:Iteration 19Q (12813.570000 sec): 3 clusters Score: Raw -304247.922850 + Penalty 3773.999832 = -300473.923018 nChanged 2 SP:Iteration 20F (12813.740000 sec): 3 clusters Score: Raw -304249.343375 + Penalty 3773.999832 = -300475.343543 nChanged 1 SP:Iteration 21Q (12813.960000 sec): 3 clusters Score: Raw -304249.823833 + Penalty 3773.999832 = -300475.824001 nChanged 1 SP:Iteration 22Q (12814.140000 sec): 3 clusters Score: Raw -304250.244389 + Penalty 3773.999832 = -300476.244557 nChanged 0 SP:Iteration 23F (12814.360000 sec): 3 clusters Score: Raw -304250.244389 + Penalty 3773.999832 = -300476.244557 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (2943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12814.480000 sec): 2 clusters Score: Raw -435542.259960 + Penalty 1980.821818 = -433561.438142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12814.650000 sec): 3 clusters Score: Raw -434308.565048 + Penalty 3961.643635 = -430346.921413 nChanged 1018 SP:Iteration 1F (12814.850000 sec): 3 clusters Score: Raw -435076.246765 + Penalty 3961.643635 = -431114.603130 nChanged 277 SP:Iteration 2F (12815.070000 sec): 3 clusters Score: Raw -435376.992816 + Penalty 3961.643635 = -431415.349181 nChanged 205 SP:Iteration 3F (12815.270000 sec): 3 clusters Score: Raw -435581.675812 + Penalty 3961.643635 = -431620.032177 nChanged 152 SP:Iteration 4F (12815.470000 sec): 3 clusters Score: Raw -435722.360882 + Penalty 3961.643635 = -431760.717246 nChanged 129 SP:Iteration 5Q (12815.650000 sec): 3 clusters Score: Raw -435854.762777 + Penalty 3961.643635 = -431893.119142 nChanged 122 SP:Iteration 6Q (12815.840000 sec): 3 clusters Score: Raw -435990.041671 + Penalty 3961.643635 = -432028.398036 nChanged 103 SP:Iteration 7Q (12816.020000 sec): 3 clusters Score: Raw -436094.153576 + Penalty 3961.643635 = -432132.509941 nChanged 104 SP:Iteration 8Q (12816.220000 sec): 3 clusters Score: Raw -436186.797472 + Penalty 3961.643635 = -432225.153837 nChanged 79 SP:Iteration 9Q (12816.420000 sec): 3 clusters Score: Raw -436252.868288 + Penalty 3961.643635 = -432291.224653 nChanged 57 SP:Iteration 10Q (12816.570000 sec): 3 clusters Score: Raw -436293.190371 + Penalty 3961.643635 = -432331.546736 nChanged 37 SP:Iteration 11Q (12816.790000 sec): 3 clusters Score: Raw -436323.074305 + Penalty 3961.643635 = -432361.430670 nChanged 33 SP:Iteration 12Q (12816.970000 sec): 3 clusters Score: Raw -436343.052107 + Penalty 3961.643635 = -432381.408472 nChanged 17 SP:Iteration 13Q (12817.190000 sec): 3 clusters Score: Raw -436353.608858 + Penalty 3961.643635 = -432391.965223 nChanged 11 SP:Iteration 14Q (12817.380000 sec): 3 clusters Score: Raw -436358.546862 + Penalty 3961.643635 = -432396.903227 nChanged 5 SP:Iteration 15Q (12817.580000 sec): 3 clusters Score: Raw -436360.509260 + Penalty 3961.643635 = -432398.865625 nChanged 4 SP:Iteration 16Q (12817.720000 sec): 3 clusters Score: Raw -436361.849869 + Penalty 3961.643635 = -432400.206234 nChanged 2 SP:Iteration 17Q (12817.910000 sec): 3 clusters Score: Raw -436362.750276 + Penalty 3961.643635 = -432401.106641 nChanged 1 SP:Iteration 18Q (12818.110000 sec): 3 clusters Score: Raw -436363.068382 + Penalty 3961.643635 = -432401.424747 nChanged 1 SP:Iteration 19Q (12818.260000 sec): 3 clusters Score: Raw -436363.540969 + Penalty 3961.643635 = -432401.897334 nChanged 1 SP:Iteration 20F (12818.460000 sec): 3 clusters Score: Raw -436363.796701 + Penalty 3961.643635 = -432402.153066 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (22981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12818.650000 sec): 2 clusters Score: Raw -3497325.142979 + Penalty 2490.520921 = -3494834.622059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12818.930000 sec): 3 clusters Score: Raw -3483807.580996 + Penalty 4981.041841 = -3478826.539155 nChanged 10324 SP:Iteration 1F (12819.270000 sec): 3 clusters Score: Raw -3489571.948237 + Penalty 4981.041841 = -3484590.906396 nChanged 1382 SP:Iteration 2F (12819.580000 sec): 3 clusters Score: Raw -3490302.430978 + Penalty 4981.041841 = -3485321.389137 nChanged 1508 SP:Iteration 3F (12819.880000 sec): 3 clusters Score: Raw -3491392.338707 + Penalty 4981.041841 = -3486411.296866 nChanged 1743 SP:Iteration 4F (12820.210000 sec): 3 clusters Score: Raw -3492849.451195 + Penalty 4981.041841 = -3487868.409354 nChanged 1827 SP:Iteration 5F (12820.520000 sec): 3 clusters Score: Raw -3494265.854096 + Penalty 4981.041841 = -3489284.812255 nChanged 1565 SP:Iteration 6F (12820.820000 sec): 3 clusters Score: Raw -3495250.147315 + Penalty 4981.041841 = -3490269.105474 nChanged 1153 SP:Iteration 7F (12821.100000 sec): 3 clusters Score: Raw -3495808.169244 + Penalty 4981.041841 = -3490827.127403 nChanged 803 SP:Iteration 8Q (12821.430000 sec): 3 clusters Score: Raw -3496136.410395 + Penalty 4981.041841 = -3491155.368554 nChanged 634 SP:Iteration 9Q (12821.690000 sec): 3 clusters Score: Raw -3496398.422753 + Penalty 4981.041841 = -3491417.380912 nChanged 566 SP:Iteration 10Q (12822.010000 sec): 3 clusters Score: Raw -3496644.282194 + Penalty 4981.041841 = -3491663.240353 nChanged 544 SP:Iteration 11Q (12822.330000 sec): 3 clusters Score: Raw -3496935.157915 + Penalty 4981.041841 = -3491954.116074 nChanged 586 SP:Iteration 12Q (12822.600000 sec): 3 clusters Score: Raw -3497320.306598 + Penalty 4981.041841 = -3492339.264757 nChanged 645 SP:Iteration 13Q (12822.870000 sec): 3 clusters Score: Raw -3497738.249599 + Penalty 4981.041841 = -3492757.207758 nChanged 656 SP:Iteration 14Q (12823.180000 sec): 3 clusters Score: Raw -3498113.944160 + Penalty 4981.041841 = -3493132.902319 nChanged 544 SP:Iteration 15Q (12823.500000 sec): 3 clusters Score: Raw -3498374.563726 + Penalty 4981.041841 = -3493393.521885 nChanged 414 SP:Iteration 16Q (12823.790000 sec): 3 clusters Score: Raw -3498522.615650 + Penalty 4981.041841 = -3493541.573809 nChanged 281 SP:Iteration 17Q (12824.060000 sec): 3 clusters Score: Raw -3498604.950631 + Penalty 4981.041841 = -3493623.908790 nChanged 221 SP:Iteration 18Q (12824.330000 sec): 3 clusters Score: Raw -3498658.890102 + Penalty 4981.041841 = -3493677.848261 nChanged 175 SP:Iteration 19Q (12824.620000 sec): 3 clusters Score: Raw -3498692.944422 + Penalty 4981.041841 = -3493711.902581 nChanged 141 SP:Iteration 20F (12824.880000 sec): 3 clusters Score: Raw -3498719.051758 + Penalty 4981.041841 = -3493738.009917 nChanged 114 SP:Iteration 21Q (12825.150000 sec): 3 clusters Score: Raw -3498737.860531 + Penalty 4981.041841 = -3493756.818690 nChanged 92 SP:Iteration 22Q (12825.450000 sec): 3 clusters Score: Raw -3498751.116169 + Penalty 4981.041841 = -3493770.074328 nChanged 70 SP:Iteration 23Q (12825.720000 sec): 3 clusters Score: Raw -3498759.937807 + Penalty 4981.041841 = -3493778.895966 nChanged 57 SP:Iteration 24Q (12826.020000 sec): 3 clusters Score: Raw -3498766.955857 + Penalty 4981.041841 = -3493785.914016 nChanged 70 SP:Iteration 25Q (12826.310000 sec): 3 clusters Score: Raw -3498775.357385 + Penalty 4981.041841 = -3493794.315544 nChanged 53 SP:Iteration 26Q (12826.600000 sec): 3 clusters Score: Raw -3498780.656134 + Penalty 4981.041841 = -3493799.614293 nChanged 40 SP:Iteration 27Q (12826.870000 sec): 3 clusters Score: Raw -3498784.471054 + Penalty 4981.041841 = -3493803.429213 nChanged 30 SP:Iteration 28Q (12827.160000 sec): 3 clusters Score: Raw -3498786.427923 + Penalty 4981.041841 = -3493805.386082 nChanged 21 SP:Iteration 29Q (12827.450000 sec): 3 clusters Score: Raw -3498788.683796 + Penalty 4981.041841 = -3493807.641955 nChanged 24 SP:Iteration 30Q (12827.740000 sec): 3 clusters Score: Raw -3498791.014480 + Penalty 4981.041841 = -3493809.972639 nChanged 25 SP:Iteration 31Q (12828.060000 sec): 3 clusters Score: Raw -3498793.300181 + Penalty 4981.041841 = -3493812.258340 nChanged 21 SP:Iteration 32Q (12828.330000 sec): 3 clusters Score: Raw -3498795.078491 + Penalty 4981.041841 = -3493814.036650 nChanged 12 SP:Iteration 33Q (12828.640000 sec): 3 clusters Score: Raw -3498795.650887 + Penalty 4981.041841 = -3493814.609046 nChanged 9 SP:Iteration 34Q (12828.920000 sec): 3 clusters Score: Raw -3498796.177907 + Penalty 4981.041841 = -3493815.136066 nChanged 4 SP:Iteration 35Q (12829.240000 sec): 3 clusters Score: Raw -3498796.361014 + Penalty 4981.041841 = -3493815.319173 nChanged 3 SP:Iteration 36Q (12829.520000 sec): 3 clusters Score: Raw -3498796.506709 + Penalty 4981.041841 = -3493815.464868 nChanged 0 SP:Iteration 37F (12829.830000 sec): 3 clusters Score: Raw -3498796.506709 + Penalty 4981.041841 = -3493815.464868 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (166480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12830.600000 sec): 2 clusters Score: Raw -25304862.499102 + Penalty 2981.612354 = -25301880.886748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12831.660000 sec): 3 clusters Score: Raw -25196252.080026 + Penalty 5963.224709 = -25190288.855317 nChanged 79702 SP:Iteration 1F (12832.610000 sec): 3 clusters Score: Raw -25243004.520791 + Penalty 5963.224709 = -25237041.296082 nChanged 4978 SP:Iteration 2Q (12833.650000 sec): 3 clusters Score: Raw -25244145.224088 + Penalty 5963.224709 = -25238181.999380 nChanged 5372 SP:Iteration 3Q (12834.660000 sec): 3 clusters Score: Raw -25245643.798956 + Penalty 5963.224709 = -25239680.574248 nChanged 6143 SP:Iteration 4Q (12835.630000 sec): 3 clusters Score: Raw -25247880.511198 + Penalty 5963.224709 = -25241917.286489 nChanged 7576 SP:Iteration 5Q (12836.600000 sec): 3 clusters Score: Raw -25251646.089748 + Penalty 5963.224709 = -25245682.865039 nChanged 9451 SP:Iteration 6F (12837.590000 sec): 3 clusters Score: Raw -25257887.783149 + Penalty 5963.224709 = -25251924.558440 nChanged 11357 SP:Iteration 7F (12838.590000 sec): 3 clusters Score: Raw -25267561.378008 + Penalty 5963.224709 = -25261598.153299 nChanged 12576 SP:Iteration 8F (12839.640000 sec): 3 clusters Score: Raw -25279912.880077 + Penalty 5963.224709 = -25273949.655369 nChanged 11868 SP:Iteration 9F (12840.730000 sec): 3 clusters Score: Raw -25291545.007660 + Penalty 5963.224709 = -25285581.782952 nChanged 9974 SP:Iteration 10F (12841.720000 sec): 3 clusters Score: Raw -25300542.319005 + Penalty 5963.224709 = -25294579.094297 nChanged 7864 SP:Iteration 11Q (12842.710000 sec): 3 clusters Score: Raw -25307372.386003 + Penalty 5963.224709 = -25301409.161295 nChanged 6229 SP:Iteration 12Q (12843.680000 sec): 3 clusters Score: Raw -25312434.210918 + Penalty 5963.224709 = -25306470.986210 nChanged 4572 SP:Iteration 13Q (12844.670000 sec): 3 clusters Score: Raw -25315638.541851 + Penalty 5963.224709 = -25309675.317142 nChanged 3443 SP:Iteration 14Q (12845.610000 sec): 3 clusters Score: Raw -25317560.394633 + Penalty 5963.224709 = -25311597.169924 nChanged 2596 SP:Iteration 15Q (12846.540000 sec): 3 clusters Score: Raw -25318677.586293 + Penalty 5963.224709 = -25312714.361584 nChanged 2004 SP:Iteration 16Q (12847.500000 sec): 3 clusters Score: Raw -25319378.378634 + Penalty 5963.224709 = -25313415.153926 nChanged 1549 SP:Iteration 17Q (12848.410000 sec): 3 clusters Score: Raw -25319829.360548 + Penalty 5963.224709 = -25313866.135839 nChanged 1250 SP:Iteration 18Q (12849.320000 sec): 3 clusters Score: Raw -25320142.676244 + Penalty 5963.224709 = -25314179.451535 nChanged 975 SP:Iteration 19Q (12850.220000 sec): 3 clusters Score: Raw -25320354.494979 + Penalty 5963.224709 = -25314391.270270 nChanged 736 SP:Iteration 20F (12851.210000 sec): 3 clusters Score: Raw -25320490.388846 + Penalty 5963.224709 = -25314527.164137 nChanged 547 SP:Iteration 21Q (12852.080000 sec): 3 clusters Score: Raw -25320574.477866 + Penalty 5963.224709 = -25314611.253157 nChanged 444 SP:Iteration 22Q (12852.990000 sec): 3 clusters Score: Raw -25320632.608604 + Penalty 5963.224709 = -25314669.383895 nChanged 336 SP:Iteration 23Q (12853.900000 sec): 3 clusters Score: Raw -25320665.741313 + Penalty 5963.224709 = -25314702.516604 nChanged 253 SP:Iteration 24Q (12854.890000 sec): 3 clusters Score: Raw -25320686.457033 + Penalty 5963.224709 = -25314723.232325 nChanged 188 SP:Iteration 25Q (12855.820000 sec): 3 clusters Score: Raw -25320700.787068 + Penalty 5963.224709 = -25314737.562360 nChanged 147 SP:Iteration 26Q (12856.810000 sec): 3 clusters Score: Raw -25320710.738727 + Penalty 5963.224709 = -25314747.514018 nChanged 114 SP:Iteration 27Q (12857.740000 sec): 3 clusters Score: Raw -25320716.320620 + Penalty 5963.224709 = -25314753.095912 nChanged 75 SP:Iteration 28Q (12858.650000 sec): 3 clusters Score: Raw -25320719.872357 + Penalty 5963.224709 = -25314756.647649 nChanged 63 SP:Iteration 29Q (12859.620000 sec): 3 clusters Score: Raw -25320722.447019 + Penalty 5963.224709 = -25314759.222310 nChanged 51 SP:Iteration 30Q (12860.620000 sec): 3 clusters Score: Raw -25320724.514430 + Penalty 5963.224709 = -25314761.289721 nChanged 40 SP:Iteration 31Q (12861.530000 sec): 3 clusters Score: Raw -25320726.085924 + Penalty 5963.224709 = -25314762.861215 nChanged 37 SP:Iteration 32Q (12862.370000 sec): 3 clusters Score: Raw -25320727.674180 + Penalty 5963.224709 = -25314764.449471 nChanged 33 SP:Iteration 33Q (12863.250000 sec): 3 clusters Score: Raw -25320729.201858 + Penalty 5963.224709 = -25314765.977149 nChanged 39 SP:Iteration 34Q (12864.070000 sec): 3 clusters Score: Raw -25320730.480403 + Penalty 5963.224709 = -25314767.255695 nChanged 26 SP:Iteration 35Q (12864.960000 sec): 3 clusters Score: Raw -25320731.442390 + Penalty 5963.224709 = -25314768.217681 nChanged 24 SP:Iteration 36Q (12865.830000 sec): 3 clusters Score: Raw -25320732.204526 + Penalty 5963.224709 = -25314768.979817 nChanged 14 SP:Iteration 37Q (12866.670000 sec): 3 clusters Score: Raw -25320732.664102 + Penalty 5963.224709 = -25314769.439393 nChanged 15 SP:Iteration 38Q (12867.570000 sec): 3 clusters Score: Raw -25320733.121404 + Penalty 5963.224709 = -25314769.896695 nChanged 13 SP:Iteration 39Q (12868.400000 sec): 3 clusters Score: Raw -25320733.474164 + Penalty 5963.224709 = -25314770.249456 nChanged 7 SP:Iteration 40F (12869.400000 sec): 3 clusters Score: Raw -25320733.659602 + Penalty 5963.224709 = -25314770.434893 nChanged 7 SP:Iteration 41Q (12870.310000 sec): 3 clusters Score: Raw -25320733.829961 + Penalty 5963.224709 = -25314770.605252 nChanged 3 SP:Iteration 42Q (12871.270000 sec): 3 clusters Score: Raw -25320733.886108 + Penalty 5963.224709 = -25314770.661399 nChanged 0 SP:Iteration 43F (12872.290000 sec): 3 clusters Score: Raw -25320733.886108 + Penalty 5963.224709 = -25314770.661399 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (15040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12872.550000 sec): 2 clusters Score: Raw -2273487.320885 + Penalty 2385.380212 = -2271101.940673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12872.790000 sec): 3 clusters Score: Raw -2265084.973233 + Penalty 4770.760424 = -2260314.212809 nChanged 6447 SP:Iteration 1F (12873.060000 sec): 3 clusters Score: Raw -2268478.963305 + Penalty 4770.760424 = -2263708.202881 nChanged 853 SP:Iteration 2F (12873.360000 sec): 3 clusters Score: Raw -2268814.776972 + Penalty 4770.760424 = -2264044.016547 nChanged 690 SP:Iteration 3Q (12873.630000 sec): 3 clusters Score: Raw -2269069.004552 + Penalty 4770.760424 = -2264298.244127 nChanged 581 SP:Iteration 4Q (12873.850000 sec): 3 clusters Score: Raw -2269289.725822 + Penalty 4770.760424 = -2264518.965397 nChanged 572 SP:Iteration 5Q (12874.120000 sec): 3 clusters Score: Raw -2269521.096610 + Penalty 4770.760424 = -2264750.336186 nChanged 585 SP:Iteration 6Q (12874.360000 sec): 3 clusters Score: Raw -2269777.180256 + Penalty 4770.760424 = -2265006.419831 nChanged 595 SP:Iteration 7Q (12874.620000 sec): 3 clusters Score: Raw -2270059.794044 + Penalty 4770.760424 = -2265289.033620 nChanged 615 SP:Iteration 8Q (12874.920000 sec): 3 clusters Score: Raw -2270365.646063 + Penalty 4770.760424 = -2265594.885639 nChanged 666 SP:Iteration 9Q (12875.140000 sec): 3 clusters Score: Raw -2270762.950172 + Penalty 4770.760424 = -2265992.189748 nChanged 706 SP:Iteration 10Q (12875.410000 sec): 3 clusters Score: Raw -2271239.296439 + Penalty 4770.760424 = -2266468.536014 nChanged 684 SP:Iteration 11Q (12875.650000 sec): 3 clusters Score: Raw -2271727.083472 + Penalty 4770.760424 = -2266956.323047 nChanged 627 SP:Iteration 12Q (12875.970000 sec): 3 clusters Score: Raw -2272207.586355 + Penalty 4770.760424 = -2267436.825931 nChanged 515 SP:Iteration 13Q (12876.210000 sec): 3 clusters Score: Raw -2272615.419370 + Penalty 4770.760424 = -2267844.658946 nChanged 394 SP:Iteration 14Q (12876.510000 sec): 3 clusters Score: Raw -2272951.141716 + Penalty 4770.760424 = -2268180.381292 nChanged 355 SP:Iteration 15Q (12876.720000 sec): 3 clusters Score: Raw -2273270.280341 + Penalty 4770.760424 = -2268499.519917 nChanged 270 SP:Iteration 16Q (12876.960000 sec): 3 clusters Score: Raw -2273501.697322 + Penalty 4770.760424 = -2268730.936898 nChanged 181 SP:Iteration 17Q (12877.220000 sec): 3 clusters Score: Raw -2273630.936835 + Penalty 4770.760424 = -2268860.176411 nChanged 117 SP:Iteration 18Q (12877.490000 sec): 3 clusters Score: Raw -2273707.975368 + Penalty 4770.760424 = -2268937.214943 nChanged 82 SP:Iteration 19Q (12877.740000 sec): 3 clusters Score: Raw -2273757.191840 + Penalty 4770.760424 = -2268986.431416 nChanged 64 SP:Iteration 20F (12877.970000 sec): 3 clusters Score: Raw -2273798.144401 + Penalty 4770.760424 = -2269027.383977 nChanged 47 SP:Iteration 21Q (12878.250000 sec): 3 clusters Score: Raw -2273826.412707 + Penalty 4770.760424 = -2269055.652283 nChanged 38 SP:Iteration 22Q (12878.440000 sec): 3 clusters Score: Raw -2273844.068673 + Penalty 4770.760424 = -2269073.308248 nChanged 26 SP:Iteration 23Q (12878.710000 sec): 3 clusters Score: Raw -2273859.133603 + Penalty 4770.760424 = -2269088.373178 nChanged 30 SP:Iteration 24Q (12878.950000 sec): 3 clusters Score: Raw -2273875.230018 + Penalty 4770.760424 = -2269104.469594 nChanged 23 SP:Iteration 25Q (12879.180000 sec): 3 clusters Score: Raw -2273888.178250 + Penalty 4770.760424 = -2269117.417826 nChanged 23 SP:Iteration 26Q (12879.440000 sec): 3 clusters Score: Raw -2273897.709848 + Penalty 4770.760424 = -2269126.949424 nChanged 16 SP:Iteration 27Q (12879.710000 sec): 3 clusters Score: Raw -2273906.980638 + Penalty 4770.760424 = -2269136.220214 nChanged 16 SP:Iteration 28Q (12879.960000 sec): 3 clusters Score: Raw -2273913.980617 + Penalty 4770.760424 = -2269143.220193 nChanged 8 SP:Iteration 29Q (12880.230000 sec): 3 clusters Score: Raw -2273919.322724 + Penalty 4770.760424 = -2269148.562300 nChanged 4 SP:Iteration 30Q (12880.510000 sec): 3 clusters Score: Raw -2273921.188036 + Penalty 4770.760424 = -2269150.427612 nChanged 5 SP:Iteration 31Q (12880.750000 sec): 3 clusters Score: Raw -2273924.126299 + Penalty 4770.760424 = -2269153.365875 nChanged 3 SP:Iteration 32Q (12880.970000 sec): 3 clusters Score: Raw -2273925.702825 + Penalty 4770.760424 = -2269154.942401 nChanged 3 SP:Iteration 33Q (12881.210000 sec): 3 clusters Score: Raw -2273926.691704 + Penalty 4770.760424 = -2269155.931280 nChanged 1 SP:Iteration 34Q (12881.490000 sec): 3 clusters Score: Raw -2273927.125052 + Penalty 4770.760424 = -2269156.364628 nChanged 1 SP:Iteration 35Q (12881.690000 sec): 3 clusters Score: Raw -2273927.376532 + Penalty 4770.760424 = -2269156.616108 nChanged 0 SP:Iteration 36F (12881.950000 sec): 3 clusters Score: Raw -2273927.376532 + Penalty 4770.760424 = -2269156.616108 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12882.030000 sec): 2 clusters Score: Raw -11140.556341 + Penalty 1124.084674 = -10016.471666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12882.260000 sec): 3 clusters Score: Raw -11503.628972 + Penalty 2248.169349 = -9255.459624 nChanged 1 SP:Iteration 1Q (12882.420000 sec): 3 clusters Score: Raw -11534.975000 + Penalty 2248.169349 = -9286.805652 nChanged 0 SP:Iteration 2F (12882.580000 sec): 3 clusters Score: Raw -11534.975000 + Penalty 2248.169349 = -9286.805652 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (4939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12882.730000 sec): 2 clusters Score: Raw -715463.576414 + Penalty 2109.219704 = -713354.356710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12882.920000 sec): 3 clusters Score: Raw -713113.367391 + Penalty 4218.439408 = -708894.927984 nChanged 1889 SP:Iteration 1F (12883.160000 sec): 3 clusters Score: Raw -714160.658358 + Penalty 4218.439408 = -709942.218950 nChanged 351 SP:Iteration 2F (12883.310000 sec): 3 clusters Score: Raw -714347.851012 + Penalty 4218.439408 = -710129.411604 nChanged 222 SP:Iteration 3Q (12883.520000 sec): 3 clusters Score: Raw -714482.331252 + Penalty 4218.439408 = -710263.891845 nChanged 204 SP:Iteration 4Q (12883.700000 sec): 3 clusters Score: Raw -714625.944718 + Penalty 4218.439408 = -710407.505311 nChanged 210 SP:Iteration 5Q (12883.910000 sec): 3 clusters Score: Raw -714773.827104 + Penalty 4218.439408 = -710555.387696 nChanged 197 SP:Iteration 6Q (12884.080000 sec): 3 clusters Score: Raw -714929.059664 + Penalty 4218.439408 = -710710.620256 nChanged 205 SP:Iteration 7Q (12884.290000 sec): 3 clusters Score: Raw -715104.299401 + Penalty 4218.439408 = -710885.859994 nChanged 211 SP:Iteration 8Q (12884.540000 sec): 3 clusters Score: Raw -715319.603764 + Penalty 4218.439408 = -711101.164357 nChanged 250 SP:Iteration 9F (12884.710000 sec): 3 clusters Score: Raw -715617.585055 + Penalty 4218.439408 = -711399.145648 nChanged 278 SP:Iteration 10F (12884.890000 sec): 3 clusters Score: Raw -715958.685637 + Penalty 4218.439408 = -711740.246229 nChanged 271 SP:Iteration 11F (12885.130000 sec): 3 clusters Score: Raw -716223.638867 + Penalty 4218.439408 = -712005.199459 nChanged 195 SP:Iteration 12Q (12885.310000 sec): 3 clusters Score: Raw -716382.185242 + Penalty 4218.439408 = -712163.745834 nChanged 148 SP:Iteration 13Q (12885.500000 sec): 3 clusters Score: Raw -716478.544650 + Penalty 4218.439408 = -712260.105242 nChanged 107 SP:Iteration 14Q (12885.700000 sec): 3 clusters Score: Raw -716540.450897 + Penalty 4218.439408 = -712322.011490 nChanged 92 SP:Iteration 15Q (12885.910000 sec): 3 clusters Score: Raw -716591.831210 + Penalty 4218.439408 = -712373.391802 nChanged 70 SP:Iteration 16Q (12886.090000 sec): 3 clusters Score: Raw -716634.634132 + Penalty 4218.439408 = -712416.194725 nChanged 66 SP:Iteration 17Q (12886.310000 sec): 3 clusters Score: Raw -716673.612584 + Penalty 4218.439408 = -712455.173176 nChanged 56 SP:Iteration 18Q (12886.490000 sec): 3 clusters Score: Raw -716705.579764 + Penalty 4218.439408 = -712487.140357 nChanged 48 SP:Iteration 19Q (12886.690000 sec): 3 clusters Score: Raw -716726.863826 + Penalty 4218.439408 = -712508.424418 nChanged 31 SP:Iteration 20F (12886.900000 sec): 3 clusters Score: Raw -716739.251643 + Penalty 4218.439408 = -712520.812235 nChanged 18 SP:Iteration 21Q (12887.090000 sec): 3 clusters Score: Raw -716744.801608 + Penalty 4218.439408 = -712526.362200 nChanged 8 SP:Iteration 22Q (12887.290000 sec): 3 clusters Score: Raw -716746.870084 + Penalty 4218.439408 = -712528.430677 nChanged 8 SP:Iteration 23Q (12887.460000 sec): 3 clusters Score: Raw -716749.297499 + Penalty 4218.439408 = -712530.858091 nChanged 2 SP:Iteration 24Q (12887.680000 sec): 3 clusters Score: Raw -716749.977167 + Penalty 4218.439408 = -712531.537759 nChanged 4 SP:Iteration 25Q (12887.840000 sec): 3 clusters Score: Raw -716751.896536 + Penalty 4218.439408 = -712533.457129 nChanged 4 SP:Iteration 26Q (12888.060000 sec): 3 clusters Score: Raw -716752.924235 + Penalty 4218.439408 = -712534.484828 nChanged 2 SP:Iteration 27Q (12888.260000 sec): 3 clusters Score: Raw -716753.824024 + Penalty 4218.439408 = -712535.384616 nChanged 2 SP:Iteration 28Q (12888.480000 sec): 3 clusters Score: Raw -716755.148068 + Penalty 4218.439408 = -712536.708660 nChanged 3 SP:Iteration 29Q (12888.660000 sec): 3 clusters Score: Raw -716755.674657 + Penalty 4218.439408 = -712537.235249 nChanged 3 SP:Iteration 30Q (12888.870000 sec): 3 clusters Score: Raw -716756.766459 + Penalty 4218.439408 = -712538.327051 nChanged 5 SP:Iteration 31Q (12889.060000 sec): 3 clusters Score: Raw -716757.693481 + Penalty 4218.439408 = -712539.254073 nChanged 1 SP:Iteration 32Q (12889.310000 sec): 3 clusters Score: Raw -716757.935269 + Penalty 4218.439408 = -712539.495861 nChanged 1 SP:Iteration 33Q (12889.500000 sec): 3 clusters Score: Raw -716758.103596 + Penalty 4218.439408 = -712539.664188 nChanged 1 SP:Iteration 34Q (12889.700000 sec): 3 clusters Score: Raw -716758.502226 + Penalty 4218.439408 = -712540.062818 nChanged 2 SP:Iteration 35Q (12889.880000 sec): 3 clusters Score: Raw -716759.088572 + Penalty 4218.439408 = -712540.649164 nChanged 3 SP:Iteration 36Q (12890.100000 sec): 3 clusters Score: Raw -716759.783555 + Penalty 4218.439408 = -712541.344148 nChanged 0 SP:Iteration 37F (12890.310000 sec): 3 clusters Score: Raw -716759.783555 + Penalty 4218.439408 = -712541.344148 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12890.420000 sec): 2 clusters Score: Raw -64472.105139 + Penalty 1488.963993 = -62983.141146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12890.600000 sec): 3 clusters Score: Raw -64623.565618 + Penalty 2977.927985 = -61645.637633 nChanged 77 SP:Iteration 1F (12890.800000 sec): 3 clusters Score: Raw -64845.239200 + Penalty 2977.927985 = -61867.311214 nChanged 28 SP:Iteration 2F (12890.960000 sec): 3 clusters Score: Raw -64924.278266 + Penalty 2977.927985 = -61946.350281 nChanged 18 SP:Iteration 3Q (12891.150000 sec): 3 clusters Score: Raw -65006.064888 + Penalty 2977.927985 = -62028.136902 nChanged 16 SP:Iteration 4Q (12891.310000 sec): 3 clusters Score: Raw -65094.460821 + Penalty 2977.927985 = -62116.532836 nChanged 9 SP:Iteration 5Q (12891.470000 sec): 3 clusters Score: Raw -65121.250607 + Penalty 2977.927985 = -62143.322621 nChanged 9 SP:Iteration 6Q (12891.680000 sec): 3 clusters Score: Raw -65192.445966 + Penalty 2977.927985 = -62214.517981 nChanged 15 SP:Iteration 7Q (12891.830000 sec): 3 clusters Score: Raw -65278.652397 + Penalty 2977.927985 = -62300.724411 nChanged 8 SP:Iteration 8Q (12892.070000 sec): 3 clusters Score: Raw -65392.967727 + Penalty 2977.927985 = -62415.039742 nChanged 8 SP:Iteration 9Q (12892.200000 sec): 3 clusters Score: Raw -65422.663786 + Penalty 2977.927985 = -62444.735801 nChanged 7 SP:Iteration 10Q (12892.420000 sec): 3 clusters Score: Raw -65462.698863 + Penalty 2977.927985 = -62484.770877 nChanged 5 SP:Iteration 11Q (12892.620000 sec): 3 clusters Score: Raw -65475.733898 + Penalty 2977.927985 = -62497.805913 nChanged 2 SP:Iteration 12Q (12892.780000 sec): 3 clusters Score: Raw -65485.654830 + Penalty 2977.927985 = -62507.726845 nChanged 2 SP:Iteration 13Q (12892.980000 sec): 3 clusters Score: Raw -65498.181528 + Penalty 2977.927985 = -62520.253543 nChanged 3 SP:Iteration 14Q (12893.130000 sec): 3 clusters Score: Raw -65508.497917 + Penalty 2977.927985 = -62530.569932 nChanged 0 SP:Iteration 15F (12893.300000 sec): 3 clusters Score: Raw -65508.497917 + Penalty 2977.927985 = -62530.569932 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12893.400000 sec): 2 clusters Score: Raw -41679.692320 + Penalty 1417.822870 = -40261.869450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12893.560000 sec): 3 clusters Score: Raw -41836.310860 + Penalty 2835.645740 = -39000.665120 nChanged 53 SP:Iteration 1F (12893.760000 sec): 3 clusters Score: Raw -42019.458664 + Penalty 2835.645740 = -39183.812925 nChanged 5 SP:Iteration 2Q (12893.920000 sec): 3 clusters Score: Raw -42038.755967 + Penalty 2835.645740 = -39203.110227 nChanged 3 SP:Iteration 3Q (12894.120000 sec): 3 clusters Score: Raw -42044.271103 + Penalty 2835.645740 = -39208.625363 nChanged 3 SP:Iteration 4Q (12894.300000 sec): 3 clusters Score: Raw -42052.508068 + Penalty 2835.645740 = -39216.862328 nChanged 2 SP:Iteration 5Q (12894.500000 sec): 3 clusters Score: Raw -42062.944320 + Penalty 2835.645740 = -39227.298580 nChanged 1 SP:Iteration 6Q (12894.690000 sec): 3 clusters Score: Raw -42064.878018 + Penalty 2835.645740 = -39229.232278 nChanged 2 SP:Iteration 7Q (12894.860000 sec): 3 clusters Score: Raw -42076.741419 + Penalty 2835.645740 = -39241.095680 nChanged 1 SP:Iteration 8Q (12895.030000 sec): 3 clusters Score: Raw -42078.637518 + Penalty 2835.645740 = -39242.991778 nChanged 1 SP:Iteration 9Q (12895.220000 sec): 3 clusters Score: Raw -42091.923217 + Penalty 2835.645740 = -39256.277477 nChanged 1 SP:Iteration 10Q (12895.400000 sec): 3 clusters Score: Raw -42096.705809 + Penalty 2835.645740 = -39261.060069 nChanged 0 SP:Iteration 11F (12895.580000 sec): 3 clusters Score: Raw -42096.705809 + Penalty 2835.645740 = -39261.060069 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12895.670000 sec): 2 clusters Score: Raw -117675.326809 + Penalty 1670.767806 = -116004.559003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12895.830000 sec): 3 clusters Score: Raw -117566.080770 + Penalty 3341.535611 = -114224.545159 nChanged 217 SP:Iteration 1F (12896.030000 sec): 3 clusters Score: Raw -117964.443990 + Penalty 3341.535611 = -114622.908379 nChanged 67 SP:Iteration 2F (12896.250000 sec): 3 clusters Score: Raw -118120.871049 + Penalty 3341.535611 = -114779.335438 nChanged 29 SP:Iteration 3Q (12896.410000 sec): 3 clusters Score: Raw -118188.361386 + Penalty 3341.535611 = -114846.825775 nChanged 17 SP:Iteration 4Q (12896.610000 sec): 3 clusters Score: Raw -118217.707014 + Penalty 3341.535611 = -114876.171403 nChanged 12 SP:Iteration 5Q (12896.740000 sec): 3 clusters Score: Raw -118237.804093 + Penalty 3341.535611 = -114896.268482 nChanged 13 SP:Iteration 6Q (12896.870000 sec): 3 clusters Score: Raw -118261.925955 + Penalty 3341.535611 = -114920.390344 nChanged 12 SP:Iteration 7Q (12897.010000 sec): 3 clusters Score: Raw -118279.919386 + Penalty 3341.535611 = -114938.383775 nChanged 16 SP:Iteration 8Q (12897.200000 sec): 3 clusters Score: Raw -118334.080741 + Penalty 3341.535611 = -114992.545130 nChanged 26 SP:Iteration 9Q (12897.390000 sec): 3 clusters Score: Raw -118397.553305 + Penalty 3341.535611 = -115056.017694 nChanged 28 SP:Iteration 10Q (12897.580000 sec): 3 clusters Score: Raw -118476.867947 + Penalty 3341.535611 = -115135.332336 nChanged 30 SP:Iteration 11Q (12897.790000 sec): 3 clusters Score: Raw -118550.943739 + Penalty 3341.535611 = -115209.408128 nChanged 27 SP:Iteration 12Q (12897.960000 sec): 3 clusters Score: Raw -118619.731666 + Penalty 3341.535611 = -115278.196054 nChanged 25 SP:Iteration 13Q (12898.130000 sec): 3 clusters Score: Raw -118677.383419 + Penalty 3341.535611 = -115335.847808 nChanged 13 SP:Iteration 14Q (12898.300000 sec): 3 clusters Score: Raw -118700.113961 + Penalty 3341.535611 = -115358.578350 nChanged 10 SP:Iteration 15Q (12898.460000 sec): 3 clusters Score: Raw -118720.378320 + Penalty 3341.535611 = -115378.842709 nChanged 7 SP:Iteration 16Q (12898.690000 sec): 3 clusters Score: Raw -118730.703179 + Penalty 3341.535611 = -115389.167568 nChanged 4 SP:Iteration 17Q (12898.830000 sec): 3 clusters Score: Raw -118736.914549 + Penalty 3341.535611 = -115395.378938 nChanged 2 SP:Iteration 18Q (12898.990000 sec): 3 clusters Score: Raw -118743.608429 + Penalty 3341.535611 = -115402.072817 nChanged 4 SP:Iteration 19Q (12899.200000 sec): 3 clusters Score: Raw -118757.108161 + Penalty 3341.535611 = -115415.572550 nChanged 2 SP:Iteration 20F (12899.330000 sec): 3 clusters Score: Raw -118762.152760 + Penalty 3341.535611 = -115420.617149 nChanged 2 SP:Iteration 21Q (12899.530000 sec): 3 clusters Score: Raw -118767.257666 + Penalty 3341.535611 = -115425.722055 nChanged 4 SP:Iteration 22Q (12899.750000 sec): 3 clusters Score: Raw -118784.717043 + Penalty 3341.535611 = -115443.181432 nChanged 4 SP:Iteration 23Q (12899.890000 sec): 3 clusters Score: Raw -118789.958384 + Penalty 3341.535611 = -115448.422773 nChanged 2 SP:Iteration 24Q (12900.030000 sec): 3 clusters Score: Raw -118794.083248 + Penalty 3341.535611 = -115452.547637 nChanged 0 SP:Iteration 25F (12900.210000 sec): 3 clusters Score: Raw -118794.083248 + Penalty 3341.535611 = -115452.547637 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12900.340000 sec): 2 clusters Score: Raw -72848.220231 + Penalty 1640.784166 = -71207.436065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12900.500000 sec): 3 clusters Score: Raw -72970.905470 + Penalty 3281.568332 = -69689.337139 nChanged 227 SP:Iteration 1F (12900.700000 sec): 3 clusters Score: Raw -73737.998531 + Penalty 3281.568332 = -70456.430200 nChanged 108 SP:Iteration 2F (12900.900000 sec): 3 clusters Score: Raw -74388.673843 + Penalty 3281.568332 = -71107.105512 nChanged 71 SP:Iteration 3F (12901.050000 sec): 3 clusters Score: Raw -74871.130158 + Penalty 3281.568332 = -71589.561826 nChanged 56 SP:Iteration 4F (12901.250000 sec): 3 clusters Score: Raw -75277.701478 + Penalty 3281.568332 = -71996.133146 nChanged 29 SP:Iteration 5Q (12901.420000 sec): 3 clusters Score: Raw -75552.282117 + Penalty 3281.568332 = -72270.713786 nChanged 15 SP:Iteration 6Q (12901.610000 sec): 3 clusters Score: Raw -75624.278421 + Penalty 3281.568332 = -72342.710090 nChanged 11 SP:Iteration 7Q (12901.740000 sec): 3 clusters Score: Raw -75720.625722 + Penalty 3281.568332 = -72439.057391 nChanged 6 SP:Iteration 8Q (12901.860000 sec): 3 clusters Score: Raw -75774.293909 + Penalty 3281.568332 = -72492.725578 nChanged 3 SP:Iteration 9Q (12902.020000 sec): 3 clusters Score: Raw -75793.945065 + Penalty 3281.568332 = -72512.376733 nChanged 6 SP:Iteration 10Q (12902.130000 sec): 3 clusters Score: Raw -75855.765375 + Penalty 3281.568332 = -72574.197043 nChanged 5 SP:Iteration 11Q (12902.330000 sec): 3 clusters Score: Raw -75901.458059 + Penalty 3281.568332 = -72619.889727 nChanged 4 SP:Iteration 12Q (12902.530000 sec): 3 clusters Score: Raw -75916.771350 + Penalty 3281.568332 = -72635.203018 nChanged 2 SP:Iteration 13Q (12902.710000 sec): 3 clusters Score: Raw -75923.968338 + Penalty 3281.568332 = -72642.400007 nChanged 1 SP:Iteration 14Q (12902.890000 sec): 3 clusters Score: Raw -75926.954452 + Penalty 3281.568332 = -72645.386121 nChanged 2 SP:Iteration 15Q (12903.060000 sec): 3 clusters Score: Raw -75934.606533 + Penalty 3281.568332 = -72653.038202 nChanged 0 SP:Iteration 16F (12903.230000 sec): 3 clusters Score: Raw -75941.070613 + Penalty 3281.568332 = -72659.502281 nChanged 1 SP:Iteration 17Q (12903.400000 sec): 3 clusters Score: Raw -75970.778363 + Penalty 3281.568332 = -72689.210031 nChanged 3 SP:Iteration 18Q (12903.570000 sec): 3 clusters Score: Raw -76155.430804 + Penalty 3281.568332 = -72873.862472 nChanged 0 SP:Iteration 19F (12903.750000 sec): 3 clusters Score: Raw -76155.430804 + Penalty 3281.568332 = -72873.862472 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (1181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12903.850000 sec): 2 clusters Score: Raw -158762.501129 + Penalty 1754.380970 = -157008.120159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12903.970000 sec): 3 clusters Score: Raw -158618.101738 + Penalty 3508.761941 = -155109.339797 nChanged 363 SP:Iteration 1F (12904.150000 sec): 3 clusters Score: Raw -159080.540284 + Penalty 3508.761941 = -155571.778344 nChanged 110 SP:Iteration 2F (12904.300000 sec): 3 clusters Score: Raw -159390.735243 + Penalty 3508.761941 = -155881.973302 nChanged 120 SP:Iteration 3F (12904.470000 sec): 3 clusters Score: Raw -159685.015711 + Penalty 3508.761941 = -156176.253771 nChanged 100 SP:Iteration 4F (12904.670000 sec): 3 clusters Score: Raw -159974.875763 + Penalty 3508.761941 = -156466.113822 nChanged 70 SP:Iteration 5F (12904.860000 sec): 3 clusters Score: Raw -160155.613305 + Penalty 3508.761941 = -156646.851364 nChanged 52 SP:Iteration 6Q (12905.070000 sec): 3 clusters Score: Raw -160338.739852 + Penalty 3508.761941 = -156829.977911 nChanged 41 SP:Iteration 7Q (12905.220000 sec): 3 clusters Score: Raw -160474.094947 + Penalty 3508.761941 = -156965.333006 nChanged 19 SP:Iteration 8Q (12905.450000 sec): 3 clusters Score: Raw -160530.960815 + Penalty 3508.761941 = -157022.198874 nChanged 13 SP:Iteration 9Q (12905.630000 sec): 3 clusters Score: Raw -160573.771387 + Penalty 3508.761941 = -157065.009446 nChanged 5 SP:Iteration 10Q (12905.760000 sec): 3 clusters Score: Raw -160585.143574 + Penalty 3508.761941 = -157076.381633 nChanged 6 SP:Iteration 11Q (12905.920000 sec): 3 clusters Score: Raw -160592.632307 + Penalty 3508.761941 = -157083.870366 nChanged 2 SP:Iteration 12Q (12906.110000 sec): 3 clusters Score: Raw -160594.727043 + Penalty 3508.761941 = -157085.965102 nChanged 0 SP:Iteration 13F (12906.290000 sec): 3 clusters Score: Raw -160595.183306 + Penalty 3508.761941 = -157086.421365 nChanged 1 SP:Iteration 14Q (12906.470000 sec): 3 clusters Score: Raw -160597.084451 + Penalty 3508.761941 = -157088.322510 nChanged 1 SP:Iteration 15Q (12906.660000 sec): 3 clusters Score: Raw -160598.510518 + Penalty 3508.761941 = -157089.748578 nChanged 1 SP:Iteration 16Q (12906.840000 sec): 3 clusters Score: Raw -160599.676342 + Penalty 3508.761941 = -157090.914401 nChanged 1 SP:Iteration 17Q (12907.040000 sec): 3 clusters Score: Raw -160600.690208 + Penalty 3508.761941 = -157091.928267 nChanged 0 SP:Iteration 18F (12907.210000 sec): 3 clusters Score: Raw -160600.690208 + Penalty 3508.761941 = -157091.928267 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (3984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12907.360000 sec): 2 clusters Score: Raw -607225.584332 + Penalty 2055.930321 = -605169.654010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12907.540000 sec): 3 clusters Score: Raw -605387.012052 + Penalty 4111.860643 = -601275.151409 nChanged 1452 SP:Iteration 1F (12907.740000 sec): 3 clusters Score: Raw -606258.310722 + Penalty 4111.860643 = -602146.450080 nChanged 334 SP:Iteration 2F (12907.960000 sec): 3 clusters Score: Raw -606528.637839 + Penalty 4111.860643 = -602416.777196 nChanged 277 SP:Iteration 3F (12908.130000 sec): 3 clusters Score: Raw -606787.614833 + Penalty 4111.860643 = -602675.754190 nChanged 263 SP:Iteration 4F (12908.310000 sec): 3 clusters Score: Raw -607043.432162 + Penalty 4111.860643 = -602931.571519 nChanged 248 SP:Iteration 5F (12908.540000 sec): 3 clusters Score: Raw -607356.500994 + Penalty 4111.860643 = -603244.640351 nChanged 229 SP:Iteration 6F (12908.740000 sec): 3 clusters Score: Raw -607626.090480 + Penalty 4111.860643 = -603514.229837 nChanged 186 SP:Iteration 7Q (12908.910000 sec): 3 clusters Score: Raw -607813.973091 + Penalty 4111.860643 = -603702.112448 nChanged 140 SP:Iteration 8Q (12909.090000 sec): 3 clusters Score: Raw -607931.149768 + Penalty 4111.860643 = -603819.289125 nChanged 103 SP:Iteration 9Q (12909.310000 sec): 3 clusters Score: Raw -608002.348788 + Penalty 4111.860643 = -603890.488145 nChanged 73 SP:Iteration 10Q (12909.490000 sec): 3 clusters Score: Raw -608050.869942 + Penalty 4111.860643 = -603939.009299 nChanged 57 SP:Iteration 11Q (12909.700000 sec): 3 clusters Score: Raw -608083.350391 + Penalty 4111.860643 = -603971.489748 nChanged 32 SP:Iteration 12Q (12909.890000 sec): 3 clusters Score: Raw -608105.347165 + Penalty 4111.860643 = -603993.486522 nChanged 24 SP:Iteration 13Q (12910.070000 sec): 3 clusters Score: Raw -608116.981462 + Penalty 4111.860643 = -604005.120819 nChanged 16 SP:Iteration 14Q (12910.310000 sec): 3 clusters Score: Raw -608126.191716 + Penalty 4111.860643 = -604014.331074 nChanged 10 SP:Iteration 15Q (12910.490000 sec): 3 clusters Score: Raw -608131.930233 + Penalty 4111.860643 = -604020.069590 nChanged 9 SP:Iteration 16Q (12910.710000 sec): 3 clusters Score: Raw -608136.880300 + Penalty 4111.860643 = -604025.019657 nChanged 7 SP:Iteration 17Q (12910.910000 sec): 3 clusters Score: Raw -608141.018465 + Penalty 4111.860643 = -604029.157822 nChanged 5 SP:Iteration 18Q (12911.070000 sec): 3 clusters Score: Raw -608143.391684 + Penalty 4111.860643 = -604031.531041 nChanged 3 SP:Iteration 19Q (12911.230000 sec): 3 clusters Score: Raw -608144.969246 + Penalty 4111.860643 = -604033.108604 nChanged 4 SP:Iteration 20F (12911.450000 sec): 3 clusters Score: Raw -608145.965638 + Penalty 4111.860643 = -604034.104995 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12911.540000 sec): 2 clusters Score: Raw -37539.297471 + Penalty 1397.427822 = -36141.869649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12911.770000 sec): 3 clusters Score: Raw -37734.158225 + Penalty 2794.855643 = -34939.302582 nChanged 30 SP:Iteration 1F (12911.920000 sec): 3 clusters Score: Raw -37845.324107 + Penalty 2794.855643 = -35050.468464 nChanged 7 SP:Iteration 2Q (12912.080000 sec): 3 clusters Score: Raw -37865.989484 + Penalty 2794.855643 = -35071.133841 nChanged 2 SP:Iteration 3Q (12912.270000 sec): 3 clusters Score: Raw -37878.586404 + Penalty 2794.855643 = -35083.730761 nChanged 2 SP:Iteration 4Q (12912.440000 sec): 3 clusters Score: Raw -37888.234101 + Penalty 2794.855643 = -35093.378457 nChanged 0 SP:Iteration 5F (12912.570000 sec): 3 clusters Score: Raw -37888.234101 + Penalty 2794.855643 = -35093.378457 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12912.660000 sec): 2 clusters Score: Raw -128021.519486 + Penalty 1673.401459 = -126348.118028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12912.860000 sec): 3 clusters Score: Raw -127934.014812 + Penalty 3346.802917 = -124587.211894 nChanged 215 SP:Iteration 1F (12913.060000 sec): 3 clusters Score: Raw -128490.212901 + Penalty 3346.802917 = -125143.409983 nChanged 109 SP:Iteration 2F (12913.230000 sec): 3 clusters Score: Raw -128851.160619 + Penalty 3346.802917 = -125504.357702 nChanged 85 SP:Iteration 3F (12913.430000 sec): 3 clusters Score: Raw -129103.693598 + Penalty 3346.802917 = -125756.890680 nChanged 42 SP:Iteration 4Q (12913.620000 sec): 3 clusters Score: Raw -129245.157604 + Penalty 3346.802917 = -125898.354687 nChanged 34 SP:Iteration 5Q (12913.780000 sec): 3 clusters Score: Raw -129369.017822 + Penalty 3346.802917 = -126022.214904 nChanged 19 SP:Iteration 6Q (12913.930000 sec): 3 clusters Score: Raw -129495.174695 + Penalty 3346.802917 = -126148.371778 nChanged 8 SP:Iteration 7Q (12914.140000 sec): 3 clusters Score: Raw -129542.099147 + Penalty 3346.802917 = -126195.296230 nChanged 10 SP:Iteration 8Q (12914.270000 sec): 3 clusters Score: Raw -129595.431200 + Penalty 3346.802917 = -126248.628283 nChanged 7 SP:Iteration 9Q (12914.480000 sec): 3 clusters Score: Raw -129615.017695 + Penalty 3346.802917 = -126268.214778 nChanged 6 SP:Iteration 10Q (12914.650000 sec): 3 clusters Score: Raw -129626.769230 + Penalty 3346.802917 = -126279.966313 nChanged 3 SP:Iteration 11Q (12914.820000 sec): 3 clusters Score: Raw -129631.678972 + Penalty 3346.802917 = -126284.876054 nChanged 3 SP:Iteration 12Q (12914.990000 sec): 3 clusters Score: Raw -129640.039848 + Penalty 3346.802917 = -126293.236930 nChanged 4 SP:Iteration 13Q (12915.170000 sec): 3 clusters Score: Raw -129650.462455 + Penalty 3346.802917 = -126303.659537 nChanged 5 SP:Iteration 14Q (12915.390000 sec): 3 clusters Score: Raw -129664.529437 + Penalty 3346.802917 = -126317.726520 nChanged 3 SP:Iteration 15Q (12915.530000 sec): 3 clusters Score: Raw -129673.206725 + Penalty 3346.802917 = -126326.403808 nChanged 5 SP:Iteration 16Q (12915.730000 sec): 3 clusters Score: Raw -129685.285775 + Penalty 3346.802917 = -126338.482858 nChanged 4 SP:Iteration 17Q (12915.910000 sec): 3 clusters Score: Raw -129693.939992 + Penalty 3346.802917 = -126347.137075 nChanged 6 SP:Iteration 18Q (12916.070000 sec): 3 clusters Score: Raw -129711.454852 + Penalty 3346.802917 = -126364.651935 nChanged 5 SP:Iteration 19Q (12916.250000 sec): 3 clusters Score: Raw -129725.560552 + Penalty 3346.802917 = -126378.757634 nChanged 4 SP:Iteration 20F (12916.430000 sec): 3 clusters Score: Raw -129737.488802 + Penalty 3346.802917 = -126390.685885 nChanged 4 SP:Iteration 21Q (12916.570000 sec): 3 clusters Score: Raw -129758.354805 + Penalty 3346.802917 = -126411.551887 nChanged 4 SP:Iteration 22Q (12916.750000 sec): 3 clusters Score: Raw -129778.261029 + Penalty 3346.802917 = -126431.458112 nChanged 3 SP:Iteration 23Q (12916.950000 sec): 3 clusters Score: Raw -129784.313592 + Penalty 3346.802917 = -126437.510675 nChanged 4 SP:Iteration 24Q (12917.140000 sec): 3 clusters Score: Raw -129796.026581 + Penalty 3346.802917 = -126449.223664 nChanged 7 SP:Iteration 25Q (12917.330000 sec): 3 clusters Score: Raw -129838.179694 + Penalty 3346.802917 = -126491.376777 nChanged 10 SP:Iteration 26Q (12917.500000 sec): 3 clusters Score: Raw -129869.516093 + Penalty 3346.802917 = -126522.713176 nChanged 5 SP:Iteration 27Q (12917.650000 sec): 3 clusters Score: Raw -129889.797350 + Penalty 3346.802917 = -126542.994433 nChanged 7 SP:Iteration 28Q (12917.830000 sec): 3 clusters Score: Raw -129927.243916 + Penalty 3346.802917 = -126580.440999 nChanged 4 SP:Iteration 29Q (12917.990000 sec): 3 clusters Score: Raw -129942.318375 + Penalty 3346.802917 = -126595.515457 nChanged 3 SP:Iteration 30Q (12918.210000 sec): 3 clusters Score: Raw -129952.252675 + Penalty 3346.802917 = -126605.449758 nChanged 3 SP:Iteration 31Q (12918.370000 sec): 3 clusters Score: Raw -129959.817833 + Penalty 3346.802917 = -126613.014916 nChanged 1 SP:Iteration 32Q (12918.530000 sec): 3 clusters Score: Raw -129962.630951 + Penalty 3346.802917 = -126615.828033 nChanged 2 SP:Iteration 33Q (12918.730000 sec): 3 clusters Score: Raw -129967.864586 + Penalty 3346.802917 = -126621.061669 nChanged 1 SP:Iteration 34Q (12918.930000 sec): 3 clusters Score: Raw -129970.115363 + Penalty 3346.802917 = -126623.312446 nChanged 2 SP:Iteration 35Q (12919.090000 sec): 3 clusters Score: Raw -129973.679710 + Penalty 3346.802917 = -126626.876792 nChanged 2 SP:Iteration 36Q (12919.270000 sec): 3 clusters Score: Raw -129977.534503 + Penalty 3346.802917 = -126630.731586 nChanged 1 SP:Iteration 37Q (12919.460000 sec): 3 clusters Score: Raw -129978.657195 + Penalty 3346.802917 = -126631.854278 nChanged 1 SP:Iteration 38Q (12919.630000 sec): 3 clusters Score: Raw -129979.710265 + Penalty 3346.802917 = -126632.907348 nChanged 0 SP:Iteration 39F (12919.840000 sec): 3 clusters Score: Raw -129979.710265 + Penalty 3346.802917 = -126632.907348 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (6489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12919.940000 sec): 2 clusters Score: Raw -979178.907372 + Penalty 2176.910201 = -977001.997170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12920.130000 sec): 3 clusters Score: Raw -975874.188853 + Penalty 4353.820402 = -971520.368451 nChanged 2567 SP:Iteration 1F (12920.330000 sec): 3 clusters Score: Raw -977256.087825 + Penalty 4353.820402 = -972902.267423 nChanged 438 SP:Iteration 2F (12920.570000 sec): 3 clusters Score: Raw -977468.415763 + Penalty 4353.820402 = -973114.595360 nChanged 279 SP:Iteration 3Q (12920.790000 sec): 3 clusters Score: Raw -977587.186162 + Penalty 4353.820402 = -973233.365760 nChanged 212 SP:Iteration 4Q (12921.030000 sec): 3 clusters Score: Raw -977669.159014 + Penalty 4353.820402 = -973315.338612 nChanged 178 SP:Iteration 5Q (12921.210000 sec): 3 clusters Score: Raw -977741.695295 + Penalty 4353.820402 = -973387.874892 nChanged 156 SP:Iteration 6Q (12921.440000 sec): 3 clusters Score: Raw -977806.747270 + Penalty 4353.820402 = -973452.926867 nChanged 151 SP:Iteration 7Q (12921.630000 sec): 3 clusters Score: Raw -977870.168469 + Penalty 4353.820402 = -973516.348067 nChanged 164 SP:Iteration 8Q (12921.870000 sec): 3 clusters Score: Raw -977945.663730 + Penalty 4353.820402 = -973591.843328 nChanged 165 SP:Iteration 9Q (12922.050000 sec): 3 clusters Score: Raw -978021.753070 + Penalty 4353.820402 = -973667.932667 nChanged 167 SP:Iteration 10Q (12922.250000 sec): 3 clusters Score: Raw -978096.862012 + Penalty 4353.820402 = -973743.041609 nChanged 164 SP:Iteration 11Q (12922.470000 sec): 3 clusters Score: Raw -978182.557365 + Penalty 4353.820402 = -973828.736963 nChanged 201 SP:Iteration 12Q (12922.650000 sec): 3 clusters Score: Raw -978313.835434 + Penalty 4353.820402 = -973960.015032 nChanged 216 SP:Iteration 13Q (12922.850000 sec): 3 clusters Score: Raw -978460.066113 + Penalty 4353.820402 = -974106.245711 nChanged 232 SP:Iteration 14Q (12923.100000 sec): 3 clusters Score: Raw -978639.198403 + Penalty 4353.820402 = -974285.378000 nChanged 206 SP:Iteration 15Q (12923.290000 sec): 3 clusters Score: Raw -978809.356117 + Penalty 4353.820402 = -974455.535715 nChanged 174 SP:Iteration 16Q (12923.560000 sec): 3 clusters Score: Raw -978944.199673 + Penalty 4353.820402 = -974590.379271 nChanged 134 SP:Iteration 17Q (12923.710000 sec): 3 clusters Score: Raw -979055.094408 + Penalty 4353.820402 = -974701.274006 nChanged 117 SP:Iteration 18Q (12923.910000 sec): 3 clusters Score: Raw -979156.645683 + Penalty 4353.820402 = -974802.825281 nChanged 75 SP:Iteration 19Q (12924.120000 sec): 3 clusters Score: Raw -979225.014191 + Penalty 4353.820402 = -974871.193788 nChanged 58 SP:Iteration 20F (12924.290000 sec): 3 clusters Score: Raw -979284.710683 + Penalty 4353.820402 = -974930.890280 nChanged 50 SP:Iteration 21Q (12924.480000 sec): 3 clusters Score: Raw -979327.739932 + Penalty 4353.820402 = -974973.919530 nChanged 25 SP:Iteration 22Q (12924.690000 sec): 3 clusters Score: Raw -979347.271335 + Penalty 4353.820402 = -974993.450933 nChanged 16 SP:Iteration 23Q (12924.910000 sec): 3 clusters Score: Raw -979361.227748 + Penalty 4353.820402 = -975007.407345 nChanged 13 SP:Iteration 24Q (12925.150000 sec): 3 clusters Score: Raw -979375.421055 + Penalty 4353.820402 = -975021.600652 nChanged 12 SP:Iteration 25Q (12925.350000 sec): 3 clusters Score: Raw -979384.991852 + Penalty 4353.820402 = -975031.171450 nChanged 13 SP:Iteration 26Q (12925.520000 sec): 3 clusters Score: Raw -979397.593286 + Penalty 4353.820402 = -975043.772883 nChanged 10 SP:Iteration 27Q (12925.710000 sec): 3 clusters Score: Raw -979405.151065 + Penalty 4353.820402 = -975051.330662 nChanged 5 SP:Iteration 28Q (12925.950000 sec): 3 clusters Score: Raw -979410.156790 + Penalty 4353.820402 = -975056.336387 nChanged 4 SP:Iteration 29Q (12926.130000 sec): 3 clusters Score: Raw -979412.823211 + Penalty 4353.820402 = -975059.002809 nChanged 5 SP:Iteration 30Q (12926.300000 sec): 3 clusters Score: Raw -979416.940930 + Penalty 4353.820402 = -975063.120528 nChanged 4 SP:Iteration 31Q (12926.500000 sec): 3 clusters Score: Raw -979419.419206 + Penalty 4353.820402 = -975065.598804 nChanged 2 SP:Iteration 32Q (12926.680000 sec): 3 clusters Score: Raw -979420.712204 + Penalty 4353.820402 = -975066.891801 nChanged 3 SP:Iteration 33Q (12926.920000 sec): 3 clusters Score: Raw -979423.318167 + Penalty 4353.820402 = -975069.497764 nChanged 4 SP:Iteration 34Q (12927.090000 sec): 3 clusters Score: Raw -979426.714427 + Penalty 4353.820402 = -975072.894024 nChanged 5 SP:Iteration 35Q (12927.310000 sec): 3 clusters Score: Raw -979431.702649 + Penalty 4353.820402 = -975077.882246 nChanged 3 SP:Iteration 36Q (12927.510000 sec): 3 clusters Score: Raw -979434.177434 + Penalty 4353.820402 = -975080.357032 nChanged 1 SP:Iteration 37Q (12927.760000 sec): 3 clusters Score: Raw -979435.032791 + Penalty 4353.820402 = -975081.212389 nChanged 1 SP:Iteration 38Q (12927.950000 sec): 3 clusters Score: Raw -979435.364929 + Penalty 4353.820402 = -975081.544526 nChanged 3 SP:Iteration 39Q (12928.170000 sec): 3 clusters Score: Raw -979438.198341 + Penalty 4353.820402 = -975084.377939 nChanged 3 SP:Iteration 40F (12928.410000 sec): 3 clusters Score: Raw -979440.425269 + Penalty 4353.820402 = -975086.604867 nChanged 3 SP:Iteration 41Q (12928.620000 sec): 3 clusters Score: Raw -979442.891972 + Penalty 4353.820402 = -975089.071570 nChanged 0 SP:Iteration 42F (12928.810000 sec): 3 clusters Score: Raw -979442.891972 + Penalty 4353.820402 = -975089.071570 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (8493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12928.960000 sec): 2 clusters Score: Raw -1270461.731317 + Penalty 2243.655398 = -1268218.075919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12929.150000 sec): 3 clusters Score: Raw -1265989.123483 + Penalty 4487.310797 = -1261501.812686 nChanged 3479 SP:Iteration 1F (12929.400000 sec): 3 clusters Score: Raw -1267874.585932 + Penalty 4487.310797 = -1263387.275136 nChanged 599 SP:Iteration 2F (12929.640000 sec): 3 clusters Score: Raw -1268186.094711 + Penalty 4487.310797 = -1263698.783915 nChanged 462 SP:Iteration 3F (12929.890000 sec): 3 clusters Score: Raw -1268470.226195 + Penalty 4487.310797 = -1263982.915399 nChanged 418 SP:Iteration 4Q (12930.110000 sec): 3 clusters Score: Raw -1268886.910294 + Penalty 4487.310797 = -1264399.599497 nChanged 470 SP:Iteration 5F (12930.340000 sec): 3 clusters Score: Raw -1269272.773954 + Penalty 4487.310797 = -1264785.463157 nChanged 508 SP:Iteration 6F (12930.540000 sec): 3 clusters Score: Raw -1269621.565829 + Penalty 4487.310797 = -1265134.255033 nChanged 475 SP:Iteration 7F (12930.770000 sec): 3 clusters Score: Raw -1269969.416267 + Penalty 4487.310797 = -1265482.105471 nChanged 481 SP:Iteration 8F (12930.980000 sec): 3 clusters Score: Raw -1270364.724887 + Penalty 4487.310797 = -1265877.414090 nChanged 453 SP:Iteration 9F (12931.190000 sec): 3 clusters Score: Raw -1270784.585058 + Penalty 4487.310797 = -1266297.274262 nChanged 407 SP:Iteration 10Q (12931.430000 sec): 3 clusters Score: Raw -1271179.284274 + Penalty 4487.310797 = -1266691.973477 nChanged 329 SP:Iteration 11Q (12931.630000 sec): 3 clusters Score: Raw -1271543.258254 + Penalty 4487.310797 = -1267055.947458 nChanged 303 SP:Iteration 12Q (12931.830000 sec): 3 clusters Score: Raw -1271980.139070 + Penalty 4487.310797 = -1267492.828274 nChanged 327 SP:Iteration 13Q (12932.060000 sec): 3 clusters Score: Raw -1272545.903662 + Penalty 4487.310797 = -1268058.592865 nChanged 296 SP:Iteration 14Q (12932.270000 sec): 3 clusters Score: Raw -1272994.285411 + Penalty 4487.310797 = -1268506.974614 nChanged 213 SP:Iteration 15Q (12932.450000 sec): 3 clusters Score: Raw -1273155.386814 + Penalty 4487.310797 = -1268668.076018 nChanged 104 SP:Iteration 16Q (12932.700000 sec): 3 clusters Score: Raw -1273213.639518 + Penalty 4487.310797 = -1268726.328721 nChanged 73 SP:Iteration 17Q (12932.910000 sec): 3 clusters Score: Raw -1273248.443442 + Penalty 4487.310797 = -1268761.132645 nChanged 44 SP:Iteration 18Q (12933.120000 sec): 3 clusters Score: Raw -1273265.527293 + Penalty 4487.310797 = -1268778.216496 nChanged 26 SP:Iteration 19Q (12933.350000 sec): 3 clusters Score: Raw -1273274.727380 + Penalty 4487.310797 = -1268787.416583 nChanged 22 SP:Iteration 20F (12933.520000 sec): 3 clusters Score: Raw -1273282.978458 + Penalty 4487.310797 = -1268795.667661 nChanged 14 SP:Iteration 21Q (12933.700000 sec): 3 clusters Score: Raw -1273287.136872 + Penalty 4487.310797 = -1268799.826076 nChanged 6 SP:Iteration 22Q (12933.940000 sec): 3 clusters Score: Raw -1273287.964635 + Penalty 4487.310797 = -1268800.653838 nChanged 3 SP:Iteration 23Q (12934.110000 sec): 3 clusters Score: Raw -1273288.342746 + Penalty 4487.310797 = -1268801.031949 nChanged 0 SP:Iteration 24F (12934.370000 sec): 3 clusters Score: Raw -1273288.342746 + Penalty 4487.310797 = -1268801.031949 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12934.460000 sec): 2 clusters Score: Raw -15794.115544 + Penalty 1230.785468 = -14563.330076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12934.630000 sec): 3 clusters Score: Raw -16244.372529 + Penalty 2461.570937 = -13782.801593 nChanged 18 SP:Iteration 1F (12934.840000 sec): 3 clusters Score: Raw -16397.293350 + Penalty 2461.570937 = -13935.722413 nChanged 2 SP:Iteration 2Q (12935.010000 sec): 3 clusters Score: Raw -16416.488245 + Penalty 2461.570937 = -13954.917308 nChanged 0 SP:Iteration 3F (12935.210000 sec): 3 clusters Score: Raw -16416.488245 + Penalty 2461.570937 = -13954.917308 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (2401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12935.320000 sec): 2 clusters Score: Raw -335604.784572 + Penalty 1930.342868 = -333674.441704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12935.510000 sec): 3 clusters Score: Raw -334649.646032 + Penalty 3860.685736 = -330788.960296 nChanged 854 SP:Iteration 1F (12935.710000 sec): 3 clusters Score: Raw -335356.428806 + Penalty 3860.685736 = -331495.743071 nChanged 230 SP:Iteration 2F (12935.870000 sec): 3 clusters Score: Raw -335618.175778 + Penalty 3860.685736 = -331757.490043 nChanged 150 SP:Iteration 3F (12936.090000 sec): 3 clusters Score: Raw -335789.949067 + Penalty 3860.685736 = -331929.263332 nChanged 102 SP:Iteration 4Q (12936.290000 sec): 3 clusters Score: Raw -335876.026893 + Penalty 3860.685736 = -332015.341157 nChanged 77 SP:Iteration 5Q (12936.450000 sec): 3 clusters Score: Raw -335946.051751 + Penalty 3860.685736 = -332085.366015 nChanged 72 SP:Iteration 6Q (12936.640000 sec): 3 clusters Score: Raw -336012.195701 + Penalty 3860.685736 = -332151.509965 nChanged 64 SP:Iteration 7Q (12936.790000 sec): 3 clusters Score: Raw -336067.518249 + Penalty 3860.685736 = -332206.832513 nChanged 55 SP:Iteration 8Q (12936.990000 sec): 3 clusters Score: Raw -336113.935044 + Penalty 3860.685736 = -332253.249308 nChanged 55 SP:Iteration 9Q (12937.200000 sec): 3 clusters Score: Raw -336154.863477 + Penalty 3860.685736 = -332294.177741 nChanged 41 SP:Iteration 10Q (12937.380000 sec): 3 clusters Score: Raw -336179.523443 + Penalty 3860.685736 = -332318.837707 nChanged 25 SP:Iteration 11Q (12937.550000 sec): 3 clusters Score: Raw -336198.212540 + Penalty 3860.685736 = -332337.526804 nChanged 18 SP:Iteration 12Q (12937.740000 sec): 3 clusters Score: Raw -336218.085309 + Penalty 3860.685736 = -332357.399573 nChanged 24 SP:Iteration 13Q (12937.940000 sec): 3 clusters Score: Raw -336237.568352 + Penalty 3860.685736 = -332376.882616 nChanged 29 SP:Iteration 14Q (12938.110000 sec): 3 clusters Score: Raw -336263.022559 + Penalty 3860.685736 = -332402.336823 nChanged 24 SP:Iteration 15Q (12938.270000 sec): 3 clusters Score: Raw -336277.178347 + Penalty 3860.685736 = -332416.492612 nChanged 12 SP:Iteration 16Q (12938.490000 sec): 3 clusters Score: Raw -336285.483613 + Penalty 3860.685736 = -332424.797877 nChanged 13 SP:Iteration 17Q (12938.640000 sec): 3 clusters Score: Raw -336297.053430 + Penalty 3860.685736 = -332436.367694 nChanged 13 SP:Iteration 18Q (12938.860000 sec): 3 clusters Score: Raw -336309.947979 + Penalty 3860.685736 = -332449.262243 nChanged 12 SP:Iteration 19Q (12939.000000 sec): 3 clusters Score: Raw -336320.596035 + Penalty 3860.685736 = -332459.910299 nChanged 10 SP:Iteration 20F (12939.170000 sec): 3 clusters Score: Raw -336326.350828 + Penalty 3860.685736 = -332465.665092 nChanged 7 SP:Iteration 21Q (12939.380000 sec): 3 clusters Score: Raw -336330.346175 + Penalty 3860.685736 = -332469.660440 nChanged 6 SP:Iteration 22Q (12939.550000 sec): 3 clusters Score: Raw -336334.277334 + Penalty 3860.685736 = -332473.591598 nChanged 2 SP:Iteration 23Q (12939.740000 sec): 3 clusters Score: Raw -336334.993080 + Penalty 3860.685736 = -332474.307344 nChanged 0 SP:Iteration 24F (12939.960000 sec): 3 clusters Score: Raw -336334.993080 + Penalty 3860.685736 = -332474.307344 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12940.000000 sec): 2 clusters Score: Raw -46490.934864 + Penalty 1463.174544 = -45027.760320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12940.190000 sec): 3 clusters Score: Raw -46615.486246 + Penalty 2926.349087 = -43689.137158 nChanged 66 SP:Iteration 1F (12940.400000 sec): 3 clusters Score: Raw -46801.532100 + Penalty 2926.349087 = -43875.183012 nChanged 18 SP:Iteration 2Q (12940.580000 sec): 3 clusters Score: Raw -46905.144708 + Penalty 2926.349087 = -43978.795621 nChanged 23 SP:Iteration 3F (12940.790000 sec): 3 clusters Score: Raw -47468.541262 + Penalty 2926.349087 = -44542.192174 nChanged 27 SP:Iteration 4F (12940.960000 sec): 3 clusters Score: Raw -47571.663495 + Penalty 2926.349087 = -44645.314407 nChanged 18 SP:Iteration 5Q (12941.160000 sec): 3 clusters Score: Raw -47660.523929 + Penalty 2926.349087 = -44734.174842 nChanged 9 SP:Iteration 6Q (12941.340000 sec): 3 clusters Score: Raw -47768.868546 + Penalty 2926.349087 = -44842.519458 nChanged 6 SP:Iteration 7Q (12941.510000 sec): 3 clusters Score: Raw -47923.574869 + Penalty 2926.349087 = -44997.225782 nChanged 11 SP:Iteration 8Q (12941.670000 sec): 3 clusters Score: Raw -48508.144279 + Penalty 2926.349087 = -45581.795192 nChanged 25 SP:Iteration 9F (12941.880000 sec): 3 clusters Score: Raw -48646.091231 + Penalty 2926.349087 = -45719.742144 nChanged 14 SP:Iteration 10Q (12942.060000 sec): 3 clusters Score: Raw -48731.824290 + Penalty 2926.349087 = -45805.475203 nChanged 7 SP:Iteration 11Q (12942.250000 sec): 3 clusters Score: Raw -48795.079125 + Penalty 2926.349087 = -45868.730038 nChanged 4 SP:Iteration 12Q (12942.460000 sec): 3 clusters Score: Raw -48830.881814 + Penalty 2926.349087 = -45904.532727 nChanged 1 SP:Iteration 13Q (12942.670000 sec): 3 clusters Score: Raw -48844.593316 + Penalty 2926.349087 = -45918.244228 nChanged 1 SP:Iteration 14Q (12942.890000 sec): 3 clusters Score: Raw -48861.818930 + Penalty 2926.349087 = -45935.469843 nChanged 0 SP:Iteration 15F (12943.050000 sec): 3 clusters Score: Raw -48861.818930 + Penalty 2926.349087 = -45935.469843 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (17611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12943.250000 sec): 2 clusters Score: Raw -2630192.723032 + Penalty 2424.517188 = -2627768.205843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12943.520000 sec): 3 clusters Score: Raw -2620107.517034 + Penalty 4849.034377 = -2615258.482657 nChanged 7654 SP:Iteration 1F (12943.750000 sec): 3 clusters Score: Raw -2624209.857589 + Penalty 4849.034377 = -2619360.823212 nChanged 1050 SP:Iteration 2F (12944.050000 sec): 3 clusters Score: Raw -2624644.658329 + Penalty 4849.034377 = -2619795.623952 nChanged 927 SP:Iteration 3F (12944.320000 sec): 3 clusters Score: Raw -2625064.163600 + Penalty 4849.034377 = -2620215.129223 nChanged 902 SP:Iteration 4F (12944.600000 sec): 3 clusters Score: Raw -2625506.027077 + Penalty 4849.034377 = -2620656.992700 nChanged 862 SP:Iteration 5Q (12944.880000 sec): 3 clusters Score: Raw -2625951.067172 + Penalty 4849.034377 = -2621102.032795 nChanged 883 SP:Iteration 6F (12945.130000 sec): 3 clusters Score: Raw -2626417.037000 + Penalty 4849.034377 = -2621568.002623 nChanged 866 SP:Iteration 7Q (12945.380000 sec): 3 clusters Score: Raw -2626891.156207 + Penalty 4849.034377 = -2622042.121830 nChanged 855 SP:Iteration 8Q (12945.640000 sec): 3 clusters Score: Raw -2627358.328507 + Penalty 4849.034377 = -2622509.294130 nChanged 782 SP:Iteration 9Q (12945.880000 sec): 3 clusters Score: Raw -2627786.299601 + Penalty 4849.034377 = -2622937.265224 nChanged 700 SP:Iteration 10Q (12946.160000 sec): 3 clusters Score: Raw -2628174.489428 + Penalty 4849.034377 = -2623325.455051 nChanged 636 SP:Iteration 11Q (12946.460000 sec): 3 clusters Score: Raw -2628536.152126 + Penalty 4849.034377 = -2623687.117750 nChanged 559 SP:Iteration 12Q (12946.690000 sec): 3 clusters Score: Raw -2628863.237383 + Penalty 4849.034377 = -2624014.203006 nChanged 504 SP:Iteration 13Q (12947.010000 sec): 3 clusters Score: Raw -2629172.557319 + Penalty 4849.034377 = -2624323.522942 nChanged 420 SP:Iteration 14Q (12947.260000 sec): 3 clusters Score: Raw -2629428.058383 + Penalty 4849.034377 = -2624579.024006 nChanged 351 SP:Iteration 15Q (12947.580000 sec): 3 clusters Score: Raw -2629647.371964 + Penalty 4849.034377 = -2624798.337587 nChanged 284 SP:Iteration 16Q (12947.800000 sec): 3 clusters Score: Raw -2629838.565946 + Penalty 4849.034377 = -2624989.531569 nChanged 225 SP:Iteration 17Q (12948.120000 sec): 3 clusters Score: Raw -2629982.448447 + Penalty 4849.034377 = -2625133.414070 nChanged 156 SP:Iteration 18Q (12948.410000 sec): 3 clusters Score: Raw -2630078.492001 + Penalty 4849.034377 = -2625229.457624 nChanged 126 SP:Iteration 19Q (12948.640000 sec): 3 clusters Score: Raw -2630156.938480 + Penalty 4849.034377 = -2625307.904103 nChanged 92 SP:Iteration 20F (12948.940000 sec): 3 clusters Score: Raw -2630218.721723 + Penalty 4849.034377 = -2625369.687346 nChanged 72 SP:Iteration 21Q (12949.170000 sec): 3 clusters Score: Raw -2630259.229388 + Penalty 4849.034377 = -2625410.195011 nChanged 65 SP:Iteration 22Q (12949.420000 sec): 3 clusters Score: Raw -2630304.884118 + Penalty 4849.034377 = -2625455.849742 nChanged 53 SP:Iteration 23Q (12949.670000 sec): 3 clusters Score: Raw -2630346.390294 + Penalty 4849.034377 = -2625497.355917 nChanged 43 SP:Iteration 24Q (12949.950000 sec): 3 clusters Score: Raw -2630385.435646 + Penalty 4849.034377 = -2625536.401269 nChanged 42 SP:Iteration 25Q (12950.170000 sec): 3 clusters Score: Raw -2630413.836350 + Penalty 4849.034377 = -2625564.801973 nChanged 37 SP:Iteration 26Q (12950.380000 sec): 3 clusters Score: Raw -2630441.692506 + Penalty 4849.034377 = -2625592.658129 nChanged 29 SP:Iteration 27Q (12950.660000 sec): 3 clusters Score: Raw -2630457.819307 + Penalty 4849.034377 = -2625608.784930 nChanged 15 SP:Iteration 28Q (12950.860000 sec): 3 clusters Score: Raw -2630469.923563 + Penalty 4849.034377 = -2625620.889186 nChanged 21 SP:Iteration 29Q (12951.180000 sec): 3 clusters Score: Raw -2630482.042598 + Penalty 4849.034377 = -2625633.008221 nChanged 16 SP:Iteration 30Q (12951.420000 sec): 3 clusters Score: Raw -2630488.551733 + Penalty 4849.034377 = -2625639.517356 nChanged 9 SP:Iteration 31Q (12951.730000 sec): 3 clusters Score: Raw -2630492.221866 + Penalty 4849.034377 = -2625643.187489 nChanged 7 SP:Iteration 32Q (12951.990000 sec): 3 clusters Score: Raw -2630495.646826 + Penalty 4849.034377 = -2625646.612449 nChanged 7 SP:Iteration 33Q (12952.230000 sec): 3 clusters Score: Raw -2630497.895586 + Penalty 4849.034377 = -2625648.861209 nChanged 7 SP:Iteration 34Q (12952.520000 sec): 3 clusters Score: Raw -2630501.798704 + Penalty 4849.034377 = -2625652.764327 nChanged 5 SP:Iteration 35Q (12952.740000 sec): 3 clusters Score: Raw -2630504.574054 + Penalty 4849.034377 = -2625655.539677 nChanged 5 SP:Iteration 36Q (12953.010000 sec): 3 clusters Score: Raw -2630509.300259 + Penalty 4849.034377 = -2625660.265882 nChanged 7 SP:Iteration 37Q (12953.260000 sec): 3 clusters Score: Raw -2630512.526075 + Penalty 4849.034377 = -2625663.491698 nChanged 3 SP:Iteration 38Q (12953.510000 sec): 3 clusters Score: Raw -2630514.583713 + Penalty 4849.034377 = -2625665.549336 nChanged 4 SP:Iteration 39Q (12953.750000 sec): 3 clusters Score: Raw -2630516.373265 + Penalty 4849.034377 = -2625667.338888 nChanged 2 SP:Iteration 40F (12954.030000 sec): 3 clusters Score: Raw -2630517.238008 + Penalty 4849.034377 = -2625668.203631 nChanged 1 SP:Iteration 41Q (12954.240000 sec): 3 clusters Score: Raw -2630517.916115 + Penalty 4849.034377 = -2625668.881738 nChanged 3 SP:Iteration 42Q (12954.490000 sec): 3 clusters Score: Raw -2630519.924851 + Penalty 4849.034377 = -2625670.890474 nChanged 4 SP:Iteration 43Q (12954.750000 sec): 3 clusters Score: Raw -2630522.773292 + Penalty 4849.034377 = -2625673.738915 nChanged 4 SP:Iteration 44Q (12955.020000 sec): 3 clusters Score: Raw -2630525.257836 + Penalty 4849.034377 = -2625676.223459 nChanged 6 SP:Iteration 45Q (12955.260000 sec): 3 clusters Score: Raw -2630528.221977 + Penalty 4849.034377 = -2625679.187600 nChanged 7 SP:Iteration 46Q (12955.480000 sec): 3 clusters Score: Raw -2630533.916879 + Penalty 4849.034377 = -2625684.882502 nChanged 11 SP:Iteration 47Q (12955.730000 sec): 3 clusters Score: Raw -2630539.687485 + Penalty 4849.034377 = -2625690.653108 nChanged 6 SP:Iteration 48Q (12955.980000 sec): 3 clusters Score: Raw -2630542.559069 + Penalty 4849.034377 = -2625693.524692 nChanged 2 SP:Iteration 49Q (12956.230000 sec): 3 clusters Score: Raw -2630544.054201 + Penalty 4849.034377 = -2625695.019824 nChanged 3 SP:Iteration 50Q (12956.490000 sec): 3 clusters Score: Raw -2630545.949066 + Penalty 4849.034377 = -2625696.914689 nChanged 3 SP:Iteration 51Q (12956.760000 sec): 3 clusters Score: Raw -2630547.538875 + Penalty 4849.034377 = -2625698.504498 nChanged 6 SP:Iteration 52Q (12957.030000 sec): 3 clusters Score: Raw -2630553.465387 + Penalty 4849.034377 = -2625704.431010 nChanged 9 SP:Iteration 53Q (12957.240000 sec): 3 clusters Score: Raw -2630561.590043 + Penalty 4849.034377 = -2625712.555666 nChanged 10 SP:Iteration 54Q (12957.500000 sec): 3 clusters Score: Raw -2630567.660547 + Penalty 4849.034377 = -2625718.626170 nChanged 6 SP:Iteration 55Q (12957.740000 sec): 3 clusters Score: Raw -2630570.676677 + Penalty 4849.034377 = -2625721.642300 nChanged 4 SP:Iteration 56Q (12958.000000 sec): 3 clusters Score: Raw -2630572.676213 + Penalty 4849.034377 = -2625723.641836 nChanged 4 SP:Iteration 57Q (12958.290000 sec): 3 clusters Score: Raw -2630575.222057 + Penalty 4849.034377 = -2625726.187680 nChanged 6 SP:Iteration 58Q (12958.540000 sec): 3 clusters Score: Raw -2630579.370676 + Penalty 4849.034377 = -2625730.336299 nChanged 8 SP:Iteration 59Q (12958.820000 sec): 3 clusters Score: Raw -2630584.306931 + Penalty 4849.034377 = -2625735.272554 nChanged 6 SP:Iteration 60F (12959.050000 sec): 3 clusters Score: Raw -2630588.427919 + Penalty 4849.034377 = -2625739.393542 nChanged 9 SP:Iteration 61Q (12959.320000 sec): 3 clusters Score: Raw -2630594.002175 + Penalty 4849.034377 = -2625744.967798 nChanged 7 SP:Iteration 62Q (12959.590000 sec): 3 clusters Score: Raw -2630598.283042 + Penalty 4849.034377 = -2625749.248665 nChanged 6 SP:Iteration 63Q (12959.850000 sec): 3 clusters Score: Raw -2630601.978980 + Penalty 4849.034377 = -2625752.944603 nChanged 4 SP:Iteration 64Q (12960.100000 sec): 3 clusters Score: Raw -2630603.278138 + Penalty 4849.034377 = -2625754.243761 nChanged 3 SP:Iteration 65Q (12960.350000 sec): 3 clusters Score: Raw -2630604.617333 + Penalty 4849.034377 = -2625755.582956 nChanged 4 SP:Iteration 66Q (12960.620000 sec): 3 clusters Score: Raw -2630608.223553 + Penalty 4849.034377 = -2625759.189176 nChanged 8 SP:Iteration 67Q (12960.840000 sec): 3 clusters Score: Raw -2630616.125252 + Penalty 4849.034377 = -2625767.090875 nChanged 9 SP:Iteration 68Q (12961.040000 sec): 3 clusters Score: Raw -2630623.932113 + Penalty 4849.034377 = -2625774.897736 nChanged 9 SP:Iteration 69Q (12961.310000 sec): 3 clusters Score: Raw -2630632.072202 + Penalty 4849.034377 = -2625783.037825 nChanged 14 SP:Iteration 70Q (12961.590000 sec): 3 clusters Score: Raw -2630643.619227 + Penalty 4849.034377 = -2625794.584850 nChanged 7 SP:Iteration 71Q (12961.820000 sec): 3 clusters Score: Raw -2630648.937974 + Penalty 4849.034377 = -2625799.903598 nChanged 6 SP:Iteration 72Q (12962.080000 sec): 3 clusters Score: Raw -2630652.291669 + Penalty 4849.034377 = -2625803.257292 nChanged 4 SP:Iteration 73Q (12962.330000 sec): 3 clusters Score: Raw -2630655.779967 + Penalty 4849.034377 = -2625806.745590 nChanged 6 SP:Iteration 74Q (12962.570000 sec): 3 clusters Score: Raw -2630662.199755 + Penalty 4849.034377 = -2625813.165378 nChanged 4 SP:Iteration 75Q (12962.830000 sec): 3 clusters Score: Raw -2630664.321631 + Penalty 4849.034377 = -2625815.287254 nChanged 1 SP:Iteration 76Q (12963.070000 sec): 3 clusters Score: Raw -2630664.715756 + Penalty 4849.034377 = -2625815.681379 nChanged 2 SP:Iteration 77Q (12963.320000 sec): 3 clusters Score: Raw -2630665.864227 + Penalty 4849.034377 = -2625816.829850 nChanged 2 SP:Iteration 78Q (12963.560000 sec): 3 clusters Score: Raw -2630666.601805 + Penalty 4849.034377 = -2625817.567428 nChanged 4 SP:Iteration 79Q (12963.830000 sec): 3 clusters Score: Raw -2630668.746951 + Penalty 4849.034377 = -2625819.712574 nChanged 2 SP:Iteration 80F (12964.100000 sec): 3 clusters Score: Raw -2630669.732023 + Penalty 4849.034377 = -2625820.697646 nChanged 1 SP:Iteration 81Q (12964.340000 sec): 3 clusters Score: Raw -2630670.270899 + Penalty 4849.034377 = -2625821.236522 nChanged 2 SP:Iteration 82Q (12964.620000 sec): 3 clusters Score: Raw -2630673.009910 + Penalty 4849.034377 = -2625823.975533 nChanged 6 SP:Iteration 83Q (12964.870000 sec): 3 clusters Score: Raw -2630675.394525 + Penalty 4849.034377 = -2625826.360148 nChanged 4 SP:Iteration 84Q (12965.090000 sec): 3 clusters Score: Raw -2630676.750154 + Penalty 4849.034377 = -2625827.715777 nChanged 1 SP:Iteration 85Q (12965.340000 sec): 3 clusters Score: Raw -2630677.635393 + Penalty 4849.034377 = -2625828.601016 nChanged 2 SP:Iteration 86Q (12965.620000 sec): 3 clusters Score: Raw -2630678.343034 + Penalty 4849.034377 = -2625829.308657 nChanged 2 SP:Iteration 87Q (12965.950000 sec): 3 clusters Score: Raw -2630680.358996 + Penalty 4849.034377 = -2625831.324619 nChanged 3 SP:Iteration 88Q (12966.220000 sec): 3 clusters Score: Raw -2630681.646487 + Penalty 4849.034377 = -2625832.612110 nChanged 2 SP:Iteration 89Q (12966.440000 sec): 3 clusters Score: Raw -2630684.374540 + Penalty 4849.034377 = -2625835.340163 nChanged 4 SP:Iteration 90Q (12966.690000 sec): 3 clusters Score: Raw -2630687.610042 + Penalty 4849.034377 = -2625838.575665 nChanged 5 SP:Iteration 91Q (12966.940000 sec): 3 clusters Score: Raw -2630689.963927 + Penalty 4849.034377 = -2625840.929550 nChanged 0 SP:Iteration 92F (12967.160000 sec): 3 clusters Score: Raw -2630689.963927 + Penalty 4849.034377 = -2625840.929550 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12967.300000 sec): 2 clusters Score: Raw -117530.428245 + Penalty 1656.540598 = -115873.887647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12967.460000 sec): 3 clusters Score: Raw -117427.946540 + Penalty 3313.081196 = -114114.865344 nChanged 152 SP:Iteration 1F (12967.660000 sec): 3 clusters Score: Raw -117632.515691 + Penalty 3313.081196 = -114319.434495 nChanged 36 SP:Iteration 2Q (12967.810000 sec): 3 clusters Score: Raw -117700.262689 + Penalty 3313.081196 = -114387.181493 nChanged 22 SP:Iteration 3Q (12968.030000 sec): 3 clusters Score: Raw -117727.776732 + Penalty 3313.081196 = -114414.695536 nChanged 5 SP:Iteration 4Q (12968.200000 sec): 3 clusters Score: Raw -117732.360892 + Penalty 3313.081196 = -114419.279696 nChanged 2 SP:Iteration 5Q (12968.360000 sec): 3 clusters Score: Raw -117740.904434 + Penalty 3313.081196 = -114427.823238 nChanged 3 SP:Iteration 6Q (12968.580000 sec): 3 clusters Score: Raw -117747.757150 + Penalty 3313.081196 = -114434.675953 nChanged 6 SP:Iteration 7Q (12968.740000 sec): 3 clusters Score: Raw -117755.105711 + Penalty 3313.081196 = -114442.024514 nChanged 2 SP:Iteration 8Q (12968.920000 sec): 3 clusters Score: Raw -117756.587990 + Penalty 3313.081196 = -114443.506794 nChanged 0 SP:Iteration 9F (12969.110000 sec): 3 clusters Score: Raw -117756.587990 + Penalty 3313.081196 = -114443.506794 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12969.160000 sec): 2 clusters Score: Raw -76729.778634 + Penalty 1555.673498 = -75174.105137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12969.290000 sec): 3 clusters Score: Raw -76719.244560 + Penalty 3111.346995 = -73607.897565 nChanged 114 SP:Iteration 1F (12969.460000 sec): 3 clusters Score: Raw -76894.019940 + Penalty 3111.346995 = -73782.672944 nChanged 27 SP:Iteration 2F (12969.660000 sec): 3 clusters Score: Raw -76968.960845 + Penalty 3111.346995 = -73857.613850 nChanged 13 SP:Iteration 3Q (12969.780000 sec): 3 clusters Score: Raw -77000.671202 + Penalty 3111.346995 = -73889.324207 nChanged 12 SP:Iteration 4Q (12969.970000 sec): 3 clusters Score: Raw -77041.267083 + Penalty 3111.346995 = -73929.920088 nChanged 12 SP:Iteration 5Q (12970.110000 sec): 3 clusters Score: Raw -77084.120552 + Penalty 3111.346995 = -73972.773557 nChanged 9 SP:Iteration 6Q (12970.290000 sec): 3 clusters Score: Raw -77108.032620 + Penalty 3111.346995 = -73996.685624 nChanged 5 SP:Iteration 7Q (12970.480000 sec): 3 clusters Score: Raw -77118.583507 + Penalty 3111.346995 = -74007.236511 nChanged 3 SP:Iteration 8Q (12970.720000 sec): 3 clusters Score: Raw -77127.878298 + Penalty 3111.346995 = -74016.531302 nChanged 1 SP:Iteration 9Q (12970.910000 sec): 3 clusters Score: Raw -77129.898051 + Penalty 3111.346995 = -74018.551056 nChanged 1 SP:Iteration 10Q (12971.080000 sec): 3 clusters Score: Raw -77134.422452 + Penalty 3111.346995 = -74023.075457 nChanged 4 SP:Iteration 11Q (12971.290000 sec): 3 clusters Score: Raw -77141.166044 + Penalty 3111.346995 = -74029.819049 nChanged 2 SP:Iteration 12Q (12971.480000 sec): 3 clusters Score: Raw -77146.533081 + Penalty 3111.346995 = -74035.186086 nChanged 0 SP:Iteration 13F (12971.640000 sec): 3 clusters Score: Raw -77146.533081 + Penalty 3111.346995 = -74035.186086 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12971.730000 sec): 2 clusters Score: Raw -38756.311230 + Penalty 1403.551590 = -37352.759640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12971.950000 sec): 3 clusters Score: Raw -39166.134388 + Penalty 2807.103179 = -36359.031209 nChanged 56 SP:Iteration 1F (12972.190000 sec): 3 clusters Score: Raw -39396.066533 + Penalty 2807.103179 = -36588.963354 nChanged 26 SP:Iteration 2F (12972.330000 sec): 3 clusters Score: Raw -39601.413726 + Penalty 2807.103179 = -36794.310547 nChanged 11 SP:Iteration 3Q (12972.570000 sec): 3 clusters Score: Raw -39656.400410 + Penalty 2807.103179 = -36849.297231 nChanged 6 SP:Iteration 4Q (12972.710000 sec): 3 clusters Score: Raw -39701.144241 + Penalty 2807.103179 = -36894.041062 nChanged 1 SP:Iteration 5Q (12972.920000 sec): 3 clusters Score: Raw -39711.694085 + Penalty 2807.103179 = -36904.590906 nChanged 0 SP:Iteration 6F (12973.100000 sec): 3 clusters Score: Raw -39711.694085 + Penalty 2807.103179 = -36904.590906 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12973.170000 sec): 2 clusters Score: Raw -23938.100126 + Penalty 1310.234525 = -22627.865602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12973.410000 sec): 3 clusters Score: Raw -24314.622070 + Penalty 2620.469049 = -21694.153021 nChanged 19 SP:Iteration 1F (12973.550000 sec): 3 clusters Score: Raw -24490.286556 + Penalty 2620.469049 = -21869.817507 nChanged 11 SP:Iteration 2F (12973.760000 sec): 3 clusters Score: Raw -24630.480795 + Penalty 2620.469049 = -22010.011745 nChanged 7 SP:Iteration 3Q (12974.040000 sec): 3 clusters Score: Raw -24685.740806 + Penalty 2620.469049 = -22065.271756 nChanged 4 SP:Iteration 4Q (12974.260000 sec): 3 clusters Score: Raw -24718.909006 + Penalty 2620.469049 = -22098.439957 nChanged 1 SP:Iteration 5Q (12974.430000 sec): 3 clusters Score: Raw -24724.046390 + Penalty 2620.469049 = -22103.577341 nChanged 1 SP:Iteration 6Q (12974.580000 sec): 3 clusters Score: Raw -24729.040655 + Penalty 2620.469049 = -22108.571606 nChanged 2 SP:Iteration 7Q (12974.810000 sec): 3 clusters Score: Raw -24753.935094 + Penalty 2620.469049 = -22133.466045 nChanged 1 SP:Iteration 8Q (12974.990000 sec): 3 clusters Score: Raw -24760.651273 + Penalty 2620.469049 = -22140.182223 nChanged 1 SP:Iteration 9Q (12975.170000 sec): 3 clusters Score: Raw -24773.770867 + Penalty 2620.469049 = -22153.301817 nChanged 1 SP:Iteration 10Q (12975.420000 sec): 3 clusters Score: Raw -24795.311996 + Penalty 2620.469049 = -22174.842947 nChanged 0 SP:Iteration 11F (12975.590000 sec): 3 clusters Score: Raw -24795.311996 + Penalty 2620.469049 = -22174.842947 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12975.700000 sec): 2 clusters Score: Raw -127524.992006 + Penalty 1671.648801 = -125853.343205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12975.850000 sec): 3 clusters Score: Raw -127380.224457 + Penalty 3343.297602 = -124036.926854 nChanged 189 SP:Iteration 1F (12976.050000 sec): 3 clusters Score: Raw -127651.388972 + Penalty 3343.297602 = -124308.091369 nChanged 56 SP:Iteration 2F (12976.250000 sec): 3 clusters Score: Raw -127747.570868 + Penalty 3343.297602 = -124404.273266 nChanged 30 SP:Iteration 3Q (12976.410000 sec): 3 clusters Score: Raw -127813.808616 + Penalty 3343.297602 = -124470.511013 nChanged 31 SP:Iteration 4Q (12976.640000 sec): 3 clusters Score: Raw -127868.195031 + Penalty 3343.297602 = -124524.897429 nChanged 20 SP:Iteration 5Q (12976.800000 sec): 3 clusters Score: Raw -127899.052746 + Penalty 3343.297602 = -124555.755143 nChanged 17 SP:Iteration 6Q (12976.960000 sec): 3 clusters Score: Raw -127921.568675 + Penalty 3343.297602 = -124578.271072 nChanged 11 SP:Iteration 7Q (12977.180000 sec): 3 clusters Score: Raw -127931.144794 + Penalty 3343.297602 = -124587.847191 nChanged 7 SP:Iteration 8Q (12977.380000 sec): 3 clusters Score: Raw -127941.087291 + Penalty 3343.297602 = -124597.789688 nChanged 8 SP:Iteration 9Q (12977.550000 sec): 3 clusters Score: Raw -127954.676401 + Penalty 3343.297602 = -124611.378799 nChanged 10 SP:Iteration 10Q (12977.770000 sec): 3 clusters Score: Raw -127970.476288 + Penalty 3343.297602 = -124627.178685 nChanged 9 SP:Iteration 11Q (12977.940000 sec): 3 clusters Score: Raw -127985.679837 + Penalty 3343.297602 = -124642.382235 nChanged 5 SP:Iteration 12Q (12978.160000 sec): 3 clusters Score: Raw -127994.403569 + Penalty 3343.297602 = -124651.105967 nChanged 9 SP:Iteration 13Q (12978.300000 sec): 3 clusters Score: Raw -128011.199279 + Penalty 3343.297602 = -124667.901677 nChanged 10 SP:Iteration 14Q (12978.530000 sec): 3 clusters Score: Raw -128034.361956 + Penalty 3343.297602 = -124691.064354 nChanged 12 SP:Iteration 15Q (12978.700000 sec): 3 clusters Score: Raw -128059.338675 + Penalty 3343.297602 = -124716.041073 nChanged 16 SP:Iteration 16Q (12978.850000 sec): 3 clusters Score: Raw -128106.894834 + Penalty 3343.297602 = -124763.597231 nChanged 18 SP:Iteration 17Q (12979.020000 sec): 3 clusters Score: Raw -128163.145854 + Penalty 3343.297602 = -124819.848251 nChanged 11 SP:Iteration 18Q (12979.240000 sec): 3 clusters Score: Raw -128191.165414 + Penalty 3343.297602 = -124847.867812 nChanged 17 SP:Iteration 19Q (12979.410000 sec): 3 clusters Score: Raw -128238.662943 + Penalty 3343.297602 = -124895.365340 nChanged 15 SP:Iteration 20F (12979.590000 sec): 3 clusters Score: Raw -128263.692790 + Penalty 3343.297602 = -124920.395187 nChanged 14 SP:Iteration 21Q (12979.760000 sec): 3 clusters Score: Raw -128284.402557 + Penalty 3343.297602 = -124941.104955 nChanged 3 SP:Iteration 22Q (12979.950000 sec): 3 clusters Score: Raw -128289.707013 + Penalty 3343.297602 = -124946.409410 nChanged 2 SP:Iteration 23Q (12980.150000 sec): 3 clusters Score: Raw -128296.456619 + Penalty 3343.297602 = -124953.159017 nChanged 4 SP:Iteration 24Q (12980.370000 sec): 3 clusters Score: Raw -128299.609114 + Penalty 3343.297602 = -124956.311512 nChanged 3 SP:Iteration 25Q (12980.520000 sec): 3 clusters Score: Raw -128304.239771 + Penalty 3343.297602 = -124960.942169 nChanged 2 SP:Iteration 26Q (12980.710000 sec): 3 clusters Score: Raw -128310.209622 + Penalty 3343.297602 = -124966.912020 nChanged 5 SP:Iteration 27Q (12980.910000 sec): 3 clusters Score: Raw -128319.578925 + Penalty 3343.297602 = -124976.281322 nChanged 8 SP:Iteration 28Q (12981.090000 sec): 3 clusters Score: Raw -128333.476588 + Penalty 3343.297602 = -124990.178985 nChanged 7 SP:Iteration 29Q (12981.270000 sec): 3 clusters Score: Raw -128341.828973 + Penalty 3343.297602 = -124998.531371 nChanged 2 SP:Iteration 30Q (12981.490000 sec): 3 clusters Score: Raw -128347.557045 + Penalty 3343.297602 = -125004.259442 nChanged 1 SP:Iteration 31Q (12981.660000 sec): 3 clusters Score: Raw -128348.029761 + Penalty 3343.297602 = -125004.732159 nChanged 0 SP:Iteration 32F (12981.850000 sec): 3 clusters Score: Raw -128348.029761 + Penalty 3343.297602 = -125004.732159 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12981.960000 sec): 2 clusters Score: Raw -115503.419233 + Penalty 1651.186739 = -113852.232493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12982.180000 sec): 3 clusters Score: Raw -115373.585819 + Penalty 3302.373479 = -112071.212340 nChanged 158 SP:Iteration 1F (12982.370000 sec): 3 clusters Score: Raw -115606.283842 + Penalty 3302.373479 = -112303.910363 nChanged 48 SP:Iteration 2F (12982.560000 sec): 3 clusters Score: Raw -115703.343107 + Penalty 3302.373479 = -112400.969629 nChanged 27 SP:Iteration 3Q (12982.760000 sec): 3 clusters Score: Raw -115774.432261 + Penalty 3302.373479 = -112472.058782 nChanged 22 SP:Iteration 4Q (12982.990000 sec): 3 clusters Score: Raw -115828.983184 + Penalty 3302.373479 = -112526.609706 nChanged 22 SP:Iteration 5Q (12983.180000 sec): 3 clusters Score: Raw -115876.091114 + Penalty 3302.373479 = -112573.717635 nChanged 18 SP:Iteration 6Q (12983.350000 sec): 3 clusters Score: Raw -115910.303299 + Penalty 3302.373479 = -112607.929820 nChanged 15 SP:Iteration 7Q (12983.560000 sec): 3 clusters Score: Raw -115935.920107 + Penalty 3302.373479 = -112633.546628 nChanged 9 SP:Iteration 8Q (12983.720000 sec): 3 clusters Score: Raw -115948.668258 + Penalty 3302.373479 = -112646.294779 nChanged 9 SP:Iteration 9Q (12983.910000 sec): 3 clusters Score: Raw -115961.781455 + Penalty 3302.373479 = -112659.407976 nChanged 7 SP:Iteration 10Q (12984.140000 sec): 3 clusters Score: Raw -115975.056674 + Penalty 3302.373479 = -112672.683196 nChanged 5 SP:Iteration 11Q (12984.310000 sec): 3 clusters Score: Raw -115985.577053 + Penalty 3302.373479 = -112683.203574 nChanged 4 SP:Iteration 12Q (12984.470000 sec): 3 clusters Score: Raw -115993.173459 + Penalty 3302.373479 = -112690.799980 nChanged 5 SP:Iteration 13Q (12984.680000 sec): 3 clusters Score: Raw -116001.776824 + Penalty 3302.373479 = -112699.403346 nChanged 4 SP:Iteration 14Q (12984.840000 sec): 3 clusters Score: Raw -116008.012464 + Penalty 3302.373479 = -112705.638986 nChanged 2 SP:Iteration 15Q (12985.030000 sec): 3 clusters Score: Raw -116010.901628 + Penalty 3302.373479 = -112708.528149 nChanged 1 SP:Iteration 16Q (12985.190000 sec): 3 clusters Score: Raw -116011.731393 + Penalty 3302.373479 = -112709.357914 nChanged 1 SP:Iteration 17Q (12985.330000 sec): 3 clusters Score: Raw -116013.388020 + Penalty 3302.373479 = -112711.014542 nChanged 2 SP:Iteration 18Q (12985.500000 sec): 3 clusters Score: Raw -116016.631133 + Penalty 3302.373479 = -112714.257655 nChanged 1 SP:Iteration 19Q (12985.660000 sec): 3 clusters Score: Raw -116017.892996 + Penalty 3302.373479 = -112715.519518 nChanged 0 SP:Iteration 20F (12985.840000 sec): 3 clusters Score: Raw -116017.892996 + Penalty 3302.373479 = -112715.519518 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12985.910000 sec): 2 clusters Score: Raw -63359.102159 + Penalty 1522.691369 = -61836.410790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12986.100000 sec): 3 clusters Score: Raw -63492.126980 + Penalty 3045.382738 = -60446.744242 nChanged 84 SP:Iteration 1F (12986.340000 sec): 3 clusters Score: Raw -64010.746922 + Penalty 3045.382738 = -60965.364184 nChanged 65 SP:Iteration 2F (12986.530000 sec): 3 clusters Score: Raw -64730.863348 + Penalty 3045.382738 = -61685.480610 nChanged 53 SP:Iteration 3F (12986.730000 sec): 3 clusters Score: Raw -65397.797664 + Penalty 3045.382738 = -62352.414926 nChanged 20 SP:Iteration 4Q (12986.930000 sec): 3 clusters Score: Raw -65823.805516 + Penalty 3045.382738 = -62778.422779 nChanged 5 SP:Iteration 5Q (12987.110000 sec): 3 clusters Score: Raw -65864.934095 + Penalty 3045.382738 = -62819.551357 nChanged 4 SP:Iteration 6Q (12987.250000 sec): 3 clusters Score: Raw -65907.086930 + Penalty 3045.382738 = -62861.704192 nChanged 2 SP:Iteration 7Q (12987.510000 sec): 3 clusters Score: Raw -65919.228657 + Penalty 3045.382738 = -62873.845919 nChanged 0 SP:Iteration 8F (12987.730000 sec): 3 clusters Score: Raw -65919.228657 + Penalty 3045.382738 = -62873.845919 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (65254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12988.120000 sec): 2 clusters Score: Raw -9875202.465586 + Penalty 2749.338571 = -9872453.127014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12988.670000 sec): 3 clusters Score: Raw -9833882.679925 + Penalty 5498.677142 = -9828384.002783 nChanged 30641 SP:Iteration 1F (12989.150000 sec): 3 clusters Score: Raw -9851194.904435 + Penalty 5498.677142 = -9845696.227292 nChanged 2508 SP:Iteration 2Q (12989.710000 sec): 3 clusters Score: Raw -9851910.565532 + Penalty 5498.677142 = -9846411.888389 nChanged 2695 SP:Iteration 3Q (12990.220000 sec): 3 clusters Score: Raw -9852877.077479 + Penalty 5498.677142 = -9847378.400336 nChanged 3165 SP:Iteration 4Q (12990.780000 sec): 3 clusters Score: Raw -9854366.356416 + Penalty 5498.677142 = -9848867.679274 nChanged 3878 SP:Iteration 5F (12991.320000 sec): 3 clusters Score: Raw -9856688.877837 + Penalty 5498.677142 = -9851190.200695 nChanged 4829 SP:Iteration 6F (12991.810000 sec): 3 clusters Score: Raw -9860245.205377 + Penalty 5498.677142 = -9854746.528234 nChanged 5205 SP:Iteration 7F (12992.310000 sec): 3 clusters Score: Raw -9864428.373584 + Penalty 5498.677142 = -9858929.696441 nChanged 4542 SP:Iteration 8F (12992.900000 sec): 3 clusters Score: Raw -9868108.248551 + Penalty 5498.677142 = -9862609.571409 nChanged 3463 SP:Iteration 9F (12993.530000 sec): 3 clusters Score: Raw -9871008.321934 + Penalty 5498.677142 = -9865509.644791 nChanged 2423 SP:Iteration 10Q (12994.120000 sec): 3 clusters Score: Raw -9873113.885621 + Penalty 5498.677142 = -9867615.208479 nChanged 1626 SP:Iteration 11Q (12994.660000 sec): 3 clusters Score: Raw -9874451.546426 + Penalty 5498.677142 = -9868952.869284 nChanged 1150 SP:Iteration 12Q (12995.240000 sec): 3 clusters Score: Raw -9875278.369744 + Penalty 5498.677142 = -9869779.692602 nChanged 844 SP:Iteration 13Q (12995.790000 sec): 3 clusters Score: Raw -9875784.798884 + Penalty 5498.677142 = -9870286.121741 nChanged 666 SP:Iteration 14Q (12996.420000 sec): 3 clusters Score: Raw -9876126.698787 + Penalty 5498.677142 = -9870628.021644 nChanged 481 SP:Iteration 15Q (12996.960000 sec): 3 clusters Score: Raw -9876343.860512 + Penalty 5498.677142 = -9870845.183370 nChanged 409 SP:Iteration 16Q (12997.540000 sec): 3 clusters Score: Raw -9876528.385416 + Penalty 5498.677142 = -9871029.708273 nChanged 335 SP:Iteration 17Q (12998.110000 sec): 3 clusters Score: Raw -9876675.724413 + Penalty 5498.677142 = -9871177.047271 nChanged 300 SP:Iteration 18Q (12998.640000 sec): 3 clusters Score: Raw -9876818.937482 + Penalty 5498.677142 = -9871320.260340 nChanged 283 SP:Iteration 19Q (12999.140000 sec): 3 clusters Score: Raw -9877009.616122 + Penalty 5498.677142 = -9871510.938980 nChanged 288 SP:Iteration 20F (12999.720000 sec): 3 clusters Score: Raw -9877321.261485 + Penalty 5498.677142 = -9871822.584343 nChanged 325 SP:Iteration 21Q (13000.260000 sec): 3 clusters Score: Raw -9877778.161118 + Penalty 5498.677142 = -9872279.483976 nChanged 347 SP:Iteration 22Q (13000.790000 sec): 3 clusters Score: Raw -9878116.432411 + Penalty 5498.677142 = -9872617.755268 nChanged 259 SP:Iteration 23Q (13001.330000 sec): 3 clusters Score: Raw -9878240.541011 + Penalty 5498.677142 = -9872741.863868 nChanged 174 SP:Iteration 24Q (13001.890000 sec): 3 clusters Score: Raw -9878295.145064 + Penalty 5498.677142 = -9872796.467921 nChanged 129 SP:Iteration 25Q (13002.470000 sec): 3 clusters Score: Raw -9878327.588190 + Penalty 5498.677142 = -9872828.911048 nChanged 78 SP:Iteration 26Q (13002.990000 sec): 3 clusters Score: Raw -9878341.503455 + Penalty 5498.677142 = -9872842.826312 nChanged 62 SP:Iteration 27Q (13003.550000 sec): 3 clusters Score: Raw -9878348.604869 + Penalty 5498.677142 = -9872849.927726 nChanged 45 SP:Iteration 28Q (13004.060000 sec): 3 clusters Score: Raw -9878354.277638 + Penalty 5498.677142 = -9872855.600496 nChanged 28 SP:Iteration 29Q (13004.520000 sec): 3 clusters Score: Raw -9878357.158102 + Penalty 5498.677142 = -9872858.480959 nChanged 21 SP:Iteration 30Q (13005.000000 sec): 3 clusters Score: Raw -9878358.730717 + Penalty 5498.677142 = -9872860.053575 nChanged 13 SP:Iteration 31Q (13005.480000 sec): 3 clusters Score: Raw -9878359.858134 + Penalty 5498.677142 = -9872861.180992 nChanged 9 SP:Iteration 32Q (13005.990000 sec): 3 clusters Score: Raw -9878360.486282 + Penalty 5498.677142 = -9872861.809140 nChanged 2 SP:Iteration 33Q (13006.500000 sec): 3 clusters Score: Raw -9878360.590901 + Penalty 5498.677142 = -9872861.913759 nChanged 0 SP:Iteration 34F (13007.080000 sec): 3 clusters Score: Raw -9878360.590901 + Penalty 5498.677142 = -9872861.913759 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13007.180000 sec): 2 clusters Score: Raw -53208.574652 + Penalty 1479.604391 = -51728.970261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13007.380000 sec): 3 clusters Score: Raw -53332.584762 + Penalty 2959.208783 = -50373.375980 nChanged 73 SP:Iteration 1F (13007.590000 sec): 3 clusters Score: Raw -53512.273357 + Penalty 2959.208783 = -50553.064575 nChanged 28 SP:Iteration 2F (13007.780000 sec): 3 clusters Score: Raw -53607.555073 + Penalty 2959.208783 = -50648.346290 nChanged 11 SP:Iteration 3Q (13007.950000 sec): 3 clusters Score: Raw -53640.849109 + Penalty 2959.208783 = -50681.640326 nChanged 7 SP:Iteration 4Q (13008.190000 sec): 3 clusters Score: Raw -53671.302241 + Penalty 2959.208783 = -50712.093459 nChanged 3 SP:Iteration 5Q (13008.320000 sec): 3 clusters Score: Raw -53700.124095 + Penalty 2959.208783 = -50740.915312 nChanged 2 SP:Iteration 6Q (13008.520000 sec): 3 clusters Score: Raw -53702.614796 + Penalty 2959.208783 = -50743.406014 nChanged 0 SP:Iteration 7F (13008.710000 sec): 3 clusters Score: Raw -53702.614796 + Penalty 2959.208783 = -50743.406014 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13008.840000 sec): 2 clusters Score: Raw -153959.873523 + Penalty 1730.597008 = -152229.276515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13009.050000 sec): 3 clusters Score: Raw -153669.108654 + Penalty 3461.194016 = -150207.914638 nChanged 287 SP:Iteration 1F (13009.220000 sec): 3 clusters Score: Raw -153970.699206 + Penalty 3461.194016 = -150509.505189 nChanged 56 SP:Iteration 2F (13009.430000 sec): 3 clusters Score: Raw -154057.108537 + Penalty 3461.194016 = -150595.914520 nChanged 37 SP:Iteration 3Q (13009.670000 sec): 3 clusters Score: Raw -154107.957737 + Penalty 3461.194016 = -150646.763721 nChanged 25 SP:Iteration 4Q (13009.870000 sec): 3 clusters Score: Raw -154147.372068 + Penalty 3461.194016 = -150686.178052 nChanged 24 SP:Iteration 5Q (13010.080000 sec): 3 clusters Score: Raw -154183.795364 + Penalty 3461.194016 = -150722.601348 nChanged 22 SP:Iteration 6Q (13010.300000 sec): 3 clusters Score: Raw -154213.946739 + Penalty 3461.194016 = -150752.752723 nChanged 17 SP:Iteration 7Q (13010.510000 sec): 3 clusters Score: Raw -154240.299495 + Penalty 3461.194016 = -150779.105479 nChanged 13 SP:Iteration 8Q (13010.700000 sec): 3 clusters Score: Raw -154259.754910 + Penalty 3461.194016 = -150798.560894 nChanged 15 SP:Iteration 9Q (13010.900000 sec): 3 clusters Score: Raw -154281.507536 + Penalty 3461.194016 = -150820.313520 nChanged 15 SP:Iteration 10Q (13011.090000 sec): 3 clusters Score: Raw -154298.720716 + Penalty 3461.194016 = -150837.526700 nChanged 16 SP:Iteration 11Q (13011.290000 sec): 3 clusters Score: Raw -154330.876786 + Penalty 3461.194016 = -150869.682770 nChanged 16 SP:Iteration 12Q (13011.480000 sec): 3 clusters Score: Raw -154353.917395 + Penalty 3461.194016 = -150892.723379 nChanged 13 SP:Iteration 13Q (13011.720000 sec): 3 clusters Score: Raw -154379.964806 + Penalty 3461.194016 = -150918.770790 nChanged 13 SP:Iteration 14Q (13011.920000 sec): 3 clusters Score: Raw -154399.182799 + Penalty 3461.194016 = -150937.988783 nChanged 6 SP:Iteration 15Q (13012.160000 sec): 3 clusters Score: Raw -154408.746499 + Penalty 3461.194016 = -150947.552482 nChanged 6 SP:Iteration 16Q (13012.350000 sec): 3 clusters Score: Raw -154419.339189 + Penalty 3461.194016 = -150958.145172 nChanged 5 SP:Iteration 17Q (13012.540000 sec): 3 clusters Score: Raw -154428.897837 + Penalty 3461.194016 = -150967.703820 nChanged 4 SP:Iteration 18Q (13012.730000 sec): 3 clusters Score: Raw -154432.825585 + Penalty 3461.194016 = -150971.631569 nChanged 1 SP:Iteration 19Q (13012.960000 sec): 3 clusters Score: Raw -154433.384040 + Penalty 3461.194016 = -150972.190024 nChanged 0 SP:Iteration 20F (13013.140000 sec): 3 clusters Score: Raw -154433.384040 + Penalty 3461.194016 = -150972.190024 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13013.270000 sec): 2 clusters Score: Raw -93015.628279 + Penalty 1630.272681 = -91385.355597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13013.470000 sec): 3 clusters Score: Raw -93087.763244 + Penalty 3260.545363 = -89827.217882 nChanged 183 SP:Iteration 1F (13013.660000 sec): 3 clusters Score: Raw -93794.549438 + Penalty 3260.545363 = -90534.004075 nChanged 73 SP:Iteration 2F (13013.850000 sec): 3 clusters Score: Raw -94079.912381 + Penalty 3260.545363 = -90819.367018 nChanged 44 SP:Iteration 3F (13014.050000 sec): 3 clusters Score: Raw -94219.948879 + Penalty 3260.545363 = -90959.403516 nChanged 26 SP:Iteration 4Q (13014.240000 sec): 3 clusters Score: Raw -94278.205978 + Penalty 3260.545363 = -91017.660615 nChanged 11 SP:Iteration 5Q (13014.420000 sec): 3 clusters Score: Raw -94311.566299 + Penalty 3260.545363 = -91051.020937 nChanged 11 SP:Iteration 6Q (13014.580000 sec): 3 clusters Score: Raw -94347.401342 + Penalty 3260.545363 = -91086.855980 nChanged 6 SP:Iteration 7Q (13014.790000 sec): 3 clusters Score: Raw -94367.005912 + Penalty 3260.545363 = -91106.460549 nChanged 6 SP:Iteration 8Q (13014.950000 sec): 3 clusters Score: Raw -94383.871286 + Penalty 3260.545363 = -91123.325923 nChanged 6 SP:Iteration 9Q (13015.150000 sec): 3 clusters Score: Raw -94414.257708 + Penalty 3260.545363 = -91153.712346 nChanged 6 SP:Iteration 10Q (13015.340000 sec): 3 clusters Score: Raw -94440.608374 + Penalty 3260.545363 = -91180.063011 nChanged 5 SP:Iteration 11Q (13015.520000 sec): 3 clusters Score: Raw -94482.083976 + Penalty 3260.545363 = -91221.538614 nChanged 6 SP:Iteration 12Q (13015.700000 sec): 3 clusters Score: Raw -94539.964055 + Penalty 3260.545363 = -91279.418692 nChanged 3 SP:Iteration 13Q (13015.880000 sec): 3 clusters Score: Raw -94547.123062 + Penalty 3260.545363 = -91286.577699 nChanged 3 SP:Iteration 14Q (13016.080000 sec): 3 clusters Score: Raw -94551.448467 + Penalty 3260.545363 = -91290.903104 nChanged 2 SP:Iteration 15Q (13016.230000 sec): 3 clusters Score: Raw -94555.883382 + Penalty 3260.545363 = -91295.338019 nChanged 0 SP:Iteration 16F (13016.400000 sec): 3 clusters Score: Raw -94555.883382 + Penalty 3260.545363 = -91295.338019 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13016.520000 sec): 2 clusters Score: Raw -121113.599330 + Penalty 1663.907476 = -119449.691853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13016.690000 sec): 3 clusters Score: Raw -121005.663090 + Penalty 3327.814953 = -117677.848137 nChanged 201 SP:Iteration 1F (13016.820000 sec): 3 clusters Score: Raw -121260.385843 + Penalty 3327.814953 = -117932.570890 nChanged 52 SP:Iteration 2F (13017.000000 sec): 3 clusters Score: Raw -121342.884193 + Penalty 3327.814953 = -118015.069240 nChanged 24 SP:Iteration 3Q (13017.180000 sec): 3 clusters Score: Raw -121380.275128 + Penalty 3327.814953 = -118052.460176 nChanged 14 SP:Iteration 4Q (13017.360000 sec): 3 clusters Score: Raw -121408.586047 + Penalty 3327.814953 = -118080.771094 nChanged 8 SP:Iteration 5Q (13017.530000 sec): 3 clusters Score: Raw -121428.884105 + Penalty 3327.814953 = -118101.069152 nChanged 9 SP:Iteration 6Q (13017.720000 sec): 3 clusters Score: Raw -121468.124598 + Penalty 3327.814953 = -118140.309645 nChanged 17 SP:Iteration 7Q (13017.920000 sec): 3 clusters Score: Raw -121496.376071 + Penalty 3327.814953 = -118168.561118 nChanged 10 SP:Iteration 8Q (13018.070000 sec): 3 clusters Score: Raw -121529.626346 + Penalty 3327.814953 = -118201.811393 nChanged 20 SP:Iteration 9Q (13018.220000 sec): 3 clusters Score: Raw -121569.719357 + Penalty 3327.814953 = -118241.904405 nChanged 11 SP:Iteration 10Q (13018.420000 sec): 3 clusters Score: Raw -121587.685136 + Penalty 3327.814953 = -118259.870183 nChanged 16 SP:Iteration 11Q (13018.570000 sec): 3 clusters Score: Raw -121619.048906 + Penalty 3327.814953 = -118291.233953 nChanged 14 SP:Iteration 12Q (13018.760000 sec): 3 clusters Score: Raw -121651.560258 + Penalty 3327.814953 = -118323.745305 nChanged 12 SP:Iteration 13Q (13018.960000 sec): 3 clusters Score: Raw -121681.381617 + Penalty 3327.814953 = -118353.566664 nChanged 18 SP:Iteration 14Q (13019.160000 sec): 3 clusters Score: Raw -121732.210315 + Penalty 3327.814953 = -118404.395362 nChanged 24 SP:Iteration 15Q (13019.320000 sec): 3 clusters Score: Raw -121816.161955 + Penalty 3327.814953 = -118488.347002 nChanged 28 SP:Iteration 16Q (13019.490000 sec): 3 clusters Score: Raw -121906.203238 + Penalty 3327.814953 = -118578.388285 nChanged 27 SP:Iteration 17Q (13019.670000 sec): 3 clusters Score: Raw -122021.917071 + Penalty 3327.814953 = -118694.102118 nChanged 28 SP:Iteration 18Q (13019.840000 sec): 3 clusters Score: Raw -122158.807316 + Penalty 3327.814953 = -118830.992363 nChanged 28 SP:Iteration 19Q (13020.020000 sec): 3 clusters Score: Raw -122298.702495 + Penalty 3327.814953 = -118970.887542 nChanged 22 SP:Iteration 20F (13020.220000 sec): 3 clusters Score: Raw -122417.690798 + Penalty 3327.814953 = -119089.875846 nChanged 18 SP:Iteration 21Q (13020.400000 sec): 3 clusters Score: Raw -122529.820131 + Penalty 3327.814953 = -119202.005178 nChanged 11 SP:Iteration 22Q (13020.590000 sec): 3 clusters Score: Raw -122565.320532 + Penalty 3327.814953 = -119237.505579 nChanged 5 SP:Iteration 23Q (13020.790000 sec): 3 clusters Score: Raw -122583.846890 + Penalty 3327.814953 = -119256.031937 nChanged 4 SP:Iteration 24Q (13021.000000 sec): 3 clusters Score: Raw -122606.211060 + Penalty 3327.814953 = -119278.396107 nChanged 2 SP:Iteration 25Q (13021.200000 sec): 3 clusters Score: Raw -122608.858235 + Penalty 3327.814953 = -119281.043282 nChanged 0 SP:Iteration 26F (13021.420000 sec): 3 clusters Score: Raw -122608.858235 + Penalty 3327.814953 = -119281.043282 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13021.470000 sec): 2 clusters Score: Raw -23221.860022 + Penalty 1275.132562 = -21946.727460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13021.680000 sec): 3 clusters Score: Raw -23507.073177 + Penalty 2550.265124 = -20956.808053 nChanged 6 SP:Iteration 1Q (13021.900000 sec): 3 clusters Score: Raw -23540.838799 + Penalty 2550.265124 = -20990.573675 nChanged 1 SP:Iteration 2Q (13022.040000 sec): 3 clusters Score: Raw -23545.145161 + Penalty 2550.265124 = -20994.880037 nChanged 0 SP:Iteration 3F (13022.240000 sec): 3 clusters Score: Raw -23545.145161 + Penalty 2550.265124 = -20994.880037 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13022.340000 sec): 2 clusters Score: Raw -123458.825692 + Penalty 1667.510445 = -121791.315247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13022.580000 sec): 3 clusters Score: Raw -123345.410415 + Penalty 3335.020891 = -120010.389524 nChanged 202 SP:Iteration 1F (13022.770000 sec): 3 clusters Score: Raw -123778.889966 + Penalty 3335.020891 = -120443.869075 nChanged 91 SP:Iteration 2F (13023.000000 sec): 3 clusters Score: Raw -124157.895723 + Penalty 3335.020891 = -120822.874832 nChanged 87 SP:Iteration 3F (13023.150000 sec): 3 clusters Score: Raw -124617.317285 + Penalty 3335.020891 = -121282.296394 nChanged 72 SP:Iteration 4F (13023.370000 sec): 3 clusters Score: Raw -124885.957309 + Penalty 3335.020891 = -121550.936418 nChanged 41 SP:Iteration 5Q (13023.580000 sec): 3 clusters Score: Raw -125017.108000 + Penalty 3335.020891 = -121682.087109 nChanged 14 SP:Iteration 6Q (13023.770000 sec): 3 clusters Score: Raw -125061.126877 + Penalty 3335.020891 = -121726.105987 nChanged 5 SP:Iteration 7Q (13024.040000 sec): 3 clusters Score: Raw -125071.729916 + Penalty 3335.020891 = -121736.709025 nChanged 3 SP:Iteration 8Q (13024.250000 sec): 3 clusters Score: Raw -125083.727039 + Penalty 3335.020891 = -121748.706149 nChanged 3 SP:Iteration 9Q (13024.440000 sec): 3 clusters Score: Raw -125090.663114 + Penalty 3335.020891 = -121755.642223 nChanged 1 SP:Iteration 10Q (13024.640000 sec): 3 clusters Score: Raw -125094.746337 + Penalty 3335.020891 = -121759.725447 nChanged 1 SP:Iteration 11Q (13024.810000 sec): 3 clusters Score: Raw -125097.444448 + Penalty 3335.020891 = -121762.423557 nChanged 0 SP:Iteration 12F (13025.030000 sec): 3 clusters Score: Raw -125097.444448 + Penalty 3335.020891 = -121762.423557 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (71942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13025.500000 sec): 2 clusters Score: Raw -10811830.124463 + Penalty 2773.536648 = -10809056.587814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13026.100000 sec): 3 clusters Score: Raw -10766493.291850 + Penalty 5547.073297 = -10760946.218553 nChanged 33597 SP:Iteration 1F (13026.700000 sec): 3 clusters Score: Raw -10785501.370506 + Penalty 5547.073297 = -10779954.297209 nChanged 2891 SP:Iteration 2Q (13027.370000 sec): 3 clusters Score: Raw -10786411.992518 + Penalty 5547.073297 = -10780864.919221 nChanged 2981 SP:Iteration 3Q (13027.980000 sec): 3 clusters Score: Raw -10787446.189477 + Penalty 5547.073297 = -10781899.116180 nChanged 3075 SP:Iteration 4Q (13028.610000 sec): 3 clusters Score: Raw -10788684.373432 + Penalty 5547.073297 = -10783137.300135 nChanged 3352 SP:Iteration 5Q (13029.190000 sec): 3 clusters Score: Raw -10790139.651230 + Penalty 5547.073297 = -10784592.577933 nChanged 3678 SP:Iteration 6F (13029.800000 sec): 3 clusters Score: Raw -10791876.910796 + Penalty 5547.073297 = -10786329.837499 nChanged 3726 SP:Iteration 7F (13030.320000 sec): 3 clusters Score: Raw -10793757.275424 + Penalty 5547.073297 = -10788210.202127 nChanged 3767 SP:Iteration 8F (13030.840000 sec): 3 clusters Score: Raw -10795687.498433 + Penalty 5547.073297 = -10790140.425136 nChanged 3679 SP:Iteration 9F (13031.430000 sec): 3 clusters Score: Raw -10797679.066529 + Penalty 5547.073297 = -10792131.993232 nChanged 3578 SP:Iteration 10Q (13031.910000 sec): 3 clusters Score: Raw -10799796.557933 + Penalty 5547.073297 = -10794249.484637 nChanged 3489 SP:Iteration 11Q (13032.440000 sec): 3 clusters Score: Raw -10802056.263516 + Penalty 5547.073297 = -10796509.190220 nChanged 3283 SP:Iteration 12Q (13032.950000 sec): 3 clusters Score: Raw -10804372.680934 + Penalty 5547.073297 = -10798825.607637 nChanged 2979 SP:Iteration 13Q (13033.510000 sec): 3 clusters Score: Raw -10806681.981257 + Penalty 5547.073297 = -10801134.907960 nChanged 2455 SP:Iteration 14Q (13034.070000 sec): 3 clusters Score: Raw -10808706.357326 + Penalty 5547.073297 = -10803159.284029 nChanged 1774 SP:Iteration 15Q (13034.560000 sec): 3 clusters Score: Raw -10810186.526921 + Penalty 5547.073297 = -10804639.453624 nChanged 1141 SP:Iteration 16Q (13035.130000 sec): 3 clusters Score: Raw -10811091.626452 + Penalty 5547.073297 = -10805544.553155 nChanged 661 SP:Iteration 17Q (13035.690000 sec): 3 clusters Score: Raw -10811577.783577 + Penalty 5547.073297 = -10806030.710280 nChanged 394 SP:Iteration 18Q (13036.220000 sec): 3 clusters Score: Raw -10811843.436913 + Penalty 5547.073297 = -10806296.363617 nChanged 235 SP:Iteration 19Q (13036.760000 sec): 3 clusters Score: Raw -10811986.759518 + Penalty 5547.073297 = -10806439.686221 nChanged 146 SP:Iteration 20F (13037.300000 sec): 3 clusters Score: Raw -10812078.828079 + Penalty 5547.073297 = -10806531.754782 nChanged 103 SP:Iteration 21Q (13037.830000 sec): 3 clusters Score: Raw -10812146.754596 + Penalty 5547.073297 = -10806599.681299 nChanged 73 SP:Iteration 22Q (13038.350000 sec): 3 clusters Score: Raw -10812188.164162 + Penalty 5547.073297 = -10806641.090866 nChanged 39 SP:Iteration 23Q (13038.900000 sec): 3 clusters Score: Raw -10812210.501639 + Penalty 5547.073297 = -10806663.428342 nChanged 37 SP:Iteration 24Q (13039.430000 sec): 3 clusters Score: Raw -10812231.661925 + Penalty 5547.073297 = -10806684.588628 nChanged 22 SP:Iteration 25Q (13039.910000 sec): 3 clusters Score: Raw -10812244.948182 + Penalty 5547.073297 = -10806697.874885 nChanged 15 SP:Iteration 26Q (13040.320000 sec): 3 clusters Score: Raw -10812256.667222 + Penalty 5547.073297 = -10806709.593925 nChanged 17 SP:Iteration 27Q (13040.870000 sec): 3 clusters Score: Raw -10812267.110057 + Penalty 5547.073297 = -10806720.036760 nChanged 11 SP:Iteration 28Q (13041.360000 sec): 3 clusters Score: Raw -10812273.897774 + Penalty 5547.073297 = -10806726.824477 nChanged 11 SP:Iteration 29Q (13041.850000 sec): 3 clusters Score: Raw -10812280.061649 + Penalty 5547.073297 = -10806732.988353 nChanged 10 SP:Iteration 30Q (13042.360000 sec): 3 clusters Score: Raw -10812286.111367 + Penalty 5547.073297 = -10806739.038070 nChanged 9 SP:Iteration 31Q (13042.890000 sec): 3 clusters Score: Raw -10812293.587505 + Penalty 5547.073297 = -10806746.514208 nChanged 8 SP:Iteration 32Q (13043.360000 sec): 3 clusters Score: Raw -10812298.167470 + Penalty 5547.073297 = -10806751.094173 nChanged 7 SP:Iteration 33Q (13043.870000 sec): 3 clusters Score: Raw -10812301.620745 + Penalty 5547.073297 = -10806754.547448 nChanged 1 SP:Iteration 34Q (13044.370000 sec): 3 clusters Score: Raw -10812301.876467 + Penalty 5547.073297 = -10806754.803170 nChanged 0 SP:Iteration 35F (13045.010000 sec): 3 clusters Score: Raw -10812301.876467 + Penalty 5547.073297 = -10806754.803170 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13045.160000 sec): 2 clusters Score: Raw -218357.644400 + Penalty 1824.990063 = -216532.654337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13045.360000 sec): 3 clusters Score: Raw -217886.593707 + Penalty 3649.980126 = -214236.613581 nChanged 502 SP:Iteration 1F (13045.570000 sec): 3 clusters Score: Raw -218400.007381 + Penalty 3649.980126 = -214750.027256 nChanged 133 SP:Iteration 2F (13045.810000 sec): 3 clusters Score: Raw -218611.014286 + Penalty 3649.980126 = -214961.034161 nChanged 104 SP:Iteration 3F (13046.000000 sec): 3 clusters Score: Raw -218817.400700 + Penalty 3649.980126 = -215167.420574 nChanged 90 SP:Iteration 4F (13046.160000 sec): 3 clusters Score: Raw -218969.120600 + Penalty 3649.980126 = -215319.140475 nChanged 100 SP:Iteration 5F (13046.360000 sec): 3 clusters Score: Raw -219140.074115 + Penalty 3649.980126 = -215490.093990 nChanged 79 SP:Iteration 6F (13046.600000 sec): 3 clusters Score: Raw -219300.983948 + Penalty 3649.980126 = -215651.003823 nChanged 53 SP:Iteration 7Q (13046.750000 sec): 3 clusters Score: Raw -219398.977593 + Penalty 3649.980126 = -215748.997468 nChanged 41 SP:Iteration 8Q (13046.920000 sec): 3 clusters Score: Raw -219450.860897 + Penalty 3649.980126 = -215800.880772 nChanged 29 SP:Iteration 9Q (13047.100000 sec): 3 clusters Score: Raw -219490.201186 + Penalty 3649.980126 = -215840.221060 nChanged 25 SP:Iteration 10Q (13047.300000 sec): 3 clusters Score: Raw -219521.966199 + Penalty 3649.980126 = -215871.986074 nChanged 13 SP:Iteration 11Q (13047.450000 sec): 3 clusters Score: Raw -219536.398216 + Penalty 3649.980126 = -215886.418090 nChanged 7 SP:Iteration 12Q (13047.670000 sec): 3 clusters Score: Raw -219542.891691 + Penalty 3649.980126 = -215892.911566 nChanged 10 SP:Iteration 13Q (13047.870000 sec): 3 clusters Score: Raw -219553.771441 + Penalty 3649.980126 = -215903.791316 nChanged 12 SP:Iteration 14Q (13048.080000 sec): 3 clusters Score: Raw -219566.094866 + Penalty 3649.980126 = -215916.114740 nChanged 8 SP:Iteration 15Q (13048.240000 sec): 3 clusters Score: Raw -219578.501422 + Penalty 3649.980126 = -215928.521297 nChanged 13 SP:Iteration 16Q (13048.430000 sec): 3 clusters Score: Raw -219597.232855 + Penalty 3649.980126 = -215947.252730 nChanged 11 SP:Iteration 17Q (13048.670000 sec): 3 clusters Score: Raw -219609.255103 + Penalty 3649.980126 = -215959.274978 nChanged 12 SP:Iteration 18Q (13048.850000 sec): 3 clusters Score: Raw -219624.236334 + Penalty 3649.980126 = -215974.256209 nChanged 11 SP:Iteration 19Q (13049.060000 sec): 3 clusters Score: Raw -219634.639471 + Penalty 3649.980126 = -215984.659345 nChanged 9 SP:Iteration 20F (13049.220000 sec): 3 clusters Score: Raw -219651.277377 + Penalty 3649.980126 = -216001.297251 nChanged 8 SP:Iteration 21Q (13049.420000 sec): 3 clusters Score: Raw -219669.317437 + Penalty 3649.980126 = -216019.337311 nChanged 9 SP:Iteration 22Q (13049.590000 sec): 3 clusters Score: Raw -219680.159969 + Penalty 3649.980126 = -216030.179843 nChanged 1 SP:Iteration 23Q (13049.760000 sec): 3 clusters Score: Raw -219680.582629 + Penalty 3649.980126 = -216030.602504 nChanged 0 SP:Iteration 24F (13049.960000 sec): 3 clusters Score: Raw -219680.582629 + Penalty 3649.980126 = -216030.602504 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13050.070000 sec): 2 clusters Score: Raw -27726.208128 + Penalty 1334.214544 = -26391.993584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13050.270000 sec): 3 clusters Score: Raw -27932.227369 + Penalty 2668.429087 = -25263.798281 nChanged 20 SP:Iteration 1F (13050.450000 sec): 3 clusters Score: Raw -28047.610569 + Penalty 2668.429087 = -25379.181481 nChanged 8 SP:Iteration 2Q (13050.640000 sec): 3 clusters Score: Raw -28109.188543 + Penalty 2668.429087 = -25440.759456 nChanged 3 SP:Iteration 3Q (13050.800000 sec): 3 clusters Score: Raw -28134.828840 + Penalty 2668.429087 = -25466.399752 nChanged 3 SP:Iteration 4Q (13050.980000 sec): 3 clusters Score: Raw -28172.212085 + Penalty 2668.429087 = -25503.782997 nChanged 5 SP:Iteration 5Q (13051.180000 sec): 3 clusters Score: Raw -28232.049780 + Penalty 2668.429087 = -25563.620693 nChanged 4 SP:Iteration 6Q (13051.320000 sec): 3 clusters Score: Raw -28320.844101 + Penalty 2668.429087 = -25652.415014 nChanged 5 SP:Iteration 7Q (13051.480000 sec): 3 clusters Score: Raw -28564.729739 + Penalty 2668.429087 = -25896.300651 nChanged 4 SP:Iteration 8Q (13051.650000 sec): 3 clusters Score: Raw -28589.550262 + Penalty 2668.429087 = -25921.121175 nChanged 5 SP:Iteration 9Q (13051.820000 sec): 3 clusters Score: Raw -28629.608629 + Penalty 2668.429087 = -25961.179541 nChanged 2 SP:Iteration 10Q (13052.020000 sec): 3 clusters Score: Raw -28653.372938 + Penalty 2668.429087 = -25984.943851 nChanged 0 SP:Iteration 11F (13052.160000 sec): 3 clusters Score: Raw -28653.372938 + Penalty 2668.429087 = -25984.943851 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13052.230000 sec): 2 clusters Score: Raw -96456.693848 + Penalty 1609.322823 = -94847.371025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13052.410000 sec): 3 clusters Score: Raw -96426.794246 + Penalty 3218.645646 = -93208.148600 nChanged 137 SP:Iteration 1F (13052.620000 sec): 3 clusters Score: Raw -96671.470837 + Penalty 3218.645646 = -93452.825191 nChanged 48 SP:Iteration 2F (13052.790000 sec): 3 clusters Score: Raw -96774.297256 + Penalty 3218.645646 = -93555.651610 nChanged 21 SP:Iteration 3Q (13053.000000 sec): 3 clusters Score: Raw -96820.915530 + Penalty 3218.645646 = -93602.269884 nChanged 11 SP:Iteration 4Q (13053.200000 sec): 3 clusters Score: Raw -96840.238848 + Penalty 3218.645646 = -93621.593202 nChanged 7 SP:Iteration 5Q (13053.360000 sec): 3 clusters Score: Raw -96854.226478 + Penalty 3218.645646 = -93635.580832 nChanged 2 SP:Iteration 6Q (13053.580000 sec): 3 clusters Score: Raw -96859.225492 + Penalty 3218.645646 = -93640.579846 nChanged 1 SP:Iteration 7Q (13053.830000 sec): 3 clusters Score: Raw -96862.844972 + Penalty 3218.645646 = -93644.199326 nChanged 3 SP:Iteration 8Q (13054.020000 sec): 3 clusters Score: Raw -96867.845146 + Penalty 3218.645646 = -93649.199500 nChanged 4 SP:Iteration 9Q (13054.170000 sec): 3 clusters Score: Raw -96876.106710 + Penalty 3218.645646 = -93657.461064 nChanged 2 SP:Iteration 10Q (13054.370000 sec): 3 clusters Score: Raw -96879.172220 + Penalty 3218.645646 = -93660.526574 nChanged 1 SP:Iteration 11Q (13054.570000 sec): 3 clusters Score: Raw -96880.220363 + Penalty 3218.645646 = -93661.574717 nChanged 0 SP:Iteration 12F (13054.760000 sec): 3 clusters Score: Raw -96880.220363 + Penalty 3218.645646 = -93661.574717 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13054.860000 sec): 2 clusters Score: Raw -10595.826541 + Penalty 1098.842566 = -9496.983975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13055.050000 sec): 3 clusters Score: Raw -11072.136460 + Penalty 2197.685132 = -8874.451327 nChanged 1 SP:Iteration 1Q (13055.240000 sec): 3 clusters Score: Raw -11086.463721 + Penalty 2197.685132 = -8888.778589 nChanged 0 SP:Iteration 2F (13055.420000 sec): 3 clusters Score: Raw -11086.463721 + Penalty 2197.685132 = -8888.778589 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13055.490000 sec): 2 clusters Score: Raw -72918.527210 + Penalty 1548.553391 = -71369.973818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13055.700000 sec): 3 clusters Score: Raw -72947.548199 + Penalty 3097.106783 = -69850.441416 nChanged 93 SP:Iteration 1F (13055.850000 sec): 3 clusters Score: Raw -73124.634592 + Penalty 3097.106783 = -70027.527809 nChanged 23 SP:Iteration 2Q (13056.040000 sec): 3 clusters Score: Raw -73176.684504 + Penalty 3097.106783 = -70079.577721 nChanged 9 SP:Iteration 3Q (13056.200000 sec): 3 clusters Score: Raw -73197.578537 + Penalty 3097.106783 = -70100.471754 nChanged 4 SP:Iteration 4Q (13056.370000 sec): 3 clusters Score: Raw -73217.743707 + Penalty 3097.106783 = -70120.636924 nChanged 7 SP:Iteration 5Q (13056.520000 sec): 3 clusters Score: Raw -73258.018097 + Penalty 3097.106783 = -70160.911314 nChanged 9 SP:Iteration 6Q (13056.660000 sec): 3 clusters Score: Raw -73319.272875 + Penalty 3097.106783 = -70222.166092 nChanged 16 SP:Iteration 7Q (13056.860000 sec): 3 clusters Score: Raw -73392.764690 + Penalty 3097.106783 = -70295.657907 nChanged 11 SP:Iteration 8Q (13057.050000 sec): 3 clusters Score: Raw -73424.687842 + Penalty 3097.106783 = -70327.581059 nChanged 10 SP:Iteration 9Q (13057.210000 sec): 3 clusters Score: Raw -73465.024054 + Penalty 3097.106783 = -70367.917271 nChanged 6 SP:Iteration 10Q (13057.390000 sec): 3 clusters Score: Raw -73490.994660 + Penalty 3097.106783 = -70393.887877 nChanged 6 SP:Iteration 11Q (13057.560000 sec): 3 clusters Score: Raw -73521.424410 + Penalty 3097.106783 = -70424.317627 nChanged 6 SP:Iteration 12Q (13057.770000 sec): 3 clusters Score: Raw -73543.262965 + Penalty 3097.106783 = -70446.156182 nChanged 7 SP:Iteration 13Q (13057.950000 sec): 3 clusters Score: Raw -73563.664927 + Penalty 3097.106783 = -70466.558144 nChanged 5 SP:Iteration 14Q (13058.100000 sec): 3 clusters Score: Raw -73583.800211 + Penalty 3097.106783 = -70486.693428 nChanged 5 SP:Iteration 15Q (13058.340000 sec): 3 clusters Score: Raw -73602.155386 + Penalty 3097.106783 = -70505.048604 nChanged 6 SP:Iteration 16Q (13058.500000 sec): 3 clusters Score: Raw -73622.776803 + Penalty 3097.106783 = -70525.670021 nChanged 4 SP:Iteration 17Q (13058.670000 sec): 3 clusters Score: Raw -73632.459939 + Penalty 3097.106783 = -70535.353156 nChanged 2 SP:Iteration 18Q (13058.880000 sec): 3 clusters Score: Raw -73638.212593 + Penalty 3097.106783 = -70541.105810 nChanged 1 SP:Iteration 19Q (13059.050000 sec): 3 clusters Score: Raw -73639.162846 + Penalty 3097.106783 = -70542.056063 nChanged 0 SP:Iteration 20F (13059.240000 sec): 3 clusters Score: Raw -73639.162846 + Penalty 3097.106783 = -70542.056063 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13059.290000 sec): 2 clusters Score: Raw -22538.151216 + Penalty 1289.227264 = -21248.923953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13059.480000 sec): 3 clusters Score: Raw -22845.682470 + Penalty 2578.454528 = -20267.227942 nChanged 17 SP:Iteration 1F (13059.620000 sec): 3 clusters Score: Raw -22910.810163 + Penalty 2578.454528 = -20332.355636 nChanged 8 SP:Iteration 2Q (13059.780000 sec): 3 clusters Score: Raw -22950.102901 + Penalty 2578.454528 = -20371.648373 nChanged 5 SP:Iteration 3Q (13060.000000 sec): 3 clusters Score: Raw -22968.310834 + Penalty 2578.454528 = -20389.856306 nChanged 3 SP:Iteration 4Q (13060.200000 sec): 3 clusters Score: Raw -22989.621028 + Penalty 2578.454528 = -20411.166500 nChanged 1 SP:Iteration 5Q (13060.340000 sec): 3 clusters Score: Raw -23001.731030 + Penalty 2578.454528 = -20423.276502 nChanged 0 SP:Iteration 6F (13060.520000 sec): 3 clusters Score: Raw -23001.731030 + Penalty 2578.454528 = -20423.276502 nChanged 0 Deleting Class 25 (51 points): Lose 2667.566046 but Gain 3230.833311 Iteration 99Q (13084.670000 sec): 55 clusters Score: Raw -66996704.292097 + Penalty 174464.998780 = -66822239.293317 nChanged 3983 Iteration 100F (13133.220000 sec): 55 clusters Score: Raw -66992181.048072 + Penalty 174464.998780 = -66817716.049292 nChanged 16368 Iteration 101F (13181.280000 sec): 55 clusters Score: Raw -67054998.734144 + Penalty 174464.998780 = -66880533.735364 nChanged 5784 Iteration 102Q (13203.430000 sec): 55 clusters Score: Raw -67066985.625472 + Penalty 174464.998780 = -66892520.626692 nChanged 3484 Iteration 103Q (13226.110000 sec): 55 clusters Score: Raw -67070319.544756 + Penalty 174464.998780 = -66895854.545976 nChanged 2822 Iteration 104Q (13249.440000 sec): 55 clusters Score: Raw -67072137.233481 + Penalty 174464.998780 = -66897672.234701 nChanged 2242 Iteration 105Q (13273.210000 sec): 55 clusters Score: Raw -67073087.992799 + Penalty 174464.998780 = -66898622.994019 nChanged 1847 Iteration 106Q (13295.770000 sec): 55 clusters Score: Raw -67073636.763206 + Penalty 174464.998780 = -66899171.764426 nChanged 1504 Iteration 107Q (13318.970000 sec): 55 clusters Score: Raw -67074028.656265 + Penalty 174464.998780 = -66899563.657485 nChanged 1324 Iteration 108Q (13341.800000 sec): 55 clusters Score: Raw -67074409.553788 + Penalty 174464.998780 = -66899944.555008 nChanged 1129 Iteration 109Q (13364.140000 sec): 55 clusters Score: Raw -67074710.028326 + Penalty 174464.998780 = -66900245.029546 nChanged 966 Iteration 110Q (13386.520000 sec): 55 clusters Score: Raw -67075110.180076 + Penalty 174464.998780 = -66900645.181296 nChanged 852 Iteration 111Q (13409.280000 sec): 55 clusters Score: Raw -67075219.513464 + Penalty 174464.998780 = -66900754.514684 nChanged 770 Iteration 112Q (13432.350000 sec): 55 clusters Score: Raw -67075296.642906 + Penalty 174464.998780 = -66900831.644126 nChanged 682 Iteration 113Q (13453.930000 sec): 55 clusters Score: Raw -67075371.008059 + Penalty 174464.998780 = -66900906.009279 nChanged 640 Iteration 114Q (13476.420000 sec): 55 clusters Score: Raw -67075432.708792 + Penalty 174464.998780 = -66900967.710012 nChanged 559 Iteration 115Q (13499.480000 sec): 55 clusters Score: Raw -67075479.627990 + Penalty 174464.998780 = -66901014.629210 nChanged 496 Iteration 116Q (13522.350000 sec): 55 clusters Score: Raw -67075518.101413 + Penalty 174464.998780 = -66901053.102633 nChanged 439 Iteration 117Q (13543.420000 sec): 55 clusters Score: Raw -67075548.060806 + Penalty 174464.998780 = -66901083.062026 nChanged 376 Iteration 118Q (13565.310000 sec): 55 clusters Score: Raw -67075573.959188 + Penalty 174464.998780 = -66901108.960408 nChanged 334 Iteration 119Q (13588.470000 sec): 55 clusters Score: Raw -67075599.316233 + Penalty 174464.998780 = -66901134.317453 nChanged 300 Iteration 120F (13635.370000 sec): 55 clusters Score: Raw -67080913.238017 + Penalty 174464.998780 = -66906448.239237 nChanged 438 Iteration 121Q (13656.960000 sec): 55 clusters Score: Raw -67083703.374656 + Penalty 174464.998780 = -66909238.375876 nChanged 306 Iteration 122Q (13679.060000 sec): 55 clusters Score: Raw -67084063.612094 + Penalty 174464.998780 = -66909598.613314 nChanged 263 Iteration 123Q (13700.340000 sec): 55 clusters Score: Raw -67084191.439226 + Penalty 174464.998780 = -66909726.440446 nChanged 228 Iteration 124Q (13723.710000 sec): 55 clusters Score: Raw -67084274.411631 + Penalty 174464.998780 = -66909809.412851 nChanged 204 Iteration 125Q (13745.930000 sec): 55 clusters Score: Raw -67084300.227192 + Penalty 174464.998780 = -66909835.228412 nChanged 180 Iteration 126Q (13766.720000 sec): 55 clusters Score: Raw -67084311.712125 + Penalty 174464.998780 = -66909846.713345 nChanged 171 Iteration 127Q (13790.280000 sec): 55 clusters Score: Raw -67084320.967724 + Penalty 174464.998780 = -66909855.968944 nChanged 147 Iteration 128Q (13813.970000 sec): 55 clusters Score: Raw -67084330.044143 + Penalty 174464.998780 = -66909865.045363 nChanged 155 Iteration 129Q (13840.540000 sec): 55 clusters Score: Raw -67084339.594550 + Penalty 174464.998780 = -66909874.595770 nChanged 142 Iteration 130Q (13862.790000 sec): 55 clusters Score: Raw -67084348.443625 + Penalty 174464.998780 = -66909883.444845 nChanged 155 Iteration 131Q (13885.350000 sec): 55 clusters Score: Raw -67084358.896732 + Penalty 174464.998780 = -66909893.897952 nChanged 167 Iteration 132Q (13907.940000 sec): 55 clusters Score: Raw -67084368.699354 + Penalty 174464.998780 = -66909903.700574 nChanged 153 Iteration 133Q (13932.460000 sec): 55 clusters Score: Raw -67084378.275006 + Penalty 174464.998780 = -66909913.276226 nChanged 131 Iteration 134Q (13954.120000 sec): 55 clusters Score: Raw -67084385.647367 + Penalty 174464.998780 = -66909920.648587 nChanged 120 Iteration 135Q (13977.980000 sec): 55 clusters Score: Raw -67084391.525930 + Penalty 174464.998780 = -66909926.527150 nChanged 116 Iteration 136Q (14000.110000 sec): 55 clusters Score: Raw -67084396.181160 + Penalty 174464.998780 = -66909931.182380 nChanged 94 Iteration 137Q (14023.440000 sec): 55 clusters Score: Raw -67084400.385055 + Penalty 174464.998780 = -66909935.386275 nChanged 97 Iteration 138Q (14045.630000 sec): 55 clusters Score: Raw -67084404.500393 + Penalty 174464.998780 = -66909939.501613 nChanged 95 Writing temp clu file Because OldScore, -66909935.386275, is greater than current (better) Score,-66909939.501613 Compute initial score before splitting: Score: Raw -67084404.500393 + Penalty 174464.998780 = -66909939.501613 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14045.820000 sec): 2 clusters Score: Raw -206812.661278 + Penalty 1791.919405 = -205020.741872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14046.010000 sec): 3 clusters Score: Raw -206396.958231 + Penalty 3583.838811 = -202813.119420 nChanged 406 SP:Iteration 1F (14046.200000 sec): 3 clusters Score: Raw -206718.226708 + Penalty 3583.838811 = -203134.387898 nChanged 79 SP:Iteration 2F (14046.410000 sec): 3 clusters Score: Raw -206798.912878 + Penalty 3583.838811 = -203215.074067 nChanged 42 SP:Iteration 3Q (14046.590000 sec): 3 clusters Score: Raw -206846.050125 + Penalty 3583.838811 = -203262.211315 nChanged 36 SP:Iteration 4Q (14046.810000 sec): 3 clusters Score: Raw -206877.192178 + Penalty 3583.838811 = -203293.353367 nChanged 22 SP:Iteration 5Q (14046.970000 sec): 3 clusters Score: Raw -206898.203127 + Penalty 3583.838811 = -203314.364316 nChanged 19 SP:Iteration 6Q (14047.200000 sec): 3 clusters Score: Raw -206916.806638 + Penalty 3583.838811 = -203332.967827 nChanged 15 SP:Iteration 7Q (14047.410000 sec): 3 clusters Score: Raw -206930.553000 + Penalty 3583.838811 = -203346.714190 nChanged 3 SP:Iteration 8Q (14047.570000 sec): 3 clusters Score: Raw -206933.150849 + Penalty 3583.838811 = -203349.312038 nChanged 3 SP:Iteration 9Q (14047.760000 sec): 3 clusters Score: Raw -206936.583922 + Penalty 3583.838811 = -203352.745112 nChanged 4 SP:Iteration 10Q (14048.010000 sec): 3 clusters Score: Raw -206938.776097 + Penalty 3583.838811 = -203354.937287 nChanged 1 SP:Iteration 11Q (14048.170000 sec): 3 clusters Score: Raw -206939.199459 + Penalty 3583.838811 = -203355.360648 nChanged 1 SP:Iteration 12Q (14048.370000 sec): 3 clusters Score: Raw -206939.821595 + Penalty 3583.838811 = -203355.982785 nChanged 1 SP:Iteration 13Q (14048.640000 sec): 3 clusters Score: Raw -206940.269573 + Penalty 3583.838811 = -203356.430762 nChanged 1 SP:Iteration 14Q (14048.840000 sec): 3 clusters Score: Raw -206940.933074 + Penalty 3583.838811 = -203357.094264 nChanged 0 SP:Iteration 15F (14048.980000 sec): 3 clusters Score: Raw -206940.933074 + Penalty 3583.838811 = -203357.094264 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (7759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14049.120000 sec): 2 clusters Score: Raw -1131119.244675 + Penalty 2221.238967 = -1128898.005708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14049.390000 sec): 3 clusters Score: Raw -1127037.993564 + Penalty 4442.477934 = -1122595.515630 nChanged 3133 SP:Iteration 1F (14049.630000 sec): 3 clusters Score: Raw -1128790.470823 + Penalty 4442.477934 = -1124347.992889 nChanged 556 SP:Iteration 2F (14049.810000 sec): 3 clusters Score: Raw -1129076.741323 + Penalty 4442.477934 = -1124634.263388 nChanged 417 SP:Iteration 3F (14050.050000 sec): 3 clusters Score: Raw -1129281.590164 + Penalty 4442.477934 = -1124839.112230 nChanged 338 SP:Iteration 4Q (14050.340000 sec): 3 clusters Score: Raw -1129438.454445 + Penalty 4442.477934 = -1124995.976510 nChanged 300 SP:Iteration 5Q (14050.530000 sec): 3 clusters Score: Raw -1129602.845596 + Penalty 4442.477934 = -1125160.367661 nChanged 302 SP:Iteration 6Q (14050.780000 sec): 3 clusters Score: Raw -1129776.776456 + Penalty 4442.477934 = -1125334.298522 nChanged 289 SP:Iteration 7Q (14051.020000 sec): 3 clusters Score: Raw -1129945.720772 + Penalty 4442.477934 = -1125503.242837 nChanged 273 SP:Iteration 8Q (14051.290000 sec): 3 clusters Score: Raw -1130118.642477 + Penalty 4442.477934 = -1125676.164543 nChanged 286 SP:Iteration 9Q (14051.520000 sec): 3 clusters Score: Raw -1130324.936956 + Penalty 4442.477934 = -1125882.459021 nChanged 298 SP:Iteration 10Q (14051.800000 sec): 3 clusters Score: Raw -1130580.373499 + Penalty 4442.477934 = -1126137.895565 nChanged 286 SP:Iteration 11Q (14052.050000 sec): 3 clusters Score: Raw -1130832.997126 + Penalty 4442.477934 = -1126390.519192 nChanged 287 SP:Iteration 12Q (14052.290000 sec): 3 clusters Score: Raw -1131095.032293 + Penalty 4442.477934 = -1126652.554359 nChanged 293 SP:Iteration 13Q (14052.570000 sec): 3 clusters Score: Raw -1131325.957076 + Penalty 4442.477934 = -1126883.479142 nChanged 230 SP:Iteration 14Q (14052.770000 sec): 3 clusters Score: Raw -1131469.927513 + Penalty 4442.477934 = -1127027.449579 nChanged 167 SP:Iteration 15Q (14052.980000 sec): 3 clusters Score: Raw -1131559.731838 + Penalty 4442.477934 = -1127117.253904 nChanged 116 SP:Iteration 16Q (14053.230000 sec): 3 clusters Score: Raw -1131611.993182 + Penalty 4442.477934 = -1127169.515247 nChanged 95 SP:Iteration 17Q (14053.480000 sec): 3 clusters Score: Raw -1131649.272143 + Penalty 4442.477934 = -1127206.794209 nChanged 67 SP:Iteration 18Q (14053.730000 sec): 3 clusters Score: Raw -1131674.313654 + Penalty 4442.477934 = -1127231.835720 nChanged 58 SP:Iteration 19Q (14054.010000 sec): 3 clusters Score: Raw -1131696.937509 + Penalty 4442.477934 = -1127254.459574 nChanged 46 SP:Iteration 20F (14054.260000 sec): 3 clusters Score: Raw -1131711.114734 + Penalty 4442.477934 = -1127268.636800 nChanged 33 SP:Iteration 21Q (14054.460000 sec): 3 clusters Score: Raw -1131719.847280 + Penalty 4442.477934 = -1127277.369346 nChanged 21 SP:Iteration 22Q (14054.690000 sec): 3 clusters Score: Raw -1131725.890551 + Penalty 4442.477934 = -1127283.412617 nChanged 16 SP:Iteration 23Q (14054.870000 sec): 3 clusters Score: Raw -1131731.588525 + Penalty 4442.477934 = -1127289.110591 nChanged 21 SP:Iteration 24Q (14055.110000 sec): 3 clusters Score: Raw -1131735.930616 + Penalty 4442.477934 = -1127293.452682 nChanged 15 SP:Iteration 25Q (14055.330000 sec): 3 clusters Score: Raw -1131739.461862 + Penalty 4442.477934 = -1127296.983927 nChanged 12 SP:Iteration 26Q (14055.550000 sec): 3 clusters Score: Raw -1131742.001488 + Penalty 4442.477934 = -1127299.523554 nChanged 8 SP:Iteration 27Q (14055.820000 sec): 3 clusters Score: Raw -1131743.648049 + Penalty 4442.477934 = -1127301.170115 nChanged 7 SP:Iteration 28Q (14056.070000 sec): 3 clusters Score: Raw -1131745.086991 + Penalty 4442.477934 = -1127302.609056 nChanged 9 SP:Iteration 29Q (14056.290000 sec): 3 clusters Score: Raw -1131746.563961 + Penalty 4442.477934 = -1127304.086027 nChanged 5 SP:Iteration 30Q (14056.480000 sec): 3 clusters Score: Raw -1131747.703953 + Penalty 4442.477934 = -1127305.226018 nChanged 5 SP:Iteration 31Q (14056.710000 sec): 3 clusters Score: Raw -1131748.838437 + Penalty 4442.477934 = -1127306.360502 nChanged 5 SP:Iteration 32Q (14056.910000 sec): 3 clusters Score: Raw -1131749.847335 + Penalty 4442.477934 = -1127307.369401 nChanged 6 SP:Iteration 33Q (14057.120000 sec): 3 clusters Score: Raw -1131750.876543 + Penalty 4442.477934 = -1127308.398608 nChanged 7 SP:Iteration 34Q (14057.360000 sec): 3 clusters Score: Raw -1131751.800298 + Penalty 4442.477934 = -1127309.322363 nChanged 3 SP:Iteration 35Q (14057.620000 sec): 3 clusters Score: Raw -1131752.606789 + Penalty 4442.477934 = -1127310.128854 nChanged 5 SP:Iteration 36Q (14057.850000 sec): 3 clusters Score: Raw -1131754.047967 + Penalty 4442.477934 = -1127311.570032 nChanged 3 SP:Iteration 37Q (14058.070000 sec): 3 clusters Score: Raw -1131754.688080 + Penalty 4442.477934 = -1127312.210145 nChanged 1 SP:Iteration 38Q (14058.300000 sec): 3 clusters Score: Raw -1131754.817446 + Penalty 4442.477934 = -1127312.339512 nChanged 0 SP:Iteration 39F (14058.520000 sec): 3 clusters Score: Raw -1131754.817446 + Penalty 4442.477934 = -1127312.339512 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (6770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14058.650000 sec): 2 clusters Score: Raw -980713.707483 + Penalty 2187.423579 = -978526.283905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14058.880000 sec): 3 clusters Score: Raw -977364.229965 + Penalty 4374.847157 = -972989.382808 nChanged 2660 SP:Iteration 1F (14059.110000 sec): 3 clusters Score: Raw -978866.201784 + Penalty 4374.847157 = -974491.354626 nChanged 459 SP:Iteration 2F (14059.310000 sec): 3 clusters Score: Raw -979109.542081 + Penalty 4374.847157 = -974734.694923 nChanged 319 SP:Iteration 3Q (14059.550000 sec): 3 clusters Score: Raw -979258.446441 + Penalty 4374.847157 = -974883.599283 nChanged 235 SP:Iteration 4Q (14059.760000 sec): 3 clusters Score: Raw -979362.489750 + Penalty 4374.847157 = -974987.642593 nChanged 196 SP:Iteration 5Q (14060.020000 sec): 3 clusters Score: Raw -979466.359590 + Penalty 4374.847157 = -975091.512433 nChanged 171 SP:Iteration 6Q (14060.330000 sec): 3 clusters Score: Raw -979565.755295 + Penalty 4374.847157 = -975190.908137 nChanged 179 SP:Iteration 7Q (14060.520000 sec): 3 clusters Score: Raw -979673.748224 + Penalty 4374.847157 = -975298.901066 nChanged 201 SP:Iteration 8Q (14060.800000 sec): 3 clusters Score: Raw -979792.635068 + Penalty 4374.847157 = -975417.787910 nChanged 203 SP:Iteration 9Q (14061.060000 sec): 3 clusters Score: Raw -979914.330963 + Penalty 4374.847157 = -975539.483806 nChanged 229 SP:Iteration 10Q (14061.280000 sec): 3 clusters Score: Raw -980036.246096 + Penalty 4374.847157 = -975661.398939 nChanged 192 SP:Iteration 11Q (14061.520000 sec): 3 clusters Score: Raw -980146.216458 + Penalty 4374.847157 = -975771.369300 nChanged 179 SP:Iteration 12Q (14061.720000 sec): 3 clusters Score: Raw -980251.627805 + Penalty 4374.847157 = -975876.780648 nChanged 184 SP:Iteration 13Q (14061.980000 sec): 3 clusters Score: Raw -980352.212512 + Penalty 4374.847157 = -975977.365355 nChanged 166 SP:Iteration 14Q (14062.240000 sec): 3 clusters Score: Raw -980447.921681 + Penalty 4374.847157 = -976073.074524 nChanged 163 SP:Iteration 15Q (14062.500000 sec): 3 clusters Score: Raw -980544.345955 + Penalty 4374.847157 = -976169.498797 nChanged 154 SP:Iteration 16Q (14062.690000 sec): 3 clusters Score: Raw -980620.160198 + Penalty 4374.847157 = -976245.313040 nChanged 143 SP:Iteration 17Q (14062.950000 sec): 3 clusters Score: Raw -980693.698994 + Penalty 4374.847157 = -976318.851837 nChanged 127 SP:Iteration 18Q (14063.150000 sec): 3 clusters Score: Raw -980756.423284 + Penalty 4374.847157 = -976381.576126 nChanged 122 SP:Iteration 19Q (14063.380000 sec): 3 clusters Score: Raw -980810.990988 + Penalty 4374.847157 = -976436.143830 nChanged 97 SP:Iteration 20F (14063.600000 sec): 3 clusters Score: Raw -980857.111685 + Penalty 4374.847157 = -976482.264528 nChanged 100 SP:Iteration 21Q (14063.810000 sec): 3 clusters Score: Raw -980908.695332 + Penalty 4374.847157 = -976533.848174 nChanged 101 SP:Iteration 22Q (14064.060000 sec): 3 clusters Score: Raw -980957.759745 + Penalty 4374.847157 = -976582.912588 nChanged 98 SP:Iteration 23Q (14064.260000 sec): 3 clusters Score: Raw -981004.056410 + Penalty 4374.847157 = -976629.209252 nChanged 75 SP:Iteration 24Q (14064.500000 sec): 3 clusters Score: Raw -981040.981689 + Penalty 4374.847157 = -976666.134532 nChanged 77 SP:Iteration 25Q (14064.700000 sec): 3 clusters Score: Raw -981081.830086 + Penalty 4374.847157 = -976706.982929 nChanged 69 SP:Iteration 26Q (14064.920000 sec): 3 clusters Score: Raw -981112.160790 + Penalty 4374.847157 = -976737.313632 nChanged 56 SP:Iteration 27Q (14065.150000 sec): 3 clusters Score: Raw -981133.336079 + Penalty 4374.847157 = -976758.488922 nChanged 46 SP:Iteration 28Q (14065.360000 sec): 3 clusters Score: Raw -981150.228380 + Penalty 4374.847157 = -976775.381222 nChanged 41 SP:Iteration 29Q (14065.580000 sec): 3 clusters Score: Raw -981167.056270 + Penalty 4374.847157 = -976792.209112 nChanged 44 SP:Iteration 30Q (14065.820000 sec): 3 clusters Score: Raw -981185.103200 + Penalty 4374.847157 = -976810.256043 nChanged 43 SP:Iteration 31Q (14066.030000 sec): 3 clusters Score: Raw -981207.864661 + Penalty 4374.847157 = -976833.017504 nChanged 41 SP:Iteration 32Q (14066.250000 sec): 3 clusters Score: Raw -981231.015504 + Penalty 4374.847157 = -976856.168347 nChanged 40 SP:Iteration 33Q (14066.480000 sec): 3 clusters Score: Raw -981250.179081 + Penalty 4374.847157 = -976875.331923 nChanged 38 SP:Iteration 34Q (14066.700000 sec): 3 clusters Score: Raw -981267.662120 + Penalty 4374.847157 = -976892.814962 nChanged 33 SP:Iteration 35Q (14066.930000 sec): 3 clusters Score: Raw -981282.626185 + Penalty 4374.847157 = -976907.779028 nChanged 27 SP:Iteration 36Q (14067.150000 sec): 3 clusters Score: Raw -981296.120893 + Penalty 4374.847157 = -976921.273736 nChanged 22 SP:Iteration 37Q (14067.380000 sec): 3 clusters Score: Raw -981304.797730 + Penalty 4374.847157 = -976929.950573 nChanged 14 SP:Iteration 38Q (14067.590000 sec): 3 clusters Score: Raw -981311.169771 + Penalty 4374.847157 = -976936.322614 nChanged 21 SP:Iteration 39Q (14067.740000 sec): 3 clusters Score: Raw -981321.075817 + Penalty 4374.847157 = -976946.228659 nChanged 18 SP:Iteration 40F (14067.970000 sec): 3 clusters Score: Raw -981329.441182 + Penalty 4374.847157 = -976954.594024 nChanged 22 SP:Iteration 41Q (14068.140000 sec): 3 clusters Score: Raw -981338.731949 + Penalty 4374.847157 = -976963.884792 nChanged 16 SP:Iteration 42Q (14068.390000 sec): 3 clusters Score: Raw -981345.676366 + Penalty 4374.847157 = -976970.829208 nChanged 6 SP:Iteration 43Q (14068.580000 sec): 3 clusters Score: Raw -981347.992427 + Penalty 4374.847157 = -976973.145269 nChanged 3 SP:Iteration 44Q (14068.790000 sec): 3 clusters Score: Raw -981348.908358 + Penalty 4374.847157 = -976974.061200 nChanged 2 SP:Iteration 45Q (14069.030000 sec): 3 clusters Score: Raw -981349.580126 + Penalty 4374.847157 = -976974.732969 nChanged 4 SP:Iteration 46Q (14069.220000 sec): 3 clusters Score: Raw -981351.050221 + Penalty 4374.847157 = -976976.203063 nChanged 5 SP:Iteration 47Q (14069.430000 sec): 3 clusters Score: Raw -981353.797942 + Penalty 4374.847157 = -976978.950785 nChanged 9 SP:Iteration 48Q (14069.650000 sec): 3 clusters Score: Raw -981359.611979 + Penalty 4374.847157 = -976984.764822 nChanged 5 SP:Iteration 49Q (14069.890000 sec): 3 clusters Score: Raw -981361.587340 + Penalty 4374.847157 = -976986.740182 nChanged 3 SP:Iteration 50Q (14070.120000 sec): 3 clusters Score: Raw -981362.554622 + Penalty 4374.847157 = -976987.707464 nChanged 1 SP:Iteration 51Q (14070.340000 sec): 3 clusters Score: Raw -981363.471682 + Penalty 4374.847157 = -976988.624524 nChanged 2 SP:Iteration 52Q (14070.560000 sec): 3 clusters Score: Raw -981364.377097 + Penalty 4374.847157 = -976989.529940 nChanged 1 SP:Iteration 53Q (14070.760000 sec): 3 clusters Score: Raw -981365.033264 + Penalty 4374.847157 = -976990.186107 nChanged 0 SP:Iteration 54F (14071.020000 sec): 3 clusters Score: Raw -981365.033264 + Penalty 4374.847157 = -976990.186107 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (28284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14071.270000 sec): 2 clusters Score: Raw -4310421.281094 + Penalty 2542.012785 = -4307879.268309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14071.620000 sec): 3 clusters Score: Raw -4293419.257078 + Penalty 5084.025570 = -4288335.231508 nChanged 12757 SP:Iteration 1F (14071.960000 sec): 3 clusters Score: Raw -4300443.057807 + Penalty 5084.025570 = -4295359.032237 nChanged 1489 SP:Iteration 2F (14072.290000 sec): 3 clusters Score: Raw -4301071.682527 + Penalty 5084.025570 = -4295987.656957 nChanged 1551 SP:Iteration 3F (14072.690000 sec): 3 clusters Score: Raw -4301897.926432 + Penalty 5084.025570 = -4296813.900861 nChanged 1775 SP:Iteration 4F (14073.070000 sec): 3 clusters Score: Raw -4303053.799389 + Penalty 5084.025570 = -4297969.773819 nChanged 1926 SP:Iteration 5F (14073.410000 sec): 3 clusters Score: Raw -4304456.085158 + Penalty 5084.025570 = -4299372.059588 nChanged 2036 SP:Iteration 6F (14073.810000 sec): 3 clusters Score: Raw -4305869.995200 + Penalty 5084.025570 = -4300785.969629 nChanged 1778 SP:Iteration 7F (14074.150000 sec): 3 clusters Score: Raw -4307009.123233 + Penalty 5084.025570 = -4301925.097663 nChanged 1490 SP:Iteration 8F (14074.510000 sec): 3 clusters Score: Raw -4307846.487552 + Penalty 5084.025570 = -4302762.461982 nChanged 1069 SP:Iteration 9Q (14074.840000 sec): 3 clusters Score: Raw -4308359.887891 + Penalty 5084.025570 = -4303275.862320 nChanged 847 SP:Iteration 10Q (14075.170000 sec): 3 clusters Score: Raw -4308771.960036 + Penalty 5084.025570 = -4303687.934466 nChanged 705 SP:Iteration 11Q (14075.490000 sec): 3 clusters Score: Raw -4309104.377713 + Penalty 5084.025570 = -4304020.352143 nChanged 623 SP:Iteration 12Q (14075.890000 sec): 3 clusters Score: Raw -4309382.836347 + Penalty 5084.025570 = -4304298.810777 nChanged 508 SP:Iteration 13Q (14076.290000 sec): 3 clusters Score: Raw -4309607.516633 + Penalty 5084.025570 = -4304523.491063 nChanged 453 SP:Iteration 14Q (14076.610000 sec): 3 clusters Score: Raw -4309809.684365 + Penalty 5084.025570 = -4304725.658795 nChanged 384 SP:Iteration 15Q (14076.930000 sec): 3 clusters Score: Raw -4309976.866780 + Penalty 5084.025570 = -4304892.841210 nChanged 324 SP:Iteration 16Q (14077.310000 sec): 3 clusters Score: Raw -4310128.223805 + Penalty 5084.025570 = -4305044.198234 nChanged 307 SP:Iteration 17Q (14077.690000 sec): 3 clusters Score: Raw -4310268.671016 + Penalty 5084.025570 = -4305184.645446 nChanged 246 SP:Iteration 18Q (14078.030000 sec): 3 clusters Score: Raw -4310381.476376 + Penalty 5084.025570 = -4305297.450806 nChanged 193 SP:Iteration 19Q (14078.400000 sec): 3 clusters Score: Raw -4310464.906709 + Penalty 5084.025570 = -4305380.881139 nChanged 164 SP:Iteration 20F (14078.770000 sec): 3 clusters Score: Raw -4310534.547957 + Penalty 5084.025570 = -4305450.522387 nChanged 97 SP:Iteration 21Q (14079.110000 sec): 3 clusters Score: Raw -4310572.097655 + Penalty 5084.025570 = -4305488.072084 nChanged 86 SP:Iteration 22Q (14079.440000 sec): 3 clusters Score: Raw -4310613.957868 + Penalty 5084.025570 = -4305529.932297 nChanged 79 SP:Iteration 23Q (14079.780000 sec): 3 clusters Score: Raw -4310647.437962 + Penalty 5084.025570 = -4305563.412392 nChanged 60 SP:Iteration 24Q (14080.140000 sec): 3 clusters Score: Raw -4310675.383606 + Penalty 5084.025570 = -4305591.358035 nChanged 55 SP:Iteration 25Q (14080.470000 sec): 3 clusters Score: Raw -4310699.490745 + Penalty 5084.025570 = -4305615.465175 nChanged 39 SP:Iteration 26Q (14080.810000 sec): 3 clusters Score: Raw -4310713.838367 + Penalty 5084.025570 = -4305629.812797 nChanged 27 SP:Iteration 27Q (14081.130000 sec): 3 clusters Score: Raw -4310723.823809 + Penalty 5084.025570 = -4305639.798239 nChanged 19 SP:Iteration 28Q (14081.500000 sec): 3 clusters Score: Raw -4310730.487945 + Penalty 5084.025570 = -4305646.462375 nChanged 16 SP:Iteration 29Q (14081.870000 sec): 3 clusters Score: Raw -4310737.386037 + Penalty 5084.025570 = -4305653.360466 nChanged 15 SP:Iteration 30Q (14082.150000 sec): 3 clusters Score: Raw -4310744.775989 + Penalty 5084.025570 = -4305660.750419 nChanged 11 SP:Iteration 31Q (14082.510000 sec): 3 clusters Score: Raw -4310749.582176 + Penalty 5084.025570 = -4305665.556606 nChanged 10 SP:Iteration 32Q (14082.790000 sec): 3 clusters Score: Raw -4310754.392408 + Penalty 5084.025570 = -4305670.366838 nChanged 15 SP:Iteration 33Q (14083.090000 sec): 3 clusters Score: Raw -4310760.980940 + Penalty 5084.025570 = -4305676.955370 nChanged 13 SP:Iteration 34Q (14083.410000 sec): 3 clusters Score: Raw -4310766.846612 + Penalty 5084.025570 = -4305682.821042 nChanged 14 SP:Iteration 35Q (14083.680000 sec): 3 clusters Score: Raw -4310772.708616 + Penalty 5084.025570 = -4305688.683046 nChanged 8 SP:Iteration 36Q (14084.050000 sec): 3 clusters Score: Raw -4310777.628461 + Penalty 5084.025570 = -4305693.602891 nChanged 11 SP:Iteration 37Q (14084.360000 sec): 3 clusters Score: Raw -4310783.607855 + Penalty 5084.025570 = -4305699.582285 nChanged 12 SP:Iteration 38Q (14084.700000 sec): 3 clusters Score: Raw -4310788.278457 + Penalty 5084.025570 = -4305704.252887 nChanged 8 SP:Iteration 39Q (14085.070000 sec): 3 clusters Score: Raw -4310790.677019 + Penalty 5084.025570 = -4305706.651449 nChanged 8 SP:Iteration 40F (14085.370000 sec): 3 clusters Score: Raw -4310793.992413 + Penalty 5084.025570 = -4305709.966843 nChanged 7 SP:Iteration 41Q (14085.690000 sec): 3 clusters Score: Raw -4310796.837757 + Penalty 5084.025570 = -4305712.812187 nChanged 6 SP:Iteration 42Q (14086.050000 sec): 3 clusters Score: Raw -4310799.800655 + Penalty 5084.025570 = -4305715.775085 nChanged 7 SP:Iteration 43Q (14086.410000 sec): 3 clusters Score: Raw -4310803.256535 + Penalty 5084.025570 = -4305719.230965 nChanged 9 SP:Iteration 44Q (14086.710000 sec): 3 clusters Score: Raw -4310806.605199 + Penalty 5084.025570 = -4305722.579629 nChanged 10 SP:Iteration 45Q (14087.080000 sec): 3 clusters Score: Raw -4310813.219008 + Penalty 5084.025570 = -4305729.193438 nChanged 11 SP:Iteration 46Q (14087.470000 sec): 3 clusters Score: Raw -4310818.645815 + Penalty 5084.025570 = -4305734.620245 nChanged 10 SP:Iteration 47Q (14087.780000 sec): 3 clusters Score: Raw -4310823.919026 + Penalty 5084.025570 = -4305739.893456 nChanged 4 SP:Iteration 48Q (14088.110000 sec): 3 clusters Score: Raw -4310825.279716 + Penalty 5084.025570 = -4305741.254146 nChanged 3 SP:Iteration 49Q (14088.480000 sec): 3 clusters Score: Raw -4310826.370473 + Penalty 5084.025570 = -4305742.344903 nChanged 2 SP:Iteration 50Q (14088.850000 sec): 3 clusters Score: Raw -4310826.860406 + Penalty 5084.025570 = -4305742.834836 nChanged 2 SP:Iteration 51Q (14089.210000 sec): 3 clusters Score: Raw -4310827.694482 + Penalty 5084.025570 = -4305743.668912 nChanged 1 SP:Iteration 52Q (14089.510000 sec): 3 clusters Score: Raw -4310828.326943 + Penalty 5084.025570 = -4305744.301373 nChanged 6 SP:Iteration 53Q (14089.850000 sec): 3 clusters Score: Raw -4310830.091703 + Penalty 5084.025570 = -4305746.066133 nChanged 3 SP:Iteration 54Q (14090.150000 sec): 3 clusters Score: Raw -4310831.302306 + Penalty 5084.025570 = -4305747.276736 nChanged 1 SP:Iteration 55Q (14090.560000 sec): 3 clusters Score: Raw -4310832.204312 + Penalty 5084.025570 = -4305748.178741 nChanged 3 SP:Iteration 56Q (14090.840000 sec): 3 clusters Score: Raw -4310833.610943 + Penalty 5084.025570 = -4305749.585373 nChanged 3 SP:Iteration 57Q (14091.170000 sec): 3 clusters Score: Raw -4310835.123790 + Penalty 5084.025570 = -4305751.098219 nChanged 6 SP:Iteration 58Q (14091.510000 sec): 3 clusters Score: Raw -4310838.616248 + Penalty 5084.025570 = -4305754.590678 nChanged 8 SP:Iteration 59Q (14091.870000 sec): 3 clusters Score: Raw -4310842.424211 + Penalty 5084.025570 = -4305758.398640 nChanged 6 SP:Iteration 60F (14092.210000 sec): 3 clusters Score: Raw -4310844.823363 + Penalty 5084.025570 = -4305760.797793 nChanged 7 SP:Iteration 61Q (14092.600000 sec): 3 clusters Score: Raw -4310847.365715 + Penalty 5084.025570 = -4305763.340145 nChanged 3 SP:Iteration 62Q (14092.980000 sec): 3 clusters Score: Raw -4310848.675669 + Penalty 5084.025570 = -4305764.650099 nChanged 6 SP:Iteration 63Q (14093.300000 sec): 3 clusters Score: Raw -4310851.866391 + Penalty 5084.025570 = -4305767.840821 nChanged 5 SP:Iteration 64Q (14093.680000 sec): 3 clusters Score: Raw -4310854.130596 + Penalty 5084.025570 = -4305770.105026 nChanged 2 SP:Iteration 65Q (14093.950000 sec): 3 clusters Score: Raw -4310854.730325 + Penalty 5084.025570 = -4305770.704755 nChanged 2 SP:Iteration 66Q (14094.310000 sec): 3 clusters Score: Raw -4310855.248546 + Penalty 5084.025570 = -4305771.222976 nChanged 1 SP:Iteration 67Q (14094.730000 sec): 3 clusters Score: Raw -4310855.659506 + Penalty 5084.025570 = -4305771.633936 nChanged 0 SP:Iteration 68F (14095.060000 sec): 3 clusters Score: Raw -4310855.659506 + Penalty 5084.025570 = -4305771.633936 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14095.180000 sec): 2 clusters Score: Raw -79972.490704 + Penalty 1579.310422 = -78393.180282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14095.350000 sec): 3 clusters Score: Raw -79982.870060 + Penalty 3158.620844 = -76824.249216 nChanged 119 SP:Iteration 1F (14095.600000 sec): 3 clusters Score: Raw -80199.059771 + Penalty 3158.620844 = -77040.438927 nChanged 33 SP:Iteration 2F (14095.830000 sec): 3 clusters Score: Raw -80307.612269 + Penalty 3158.620844 = -77148.991424 nChanged 26 SP:Iteration 3Q (14095.970000 sec): 3 clusters Score: Raw -80359.624033 + Penalty 3158.620844 = -77201.003188 nChanged 17 SP:Iteration 4Q (14096.230000 sec): 3 clusters Score: Raw -80391.242224 + Penalty 3158.620844 = -77232.621380 nChanged 10 SP:Iteration 5Q (14096.380000 sec): 3 clusters Score: Raw -80414.322900 + Penalty 3158.620844 = -77255.702055 nChanged 12 SP:Iteration 6Q (14096.620000 sec): 3 clusters Score: Raw -80444.582247 + Penalty 3158.620844 = -77285.961402 nChanged 17 SP:Iteration 7Q (14096.790000 sec): 3 clusters Score: Raw -80513.959996 + Penalty 3158.620844 = -77355.339152 nChanged 16 SP:Iteration 8Q (14096.980000 sec): 3 clusters Score: Raw -80595.106790 + Penalty 3158.620844 = -77436.485945 nChanged 10 SP:Iteration 9Q (14097.210000 sec): 3 clusters Score: Raw -80617.189758 + Penalty 3158.620844 = -77458.568914 nChanged 4 SP:Iteration 10Q (14097.410000 sec): 3 clusters Score: Raw -80629.781314 + Penalty 3158.620844 = -77471.160469 nChanged 1 SP:Iteration 11Q (14097.540000 sec): 3 clusters Score: Raw -80630.581737 + Penalty 3158.620844 = -77471.960893 nChanged 0 SP:Iteration 12F (14097.760000 sec): 3 clusters Score: Raw -80630.581737 + Penalty 3158.620844 = -77471.960893 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (1985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14097.870000 sec): 2 clusters Score: Raw -298573.086605 + Penalty 1883.156800 = -296689.929805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14098.110000 sec): 3 clusters Score: Raw -297922.824645 + Penalty 3766.313600 = -294156.511045 nChanged 654 SP:Iteration 1F (14098.300000 sec): 3 clusters Score: Raw -298569.436248 + Penalty 3766.313600 = -294803.122648 nChanged 172 SP:Iteration 2F (14098.510000 sec): 3 clusters Score: Raw -298768.617532 + Penalty 3766.313600 = -295002.303932 nChanged 112 SP:Iteration 3F (14098.670000 sec): 3 clusters Score: Raw -298925.301507 + Penalty 3766.313600 = -295158.987907 nChanged 83 SP:Iteration 4Q (14098.920000 sec): 3 clusters Score: Raw -299049.180609 + Penalty 3766.313600 = -295282.867009 nChanged 73 SP:Iteration 5Q (14099.100000 sec): 3 clusters Score: Raw -299145.417234 + Penalty 3766.313600 = -295379.103634 nChanged 71 SP:Iteration 6Q (14099.340000 sec): 3 clusters Score: Raw -299243.577166 + Penalty 3766.313600 = -295477.263566 nChanged 58 SP:Iteration 7Q (14099.500000 sec): 3 clusters Score: Raw -299313.613043 + Penalty 3766.313600 = -295547.299444 nChanged 58 SP:Iteration 8Q (14099.690000 sec): 3 clusters Score: Raw -299397.495273 + Penalty 3766.313600 = -295631.181673 nChanged 60 SP:Iteration 9Q (14099.940000 sec): 3 clusters Score: Raw -299478.808080 + Penalty 3766.313600 = -295712.494480 nChanged 31 SP:Iteration 10Q (14100.110000 sec): 3 clusters Score: Raw -299522.818151 + Penalty 3766.313600 = -295756.504552 nChanged 27 SP:Iteration 11Q (14100.260000 sec): 3 clusters Score: Raw -299550.448514 + Penalty 3766.313600 = -295784.134915 nChanged 24 SP:Iteration 12Q (14100.480000 sec): 3 clusters Score: Raw -299582.192933 + Penalty 3766.313600 = -295815.879333 nChanged 18 SP:Iteration 13Q (14100.670000 sec): 3 clusters Score: Raw -299600.689957 + Penalty 3766.313600 = -295834.376357 nChanged 12 SP:Iteration 14Q (14100.850000 sec): 3 clusters Score: Raw -299614.410882 + Penalty 3766.313600 = -295848.097282 nChanged 13 SP:Iteration 15Q (14101.040000 sec): 3 clusters Score: Raw -299622.690223 + Penalty 3766.313600 = -295856.376623 nChanged 6 SP:Iteration 16Q (14101.230000 sec): 3 clusters Score: Raw -299628.662795 + Penalty 3766.313600 = -295862.349195 nChanged 6 SP:Iteration 17Q (14101.490000 sec): 3 clusters Score: Raw -299636.252857 + Penalty 3766.313600 = -295869.939257 nChanged 9 SP:Iteration 18Q (14101.710000 sec): 3 clusters Score: Raw -299643.489115 + Penalty 3766.313600 = -295877.175515 nChanged 5 SP:Iteration 19Q (14101.900000 sec): 3 clusters Score: Raw -299648.219345 + Penalty 3766.313600 = -295881.905745 nChanged 5 SP:Iteration 20F (14102.080000 sec): 3 clusters Score: Raw -299651.045885 + Penalty 3766.313600 = -295884.732285 nChanged 1 SP:Iteration 21Q (14102.270000 sec): 3 clusters Score: Raw -299652.601115 + Penalty 3766.313600 = -295886.287516 nChanged 1 SP:Iteration 22Q (14102.430000 sec): 3 clusters Score: Raw -299652.857213 + Penalty 3766.313600 = -295886.543613 nChanged 0 SP:Iteration 23F (14102.570000 sec): 3 clusters Score: Raw -299652.857213 + Penalty 3766.313600 = -295886.543613 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (2929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14102.740000 sec): 2 clusters Score: Raw -433494.635579 + Penalty 1979.639254 = -431514.996325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14102.950000 sec): 3 clusters Score: Raw -432280.349903 + Penalty 3959.278508 = -428321.071395 nChanged 1056 SP:Iteration 1F (14103.170000 sec): 3 clusters Score: Raw -433169.029333 + Penalty 3959.278508 = -429209.750825 nChanged 300 SP:Iteration 2F (14103.380000 sec): 3 clusters Score: Raw -433614.128173 + Penalty 3959.278508 = -429654.849665 nChanged 250 SP:Iteration 3F (14103.580000 sec): 3 clusters Score: Raw -433971.902109 + Penalty 3959.278508 = -430012.623601 nChanged 182 SP:Iteration 4F (14103.790000 sec): 3 clusters Score: Raw -434160.168385 + Penalty 3959.278508 = -430200.889877 nChanged 129 SP:Iteration 5Q (14104.020000 sec): 3 clusters Score: Raw -434277.891590 + Penalty 3959.278508 = -430318.613082 nChanged 90 SP:Iteration 6Q (14104.240000 sec): 3 clusters Score: Raw -434352.673163 + Penalty 3959.278508 = -430393.394655 nChanged 73 SP:Iteration 7Q (14104.490000 sec): 3 clusters Score: Raw -434416.341665 + Penalty 3959.278508 = -430457.063157 nChanged 63 SP:Iteration 8Q (14104.690000 sec): 3 clusters Score: Raw -434461.346755 + Penalty 3959.278508 = -430502.068247 nChanged 40 SP:Iteration 9Q (14104.910000 sec): 3 clusters Score: Raw -434488.092209 + Penalty 3959.278508 = -430528.813701 nChanged 33 SP:Iteration 10Q (14105.070000 sec): 3 clusters Score: Raw -434506.377730 + Penalty 3959.278508 = -430547.099222 nChanged 18 SP:Iteration 11Q (14105.240000 sec): 3 clusters Score: Raw -434517.042895 + Penalty 3959.278508 = -430557.764387 nChanged 18 SP:Iteration 12Q (14105.410000 sec): 3 clusters Score: Raw -434529.127663 + Penalty 3959.278508 = -430569.849155 nChanged 23 SP:Iteration 13Q (14105.610000 sec): 3 clusters Score: Raw -434542.802112 + Penalty 3959.278508 = -430583.523604 nChanged 12 SP:Iteration 14Q (14105.830000 sec): 3 clusters Score: Raw -434549.018313 + Penalty 3959.278508 = -430589.739805 nChanged 11 SP:Iteration 15Q (14106.020000 sec): 3 clusters Score: Raw -434557.083119 + Penalty 3959.278508 = -430597.804611 nChanged 8 SP:Iteration 16Q (14106.290000 sec): 3 clusters Score: Raw -434562.821282 + Penalty 3959.278508 = -430603.542774 nChanged 9 SP:Iteration 17Q (14106.450000 sec): 3 clusters Score: Raw -434568.713108 + Penalty 3959.278508 = -430609.434600 nChanged 6 SP:Iteration 18Q (14106.650000 sec): 3 clusters Score: Raw -434571.245224 + Penalty 3959.278508 = -430611.966716 nChanged 4 SP:Iteration 19Q (14106.830000 sec): 3 clusters Score: Raw -434573.663605 + Penalty 3959.278508 = -430614.385097 nChanged 5 SP:Iteration 20F (14107.010000 sec): 3 clusters Score: Raw -434576.627013 + Penalty 3959.278508 = -430617.348505 nChanged 1 SP:Iteration 21Q (14107.200000 sec): 3 clusters Score: Raw -434577.012394 + Penalty 3959.278508 = -430617.733885 nChanged 1 SP:Iteration 22Q (14107.360000 sec): 3 clusters Score: Raw -434577.624830 + Penalty 3959.278508 = -430618.346322 nChanged 2 SP:Iteration 23Q (14107.540000 sec): 3 clusters Score: Raw -434578.388212 + Penalty 3959.278508 = -430619.109704 nChanged 1 SP:Iteration 24Q (14107.690000 sec): 3 clusters Score: Raw -434579.143511 + Penalty 3959.278508 = -430619.865003 nChanged 1 SP:Iteration 25Q (14107.870000 sec): 3 clusters Score: Raw -434579.711072 + Penalty 3959.278508 = -430620.432564 nChanged 2 SP:Iteration 26Q (14108.040000 sec): 3 clusters Score: Raw -434580.459305 + Penalty 3959.278508 = -430621.180797 nChanged 1 SP:Iteration 27Q (14108.220000 sec): 3 clusters Score: Raw -434580.930918 + Penalty 3959.278508 = -430621.652409 nChanged 1 SP:Iteration 28Q (14108.400000 sec): 3 clusters Score: Raw -434581.771460 + Penalty 3959.278508 = -430622.492952 nChanged 2 SP:Iteration 29Q (14108.600000 sec): 3 clusters Score: Raw -434582.944939 + Penalty 3959.278508 = -430623.666431 nChanged 3 SP:Iteration 30Q (14108.800000 sec): 3 clusters Score: Raw -434584.508613 + Penalty 3959.278508 = -430625.230105 nChanged 3 SP:Iteration 31Q (14109.010000 sec): 3 clusters Score: Raw -434585.381556 + Penalty 3959.278508 = -430626.103048 nChanged 0 SP:Iteration 32F (14109.210000 sec): 3 clusters Score: Raw -434585.381556 + Penalty 3959.278508 = -430626.103048 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (21231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14109.450000 sec): 2 clusters Score: Raw -3238013.779279 + Penalty 2470.877979 = -3235542.901300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14109.800000 sec): 3 clusters Score: Raw -3225615.399233 + Penalty 4941.755958 = -3220673.643275 nChanged 9399 SP:Iteration 1F (14110.110000 sec): 3 clusters Score: Raw -3230626.602976 + Penalty 4941.755958 = -3225684.847019 nChanged 1084 SP:Iteration 2F (14110.430000 sec): 3 clusters Score: Raw -3231035.521276 + Penalty 4941.755958 = -3226093.765319 nChanged 989 SP:Iteration 3Q (14110.780000 sec): 3 clusters Score: Raw -3231409.190349 + Penalty 4941.755958 = -3226467.434391 nChanged 917 SP:Iteration 4Q (14111.090000 sec): 3 clusters Score: Raw -3231730.365762 + Penalty 4941.755958 = -3226788.609804 nChanged 791 SP:Iteration 5Q (14111.410000 sec): 3 clusters Score: Raw -3232021.892533 + Penalty 4941.755958 = -3227080.136575 nChanged 803 SP:Iteration 6Q (14111.760000 sec): 3 clusters Score: Raw -3232347.522809 + Penalty 4941.755958 = -3227405.766851 nChanged 812 SP:Iteration 7Q (14112.120000 sec): 3 clusters Score: Raw -3232691.090907 + Penalty 4941.755958 = -3227749.334950 nChanged 794 SP:Iteration 8Q (14112.470000 sec): 3 clusters Score: Raw -3232997.547128 + Penalty 4941.755958 = -3228055.791170 nChanged 745 SP:Iteration 9Q (14112.830000 sec): 3 clusters Score: Raw -3233275.311348 + Penalty 4941.755958 = -3228333.555390 nChanged 692 SP:Iteration 10Q (14113.090000 sec): 3 clusters Score: Raw -3233500.135223 + Penalty 4941.755958 = -3228558.379265 nChanged 603 SP:Iteration 11Q (14113.410000 sec): 3 clusters Score: Raw -3233701.821620 + Penalty 4941.755958 = -3228760.065663 nChanged 601 SP:Iteration 12Q (14113.750000 sec): 3 clusters Score: Raw -3233898.816771 + Penalty 4941.755958 = -3228957.060813 nChanged 541 SP:Iteration 13Q (14114.040000 sec): 3 clusters Score: Raw -3234071.481360 + Penalty 4941.755958 = -3229129.725402 nChanged 501 SP:Iteration 14Q (14114.340000 sec): 3 clusters Score: Raw -3234235.813361 + Penalty 4941.755958 = -3229294.057403 nChanged 472 SP:Iteration 15Q (14114.640000 sec): 3 clusters Score: Raw -3234398.629027 + Penalty 4941.755958 = -3229456.873069 nChanged 475 SP:Iteration 16Q (14114.900000 sec): 3 clusters Score: Raw -3234566.424815 + Penalty 4941.755958 = -3229624.668857 nChanged 475 SP:Iteration 17Q (14115.240000 sec): 3 clusters Score: Raw -3234746.796637 + Penalty 4941.755958 = -3229805.040680 nChanged 481 SP:Iteration 18Q (14115.560000 sec): 3 clusters Score: Raw -3234938.615239 + Penalty 4941.755958 = -3229996.859281 nChanged 479 SP:Iteration 19Q (14115.840000 sec): 3 clusters Score: Raw -3235154.394795 + Penalty 4941.755958 = -3230212.638837 nChanged 534 SP:Iteration 20F (14116.140000 sec): 3 clusters Score: Raw -3235414.647612 + Penalty 4941.755958 = -3230472.891654 nChanged 576 SP:Iteration 21Q (14116.510000 sec): 3 clusters Score: Raw -3235717.359843 + Penalty 4941.755958 = -3230775.603885 nChanged 575 SP:Iteration 22Q (14116.780000 sec): 3 clusters Score: Raw -3236041.557527 + Penalty 4941.755958 = -3231099.801569 nChanged 618 SP:Iteration 23Q (14117.090000 sec): 3 clusters Score: Raw -3236388.250887 + Penalty 4941.755958 = -3231446.494929 nChanged 594 SP:Iteration 24Q (14117.410000 sec): 3 clusters Score: Raw -3236733.993138 + Penalty 4941.755958 = -3231792.237180 nChanged 580 SP:Iteration 25Q (14117.700000 sec): 3 clusters Score: Raw -3237105.361024 + Penalty 4941.755958 = -3232163.605067 nChanged 561 SP:Iteration 26Q (14118.010000 sec): 3 clusters Score: Raw -3237488.624410 + Penalty 4941.755958 = -3232546.868453 nChanged 569 SP:Iteration 27Q (14118.340000 sec): 3 clusters Score: Raw -3237863.447749 + Penalty 4941.755958 = -3232921.691792 nChanged 497 SP:Iteration 28Q (14118.620000 sec): 3 clusters Score: Raw -3238141.360481 + Penalty 4941.755958 = -3233199.604523 nChanged 455 SP:Iteration 29Q (14118.870000 sec): 3 clusters Score: Raw -3238356.974304 + Penalty 4941.755958 = -3233415.218346 nChanged 391 SP:Iteration 30Q (14119.220000 sec): 3 clusters Score: Raw -3238512.197548 + Penalty 4941.755958 = -3233570.441590 nChanged 264 SP:Iteration 31Q (14119.510000 sec): 3 clusters Score: Raw -3238592.367745 + Penalty 4941.755958 = -3233650.611788 nChanged 211 SP:Iteration 32Q (14119.840000 sec): 3 clusters Score: Raw -3238641.358710 + Penalty 4941.755958 = -3233699.602752 nChanged 144 SP:Iteration 33Q (14120.100000 sec): 3 clusters Score: Raw -3238672.524310 + Penalty 4941.755958 = -3233730.768352 nChanged 121 SP:Iteration 34Q (14120.400000 sec): 3 clusters Score: Raw -3238692.566807 + Penalty 4941.755958 = -3233750.810849 nChanged 74 SP:Iteration 35Q (14120.700000 sec): 3 clusters Score: Raw -3238706.086441 + Penalty 4941.755958 = -3233764.330484 nChanged 62 SP:Iteration 36Q (14121.020000 sec): 3 clusters Score: Raw -3238715.372023 + Penalty 4941.755958 = -3233773.616065 nChanged 54 SP:Iteration 37Q (14121.300000 sec): 3 clusters Score: Raw -3238723.171797 + Penalty 4941.755958 = -3233781.415839 nChanged 37 SP:Iteration 38Q (14121.610000 sec): 3 clusters Score: Raw -3238727.652769 + Penalty 4941.755958 = -3233785.896811 nChanged 29 SP:Iteration 39Q (14121.900000 sec): 3 clusters Score: Raw -3238731.299740 + Penalty 4941.755958 = -3233789.543782 nChanged 25 SP:Iteration 40F (14122.170000 sec): 3 clusters Score: Raw -3238736.145342 + Penalty 4941.755958 = -3233794.389384 nChanged 29 SP:Iteration 41Q (14122.470000 sec): 3 clusters Score: Raw -3238740.689614 + Penalty 4941.755958 = -3233798.933656 nChanged 30 SP:Iteration 42Q (14122.770000 sec): 3 clusters Score: Raw -3238744.581861 + Penalty 4941.755958 = -3233802.825903 nChanged 32 SP:Iteration 43Q (14123.080000 sec): 3 clusters Score: Raw -3238748.434208 + Penalty 4941.755958 = -3233806.678251 nChanged 29 SP:Iteration 44Q (14123.360000 sec): 3 clusters Score: Raw -3238752.280101 + Penalty 4941.755958 = -3233810.524143 nChanged 28 SP:Iteration 45Q (14123.670000 sec): 3 clusters Score: Raw -3238755.468855 + Penalty 4941.755958 = -3233813.712897 nChanged 27 SP:Iteration 46Q (14123.950000 sec): 3 clusters Score: Raw -3238758.338647 + Penalty 4941.755958 = -3233816.582689 nChanged 31 SP:Iteration 47Q (14124.290000 sec): 3 clusters Score: Raw -3238761.402697 + Penalty 4941.755958 = -3233819.646740 nChanged 22 SP:Iteration 48Q (14124.560000 sec): 3 clusters Score: Raw -3238763.657904 + Penalty 4941.755958 = -3233821.901946 nChanged 22 SP:Iteration 49Q (14124.880000 sec): 3 clusters Score: Raw -3238766.073193 + Penalty 4941.755958 = -3233824.317235 nChanged 15 SP:Iteration 50Q (14125.210000 sec): 3 clusters Score: Raw -3238767.767666 + Penalty 4941.755958 = -3233826.011709 nChanged 14 SP:Iteration 51Q (14125.510000 sec): 3 clusters Score: Raw -3238768.678455 + Penalty 4941.755958 = -3233826.922498 nChanged 7 SP:Iteration 52Q (14125.850000 sec): 3 clusters Score: Raw -3238768.981714 + Penalty 4941.755958 = -3233827.225756 nChanged 2 SP:Iteration 53Q (14126.100000 sec): 3 clusters Score: Raw -3238769.124323 + Penalty 4941.755958 = -3233827.368365 nChanged 3 SP:Iteration 54Q (14126.410000 sec): 3 clusters Score: Raw -3238769.302115 + Penalty 4941.755958 = -3233827.546157 nChanged 1 SP:Iteration 55Q (14126.700000 sec): 3 clusters Score: Raw -3238769.340968 + Penalty 4941.755958 = -3233827.585010 nChanged 0 SP:Iteration 56F (14126.940000 sec): 3 clusters Score: Raw -3238769.340968 + Penalty 4941.755958 = -3233827.585010 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (145147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14127.710000 sec): 2 clusters Score: Raw -21981036.670981 + Penalty 2947.604571 = -21978089.066410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14128.680000 sec): 3 clusters Score: Raw -21886801.291983 + Penalty 5895.209141 = -21880906.082842 nChanged 69354 SP:Iteration 1F (14129.680000 sec): 3 clusters Score: Raw -21926847.489354 + Penalty 5895.209141 = -21920952.280212 nChanged 4426 SP:Iteration 2Q (14130.790000 sec): 3 clusters Score: Raw -21927817.271706 + Penalty 5895.209141 = -21921922.062564 nChanged 4567 SP:Iteration 3Q (14131.750000 sec): 3 clusters Score: Raw -21928951.795777 + Penalty 5895.209141 = -21923056.586636 nChanged 4960 SP:Iteration 4Q (14132.720000 sec): 3 clusters Score: Raw -21930442.651364 + Penalty 5895.209141 = -21924547.442222 nChanged 5898 SP:Iteration 5Q (14133.690000 sec): 3 clusters Score: Raw -21932644.378351 + Penalty 5895.209141 = -21926749.169210 nChanged 7132 SP:Iteration 6Q (14134.700000 sec): 3 clusters Score: Raw -21936047.695891 + Penalty 5895.209141 = -21930152.486749 nChanged 8732 SP:Iteration 7F (14135.640000 sec): 3 clusters Score: Raw -21941176.779723 + Penalty 5895.209141 = -21935281.570582 nChanged 10089 SP:Iteration 8F (14136.570000 sec): 3 clusters Score: Raw -21948255.759686 + Penalty 5895.209141 = -21942360.550544 nChanged 10798 SP:Iteration 9F (14137.550000 sec): 3 clusters Score: Raw -21956634.546070 + Penalty 5895.209141 = -21950739.336929 nChanged 9754 SP:Iteration 10F (14138.470000 sec): 3 clusters Score: Raw -21964578.048916 + Penalty 5895.209141 = -21958682.839775 nChanged 7944 SP:Iteration 11F (14139.450000 sec): 3 clusters Score: Raw -21971102.541219 + Penalty 5895.209141 = -21965207.332078 nChanged 5746 SP:Iteration 12Q (14140.510000 sec): 3 clusters Score: Raw -21975778.149643 + Penalty 5895.209141 = -21969882.940501 nChanged 3630 SP:Iteration 13Q (14141.410000 sec): 3 clusters Score: Raw -21978625.079890 + Penalty 5895.209141 = -21972729.870749 nChanged 2051 SP:Iteration 14Q (14142.290000 sec): 3 clusters Score: Raw -21980137.120177 + Penalty 5895.209141 = -21974241.911035 nChanged 1013 SP:Iteration 15Q (14143.180000 sec): 3 clusters Score: Raw -21980822.261248 + Penalty 5895.209141 = -21974927.052107 nChanged 468 SP:Iteration 16Q (14144.000000 sec): 3 clusters Score: Raw -21981114.858455 + Penalty 5895.209141 = -21975219.649313 nChanged 263 SP:Iteration 17Q (14144.790000 sec): 3 clusters Score: Raw -21981285.155878 + Penalty 5895.209141 = -21975389.946736 nChanged 162 SP:Iteration 18Q (14145.610000 sec): 3 clusters Score: Raw -21981397.270983 + Penalty 5895.209141 = -21975502.061842 nChanged 101 SP:Iteration 19Q (14146.400000 sec): 3 clusters Score: Raw -21981459.547915 + Penalty 5895.209141 = -21975564.338773 nChanged 53 SP:Iteration 20F (14147.290000 sec): 3 clusters Score: Raw -21981493.999173 + Penalty 5895.209141 = -21975598.790032 nChanged 30 SP:Iteration 21Q (14148.170000 sec): 3 clusters Score: Raw -21981514.145557 + Penalty 5895.209141 = -21975618.936415 nChanged 32 SP:Iteration 22Q (14149.020000 sec): 3 clusters Score: Raw -21981533.360522 + Penalty 5895.209141 = -21975638.151381 nChanged 28 SP:Iteration 23Q (14149.830000 sec): 3 clusters Score: Raw -21981548.281463 + Penalty 5895.209141 = -21975653.072322 nChanged 19 SP:Iteration 24Q (14150.660000 sec): 3 clusters Score: Raw -21981560.331333 + Penalty 5895.209141 = -21975665.122192 nChanged 15 SP:Iteration 25Q (14151.530000 sec): 3 clusters Score: Raw -21981567.226673 + Penalty 5895.209141 = -21975672.017532 nChanged 10 SP:Iteration 26Q (14152.420000 sec): 3 clusters Score: Raw -21981571.698372 + Penalty 5895.209141 = -21975676.489231 nChanged 10 SP:Iteration 27Q (14153.310000 sec): 3 clusters Score: Raw -21981576.735952 + Penalty 5895.209141 = -21975681.526811 nChanged 5 SP:Iteration 28Q (14154.150000 sec): 3 clusters Score: Raw -21981579.357589 + Penalty 5895.209141 = -21975684.148448 nChanged 6 SP:Iteration 29Q (14155.080000 sec): 3 clusters Score: Raw -21981582.450519 + Penalty 5895.209141 = -21975687.241378 nChanged 2 SP:Iteration 30Q (14156.010000 sec): 3 clusters Score: Raw -21981583.863824 + Penalty 5895.209141 = -21975688.654682 nChanged 3 SP:Iteration 31Q (14156.930000 sec): 3 clusters Score: Raw -21981585.442112 + Penalty 5895.209141 = -21975690.232970 nChanged 1 SP:Iteration 32Q (14157.800000 sec): 3 clusters Score: Raw -21981586.205702 + Penalty 5895.209141 = -21975690.996561 nChanged 1 SP:Iteration 33Q (14158.670000 sec): 3 clusters Score: Raw -21981586.585636 + Penalty 5895.209141 = -21975691.376494 nChanged 3 SP:Iteration 34Q (14159.460000 sec): 3 clusters Score: Raw -21981588.231771 + Penalty 5895.209141 = -21975693.022630 nChanged 6 SP:Iteration 35Q (14160.300000 sec): 3 clusters Score: Raw -21981590.701417 + Penalty 5895.209141 = -21975695.492276 nChanged 1 SP:Iteration 36Q (14161.110000 sec): 3 clusters Score: Raw -21981591.102566 + Penalty 5895.209141 = -21975695.893424 nChanged 1 SP:Iteration 37Q (14161.880000 sec): 3 clusters Score: Raw -21981592.000822 + Penalty 5895.209141 = -21975696.791681 nChanged 3 SP:Iteration 38Q (14162.720000 sec): 3 clusters Score: Raw -21981594.260087 + Penalty 5895.209141 = -21975699.050946 nChanged 0 SP:Iteration 39F (14163.620000 sec): 3 clusters Score: Raw -21981594.260087 + Penalty 5895.209141 = -21975699.050946 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (17231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14163.910000 sec): 2 clusters Score: Raw -2609606.902003 + Penalty 2419.107411 = -2607187.794592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14164.240000 sec): 3 clusters Score: Raw -2599741.317118 + Penalty 4838.214822 = -2594903.102296 nChanged 7501 SP:Iteration 1F (14164.490000 sec): 3 clusters Score: Raw -2603691.339040 + Penalty 4838.214822 = -2598853.124218 nChanged 944 SP:Iteration 2F (14164.780000 sec): 3 clusters Score: Raw -2604023.785032 + Penalty 4838.214822 = -2599185.570210 nChanged 754 SP:Iteration 3Q (14165.090000 sec): 3 clusters Score: Raw -2604263.433443 + Penalty 4838.214822 = -2599425.218622 nChanged 642 SP:Iteration 4Q (14165.390000 sec): 3 clusters Score: Raw -2604472.294335 + Penalty 4838.214822 = -2599634.079513 nChanged 563 SP:Iteration 5Q (14165.690000 sec): 3 clusters Score: Raw -2604658.355238 + Penalty 4838.214822 = -2599820.140417 nChanged 533 SP:Iteration 6Q (14165.960000 sec): 3 clusters Score: Raw -2604857.640111 + Penalty 4838.214822 = -2600019.425289 nChanged 579 SP:Iteration 7Q (14166.260000 sec): 3 clusters Score: Raw -2605094.007217 + Penalty 4838.214822 = -2600255.792396 nChanged 593 SP:Iteration 8Q (14166.520000 sec): 3 clusters Score: Raw -2605369.051964 + Penalty 4838.214822 = -2600530.837143 nChanged 717 SP:Iteration 9Q (14166.840000 sec): 3 clusters Score: Raw -2605737.846532 + Penalty 4838.214822 = -2600899.631710 nChanged 785 SP:Iteration 10Q (14167.110000 sec): 3 clusters Score: Raw -2606197.413029 + Penalty 4838.214822 = -2601359.198208 nChanged 881 SP:Iteration 11F (14167.400000 sec): 3 clusters Score: Raw -2606793.417520 + Penalty 4838.214822 = -2601955.202698 nChanged 893 SP:Iteration 12F (14167.670000 sec): 3 clusters Score: Raw -2607455.344001 + Penalty 4838.214822 = -2602617.129179 nChanged 862 SP:Iteration 13F (14167.900000 sec): 3 clusters Score: Raw -2608149.412174 + Penalty 4838.214822 = -2603311.197352 nChanged 732 SP:Iteration 14Q (14168.160000 sec): 3 clusters Score: Raw -2608753.556782 + Penalty 4838.214822 = -2603915.341961 nChanged 483 SP:Iteration 15Q (14168.470000 sec): 3 clusters Score: Raw -2609179.078036 + Penalty 4838.214822 = -2604340.863214 nChanged 318 SP:Iteration 16Q (14168.790000 sec): 3 clusters Score: Raw -2609457.090682 + Penalty 4838.214822 = -2604618.875861 nChanged 200 SP:Iteration 17Q (14169.090000 sec): 3 clusters Score: Raw -2609644.235707 + Penalty 4838.214822 = -2604806.020885 nChanged 142 SP:Iteration 18Q (14169.320000 sec): 3 clusters Score: Raw -2609776.434729 + Penalty 4838.214822 = -2604938.219908 nChanged 79 SP:Iteration 19Q (14169.620000 sec): 3 clusters Score: Raw -2609850.384069 + Penalty 4838.214822 = -2605012.169247 nChanged 52 SP:Iteration 20F (14169.890000 sec): 3 clusters Score: Raw -2609891.386750 + Penalty 4838.214822 = -2605053.171928 nChanged 33 SP:Iteration 21Q (14170.190000 sec): 3 clusters Score: Raw -2609914.120818 + Penalty 4838.214822 = -2605075.905996 nChanged 23 SP:Iteration 22Q (14170.460000 sec): 3 clusters Score: Raw -2609930.007126 + Penalty 4838.214822 = -2605091.792304 nChanged 14 SP:Iteration 23Q (14170.780000 sec): 3 clusters Score: Raw -2609941.239183 + Penalty 4838.214822 = -2605103.024361 nChanged 18 SP:Iteration 24Q (14171.080000 sec): 3 clusters Score: Raw -2609952.196553 + Penalty 4838.214822 = -2605113.981731 nChanged 16 SP:Iteration 25Q (14171.400000 sec): 3 clusters Score: Raw -2609963.783727 + Penalty 4838.214822 = -2605125.568905 nChanged 7 SP:Iteration 26Q (14171.670000 sec): 3 clusters Score: Raw -2609967.512909 + Penalty 4838.214822 = -2605129.298087 nChanged 7 SP:Iteration 27Q (14172.000000 sec): 3 clusters Score: Raw -2609972.513384 + Penalty 4838.214822 = -2605134.298562 nChanged 6 SP:Iteration 28Q (14172.300000 sec): 3 clusters Score: Raw -2609976.879585 + Penalty 4838.214822 = -2605138.664764 nChanged 5 SP:Iteration 29Q (14172.560000 sec): 3 clusters Score: Raw -2609981.339883 + Penalty 4838.214822 = -2605143.125061 nChanged 6 SP:Iteration 30Q (14172.880000 sec): 3 clusters Score: Raw -2609985.803773 + Penalty 4838.214822 = -2605147.588952 nChanged 3 SP:Iteration 31Q (14173.120000 sec): 3 clusters Score: Raw -2609987.787735 + Penalty 4838.214822 = -2605149.572914 nChanged 1 SP:Iteration 32Q (14173.360000 sec): 3 clusters Score: Raw -2609988.465609 + Penalty 4838.214822 = -2605150.250787 nChanged 1 SP:Iteration 33Q (14173.660000 sec): 3 clusters Score: Raw -2609988.839885 + Penalty 4838.214822 = -2605150.625063 nChanged 1 SP:Iteration 34Q (14173.950000 sec): 3 clusters Score: Raw -2609989.876049 + Penalty 4838.214822 = -2605151.661227 nChanged 0 SP:Iteration 35F (14174.230000 sec): 3 clusters Score: Raw -2609989.876049 + Penalty 4838.214822 = -2605151.661227 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14174.390000 sec): 2 clusters Score: Raw -9614.082072 + Penalty 1086.742605 = -8527.339466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14174.590000 sec): 3 clusters Score: Raw -10089.452071 + Penalty 2173.485211 = -7915.966860 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (4465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14174.700000 sec): 2 clusters Score: Raw -647703.933700 + Penalty 2084.198074 = -645619.735626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14174.870000 sec): 3 clusters Score: Raw -645605.083484 + Penalty 4168.396149 = -641436.687335 nChanged 1677 SP:Iteration 1F (14175.070000 sec): 3 clusters Score: Raw -646593.667037 + Penalty 4168.396149 = -642425.270888 nChanged 352 SP:Iteration 2F (14175.240000 sec): 3 clusters Score: Raw -646796.205242 + Penalty 4168.396149 = -642627.809093 nChanged 228 SP:Iteration 3F (14175.420000 sec): 3 clusters Score: Raw -646913.528750 + Penalty 4168.396149 = -642745.132601 nChanged 139 SP:Iteration 4Q (14175.620000 sec): 3 clusters Score: Raw -646990.116501 + Penalty 4168.396149 = -642821.720353 nChanged 105 SP:Iteration 5Q (14175.800000 sec): 3 clusters Score: Raw -647041.108118 + Penalty 4168.396149 = -642872.711969 nChanged 88 SP:Iteration 6Q (14175.980000 sec): 3 clusters Score: Raw -647081.414752 + Penalty 4168.396149 = -642913.018604 nChanged 84 SP:Iteration 7Q (14176.190000 sec): 3 clusters Score: Raw -647118.606772 + Penalty 4168.396149 = -642950.210624 nChanged 69 SP:Iteration 8Q (14176.440000 sec): 3 clusters Score: Raw -647146.050486 + Penalty 4168.396149 = -642977.654337 nChanged 71 SP:Iteration 9Q (14176.620000 sec): 3 clusters Score: Raw -647180.023800 + Penalty 4168.396149 = -643011.627651 nChanged 70 SP:Iteration 10Q (14176.800000 sec): 3 clusters Score: Raw -647211.845772 + Penalty 4168.396149 = -643043.449624 nChanged 77 SP:Iteration 11Q (14177.020000 sec): 3 clusters Score: Raw -647249.117668 + Penalty 4168.396149 = -643080.721519 nChanged 74 SP:Iteration 12Q (14177.250000 sec): 3 clusters Score: Raw -647286.118462 + Penalty 4168.396149 = -643117.722314 nChanged 69 SP:Iteration 13Q (14177.410000 sec): 3 clusters Score: Raw -647326.013544 + Penalty 4168.396149 = -643157.617395 nChanged 93 SP:Iteration 14Q (14177.600000 sec): 3 clusters Score: Raw -647389.980884 + Penalty 4168.396149 = -643221.584736 nChanged 109 SP:Iteration 15Q (14177.850000 sec): 3 clusters Score: Raw -647471.820336 + Penalty 4168.396149 = -643303.424187 nChanged 134 SP:Iteration 16Q (14178.040000 sec): 3 clusters Score: Raw -647576.911097 + Penalty 4168.396149 = -643408.514948 nChanged 162 SP:Iteration 17Q (14178.250000 sec): 3 clusters Score: Raw -647722.412540 + Penalty 4168.396149 = -643554.016391 nChanged 169 SP:Iteration 18Q (14178.430000 sec): 3 clusters Score: Raw -647901.278648 + Penalty 4168.396149 = -643732.882499 nChanged 185 SP:Iteration 19Q (14178.620000 sec): 3 clusters Score: Raw -648087.474860 + Penalty 4168.396149 = -643919.078711 nChanged 174 SP:Iteration 20F (14178.870000 sec): 3 clusters Score: Raw -648255.308485 + Penalty 4168.396149 = -644086.912337 nChanged 167 SP:Iteration 21Q (14179.040000 sec): 3 clusters Score: Raw -648371.804306 + Penalty 4168.396149 = -644203.408158 nChanged 105 SP:Iteration 22Q (14179.270000 sec): 3 clusters Score: Raw -648430.026311 + Penalty 4168.396149 = -644261.630163 nChanged 75 SP:Iteration 23Q (14179.500000 sec): 3 clusters Score: Raw -648471.877010 + Penalty 4168.396149 = -644303.480861 nChanged 65 SP:Iteration 24Q (14179.680000 sec): 3 clusters Score: Raw -648511.913459 + Penalty 4168.396149 = -644343.517311 nChanged 56 SP:Iteration 25Q (14179.880000 sec): 3 clusters Score: Raw -648543.886627 + Penalty 4168.396149 = -644375.490478 nChanged 38 SP:Iteration 26Q (14180.110000 sec): 3 clusters Score: Raw -648558.394813 + Penalty 4168.396149 = -644389.998664 nChanged 28 SP:Iteration 27Q (14180.290000 sec): 3 clusters Score: Raw -648572.008122 + Penalty 4168.396149 = -644403.611973 nChanged 20 SP:Iteration 28Q (14180.500000 sec): 3 clusters Score: Raw -648579.678363 + Penalty 4168.396149 = -644411.282215 nChanged 16 SP:Iteration 29Q (14180.710000 sec): 3 clusters Score: Raw -648585.931306 + Penalty 4168.396149 = -644417.535157 nChanged 16 SP:Iteration 30Q (14180.920000 sec): 3 clusters Score: Raw -648592.756128 + Penalty 4168.396149 = -644424.359979 nChanged 16 SP:Iteration 31Q (14181.120000 sec): 3 clusters Score: Raw -648600.960359 + Penalty 4168.396149 = -644432.564211 nChanged 15 SP:Iteration 32Q (14181.350000 sec): 3 clusters Score: Raw -648608.846278 + Penalty 4168.396149 = -644440.450129 nChanged 20 SP:Iteration 33Q (14181.570000 sec): 3 clusters Score: Raw -648615.992079 + Penalty 4168.396149 = -644447.595930 nChanged 12 SP:Iteration 34Q (14181.830000 sec): 3 clusters Score: Raw -648619.989122 + Penalty 4168.396149 = -644451.592973 nChanged 3 SP:Iteration 35Q (14182.080000 sec): 3 clusters Score: Raw -648620.917296 + Penalty 4168.396149 = -644452.521148 nChanged 4 SP:Iteration 36Q (14182.300000 sec): 3 clusters Score: Raw -648622.164330 + Penalty 4168.396149 = -644453.768181 nChanged 3 SP:Iteration 37Q (14182.550000 sec): 3 clusters Score: Raw -648623.093877 + Penalty 4168.396149 = -644454.697728 nChanged 2 SP:Iteration 38Q (14182.740000 sec): 3 clusters Score: Raw -648623.563082 + Penalty 4168.396149 = -644455.166933 nChanged 1 SP:Iteration 39Q (14182.940000 sec): 3 clusters Score: Raw -648623.856763 + Penalty 4168.396149 = -644455.460614 nChanged 1 SP:Iteration 40F (14183.160000 sec): 3 clusters Score: Raw -648624.445070 + Penalty 4168.396149 = -644456.048922 nChanged 1 SP:Iteration 41Q (14183.350000 sec): 3 clusters Score: Raw -648624.845628 + Penalty 4168.396149 = -644456.449480 nChanged 2 SP:Iteration 42Q (14183.500000 sec): 3 clusters Score: Raw -648625.732655 + Penalty 4168.396149 = -644457.336506 nChanged 3 SP:Iteration 43Q (14183.720000 sec): 3 clusters Score: Raw -648626.763956 + Penalty 4168.396149 = -644458.367807 nChanged 3 SP:Iteration 44Q (14183.920000 sec): 3 clusters Score: Raw -648627.845747 + Penalty 4168.396149 = -644459.449598 nChanged 2 SP:Iteration 45Q (14184.120000 sec): 3 clusters Score: Raw -648628.167812 + Penalty 4168.396149 = -644459.771664 nChanged 1 SP:Iteration 46Q (14184.300000 sec): 3 clusters Score: Raw -648628.338311 + Penalty 4168.396149 = -644459.942162 nChanged 0 SP:Iteration 47F (14184.500000 sec): 3 clusters Score: Raw -648628.338311 + Penalty 4168.396149 = -644459.942162 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14184.610000 sec): 2 clusters Score: Raw -63978.231536 + Penalty 1487.120118 = -62491.111418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14184.800000 sec): 3 clusters Score: Raw -64137.031618 + Penalty 2974.240236 = -61162.791382 nChanged 95 SP:Iteration 1F (14184.990000 sec): 3 clusters Score: Raw -64376.571748 + Penalty 2974.240236 = -61402.331512 nChanged 20 SP:Iteration 2Q (14185.160000 sec): 3 clusters Score: Raw -64444.710660 + Penalty 2974.240236 = -61470.470424 nChanged 17 SP:Iteration 3Q (14185.380000 sec): 3 clusters Score: Raw -64518.221249 + Penalty 2974.240236 = -61543.981013 nChanged 17 SP:Iteration 4Q (14185.580000 sec): 3 clusters Score: Raw -64567.260010 + Penalty 2974.240236 = -61593.019774 nChanged 9 SP:Iteration 5Q (14185.770000 sec): 3 clusters Score: Raw -64596.920173 + Penalty 2974.240236 = -61622.679937 nChanged 8 SP:Iteration 6Q (14185.970000 sec): 3 clusters Score: Raw -64628.494072 + Penalty 2974.240236 = -61654.253836 nChanged 8 SP:Iteration 7Q (14186.200000 sec): 3 clusters Score: Raw -64651.267107 + Penalty 2974.240236 = -61677.026871 nChanged 2 SP:Iteration 8Q (14186.420000 sec): 3 clusters Score: Raw -64655.834445 + Penalty 2974.240236 = -61681.594209 nChanged 1 SP:Iteration 9Q (14186.600000 sec): 3 clusters Score: Raw -64656.845305 + Penalty 2974.240236 = -61682.605069 nChanged 1 SP:Iteration 10Q (14186.790000 sec): 3 clusters Score: Raw -64659.191282 + Penalty 2974.240236 = -61684.951046 nChanged 0 SP:Iteration 11F (14186.960000 sec): 3 clusters Score: Raw -64662.090256 + Penalty 2974.240236 = -61687.850020 nChanged 1 SP:Iteration 12Q (14187.140000 sec): 3 clusters Score: Raw -64675.819190 + Penalty 2974.240236 = -61701.578954 nChanged 4 SP:Iteration 13Q (14187.310000 sec): 3 clusters Score: Raw -64700.847336 + Penalty 2974.240236 = -61726.607100 nChanged 6 SP:Iteration 14Q (14187.450000 sec): 3 clusters Score: Raw -64816.043239 + Penalty 2974.240236 = -61841.803004 nChanged 15 SP:Iteration 15Q (14187.600000 sec): 3 clusters Score: Raw -64883.305571 + Penalty 2974.240236 = -61909.065335 nChanged 9 SP:Iteration 16Q (14187.750000 sec): 3 clusters Score: Raw -64934.966076 + Penalty 2974.240236 = -61960.725840 nChanged 9 SP:Iteration 17Q (14187.930000 sec): 3 clusters Score: Raw -64978.816655 + Penalty 2974.240236 = -62004.576419 nChanged 5 SP:Iteration 18Q (14188.160000 sec): 3 clusters Score: Raw -65011.974770 + Penalty 2974.240236 = -62037.734534 nChanged 3 SP:Iteration 19Q (14188.320000 sec): 3 clusters Score: Raw -65020.713712 + Penalty 2974.240236 = -62046.473476 nChanged 2 SP:Iteration 20F (14188.540000 sec): 3 clusters Score: Raw -65032.907522 + Penalty 2974.240236 = -62058.667286 nChanged 2 SP:Iteration 21Q (14188.740000 sec): 3 clusters Score: Raw -65046.553345 + Penalty 2974.240236 = -62072.313109 nChanged 1 SP:Iteration 22Q (14189.010000 sec): 3 clusters Score: Raw -65047.830348 + Penalty 2974.240236 = -62073.590113 nChanged 0 SP:Iteration 23F (14189.210000 sec): 3 clusters Score: Raw -65047.830348 + Penalty 2974.240236 = -62073.590113 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14189.330000 sec): 2 clusters Score: Raw -41853.702873 + Penalty 1418.637321 = -40435.065552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14189.490000 sec): 3 clusters Score: Raw -42076.101067 + Penalty 2837.274641 = -39238.826426 nChanged 50 SP:Iteration 1F (14189.750000 sec): 3 clusters Score: Raw -42236.076834 + Penalty 2837.274641 = -39398.802193 nChanged 11 SP:Iteration 2Q (14189.930000 sec): 3 clusters Score: Raw -42269.181637 + Penalty 2837.274641 = -39431.906996 nChanged 7 SP:Iteration 3Q (14190.160000 sec): 3 clusters Score: Raw -42291.956034 + Penalty 2837.274641 = -39454.681392 nChanged 3 SP:Iteration 4Q (14190.380000 sec): 3 clusters Score: Raw -42300.630523 + Penalty 2837.274641 = -39463.355882 nChanged 1 SP:Iteration 5Q (14190.570000 sec): 3 clusters Score: Raw -42302.503555 + Penalty 2837.274641 = -39465.228914 nChanged 1 SP:Iteration 6Q (14190.760000 sec): 3 clusters Score: Raw -42304.462494 + Penalty 2837.274641 = -39467.187853 nChanged 1 SP:Iteration 7Q (14190.920000 sec): 3 clusters Score: Raw -42306.010466 + Penalty 2837.274641 = -39468.735825 nChanged 0 SP:Iteration 8F (14191.140000 sec): 3 clusters Score: Raw -42306.010466 + Penalty 2837.274641 = -39468.735825 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14191.240000 sec): 2 clusters Score: Raw -116660.979432 + Penalty 1668.403068 = -114992.576364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14191.400000 sec): 3 clusters Score: Raw -116521.787065 + Penalty 3336.806136 = -113184.980930 nChanged 219 SP:Iteration 1F (14191.610000 sec): 3 clusters Score: Raw -116987.856828 + Penalty 3336.806136 = -113651.050693 nChanged 69 SP:Iteration 2F (14191.800000 sec): 3 clusters Score: Raw -117186.684096 + Penalty 3336.806136 = -113849.877960 nChanged 51 SP:Iteration 3F (14191.940000 sec): 3 clusters Score: Raw -117364.270510 + Penalty 3336.806136 = -114027.464375 nChanged 51 SP:Iteration 4F (14192.160000 sec): 3 clusters Score: Raw -117556.530424 + Penalty 3336.806136 = -114219.724289 nChanged 43 SP:Iteration 5F (14192.310000 sec): 3 clusters Score: Raw -117675.308202 + Penalty 3336.806136 = -114338.502066 nChanged 35 SP:Iteration 6Q (14192.520000 sec): 3 clusters Score: Raw -117769.043425 + Penalty 3336.806136 = -114432.237289 nChanged 30 SP:Iteration 7Q (14192.700000 sec): 3 clusters Score: Raw -117855.430075 + Penalty 3336.806136 = -114518.623940 nChanged 20 SP:Iteration 8Q (14192.880000 sec): 3 clusters Score: Raw -117927.085874 + Penalty 3336.806136 = -114590.279739 nChanged 17 SP:Iteration 9Q (14193.120000 sec): 3 clusters Score: Raw -117996.621294 + Penalty 3336.806136 = -114659.815159 nChanged 10 SP:Iteration 10Q (14193.260000 sec): 3 clusters Score: Raw -118027.885205 + Penalty 3336.806136 = -114691.079070 nChanged 14 SP:Iteration 11Q (14193.400000 sec): 3 clusters Score: Raw -118084.273567 + Penalty 3336.806136 = -114747.467431 nChanged 10 SP:Iteration 12Q (14193.580000 sec): 3 clusters Score: Raw -118113.042574 + Penalty 3336.806136 = -114776.236439 nChanged 11 SP:Iteration 13Q (14193.710000 sec): 3 clusters Score: Raw -118154.454153 + Penalty 3336.806136 = -114817.648017 nChanged 10 SP:Iteration 14Q (14193.880000 sec): 3 clusters Score: Raw -118201.411181 + Penalty 3336.806136 = -114864.605046 nChanged 6 SP:Iteration 15Q (14194.050000 sec): 3 clusters Score: Raw -118220.374852 + Penalty 3336.806136 = -114883.568717 nChanged 5 SP:Iteration 16Q (14194.180000 sec): 3 clusters Score: Raw -118229.007904 + Penalty 3336.806136 = -114892.201769 nChanged 2 SP:Iteration 17Q (14194.360000 sec): 3 clusters Score: Raw -118231.586703 + Penalty 3336.806136 = -114894.780568 nChanged 1 SP:Iteration 18Q (14194.490000 sec): 3 clusters Score: Raw -118233.448424 + Penalty 3336.806136 = -114896.642288 nChanged 0 SP:Iteration 19F (14194.670000 sec): 3 clusters Score: Raw -118233.448424 + Penalty 3336.806136 = -114896.642288 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14194.760000 sec): 2 clusters Score: Raw -40645.762881 + Penalty 1542.706362 = -39103.056518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14194.940000 sec): 3 clusters Score: Raw -40981.662801 + Penalty 3085.412724 = -37896.250076 nChanged 152 SP:Iteration 1F (14195.070000 sec): 3 clusters Score: Raw -41826.641413 + Penalty 3085.412724 = -38741.228688 nChanged 56 SP:Iteration 2F (14195.230000 sec): 3 clusters Score: Raw -42364.595409 + Penalty 3085.412724 = -39279.182685 nChanged 33 SP:Iteration 3F (14195.400000 sec): 3 clusters Score: Raw -42668.777721 + Penalty 3085.412724 = -39583.364997 nChanged 16 SP:Iteration 4Q (14195.580000 sec): 3 clusters Score: Raw -42822.308739 + Penalty 3085.412724 = -39736.896014 nChanged 14 SP:Iteration 5Q (14195.710000 sec): 3 clusters Score: Raw -42937.098808 + Penalty 3085.412724 = -39851.686084 nChanged 11 SP:Iteration 6Q (14195.860000 sec): 3 clusters Score: Raw -43020.957225 + Penalty 3085.412724 = -39935.544501 nChanged 3 SP:Iteration 7Q (14196.020000 sec): 3 clusters Score: Raw -43028.557413 + Penalty 3085.412724 = -39943.144689 nChanged 0 SP:Iteration 8F (14196.220000 sec): 3 clusters Score: Raw -43033.653308 + Penalty 3085.412724 = -39948.240584 nChanged 1 SP:Iteration 9Q (14196.400000 sec): 3 clusters Score: Raw -43078.639517 + Penalty 3085.412724 = -39993.226792 nChanged 0 SP:Iteration 10F (14196.600000 sec): 3 clusters Score: Raw -43078.639517 + Penalty 3085.412724 = -39993.226792 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14196.710000 sec): 2 clusters Score: Raw -38570.113030 + Penalty 1416.185900 = -37153.927129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14196.910000 sec): 3 clusters Score: Raw -38807.460511 + Penalty 2832.371801 = -35975.088711 nChanged 30 SP:Iteration 1F (14197.110000 sec): 3 clusters Score: Raw -38917.841322 + Penalty 2832.371801 = -36085.469521 nChanged 14 SP:Iteration 2Q (14197.310000 sec): 3 clusters Score: Raw -38962.158359 + Penalty 2832.371801 = -36129.786559 nChanged 7 SP:Iteration 3Q (14197.470000 sec): 3 clusters Score: Raw -38987.558023 + Penalty 2832.371801 = -36155.186223 nChanged 3 SP:Iteration 4Q (14197.690000 sec): 3 clusters Score: Raw -38993.450778 + Penalty 2832.371801 = -36161.078977 nChanged 3 SP:Iteration 5Q (14197.890000 sec): 3 clusters Score: Raw -39005.498330 + Penalty 2832.371801 = -36173.126529 nChanged 6 SP:Iteration 6Q (14198.030000 sec): 3 clusters Score: Raw -39058.413188 + Penalty 2832.371801 = -36226.041388 nChanged 5 SP:Iteration 7Q (14198.240000 sec): 3 clusters Score: Raw -39078.375906 + Penalty 2832.371801 = -36246.004105 nChanged 2 SP:Iteration 8Q (14198.440000 sec): 3 clusters Score: Raw -39085.796904 + Penalty 2832.371801 = -36253.425104 nChanged 1 SP:Iteration 9Q (14198.600000 sec): 3 clusters Score: Raw -39087.485464 + Penalty 2832.371801 = -36255.113664 nChanged 1 SP:Iteration 10Q (14198.770000 sec): 3 clusters Score: Raw -39092.034086 + Penalty 2832.371801 = -36259.662285 nChanged 2 SP:Iteration 11Q (14198.980000 sec): 3 clusters Score: Raw -39096.673794 + Penalty 2832.371801 = -36264.301993 nChanged 1 SP:Iteration 12Q (14199.160000 sec): 3 clusters Score: Raw -39100.339847 + Penalty 2832.371801 = -36267.968047 nChanged 1 SP:Iteration 13Q (14199.350000 sec): 3 clusters Score: Raw -39105.909042 + Penalty 2832.371801 = -36273.537242 nChanged 0 SP:Iteration 14F (14199.530000 sec): 3 clusters Score: Raw -39105.909042 + Penalty 2832.371801 = -36273.537242 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (3977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14199.660000 sec): 2 clusters Score: Raw -606016.859065 + Penalty 2055.494195 = -603961.364870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14199.840000 sec): 3 clusters Score: Raw -604183.385289 + Penalty 4110.988390 = -600072.396898 nChanged 1452 SP:Iteration 1F (14200.020000 sec): 3 clusters Score: Raw -605053.648271 + Penalty 4110.988390 = -600942.659881 nChanged 330 SP:Iteration 2F (14200.310000 sec): 3 clusters Score: Raw -605296.744939 + Penalty 4110.988390 = -601185.756549 nChanged 238 SP:Iteration 3F (14200.500000 sec): 3 clusters Score: Raw -605531.818755 + Penalty 4110.988390 = -601420.830364 nChanged 198 SP:Iteration 4Q (14200.750000 sec): 3 clusters Score: Raw -605732.012976 + Penalty 4110.988390 = -601621.024586 nChanged 194 SP:Iteration 5Q (14200.930000 sec): 3 clusters Score: Raw -605949.806400 + Penalty 4110.988390 = -601838.818009 nChanged 221 SP:Iteration 6F (14201.130000 sec): 3 clusters Score: Raw -606174.613846 + Penalty 4110.988390 = -602063.625455 nChanged 212 SP:Iteration 7F (14201.330000 sec): 3 clusters Score: Raw -606374.300276 + Penalty 4110.988390 = -602263.311885 nChanged 182 SP:Iteration 8Q (14201.510000 sec): 3 clusters Score: Raw -606512.821226 + Penalty 4110.988390 = -602401.832836 nChanged 117 SP:Iteration 9Q (14201.680000 sec): 3 clusters Score: Raw -606599.378601 + Penalty 4110.988390 = -602488.390211 nChanged 116 SP:Iteration 10Q (14201.870000 sec): 3 clusters Score: Raw -606687.266245 + Penalty 4110.988390 = -602576.277855 nChanged 78 SP:Iteration 11Q (14202.080000 sec): 3 clusters Score: Raw -606729.063894 + Penalty 4110.988390 = -602618.075503 nChanged 43 SP:Iteration 12Q (14202.250000 sec): 3 clusters Score: Raw -606750.991217 + Penalty 4110.988390 = -602640.002827 nChanged 33 SP:Iteration 13Q (14202.440000 sec): 3 clusters Score: Raw -606766.749223 + Penalty 4110.988390 = -602655.760833 nChanged 21 SP:Iteration 14Q (14202.680000 sec): 3 clusters Score: Raw -606776.116254 + Penalty 4110.988390 = -602665.127864 nChanged 15 SP:Iteration 15Q (14202.860000 sec): 3 clusters Score: Raw -606781.607050 + Penalty 4110.988390 = -602670.618659 nChanged 10 SP:Iteration 16Q (14203.050000 sec): 3 clusters Score: Raw -606786.850499 + Penalty 4110.988390 = -602675.862108 nChanged 10 SP:Iteration 17Q (14203.290000 sec): 3 clusters Score: Raw -606791.593543 + Penalty 4110.988390 = -602680.605153 nChanged 11 SP:Iteration 18Q (14203.480000 sec): 3 clusters Score: Raw -606796.320569 + Penalty 4110.988390 = -602685.332179 nChanged 8 SP:Iteration 19Q (14203.670000 sec): 3 clusters Score: Raw -606799.654631 + Penalty 4110.988390 = -602688.666241 nChanged 10 SP:Iteration 20F (14203.910000 sec): 3 clusters Score: Raw -606803.870070 + Penalty 4110.988390 = -602692.881679 nChanged 5 SP:Iteration 21Q (14204.050000 sec): 3 clusters Score: Raw -606805.741720 + Penalty 4110.988390 = -602694.753329 nChanged 4 SP:Iteration 22Q (14204.260000 sec): 3 clusters Score: Raw -606808.369095 + Penalty 4110.988390 = -602697.380705 nChanged 5 SP:Iteration 23Q (14204.430000 sec): 3 clusters Score: Raw -606810.644047 + Penalty 4110.988390 = -602699.655657 nChanged 4 SP:Iteration 24Q (14204.650000 sec): 3 clusters Score: Raw -606812.229525 + Penalty 4110.988390 = -602701.241135 nChanged 3 SP:Iteration 25Q (14204.840000 sec): 3 clusters Score: Raw -606813.751617 + Penalty 4110.988390 = -602702.763227 nChanged 2 SP:Iteration 26Q (14205.120000 sec): 3 clusters Score: Raw -606814.379308 + Penalty 4110.988390 = -602703.390918 nChanged 0 SP:Iteration 27F (14205.300000 sec): 3 clusters Score: Raw -606814.379308 + Penalty 4110.988390 = -602703.390918 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14205.420000 sec): 2 clusters Score: Raw -37519.636952 + Penalty 1396.540522 = -36123.096430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14205.650000 sec): 3 clusters Score: Raw -37691.151362 + Penalty 2793.081044 = -34898.070318 nChanged 36 SP:Iteration 1F (14205.800000 sec): 3 clusters Score: Raw -37813.234674 + Penalty 2793.081044 = -35020.153631 nChanged 6 SP:Iteration 2Q (14206.010000 sec): 3 clusters Score: Raw -37841.827674 + Penalty 2793.081044 = -35048.746630 nChanged 3 SP:Iteration 3Q (14206.210000 sec): 3 clusters Score: Raw -37858.371036 + Penalty 2793.081044 = -35065.289993 nChanged 1 SP:Iteration 4Q (14206.370000 sec): 3 clusters Score: Raw -37861.109035 + Penalty 2793.081044 = -35068.027991 nChanged 0 SP:Iteration 5F (14206.590000 sec): 3 clusters Score: Raw -37861.109035 + Penalty 2793.081044 = -35068.027991 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14206.650000 sec): 2 clusters Score: Raw -55215.716848 + Penalty 1467.218112 = -53748.498737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14206.840000 sec): 3 clusters Score: Raw -55294.816301 + Penalty 2934.436223 = -52360.380078 nChanged 55 SP:Iteration 1F (14207.040000 sec): 3 clusters Score: Raw -55537.773081 + Penalty 2934.436223 = -52603.336858 nChanged 26 SP:Iteration 2F (14207.230000 sec): 3 clusters Score: Raw -55666.794820 + Penalty 2934.436223 = -52732.358597 nChanged 16 SP:Iteration 3Q (14207.430000 sec): 3 clusters Score: Raw -55779.071244 + Penalty 2934.436223 = -52844.635021 nChanged 11 SP:Iteration 4Q (14207.660000 sec): 3 clusters Score: Raw -55878.199533 + Penalty 2934.436223 = -52943.763309 nChanged 14 SP:Iteration 5Q (14207.880000 sec): 3 clusters Score: Raw -55999.134837 + Penalty 2934.436223 = -53064.698614 nChanged 11 SP:Iteration 6Q (14208.080000 sec): 3 clusters Score: Raw -56074.241001 + Penalty 2934.436223 = -53139.804778 nChanged 6 SP:Iteration 7Q (14208.230000 sec): 3 clusters Score: Raw -56097.145734 + Penalty 2934.436223 = -53162.709511 nChanged 2 SP:Iteration 8Q (14208.390000 sec): 3 clusters Score: Raw -56103.663233 + Penalty 2934.436223 = -53169.227010 nChanged 0 SP:Iteration 9F (14208.570000 sec): 3 clusters Score: Raw -56103.663233 + Penalty 2934.436223 = -53169.227010 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (6504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14208.710000 sec): 2 clusters Score: Raw -981475.367843 + Penalty 2177.482818 = -979297.885026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14208.900000 sec): 3 clusters Score: Raw -978179.000741 + Penalty 4354.965635 = -973824.035106 nChanged 2546 SP:Iteration 1F (14209.150000 sec): 3 clusters Score: Raw -979639.050331 + Penalty 4354.965635 = -975284.084696 nChanged 512 SP:Iteration 2F (14209.390000 sec): 3 clusters Score: Raw -979954.821282 + Penalty 4354.965635 = -975599.855647 nChanged 365 SP:Iteration 3F (14209.620000 sec): 3 clusters Score: Raw -980172.589054 + Penalty 4354.965635 = -975817.623419 nChanged 243 SP:Iteration 4Q (14209.810000 sec): 3 clusters Score: Raw -980312.207430 + Penalty 4354.965635 = -975957.241795 nChanged 217 SP:Iteration 5Q (14210.010000 sec): 3 clusters Score: Raw -980418.316499 + Penalty 4354.965635 = -976063.350864 nChanged 189 SP:Iteration 6Q (14210.280000 sec): 3 clusters Score: Raw -980518.173671 + Penalty 4354.965635 = -976163.208036 nChanged 192 SP:Iteration 7Q (14210.510000 sec): 3 clusters Score: Raw -980617.630464 + Penalty 4354.965635 = -976262.664829 nChanged 158 SP:Iteration 8Q (14210.680000 sec): 3 clusters Score: Raw -980711.395987 + Penalty 4354.965635 = -976356.430352 nChanged 172 SP:Iteration 9Q (14210.900000 sec): 3 clusters Score: Raw -980808.605039 + Penalty 4354.965635 = -976453.639404 nChanged 156 SP:Iteration 10Q (14211.120000 sec): 3 clusters Score: Raw -980900.894406 + Penalty 4354.965635 = -976545.928771 nChanged 145 SP:Iteration 11Q (14211.310000 sec): 3 clusters Score: Raw -980988.492335 + Penalty 4354.965635 = -976633.526700 nChanged 138 SP:Iteration 12Q (14211.530000 sec): 3 clusters Score: Raw -981075.288229 + Penalty 4354.965635 = -976720.322594 nChanged 129 SP:Iteration 13Q (14211.780000 sec): 3 clusters Score: Raw -981157.356961 + Penalty 4354.965635 = -976802.391326 nChanged 127 SP:Iteration 14Q (14212.070000 sec): 3 clusters Score: Raw -981232.347422 + Penalty 4354.965635 = -976877.381787 nChanged 106 SP:Iteration 15Q (14212.280000 sec): 3 clusters Score: Raw -981306.106563 + Penalty 4354.965635 = -976951.140928 nChanged 116 SP:Iteration 16Q (14212.520000 sec): 3 clusters Score: Raw -981380.265418 + Penalty 4354.965635 = -977025.299783 nChanged 106 SP:Iteration 17Q (14212.740000 sec): 3 clusters Score: Raw -981446.673667 + Penalty 4354.965635 = -977091.708032 nChanged 85 SP:Iteration 18Q (14213.000000 sec): 3 clusters Score: Raw -981503.538100 + Penalty 4354.965635 = -977148.572465 nChanged 87 SP:Iteration 19Q (14213.200000 sec): 3 clusters Score: Raw -981560.844014 + Penalty 4354.965635 = -977205.878379 nChanged 72 SP:Iteration 20F (14213.410000 sec): 3 clusters Score: Raw -981605.275769 + Penalty 4354.965635 = -977250.310134 nChanged 61 SP:Iteration 21Q (14213.640000 sec): 3 clusters Score: Raw -981648.359357 + Penalty 4354.965635 = -977293.393722 nChanged 69 SP:Iteration 22Q (14213.870000 sec): 3 clusters Score: Raw -981706.326814 + Penalty 4354.965635 = -977351.361179 nChanged 72 SP:Iteration 23Q (14214.060000 sec): 3 clusters Score: Raw -981763.666599 + Penalty 4354.965635 = -977408.700964 nChanged 79 SP:Iteration 24Q (14214.310000 sec): 3 clusters Score: Raw -981837.746552 + Penalty 4354.965635 = -977482.780917 nChanged 85 SP:Iteration 25Q (14214.500000 sec): 3 clusters Score: Raw -981919.167140 + Penalty 4354.965635 = -977564.201505 nChanged 91 SP:Iteration 26Q (14214.720000 sec): 3 clusters Score: Raw -981999.948067 + Penalty 4354.965635 = -977644.982432 nChanged 67 SP:Iteration 27Q (14214.920000 sec): 3 clusters Score: Raw -982064.117579 + Penalty 4354.965635 = -977709.151944 nChanged 71 SP:Iteration 28Q (14215.170000 sec): 3 clusters Score: Raw -982110.570789 + Penalty 4354.965635 = -977755.605154 nChanged 53 SP:Iteration 29Q (14215.390000 sec): 3 clusters Score: Raw -982141.801928 + Penalty 4354.965635 = -977786.836293 nChanged 31 SP:Iteration 30Q (14215.630000 sec): 3 clusters Score: Raw -982156.808116 + Penalty 4354.965635 = -977801.842481 nChanged 27 SP:Iteration 31Q (14215.900000 sec): 3 clusters Score: Raw -982166.788082 + Penalty 4354.965635 = -977811.822447 nChanged 22 SP:Iteration 32Q (14216.130000 sec): 3 clusters Score: Raw -982177.036130 + Penalty 4354.965635 = -977822.070495 nChanged 21 SP:Iteration 33Q (14216.320000 sec): 3 clusters Score: Raw -982184.450470 + Penalty 4354.965635 = -977829.484835 nChanged 19 SP:Iteration 34Q (14216.550000 sec): 3 clusters Score: Raw -982191.867515 + Penalty 4354.965635 = -977836.901880 nChanged 18 SP:Iteration 35Q (14216.730000 sec): 3 clusters Score: Raw -982200.517863 + Penalty 4354.965635 = -977845.552228 nChanged 14 SP:Iteration 36Q (14216.980000 sec): 3 clusters Score: Raw -982205.050197 + Penalty 4354.965635 = -977850.084562 nChanged 15 SP:Iteration 37Q (14217.160000 sec): 3 clusters Score: Raw -982210.877707 + Penalty 4354.965635 = -977855.912072 nChanged 14 SP:Iteration 38Q (14217.370000 sec): 3 clusters Score: Raw -982215.105860 + Penalty 4354.965635 = -977860.140225 nChanged 11 SP:Iteration 39Q (14217.590000 sec): 3 clusters Score: Raw -982219.177148 + Penalty 4354.965635 = -977864.211513 nChanged 11 SP:Iteration 40F (14217.810000 sec): 3 clusters Score: Raw -982223.137151 + Penalty 4354.965635 = -977868.171516 nChanged 17 SP:Iteration 41Q (14218.060000 sec): 3 clusters Score: Raw -982230.479330 + Penalty 4354.965635 = -977875.513695 nChanged 14 SP:Iteration 42Q (14218.320000 sec): 3 clusters Score: Raw -982236.066601 + Penalty 4354.965635 = -977881.100966 nChanged 6 SP:Iteration 43Q (14218.570000 sec): 3 clusters Score: Raw -982238.158018 + Penalty 4354.965635 = -977883.192383 nChanged 4 SP:Iteration 44Q (14218.840000 sec): 3 clusters Score: Raw -982239.003721 + Penalty 4354.965635 = -977884.038086 nChanged 6 SP:Iteration 45Q (14219.080000 sec): 3 clusters Score: Raw -982240.894734 + Penalty 4354.965635 = -977885.929099 nChanged 7 SP:Iteration 46Q (14219.290000 sec): 3 clusters Score: Raw -982242.447496 + Penalty 4354.965635 = -977887.481861 nChanged 3 SP:Iteration 47Q (14219.550000 sec): 3 clusters Score: Raw -982242.946354 + Penalty 4354.965635 = -977887.980719 nChanged 5 SP:Iteration 48Q (14219.780000 sec): 3 clusters Score: Raw -982244.254122 + Penalty 4354.965635 = -977889.288487 nChanged 3 SP:Iteration 49Q (14219.990000 sec): 3 clusters Score: Raw -982244.614659 + Penalty 4354.965635 = -977889.649024 nChanged 3 SP:Iteration 50Q (14220.250000 sec): 3 clusters Score: Raw -982245.020109 + Penalty 4354.965635 = -977890.054474 nChanged 1 SP:Iteration 51Q (14220.460000 sec): 3 clusters Score: Raw -982245.794160 + Penalty 4354.965635 = -977890.828525 nChanged 3 SP:Iteration 52Q (14220.710000 sec): 3 clusters Score: Raw -982246.821524 + Penalty 4354.965635 = -977891.855889 nChanged 2 SP:Iteration 53Q (14220.910000 sec): 3 clusters Score: Raw -982247.308413 + Penalty 4354.965635 = -977892.342778 nChanged 2 SP:Iteration 54Q (14221.150000 sec): 3 clusters Score: Raw -982247.760356 + Penalty 4354.965635 = -977892.794721 nChanged 2 SP:Iteration 55Q (14221.380000 sec): 3 clusters Score: Raw -982248.172601 + Penalty 4354.965635 = -977893.206966 nChanged 1 SP:Iteration 56Q (14221.590000 sec): 3 clusters Score: Raw -982248.544417 + Penalty 4354.965635 = -977893.578782 nChanged 1 SP:Iteration 57Q (14221.810000 sec): 3 clusters Score: Raw -982248.698666 + Penalty 4354.965635 = -977893.733031 nChanged 2 SP:Iteration 58Q (14222.030000 sec): 3 clusters Score: Raw -982249.172289 + Penalty 4354.965635 = -977894.206654 nChanged 1 SP:Iteration 59Q (14222.220000 sec): 3 clusters Score: Raw -982249.325864 + Penalty 4354.965635 = -977894.360229 nChanged 1 SP:Iteration 60F (14222.440000 sec): 3 clusters Score: Raw -982249.623773 + Penalty 4354.965635 = -977894.658138 nChanged 3 SP:Iteration 61Q (14222.640000 sec): 3 clusters Score: Raw -982250.439909 + Penalty 4354.965635 = -977895.474274 nChanged 1 SP:Iteration 62Q (14222.870000 sec): 3 clusters Score: Raw -982250.895933 + Penalty 4354.965635 = -977895.930298 nChanged 1 SP:Iteration 63Q (14223.050000 sec): 3 clusters Score: Raw -982251.278784 + Penalty 4354.965635 = -977896.313149 nChanged 0 SP:Iteration 64F (14223.220000 sec): 3 clusters Score: Raw -982251.278784 + Penalty 4354.965635 = -977896.313149 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (2427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14223.350000 sec): 2 clusters Score: Raw -371016.020395 + Penalty 1933.013979 = -369083.006416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14223.530000 sec): 3 clusters Score: Raw -370057.430524 + Penalty 3866.027958 = -366191.402566 nChanged 794 SP:Iteration 1F (14223.720000 sec): 3 clusters Score: Raw -370577.484400 + Penalty 3866.027958 = -366711.456442 nChanged 195 SP:Iteration 2F (14223.850000 sec): 3 clusters Score: Raw -370716.296226 + Penalty 3866.027958 = -366850.268268 nChanged 82 SP:Iteration 3Q (14224.060000 sec): 3 clusters Score: Raw -370766.678594 + Penalty 3866.027958 = -366900.650636 nChanged 52 SP:Iteration 4Q (14224.210000 sec): 3 clusters Score: Raw -370796.070409 + Penalty 3866.027958 = -366930.042451 nChanged 34 SP:Iteration 5Q (14224.420000 sec): 3 clusters Score: Raw -370820.448149 + Penalty 3866.027958 = -366954.420191 nChanged 37 SP:Iteration 6Q (14224.600000 sec): 3 clusters Score: Raw -370842.392699 + Penalty 3866.027958 = -366976.364741 nChanged 27 SP:Iteration 7Q (14224.810000 sec): 3 clusters Score: Raw -370855.057826 + Penalty 3866.027958 = -366989.029868 nChanged 21 SP:Iteration 8Q (14225.010000 sec): 3 clusters Score: Raw -370865.922796 + Penalty 3866.027958 = -366999.894838 nChanged 14 SP:Iteration 9Q (14225.180000 sec): 3 clusters Score: Raw -370874.148099 + Penalty 3866.027958 = -367008.120141 nChanged 10 SP:Iteration 10Q (14225.350000 sec): 3 clusters Score: Raw -370880.837918 + Penalty 3866.027958 = -367014.809960 nChanged 15 SP:Iteration 11Q (14225.560000 sec): 3 clusters Score: Raw -370888.922924 + Penalty 3866.027958 = -367022.894966 nChanged 20 SP:Iteration 12Q (14225.740000 sec): 3 clusters Score: Raw -370906.548847 + Penalty 3866.027958 = -367040.520889 nChanged 22 SP:Iteration 13Q (14225.950000 sec): 3 clusters Score: Raw -370920.573402 + Penalty 3866.027958 = -367054.545444 nChanged 18 SP:Iteration 14Q (14226.160000 sec): 3 clusters Score: Raw -370930.414762 + Penalty 3866.027958 = -367064.386804 nChanged 18 SP:Iteration 15Q (14226.350000 sec): 3 clusters Score: Raw -370942.293118 + Penalty 3866.027958 = -367076.265160 nChanged 16 SP:Iteration 16Q (14226.540000 sec): 3 clusters Score: Raw -370953.317631 + Penalty 3866.027958 = -367087.289673 nChanged 23 SP:Iteration 17Q (14226.770000 sec): 3 clusters Score: Raw -370964.309482 + Penalty 3866.027958 = -367098.281524 nChanged 17 SP:Iteration 18Q (14226.930000 sec): 3 clusters Score: Raw -370974.279224 + Penalty 3866.027958 = -367108.251266 nChanged 18 SP:Iteration 19Q (14227.120000 sec): 3 clusters Score: Raw -370984.009759 + Penalty 3866.027958 = -367117.981801 nChanged 13 SP:Iteration 20F (14227.280000 sec): 3 clusters Score: Raw -370991.043892 + Penalty 3866.027958 = -367125.015934 nChanged 13 SP:Iteration 21Q (14227.480000 sec): 3 clusters Score: Raw -371003.706715 + Penalty 3866.027958 = -367137.678757 nChanged 17 SP:Iteration 22Q (14227.680000 sec): 3 clusters Score: Raw -371013.366291 + Penalty 3866.027958 = -367147.338333 nChanged 14 SP:Iteration 23Q (14227.900000 sec): 3 clusters Score: Raw -371022.285137 + Penalty 3866.027958 = -367156.257179 nChanged 19 SP:Iteration 24Q (14228.070000 sec): 3 clusters Score: Raw -371034.901827 + Penalty 3866.027958 = -367168.873869 nChanged 31 SP:Iteration 25Q (14228.260000 sec): 3 clusters Score: Raw -371056.881068 + Penalty 3866.027958 = -367190.853110 nChanged 28 SP:Iteration 26Q (14228.470000 sec): 3 clusters Score: Raw -371075.104803 + Penalty 3866.027958 = -367209.076845 nChanged 27 SP:Iteration 27Q (14228.650000 sec): 3 clusters Score: Raw -371096.136367 + Penalty 3866.027958 = -367230.108409 nChanged 27 SP:Iteration 28Q (14228.830000 sec): 3 clusters Score: Raw -371121.954464 + Penalty 3866.027958 = -367255.926506 nChanged 42 SP:Iteration 29Q (14228.970000 sec): 3 clusters Score: Raw -371156.512302 + Penalty 3866.027958 = -367290.484344 nChanged 43 SP:Iteration 30Q (14229.150000 sec): 3 clusters Score: Raw -371202.346581 + Penalty 3866.027958 = -367336.318623 nChanged 55 SP:Iteration 31Q (14229.290000 sec): 3 clusters Score: Raw -371249.259787 + Penalty 3866.027958 = -367383.231829 nChanged 56 SP:Iteration 32Q (14229.430000 sec): 3 clusters Score: Raw -371305.327939 + Penalty 3866.027958 = -367439.299981 nChanged 64 SP:Iteration 33Q (14229.620000 sec): 3 clusters Score: Raw -371373.558034 + Penalty 3866.027958 = -367507.530076 nChanged 76 SP:Iteration 34Q (14229.760000 sec): 3 clusters Score: Raw -371445.820616 + Penalty 3866.027958 = -367579.792658 nChanged 54 SP:Iteration 35Q (14229.890000 sec): 3 clusters Score: Raw -371509.152606 + Penalty 3866.027958 = -367643.124648 nChanged 56 SP:Iteration 36Q (14230.080000 sec): 3 clusters Score: Raw -371557.837651 + Penalty 3866.027958 = -367691.809692 nChanged 49 SP:Iteration 37Q (14230.260000 sec): 3 clusters Score: Raw -371603.839534 + Penalty 3866.027958 = -367737.811576 nChanged 45 SP:Iteration 38Q (14230.470000 sec): 3 clusters Score: Raw -371648.536947 + Penalty 3866.027958 = -367782.508989 nChanged 36 SP:Iteration 39Q (14230.620000 sec): 3 clusters Score: Raw -371674.420528 + Penalty 3866.027958 = -367808.392570 nChanged 30 SP:Iteration 40F (14230.810000 sec): 3 clusters Score: Raw -371703.689719 + Penalty 3866.027958 = -367837.661761 nChanged 26 SP:Iteration 41Q (14230.970000 sec): 3 clusters Score: Raw -371724.193701 + Penalty 3866.027958 = -367858.165743 nChanged 21 SP:Iteration 42Q (14231.170000 sec): 3 clusters Score: Raw -371744.472314 + Penalty 3866.027958 = -367878.444356 nChanged 29 SP:Iteration 43Q (14231.400000 sec): 3 clusters Score: Raw -371771.569272 + Penalty 3866.027958 = -367905.541314 nChanged 28 SP:Iteration 44Q (14231.560000 sec): 3 clusters Score: Raw -371793.746227 + Penalty 3866.027958 = -367927.718269 nChanged 20 SP:Iteration 45Q (14231.750000 sec): 3 clusters Score: Raw -371805.969297 + Penalty 3866.027958 = -367939.941339 nChanged 13 SP:Iteration 46Q (14231.950000 sec): 3 clusters Score: Raw -371815.186332 + Penalty 3866.027958 = -367949.158374 nChanged 11 SP:Iteration 47Q (14232.190000 sec): 3 clusters Score: Raw -371824.478238 + Penalty 3866.027958 = -367958.450280 nChanged 8 SP:Iteration 48Q (14232.390000 sec): 3 clusters Score: Raw -371830.073348 + Penalty 3866.027958 = -367964.045390 nChanged 7 SP:Iteration 49Q (14232.610000 sec): 3 clusters Score: Raw -371838.082616 + Penalty 3866.027958 = -367972.054658 nChanged 11 SP:Iteration 50Q (14232.850000 sec): 3 clusters Score: Raw -371852.140920 + Penalty 3866.027958 = -367986.112961 nChanged 11 SP:Iteration 51Q (14233.070000 sec): 3 clusters Score: Raw -371859.116632 + Penalty 3866.027958 = -367993.088674 nChanged 5 SP:Iteration 52Q (14233.270000 sec): 3 clusters Score: Raw -371861.811506 + Penalty 3866.027958 = -367995.783548 nChanged 3 SP:Iteration 53Q (14233.510000 sec): 3 clusters Score: Raw -371863.398002 + Penalty 3866.027958 = -367997.370044 nChanged 2 SP:Iteration 54Q (14233.660000 sec): 3 clusters Score: Raw -371864.186512 + Penalty 3866.027958 = -367998.158554 nChanged 0 SP:Iteration 55F (14233.910000 sec): 3 clusters Score: Raw -371864.186512 + Penalty 3866.027958 = -367998.158554 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14234.010000 sec): 2 clusters Score: Raw -15557.334301 + Penalty 1227.292453 = -14330.041848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14234.250000 sec): 3 clusters Score: Raw -15982.566784 + Penalty 2454.584906 = -13527.981879 nChanged 20 SP:Iteration 1F (14234.480000 sec): 3 clusters Score: Raw -16061.357828 + Penalty 2454.584906 = -13606.772922 nChanged 2 SP:Iteration 2Q (14234.740000 sec): 3 clusters Score: Raw -16070.762970 + Penalty 2454.584906 = -13616.178065 nChanged 2 SP:Iteration 3Q (14234.920000 sec): 3 clusters Score: Raw -16080.908452 + Penalty 2454.584906 = -13626.323547 nChanged 1 SP:Iteration 4Q (14235.090000 sec): 3 clusters Score: Raw -16084.829855 + Penalty 2454.584906 = -13630.244950 nChanged 2 SP:Iteration 5Q (14235.340000 sec): 3 clusters Score: Raw -16090.971950 + Penalty 2454.584906 = -13636.387045 nChanged 1 SP:Iteration 6Q (14235.520000 sec): 3 clusters Score: Raw -16093.154386 + Penalty 2454.584906 = -13638.569481 nChanged 0 SP:Iteration 7F (14235.700000 sec): 3 clusters Score: Raw -16093.154386 + Penalty 2454.584906 = -13638.569481 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (2293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14235.830000 sec): 2 clusters Score: Raw -320672.651467 + Penalty 1918.928838 = -318753.722629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14236.000000 sec): 3 clusters Score: Raw -319892.598503 + Penalty 3837.857676 = -316054.740827 nChanged 768 SP:Iteration 1F (14236.270000 sec): 3 clusters Score: Raw -320591.262081 + Penalty 3837.857676 = -316753.404405 nChanged 210 SP:Iteration 2F (14236.440000 sec): 3 clusters Score: Raw -320835.676832 + Penalty 3837.857676 = -316997.819156 nChanged 145 SP:Iteration 3F (14236.670000 sec): 3 clusters Score: Raw -320999.848381 + Penalty 3837.857676 = -317161.990705 nChanged 108 SP:Iteration 4Q (14236.870000 sec): 3 clusters Score: Raw -321130.872413 + Penalty 3837.857676 = -317293.014736 nChanged 86 SP:Iteration 5Q (14237.090000 sec): 3 clusters Score: Raw -321229.519944 + Penalty 3837.857676 = -317391.662268 nChanged 74 SP:Iteration 6Q (14237.260000 sec): 3 clusters Score: Raw -321316.564648 + Penalty 3837.857676 = -317478.706972 nChanged 65 SP:Iteration 7Q (14237.470000 sec): 3 clusters Score: Raw -321385.831286 + Penalty 3837.857676 = -317547.973610 nChanged 43 SP:Iteration 8Q (14237.690000 sec): 3 clusters Score: Raw -321420.785451 + Penalty 3837.857676 = -317582.927775 nChanged 31 SP:Iteration 9Q (14237.920000 sec): 3 clusters Score: Raw -321447.118630 + Penalty 3837.857676 = -317609.260954 nChanged 28 SP:Iteration 10Q (14238.130000 sec): 3 clusters Score: Raw -321469.588885 + Penalty 3837.857676 = -317631.731209 nChanged 18 SP:Iteration 11Q (14238.310000 sec): 3 clusters Score: Raw -321482.778204 + Penalty 3837.857676 = -317644.920528 nChanged 18 SP:Iteration 12Q (14238.470000 sec): 3 clusters Score: Raw -321495.725451 + Penalty 3837.857676 = -317657.867775 nChanged 16 SP:Iteration 13Q (14238.710000 sec): 3 clusters Score: Raw -321507.237804 + Penalty 3837.857676 = -317669.380127 nChanged 11 SP:Iteration 14Q (14238.880000 sec): 3 clusters Score: Raw -321513.806579 + Penalty 3837.857676 = -317675.948903 nChanged 9 SP:Iteration 15Q (14239.060000 sec): 3 clusters Score: Raw -321519.323667 + Penalty 3837.857676 = -317681.465991 nChanged 8 SP:Iteration 16Q (14239.300000 sec): 3 clusters Score: Raw -321524.065539 + Penalty 3837.857676 = -317686.207862 nChanged 7 SP:Iteration 17Q (14239.460000 sec): 3 clusters Score: Raw -321530.552666 + Penalty 3837.857676 = -317692.694990 nChanged 8 SP:Iteration 18Q (14239.680000 sec): 3 clusters Score: Raw -321539.204747 + Penalty 3837.857676 = -317701.347071 nChanged 13 SP:Iteration 19Q (14239.860000 sec): 3 clusters Score: Raw -321552.455281 + Penalty 3837.857676 = -317714.597604 nChanged 7 SP:Iteration 20F (14240.050000 sec): 3 clusters Score: Raw -321570.836978 + Penalty 3837.857676 = -317732.979302 nChanged 15 SP:Iteration 21Q (14240.210000 sec): 3 clusters Score: Raw -321594.337984 + Penalty 3837.857676 = -317756.480308 nChanged 11 SP:Iteration 22Q (14240.360000 sec): 3 clusters Score: Raw -321608.374479 + Penalty 3837.857676 = -317770.516803 nChanged 9 SP:Iteration 23Q (14240.530000 sec): 3 clusters Score: Raw -321617.387800 + Penalty 3837.857676 = -317779.530124 nChanged 10 SP:Iteration 24Q (14240.710000 sec): 3 clusters Score: Raw -321625.081540 + Penalty 3837.857676 = -317787.223863 nChanged 6 SP:Iteration 25Q (14240.900000 sec): 3 clusters Score: Raw -321628.579027 + Penalty 3837.857676 = -317790.721351 nChanged 3 SP:Iteration 26Q (14241.110000 sec): 3 clusters Score: Raw -321629.796044 + Penalty 3837.857676 = -317791.938367 nChanged 5 SP:Iteration 27Q (14241.260000 sec): 3 clusters Score: Raw -321633.591155 + Penalty 3837.857676 = -317795.733479 nChanged 3 SP:Iteration 28Q (14241.460000 sec): 3 clusters Score: Raw -321636.632715 + Penalty 3837.857676 = -317798.775038 nChanged 4 SP:Iteration 29Q (14241.640000 sec): 3 clusters Score: Raw -321640.707461 + Penalty 3837.857676 = -317802.849785 nChanged 11 SP:Iteration 30Q (14241.830000 sec): 3 clusters Score: Raw -321650.643033 + Penalty 3837.857676 = -317812.785356 nChanged 10 SP:Iteration 31Q (14241.990000 sec): 3 clusters Score: Raw -321656.644650 + Penalty 3837.857676 = -317818.786974 nChanged 11 SP:Iteration 32Q (14242.230000 sec): 3 clusters Score: Raw -321665.981344 + Penalty 3837.857676 = -317828.123667 nChanged 12 SP:Iteration 33Q (14242.410000 sec): 3 clusters Score: Raw -321676.562938 + Penalty 3837.857676 = -317838.705261 nChanged 9 SP:Iteration 34Q (14242.580000 sec): 3 clusters Score: Raw -321681.770895 + Penalty 3837.857676 = -317843.913219 nChanged 7 SP:Iteration 35Q (14242.750000 sec): 3 clusters Score: Raw -321687.415525 + Penalty 3837.857676 = -317849.557849 nChanged 9 SP:Iteration 36Q (14242.930000 sec): 3 clusters Score: Raw -321697.091640 + Penalty 3837.857676 = -317859.233964 nChanged 13 SP:Iteration 37Q (14243.110000 sec): 3 clusters Score: Raw -321707.250669 + Penalty 3837.857676 = -317869.392992 nChanged 14 SP:Iteration 38Q (14243.290000 sec): 3 clusters Score: Raw -321719.908207 + Penalty 3837.857676 = -317882.050530 nChanged 4 SP:Iteration 39Q (14243.510000 sec): 3 clusters Score: Raw -321724.187130 + Penalty 3837.857676 = -317886.329453 nChanged 3 SP:Iteration 40F (14243.710000 sec): 3 clusters Score: Raw -321726.951438 + Penalty 3837.857676 = -317889.093762 nChanged 2 SP:Iteration 41Q (14243.910000 sec): 3 clusters Score: Raw -321728.148764 + Penalty 3837.857676 = -317890.291088 nChanged 3 SP:Iteration 42Q (14244.120000 sec): 3 clusters Score: Raw -321729.541525 + Penalty 3837.857676 = -317891.683849 nChanged 0 SP:Iteration 43F (14244.330000 sec): 3 clusters Score: Raw -321729.541525 + Penalty 3837.857676 = -317891.683849 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (14935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14244.500000 sec): 2 clusters Score: Raw -2233782.223796 + Penalty 2383.642757 = -2231398.581039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14244.780000 sec): 3 clusters Score: Raw -2225296.765625 + Penalty 4767.285514 = -2220529.480111 nChanged 6407 SP:Iteration 1F (14245.070000 sec): 3 clusters Score: Raw -2228685.730541 + Penalty 4767.285514 = -2223918.445026 nChanged 778 SP:Iteration 2F (14245.340000 sec): 3 clusters Score: Raw -2228978.512329 + Penalty 4767.285514 = -2224211.226814 nChanged 626 SP:Iteration 3Q (14245.630000 sec): 3 clusters Score: Raw -2229208.678476 + Penalty 4767.285514 = -2224441.392961 nChanged 525 SP:Iteration 4Q (14245.940000 sec): 3 clusters Score: Raw -2229409.866775 + Penalty 4767.285514 = -2224642.581261 nChanged 558 SP:Iteration 5Q (14246.210000 sec): 3 clusters Score: Raw -2229647.638095 + Penalty 4767.285514 = -2224880.352581 nChanged 622 SP:Iteration 6Q (14246.500000 sec): 3 clusters Score: Raw -2229944.111450 + Penalty 4767.285514 = -2225176.825936 nChanged 664 SP:Iteration 7Q (14246.730000 sec): 3 clusters Score: Raw -2230292.120862 + Penalty 4767.285514 = -2225524.835347 nChanged 726 SP:Iteration 8Q (14247.000000 sec): 3 clusters Score: Raw -2230734.320395 + Penalty 4767.285514 = -2225967.034880 nChanged 833 SP:Iteration 9F (14247.300000 sec): 3 clusters Score: Raw -2231303.171938 + Penalty 4767.285514 = -2226535.886424 nChanged 810 SP:Iteration 10F (14247.520000 sec): 3 clusters Score: Raw -2231882.140803 + Penalty 4767.285514 = -2227114.855288 nChanged 746 SP:Iteration 11Q (14247.800000 sec): 3 clusters Score: Raw -2232427.685781 + Penalty 4767.285514 = -2227660.400266 nChanged 567 SP:Iteration 12Q (14248.050000 sec): 3 clusters Score: Raw -2232825.547039 + Penalty 4767.285514 = -2228058.261525 nChanged 436 SP:Iteration 13Q (14248.300000 sec): 3 clusters Score: Raw -2233122.555555 + Penalty 4767.285514 = -2228355.270041 nChanged 318 SP:Iteration 14Q (14248.560000 sec): 3 clusters Score: Raw -2233326.386889 + Penalty 4767.285514 = -2228559.101374 nChanged 214 SP:Iteration 15Q (14248.840000 sec): 3 clusters Score: Raw -2233474.996285 + Penalty 4767.285514 = -2228707.710771 nChanged 205 SP:Iteration 16Q (14249.130000 sec): 3 clusters Score: Raw -2233614.110289 + Penalty 4767.285514 = -2228846.824774 nChanged 138 SP:Iteration 17Q (14249.360000 sec): 3 clusters Score: Raw -2233699.158427 + Penalty 4767.285514 = -2228931.872912 nChanged 100 SP:Iteration 18Q (14249.670000 sec): 3 clusters Score: Raw -2233778.741303 + Penalty 4767.285514 = -2229011.455789 nChanged 84 SP:Iteration 19Q (14249.880000 sec): 3 clusters Score: Raw -2233868.979646 + Penalty 4767.285514 = -2229101.694131 nChanged 74 SP:Iteration 20F (14250.160000 sec): 3 clusters Score: Raw -2233949.854065 + Penalty 4767.285514 = -2229182.568551 nChanged 59 SP:Iteration 21Q (14250.390000 sec): 3 clusters Score: Raw -2234034.754469 + Penalty 4767.285514 = -2229267.468954 nChanged 61 SP:Iteration 22Q (14250.590000 sec): 3 clusters Score: Raw -2234138.477740 + Penalty 4767.285514 = -2229371.192226 nChanged 55 SP:Iteration 23Q (14250.860000 sec): 3 clusters Score: Raw -2234212.697599 + Penalty 4767.285514 = -2229445.412084 nChanged 51 SP:Iteration 24Q (14251.170000 sec): 3 clusters Score: Raw -2234261.393591 + Penalty 4767.285514 = -2229494.108076 nChanged 28 SP:Iteration 25Q (14251.390000 sec): 3 clusters Score: Raw -2234286.260906 + Penalty 4767.285514 = -2229518.975392 nChanged 25 SP:Iteration 26Q (14251.630000 sec): 3 clusters Score: Raw -2234308.912628 + Penalty 4767.285514 = -2229541.627114 nChanged 23 SP:Iteration 27Q (14251.880000 sec): 3 clusters Score: Raw -2234323.282841 + Penalty 4767.285514 = -2229555.997326 nChanged 11 SP:Iteration 28Q (14252.160000 sec): 3 clusters Score: Raw -2234330.038639 + Penalty 4767.285514 = -2229562.753125 nChanged 3 SP:Iteration 29Q (14252.430000 sec): 3 clusters Score: Raw -2234331.253623 + Penalty 4767.285514 = -2229563.968109 nChanged 3 SP:Iteration 30Q (14252.650000 sec): 3 clusters Score: Raw -2234333.710848 + Penalty 4767.285514 = -2229566.425334 nChanged 6 SP:Iteration 31Q (14252.890000 sec): 3 clusters Score: Raw -2234338.067965 + Penalty 4767.285514 = -2229570.782450 nChanged 5 SP:Iteration 32Q (14253.170000 sec): 3 clusters Score: Raw -2234341.187744 + Penalty 4767.285514 = -2229573.902230 nChanged 4 SP:Iteration 33Q (14253.440000 sec): 3 clusters Score: Raw -2234343.614717 + Penalty 4767.285514 = -2229576.329203 nChanged 2 SP:Iteration 34Q (14253.700000 sec): 3 clusters Score: Raw -2234344.306651 + Penalty 4767.285514 = -2229577.021137 nChanged 0 SP:Iteration 35F (14254.030000 sec): 3 clusters Score: Raw -2234344.306651 + Penalty 4767.285514 = -2229577.021137 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14254.140000 sec): 2 clusters Score: Raw -117530.428245 + Penalty 1656.540598 = -115873.887647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14254.320000 sec): 3 clusters Score: Raw -117386.402507 + Penalty 3313.081196 = -114073.321311 nChanged 174 SP:Iteration 1F (14254.540000 sec): 3 clusters Score: Raw -117594.345365 + Penalty 3313.081196 = -114281.264169 nChanged 32 SP:Iteration 2Q (14254.690000 sec): 3 clusters Score: Raw -117633.948443 + Penalty 3313.081196 = -114320.867246 nChanged 11 SP:Iteration 3Q (14254.860000 sec): 3 clusters Score: Raw -117662.394242 + Penalty 3313.081196 = -114349.313046 nChanged 12 SP:Iteration 4Q (14255.040000 sec): 3 clusters Score: Raw -117679.261167 + Penalty 3313.081196 = -114366.179971 nChanged 4 SP:Iteration 5Q (14255.200000 sec): 3 clusters Score: Raw -117684.748549 + Penalty 3313.081196 = -114371.667353 nChanged 4 SP:Iteration 6Q (14255.380000 sec): 3 clusters Score: Raw -117693.968956 + Penalty 3313.081196 = -114380.887760 nChanged 3 SP:Iteration 7Q (14255.570000 sec): 3 clusters Score: Raw -117701.904870 + Penalty 3313.081196 = -114388.823674 nChanged 6 SP:Iteration 8Q (14255.760000 sec): 3 clusters Score: Raw -117712.169675 + Penalty 3313.081196 = -114399.088479 nChanged 5 SP:Iteration 9Q (14256.050000 sec): 3 clusters Score: Raw -117720.159712 + Penalty 3313.081196 = -114407.078516 nChanged 3 SP:Iteration 10Q (14256.250000 sec): 3 clusters Score: Raw -117723.559408 + Penalty 3313.081196 = -114410.478212 nChanged 0 SP:Iteration 11F (14256.470000 sec): 3 clusters Score: Raw -117723.559408 + Penalty 3313.081196 = -114410.478212 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14256.580000 sec): 2 clusters Score: Raw -76175.975225 + Penalty 1553.794701 = -74622.180524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14256.800000 sec): 3 clusters Score: Raw -76173.008866 + Penalty 3107.589402 = -73065.419464 nChanged 96 SP:Iteration 1F (14257.010000 sec): 3 clusters Score: Raw -76377.505545 + Penalty 3107.589402 = -73269.916143 nChanged 40 SP:Iteration 2F (14257.190000 sec): 3 clusters Score: Raw -76504.109704 + Penalty 3107.589402 = -73396.520303 nChanged 24 SP:Iteration 3Q (14257.410000 sec): 3 clusters Score: Raw -76608.956829 + Penalty 3107.589402 = -73501.367427 nChanged 12 SP:Iteration 4Q (14257.590000 sec): 3 clusters Score: Raw -76668.375811 + Penalty 3107.589402 = -73560.786410 nChanged 14 SP:Iteration 5Q (14257.800000 sec): 3 clusters Score: Raw -76736.861751 + Penalty 3107.589402 = -73629.272350 nChanged 14 SP:Iteration 6Q (14257.930000 sec): 3 clusters Score: Raw -76828.826906 + Penalty 3107.589402 = -73721.237505 nChanged 20 SP:Iteration 7Q (14258.180000 sec): 3 clusters Score: Raw -76995.950566 + Penalty 3107.589402 = -73888.361164 nChanged 21 SP:Iteration 8Q (14258.380000 sec): 3 clusters Score: Raw -77136.159106 + Penalty 3107.589402 = -74028.569705 nChanged 16 SP:Iteration 9Q (14258.550000 sec): 3 clusters Score: Raw -77210.439110 + Penalty 3107.589402 = -74102.849709 nChanged 13 SP:Iteration 10Q (14258.730000 sec): 3 clusters Score: Raw -77277.913406 + Penalty 3107.589402 = -74170.324004 nChanged 5 SP:Iteration 11Q (14258.980000 sec): 3 clusters Score: Raw -77316.324885 + Penalty 3107.589402 = -74208.735483 nChanged 7 SP:Iteration 12Q (14259.190000 sec): 3 clusters Score: Raw -77362.063992 + Penalty 3107.589402 = -74254.474591 nChanged 5 SP:Iteration 13Q (14259.380000 sec): 3 clusters Score: Raw -77383.782935 + Penalty 3107.589402 = -74276.193534 nChanged 5 SP:Iteration 14Q (14259.590000 sec): 3 clusters Score: Raw -77402.096763 + Penalty 3107.589402 = -74294.507362 nChanged 2 SP:Iteration 15Q (14259.740000 sec): 3 clusters Score: Raw -77410.705329 + Penalty 3107.589402 = -74303.115928 nChanged 3 SP:Iteration 16Q (14259.910000 sec): 3 clusters Score: Raw -77420.959479 + Penalty 3107.589402 = -74313.370077 nChanged 2 SP:Iteration 17Q (14260.120000 sec): 3 clusters Score: Raw -77424.729973 + Penalty 3107.589402 = -74317.140571 nChanged 0 SP:Iteration 18F (14260.270000 sec): 3 clusters Score: Raw -77432.423747 + Penalty 3107.589402 = -74324.834346 nChanged 3 SP:Iteration 19Q (14260.470000 sec): 3 clusters Score: Raw -77491.311667 + Penalty 3107.589402 = -74383.722265 nChanged 2 SP:Iteration 20F (14260.610000 sec): 3 clusters Score: Raw -77518.441923 + Penalty 3107.589402 = -74410.852522 nChanged 1 SP:Iteration 21Q (14260.790000 sec): 3 clusters Score: Raw -77532.027459 + Penalty 3107.589402 = -74424.438058 nChanged 1 SP:Iteration 22Q (14260.950000 sec): 3 clusters Score: Raw -77536.373029 + Penalty 3107.589402 = -74428.783628 nChanged 1 SP:Iteration 23Q (14261.150000 sec): 3 clusters Score: Raw -77542.149865 + Penalty 3107.589402 = -74434.560463 nChanged 0 SP:Iteration 24F (14261.380000 sec): 3 clusters Score: Raw -77542.149865 + Penalty 3107.589402 = -74434.560463 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14261.490000 sec): 2 clusters Score: Raw -38629.223006 + Penalty 1399.192954 = -37230.030053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14261.670000 sec): 3 clusters Score: Raw -38840.987488 + Penalty 2798.385907 = -36042.601581 nChanged 44 SP:Iteration 1F (14261.870000 sec): 3 clusters Score: Raw -38989.512696 + Penalty 2798.385907 = -36191.126789 nChanged 10 SP:Iteration 2Q (14262.030000 sec): 3 clusters Score: Raw -39030.107392 + Penalty 2798.385907 = -36231.721485 nChanged 7 SP:Iteration 3Q (14262.310000 sec): 3 clusters Score: Raw -39057.105338 + Penalty 2798.385907 = -36258.719430 nChanged 2 SP:Iteration 4Q (14262.530000 sec): 3 clusters Score: Raw -39068.800270 + Penalty 2798.385907 = -36270.414363 nChanged 3 SP:Iteration 5Q (14262.750000 sec): 3 clusters Score: Raw -39081.919582 + Penalty 2798.385907 = -36283.533675 nChanged 2 SP:Iteration 6Q (14262.970000 sec): 3 clusters Score: Raw -39090.574736 + Penalty 2798.385907 = -36292.188828 nChanged 0 SP:Iteration 7F (14263.110000 sec): 3 clusters Score: Raw -39090.574736 + Penalty 2798.385907 = -36292.188828 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14263.190000 sec): 2 clusters Score: Raw -24264.230729 + Penalty 1311.490224 = -22952.740506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14263.390000 sec): 3 clusters Score: Raw -24651.701047 + Penalty 2622.980447 = -22028.720600 nChanged 15 SP:Iteration 1F (14263.580000 sec): 3 clusters Score: Raw -24748.180963 + Penalty 2622.980447 = -22125.200516 nChanged 6 SP:Iteration 2Q (14263.730000 sec): 3 clusters Score: Raw -24802.744502 + Penalty 2622.980447 = -22179.764055 nChanged 4 SP:Iteration 3Q (14263.860000 sec): 3 clusters Score: Raw -24830.744147 + Penalty 2622.980447 = -22207.763700 nChanged 0 SP:Iteration 4F (14264.010000 sec): 3 clusters Score: Raw -24830.744147 + Penalty 2622.980447 = -22207.763700 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14264.090000 sec): 2 clusters Score: Raw -119547.437964 + Penalty 1654.035526 = -117893.402438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14264.280000 sec): 3 clusters Score: Raw -119428.206683 + Penalty 3308.071053 = -116120.135630 nChanged 166 SP:Iteration 1F (14264.450000 sec): 3 clusters Score: Raw -119652.066175 + Penalty 3308.071053 = -116343.995122 nChanged 51 SP:Iteration 2F (14264.630000 sec): 3 clusters Score: Raw -119769.163156 + Penalty 3308.071053 = -116461.092103 nChanged 35 SP:Iteration 3Q (14264.810000 sec): 3 clusters Score: Raw -119814.452937 + Penalty 3308.071053 = -116506.381885 nChanged 15 SP:Iteration 4Q (14265.010000 sec): 3 clusters Score: Raw -119833.792385 + Penalty 3308.071053 = -116525.721332 nChanged 7 SP:Iteration 5Q (14265.180000 sec): 3 clusters Score: Raw -119839.752604 + Penalty 3308.071053 = -116531.681551 nChanged 3 SP:Iteration 6Q (14265.400000 sec): 3 clusters Score: Raw -119842.644538 + Penalty 3308.071053 = -116534.573486 nChanged 2 SP:Iteration 7Q (14265.600000 sec): 3 clusters Score: Raw -119845.515371 + Penalty 3308.071053 = -116537.444318 nChanged 4 SP:Iteration 8Q (14265.780000 sec): 3 clusters Score: Raw -119853.837361 + Penalty 3308.071053 = -116545.766309 nChanged 6 SP:Iteration 9Q (14265.980000 sec): 3 clusters Score: Raw -119863.856517 + Penalty 3308.071053 = -116555.785464 nChanged 3 SP:Iteration 10Q (14266.170000 sec): 3 clusters Score: Raw -119867.158956 + Penalty 3308.071053 = -116559.087904 nChanged 2 SP:Iteration 11Q (14266.380000 sec): 3 clusters Score: Raw -119873.225411 + Penalty 3308.071053 = -116565.154359 nChanged 2 SP:Iteration 12Q (14266.610000 sec): 3 clusters Score: Raw -119874.664548 + Penalty 3308.071053 = -116566.593496 nChanged 1 SP:Iteration 13Q (14266.750000 sec): 3 clusters Score: Raw -119876.494616 + Penalty 3308.071053 = -116568.423564 nChanged 1 SP:Iteration 14Q (14266.960000 sec): 3 clusters Score: Raw -119879.976978 + Penalty 3308.071053 = -116571.905926 nChanged 2 SP:Iteration 15Q (14267.110000 sec): 3 clusters Score: Raw -119883.225015 + Penalty 3308.071053 = -116575.153962 nChanged 2 SP:Iteration 16Q (14267.320000 sec): 3 clusters Score: Raw -119885.817558 + Penalty 3308.071053 = -116577.746506 nChanged 4 SP:Iteration 17Q (14267.460000 sec): 3 clusters Score: Raw -119893.000045 + Penalty 3308.071053 = -116584.928992 nChanged 4 SP:Iteration 18Q (14267.670000 sec): 3 clusters Score: Raw -119901.088894 + Penalty 3308.071053 = -116593.017842 nChanged 3 SP:Iteration 19Q (14267.820000 sec): 3 clusters Score: Raw -119907.086455 + Penalty 3308.071053 = -116599.015403 nChanged 5 SP:Iteration 20F (14268.050000 sec): 3 clusters Score: Raw -119916.286701 + Penalty 3308.071053 = -116608.215648 nChanged 2 SP:Iteration 21Q (14268.220000 sec): 3 clusters Score: Raw -119920.298617 + Penalty 3308.071053 = -116612.227565 nChanged 5 SP:Iteration 22Q (14268.410000 sec): 3 clusters Score: Raw -119929.978824 + Penalty 3308.071053 = -116621.907772 nChanged 5 SP:Iteration 23Q (14268.620000 sec): 3 clusters Score: Raw -119937.950006 + Penalty 3308.071053 = -116629.878953 nChanged 1 SP:Iteration 24Q (14268.830000 sec): 3 clusters Score: Raw -119943.531892 + Penalty 3308.071053 = -116635.460840 nChanged 3 SP:Iteration 25Q (14269.000000 sec): 3 clusters Score: Raw -119947.800089 + Penalty 3308.071053 = -116639.729036 nChanged 1 SP:Iteration 26Q (14269.200000 sec): 3 clusters Score: Raw -119949.140687 + Penalty 3308.071053 = -116641.069635 nChanged 2 SP:Iteration 27Q (14269.380000 sec): 3 clusters Score: Raw -119951.599191 + Penalty 3308.071053 = -116643.528138 nChanged 1 SP:Iteration 28Q (14269.560000 sec): 3 clusters Score: Raw -119952.137724 + Penalty 3308.071053 = -116644.066672 nChanged 2 SP:Iteration 29Q (14269.780000 sec): 3 clusters Score: Raw -119953.549424 + Penalty 3308.071053 = -116645.478372 nChanged 1 SP:Iteration 30Q (14269.940000 sec): 3 clusters Score: Raw -119954.126666 + Penalty 3308.071053 = -116646.055613 nChanged 2 SP:Iteration 31Q (14270.120000 sec): 3 clusters Score: Raw -119955.330938 + Penalty 3308.071053 = -116647.259885 nChanged 2 SP:Iteration 32Q (14270.260000 sec): 3 clusters Score: Raw -119956.975263 + Penalty 3308.071053 = -116648.904211 nChanged 2 SP:Iteration 33Q (14270.450000 sec): 3 clusters Score: Raw -119960.324680 + Penalty 3308.071053 = -116652.253627 nChanged 0 SP:Iteration 34F (14270.640000 sec): 3 clusters Score: Raw -119960.324680 + Penalty 3308.071053 = -116652.253627 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14270.720000 sec): 2 clusters Score: Raw -115623.391286 + Penalty 1651.504892 = -113971.886394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14270.950000 sec): 3 clusters Score: Raw -115510.674447 + Penalty 3303.009784 = -112207.664663 nChanged 185 SP:Iteration 1F (14271.090000 sec): 3 clusters Score: Raw -115756.655128 + Penalty 3303.009784 = -112453.645344 nChanged 39 SP:Iteration 2Q (14271.280000 sec): 3 clusters Score: Raw -115821.667183 + Penalty 3303.009784 = -112518.657399 nChanged 24 SP:Iteration 3Q (14271.450000 sec): 3 clusters Score: Raw -115862.731513 + Penalty 3303.009784 = -112559.721729 nChanged 13 SP:Iteration 4Q (14271.590000 sec): 3 clusters Score: Raw -115895.392423 + Penalty 3303.009784 = -112592.382639 nChanged 15 SP:Iteration 5Q (14271.780000 sec): 3 clusters Score: Raw -115926.741381 + Penalty 3303.009784 = -112623.731597 nChanged 12 SP:Iteration 6Q (14271.940000 sec): 3 clusters Score: Raw -115948.999172 + Penalty 3303.009784 = -112645.989388 nChanged 13 SP:Iteration 7Q (14272.130000 sec): 3 clusters Score: Raw -115969.966308 + Penalty 3303.009784 = -112666.956524 nChanged 9 SP:Iteration 8Q (14272.370000 sec): 3 clusters Score: Raw -115980.947901 + Penalty 3303.009784 = -112677.938117 nChanged 9 SP:Iteration 9Q (14272.520000 sec): 3 clusters Score: Raw -115994.931459 + Penalty 3303.009784 = -112691.921675 nChanged 5 SP:Iteration 10Q (14272.730000 sec): 3 clusters Score: Raw -116006.780333 + Penalty 3303.009784 = -112703.770549 nChanged 3 SP:Iteration 11Q (14272.870000 sec): 3 clusters Score: Raw -116011.475920 + Penalty 3303.009784 = -112708.466136 nChanged 5 SP:Iteration 12Q (14273.030000 sec): 3 clusters Score: Raw -116016.984461 + Penalty 3303.009784 = -112713.974676 nChanged 2 SP:Iteration 13Q (14273.230000 sec): 3 clusters Score: Raw -116018.583457 + Penalty 3303.009784 = -112715.573672 nChanged 2 SP:Iteration 14Q (14273.420000 sec): 3 clusters Score: Raw -116022.716975 + Penalty 3303.009784 = -112719.707191 nChanged 2 SP:Iteration 15Q (14273.620000 sec): 3 clusters Score: Raw -116025.104278 + Penalty 3303.009784 = -112722.094494 nChanged 2 SP:Iteration 16Q (14273.790000 sec): 3 clusters Score: Raw -116027.950855 + Penalty 3303.009784 = -112724.941071 nChanged 3 SP:Iteration 17Q (14274.000000 sec): 3 clusters Score: Raw -116029.795462 + Penalty 3303.009784 = -112726.785677 nChanged 0 SP:Iteration 18F (14274.160000 sec): 3 clusters Score: Raw -116029.795462 + Penalty 3303.009784 = -112726.785677 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14274.260000 sec): 2 clusters Score: Raw -35013.042175 + Penalty 1367.330329 = -33645.711846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14274.440000 sec): 3 clusters Score: Raw -35197.196697 + Penalty 2734.660658 = -32462.536039 nChanged 22 SP:Iteration 1F (14274.640000 sec): 3 clusters Score: Raw -35286.534604 + Penalty 2734.660658 = -32551.873946 nChanged 5 SP:Iteration 2Q (14274.870000 sec): 3 clusters Score: Raw -35310.465409 + Penalty 2734.660658 = -32575.804751 nChanged 1 SP:Iteration 3Q (14275.070000 sec): 3 clusters Score: Raw -35315.385671 + Penalty 2734.660658 = -32580.725013 nChanged 0 SP:Iteration 4F (14275.280000 sec): 3 clusters Score: Raw -35315.385671 + Penalty 2734.660658 = -32580.725013 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (59268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14275.680000 sec): 2 clusters Score: Raw -8987215.699543 + Penalty 2725.476553 = -8984490.222990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14276.300000 sec): 3 clusters Score: Raw -8950104.940630 + Penalty 5450.953106 = -8944653.987524 nChanged 27676 SP:Iteration 1F (14276.890000 sec): 3 clusters Score: Raw -8966072.464953 + Penalty 5450.953106 = -8960621.511847 nChanged 2847 SP:Iteration 2Q (14277.500000 sec): 3 clusters Score: Raw -8967203.391706 + Penalty 5450.953106 = -8961752.438600 nChanged 3109 SP:Iteration 3F (14277.990000 sec): 3 clusters Score: Raw -8968627.242807 + Penalty 5450.953106 = -8963176.289701 nChanged 3331 SP:Iteration 4F (14278.550000 sec): 3 clusters Score: Raw -8970252.945152 + Penalty 5450.953106 = -8964801.992046 nChanged 3442 SP:Iteration 5F (14279.080000 sec): 3 clusters Score: Raw -8971935.589121 + Penalty 5450.953106 = -8966484.636015 nChanged 3351 SP:Iteration 6F (14279.640000 sec): 3 clusters Score: Raw -8973443.609882 + Penalty 5450.953106 = -8967992.656776 nChanged 2969 SP:Iteration 7F (14280.120000 sec): 3 clusters Score: Raw -8974692.751702 + Penalty 5450.953106 = -8969241.798596 nChanged 2571 SP:Iteration 8Q (14280.700000 sec): 3 clusters Score: Raw -8975700.479381 + Penalty 5450.953106 = -8970249.526275 nChanged 2223 SP:Iteration 9Q (14281.220000 sec): 3 clusters Score: Raw -8976524.641179 + Penalty 5450.953106 = -8971073.688073 nChanged 1893 SP:Iteration 10Q (14281.820000 sec): 3 clusters Score: Raw -8977288.429527 + Penalty 5450.953106 = -8971837.476421 nChanged 1854 SP:Iteration 11Q (14282.310000 sec): 3 clusters Score: Raw -8978111.895666 + Penalty 5450.953106 = -8972660.942560 nChanged 1925 SP:Iteration 12Q (14282.840000 sec): 3 clusters Score: Raw -8979110.817547 + Penalty 5450.953106 = -8973659.864441 nChanged 1981 SP:Iteration 13Q (14283.410000 sec): 3 clusters Score: Raw -8980271.994849 + Penalty 5450.953106 = -8974821.041743 nChanged 1887 SP:Iteration 14Q (14283.970000 sec): 3 clusters Score: Raw -8981508.588881 + Penalty 5450.953106 = -8976057.635775 nChanged 1767 SP:Iteration 15Q (14284.530000 sec): 3 clusters Score: Raw -8982676.709857 + Penalty 5450.953106 = -8977225.756751 nChanged 1560 SP:Iteration 16Q (14285.080000 sec): 3 clusters Score: Raw -8983708.628450 + Penalty 5450.953106 = -8978257.675344 nChanged 1334 SP:Iteration 17Q (14285.640000 sec): 3 clusters Score: Raw -8984533.064169 + Penalty 5450.953106 = -8979082.111063 nChanged 1136 SP:Iteration 18Q (14286.150000 sec): 3 clusters Score: Raw -8985184.024688 + Penalty 5450.953106 = -8979733.071582 nChanged 932 SP:Iteration 19Q (14286.640000 sec): 3 clusters Score: Raw -8985690.972326 + Penalty 5450.953106 = -8980240.019220 nChanged 819 SP:Iteration 20F (14287.190000 sec): 3 clusters Score: Raw -8986133.831978 + Penalty 5450.953106 = -8980682.878872 nChanged 694 SP:Iteration 21Q (14287.670000 sec): 3 clusters Score: Raw -8986517.757692 + Penalty 5450.953106 = -8981066.804586 nChanged 552 SP:Iteration 22Q (14288.100000 sec): 3 clusters Score: Raw -8986812.260294 + Penalty 5450.953106 = -8981361.307188 nChanged 427 SP:Iteration 23Q (14288.580000 sec): 3 clusters Score: Raw -8987063.537318 + Penalty 5450.953106 = -8981612.584212 nChanged 382 SP:Iteration 24Q (14289.110000 sec): 3 clusters Score: Raw -8987303.841546 + Penalty 5450.953106 = -8981852.888440 nChanged 317 SP:Iteration 25Q (14289.540000 sec): 3 clusters Score: Raw -8987494.202529 + Penalty 5450.953106 = -8982043.249424 nChanged 215 SP:Iteration 26Q (14289.960000 sec): 3 clusters Score: Raw -8987624.121699 + Penalty 5450.953106 = -8982173.168593 nChanged 164 SP:Iteration 27Q (14290.410000 sec): 3 clusters Score: Raw -8987721.810167 + Penalty 5450.953106 = -8982270.857061 nChanged 117 SP:Iteration 28Q (14290.950000 sec): 3 clusters Score: Raw -8987797.975207 + Penalty 5450.953106 = -8982347.022102 nChanged 100 SP:Iteration 29Q (14291.420000 sec): 3 clusters Score: Raw -8987875.880875 + Penalty 5450.953106 = -8982424.927769 nChanged 93 SP:Iteration 30Q (14291.940000 sec): 3 clusters Score: Raw -8987932.763829 + Penalty 5450.953106 = -8982481.810723 nChanged 73 SP:Iteration 31Q (14292.370000 sec): 3 clusters Score: Raw -8987972.276100 + Penalty 5450.953106 = -8982521.322994 nChanged 70 SP:Iteration 32Q (14292.850000 sec): 3 clusters Score: Raw -8988007.204512 + Penalty 5450.953106 = -8982556.251406 nChanged 46 SP:Iteration 33Q (14293.260000 sec): 3 clusters Score: Raw -8988030.329395 + Penalty 5450.953106 = -8982579.376289 nChanged 35 SP:Iteration 34Q (14293.730000 sec): 3 clusters Score: Raw -8988047.534289 + Penalty 5450.953106 = -8982596.581183 nChanged 25 SP:Iteration 35Q (14294.130000 sec): 3 clusters Score: Raw -8988060.001760 + Penalty 5450.953106 = -8982609.048654 nChanged 19 SP:Iteration 36Q (14294.680000 sec): 3 clusters Score: Raw -8988068.577503 + Penalty 5450.953106 = -8982617.624398 nChanged 18 SP:Iteration 37Q (14295.140000 sec): 3 clusters Score: Raw -8988075.997052 + Penalty 5450.953106 = -8982625.043946 nChanged 17 SP:Iteration 38Q (14295.600000 sec): 3 clusters Score: Raw -8988082.887394 + Penalty 5450.953106 = -8982631.934289 nChanged 14 SP:Iteration 39Q (14296.100000 sec): 3 clusters Score: Raw -8988088.891527 + Penalty 5450.953106 = -8982637.938421 nChanged 15 SP:Iteration 40F (14296.640000 sec): 3 clusters Score: Raw -8988095.013501 + Penalty 5450.953106 = -8982644.060395 nChanged 9 SP:Iteration 41Q (14297.080000 sec): 3 clusters Score: Raw -8988098.985170 + Penalty 5450.953106 = -8982648.032064 nChanged 13 SP:Iteration 42Q (14297.590000 sec): 3 clusters Score: Raw -8988104.499544 + Penalty 5450.953106 = -8982653.546438 nChanged 11 SP:Iteration 43Q (14298.100000 sec): 3 clusters Score: Raw -8988107.687216 + Penalty 5450.953106 = -8982656.734110 nChanged 10 SP:Iteration 44Q (14298.550000 sec): 3 clusters Score: Raw -8988110.606086 + Penalty 5450.953106 = -8982659.652980 nChanged 6 SP:Iteration 45Q (14298.990000 sec): 3 clusters Score: Raw -8988112.238765 + Penalty 5450.953106 = -8982661.285659 nChanged 7 SP:Iteration 46Q (14299.440000 sec): 3 clusters Score: Raw -8988114.853122 + Penalty 5450.953106 = -8982663.900016 nChanged 4 SP:Iteration 47Q (14299.930000 sec): 3 clusters Score: Raw -8988115.928260 + Penalty 5450.953106 = -8982664.975154 nChanged 4 SP:Iteration 48Q (14300.440000 sec): 3 clusters Score: Raw -8988117.664953 + Penalty 5450.953106 = -8982666.711847 nChanged 6 SP:Iteration 49Q (14300.840000 sec): 3 clusters Score: Raw -8988119.609117 + Penalty 5450.953106 = -8982668.656011 nChanged 3 SP:Iteration 50Q (14301.270000 sec): 3 clusters Score: Raw -8988121.366481 + Penalty 5450.953106 = -8982670.413375 nChanged 11 SP:Iteration 51Q (14301.660000 sec): 3 clusters Score: Raw -8988125.302449 + Penalty 5450.953106 = -8982674.349343 nChanged 2 SP:Iteration 52Q (14302.040000 sec): 3 clusters Score: Raw -8988125.815279 + Penalty 5450.953106 = -8982674.862173 nChanged 3 SP:Iteration 53Q (14302.460000 sec): 3 clusters Score: Raw -8988126.425689 + Penalty 5450.953106 = -8982675.472583 nChanged 1 SP:Iteration 54Q (14302.950000 sec): 3 clusters Score: Raw -8988126.760824 + Penalty 5450.953106 = -8982675.807718 nChanged 1 SP:Iteration 55Q (14303.370000 sec): 3 clusters Score: Raw -8988127.001225 + Penalty 5450.953106 = -8982676.048119 nChanged 0 SP:Iteration 56F (14303.880000 sec): 3 clusters Score: Raw -8988127.001225 + Penalty 5450.953106 = -8982676.048119 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14303.980000 sec): 2 clusters Score: Raw -52946.016443 + Penalty 1478.329324 = -51467.687118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14304.170000 sec): 3 clusters Score: Raw -53092.357347 + Penalty 2956.658648 = -50135.698698 nChanged 81 SP:Iteration 1F (14304.320000 sec): 3 clusters Score: Raw -53317.237288 + Penalty 2956.658648 = -50360.578640 nChanged 25 SP:Iteration 2F (14304.560000 sec): 3 clusters Score: Raw -53448.720819 + Penalty 2956.658648 = -50492.062170 nChanged 16 SP:Iteration 3Q (14304.770000 sec): 3 clusters Score: Raw -53529.507966 + Penalty 2956.658648 = -50572.849317 nChanged 13 SP:Iteration 4Q (14304.960000 sec): 3 clusters Score: Raw -53586.569195 + Penalty 2956.658648 = -50629.910546 nChanged 10 SP:Iteration 5Q (14305.080000 sec): 3 clusters Score: Raw -53645.689260 + Penalty 2956.658648 = -50689.030611 nChanged 11 SP:Iteration 6Q (14305.300000 sec): 3 clusters Score: Raw -53711.566188 + Penalty 2956.658648 = -50754.907539 nChanged 11 SP:Iteration 7Q (14305.540000 sec): 3 clusters Score: Raw -53789.126624 + Penalty 2956.658648 = -50832.467975 nChanged 5 SP:Iteration 8Q (14305.790000 sec): 3 clusters Score: Raw -53817.114683 + Penalty 2956.658648 = -50860.456034 nChanged 4 SP:Iteration 9Q (14305.970000 sec): 3 clusters Score: Raw -53845.950807 + Penalty 2956.658648 = -50889.292159 nChanged 2 SP:Iteration 10Q (14306.200000 sec): 3 clusters Score: Raw -53849.572259 + Penalty 2956.658648 = -50892.913611 nChanged 0 SP:Iteration 11F (14306.360000 sec): 3 clusters Score: Raw -53849.572259 + Penalty 2956.658648 = -50892.913611 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14306.460000 sec): 2 clusters Score: Raw -159965.216217 + Penalty 1740.119202 = -158225.097015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14306.670000 sec): 3 clusters Score: Raw -159692.812407 + Penalty 3480.238403 = -156212.574004 nChanged 305 SP:Iteration 1F (14306.860000 sec): 3 clusters Score: Raw -160038.834858 + Penalty 3480.238403 = -156558.596455 nChanged 86 SP:Iteration 2F (14307.040000 sec): 3 clusters Score: Raw -160150.945043 + Penalty 3480.238403 = -156670.706640 nChanged 48 SP:Iteration 3Q (14307.200000 sec): 3 clusters Score: Raw -160207.792011 + Penalty 3480.238403 = -156727.553607 nChanged 30 SP:Iteration 4Q (14307.390000 sec): 3 clusters Score: Raw -160250.860659 + Penalty 3480.238403 = -156770.622256 nChanged 22 SP:Iteration 5Q (14307.560000 sec): 3 clusters Score: Raw -160280.329077 + Penalty 3480.238403 = -156800.090673 nChanged 16 SP:Iteration 6Q (14307.750000 sec): 3 clusters Score: Raw -160295.368388 + Penalty 3480.238403 = -156815.129985 nChanged 8 SP:Iteration 7Q (14308.010000 sec): 3 clusters Score: Raw -160303.583875 + Penalty 3480.238403 = -156823.345472 nChanged 7 SP:Iteration 8Q (14308.180000 sec): 3 clusters Score: Raw -160313.653734 + Penalty 3480.238403 = -156833.415331 nChanged 6 SP:Iteration 9Q (14308.380000 sec): 3 clusters Score: Raw -160319.642508 + Penalty 3480.238403 = -156839.404104 nChanged 4 SP:Iteration 10Q (14308.550000 sec): 3 clusters Score: Raw -160323.733425 + Penalty 3480.238403 = -156843.495022 nChanged 3 SP:Iteration 11Q (14308.700000 sec): 3 clusters Score: Raw -160327.324544 + Penalty 3480.238403 = -156847.086141 nChanged 3 SP:Iteration 12Q (14308.850000 sec): 3 clusters Score: Raw -160330.775157 + Penalty 3480.238403 = -156850.536754 nChanged 3 SP:Iteration 13Q (14309.050000 sec): 3 clusters Score: Raw -160334.105237 + Penalty 3480.238403 = -156853.866834 nChanged 3 SP:Iteration 14Q (14309.200000 sec): 3 clusters Score: Raw -160336.998810 + Penalty 3480.238403 = -156856.760407 nChanged 2 SP:Iteration 15Q (14309.340000 sec): 3 clusters Score: Raw -160338.716410 + Penalty 3480.238403 = -156858.478007 nChanged 3 SP:Iteration 16Q (14309.510000 sec): 3 clusters Score: Raw -160341.240686 + Penalty 3480.238403 = -156861.002282 nChanged 4 SP:Iteration 17Q (14309.680000 sec): 3 clusters Score: Raw -160344.224433 + Penalty 3480.238403 = -156863.986030 nChanged 0 SP:Iteration 18F (14309.890000 sec): 3 clusters Score: Raw -160344.224433 + Penalty 3480.238403 = -156863.986030 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14309.940000 sec): 2 clusters Score: Raw -64726.662292 + Penalty 1541.222808 = -63185.439484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14310.180000 sec): 3 clusters Score: Raw -64887.700439 + Penalty 3082.445617 = -61805.254823 nChanged 110 SP:Iteration 1F (14310.370000 sec): 3 clusters Score: Raw -65185.226432 + Penalty 3082.445617 = -62102.780815 nChanged 31 SP:Iteration 2F (14310.520000 sec): 3 clusters Score: Raw -65282.333924 + Penalty 3082.445617 = -62199.888307 nChanged 20 SP:Iteration 3Q (14310.720000 sec): 3 clusters Score: Raw -65329.933576 + Penalty 3082.445617 = -62247.487959 nChanged 9 SP:Iteration 4Q (14310.940000 sec): 3 clusters Score: Raw -65349.135360 + Penalty 3082.445617 = -62266.689743 nChanged 9 SP:Iteration 5Q (14311.180000 sec): 3 clusters Score: Raw -65382.915212 + Penalty 3082.445617 = -62300.469595 nChanged 6 SP:Iteration 6Q (14311.370000 sec): 3 clusters Score: Raw -65411.589815 + Penalty 3082.445617 = -62329.144198 nChanged 13 SP:Iteration 7Q (14311.620000 sec): 3 clusters Score: Raw -65468.462591 + Penalty 3082.445617 = -62386.016974 nChanged 12 SP:Iteration 8Q (14311.780000 sec): 3 clusters Score: Raw -65544.917279 + Penalty 3082.445617 = -62462.471662 nChanged 13 SP:Iteration 9Q (14312.030000 sec): 3 clusters Score: Raw -65601.259080 + Penalty 3082.445617 = -62518.813463 nChanged 17 SP:Iteration 10Q (14312.220000 sec): 3 clusters Score: Raw -65696.846732 + Penalty 3082.445617 = -62614.401116 nChanged 14 SP:Iteration 11Q (14312.380000 sec): 3 clusters Score: Raw -65762.913681 + Penalty 3082.445617 = -62680.468064 nChanged 7 SP:Iteration 12Q (14312.610000 sec): 3 clusters Score: Raw -65789.611104 + Penalty 3082.445617 = -62707.165487 nChanged 4 SP:Iteration 13Q (14312.800000 sec): 3 clusters Score: Raw -65803.144869 + Penalty 3082.445617 = -62720.699252 nChanged 1 SP:Iteration 14Q (14312.980000 sec): 3 clusters Score: Raw -65808.940385 + Penalty 3082.445617 = -62726.494768 nChanged 0 SP:Iteration 15F (14313.200000 sec): 3 clusters Score: Raw -65809.713248 + Penalty 3082.445617 = -62727.267632 nChanged 1 SP:Iteration 16Q (14313.400000 sec): 3 clusters Score: Raw -65816.419871 + Penalty 3082.445617 = -62733.974255 nChanged 2 SP:Iteration 17Q (14313.580000 sec): 3 clusters Score: Raw -65821.055617 + Penalty 3082.445617 = -62738.610000 nChanged 2 SP:Iteration 18Q (14313.780000 sec): 3 clusters Score: Raw -65830.359371 + Penalty 3082.445617 = -62747.913754 nChanged 3 SP:Iteration 19Q (14313.930000 sec): 3 clusters Score: Raw -65843.960347 + Penalty 3082.445617 = -62761.514730 nChanged 1 SP:Iteration 20F (14314.130000 sec): 3 clusters Score: Raw -65848.419903 + Penalty 3082.445617 = -62765.974286 nChanged 3 SP:Iteration 21Q (14314.300000 sec): 3 clusters Score: Raw -65858.374891 + Penalty 3082.445617 = -62775.929275 nChanged 2 SP:Iteration 22Q (14314.490000 sec): 3 clusters Score: Raw -65870.248812 + Penalty 3082.445617 = -62787.803195 nChanged 0 SP:Iteration 23F (14314.660000 sec): 3 clusters Score: Raw -65870.248812 + Penalty 3082.445617 = -62787.803195 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14314.790000 sec): 2 clusters Score: Raw -123413.344624 + Penalty 1668.699896 = -121744.644728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14314.930000 sec): 3 clusters Score: Raw -123275.706473 + Penalty 3337.399792 = -119938.306680 nChanged 202 SP:Iteration 1F (14315.110000 sec): 3 clusters Score: Raw -123551.909874 + Penalty 3337.399792 = -120214.510082 nChanged 67 SP:Iteration 2F (14315.290000 sec): 3 clusters Score: Raw -123659.705855 + Penalty 3337.399792 = -120322.306062 nChanged 38 SP:Iteration 3Q (14315.480000 sec): 3 clusters Score: Raw -123741.716883 + Penalty 3337.399792 = -120404.317090 nChanged 37 SP:Iteration 4Q (14315.680000 sec): 3 clusters Score: Raw -123826.235490 + Penalty 3337.399792 = -120488.835698 nChanged 33 SP:Iteration 5Q (14315.890000 sec): 3 clusters Score: Raw -123909.645003 + Penalty 3337.399792 = -120572.245211 nChanged 26 SP:Iteration 6Q (14316.090000 sec): 3 clusters Score: Raw -123988.412003 + Penalty 3337.399792 = -120651.012211 nChanged 23 SP:Iteration 7Q (14316.330000 sec): 3 clusters Score: Raw -124051.173828 + Penalty 3337.399792 = -120713.774036 nChanged 25 SP:Iteration 8Q (14316.540000 sec): 3 clusters Score: Raw -124137.415621 + Penalty 3337.399792 = -120800.015829 nChanged 31 SP:Iteration 9Q (14316.740000 sec): 3 clusters Score: Raw -124266.077340 + Penalty 3337.399792 = -120928.677548 nChanged 36 SP:Iteration 10Q (14316.920000 sec): 3 clusters Score: Raw -124411.953782 + Penalty 3337.399792 = -121074.553989 nChanged 32 SP:Iteration 11Q (14317.140000 sec): 3 clusters Score: Raw -124530.529164 + Penalty 3337.399792 = -121193.129372 nChanged 33 SP:Iteration 12Q (14317.290000 sec): 3 clusters Score: Raw -124679.387812 + Penalty 3337.399792 = -121341.988020 nChanged 26 SP:Iteration 13Q (14317.510000 sec): 3 clusters Score: Raw -124770.782659 + Penalty 3337.399792 = -121433.382867 nChanged 17 SP:Iteration 14Q (14317.690000 sec): 3 clusters Score: Raw -124836.213511 + Penalty 3337.399792 = -121498.813719 nChanged 11 SP:Iteration 15Q (14317.860000 sec): 3 clusters Score: Raw -124870.006464 + Penalty 3337.399792 = -121532.606672 nChanged 4 SP:Iteration 16Q (14318.100000 sec): 3 clusters Score: Raw -124899.727045 + Penalty 3337.399792 = -121562.327253 nChanged 5 SP:Iteration 17Q (14318.270000 sec): 3 clusters Score: Raw -124909.522551 + Penalty 3337.399792 = -121572.122759 nChanged 1 SP:Iteration 18Q (14318.510000 sec): 3 clusters Score: Raw -124911.224728 + Penalty 3337.399792 = -121573.824936 nChanged 0 SP:Iteration 19F (14318.680000 sec): 3 clusters Score: Raw -124911.224728 + Penalty 3337.399792 = -121573.824936 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14318.800000 sec): 2 clusters Score: Raw -24428.121093 + Penalty 1287.853299 = -23140.267794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14319.010000 sec): 3 clusters Score: Raw -24608.466611 + Penalty 2575.706598 = -22032.760013 nChanged 12 SP:Iteration 1F (14319.220000 sec): 3 clusters Score: Raw -24660.286443 + Penalty 2575.706598 = -22084.579845 nChanged 3 SP:Iteration 2Q (14319.470000 sec): 3 clusters Score: Raw -24676.568789 + Penalty 2575.706598 = -22100.862191 nChanged 1 SP:Iteration 3Q (14319.710000 sec): 3 clusters Score: Raw -24685.093973 + Penalty 2575.706598 = -22109.387375 nChanged 0 SP:Iteration 4F (14319.920000 sec): 3 clusters Score: Raw -24685.093973 + Penalty 2575.706598 = -22109.387375 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14320.040000 sec): 2 clusters Score: Raw -110382.134612 + Penalty 1636.092134 = -108746.042478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14320.190000 sec): 3 clusters Score: Raw -110326.999885 + Penalty 3272.184268 = -107054.815617 nChanged 167 SP:Iteration 1F (14320.400000 sec): 3 clusters Score: Raw -110620.748010 + Penalty 3272.184268 = -107348.563742 nChanged 53 SP:Iteration 2F (14320.650000 sec): 3 clusters Score: Raw -110746.897238 + Penalty 3272.184268 = -107474.712970 nChanged 24 SP:Iteration 3Q (14320.880000 sec): 3 clusters Score: Raw -110817.535566 + Penalty 3272.184268 = -107545.351298 nChanged 20 SP:Iteration 4Q (14321.060000 sec): 3 clusters Score: Raw -110871.887363 + Penalty 3272.184268 = -107599.703095 nChanged 17 SP:Iteration 5Q (14321.270000 sec): 3 clusters Score: Raw -110915.188475 + Penalty 3272.184268 = -107643.004207 nChanged 11 SP:Iteration 6Q (14321.490000 sec): 3 clusters Score: Raw -110931.211262 + Penalty 3272.184268 = -107659.026994 nChanged 7 SP:Iteration 7Q (14321.650000 sec): 3 clusters Score: Raw -110947.666061 + Penalty 3272.184268 = -107675.481793 nChanged 8 SP:Iteration 8Q (14321.820000 sec): 3 clusters Score: Raw -110969.748236 + Penalty 3272.184268 = -107697.563968 nChanged 13 SP:Iteration 9Q (14322.050000 sec): 3 clusters Score: Raw -111015.104846 + Penalty 3272.184268 = -107742.920578 nChanged 12 SP:Iteration 10Q (14322.270000 sec): 3 clusters Score: Raw -111036.478179 + Penalty 3272.184268 = -107764.293911 nChanged 11 SP:Iteration 11Q (14322.480000 sec): 3 clusters Score: Raw -111062.073262 + Penalty 3272.184268 = -107789.888994 nChanged 9 SP:Iteration 12Q (14322.700000 sec): 3 clusters Score: Raw -111134.331361 + Penalty 3272.184268 = -107862.147093 nChanged 23 SP:Iteration 13Q (14322.870000 sec): 3 clusters Score: Raw -111229.872038 + Penalty 3272.184268 = -107957.687770 nChanged 20 SP:Iteration 14Q (14323.040000 sec): 3 clusters Score: Raw -111302.279918 + Penalty 3272.184268 = -108030.095650 nChanged 18 SP:Iteration 15Q (14323.210000 sec): 3 clusters Score: Raw -111385.110197 + Penalty 3272.184268 = -108112.925929 nChanged 18 SP:Iteration 16Q (14323.450000 sec): 3 clusters Score: Raw -111422.531372 + Penalty 3272.184268 = -108150.347104 nChanged 9 SP:Iteration 17Q (14323.630000 sec): 3 clusters Score: Raw -111442.994451 + Penalty 3272.184268 = -108170.810183 nChanged 5 SP:Iteration 18Q (14323.870000 sec): 3 clusters Score: Raw -111451.766844 + Penalty 3272.184268 = -108179.582576 nChanged 5 SP:Iteration 19Q (14324.060000 sec): 3 clusters Score: Raw -111464.977893 + Penalty 3272.184268 = -108192.793625 nChanged 5 SP:Iteration 20F (14324.240000 sec): 3 clusters Score: Raw -111475.682839 + Penalty 3272.184268 = -108203.498571 nChanged 3 SP:Iteration 21Q (14324.420000 sec): 3 clusters Score: Raw -111488.985728 + Penalty 3272.184268 = -108216.801460 nChanged 5 SP:Iteration 22Q (14324.650000 sec): 3 clusters Score: Raw -111506.835238 + Penalty 3272.184268 = -108234.650970 nChanged 4 SP:Iteration 23Q (14324.850000 sec): 3 clusters Score: Raw -111521.729138 + Penalty 3272.184268 = -108249.544870 nChanged 1 SP:Iteration 24Q (14325.010000 sec): 3 clusters Score: Raw -111522.662150 + Penalty 3272.184268 = -108250.477882 nChanged 0 SP:Iteration 25F (14325.210000 sec): 3 clusters Score: Raw -111522.662150 + Penalty 3272.184268 = -108250.477882 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (72446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14325.670000 sec): 2 clusters Score: Raw -10886235.109083 + Penalty 2775.267990 = -10883459.841092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14326.290000 sec): 3 clusters Score: Raw -10840252.754424 + Penalty 5550.535981 = -10834702.218443 nChanged 34003 SP:Iteration 1F (14326.840000 sec): 3 clusters Score: Raw -10859286.609231 + Penalty 5550.535981 = -10853736.073250 nChanged 2698 SP:Iteration 2Q (14327.440000 sec): 3 clusters Score: Raw -10860016.088262 + Penalty 5550.535981 = -10854465.552281 nChanged 2790 SP:Iteration 3Q (14328.050000 sec): 3 clusters Score: Raw -10860912.718262 + Penalty 5550.535981 = -10855362.182281 nChanged 3243 SP:Iteration 4Q (14328.650000 sec): 3 clusters Score: Raw -10862262.026655 + Penalty 5550.535981 = -10856711.490674 nChanged 4062 SP:Iteration 5F (14329.210000 sec): 3 clusters Score: Raw -10864384.504378 + Penalty 5550.535981 = -10858833.968397 nChanged 4851 SP:Iteration 6F (14329.750000 sec): 3 clusters Score: Raw -10867631.879841 + Penalty 5550.535981 = -10862081.343860 nChanged 5568 SP:Iteration 7F (14330.270000 sec): 3 clusters Score: Raw -10872068.681405 + Penalty 5550.535981 = -10866518.145425 nChanged 5410 SP:Iteration 8F (14330.820000 sec): 3 clusters Score: Raw -10876818.790741 + Penalty 5550.535981 = -10871268.254760 nChanged 4451 SP:Iteration 9F (14331.430000 sec): 3 clusters Score: Raw -10880733.026202 + Penalty 5550.535981 = -10875182.490221 nChanged 3050 SP:Iteration 10Q (14332.010000 sec): 3 clusters Score: Raw -10883298.906853 + Penalty 5550.535981 = -10877748.370872 nChanged 1861 SP:Iteration 11Q (14332.530000 sec): 3 clusters Score: Raw -10884716.337238 + Penalty 5550.535981 = -10879165.801257 nChanged 1158 SP:Iteration 12Q (14333.010000 sec): 3 clusters Score: Raw -10885558.906070 + Penalty 5550.535981 = -10880008.370089 nChanged 764 SP:Iteration 13Q (14333.540000 sec): 3 clusters Score: Raw -10886041.030822 + Penalty 5550.535981 = -10880490.494841 nChanged 460 SP:Iteration 14Q (14334.070000 sec): 3 clusters Score: Raw -10886315.949700 + Penalty 5550.535981 = -10880765.413719 nChanged 292 SP:Iteration 15Q (14334.660000 sec): 3 clusters Score: Raw -10886506.769728 + Penalty 5550.535981 = -10880956.233747 nChanged 203 SP:Iteration 16Q (14335.200000 sec): 3 clusters Score: Raw -10886624.562472 + Penalty 5550.535981 = -10881074.026491 nChanged 143 SP:Iteration 17Q (14335.730000 sec): 3 clusters Score: Raw -10886693.639695 + Penalty 5550.535981 = -10881143.103714 nChanged 88 SP:Iteration 18Q (14336.300000 sec): 3 clusters Score: Raw -10886732.932923 + Penalty 5550.535981 = -10881182.396943 nChanged 62 SP:Iteration 19Q (14336.760000 sec): 3 clusters Score: Raw -10886759.564892 + Penalty 5550.535981 = -10881209.028911 nChanged 57 SP:Iteration 20F (14337.300000 sec): 3 clusters Score: Raw -10886785.837332 + Penalty 5550.535981 = -10881235.301351 nChanged 42 SP:Iteration 21Q (14337.850000 sec): 3 clusters Score: Raw -10886806.149191 + Penalty 5550.535981 = -10881255.613210 nChanged 32 SP:Iteration 22Q (14338.450000 sec): 3 clusters Score: Raw -10886818.763401 + Penalty 5550.535981 = -10881268.227420 nChanged 26 SP:Iteration 23Q (14339.040000 sec): 3 clusters Score: Raw -10886828.152332 + Penalty 5550.535981 = -10881277.616351 nChanged 17 SP:Iteration 24Q (14339.540000 sec): 3 clusters Score: Raw -10886834.671053 + Penalty 5550.535981 = -10881284.135072 nChanged 17 SP:Iteration 25Q (14340.080000 sec): 3 clusters Score: Raw -10886841.005481 + Penalty 5550.535981 = -10881290.469500 nChanged 12 SP:Iteration 26Q (14340.620000 sec): 3 clusters Score: Raw -10886844.056736 + Penalty 5550.535981 = -10881293.520755 nChanged 8 SP:Iteration 27Q (14341.130000 sec): 3 clusters Score: Raw -10886846.020710 + Penalty 5550.535981 = -10881295.484729 nChanged 9 SP:Iteration 28Q (14341.710000 sec): 3 clusters Score: Raw -10886849.402754 + Penalty 5550.535981 = -10881298.866774 nChanged 10 SP:Iteration 29Q (14342.190000 sec): 3 clusters Score: Raw -10886852.819786 + Penalty 5550.535981 = -10881302.283805 nChanged 9 SP:Iteration 30Q (14342.760000 sec): 3 clusters Score: Raw -10886856.481078 + Penalty 5550.535981 = -10881305.945097 nChanged 12 SP:Iteration 31Q (14343.300000 sec): 3 clusters Score: Raw -10886860.674710 + Penalty 5550.535981 = -10881310.138729 nChanged 6 SP:Iteration 32Q (14343.810000 sec): 3 clusters Score: Raw -10886862.966797 + Penalty 5550.535981 = -10881312.430817 nChanged 7 SP:Iteration 33Q (14344.340000 sec): 3 clusters Score: Raw -10886865.285524 + Penalty 5550.535981 = -10881314.749543 nChanged 1 SP:Iteration 34Q (14344.900000 sec): 3 clusters Score: Raw -10886865.760661 + Penalty 5550.535981 = -10881315.224681 nChanged 2 SP:Iteration 35Q (14345.480000 sec): 3 clusters Score: Raw -10886865.950297 + Penalty 5550.535981 = -10881315.414316 nChanged 0 SP:Iteration 36F (14345.990000 sec): 3 clusters Score: Raw -10886865.950297 + Penalty 5550.535981 = -10881315.414316 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (1286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14346.150000 sec): 2 clusters Score: Raw -178016.681249 + Penalty 1775.504392 = -176241.176857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14346.310000 sec): 3 clusters Score: Raw -177707.927291 + Penalty 3551.008785 = -174156.918507 nChanged 396 SP:Iteration 1F (14346.470000 sec): 3 clusters Score: Raw -178224.763023 + Penalty 3551.008785 = -174673.754238 nChanged 129 SP:Iteration 2F (14346.660000 sec): 3 clusters Score: Raw -178433.511619 + Penalty 3551.008785 = -174882.502834 nChanged 71 SP:Iteration 3F (14346.840000 sec): 3 clusters Score: Raw -178527.822308 + Penalty 3551.008785 = -174976.813524 nChanged 56 SP:Iteration 4Q (14346.990000 sec): 3 clusters Score: Raw -178598.380453 + Penalty 3551.008785 = -175047.371668 nChanged 37 SP:Iteration 5Q (14347.170000 sec): 3 clusters Score: Raw -178643.064234 + Penalty 3551.008785 = -175092.055449 nChanged 23 SP:Iteration 6Q (14347.350000 sec): 3 clusters Score: Raw -178663.030545 + Penalty 3551.008785 = -175112.021760 nChanged 16 SP:Iteration 7Q (14347.520000 sec): 3 clusters Score: Raw -178685.311578 + Penalty 3551.008785 = -175134.302793 nChanged 16 SP:Iteration 8Q (14347.740000 sec): 3 clusters Score: Raw -178698.356428 + Penalty 3551.008785 = -175147.347644 nChanged 7 SP:Iteration 9Q (14347.930000 sec): 3 clusters Score: Raw -178703.860228 + Penalty 3551.008785 = -175152.851443 nChanged 5 SP:Iteration 10Q (14348.100000 sec): 3 clusters Score: Raw -178711.422653 + Penalty 3551.008785 = -175160.413868 nChanged 7 SP:Iteration 11Q (14348.280000 sec): 3 clusters Score: Raw -178718.148756 + Penalty 3551.008785 = -175167.139972 nChanged 11 SP:Iteration 12Q (14348.520000 sec): 3 clusters Score: Raw -178729.046842 + Penalty 3551.008785 = -175178.038057 nChanged 8 SP:Iteration 13Q (14348.710000 sec): 3 clusters Score: Raw -178738.419051 + Penalty 3551.008785 = -175187.410266 nChanged 8 SP:Iteration 14Q (14348.860000 sec): 3 clusters Score: Raw -178745.447802 + Penalty 3551.008785 = -175194.439017 nChanged 4 SP:Iteration 15Q (14349.140000 sec): 3 clusters Score: Raw -178747.229674 + Penalty 3551.008785 = -175196.220889 nChanged 1 SP:Iteration 16Q (14349.360000 sec): 3 clusters Score: Raw -178748.206964 + Penalty 3551.008785 = -175197.198179 nChanged 0 SP:Iteration 17F (14349.510000 sec): 3 clusters Score: Raw -178748.206964 + Penalty 3551.008785 = -175197.198179 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14349.630000 sec): 2 clusters Score: Raw -14119.025064 + Penalty 1154.182167 = -12964.842898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14349.850000 sec): 3 clusters Score: Raw -14440.659573 + Penalty 2308.364334 = -12132.295240 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14350.020000 sec): 2 clusters Score: Raw -96456.693848 + Penalty 1609.322823 = -94847.371025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14350.220000 sec): 3 clusters Score: Raw -96436.740683 + Penalty 3218.645646 = -93218.095037 nChanged 135 SP:Iteration 1F (14350.360000 sec): 3 clusters Score: Raw -96655.907397 + Penalty 3218.645646 = -93437.261751 nChanged 36 SP:Iteration 2F (14350.560000 sec): 3 clusters Score: Raw -96711.566650 + Penalty 3218.645646 = -93492.921004 nChanged 14 SP:Iteration 3Q (14350.720000 sec): 3 clusters Score: Raw -96734.226697 + Penalty 3218.645646 = -93515.581051 nChanged 6 SP:Iteration 4Q (14350.850000 sec): 3 clusters Score: Raw -96745.637591 + Penalty 3218.645646 = -93526.991945 nChanged 5 SP:Iteration 5Q (14351.050000 sec): 3 clusters Score: Raw -96753.624013 + Penalty 3218.645646 = -93534.978367 nChanged 2 SP:Iteration 6Q (14351.260000 sec): 3 clusters Score: Raw -96757.701757 + Penalty 3218.645646 = -93539.056112 nChanged 0 SP:Iteration 7F (14351.430000 sec): 3 clusters Score: Raw -96757.701757 + Penalty 3218.645646 = -93539.056112 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14351.520000 sec): 2 clusters Score: Raw -10647.956571 + Penalty 1101.777512 = -9546.179059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14351.700000 sec): 3 clusters Score: Raw -11128.890895 + Penalty 2203.555023 = -8925.335871 nChanged 1 SP:Iteration 1Q (14351.910000 sec): 3 clusters Score: Raw -11139.634017 + Penalty 2203.555023 = -8936.078994 nChanged 0 SP:Iteration 2F (14352.060000 sec): 3 clusters Score: Raw -11139.634017 + Penalty 2203.555023 = -8936.078994 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14352.110000 sec): 2 clusters Score: Raw -73226.016007 + Penalty 1549.514633 = -71676.501374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14352.250000 sec): 3 clusters Score: Raw -73233.088282 + Penalty 3099.029266 = -70134.059017 nChanged 78 SP:Iteration 1F (14352.450000 sec): 3 clusters Score: Raw -73388.857391 + Penalty 3099.029266 = -70289.828125 nChanged 24 SP:Iteration 2Q (14352.610000 sec): 3 clusters Score: Raw -73438.141783 + Penalty 3099.029266 = -70339.112517 nChanged 3 SP:Iteration 3Q (14352.860000 sec): 3 clusters Score: Raw -73449.840439 + Penalty 3099.029266 = -70350.811173 nChanged 2 SP:Iteration 4Q (14353.030000 sec): 3 clusters Score: Raw -73455.709035 + Penalty 3099.029266 = -70356.679770 nChanged 2 SP:Iteration 5Q (14353.180000 sec): 3 clusters Score: Raw -73458.553616 + Penalty 3099.029266 = -70359.524351 nChanged 1 SP:Iteration 6Q (14353.370000 sec): 3 clusters Score: Raw -73460.717571 + Penalty 3099.029266 = -70361.688305 nChanged 0 SP:Iteration 7F (14353.560000 sec): 3 clusters Score: Raw -73460.717571 + Penalty 3099.029266 = -70361.688305 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14353.660000 sec): 2 clusters Score: Raw -30846.489998 + Penalty 1384.707085 = -29461.782913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14353.830000 sec): 3 clusters Score: Raw -31134.318177 + Penalty 2769.414169 = -28364.904008 nChanged 45 SP:Iteration 1F (14354.060000 sec): 3 clusters Score: Raw -31338.222430 + Penalty 2769.414169 = -28568.808260 nChanged 15 SP:Iteration 2F (14354.210000 sec): 3 clusters Score: Raw -31449.792312 + Penalty 2769.414169 = -28680.378142 nChanged 14 SP:Iteration 3F (14354.420000 sec): 3 clusters Score: Raw -31549.992454 + Penalty 2769.414169 = -28780.578285 nChanged 5 SP:Iteration 4Q (14354.600000 sec): 3 clusters Score: Raw -31583.045616 + Penalty 2769.414169 = -28813.631446 nChanged 1 SP:Iteration 5Q (14354.760000 sec): 3 clusters Score: Raw -31593.319464 + Penalty 2769.414169 = -28823.905295 nChanged 2 SP:Iteration 6Q (14354.930000 sec): 3 clusters Score: Raw -31607.331084 + Penalty 2769.414169 = -28837.916914 nChanged 3 SP:Iteration 7Q (14355.080000 sec): 3 clusters Score: Raw -31622.850235 + Penalty 2769.414169 = -28853.436066 nChanged 3 SP:Iteration 8Q (14355.310000 sec): 3 clusters Score: Raw -31648.844275 + Penalty 2769.414169 = -28879.430106 nChanged 3 SP:Iteration 9Q (14355.460000 sec): 3 clusters Score: Raw -31675.586071 + Penalty 2769.414169 = -28906.171902 nChanged 5 SP:Iteration 10Q (14355.670000 sec): 3 clusters Score: Raw -31755.015459 + Penalty 2769.414169 = -28985.601290 nChanged 4 SP:Iteration 11Q (14355.870000 sec): 3 clusters Score: Raw -31796.023527 + Penalty 2769.414169 = -29026.609358 nChanged 3 SP:Iteration 12Q (14356.080000 sec): 3 clusters Score: Raw -31830.641568 + Penalty 2769.414169 = -29061.227398 nChanged 2 SP:Iteration 13Q (14356.260000 sec): 3 clusters Score: Raw -31847.750832 + Penalty 2769.414169 = -29078.336663 nChanged 1 SP:Iteration 14Q (14356.500000 sec): 3 clusters Score: Raw -31851.723811 + Penalty 2769.414169 = -29082.309642 nChanged 0 SP:Iteration 15F (14356.660000 sec): 3 clusters Score: Raw -31851.723811 + Penalty 2769.414169 = -29082.309642 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (20296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14356.910000 sec): 2 clusters Score: Raw -3236377.051163 + Penalty 2459.708417 = -3233917.342746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14357.240000 sec): 3 clusters Score: Raw -3224481.183289 + Penalty 4919.416834 = -3219561.766455 nChanged 9022 SP:Iteration 1F (14357.530000 sec): 3 clusters Score: Raw -3229217.117510 + Penalty 4919.416834 = -3224297.700675 nChanged 1051 SP:Iteration 2F (14357.790000 sec): 3 clusters Score: Raw -3229588.636006 + Penalty 4919.416834 = -3224669.219172 nChanged 897 SP:Iteration 3Q (14358.100000 sec): 3 clusters Score: Raw -3229881.871776 + Penalty 4919.416834 = -3224962.454942 nChanged 781 SP:Iteration 4Q (14358.450000 sec): 3 clusters Score: Raw -3230143.222520 + Penalty 4919.416834 = -3225223.805686 nChanged 740 SP:Iteration 5Q (14358.800000 sec): 3 clusters Score: Raw -3230407.071607 + Penalty 4919.416834 = -3225487.654773 nChanged 736 SP:Iteration 6Q (14359.090000 sec): 3 clusters Score: Raw -3230689.867060 + Penalty 4919.416834 = -3225770.450226 nChanged 783 SP:Iteration 7Q (14359.400000 sec): 3 clusters Score: Raw -3231011.973832 + Penalty 4919.416834 = -3226092.556998 nChanged 829 SP:Iteration 8Q (14359.720000 sec): 3 clusters Score: Raw -3231409.808750 + Penalty 4919.416834 = -3226490.391915 nChanged 875 SP:Iteration 9Q (14360.040000 sec): 3 clusters Score: Raw -3231883.600766 + Penalty 4919.416834 = -3226964.183932 nChanged 985 SP:Iteration 10Q (14360.340000 sec): 3 clusters Score: Raw -3232477.414096 + Penalty 4919.416834 = -3227557.997262 nChanged 1005 SP:Iteration 11Q (14360.700000 sec): 3 clusters Score: Raw -3233155.494792 + Penalty 4919.416834 = -3228236.077957 nChanged 992 SP:Iteration 12Q (14361.010000 sec): 3 clusters Score: Raw -3233870.138993 + Penalty 4919.416834 = -3228950.722159 nChanged 897 SP:Iteration 13Q (14361.330000 sec): 3 clusters Score: Raw -3234530.022124 + Penalty 4919.416834 = -3229610.605290 nChanged 739 SP:Iteration 14Q (14361.640000 sec): 3 clusters Score: Raw -3235038.055516 + Penalty 4919.416834 = -3230118.638682 nChanged 579 SP:Iteration 15Q (14361.940000 sec): 3 clusters Score: Raw -3235427.055594 + Penalty 4919.416834 = -3230507.638760 nChanged 479 SP:Iteration 16Q (14362.220000 sec): 3 clusters Score: Raw -3235743.055578 + Penalty 4919.416834 = -3230823.638744 nChanged 372 SP:Iteration 17Q (14362.560000 sec): 3 clusters Score: Raw -3235986.449082 + Penalty 4919.416834 = -3231067.032248 nChanged 285 SP:Iteration 18Q (14362.860000 sec): 3 clusters Score: Raw -3236171.433904 + Penalty 4919.416834 = -3231252.017069 nChanged 201 SP:Iteration 19Q (14363.180000 sec): 3 clusters Score: Raw -3236288.620410 + Penalty 4919.416834 = -3231369.203575 nChanged 157 SP:Iteration 20F (14363.460000 sec): 3 clusters Score: Raw -3236377.980154 + Penalty 4919.416834 = -3231458.563320 nChanged 99 SP:Iteration 21Q (14363.800000 sec): 3 clusters Score: Raw -3236437.327869 + Penalty 4919.416834 = -3231517.911035 nChanged 79 SP:Iteration 22Q (14364.080000 sec): 3 clusters Score: Raw -3236483.672064 + Penalty 4919.416834 = -3231564.255230 nChanged 59 SP:Iteration 23Q (14364.330000 sec): 3 clusters Score: Raw -3236518.922336 + Penalty 4919.416834 = -3231599.505501 nChanged 52 SP:Iteration 24Q (14364.610000 sec): 3 clusters Score: Raw -3236553.589414 + Penalty 4919.416834 = -3231634.172580 nChanged 42 SP:Iteration 25Q (14364.890000 sec): 3 clusters Score: Raw -3236577.922720 + Penalty 4919.416834 = -3231658.505886 nChanged 36 SP:Iteration 26Q (14365.210000 sec): 3 clusters Score: Raw -3236596.878677 + Penalty 4919.416834 = -3231677.461843 nChanged 24 SP:Iteration 27Q (14365.510000 sec): 3 clusters Score: Raw -3236611.167190 + Penalty 4919.416834 = -3231691.750356 nChanged 21 SP:Iteration 28Q (14365.820000 sec): 3 clusters Score: Raw -3236622.913704 + Penalty 4919.416834 = -3231703.496870 nChanged 12 SP:Iteration 29Q (14366.100000 sec): 3 clusters Score: Raw -3236630.420934 + Penalty 4919.416834 = -3231711.004100 nChanged 8 SP:Iteration 30Q (14366.410000 sec): 3 clusters Score: Raw -3236634.739487 + Penalty 4919.416834 = -3231715.322653 nChanged 6 SP:Iteration 31Q (14366.710000 sec): 3 clusters Score: Raw -3236638.144906 + Penalty 4919.416834 = -3231718.728072 nChanged 4 SP:Iteration 32Q (14366.950000 sec): 3 clusters Score: Raw -3236640.039864 + Penalty 4919.416834 = -3231720.623030 nChanged 3 SP:Iteration 33Q (14367.250000 sec): 3 clusters Score: Raw -3236641.990488 + Penalty 4919.416834 = -3231722.573654 nChanged 5 SP:Iteration 34Q (14367.520000 sec): 3 clusters Score: Raw -3236645.318448 + Penalty 4919.416834 = -3231725.901614 nChanged 5 SP:Iteration 35Q (14367.790000 sec): 3 clusters Score: Raw -3236648.328659 + Penalty 4919.416834 = -3231728.911824 nChanged 3 SP:Iteration 36Q (14368.110000 sec): 3 clusters Score: Raw -3236650.162190 + Penalty 4919.416834 = -3231730.745355 nChanged 1 SP:Iteration 37Q (14368.400000 sec): 3 clusters Score: Raw -3236650.841390 + Penalty 4919.416834 = -3231731.424556 nChanged 1 SP:Iteration 38Q (14368.740000 sec): 3 clusters Score: Raw -3236651.363282 + Penalty 4919.416834 = -3231731.946448 nChanged 3 SP:Iteration 39Q (14369.030000 sec): 3 clusters Score: Raw -3236653.621971 + Penalty 4919.416834 = -3231734.205137 nChanged 2 SP:Iteration 40F (14369.380000 sec): 3 clusters Score: Raw -3236654.766401 + Penalty 4919.416834 = -3231735.349567 nChanged 2 SP:Iteration 41Q (14369.650000 sec): 3 clusters Score: Raw -3236656.152023 + Penalty 4919.416834 = -3231736.735189 nChanged 3 SP:Iteration 42Q (14369.910000 sec): 3 clusters Score: Raw -3236658.312532 + Penalty 4919.416834 = -3231738.895698 nChanged 6 SP:Iteration 43Q (14370.160000 sec): 3 clusters Score: Raw -3236661.483192 + Penalty 4919.416834 = -3231742.066358 nChanged 1 SP:Iteration 44Q (14370.450000 sec): 3 clusters Score: Raw -3236662.104494 + Penalty 4919.416834 = -3231742.687660 nChanged 1 SP:Iteration 45Q (14370.680000 sec): 3 clusters Score: Raw -3236662.659077 + Penalty 4919.416834 = -3231743.242242 nChanged 2 SP:Iteration 46Q (14371.020000 sec): 3 clusters Score: Raw -3236664.068921 + Penalty 4919.416834 = -3231744.652086 nChanged 1 SP:Iteration 47Q (14371.250000 sec): 3 clusters Score: Raw -3236664.478600 + Penalty 4919.416834 = -3231745.061766 nChanged 1 SP:Iteration 48Q (14371.590000 sec): 3 clusters Score: Raw -3236664.947544 + Penalty 4919.416834 = -3231745.530710 nChanged 1 SP:Iteration 49Q (14371.860000 sec): 3 clusters Score: Raw -3236665.199704 + Penalty 4919.416834 = -3231745.782870 nChanged 0 SP:Iteration 50F (14372.170000 sec): 3 clusters Score: Raw -3236665.199704 + Penalty 4919.416834 = -3231745.782870 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (1173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14372.250000 sec): 2 clusters Score: Raw -113435.252150 + Penalty 1752.695322 = -111682.556828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14372.460000 sec): 3 clusters Score: Raw -113262.361974 + Penalty 3505.390645 = -109756.971329 nChanged 352 SP:Iteration 1F (14372.630000 sec): 3 clusters Score: Raw -114359.214973 + Penalty 3505.390645 = -110853.824328 nChanged 153 SP:Iteration 2F (14372.820000 sec): 3 clusters Score: Raw -115502.817001 + Penalty 3505.390645 = -111997.426356 nChanged 84 SP:Iteration 3F (14373.000000 sec): 3 clusters Score: Raw -115881.863452 + Penalty 3505.390645 = -112376.472807 nChanged 50 SP:Iteration 4Q (14373.170000 sec): 3 clusters Score: Raw -116083.661876 + Penalty 3505.390645 = -112578.271231 nChanged 28 SP:Iteration 5Q (14373.360000 sec): 3 clusters Score: Raw -116216.837164 + Penalty 3505.390645 = -112711.446519 nChanged 24 SP:Iteration 6Q (14373.490000 sec): 3 clusters Score: Raw -116352.259985 + Penalty 3505.390645 = -112846.869340 nChanged 23 SP:Iteration 7Q (14373.650000 sec): 3 clusters Score: Raw -116483.447730 + Penalty 3505.390645 = -112978.057085 nChanged 11 SP:Iteration 8Q (14373.860000 sec): 3 clusters Score: Raw -116612.705186 + Penalty 3505.390645 = -113107.314542 nChanged 10 SP:Iteration 9Q (14374.020000 sec): 3 clusters Score: Raw -116730.424104 + Penalty 3505.390645 = -113225.033459 nChanged 6 SP:Iteration 10Q (14374.220000 sec): 3 clusters Score: Raw -116820.021526 + Penalty 3505.390645 = -113314.630881 nChanged 6 SP:Iteration 11Q (14374.370000 sec): 3 clusters Score: Raw -116924.711481 + Penalty 3505.390645 = -113419.320836 nChanged 1 SP:Iteration 12Q (14374.560000 sec): 3 clusters Score: Raw -116927.451713 + Penalty 3505.390645 = -113422.061069 nChanged 0 SP:Iteration 13F (14374.740000 sec): 3 clusters Score: Raw -116935.299541 + Penalty 3505.390645 = -113429.908896 nChanged 1 SP:Iteration 14Q (14374.900000 sec): 3 clusters Score: Raw -116967.481922 + Penalty 3505.390645 = -113462.091277 nChanged 1 SP:Iteration 15Q (14375.060000 sec): 3 clusters Score: Raw -116971.919815 + Penalty 3505.390645 = -113466.529170 nChanged 1 SP:Iteration 16Q (14375.240000 sec): 3 clusters Score: Raw -117008.864571 + Penalty 3505.390645 = -113503.473926 nChanged 1 SP:Iteration 17Q (14375.410000 sec): 3 clusters Score: Raw -117092.407643 + Penalty 3505.390645 = -113587.016998 nChanged 2 SP:Iteration 18Q (14375.610000 sec): 3 clusters Score: Raw -117096.781505 + Penalty 3505.390645 = -113591.390860 nChanged 0 SP:Iteration 19F (14375.770000 sec): 3 clusters Score: Raw -117096.781505 + Penalty 3505.390645 = -113591.390860 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14375.900000 sec): 2 clusters Score: Raw -132584.722070 + Penalty 1701.184496 = -130883.537574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14376.060000 sec): 3 clusters Score: Raw -132400.647449 + Penalty 3402.368992 = -128998.278457 nChanged 255 SP:Iteration 1F (14376.300000 sec): 3 clusters Score: Raw -132755.117841 + Penalty 3402.368992 = -129352.748849 nChanged 72 SP:Iteration 2F (14376.470000 sec): 3 clusters Score: Raw -132903.520918 + Penalty 3402.368992 = -129501.151925 nChanged 55 SP:Iteration 3F (14376.660000 sec): 3 clusters Score: Raw -132997.048347 + Penalty 3402.368992 = -129594.679355 nChanged 34 SP:Iteration 4Q (14376.800000 sec): 3 clusters Score: Raw -133052.170446 + Penalty 3402.368992 = -129649.801454 nChanged 30 SP:Iteration 5Q (14377.000000 sec): 3 clusters Score: Raw -133100.149692 + Penalty 3402.368992 = -129697.780700 nChanged 23 SP:Iteration 6Q (14377.190000 sec): 3 clusters Score: Raw -133149.060396 + Penalty 3402.368992 = -129746.691404 nChanged 26 SP:Iteration 7Q (14377.390000 sec): 3 clusters Score: Raw -133211.814881 + Penalty 3402.368992 = -129809.445889 nChanged 25 SP:Iteration 8Q (14377.600000 sec): 3 clusters Score: Raw -133273.973152 + Penalty 3402.368992 = -129871.604160 nChanged 28 SP:Iteration 9Q (14377.760000 sec): 3 clusters Score: Raw -133350.429506 + Penalty 3402.368992 = -129948.060514 nChanged 28 SP:Iteration 10Q (14377.930000 sec): 3 clusters Score: Raw -133414.511340 + Penalty 3402.368992 = -130012.142348 nChanged 18 SP:Iteration 11Q (14378.100000 sec): 3 clusters Score: Raw -133448.785184 + Penalty 3402.368992 = -130046.416192 nChanged 11 SP:Iteration 12Q (14378.290000 sec): 3 clusters Score: Raw -133468.814182 + Penalty 3402.368992 = -130066.445189 nChanged 11 SP:Iteration 13Q (14378.530000 sec): 3 clusters Score: Raw -133492.795470 + Penalty 3402.368992 = -130090.426478 nChanged 10 SP:Iteration 14Q (14378.660000 sec): 3 clusters Score: Raw -133513.932162 + Penalty 3402.368992 = -130111.563170 nChanged 8 SP:Iteration 15Q (14378.850000 sec): 3 clusters Score: Raw -133533.177614 + Penalty 3402.368992 = -130130.808622 nChanged 11 SP:Iteration 16Q (14379.050000 sec): 3 clusters Score: Raw -133551.693015 + Penalty 3402.368992 = -130149.324022 nChanged 11 SP:Iteration 17Q (14379.190000 sec): 3 clusters Score: Raw -133571.629856 + Penalty 3402.368992 = -130169.260863 nChanged 9 SP:Iteration 18Q (14379.330000 sec): 3 clusters Score: Raw -133591.460956 + Penalty 3402.368992 = -130189.091964 nChanged 3 SP:Iteration 19Q (14379.470000 sec): 3 clusters Score: Raw -133597.113318 + Penalty 3402.368992 = -130194.744326 nChanged 4 SP:Iteration 20F (14379.660000 sec): 3 clusters Score: Raw -133605.042907 + Penalty 3402.368992 = -130202.673915 nChanged 2 SP:Iteration 21Q (14379.840000 sec): 3 clusters Score: Raw -133607.566707 + Penalty 3402.368992 = -130205.197715 nChanged 3 SP:Iteration 22Q (14379.970000 sec): 3 clusters Score: Raw -133612.941566 + Penalty 3402.368992 = -130210.572574 nChanged 3 SP:Iteration 23Q (14380.170000 sec): 3 clusters Score: Raw -133616.804397 + Penalty 3402.368992 = -130214.435405 nChanged 2 SP:Iteration 24Q (14380.350000 sec): 3 clusters Score: Raw -133618.549157 + Penalty 3402.368992 = -130216.180165 nChanged 2 SP:Iteration 25Q (14380.550000 sec): 3 clusters Score: Raw -133620.550292 + Penalty 3402.368992 = -130218.181300 nChanged 1 SP:Iteration 26Q (14380.760000 sec): 3 clusters Score: Raw -133624.440498 + Penalty 3402.368992 = -130222.071506 nChanged 4 SP:Iteration 27Q (14380.980000 sec): 3 clusters Score: Raw -133628.190308 + Penalty 3402.368992 = -130225.821315 nChanged 1 SP:Iteration 28Q (14381.170000 sec): 3 clusters Score: Raw -133628.882236 + Penalty 3402.368992 = -130226.513244 nChanged 0 SP:Iteration 29F (14381.350000 sec): 3 clusters Score: Raw -133628.882236 + Penalty 3402.368992 = -130226.513244 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14381.440000 sec): 2 clusters Score: Raw -74737.387827 + Penalty 1529.544090 = -73207.843737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14381.640000 sec): 3 clusters Score: Raw -74756.250716 + Penalty 3059.088179 = -71697.162536 nChanged 101 SP:Iteration 1F (14381.830000 sec): 3 clusters Score: Raw -74960.856919 + Penalty 3059.088179 = -71901.768740 nChanged 22 SP:Iteration 2Q (14382.000000 sec): 3 clusters Score: Raw -75011.594108 + Penalty 3059.088179 = -71952.505929 nChanged 14 SP:Iteration 3Q (14382.200000 sec): 3 clusters Score: Raw -75037.399626 + Penalty 3059.088179 = -71978.311446 nChanged 5 SP:Iteration 4Q (14382.360000 sec): 3 clusters Score: Raw -75046.547381 + Penalty 3059.088179 = -71987.459201 nChanged 2 SP:Iteration 5Q (14382.560000 sec): 3 clusters Score: Raw -75050.938722 + Penalty 3059.088179 = -71991.850542 nChanged 0 SP:Iteration 6F (14382.780000 sec): 3 clusters Score: Raw -75050.938722 + Penalty 3059.088179 = -71991.850542 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (10149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14382.900000 sec): 2 clusters Score: Raw -1515486.795461 + Penalty 2287.832353 = -1513198.963107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14383.200000 sec): 3 clusters Score: Raw -1509958.760524 + Penalty 4575.664707 = -1505383.095817 nChanged 4253 SP:Iteration 1F (14383.440000 sec): 3 clusters Score: Raw -1512325.337700 + Penalty 4575.664707 = -1507749.672993 nChanged 688 SP:Iteration 2F (14383.680000 sec): 3 clusters Score: Raw -1512651.463908 + Penalty 4575.664707 = -1508075.799201 nChanged 509 SP:Iteration 3F (14383.950000 sec): 3 clusters Score: Raw -1512888.031383 + Penalty 4575.664707 = -1508312.366676 nChanged 450 SP:Iteration 4Q (14384.200000 sec): 3 clusters Score: Raw -1513092.202513 + Penalty 4575.664707 = -1508516.537807 nChanged 382 SP:Iteration 5Q (14384.450000 sec): 3 clusters Score: Raw -1513266.223804 + Penalty 4575.664707 = -1508690.559097 nChanged 332 SP:Iteration 6Q (14384.710000 sec): 3 clusters Score: Raw -1513401.077858 + Penalty 4575.664707 = -1508825.413151 nChanged 296 SP:Iteration 7Q (14384.970000 sec): 3 clusters Score: Raw -1513528.640323 + Penalty 4575.664707 = -1508952.975616 nChanged 297 SP:Iteration 8Q (14385.220000 sec): 3 clusters Score: Raw -1513635.402617 + Penalty 4575.664707 = -1509059.737910 nChanged 224 SP:Iteration 9Q (14385.490000 sec): 3 clusters Score: Raw -1513714.792056 + Penalty 4575.664707 = -1509139.127349 nChanged 215 SP:Iteration 10Q (14385.750000 sec): 3 clusters Score: Raw -1513788.783172 + Penalty 4575.664707 = -1509213.118465 nChanged 197 SP:Iteration 11Q (14386.060000 sec): 3 clusters Score: Raw -1513855.922655 + Penalty 4575.664707 = -1509280.257948 nChanged 166 SP:Iteration 12Q (14386.310000 sec): 3 clusters Score: Raw -1513918.735468 + Penalty 4575.664707 = -1509343.070761 nChanged 189 SP:Iteration 13Q (14386.590000 sec): 3 clusters Score: Raw -1513989.565562 + Penalty 4575.664707 = -1509413.900855 nChanged 193 SP:Iteration 14Q (14386.810000 sec): 3 clusters Score: Raw -1514056.578432 + Penalty 4575.664707 = -1509480.913725 nChanged 183 SP:Iteration 15Q (14387.060000 sec): 3 clusters Score: Raw -1514127.466684 + Penalty 4575.664707 = -1509551.801977 nChanged 193 SP:Iteration 16Q (14387.290000 sec): 3 clusters Score: Raw -1514203.014025 + Penalty 4575.664707 = -1509627.349318 nChanged 166 SP:Iteration 17Q (14387.530000 sec): 3 clusters Score: Raw -1514254.927408 + Penalty 4575.664707 = -1509679.262701 nChanged 149 SP:Iteration 18Q (14387.840000 sec): 3 clusters Score: Raw -1514304.342090 + Penalty 4575.664707 = -1509728.677383 nChanged 159 SP:Iteration 19Q (14388.090000 sec): 3 clusters Score: Raw -1514355.881016 + Penalty 4575.664707 = -1509780.216309 nChanged 152 SP:Iteration 20F (14388.280000 sec): 3 clusters Score: Raw -1514399.449816 + Penalty 4575.664707 = -1509823.785109 nChanged 136 SP:Iteration 21Q (14388.560000 sec): 3 clusters Score: Raw -1514435.672394 + Penalty 4575.664707 = -1509860.007687 nChanged 127 SP:Iteration 22Q (14388.760000 sec): 3 clusters Score: Raw -1514477.625315 + Penalty 4575.664707 = -1509901.960608 nChanged 117 SP:Iteration 23Q (14389.010000 sec): 3 clusters Score: Raw -1514518.273461 + Penalty 4575.664707 = -1509942.608754 nChanged 141 SP:Iteration 24Q (14389.240000 sec): 3 clusters Score: Raw -1514568.237539 + Penalty 4575.664707 = -1509992.572832 nChanged 148 SP:Iteration 25Q (14389.420000 sec): 3 clusters Score: Raw -1514626.035603 + Penalty 4575.664707 = -1510050.370897 nChanged 149 SP:Iteration 26Q (14389.700000 sec): 3 clusters Score: Raw -1514691.418184 + Penalty 4575.664707 = -1510115.753477 nChanged 154 SP:Iteration 27Q (14389.920000 sec): 3 clusters Score: Raw -1514761.024577 + Penalty 4575.664707 = -1510185.359870 nChanged 165 SP:Iteration 28Q (14390.180000 sec): 3 clusters Score: Raw -1514834.059719 + Penalty 4575.664707 = -1510258.395012 nChanged 151 SP:Iteration 29Q (14390.450000 sec): 3 clusters Score: Raw -1514908.474154 + Penalty 4575.664707 = -1510332.809447 nChanged 157 SP:Iteration 30Q (14390.690000 sec): 3 clusters Score: Raw -1514977.231965 + Penalty 4575.664707 = -1510401.567258 nChanged 149 SP:Iteration 31Q (14390.940000 sec): 3 clusters Score: Raw -1515042.173129 + Penalty 4575.664707 = -1510466.508422 nChanged 159 SP:Iteration 32Q (14391.160000 sec): 3 clusters Score: Raw -1515121.033468 + Penalty 4575.664707 = -1510545.368761 nChanged 162 SP:Iteration 33Q (14391.410000 sec): 3 clusters Score: Raw -1515200.165589 + Penalty 4575.664707 = -1510624.500882 nChanged 149 SP:Iteration 34Q (14391.650000 sec): 3 clusters Score: Raw -1515277.244984 + Penalty 4575.664707 = -1510701.580277 nChanged 149 SP:Iteration 35Q (14391.890000 sec): 3 clusters Score: Raw -1515344.270923 + Penalty 4575.664707 = -1510768.606216 nChanged 128 SP:Iteration 36Q (14392.120000 sec): 3 clusters Score: Raw -1515396.762063 + Penalty 4575.664707 = -1510821.097357 nChanged 115 SP:Iteration 37Q (14392.360000 sec): 3 clusters Score: Raw -1515438.507029 + Penalty 4575.664707 = -1510862.842323 nChanged 99 SP:Iteration 38Q (14392.560000 sec): 3 clusters Score: Raw -1515474.419863 + Penalty 4575.664707 = -1510898.755157 nChanged 90 SP:Iteration 39Q (14392.810000 sec): 3 clusters Score: Raw -1515507.863748 + Penalty 4575.664707 = -1510932.199041 nChanged 100 SP:Iteration 40F (14393.020000 sec): 3 clusters Score: Raw -1515544.228669 + Penalty 4575.664707 = -1510968.563962 nChanged 93 SP:Iteration 41Q (14393.270000 sec): 3 clusters Score: Raw -1515577.543986 + Penalty 4575.664707 = -1511001.879279 nChanged 68 SP:Iteration 42Q (14393.500000 sec): 3 clusters Score: Raw -1515598.610692 + Penalty 4575.664707 = -1511022.945985 nChanged 52 SP:Iteration 43Q (14393.730000 sec): 3 clusters Score: Raw -1515616.123467 + Penalty 4575.664707 = -1511040.458760 nChanged 54 SP:Iteration 44Q (14393.950000 sec): 3 clusters Score: Raw -1515634.248986 + Penalty 4575.664707 = -1511058.584279 nChanged 54 SP:Iteration 45Q (14394.170000 sec): 3 clusters Score: Raw -1515651.556493 + Penalty 4575.664707 = -1511075.891786 nChanged 39 SP:Iteration 46Q (14394.390000 sec): 3 clusters Score: Raw -1515665.295617 + Penalty 4575.664707 = -1511089.630910 nChanged 40 SP:Iteration 47Q (14394.610000 sec): 3 clusters Score: Raw -1515677.363225 + Penalty 4575.664707 = -1511101.698518 nChanged 25 SP:Iteration 48Q (14394.840000 sec): 3 clusters Score: Raw -1515683.880730 + Penalty 4575.664707 = -1511108.216023 nChanged 24 SP:Iteration 49Q (14395.070000 sec): 3 clusters Score: Raw -1515691.232660 + Penalty 4575.664707 = -1511115.567953 nChanged 28 SP:Iteration 50Q (14395.330000 sec): 3 clusters Score: Raw -1515700.802008 + Penalty 4575.664707 = -1511125.137301 nChanged 39 SP:Iteration 51Q (14395.630000 sec): 3 clusters Score: Raw -1515712.700759 + Penalty 4575.664707 = -1511137.036052 nChanged 35 SP:Iteration 52Q (14395.910000 sec): 3 clusters Score: Raw -1515723.870517 + Penalty 4575.664707 = -1511148.205810 nChanged 37 SP:Iteration 53Q (14396.210000 sec): 3 clusters Score: Raw -1515737.729956 + Penalty 4575.664707 = -1511162.065249 nChanged 29 SP:Iteration 54Q (14396.530000 sec): 3 clusters Score: Raw -1515749.019739 + Penalty 4575.664707 = -1511173.355032 nChanged 30 SP:Iteration 55Q (14396.750000 sec): 3 clusters Score: Raw -1515759.113210 + Penalty 4575.664707 = -1511183.448503 nChanged 22 SP:Iteration 56Q (14396.990000 sec): 3 clusters Score: Raw -1515766.199276 + Penalty 4575.664707 = -1511190.534569 nChanged 27 SP:Iteration 57Q (14397.220000 sec): 3 clusters Score: Raw -1515775.165524 + Penalty 4575.664707 = -1511199.500817 nChanged 27 SP:Iteration 58Q (14397.430000 sec): 3 clusters Score: Raw -1515782.625940 + Penalty 4575.664707 = -1511206.961233 nChanged 26 SP:Iteration 59Q (14397.720000 sec): 3 clusters Score: Raw -1515790.659594 + Penalty 4575.664707 = -1511214.994887 nChanged 21 SP:Iteration 60F (14397.920000 sec): 3 clusters Score: Raw -1515797.179369 + Penalty 4575.664707 = -1511221.514662 nChanged 18 SP:Iteration 61Q (14398.140000 sec): 3 clusters Score: Raw -1515803.432910 + Penalty 4575.664707 = -1511227.768203 nChanged 18 SP:Iteration 62Q (14398.390000 sec): 3 clusters Score: Raw -1515810.052198 + Penalty 4575.664707 = -1511234.387491 nChanged 13 SP:Iteration 63Q (14398.680000 sec): 3 clusters Score: Raw -1515814.344493 + Penalty 4575.664707 = -1511238.679786 nChanged 11 SP:Iteration 64Q (14398.880000 sec): 3 clusters Score: Raw -1515817.727227 + Penalty 4575.664707 = -1511242.062521 nChanged 8 SP:Iteration 65Q (14399.120000 sec): 3 clusters Score: Raw -1515819.819772 + Penalty 4575.664707 = -1511244.155065 nChanged 5 SP:Iteration 66Q (14399.360000 sec): 3 clusters Score: Raw -1515821.386974 + Penalty 4575.664707 = -1511245.722267 nChanged 3 SP:Iteration 67Q (14399.640000 sec): 3 clusters Score: Raw -1515822.085923 + Penalty 4575.664707 = -1511246.421217 nChanged 2 SP:Iteration 68Q (14399.870000 sec): 3 clusters Score: Raw -1515822.564373 + Penalty 4575.664707 = -1511246.899666 nChanged 2 SP:Iteration 69Q (14400.110000 sec): 3 clusters Score: Raw -1515823.007321 + Penalty 4575.664707 = -1511247.342614 nChanged 3 SP:Iteration 70Q (14400.350000 sec): 3 clusters Score: Raw -1515823.606865 + Penalty 4575.664707 = -1511247.942158 nChanged 5 SP:Iteration 71Q (14400.550000 sec): 3 clusters Score: Raw -1515824.721446 + Penalty 4575.664707 = -1511249.056739 nChanged 5 SP:Iteration 72Q (14400.820000 sec): 3 clusters Score: Raw -1515826.041164 + Penalty 4575.664707 = -1511250.376457 nChanged 3 SP:Iteration 73Q (14401.030000 sec): 3 clusters Score: Raw -1515827.093876 + Penalty 4575.664707 = -1511251.429169 nChanged 4 SP:Iteration 74Q (14401.280000 sec): 3 clusters Score: Raw -1515827.970319 + Penalty 4575.664707 = -1511252.305612 nChanged 4 SP:Iteration 75Q (14401.550000 sec): 3 clusters Score: Raw -1515829.234091 + Penalty 4575.664707 = -1511253.569384 nChanged 4 SP:Iteration 76Q (14401.810000 sec): 3 clusters Score: Raw -1515830.421477 + Penalty 4575.664707 = -1511254.756770 nChanged 7 SP:Iteration 77Q (14402.010000 sec): 3 clusters Score: Raw -1515832.550761 + Penalty 4575.664707 = -1511256.886055 nChanged 5 SP:Iteration 78Q (14402.300000 sec): 3 clusters Score: Raw -1515833.612688 + Penalty 4575.664707 = -1511257.947981 nChanged 3 SP:Iteration 79Q (14402.530000 sec): 3 clusters Score: Raw -1515834.265408 + Penalty 4575.664707 = -1511258.600701 nChanged 4 SP:Iteration 80F (14402.820000 sec): 3 clusters Score: Raw -1515835.351862 + Penalty 4575.664707 = -1511259.687155 nChanged 7 SP:Iteration 81Q (14403.030000 sec): 3 clusters Score: Raw -1515837.466875 + Penalty 4575.664707 = -1511261.802169 nChanged 6 SP:Iteration 82Q (14403.230000 sec): 3 clusters Score: Raw -1515838.897272 + Penalty 4575.664707 = -1511263.232565 nChanged 3 SP:Iteration 83Q (14403.520000 sec): 3 clusters Score: Raw -1515839.556633 + Penalty 4575.664707 = -1511263.891927 nChanged 3 SP:Iteration 84Q (14403.740000 sec): 3 clusters Score: Raw -1515840.242265 + Penalty 4575.664707 = -1511264.577558 nChanged 2 SP:Iteration 85Q (14403.970000 sec): 3 clusters Score: Raw -1515840.772478 + Penalty 4575.664707 = -1511265.107771 nChanged 3 SP:Iteration 86Q (14404.220000 sec): 3 clusters Score: Raw -1515841.555748 + Penalty 4575.664707 = -1511265.891041 nChanged 5 SP:Iteration 87Q (14404.440000 sec): 3 clusters Score: Raw -1515842.865028 + Penalty 4575.664707 = -1511267.200321 nChanged 3 SP:Iteration 88Q (14404.670000 sec): 3 clusters Score: Raw -1515843.506159 + Penalty 4575.664707 = -1511267.841452 nChanged 3 SP:Iteration 89Q (14404.900000 sec): 3 clusters Score: Raw -1515844.330120 + Penalty 4575.664707 = -1511268.665414 nChanged 4 SP:Iteration 90Q (14405.160000 sec): 3 clusters Score: Raw -1515845.271515 + Penalty 4575.664707 = -1511269.606809 nChanged 4 SP:Iteration 91Q (14405.410000 sec): 3 clusters Score: Raw -1515846.547742 + Penalty 4575.664707 = -1511270.883035 nChanged 3 SP:Iteration 92Q (14405.650000 sec): 3 clusters Score: Raw -1515847.616141 + Penalty 4575.664707 = -1511271.951434 nChanged 6 SP:Iteration 93Q (14405.860000 sec): 3 clusters Score: Raw -1515849.022117 + Penalty 4575.664707 = -1511273.357410 nChanged 1 SP:Iteration 94Q (14406.080000 sec): 3 clusters Score: Raw -1515849.255260 + Penalty 4575.664707 = -1511273.590553 nChanged 1 SP:Iteration 95Q (14406.290000 sec): 3 clusters Score: Raw -1515849.576987 + Penalty 4575.664707 = -1511273.912280 nChanged 2 SP:Iteration 96Q (14406.550000 sec): 3 clusters Score: Raw -1515849.960899 + Penalty 4575.664707 = -1511274.296192 nChanged 0 SP:Iteration 97F (14406.810000 sec): 3 clusters Score: Raw -1515849.960899 + Penalty 4575.664707 = -1511274.296192 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14406.930000 sec): 2 clusters Score: Raw -92634.109348 + Penalty 1622.890138 = -91011.219210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14407.100000 sec): 3 clusters Score: Raw -92578.463679 + Penalty 3245.780275 = -89332.683404 nChanged 140 SP:Iteration 1F (14407.290000 sec): 3 clusters Score: Raw -92822.519563 + Penalty 3245.780275 = -89576.739287 nChanged 44 SP:Iteration 2F (14407.500000 sec): 3 clusters Score: Raw -92912.420835 + Penalty 3245.780275 = -89666.640559 nChanged 25 SP:Iteration 3Q (14407.680000 sec): 3 clusters Score: Raw -92954.677526 + Penalty 3245.780275 = -89708.897250 nChanged 19 SP:Iteration 4Q (14407.860000 sec): 3 clusters Score: Raw -93000.661265 + Penalty 3245.780275 = -89754.880990 nChanged 18 SP:Iteration 5Q (14408.080000 sec): 3 clusters Score: Raw -93048.080023 + Penalty 3245.780275 = -89802.299747 nChanged 20 SP:Iteration 6Q (14408.270000 sec): 3 clusters Score: Raw -93109.163918 + Penalty 3245.780275 = -89863.383643 nChanged 20 SP:Iteration 7Q (14408.490000 sec): 3 clusters Score: Raw -93163.688838 + Penalty 3245.780275 = -89917.908562 nChanged 17 SP:Iteration 8Q (14408.670000 sec): 3 clusters Score: Raw -93219.194516 + Penalty 3245.780275 = -89973.414241 nChanged 18 SP:Iteration 9Q (14408.850000 sec): 3 clusters Score: Raw -93291.789898 + Penalty 3245.780275 = -90046.009623 nChanged 12 SP:Iteration 10Q (14409.050000 sec): 3 clusters Score: Raw -93341.008401 + Penalty 3245.780275 = -90095.228126 nChanged 19 SP:Iteration 11Q (14409.240000 sec): 3 clusters Score: Raw -93408.919716 + Penalty 3245.780275 = -90163.139441 nChanged 25 SP:Iteration 12Q (14409.490000 sec): 3 clusters Score: Raw -93512.347976 + Penalty 3245.780275 = -90266.567700 nChanged 25 SP:Iteration 13Q (14409.650000 sec): 3 clusters Score: Raw -93694.928175 + Penalty 3245.780275 = -90449.147900 nChanged 24 SP:Iteration 14Q (14409.850000 sec): 3 clusters Score: Raw -94087.246413 + Penalty 3245.780275 = -90841.466138 nChanged 23 SP:Iteration 15Q (14410.040000 sec): 3 clusters Score: Raw -94431.534542 + Penalty 3245.780275 = -91185.754266 nChanged 17 SP:Iteration 16Q (14410.200000 sec): 3 clusters Score: Raw -94671.132242 + Penalty 3245.780275 = -91425.351967 nChanged 10 SP:Iteration 17Q (14410.350000 sec): 3 clusters Score: Raw -94806.454065 + Penalty 3245.780275 = -91560.673790 nChanged 3 SP:Iteration 18Q (14410.540000 sec): 3 clusters Score: Raw -94834.308131 + Penalty 3245.780275 = -91588.527856 nChanged 1 SP:Iteration 19Q (14410.720000 sec): 3 clusters Score: Raw -94855.744644 + Penalty 3245.780275 = -91609.964369 nChanged 3 SP:Iteration 20F (14410.900000 sec): 3 clusters Score: Raw -94909.193295 + Penalty 3245.780275 = -91663.413019 nChanged 6 SP:Iteration 21Q (14411.080000 sec): 3 clusters Score: Raw -95228.788984 + Penalty 3245.780275 = -91983.008708 nChanged 1 SP:Iteration 22Q (14411.300000 sec): 3 clusters Score: Raw -95415.106341 + Penalty 3245.780275 = -92169.326066 nChanged 0 SP:Iteration 23F (14411.490000 sec): 3 clusters Score: Raw -95415.106341 + Penalty 3245.780275 = -92169.326066 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14411.610000 sec): 2 clusters Score: Raw -48806.822287 + Penalty 1444.115382 = -47362.706905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14411.780000 sec): 3 clusters Score: Raw -49045.358404 + Penalty 2888.230764 = -46157.127640 nChanged 51 SP:Iteration 1F (14411.930000 sec): 3 clusters Score: Raw -49232.122715 + Penalty 2888.230764 = -46343.891951 nChanged 13 SP:Iteration 2Q (14412.180000 sec): 3 clusters Score: Raw -49282.904162 + Penalty 2888.230764 = -46394.673398 nChanged 12 SP:Iteration 3Q (14412.330000 sec): 3 clusters Score: Raw -49331.737907 + Penalty 2888.230764 = -46443.507143 nChanged 7 SP:Iteration 4Q (14412.540000 sec): 3 clusters Score: Raw -49496.309379 + Penalty 2888.230764 = -46608.078615 nChanged 7 SP:Iteration 5Q (14412.700000 sec): 3 clusters Score: Raw -49581.647949 + Penalty 2888.230764 = -46693.417185 nChanged 12 SP:Iteration 6Q (14412.940000 sec): 3 clusters Score: Raw -49789.688122 + Penalty 2888.230764 = -46901.457358 nChanged 17 SP:Iteration 7F (14413.100000 sec): 3 clusters Score: Raw -49928.011028 + Penalty 2888.230764 = -47039.780264 nChanged 21 SP:Iteration 8F (14413.280000 sec): 3 clusters Score: Raw -50195.395757 + Penalty 2888.230764 = -47307.164993 nChanged 8 SP:Iteration 9Q (14413.500000 sec): 3 clusters Score: Raw -50327.661031 + Penalty 2888.230764 = -47439.430267 nChanged 10 SP:Iteration 10Q (14413.740000 sec): 3 clusters Score: Raw -50407.936147 + Penalty 2888.230764 = -47519.705383 nChanged 8 SP:Iteration 11Q (14413.900000 sec): 3 clusters Score: Raw -50468.448351 + Penalty 2888.230764 = -47580.217587 nChanged 5 SP:Iteration 12Q (14414.080000 sec): 3 clusters Score: Raw -50538.588937 + Penalty 2888.230764 = -47650.358173 nChanged 2 SP:Iteration 13Q (14414.290000 sec): 3 clusters Score: Raw -50564.688443 + Penalty 2888.230764 = -47676.457679 nChanged 1 SP:Iteration 14Q (14414.500000 sec): 3 clusters Score: Raw -50572.009006 + Penalty 2888.230764 = -47683.778242 nChanged 1 SP:Iteration 15Q (14414.660000 sec): 3 clusters Score: Raw -50576.096847 + Penalty 2888.230764 = -47687.866083 nChanged 1 SP:Iteration 16Q (14414.840000 sec): 3 clusters Score: Raw -50584.660623 + Penalty 2888.230764 = -47696.429859 nChanged 1 SP:Iteration 17Q (14415.060000 sec): 3 clusters Score: Raw -50589.868389 + Penalty 2888.230764 = -47701.637625 nChanged 1 SP:Iteration 18Q (14415.260000 sec): 3 clusters Score: Raw -50593.770020 + Penalty 2888.230764 = -47705.539256 nChanged 1 SP:Iteration 19Q (14415.440000 sec): 3 clusters Score: Raw -50600.088746 + Penalty 2888.230764 = -47711.857982 nChanged 1 SP:Iteration 20F (14415.640000 sec): 3 clusters Score: Raw -50605.633646 + Penalty 2888.230764 = -47717.402882 nChanged 1 SP:Iteration 21Q (14415.860000 sec): 3 clusters Score: Raw -50617.857587 + Penalty 2888.230764 = -47729.626823 nChanged 1 SP:Iteration 22Q (14416.130000 sec): 3 clusters Score: Raw -50639.234551 + Penalty 2888.230764 = -47751.003786 nChanged 1 SP:Iteration 23Q (14416.300000 sec): 3 clusters Score: Raw -50662.101040 + Penalty 2888.230764 = -47773.870275 nChanged 1 SP:Iteration 24Q (14416.520000 sec): 3 clusters Score: Raw -50685.027260 + Penalty 2888.230764 = -47796.796496 nChanged 4 SP:Iteration 25Q (14416.720000 sec): 3 clusters Score: Raw -50728.132043 + Penalty 2888.230764 = -47839.901279 nChanged 0 SP:Iteration 26F (14416.900000 sec): 3 clusters Score: Raw -50728.132043 + Penalty 2888.230764 = -47839.901279 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (5175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14417.030000 sec): 2 clusters Score: Raw -791204.159351 + Penalty 2120.795465 = -789083.363886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14417.260000 sec): 3 clusters Score: Raw -788678.953652 + Penalty 4241.590931 = -784437.362722 nChanged 1995 SP:Iteration 1F (14417.490000 sec): 3 clusters Score: Raw -789803.670782 + Penalty 4241.590931 = -785562.079851 nChanged 386 SP:Iteration 2F (14417.690000 sec): 3 clusters Score: Raw -790021.464440 + Penalty 4241.590931 = -785779.873510 nChanged 228 SP:Iteration 3Q (14417.900000 sec): 3 clusters Score: Raw -790126.558174 + Penalty 4241.590931 = -785884.967244 nChanged 165 SP:Iteration 4Q (14418.120000 sec): 3 clusters Score: Raw -790207.071269 + Penalty 4241.590931 = -785965.480338 nChanged 126 SP:Iteration 5Q (14418.360000 sec): 3 clusters Score: Raw -790257.285221 + Penalty 4241.590931 = -786015.694290 nChanged 106 SP:Iteration 6Q (14418.600000 sec): 3 clusters Score: Raw -790295.866713 + Penalty 4241.590931 = -786054.275782 nChanged 84 SP:Iteration 7Q (14418.800000 sec): 3 clusters Score: Raw -790326.865372 + Penalty 4241.590931 = -786085.274442 nChanged 64 SP:Iteration 8Q (14419.000000 sec): 3 clusters Score: Raw -790354.122786 + Penalty 4241.590931 = -786112.531855 nChanged 71 SP:Iteration 9Q (14419.200000 sec): 3 clusters Score: Raw -790380.801386 + Penalty 4241.590931 = -786139.210455 nChanged 67 SP:Iteration 10Q (14419.420000 sec): 3 clusters Score: Raw -790403.233129 + Penalty 4241.590931 = -786161.642199 nChanged 44 SP:Iteration 11Q (14419.590000 sec): 3 clusters Score: Raw -790416.579497 + Penalty 4241.590931 = -786174.988566 nChanged 46 SP:Iteration 12Q (14419.800000 sec): 3 clusters Score: Raw -790431.765706 + Penalty 4241.590931 = -786190.174776 nChanged 37 SP:Iteration 13Q (14420.020000 sec): 3 clusters Score: Raw -790446.770389 + Penalty 4241.590931 = -786205.179458 nChanged 38 SP:Iteration 14Q (14420.250000 sec): 3 clusters Score: Raw -790461.823968 + Penalty 4241.590931 = -786220.233037 nChanged 47 SP:Iteration 15Q (14420.480000 sec): 3 clusters Score: Raw -790480.006831 + Penalty 4241.590931 = -786238.415900 nChanged 44 SP:Iteration 16Q (14420.690000 sec): 3 clusters Score: Raw -790495.166636 + Penalty 4241.590931 = -786253.575706 nChanged 37 SP:Iteration 17Q (14420.920000 sec): 3 clusters Score: Raw -790507.380311 + Penalty 4241.590931 = -786265.789380 nChanged 24 SP:Iteration 18Q (14421.120000 sec): 3 clusters Score: Raw -790514.200945 + Penalty 4241.590931 = -786272.610014 nChanged 25 SP:Iteration 19Q (14421.340000 sec): 3 clusters Score: Raw -790522.972141 + Penalty 4241.590931 = -786281.381211 nChanged 26 SP:Iteration 20F (14421.580000 sec): 3 clusters Score: Raw -790530.908882 + Penalty 4241.590931 = -786289.317951 nChanged 23 SP:Iteration 21Q (14421.780000 sec): 3 clusters Score: Raw -790540.824553 + Penalty 4241.590931 = -786299.233622 nChanged 29 SP:Iteration 22Q (14422.010000 sec): 3 clusters Score: Raw -790552.131613 + Penalty 4241.590931 = -786310.540683 nChanged 32 SP:Iteration 23Q (14422.250000 sec): 3 clusters Score: Raw -790562.219115 + Penalty 4241.590931 = -786320.628184 nChanged 25 SP:Iteration 24Q (14422.470000 sec): 3 clusters Score: Raw -790571.711452 + Penalty 4241.590931 = -786330.120521 nChanged 25 SP:Iteration 25Q (14422.640000 sec): 3 clusters Score: Raw -790580.070026 + Penalty 4241.590931 = -786338.479095 nChanged 22 SP:Iteration 26Q (14422.830000 sec): 3 clusters Score: Raw -790588.047715 + Penalty 4241.590931 = -786346.456785 nChanged 22 SP:Iteration 27Q (14423.060000 sec): 3 clusters Score: Raw -790596.446140 + Penalty 4241.590931 = -786354.855210 nChanged 22 SP:Iteration 28Q (14423.260000 sec): 3 clusters Score: Raw -790603.592492 + Penalty 4241.590931 = -786362.001562 nChanged 20 SP:Iteration 29Q (14423.440000 sec): 3 clusters Score: Raw -790611.354063 + Penalty 4241.590931 = -786369.763133 nChanged 19 SP:Iteration 30Q (14423.660000 sec): 3 clusters Score: Raw -790617.271321 + Penalty 4241.590931 = -786375.680390 nChanged 20 SP:Iteration 31Q (14423.880000 sec): 3 clusters Score: Raw -790625.065435 + Penalty 4241.590931 = -786383.474505 nChanged 21 SP:Iteration 32Q (14424.080000 sec): 3 clusters Score: Raw -790633.832771 + Penalty 4241.590931 = -786392.241841 nChanged 22 SP:Iteration 33Q (14424.300000 sec): 3 clusters Score: Raw -790640.328230 + Penalty 4241.590931 = -786398.737299 nChanged 21 SP:Iteration 34Q (14424.490000 sec): 3 clusters Score: Raw -790647.048240 + Penalty 4241.590931 = -786405.457310 nChanged 27 SP:Iteration 35Q (14424.670000 sec): 3 clusters Score: Raw -790658.249500 + Penalty 4241.590931 = -786416.658569 nChanged 28 SP:Iteration 36Q (14424.870000 sec): 3 clusters Score: Raw -790668.836447 + Penalty 4241.590931 = -786427.245516 nChanged 33 SP:Iteration 37Q (14425.100000 sec): 3 clusters Score: Raw -790681.648115 + Penalty 4241.590931 = -786440.057184 nChanged 30 SP:Iteration 38Q (14425.250000 sec): 3 clusters Score: Raw -790695.682362 + Penalty 4241.590931 = -786454.091432 nChanged 38 SP:Iteration 39Q (14425.440000 sec): 3 clusters Score: Raw -790711.005186 + Penalty 4241.590931 = -786469.414255 nChanged 43 SP:Iteration 40F (14425.670000 sec): 3 clusters Score: Raw -790730.910247 + Penalty 4241.590931 = -786489.319316 nChanged 49 SP:Iteration 41Q (14425.870000 sec): 3 clusters Score: Raw -790747.498598 + Penalty 4241.590931 = -786505.907667 nChanged 30 SP:Iteration 42Q (14426.060000 sec): 3 clusters Score: Raw -790762.110802 + Penalty 4241.590931 = -786520.519871 nChanged 42 SP:Iteration 43Q (14426.280000 sec): 3 clusters Score: Raw -790778.801407 + Penalty 4241.590931 = -786537.210477 nChanged 46 SP:Iteration 44Q (14426.520000 sec): 3 clusters Score: Raw -790801.418114 + Penalty 4241.590931 = -786559.827183 nChanged 53 SP:Iteration 45Q (14426.690000 sec): 3 clusters Score: Raw -790827.166427 + Penalty 4241.590931 = -786585.575496 nChanged 58 SP:Iteration 46Q (14426.910000 sec): 3 clusters Score: Raw -790858.945094 + Penalty 4241.590931 = -786617.354164 nChanged 64 SP:Iteration 47Q (14427.120000 sec): 3 clusters Score: Raw -790891.208287 + Penalty 4241.590931 = -786649.617357 nChanged 62 SP:Iteration 48Q (14427.360000 sec): 3 clusters Score: Raw -790928.154383 + Penalty 4241.590931 = -786686.563453 nChanged 70 SP:Iteration 49Q (14427.580000 sec): 3 clusters Score: Raw -790970.264190 + Penalty 4241.590931 = -786728.673260 nChanged 74 SP:Iteration 50Q (14427.790000 sec): 3 clusters Score: Raw -791009.264499 + Penalty 4241.590931 = -786767.673568 nChanged 69 SP:Iteration 51Q (14427.990000 sec): 3 clusters Score: Raw -791051.129158 + Penalty 4241.590931 = -786809.538228 nChanged 64 SP:Iteration 52Q (14428.240000 sec): 3 clusters Score: Raw -791086.361630 + Penalty 4241.590931 = -786844.770700 nChanged 51 SP:Iteration 53Q (14428.520000 sec): 3 clusters Score: Raw -791111.118248 + Penalty 4241.590931 = -786869.527318 nChanged 41 SP:Iteration 54Q (14428.710000 sec): 3 clusters Score: Raw -791133.125529 + Penalty 4241.590931 = -786891.534599 nChanged 39 SP:Iteration 55Q (14428.930000 sec): 3 clusters Score: Raw -791150.976873 + Penalty 4241.590931 = -786909.385943 nChanged 32 SP:Iteration 56Q (14429.130000 sec): 3 clusters Score: Raw -791165.598508 + Penalty 4241.590931 = -786924.007577 nChanged 28 SP:Iteration 57Q (14429.390000 sec): 3 clusters Score: Raw -791181.572743 + Penalty 4241.590931 = -786939.981813 nChanged 24 SP:Iteration 58Q (14429.600000 sec): 3 clusters Score: Raw -791191.597916 + Penalty 4241.590931 = -786950.006985 nChanged 12 SP:Iteration 59Q (14429.840000 sec): 3 clusters Score: Raw -791197.953271 + Penalty 4241.590931 = -786956.362340 nChanged 16 SP:Iteration 60F (14430.010000 sec): 3 clusters Score: Raw -791206.607531 + Penalty 4241.590931 = -786965.016601 nChanged 14 SP:Iteration 61Q (14430.220000 sec): 3 clusters Score: Raw -791213.077181 + Penalty 4241.590931 = -786971.486251 nChanged 13 SP:Iteration 62Q (14430.410000 sec): 3 clusters Score: Raw -791217.592647 + Penalty 4241.590931 = -786976.001717 nChanged 12 SP:Iteration 63Q (14430.650000 sec): 3 clusters Score: Raw -791222.737953 + Penalty 4241.590931 = -786981.147023 nChanged 15 SP:Iteration 64Q (14430.820000 sec): 3 clusters Score: Raw -791228.844706 + Penalty 4241.590931 = -786987.253775 nChanged 13 SP:Iteration 65Q (14431.030000 sec): 3 clusters Score: Raw -791236.874911 + Penalty 4241.590931 = -786995.283981 nChanged 20 SP:Iteration 66Q (14431.210000 sec): 3 clusters Score: Raw -791245.794965 + Penalty 4241.590931 = -787004.204034 nChanged 24 SP:Iteration 67Q (14431.440000 sec): 3 clusters Score: Raw -791256.359851 + Penalty 4241.590931 = -787014.768921 nChanged 20 SP:Iteration 68Q (14431.650000 sec): 3 clusters Score: Raw -791265.171291 + Penalty 4241.590931 = -787023.580360 nChanged 20 SP:Iteration 69Q (14431.880000 sec): 3 clusters Score: Raw -791274.600435 + Penalty 4241.590931 = -787033.009504 nChanged 21 SP:Iteration 70Q (14432.080000 sec): 3 clusters Score: Raw -791285.601519 + Penalty 4241.590931 = -787044.010589 nChanged 20 SP:Iteration 71Q (14432.280000 sec): 3 clusters Score: Raw -791294.455500 + Penalty 4241.590931 = -787052.864569 nChanged 15 SP:Iteration 72Q (14432.520000 sec): 3 clusters Score: Raw -791300.962430 + Penalty 4241.590931 = -787059.371499 nChanged 9 SP:Iteration 73Q (14432.740000 sec): 3 clusters Score: Raw -791305.921705 + Penalty 4241.590931 = -787064.330774 nChanged 12 SP:Iteration 74Q (14432.910000 sec): 3 clusters Score: Raw -791310.623532 + Penalty 4241.590931 = -787069.032602 nChanged 7 SP:Iteration 75Q (14433.130000 sec): 3 clusters Score: Raw -791316.283984 + Penalty 4241.590931 = -787074.693054 nChanged 15 SP:Iteration 76Q (14433.300000 sec): 3 clusters Score: Raw -791326.467893 + Penalty 4241.590931 = -787084.876963 nChanged 14 SP:Iteration 77Q (14433.490000 sec): 3 clusters Score: Raw -791337.172753 + Penalty 4241.590931 = -787095.581822 nChanged 16 SP:Iteration 78Q (14433.730000 sec): 3 clusters Score: Raw -791347.313557 + Penalty 4241.590931 = -787105.722626 nChanged 16 SP:Iteration 79Q (14433.930000 sec): 3 clusters Score: Raw -791354.652208 + Penalty 4241.590931 = -787113.061277 nChanged 10 SP:Iteration 80F (14434.130000 sec): 3 clusters Score: Raw -791361.314547 + Penalty 4241.590931 = -787119.723617 nChanged 16 SP:Iteration 81Q (14434.340000 sec): 3 clusters Score: Raw -791373.953084 + Penalty 4241.590931 = -787132.362153 nChanged 13 SP:Iteration 82Q (14434.560000 sec): 3 clusters Score: Raw -791381.295191 + Penalty 4241.590931 = -787139.704260 nChanged 10 SP:Iteration 83Q (14434.760000 sec): 3 clusters Score: Raw -791386.929659 + Penalty 4241.590931 = -787145.338729 nChanged 5 SP:Iteration 84Q (14434.940000 sec): 3 clusters Score: Raw -791390.473849 + Penalty 4241.590931 = -787148.882919 nChanged 8 SP:Iteration 85Q (14435.170000 sec): 3 clusters Score: Raw -791395.167867 + Penalty 4241.590931 = -787153.576936 nChanged 6 SP:Iteration 86Q (14435.360000 sec): 3 clusters Score: Raw -791397.834316 + Penalty 4241.590931 = -787156.243385 nChanged 6 SP:Iteration 87Q (14435.580000 sec): 3 clusters Score: Raw -791399.823095 + Penalty 4241.590931 = -787158.232165 nChanged 2 SP:Iteration 88Q (14435.770000 sec): 3 clusters Score: Raw -791400.270426 + Penalty 4241.590931 = -787158.679496 nChanged 2 SP:Iteration 89Q (14436.000000 sec): 3 clusters Score: Raw -791401.126867 + Penalty 4241.590931 = -787159.535936 nChanged 0 SP:Iteration 90F (14436.240000 sec): 3 clusters Score: Raw -791401.126867 + Penalty 4241.590931 = -787159.535936 nChanged 0 Iteration 139Q (14463.150000 sec): 59 clusters Score: Raw -67095248.977230 + Penalty 187388.332023 = -66907860.645207 nChanged 105 Iteration 140F (14516.050000 sec): 59 clusters Score: Raw -67096826.391850 + Penalty 187388.332023 = -66909438.059827 nChanged 178 Iteration 141Q (14542.160000 sec): 59 clusters Score: Raw -67098239.183089 + Penalty 187388.332023 = -66910850.851066 nChanged 152 Iteration 142Q (14564.350000 sec): 59 clusters Score: Raw -67098818.535776 + Penalty 187388.332023 = -66911430.203753 nChanged 140 Iteration 143Q (14589.400000 sec): 59 clusters Score: Raw -67099200.581137 + Penalty 187388.332023 = -66911812.249114 nChanged 125 Iteration 144Q (14616.930000 sec): 59 clusters Score: Raw -67099290.961708 + Penalty 187388.332023 = -66911902.629685 nChanged 85 Iteration 145Q (14641.480000 sec): 59 clusters Score: Raw -67099349.895339 + Penalty 187388.332023 = -66911961.563316 nChanged 84 Iteration 146Q (14664.470000 sec): 59 clusters Score: Raw -67099375.535685 + Penalty 187388.332023 = -66911987.203662 nChanged 77 Iteration 147Q (14687.550000 sec): 59 clusters Score: Raw -67099389.725493 + Penalty 187388.332023 = -66912001.393470 nChanged 65 Iteration 148Q (14710.910000 sec): 59 clusters Score: Raw -67099395.390260 + Penalty 187388.332023 = -66912007.058237 nChanged 64 Iteration 149Q (14733.430000 sec): 59 clusters Score: Raw -67099400.438602 + Penalty 187388.332023 = -66912012.106579 nChanged 75 Iteration 150Q (14754.380000 sec): 59 clusters Score: Raw -67099404.467403 + Penalty 187388.332023 = -66912016.135380 nChanged 52 Iteration 151Q (14776.120000 sec): 59 clusters Score: Raw -67099406.381989 + Penalty 187388.332023 = -66912018.049966 nChanged 45 Iteration 152Q (14797.900000 sec): 59 clusters Score: Raw -67099408.213608 + Penalty 187388.332023 = -66912019.881585 nChanged 40 Iteration 153Q (14821.770000 sec): 59 clusters Score: Raw -67099410.086292 + Penalty 187388.332023 = -66912021.754269 nChanged 26 Iteration 154Q (14844.970000 sec): 59 clusters Score: Raw -67099411.372540 + Penalty 187388.332023 = -66912023.040517 nChanged 27 Iteration 155Q (14869.260000 sec): 59 clusters Score: Raw -67099413.765887 + Penalty 187388.332023 = -66912025.433864 nChanged 23 Iteration 156Q (14897.550000 sec): 59 clusters Score: Raw -67099414.950272 + Penalty 187388.332023 = -66912026.618249 nChanged 27 Iteration 157Q (14923.670000 sec): 59 clusters Score: Raw -67099416.030365 + Penalty 187388.332023 = -66912027.698342 nChanged 26 Iteration 158Q (14947.580000 sec): 59 clusters Score: Raw -67099417.315934 + Penalty 187388.332023 = -66912028.983911 nChanged 28 Iteration 159Q (14970.580000 sec): 59 clusters Score: Raw -67099418.634043 + Penalty 187388.332023 = -66912030.302020 nChanged 36 Deleting Class 45 (83 points): Lose 3180.836700 but Gain 3230.833311 Iteration 160F (15022.810000 sec): 58 clusters Score: Raw -67096662.120588 + Penalty 184157.498712 = -66912504.621876 nChanged 141 Iteration 161Q (15046.870000 sec): 58 clusters Score: Raw -67098400.034340 + Penalty 184157.498712 = -66914242.535628 nChanged 80 Iteration 162Q (15072.890000 sec): 58 clusters Score: Raw -67098796.571879 + Penalty 184157.498712 = -66914639.073167 nChanged 43 Iteration 163Q (15097.930000 sec): 58 clusters Score: Raw -67098889.715660 + Penalty 184157.498712 = -66914732.216948 nChanged 35 Iteration 164Q (15120.370000 sec): 58 clusters Score: Raw -67098931.222532 + Penalty 184157.498712 = -66914773.723819 nChanged 42 Iteration 165Q (15145.890000 sec): 58 clusters Score: Raw -67098956.042040 + Penalty 184157.498712 = -66914798.543328 nChanged 43 Iteration 166Q (15173.350000 sec): 58 clusters Score: Raw -67098985.216710 + Penalty 184157.498712 = -66914827.717998 nChanged 32 Iteration 167Q (15197.450000 sec): 58 clusters Score: Raw -67099010.405535 + Penalty 184157.498712 = -66914852.906823 nChanged 28 Iteration 168Q (15221.210000 sec): 58 clusters Score: Raw -67099031.696026 + Penalty 184157.498712 = -66914874.197314 nChanged 22 Iteration 169Q (15244.910000 sec): 58 clusters Score: Raw -67099039.160299 + Penalty 184157.498712 = -66914881.661587 nChanged 24 Iteration 170Q (15271.550000 sec): 58 clusters Score: Raw -67099051.062086 + Penalty 184157.498712 = -66914893.563374 nChanged 27 Iteration 171Q (15296.960000 sec): 58 clusters Score: Raw -67099094.115728 + Penalty 184157.498712 = -66914936.617016 nChanged 23 Iteration 172Q (15322.370000 sec): 58 clusters Score: Raw -67099155.600456 + Penalty 184157.498712 = -66914998.101744 nChanged 16 Iteration 173Q (15349.240000 sec): 58 clusters Score: Raw -67099233.618672 + Penalty 184157.498712 = -66915076.119959 nChanged 13 Iteration 174Q (15373.540000 sec): 58 clusters Score: Raw -67099275.129575 + Penalty 184157.498712 = -66915117.630863 nChanged 15 Iteration 175Q (15399.700000 sec): 58 clusters Score: Raw -67099321.125911 + Penalty 184157.498712 = -66915163.627198 nChanged 9 Iteration 176Q (15426.550000 sec): 58 clusters Score: Raw -67099326.539799 + Penalty 184157.498712 = -66915169.041087 nChanged 5 Iteration 177Q (15451.750000 sec): 58 clusters Score: Raw -67099326.657471 + Penalty 184157.498712 = -66915169.158759 nChanged 4 Iteration 178Q (15475.090000 sec): 58 clusters Score: Raw -67099326.752316 + Penalty 184157.498712 = -66915169.253604 nChanged 2 Writing temp clu file Because OldScore, -66915169.158759, is greater than current (better) Score,-66915169.253604 Compute initial score before splitting: Score: Raw -67099326.752316 + Penalty 184157.498712 = -66915169.253604 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15475.300000 sec): 2 clusters Score: Raw -206664.677172 + Penalty 1791.738845 = -204872.938328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15475.510000 sec): 3 clusters Score: Raw -206234.216730 + Penalty 3583.477689 = -202650.739041 nChanged 396 SP:Iteration 1F (15475.680000 sec): 3 clusters Score: Raw -206594.367928 + Penalty 3583.477689 = -203010.890239 nChanged 104 SP:Iteration 2F (15475.910000 sec): 3 clusters Score: Raw -206716.273484 + Penalty 3583.477689 = -203132.795795 nChanged 53 SP:Iteration 3Q (15476.080000 sec): 3 clusters Score: Raw -206777.040367 + Penalty 3583.477689 = -203193.562678 nChanged 42 SP:Iteration 4Q (15476.220000 sec): 3 clusters Score: Raw -206829.249802 + Penalty 3583.477689 = -203245.772113 nChanged 40 SP:Iteration 5Q (15476.360000 sec): 3 clusters Score: Raw -206866.395529 + Penalty 3583.477689 = -203282.917839 nChanged 23 SP:Iteration 6Q (15476.560000 sec): 3 clusters Score: Raw -206890.145849 + Penalty 3583.477689 = -203306.668159 nChanged 18 SP:Iteration 7Q (15476.770000 sec): 3 clusters Score: Raw -206906.523553 + Penalty 3583.477689 = -203323.045863 nChanged 9 SP:Iteration 8Q (15476.930000 sec): 3 clusters Score: Raw -206914.144025 + Penalty 3583.477689 = -203330.666336 nChanged 11 SP:Iteration 9Q (15477.140000 sec): 3 clusters Score: Raw -206924.946459 + Penalty 3583.477689 = -203341.468770 nChanged 9 SP:Iteration 10Q (15477.300000 sec): 3 clusters Score: Raw -206935.387190 + Penalty 3583.477689 = -203351.909501 nChanged 15 SP:Iteration 11Q (15477.510000 sec): 3 clusters Score: Raw -206952.227650 + Penalty 3583.477689 = -203368.749961 nChanged 17 SP:Iteration 12Q (15477.680000 sec): 3 clusters Score: Raw -206971.559204 + Penalty 3583.477689 = -203388.081515 nChanged 19 SP:Iteration 13Q (15477.830000 sec): 3 clusters Score: Raw -206992.841094 + Penalty 3583.477689 = -203409.363404 nChanged 21 SP:Iteration 14Q (15478.060000 sec): 3 clusters Score: Raw -207025.358801 + Penalty 3583.477689 = -203441.881112 nChanged 27 SP:Iteration 15Q (15478.210000 sec): 3 clusters Score: Raw -207059.380618 + Penalty 3583.477689 = -203475.902929 nChanged 27 SP:Iteration 16Q (15478.410000 sec): 3 clusters Score: Raw -207095.010916 + Penalty 3583.477689 = -203511.533227 nChanged 25 SP:Iteration 17Q (15478.610000 sec): 3 clusters Score: Raw -207126.766525 + Penalty 3583.477689 = -203543.288836 nChanged 23 SP:Iteration 18Q (15478.800000 sec): 3 clusters Score: Raw -207170.560729 + Penalty 3583.477689 = -203587.083040 nChanged 31 SP:Iteration 19Q (15478.960000 sec): 3 clusters Score: Raw -207227.322863 + Penalty 3583.477689 = -203643.845174 nChanged 35 SP:Iteration 20F (15479.110000 sec): 3 clusters Score: Raw -207275.165292 + Penalty 3583.477689 = -203691.687603 nChanged 25 SP:Iteration 21Q (15479.310000 sec): 3 clusters Score: Raw -207306.899272 + Penalty 3583.477689 = -203723.421583 nChanged 22 SP:Iteration 22Q (15479.460000 sec): 3 clusters Score: Raw -207341.429607 + Penalty 3583.477689 = -203757.951918 nChanged 19 SP:Iteration 23Q (15479.670000 sec): 3 clusters Score: Raw -207368.937958 + Penalty 3583.477689 = -203785.460269 nChanged 19 SP:Iteration 24Q (15479.830000 sec): 3 clusters Score: Raw -207403.808313 + Penalty 3583.477689 = -203820.330623 nChanged 20 SP:Iteration 25Q (15480.060000 sec): 3 clusters Score: Raw -207433.371594 + Penalty 3583.477689 = -203849.893905 nChanged 23 SP:Iteration 26Q (15480.240000 sec): 3 clusters Score: Raw -207483.839667 + Penalty 3583.477689 = -203900.361978 nChanged 31 SP:Iteration 27Q (15480.430000 sec): 3 clusters Score: Raw -207538.229378 + Penalty 3583.477689 = -203954.751688 nChanged 29 SP:Iteration 28Q (15480.580000 sec): 3 clusters Score: Raw -207595.399268 + Penalty 3583.477689 = -204011.921579 nChanged 23 SP:Iteration 29Q (15480.720000 sec): 3 clusters Score: Raw -207633.018397 + Penalty 3583.477689 = -204049.540708 nChanged 20 SP:Iteration 30Q (15480.930000 sec): 3 clusters Score: Raw -207669.784481 + Penalty 3583.477689 = -204086.306791 nChanged 19 SP:Iteration 31Q (15481.130000 sec): 3 clusters Score: Raw -207701.448235 + Penalty 3583.477689 = -204117.970546 nChanged 12 SP:Iteration 32Q (15481.310000 sec): 3 clusters Score: Raw -207721.140152 + Penalty 3583.477689 = -204137.662463 nChanged 11 SP:Iteration 33Q (15481.460000 sec): 3 clusters Score: Raw -207742.440720 + Penalty 3583.477689 = -204158.963031 nChanged 8 SP:Iteration 34Q (15481.660000 sec): 3 clusters Score: Raw -207763.909840 + Penalty 3583.477689 = -204180.432151 nChanged 8 SP:Iteration 35Q (15481.860000 sec): 3 clusters Score: Raw -207774.883755 + Penalty 3583.477689 = -204191.406065 nChanged 4 SP:Iteration 36Q (15482.030000 sec): 3 clusters Score: Raw -207778.417975 + Penalty 3583.477689 = -204194.940286 nChanged 3 SP:Iteration 37Q (15482.190000 sec): 3 clusters Score: Raw -207783.059376 + Penalty 3583.477689 = -204199.581687 nChanged 3 SP:Iteration 38Q (15482.410000 sec): 3 clusters Score: Raw -207788.161957 + Penalty 3583.477689 = -204204.684268 nChanged 3 SP:Iteration 39Q (15482.560000 sec): 3 clusters Score: Raw -207795.445299 + Penalty 3583.477689 = -204211.967610 nChanged 6 SP:Iteration 40F (15482.790000 sec): 3 clusters Score: Raw -207806.345274 + Penalty 3583.477689 = -204222.867584 nChanged 5 SP:Iteration 41Q (15482.950000 sec): 3 clusters Score: Raw -207810.797144 + Penalty 3583.477689 = -204227.319454 nChanged 4 SP:Iteration 42Q (15483.110000 sec): 3 clusters Score: Raw -207815.828539 + Penalty 3583.477689 = -204232.350850 nChanged 2 SP:Iteration 43Q (15483.320000 sec): 3 clusters Score: Raw -207817.359259 + Penalty 3583.477689 = -204233.881570 nChanged 0 SP:Iteration 44F (15483.530000 sec): 3 clusters Score: Raw -207817.359259 + Penalty 3583.477689 = -204233.881570 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (7761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15483.610000 sec): 2 clusters Score: Raw -1131417.158961 + Penalty 2221.302885 = -1129195.856076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15483.850000 sec): 3 clusters Score: Raw -1127365.178537 + Penalty 4442.605770 = -1122922.572767 nChanged 3152 SP:Iteration 1F (15484.100000 sec): 3 clusters Score: Raw -1129122.908153 + Penalty 4442.605770 = -1124680.302384 nChanged 585 SP:Iteration 2F (15484.300000 sec): 3 clusters Score: Raw -1129490.276030 + Penalty 4442.605770 = -1125047.670260 nChanged 477 SP:Iteration 3F (15484.520000 sec): 3 clusters Score: Raw -1129812.640891 + Penalty 4442.605770 = -1125370.035122 nChanged 418 SP:Iteration 4F (15484.750000 sec): 3 clusters Score: Raw -1130118.034671 + Penalty 4442.605770 = -1125675.428901 nChanged 416 SP:Iteration 5F (15484.970000 sec): 3 clusters Score: Raw -1130453.588963 + Penalty 4442.605770 = -1126010.983194 nChanged 429 SP:Iteration 6F (15485.190000 sec): 3 clusters Score: Raw -1130864.425408 + Penalty 4442.605770 = -1126421.819638 nChanged 448 SP:Iteration 7F (15485.450000 sec): 3 clusters Score: Raw -1131317.957249 + Penalty 4442.605770 = -1126875.351479 nChanged 417 SP:Iteration 8F (15485.620000 sec): 3 clusters Score: Raw -1131687.355736 + Penalty 4442.605770 = -1127244.749966 nChanged 320 SP:Iteration 9Q (15485.820000 sec): 3 clusters Score: Raw -1131938.503119 + Penalty 4442.605770 = -1127495.897350 nChanged 242 SP:Iteration 10Q (15486.030000 sec): 3 clusters Score: Raw -1132103.179697 + Penalty 4442.605770 = -1127660.573927 nChanged 191 SP:Iteration 11Q (15486.240000 sec): 3 clusters Score: Raw -1132219.653986 + Penalty 4442.605770 = -1127777.048216 nChanged 134 SP:Iteration 12Q (15486.490000 sec): 3 clusters Score: Raw -1132289.356246 + Penalty 4442.605770 = -1127846.750476 nChanged 95 SP:Iteration 13Q (15486.690000 sec): 3 clusters Score: Raw -1132339.385050 + Penalty 4442.605770 = -1127896.779281 nChanged 86 SP:Iteration 14Q (15486.910000 sec): 3 clusters Score: Raw -1132378.681772 + Penalty 4442.605770 = -1127936.076003 nChanged 66 SP:Iteration 15Q (15487.110000 sec): 3 clusters Score: Raw -1132405.812059 + Penalty 4442.605770 = -1127963.206290 nChanged 50 SP:Iteration 16Q (15487.300000 sec): 3 clusters Score: Raw -1132425.370703 + Penalty 4442.605770 = -1127982.764934 nChanged 45 SP:Iteration 17Q (15487.530000 sec): 3 clusters Score: Raw -1132443.394927 + Penalty 4442.605770 = -1128000.789157 nChanged 51 SP:Iteration 18Q (15487.770000 sec): 3 clusters Score: Raw -1132464.576957 + Penalty 4442.605770 = -1128021.971187 nChanged 43 SP:Iteration 19Q (15488.030000 sec): 3 clusters Score: Raw -1132481.830248 + Penalty 4442.605770 = -1128039.224479 nChanged 36 SP:Iteration 20F (15488.260000 sec): 3 clusters Score: Raw -1132493.559502 + Penalty 4442.605770 = -1128050.953732 nChanged 41 SP:Iteration 21Q (15488.520000 sec): 3 clusters Score: Raw -1132507.488879 + Penalty 4442.605770 = -1128064.883109 nChanged 32 SP:Iteration 22Q (15488.720000 sec): 3 clusters Score: Raw -1132518.558747 + Penalty 4442.605770 = -1128075.952978 nChanged 29 SP:Iteration 23Q (15488.970000 sec): 3 clusters Score: Raw -1132529.368048 + Penalty 4442.605770 = -1128086.762279 nChanged 30 SP:Iteration 24Q (15489.160000 sec): 3 clusters Score: Raw -1132540.988438 + Penalty 4442.605770 = -1128098.382668 nChanged 29 SP:Iteration 25Q (15489.400000 sec): 3 clusters Score: Raw -1132554.277431 + Penalty 4442.605770 = -1128111.671662 nChanged 36 SP:Iteration 26Q (15489.660000 sec): 3 clusters Score: Raw -1132567.660400 + Penalty 4442.605770 = -1128125.054631 nChanged 39 SP:Iteration 27Q (15489.830000 sec): 3 clusters Score: Raw -1132581.735048 + Penalty 4442.605770 = -1128139.129278 nChanged 28 SP:Iteration 28Q (15490.040000 sec): 3 clusters Score: Raw -1132593.859747 + Penalty 4442.605770 = -1128151.253978 nChanged 36 SP:Iteration 29Q (15490.290000 sec): 3 clusters Score: Raw -1132605.853498 + Penalty 4442.605770 = -1128163.247728 nChanged 24 SP:Iteration 30Q (15490.530000 sec): 3 clusters Score: Raw -1132613.128064 + Penalty 4442.605770 = -1128170.522294 nChanged 24 SP:Iteration 31Q (15490.770000 sec): 3 clusters Score: Raw -1132620.578011 + Penalty 4442.605770 = -1128177.972241 nChanged 19 SP:Iteration 32Q (15490.990000 sec): 3 clusters Score: Raw -1132625.364252 + Penalty 4442.605770 = -1128182.758482 nChanged 13 SP:Iteration 33Q (15491.210000 sec): 3 clusters Score: Raw -1132628.246299 + Penalty 4442.605770 = -1128185.640529 nChanged 14 SP:Iteration 34Q (15491.430000 sec): 3 clusters Score: Raw -1132632.065106 + Penalty 4442.605770 = -1128189.459336 nChanged 14 SP:Iteration 35Q (15491.670000 sec): 3 clusters Score: Raw -1132635.743423 + Penalty 4442.605770 = -1128193.137654 nChanged 10 SP:Iteration 36Q (15491.920000 sec): 3 clusters Score: Raw -1132639.072273 + Penalty 4442.605770 = -1128196.466504 nChanged 16 SP:Iteration 37Q (15492.190000 sec): 3 clusters Score: Raw -1132642.947327 + Penalty 4442.605770 = -1128200.341558 nChanged 10 SP:Iteration 38Q (15492.390000 sec): 3 clusters Score: Raw -1132646.482361 + Penalty 4442.605770 = -1128203.876592 nChanged 13 SP:Iteration 39Q (15492.630000 sec): 3 clusters Score: Raw -1132650.028140 + Penalty 4442.605770 = -1128207.422370 nChanged 12 SP:Iteration 40F (15492.830000 sec): 3 clusters Score: Raw -1132653.488175 + Penalty 4442.605770 = -1128210.882405 nChanged 10 SP:Iteration 41Q (15493.110000 sec): 3 clusters Score: Raw -1132655.711907 + Penalty 4442.605770 = -1128213.106137 nChanged 8 SP:Iteration 42Q (15493.280000 sec): 3 clusters Score: Raw -1132658.119393 + Penalty 4442.605770 = -1128215.513623 nChanged 8 SP:Iteration 43Q (15493.550000 sec): 3 clusters Score: Raw -1132661.302237 + Penalty 4442.605770 = -1128218.696468 nChanged 13 SP:Iteration 44Q (15493.750000 sec): 3 clusters Score: Raw -1132664.484110 + Penalty 4442.605770 = -1128221.878340 nChanged 9 SP:Iteration 45Q (15493.980000 sec): 3 clusters Score: Raw -1132666.444329 + Penalty 4442.605770 = -1128223.838560 nChanged 6 SP:Iteration 46Q (15494.260000 sec): 3 clusters Score: Raw -1132668.576400 + Penalty 4442.605770 = -1128225.970631 nChanged 6 SP:Iteration 47Q (15494.480000 sec): 3 clusters Score: Raw -1132670.516259 + Penalty 4442.605770 = -1128227.910489 nChanged 10 SP:Iteration 48Q (15494.700000 sec): 3 clusters Score: Raw -1132672.609500 + Penalty 4442.605770 = -1128230.003731 nChanged 8 SP:Iteration 49Q (15494.920000 sec): 3 clusters Score: Raw -1132674.537574 + Penalty 4442.605770 = -1128231.931805 nChanged 4 SP:Iteration 50Q (15495.110000 sec): 3 clusters Score: Raw -1132675.145307 + Penalty 4442.605770 = -1128232.539537 nChanged 2 SP:Iteration 51Q (15495.320000 sec): 3 clusters Score: Raw -1132675.564112 + Penalty 4442.605770 = -1128232.958343 nChanged 2 SP:Iteration 52Q (15495.530000 sec): 3 clusters Score: Raw -1132675.952511 + Penalty 4442.605770 = -1128233.346742 nChanged 1 SP:Iteration 53Q (15495.780000 sec): 3 clusters Score: Raw -1132676.213399 + Penalty 4442.605770 = -1128233.607629 nChanged 0 SP:Iteration 54F (15496.030000 sec): 3 clusters Score: Raw -1132676.213399 + Penalty 4442.605770 = -1128233.607629 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (6770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15496.130000 sec): 2 clusters Score: Raw -980713.707483 + Penalty 2187.423579 = -978526.283905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15496.380000 sec): 3 clusters Score: Raw -977325.704101 + Penalty 4374.847157 = -972950.856944 nChanged 2666 SP:Iteration 1F (15496.600000 sec): 3 clusters Score: Raw -978938.251418 + Penalty 4374.847157 = -974563.404261 nChanged 538 SP:Iteration 2F (15496.820000 sec): 3 clusters Score: Raw -979318.237850 + Penalty 4374.847157 = -974943.390693 nChanged 429 SP:Iteration 3F (15497.070000 sec): 3 clusters Score: Raw -979621.597499 + Penalty 4374.847157 = -975246.750341 nChanged 369 SP:Iteration 4F (15497.270000 sec): 3 clusters Score: Raw -979867.712329 + Penalty 4374.847157 = -975492.865172 nChanged 291 SP:Iteration 5Q (15497.500000 sec): 3 clusters Score: Raw -980044.821684 + Penalty 4374.847157 = -975669.974526 nChanged 275 SP:Iteration 6Q (15497.700000 sec): 3 clusters Score: Raw -980198.977736 + Penalty 4374.847157 = -975824.130579 nChanged 240 SP:Iteration 7Q (15497.950000 sec): 3 clusters Score: Raw -980333.726719 + Penalty 4374.847157 = -975958.879562 nChanged 216 SP:Iteration 8Q (15498.200000 sec): 3 clusters Score: Raw -980436.869766 + Penalty 4374.847157 = -976062.022608 nChanged 178 SP:Iteration 9Q (15498.400000 sec): 3 clusters Score: Raw -980515.038601 + Penalty 4374.847157 = -976140.191443 nChanged 157 SP:Iteration 10Q (15498.640000 sec): 3 clusters Score: Raw -980573.807770 + Penalty 4374.847157 = -976198.960612 nChanged 100 SP:Iteration 11Q (15498.860000 sec): 3 clusters Score: Raw -980604.286473 + Penalty 4374.847157 = -976229.439315 nChanged 77 SP:Iteration 12Q (15499.110000 sec): 3 clusters Score: Raw -980626.411151 + Penalty 4374.847157 = -976251.563994 nChanged 62 SP:Iteration 13Q (15499.320000 sec): 3 clusters Score: Raw -980644.735778 + Penalty 4374.847157 = -976269.888620 nChanged 63 SP:Iteration 14Q (15499.520000 sec): 3 clusters Score: Raw -980662.609909 + Penalty 4374.847157 = -976287.762751 nChanged 62 SP:Iteration 15Q (15499.740000 sec): 3 clusters Score: Raw -980682.169542 + Penalty 4374.847157 = -976307.322384 nChanged 53 SP:Iteration 16Q (15499.960000 sec): 3 clusters Score: Raw -980696.669464 + Penalty 4374.847157 = -976321.822306 nChanged 41 SP:Iteration 17Q (15500.160000 sec): 3 clusters Score: Raw -980706.389287 + Penalty 4374.847157 = -976331.542130 nChanged 32 SP:Iteration 18Q (15500.390000 sec): 3 clusters Score: Raw -980714.291481 + Penalty 4374.847157 = -976339.444323 nChanged 32 SP:Iteration 19Q (15500.610000 sec): 3 clusters Score: Raw -980724.157051 + Penalty 4374.847157 = -976349.309894 nChanged 34 SP:Iteration 20F (15500.840000 sec): 3 clusters Score: Raw -980730.726498 + Penalty 4374.847157 = -976355.879341 nChanged 24 SP:Iteration 21Q (15501.140000 sec): 3 clusters Score: Raw -980735.522912 + Penalty 4374.847157 = -976360.675755 nChanged 27 SP:Iteration 22Q (15501.440000 sec): 3 clusters Score: Raw -980741.981660 + Penalty 4374.847157 = -976367.134503 nChanged 27 SP:Iteration 23Q (15501.720000 sec): 3 clusters Score: Raw -980747.899313 + Penalty 4374.847157 = -976373.052155 nChanged 22 SP:Iteration 24Q (15502.020000 sec): 3 clusters Score: Raw -980752.490329 + Penalty 4374.847157 = -976377.643171 nChanged 19 SP:Iteration 25Q (15502.300000 sec): 3 clusters Score: Raw -980755.862751 + Penalty 4374.847157 = -976381.015593 nChanged 13 SP:Iteration 26Q (15502.560000 sec): 3 clusters Score: Raw -980758.422991 + Penalty 4374.847157 = -976383.575833 nChanged 10 SP:Iteration 27Q (15502.820000 sec): 3 clusters Score: Raw -980760.651036 + Penalty 4374.847157 = -976385.803878 nChanged 18 SP:Iteration 28Q (15503.130000 sec): 3 clusters Score: Raw -980763.712468 + Penalty 4374.847157 = -976388.865311 nChanged 10 SP:Iteration 29Q (15503.450000 sec): 3 clusters Score: Raw -980765.037148 + Penalty 4374.847157 = -976390.189990 nChanged 8 SP:Iteration 30Q (15503.680000 sec): 3 clusters Score: Raw -980766.268564 + Penalty 4374.847157 = -976391.421407 nChanged 9 SP:Iteration 31Q (15503.940000 sec): 3 clusters Score: Raw -980767.821761 + Penalty 4374.847157 = -976392.974604 nChanged 10 SP:Iteration 32Q (15504.180000 sec): 3 clusters Score: Raw -980769.493693 + Penalty 4374.847157 = -976394.646536 nChanged 8 SP:Iteration 33Q (15504.480000 sec): 3 clusters Score: Raw -980771.317562 + Penalty 4374.847157 = -976396.470404 nChanged 15 SP:Iteration 34Q (15504.700000 sec): 3 clusters Score: Raw -980773.851731 + Penalty 4374.847157 = -976399.004574 nChanged 14 SP:Iteration 35Q (15504.950000 sec): 3 clusters Score: Raw -980776.452755 + Penalty 4374.847157 = -976401.605598 nChanged 12 SP:Iteration 36Q (15505.140000 sec): 3 clusters Score: Raw -980778.280223 + Penalty 4374.847157 = -976403.433065 nChanged 10 SP:Iteration 37Q (15505.360000 sec): 3 clusters Score: Raw -980779.759197 + Penalty 4374.847157 = -976404.912040 nChanged 5 SP:Iteration 38Q (15505.590000 sec): 3 clusters Score: Raw -980780.360761 + Penalty 4374.847157 = -976405.513603 nChanged 4 SP:Iteration 39Q (15505.830000 sec): 3 clusters Score: Raw -980780.941398 + Penalty 4374.847157 = -976406.094240 nChanged 3 SP:Iteration 40F (15506.050000 sec): 3 clusters Score: Raw -980781.368008 + Penalty 4374.847157 = -976406.520850 nChanged 5 SP:Iteration 41Q (15506.250000 sec): 3 clusters Score: Raw -980782.143123 + Penalty 4374.847157 = -976407.295965 nChanged 6 SP:Iteration 42Q (15506.440000 sec): 3 clusters Score: Raw -980783.111882 + Penalty 4374.847157 = -976408.264725 nChanged 9 SP:Iteration 43Q (15506.650000 sec): 3 clusters Score: Raw -980784.888639 + Penalty 4374.847157 = -976410.041481 nChanged 7 SP:Iteration 44Q (15506.880000 sec): 3 clusters Score: Raw -980786.216913 + Penalty 4374.847157 = -976411.369756 nChanged 5 SP:Iteration 45Q (15507.090000 sec): 3 clusters Score: Raw -980786.844515 + Penalty 4374.847157 = -976411.997358 nChanged 8 SP:Iteration 46Q (15507.320000 sec): 3 clusters Score: Raw -980788.243714 + Penalty 4374.847157 = -976413.396556 nChanged 10 SP:Iteration 47Q (15507.510000 sec): 3 clusters Score: Raw -980790.255537 + Penalty 4374.847157 = -976415.408380 nChanged 12 SP:Iteration 48Q (15507.710000 sec): 3 clusters Score: Raw -980792.449389 + Penalty 4374.847157 = -976417.602231 nChanged 11 SP:Iteration 49Q (15507.950000 sec): 3 clusters Score: Raw -980794.804447 + Penalty 4374.847157 = -976419.957290 nChanged 14 SP:Iteration 50Q (15508.150000 sec): 3 clusters Score: Raw -980797.466961 + Penalty 4374.847157 = -976422.619804 nChanged 19 SP:Iteration 51Q (15508.320000 sec): 3 clusters Score: Raw -980801.762113 + Penalty 4374.847157 = -976426.914955 nChanged 14 SP:Iteration 52Q (15508.590000 sec): 3 clusters Score: Raw -980805.223128 + Penalty 4374.847157 = -976430.375970 nChanged 12 SP:Iteration 53Q (15508.850000 sec): 3 clusters Score: Raw -980807.976724 + Penalty 4374.847157 = -976433.129567 nChanged 17 SP:Iteration 54Q (15509.050000 sec): 3 clusters Score: Raw -980811.440515 + Penalty 4374.847157 = -976436.593358 nChanged 13 SP:Iteration 55Q (15509.260000 sec): 3 clusters Score: Raw -980813.863178 + Penalty 4374.847157 = -976439.016020 nChanged 20 SP:Iteration 56Q (15509.480000 sec): 3 clusters Score: Raw -980819.632330 + Penalty 4374.847157 = -976444.785172 nChanged 23 SP:Iteration 57Q (15509.680000 sec): 3 clusters Score: Raw -980825.989827 + Penalty 4374.847157 = -976451.142670 nChanged 25 SP:Iteration 58Q (15509.900000 sec): 3 clusters Score: Raw -980833.365080 + Penalty 4374.847157 = -976458.517923 nChanged 32 SP:Iteration 59Q (15510.160000 sec): 3 clusters Score: Raw -980841.672520 + Penalty 4374.847157 = -976466.825363 nChanged 29 SP:Iteration 60F (15510.350000 sec): 3 clusters Score: Raw -980850.011288 + Penalty 4374.847157 = -976475.164130 nChanged 24 SP:Iteration 61Q (15510.530000 sec): 3 clusters Score: Raw -980855.257403 + Penalty 4374.847157 = -976480.410246 nChanged 18 SP:Iteration 62Q (15510.790000 sec): 3 clusters Score: Raw -980858.973647 + Penalty 4374.847157 = -976484.126490 nChanged 16 SP:Iteration 63Q (15510.990000 sec): 3 clusters Score: Raw -980862.397944 + Penalty 4374.847157 = -976487.550787 nChanged 15 SP:Iteration 64Q (15511.240000 sec): 3 clusters Score: Raw -980866.111835 + Penalty 4374.847157 = -976491.264677 nChanged 22 SP:Iteration 65Q (15511.440000 sec): 3 clusters Score: Raw -980871.984392 + Penalty 4374.847157 = -976497.137234 nChanged 27 SP:Iteration 66Q (15511.670000 sec): 3 clusters Score: Raw -980879.512058 + Penalty 4374.847157 = -976504.664900 nChanged 33 SP:Iteration 67Q (15511.870000 sec): 3 clusters Score: Raw -980889.619162 + Penalty 4374.847157 = -976514.772004 nChanged 34 SP:Iteration 68Q (15512.090000 sec): 3 clusters Score: Raw -980900.255192 + Penalty 4374.847157 = -976525.408034 nChanged 32 SP:Iteration 69Q (15512.270000 sec): 3 clusters Score: Raw -980910.624085 + Penalty 4374.847157 = -976535.776928 nChanged 42 SP:Iteration 70Q (15512.490000 sec): 3 clusters Score: Raw -980924.445984 + Penalty 4374.847157 = -976549.598827 nChanged 35 SP:Iteration 71Q (15512.720000 sec): 3 clusters Score: Raw -980934.952934 + Penalty 4374.847157 = -976560.105777 nChanged 45 SP:Iteration 72Q (15512.980000 sec): 3 clusters Score: Raw -980949.093589 + Penalty 4374.847157 = -976574.246431 nChanged 37 SP:Iteration 73Q (15513.190000 sec): 3 clusters Score: Raw -980960.443651 + Penalty 4374.847157 = -976585.596494 nChanged 37 SP:Iteration 74Q (15513.380000 sec): 3 clusters Score: Raw -980973.243154 + Penalty 4374.847157 = -976598.395997 nChanged 37 SP:Iteration 75Q (15513.650000 sec): 3 clusters Score: Raw -980984.177480 + Penalty 4374.847157 = -976609.330322 nChanged 30 SP:Iteration 76Q (15513.840000 sec): 3 clusters Score: Raw -980993.178515 + Penalty 4374.847157 = -976618.331358 nChanged 33 SP:Iteration 77Q (15514.100000 sec): 3 clusters Score: Raw -981001.625814 + Penalty 4374.847157 = -976626.778656 nChanged 24 SP:Iteration 78Q (15514.300000 sec): 3 clusters Score: Raw -981007.988378 + Penalty 4374.847157 = -976633.141221 nChanged 22 SP:Iteration 79Q (15514.510000 sec): 3 clusters Score: Raw -981014.625117 + Penalty 4374.847157 = -976639.777960 nChanged 23 SP:Iteration 80F (15514.730000 sec): 3 clusters Score: Raw -981021.937829 + Penalty 4374.847157 = -976647.090672 nChanged 35 SP:Iteration 81Q (15514.960000 sec): 3 clusters Score: Raw -981031.924887 + Penalty 4374.847157 = -976657.077729 nChanged 33 SP:Iteration 82Q (15515.130000 sec): 3 clusters Score: Raw -981042.474520 + Penalty 4374.847157 = -976667.627362 nChanged 31 SP:Iteration 83Q (15515.350000 sec): 3 clusters Score: Raw -981053.133705 + Penalty 4374.847157 = -976678.286548 nChanged 24 SP:Iteration 84Q (15515.590000 sec): 3 clusters Score: Raw -981060.458629 + Penalty 4374.847157 = -976685.611472 nChanged 22 SP:Iteration 85Q (15515.830000 sec): 3 clusters Score: Raw -981072.029431 + Penalty 4374.847157 = -976697.182273 nChanged 37 SP:Iteration 86Q (15516.030000 sec): 3 clusters Score: Raw -981085.646624 + Penalty 4374.847157 = -976710.799467 nChanged 41 SP:Iteration 87Q (15516.230000 sec): 3 clusters Score: Raw -981102.757357 + Penalty 4374.847157 = -976727.910199 nChanged 38 SP:Iteration 88Q (15516.450000 sec): 3 clusters Score: Raw -981116.235222 + Penalty 4374.847157 = -976741.388064 nChanged 38 SP:Iteration 89Q (15516.640000 sec): 3 clusters Score: Raw -981130.813916 + Penalty 4374.847157 = -976755.966758 nChanged 36 SP:Iteration 90Q (15516.860000 sec): 3 clusters Score: Raw -981142.574215 + Penalty 4374.847157 = -976767.727057 nChanged 28 SP:Iteration 91Q (15517.040000 sec): 3 clusters Score: Raw -981152.921473 + Penalty 4374.847157 = -976778.074315 nChanged 37 SP:Iteration 92Q (15517.270000 sec): 3 clusters Score: Raw -981166.784305 + Penalty 4374.847157 = -976791.937147 nChanged 38 SP:Iteration 93Q (15517.530000 sec): 3 clusters Score: Raw -981183.533151 + Penalty 4374.847157 = -976808.685993 nChanged 43 SP:Iteration 94Q (15517.720000 sec): 3 clusters Score: Raw -981200.898591 + Penalty 4374.847157 = -976826.051434 nChanged 38 SP:Iteration 95Q (15517.930000 sec): 3 clusters Score: Raw -981218.296172 + Penalty 4374.847157 = -976843.449015 nChanged 33 SP:Iteration 96Q (15518.140000 sec): 3 clusters Score: Raw -981233.133099 + Penalty 4374.847157 = -976858.285942 nChanged 23 SP:Iteration 97Q (15518.340000 sec): 3 clusters Score: Raw -981242.662853 + Penalty 4374.847157 = -976867.815695 nChanged 14 SP:Iteration 98Q (15518.600000 sec): 3 clusters Score: Raw -981247.063382 + Penalty 4374.847157 = -976872.216225 nChanged 13 SP:Iteration 99Q (15518.790000 sec): 3 clusters Score: Raw -981251.364549 + Penalty 4374.847157 = -976876.517392 nChanged 7 SP:Iteration 100F (15519.030000 sec): 3 clusters Score: Raw -981253.797995 + Penalty 4374.847157 = -976878.950837 nChanged 7 SP:Iteration 101Q (15519.270000 sec): 3 clusters Score: Raw -981255.697715 + Penalty 4374.847157 = -976880.850557 nChanged 9 SP:Iteration 102Q (15519.600000 sec): 3 clusters Score: Raw -981257.647773 + Penalty 4374.847157 = -976882.800616 nChanged 10 SP:Iteration 103Q (15519.780000 sec): 3 clusters Score: Raw -981262.198239 + Penalty 4374.847157 = -976887.351082 nChanged 10 SP:Iteration 104Q (15520.040000 sec): 3 clusters Score: Raw -981265.103913 + Penalty 4374.847157 = -976890.256755 nChanged 6 SP:Iteration 105Q (15520.300000 sec): 3 clusters Score: Raw -981266.659752 + Penalty 4374.847157 = -976891.812595 nChanged 7 SP:Iteration 106Q (15520.500000 sec): 3 clusters Score: Raw -981270.724683 + Penalty 4374.847157 = -976895.877526 nChanged 8 SP:Iteration 107Q (15520.770000 sec): 3 clusters Score: Raw -981273.750103 + Penalty 4374.847157 = -976898.902946 nChanged 17 SP:Iteration 108Q (15521.050000 sec): 3 clusters Score: Raw -981279.518206 + Penalty 4374.847157 = -976904.671048 nChanged 15 SP:Iteration 109Q (15521.250000 sec): 3 clusters Score: Raw -981285.122555 + Penalty 4374.847157 = -976910.275398 nChanged 10 SP:Iteration 110Q (15521.520000 sec): 3 clusters Score: Raw -981289.131813 + Penalty 4374.847157 = -976914.284655 nChanged 9 SP:Iteration 111Q (15521.830000 sec): 3 clusters Score: Raw -981292.250144 + Penalty 4374.847157 = -976917.402986 nChanged 9 SP:Iteration 112Q (15522.060000 sec): 3 clusters Score: Raw -981295.388859 + Penalty 4374.847157 = -976920.541702 nChanged 10 SP:Iteration 113Q (15522.360000 sec): 3 clusters Score: Raw -981299.038905 + Penalty 4374.847157 = -976924.191747 nChanged 8 SP:Iteration 114Q (15522.590000 sec): 3 clusters Score: Raw -981301.594640 + Penalty 4374.847157 = -976926.747483 nChanged 11 SP:Iteration 115Q (15522.840000 sec): 3 clusters Score: Raw -981305.213130 + Penalty 4374.847157 = -976930.365972 nChanged 11 SP:Iteration 116Q (15523.080000 sec): 3 clusters Score: Raw -981310.938728 + Penalty 4374.847157 = -976936.091571 nChanged 12 SP:Iteration 117Q (15523.380000 sec): 3 clusters Score: Raw -981315.595756 + Penalty 4374.847157 = -976940.748599 nChanged 10 SP:Iteration 118Q (15523.580000 sec): 3 clusters Score: Raw -981319.358607 + Penalty 4374.847157 = -976944.511449 nChanged 13 SP:Iteration 119Q (15523.790000 sec): 3 clusters Score: Raw -981325.000318 + Penalty 4374.847157 = -976950.153161 nChanged 11 SP:Iteration 120F (15524.020000 sec): 3 clusters Score: Raw -981329.155289 + Penalty 4374.847157 = -976954.308131 nChanged 9 SP:Iteration 121Q (15524.300000 sec): 3 clusters Score: Raw -981333.208606 + Penalty 4374.847157 = -976958.361449 nChanged 10 SP:Iteration 122Q (15524.490000 sec): 3 clusters Score: Raw -981336.753761 + Penalty 4374.847157 = -976961.906603 nChanged 6 SP:Iteration 123Q (15524.730000 sec): 3 clusters Score: Raw -981338.510185 + Penalty 4374.847157 = -976963.663028 nChanged 6 SP:Iteration 124Q (15524.940000 sec): 3 clusters Score: Raw -981340.841598 + Penalty 4374.847157 = -976965.994440 nChanged 2 SP:Iteration 125Q (15525.230000 sec): 3 clusters Score: Raw -981341.694407 + Penalty 4374.847157 = -976966.847250 nChanged 6 SP:Iteration 126Q (15525.480000 sec): 3 clusters Score: Raw -981344.442587 + Penalty 4374.847157 = -976969.595430 nChanged 4 SP:Iteration 127Q (15525.640000 sec): 3 clusters Score: Raw -981345.828408 + Penalty 4374.847157 = -976970.981251 nChanged 3 SP:Iteration 128Q (15525.840000 sec): 3 clusters Score: Raw -981346.610225 + Penalty 4374.847157 = -976971.763067 nChanged 2 SP:Iteration 129Q (15526.060000 sec): 3 clusters Score: Raw -981347.036629 + Penalty 4374.847157 = -976972.189472 nChanged 0 SP:Iteration 130F (15526.290000 sec): 3 clusters Score: Raw -981347.036629 + Penalty 4374.847157 = -976972.189472 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (28259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15526.510000 sec): 2 clusters Score: Raw -4306750.522453 + Penalty 2541.793483 = -4304208.728970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15526.870000 sec): 3 clusters Score: Raw -4289718.277096 + Penalty 5083.586966 = -4284634.690130 nChanged 12824 SP:Iteration 1F (15527.170000 sec): 3 clusters Score: Raw -4296933.189506 + Penalty 5083.586966 = -4291849.602540 nChanged 1546 SP:Iteration 2F (15527.490000 sec): 3 clusters Score: Raw -4297676.612509 + Penalty 5083.586966 = -4292593.025544 nChanged 1539 SP:Iteration 3F (15527.840000 sec): 3 clusters Score: Raw -4298548.239045 + Penalty 5083.586966 = -4293464.652079 nChanged 1566 SP:Iteration 4F (15528.200000 sec): 3 clusters Score: Raw -4299504.407600 + Penalty 5083.586966 = -4294420.820635 nChanged 1543 SP:Iteration 5F (15528.570000 sec): 3 clusters Score: Raw -4300426.392878 + Penalty 5083.586966 = -4295342.805912 nChanged 1565 SP:Iteration 6F (15528.880000 sec): 3 clusters Score: Raw -4301336.227838 + Penalty 5083.586966 = -4296252.640872 nChanged 1594 SP:Iteration 7F (15529.240000 sec): 3 clusters Score: Raw -4302300.842796 + Penalty 5083.586966 = -4297217.255830 nChanged 1571 SP:Iteration 8F (15529.610000 sec): 3 clusters Score: Raw -4303263.585674 + Penalty 5083.586966 = -4298179.998708 nChanged 1376 SP:Iteration 9Q (15529.940000 sec): 3 clusters Score: Raw -4304121.414215 + Penalty 5083.586966 = -4299037.827249 nChanged 1213 SP:Iteration 10Q (15530.280000 sec): 3 clusters Score: Raw -4304860.741577 + Penalty 5083.586966 = -4299777.154611 nChanged 965 SP:Iteration 11Q (15530.670000 sec): 3 clusters Score: Raw -4305419.513196 + Penalty 5083.586966 = -4300335.926230 nChanged 772 SP:Iteration 12Q (15531.010000 sec): 3 clusters Score: Raw -4305841.797519 + Penalty 5083.586966 = -4300758.210553 nChanged 608 SP:Iteration 13Q (15531.340000 sec): 3 clusters Score: Raw -4306158.505933 + Penalty 5083.586966 = -4301074.918967 nChanged 453 SP:Iteration 14Q (15531.730000 sec): 3 clusters Score: Raw -4306398.413002 + Penalty 5083.586966 = -4301314.826036 nChanged 386 SP:Iteration 15Q (15532.090000 sec): 3 clusters Score: Raw -4306590.292786 + Penalty 5083.586966 = -4301506.705820 nChanged 303 SP:Iteration 16Q (15532.450000 sec): 3 clusters Score: Raw -4306747.313092 + Penalty 5083.586966 = -4301663.726127 nChanged 222 SP:Iteration 17Q (15532.780000 sec): 3 clusters Score: Raw -4306862.808058 + Penalty 5083.586966 = -4301779.221092 nChanged 179 SP:Iteration 18Q (15533.170000 sec): 3 clusters Score: Raw -4306953.062110 + Penalty 5083.586966 = -4301869.475145 nChanged 112 SP:Iteration 19Q (15533.500000 sec): 3 clusters Score: Raw -4307008.974734 + Penalty 5083.586966 = -4301925.387768 nChanged 83 SP:Iteration 20F (15533.840000 sec): 3 clusters Score: Raw -4307046.857475 + Penalty 5083.586966 = -4301963.270509 nChanged 64 SP:Iteration 21Q (15534.220000 sec): 3 clusters Score: Raw -4307081.427787 + Penalty 5083.586966 = -4301997.840822 nChanged 50 SP:Iteration 22Q (15534.610000 sec): 3 clusters Score: Raw -4307108.829249 + Penalty 5083.586966 = -4302025.242283 nChanged 58 SP:Iteration 23Q (15534.940000 sec): 3 clusters Score: Raw -4307141.008808 + Penalty 5083.586966 = -4302057.421842 nChanged 46 SP:Iteration 24Q (15535.270000 sec): 3 clusters Score: Raw -4307168.215350 + Penalty 5083.586966 = -4302084.628384 nChanged 40 SP:Iteration 25Q (15535.660000 sec): 3 clusters Score: Raw -4307191.460018 + Penalty 5083.586966 = -4302107.873053 nChanged 37 SP:Iteration 26Q (15535.950000 sec): 3 clusters Score: Raw -4307207.810418 + Penalty 5083.586966 = -4302124.223452 nChanged 20 SP:Iteration 27Q (15536.270000 sec): 3 clusters Score: Raw -4307220.391914 + Penalty 5083.586966 = -4302136.804948 nChanged 23 SP:Iteration 28Q (15536.610000 sec): 3 clusters Score: Raw -4307232.753062 + Penalty 5083.586966 = -4302149.166096 nChanged 13 SP:Iteration 29Q (15536.980000 sec): 3 clusters Score: Raw -4307241.242889 + Penalty 5083.586966 = -4302157.655924 nChanged 20 SP:Iteration 30Q (15537.250000 sec): 3 clusters Score: Raw -4307254.491971 + Penalty 5083.586966 = -4302170.905006 nChanged 17 SP:Iteration 31Q (15537.580000 sec): 3 clusters Score: Raw -4307263.725418 + Penalty 5083.586966 = -4302180.138452 nChanged 12 SP:Iteration 32Q (15537.920000 sec): 3 clusters Score: Raw -4307270.720275 + Penalty 5083.586966 = -4302187.133309 nChanged 12 SP:Iteration 33Q (15538.220000 sec): 3 clusters Score: Raw -4307276.738853 + Penalty 5083.586966 = -4302193.151887 nChanged 9 SP:Iteration 34Q (15538.610000 sec): 3 clusters Score: Raw -4307281.708322 + Penalty 5083.586966 = -4302198.121356 nChanged 9 SP:Iteration 35Q (15538.960000 sec): 3 clusters Score: Raw -4307286.606622 + Penalty 5083.586966 = -4302203.019656 nChanged 10 SP:Iteration 36Q (15539.300000 sec): 3 clusters Score: Raw -4307292.879763 + Penalty 5083.586966 = -4302209.292797 nChanged 9 SP:Iteration 37Q (15539.640000 sec): 3 clusters Score: Raw -4307297.561309 + Penalty 5083.586966 = -4302213.974343 nChanged 5 SP:Iteration 38Q (15540.010000 sec): 3 clusters Score: Raw -4307299.420465 + Penalty 5083.586966 = -4302215.833499 nChanged 6 SP:Iteration 39Q (15540.410000 sec): 3 clusters Score: Raw -4307302.642494 + Penalty 5083.586966 = -4302219.055528 nChanged 1 SP:Iteration 40F (15540.770000 sec): 3 clusters Score: Raw -4307303.327132 + Penalty 5083.586966 = -4302219.740166 nChanged 3 SP:Iteration 41Q (15541.090000 sec): 3 clusters Score: Raw -4307305.764719 + Penalty 5083.586966 = -4302222.177753 nChanged 1 SP:Iteration 42Q (15541.420000 sec): 3 clusters Score: Raw -4307306.009218 + Penalty 5083.586966 = -4302222.422252 nChanged 1 SP:Iteration 43Q (15541.790000 sec): 3 clusters Score: Raw -4307306.506992 + Penalty 5083.586966 = -4302222.920026 nChanged 1 SP:Iteration 44Q (15542.120000 sec): 3 clusters Score: Raw -4307307.752086 + Penalty 5083.586966 = -4302224.165120 nChanged 3 SP:Iteration 45Q (15542.420000 sec): 3 clusters Score: Raw -4307309.438309 + Penalty 5083.586966 = -4302225.851343 nChanged 5 SP:Iteration 46Q (15542.800000 sec): 3 clusters Score: Raw -4307311.334233 + Penalty 5083.586966 = -4302227.747267 nChanged 4 SP:Iteration 47Q (15543.080000 sec): 3 clusters Score: Raw -4307314.171903 + Penalty 5083.586966 = -4302230.584937 nChanged 4 SP:Iteration 48Q (15543.390000 sec): 3 clusters Score: Raw -4307316.548476 + Penalty 5083.586966 = -4302232.961510 nChanged 6 SP:Iteration 49Q (15543.730000 sec): 3 clusters Score: Raw -4307319.406517 + Penalty 5083.586966 = -4302235.819551 nChanged 5 SP:Iteration 50Q (15544.100000 sec): 3 clusters Score: Raw -4307321.848869 + Penalty 5083.586966 = -4302238.261903 nChanged 5 SP:Iteration 51Q (15544.440000 sec): 3 clusters Score: Raw -4307325.241460 + Penalty 5083.586966 = -4302241.654494 nChanged 4 SP:Iteration 52Q (15544.760000 sec): 3 clusters Score: Raw -4307326.077247 + Penalty 5083.586966 = -4302242.490282 nChanged 0 SP:Iteration 53F (15545.110000 sec): 3 clusters Score: Raw -4307326.077247 + Penalty 5083.586966 = -4302242.490282 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15545.230000 sec): 2 clusters Score: Raw -80257.750204 + Penalty 1580.159738 = -78677.590466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15545.420000 sec): 3 clusters Score: Raw -80341.430729 + Penalty 3160.319476 = -77181.111253 nChanged 123 SP:Iteration 1F (15545.650000 sec): 3 clusters Score: Raw -80597.860303 + Penalty 3160.319476 = -77437.540827 nChanged 40 SP:Iteration 2F (15545.830000 sec): 3 clusters Score: Raw -80735.435038 + Penalty 3160.319476 = -77575.115562 nChanged 33 SP:Iteration 3F (15546.000000 sec): 3 clusters Score: Raw -80860.964374 + Penalty 3160.319476 = -77700.644897 nChanged 28 SP:Iteration 4Q (15546.180000 sec): 3 clusters Score: Raw -80942.707907 + Penalty 3160.319476 = -77782.388431 nChanged 14 SP:Iteration 5Q (15546.400000 sec): 3 clusters Score: Raw -80977.950879 + Penalty 3160.319476 = -77817.631402 nChanged 8 SP:Iteration 6Q (15546.530000 sec): 3 clusters Score: Raw -81002.965499 + Penalty 3160.319476 = -77842.646022 nChanged 7 SP:Iteration 7Q (15546.750000 sec): 3 clusters Score: Raw -81050.838740 + Penalty 3160.319476 = -77890.519264 nChanged 12 SP:Iteration 8Q (15546.940000 sec): 3 clusters Score: Raw -81138.109927 + Penalty 3160.319476 = -77977.790451 nChanged 12 SP:Iteration 9Q (15547.140000 sec): 3 clusters Score: Raw -81200.478876 + Penalty 3160.319476 = -78040.159399 nChanged 9 SP:Iteration 10Q (15547.320000 sec): 3 clusters Score: Raw -81236.017874 + Penalty 3160.319476 = -78075.698398 nChanged 7 SP:Iteration 11Q (15547.530000 sec): 3 clusters Score: Raw -81257.728242 + Penalty 3160.319476 = -78097.408766 nChanged 3 SP:Iteration 12Q (15547.660000 sec): 3 clusters Score: Raw -81264.337025 + Penalty 3160.319476 = -78104.017549 nChanged 2 SP:Iteration 13Q (15547.840000 sec): 3 clusters Score: Raw -81268.297891 + Penalty 3160.319476 = -78107.978415 nChanged 2 SP:Iteration 14Q (15548.040000 sec): 3 clusters Score: Raw -81270.935292 + Penalty 3160.319476 = -78110.615816 nChanged 0 SP:Iteration 15F (15548.220000 sec): 3 clusters Score: Raw -81270.935292 + Penalty 3160.319476 = -78110.615816 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15548.400000 sec): 2 clusters Score: Raw -297990.568751 + Penalty 1882.656548 = -296107.912204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15548.600000 sec): 3 clusters Score: Raw -297297.200614 + Penalty 3765.313095 = -293531.887519 nChanged 638 SP:Iteration 1F (15548.760000 sec): 3 clusters Score: Raw -297943.677450 + Penalty 3765.313095 = -294178.364355 nChanged 169 SP:Iteration 2F (15548.980000 sec): 3 clusters Score: Raw -298138.488143 + Penalty 3765.313095 = -294373.175048 nChanged 128 SP:Iteration 3F (15549.160000 sec): 3 clusters Score: Raw -298278.723753 + Penalty 3765.313095 = -294513.410658 nChanged 110 SP:Iteration 4F (15549.360000 sec): 3 clusters Score: Raw -298405.864676 + Penalty 3765.313095 = -294640.551581 nChanged 86 SP:Iteration 5Q (15549.610000 sec): 3 clusters Score: Raw -298495.685271 + Penalty 3765.313095 = -294730.372176 nChanged 68 SP:Iteration 6Q (15549.760000 sec): 3 clusters Score: Raw -298564.734553 + Penalty 3765.313095 = -294799.421457 nChanged 51 SP:Iteration 7Q (15549.990000 sec): 3 clusters Score: Raw -298614.170311 + Penalty 3765.313095 = -294848.857216 nChanged 40 SP:Iteration 8Q (15550.160000 sec): 3 clusters Score: Raw -298648.453223 + Penalty 3765.313095 = -294883.140128 nChanged 31 SP:Iteration 9Q (15550.320000 sec): 3 clusters Score: Raw -298676.245878 + Penalty 3765.313095 = -294910.932783 nChanged 27 SP:Iteration 10Q (15550.510000 sec): 3 clusters Score: Raw -298698.899020 + Penalty 3765.313095 = -294933.585925 nChanged 21 SP:Iteration 11Q (15550.740000 sec): 3 clusters Score: Raw -298717.132580 + Penalty 3765.313095 = -294951.819485 nChanged 9 SP:Iteration 12Q (15550.900000 sec): 3 clusters Score: Raw -298726.369327 + Penalty 3765.313095 = -294961.056232 nChanged 11 SP:Iteration 13Q (15551.080000 sec): 3 clusters Score: Raw -298736.725817 + Penalty 3765.313095 = -294971.412722 nChanged 11 SP:Iteration 14Q (15551.230000 sec): 3 clusters Score: Raw -298749.351536 + Penalty 3765.313095 = -294984.038441 nChanged 10 SP:Iteration 15Q (15551.410000 sec): 3 clusters Score: Raw -298759.090350 + Penalty 3765.313095 = -294993.777255 nChanged 8 SP:Iteration 16Q (15551.660000 sec): 3 clusters Score: Raw -298766.041888 + Penalty 3765.313095 = -295000.728793 nChanged 2 SP:Iteration 17Q (15551.840000 sec): 3 clusters Score: Raw -298766.879891 + Penalty 3765.313095 = -295001.566796 nChanged 0 SP:Iteration 18F (15552.060000 sec): 3 clusters Score: Raw -298766.879891 + Penalty 3765.313095 = -295001.566796 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (2925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15552.220000 sec): 2 clusters Score: Raw -432895.272372 + Penalty 1979.300340 = -430915.972032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15552.420000 sec): 3 clusters Score: Raw -431650.147862 + Penalty 3958.600681 = -427691.547181 nChanged 1034 SP:Iteration 1F (15552.640000 sec): 3 clusters Score: Raw -432348.599260 + Penalty 3958.600681 = -428389.998580 nChanged 252 SP:Iteration 2F (15552.850000 sec): 3 clusters Score: Raw -432544.821423 + Penalty 3958.600681 = -428586.220742 nChanged 158 SP:Iteration 3F (15553.060000 sec): 3 clusters Score: Raw -432666.024924 + Penalty 3958.600681 = -428707.424244 nChanged 120 SP:Iteration 4Q (15553.290000 sec): 3 clusters Score: Raw -432767.226171 + Penalty 3958.600681 = -428808.625490 nChanged 120 SP:Iteration 5Q (15553.440000 sec): 3 clusters Score: Raw -432918.988845 + Penalty 3958.600681 = -428960.388164 nChanged 130 SP:Iteration 6Q (15553.680000 sec): 3 clusters Score: Raw -433070.442661 + Penalty 3958.600681 = -429111.841980 nChanged 126 SP:Iteration 7Q (15553.900000 sec): 3 clusters Score: Raw -433210.164811 + Penalty 3958.600681 = -429251.564130 nChanged 118 SP:Iteration 8Q (15554.150000 sec): 3 clusters Score: Raw -433323.126794 + Penalty 3958.600681 = -429364.526113 nChanged 95 SP:Iteration 9Q (15554.350000 sec): 3 clusters Score: Raw -433403.227731 + Penalty 3958.600681 = -429444.627050 nChanged 84 SP:Iteration 10Q (15554.620000 sec): 3 clusters Score: Raw -433460.877926 + Penalty 3958.600681 = -429502.277245 nChanged 60 SP:Iteration 11Q (15554.850000 sec): 3 clusters Score: Raw -433506.948838 + Penalty 3958.600681 = -429548.348157 nChanged 66 SP:Iteration 12Q (15555.090000 sec): 3 clusters Score: Raw -433556.882527 + Penalty 3958.600681 = -429598.281846 nChanged 49 SP:Iteration 13Q (15555.300000 sec): 3 clusters Score: Raw -433589.827977 + Penalty 3958.600681 = -429631.227296 nChanged 29 SP:Iteration 14Q (15555.470000 sec): 3 clusters Score: Raw -433606.822122 + Penalty 3958.600681 = -429648.221442 nChanged 22 SP:Iteration 15Q (15555.670000 sec): 3 clusters Score: Raw -433619.790495 + Penalty 3958.600681 = -429661.189814 nChanged 14 SP:Iteration 16Q (15555.890000 sec): 3 clusters Score: Raw -433628.648183 + Penalty 3958.600681 = -429670.047503 nChanged 15 SP:Iteration 17Q (15556.070000 sec): 3 clusters Score: Raw -433636.275881 + Penalty 3958.600681 = -429677.675200 nChanged 13 SP:Iteration 18Q (15556.290000 sec): 3 clusters Score: Raw -433643.693143 + Penalty 3958.600681 = -429685.092462 nChanged 14 SP:Iteration 19Q (15556.540000 sec): 3 clusters Score: Raw -433655.045432 + Penalty 3958.600681 = -429696.444751 nChanged 16 SP:Iteration 20F (15556.750000 sec): 3 clusters Score: Raw -433672.214699 + Penalty 3958.600681 = -429713.614018 nChanged 30 SP:Iteration 21Q (15556.950000 sec): 3 clusters Score: Raw -433699.670822 + Penalty 3958.600681 = -429741.070141 nChanged 24 SP:Iteration 22Q (15557.150000 sec): 3 clusters Score: Raw -433718.206713 + Penalty 3958.600681 = -429759.606032 nChanged 24 SP:Iteration 23Q (15557.390000 sec): 3 clusters Score: Raw -433729.942935 + Penalty 3958.600681 = -429771.342255 nChanged 19 SP:Iteration 24Q (15557.590000 sec): 3 clusters Score: Raw -433741.639019 + Penalty 3958.600681 = -429783.038338 nChanged 19 SP:Iteration 25Q (15557.800000 sec): 3 clusters Score: Raw -433752.011958 + Penalty 3958.600681 = -429793.411277 nChanged 14 SP:Iteration 26Q (15558.010000 sec): 3 clusters Score: Raw -433759.346251 + Penalty 3958.600681 = -429800.745570 nChanged 9 SP:Iteration 27Q (15558.230000 sec): 3 clusters Score: Raw -433763.442100 + Penalty 3958.600681 = -429804.841419 nChanged 6 SP:Iteration 28Q (15558.430000 sec): 3 clusters Score: Raw -433765.895586 + Penalty 3958.600681 = -429807.294905 nChanged 4 SP:Iteration 29Q (15558.590000 sec): 3 clusters Score: Raw -433767.062553 + Penalty 3958.600681 = -429808.461872 nChanged 2 SP:Iteration 30Q (15558.760000 sec): 3 clusters Score: Raw -433767.906104 + Penalty 3958.600681 = -429809.305423 nChanged 5 SP:Iteration 31Q (15558.930000 sec): 3 clusters Score: Raw -433770.907885 + Penalty 3958.600681 = -429812.307204 nChanged 3 SP:Iteration 32Q (15559.090000 sec): 3 clusters Score: Raw -433772.907239 + Penalty 3958.600681 = -429814.306558 nChanged 3 SP:Iteration 33Q (15559.260000 sec): 3 clusters Score: Raw -433775.095343 + Penalty 3958.600681 = -429816.494662 nChanged 5 SP:Iteration 34Q (15559.460000 sec): 3 clusters Score: Raw -433777.575026 + Penalty 3958.600681 = -429818.974345 nChanged 1 SP:Iteration 35Q (15559.660000 sec): 3 clusters Score: Raw -433777.836434 + Penalty 3958.600681 = -429819.235754 nChanged 1 SP:Iteration 36Q (15559.880000 sec): 3 clusters Score: Raw -433778.265253 + Penalty 3958.600681 = -429819.664572 nChanged 0 SP:Iteration 37F (15560.080000 sec): 3 clusters Score: Raw -433778.265253 + Penalty 3958.600681 = -429819.664572 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (21104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15560.330000 sec): 2 clusters Score: Raw -3219175.929550 + Penalty 2469.390033 = -3216706.539517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15560.620000 sec): 3 clusters Score: Raw -3206917.451475 + Penalty 4938.780066 = -3201978.671409 nChanged 9287 SP:Iteration 1F (15560.930000 sec): 3 clusters Score: Raw -3211868.666981 + Penalty 4938.780066 = -3206929.886915 nChanged 1231 SP:Iteration 2F (15561.230000 sec): 3 clusters Score: Raw -3212428.242867 + Penalty 4938.780066 = -3207489.462801 nChanged 1255 SP:Iteration 3F (15561.560000 sec): 3 clusters Score: Raw -3213083.411550 + Penalty 4938.780066 = -3208144.631484 nChanged 1312 SP:Iteration 4F (15561.880000 sec): 3 clusters Score: Raw -3213879.747341 + Penalty 4938.780066 = -3208940.967275 nChanged 1417 SP:Iteration 5F (15562.170000 sec): 3 clusters Score: Raw -3214918.568451 + Penalty 4938.780066 = -3209979.788385 nChanged 1479 SP:Iteration 6F (15562.480000 sec): 3 clusters Score: Raw -3216126.182463 + Penalty 4938.780066 = -3211187.402397 nChanged 1378 SP:Iteration 7F (15562.790000 sec): 3 clusters Score: Raw -3217285.482621 + Penalty 4938.780066 = -3212346.702555 nChanged 1059 SP:Iteration 8F (15563.120000 sec): 3 clusters Score: Raw -3218148.155729 + Penalty 4938.780066 = -3213209.375663 nChanged 720 SP:Iteration 9Q (15563.440000 sec): 3 clusters Score: Raw -3218718.137793 + Penalty 4938.780066 = -3213779.357727 nChanged 481 SP:Iteration 10Q (15563.780000 sec): 3 clusters Score: Raw -3219083.585855 + Penalty 4938.780066 = -3214144.805789 nChanged 292 SP:Iteration 11Q (15564.120000 sec): 3 clusters Score: Raw -3219283.232701 + Penalty 4938.780066 = -3214344.452635 nChanged 192 SP:Iteration 12Q (15564.450000 sec): 3 clusters Score: Raw -3219405.423108 + Penalty 4938.780066 = -3214466.643042 nChanged 116 SP:Iteration 13Q (15564.740000 sec): 3 clusters Score: Raw -3219489.349579 + Penalty 4938.780066 = -3214550.569513 nChanged 78 SP:Iteration 14Q (15565.080000 sec): 3 clusters Score: Raw -3219544.802523 + Penalty 4938.780066 = -3214606.022457 nChanged 64 SP:Iteration 15Q (15565.360000 sec): 3 clusters Score: Raw -3219595.033880 + Penalty 4938.780066 = -3214656.253814 nChanged 42 SP:Iteration 16Q (15565.660000 sec): 3 clusters Score: Raw -3219623.805338 + Penalty 4938.780066 = -3214685.025272 nChanged 28 SP:Iteration 17Q (15565.960000 sec): 3 clusters Score: Raw -3219641.473044 + Penalty 4938.780066 = -3214702.692978 nChanged 18 SP:Iteration 18Q (15566.240000 sec): 3 clusters Score: Raw -3219654.142694 + Penalty 4938.780066 = -3214715.362628 nChanged 11 SP:Iteration 19Q (15566.540000 sec): 3 clusters Score: Raw -3219663.975728 + Penalty 4938.780066 = -3214725.195662 nChanged 12 SP:Iteration 20F (15566.850000 sec): 3 clusters Score: Raw -3219670.927458 + Penalty 4938.780066 = -3214732.147392 nChanged 6 SP:Iteration 21Q (15567.140000 sec): 3 clusters Score: Raw -3219674.916319 + Penalty 4938.780066 = -3214736.136253 nChanged 4 SP:Iteration 22Q (15567.430000 sec): 3 clusters Score: Raw -3219676.571803 + Penalty 4938.780066 = -3214737.791737 nChanged 4 SP:Iteration 23Q (15567.740000 sec): 3 clusters Score: Raw -3219678.090015 + Penalty 4938.780066 = -3214739.309949 nChanged 0 SP:Iteration 24F (15568.020000 sec): 3 clusters Score: Raw -3219678.090015 + Penalty 4938.780066 = -3214739.309949 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (144373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15568.770000 sec): 2 clusters Score: Raw -21864496.408299 + Penalty 2946.278566 = -21861550.129734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15569.760000 sec): 3 clusters Score: Raw -21770552.643541 + Penalty 5892.557132 = -21764660.086409 nChanged 69245 SP:Iteration 1F (15570.680000 sec): 3 clusters Score: Raw -21811066.198732 + Penalty 5892.557132 = -21805173.641600 nChanged 5863 SP:Iteration 2Q (15571.650000 sec): 3 clusters Score: Raw -21813166.605534 + Penalty 5892.557132 = -21807274.048403 nChanged 7730 SP:Iteration 3F (15572.590000 sec): 3 clusters Score: Raw -21816981.797886 + Penalty 5892.557132 = -21811089.240755 nChanged 10069 SP:Iteration 4F (15573.560000 sec): 3 clusters Score: Raw -21823366.841826 + Penalty 5892.557132 = -21817474.284694 nChanged 11712 SP:Iteration 5F (15574.440000 sec): 3 clusters Score: Raw -21832444.075353 + Penalty 5892.557132 = -21826551.518221 nChanged 12097 SP:Iteration 6F (15575.400000 sec): 3 clusters Score: Raw -21842959.947871 + Penalty 5892.557132 = -21837067.390739 nChanged 10261 SP:Iteration 7F (15576.280000 sec): 3 clusters Score: Raw -21852395.024577 + Penalty 5892.557132 = -21846502.467445 nChanged 7278 SP:Iteration 8F (15577.150000 sec): 3 clusters Score: Raw -21858903.204924 + Penalty 5892.557132 = -21853010.647792 nChanged 4088 SP:Iteration 9Q (15578.140000 sec): 3 clusters Score: Raw -21862236.656513 + Penalty 5892.557132 = -21856344.099382 nChanged 2035 SP:Iteration 10Q (15579.090000 sec): 3 clusters Score: Raw -21863708.803628 + Penalty 5892.557132 = -21857816.246497 nChanged 1022 SP:Iteration 11Q (15580.030000 sec): 3 clusters Score: Raw -21864388.744714 + Penalty 5892.557132 = -21858496.187583 nChanged 486 SP:Iteration 12Q (15581.060000 sec): 3 clusters Score: Raw -21864676.602015 + Penalty 5892.557132 = -21858784.044884 nChanged 238 SP:Iteration 13Q (15581.930000 sec): 3 clusters Score: Raw -21864815.379929 + Penalty 5892.557132 = -21858922.822798 nChanged 141 SP:Iteration 14Q (15582.800000 sec): 3 clusters Score: Raw -21864897.584593 + Penalty 5892.557132 = -21859005.027461 nChanged 91 SP:Iteration 15Q (15583.700000 sec): 3 clusters Score: Raw -21864950.153491 + Penalty 5892.557132 = -21859057.596359 nChanged 63 SP:Iteration 16Q (15584.600000 sec): 3 clusters Score: Raw -21864986.266160 + Penalty 5892.557132 = -21859093.709028 nChanged 40 SP:Iteration 17Q (15585.430000 sec): 3 clusters Score: Raw -21865007.580928 + Penalty 5892.557132 = -21859115.023796 nChanged 33 SP:Iteration 18Q (15586.220000 sec): 3 clusters Score: Raw -21865029.238902 + Penalty 5892.557132 = -21859136.681770 nChanged 34 SP:Iteration 19Q (15587.070000 sec): 3 clusters Score: Raw -21865049.145655 + Penalty 5892.557132 = -21859156.588523 nChanged 26 SP:Iteration 20F (15587.990000 sec): 3 clusters Score: Raw -21865067.010980 + Penalty 5892.557132 = -21859174.453848 nChanged 21 SP:Iteration 21Q (15588.800000 sec): 3 clusters Score: Raw -21865079.335855 + Penalty 5892.557132 = -21859186.778724 nChanged 14 SP:Iteration 22Q (15589.590000 sec): 3 clusters Score: Raw -21865086.214707 + Penalty 5892.557132 = -21859193.657576 nChanged 9 SP:Iteration 23Q (15590.400000 sec): 3 clusters Score: Raw -21865090.398710 + Penalty 5892.557132 = -21859197.841579 nChanged 10 SP:Iteration 24Q (15591.240000 sec): 3 clusters Score: Raw -21865095.897799 + Penalty 5892.557132 = -21859203.340667 nChanged 12 SP:Iteration 25Q (15592.090000 sec): 3 clusters Score: Raw -21865101.259515 + Penalty 5892.557132 = -21859208.702384 nChanged 9 SP:Iteration 26Q (15592.940000 sec): 3 clusters Score: Raw -21865107.065511 + Penalty 5892.557132 = -21859214.508379 nChanged 6 SP:Iteration 27Q (15593.780000 sec): 3 clusters Score: Raw -21865110.482938 + Penalty 5892.557132 = -21859217.925807 nChanged 4 SP:Iteration 28Q (15594.550000 sec): 3 clusters Score: Raw -21865112.289551 + Penalty 5892.557132 = -21859219.732419 nChanged 5 SP:Iteration 29Q (15595.250000 sec): 3 clusters Score: Raw -21865115.178397 + Penalty 5892.557132 = -21859222.621265 nChanged 8 SP:Iteration 30Q (15596.000000 sec): 3 clusters Score: Raw -21865119.485659 + Penalty 5892.557132 = -21859226.928527 nChanged 4 SP:Iteration 31Q (15596.750000 sec): 3 clusters Score: Raw -21865121.318710 + Penalty 5892.557132 = -21859228.761578 nChanged 4 SP:Iteration 32Q (15597.530000 sec): 3 clusters Score: Raw -21865122.700581 + Penalty 5892.557132 = -21859230.143450 nChanged 1 SP:Iteration 33Q (15598.260000 sec): 3 clusters Score: Raw -21865122.967010 + Penalty 5892.557132 = -21859230.409879 nChanged 1 SP:Iteration 34Q (15598.990000 sec): 3 clusters Score: Raw -21865124.032863 + Penalty 5892.557132 = -21859231.475731 nChanged 3 SP:Iteration 35Q (15599.770000 sec): 3 clusters Score: Raw -21865126.145440 + Penalty 5892.557132 = -21859233.588309 nChanged 4 SP:Iteration 36Q (15600.540000 sec): 3 clusters Score: Raw -21865128.800431 + Penalty 5892.557132 = -21859236.243299 nChanged 4 SP:Iteration 37Q (15601.390000 sec): 3 clusters Score: Raw -21865131.077686 + Penalty 5892.557132 = -21859238.520555 nChanged 4 SP:Iteration 38Q (15602.190000 sec): 3 clusters Score: Raw -21865132.544633 + Penalty 5892.557132 = -21859239.987502 nChanged 4 SP:Iteration 39Q (15603.060000 sec): 3 clusters Score: Raw -21865134.380338 + Penalty 5892.557132 = -21859241.823206 nChanged 1 SP:Iteration 40F (15603.990000 sec): 3 clusters Score: Raw -21865134.567987 + Penalty 5892.557132 = -21859242.010856 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (17636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15604.240000 sec): 2 clusters Score: Raw -2671758.864365 + Penalty 2424.868992 = -2669333.995373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15604.490000 sec): 3 clusters Score: Raw -2661755.050994 + Penalty 4849.737983 = -2656905.313011 nChanged 7671 SP:Iteration 1F (15604.720000 sec): 3 clusters Score: Raw -2665896.176210 + Penalty 4849.737983 = -2661046.438227 nChanged 1070 SP:Iteration 2F (15605.010000 sec): 3 clusters Score: Raw -2666382.979121 + Penalty 4849.737983 = -2661533.241138 nChanged 946 SP:Iteration 3F (15605.350000 sec): 3 clusters Score: Raw -2666825.137083 + Penalty 4849.737983 = -2661975.399100 nChanged 881 SP:Iteration 4Q (15605.650000 sec): 3 clusters Score: Raw -2667254.116162 + Penalty 4849.737983 = -2662404.378179 nChanged 821 SP:Iteration 5Q (15605.950000 sec): 3 clusters Score: Raw -2667693.990705 + Penalty 4849.737983 = -2662844.252722 nChanged 866 SP:Iteration 6Q (15606.220000 sec): 3 clusters Score: Raw -2668165.230149 + Penalty 4849.737983 = -2663315.492166 nChanged 825 SP:Iteration 7Q (15606.580000 sec): 3 clusters Score: Raw -2668632.680230 + Penalty 4849.737983 = -2663782.942247 nChanged 810 SP:Iteration 8Q (15606.860000 sec): 3 clusters Score: Raw -2669126.114105 + Penalty 4849.737983 = -2664276.376122 nChanged 774 SP:Iteration 9Q (15607.180000 sec): 3 clusters Score: Raw -2669649.978783 + Penalty 4849.737983 = -2664800.240800 nChanged 719 SP:Iteration 10Q (15607.480000 sec): 3 clusters Score: Raw -2670149.958078 + Penalty 4849.737983 = -2665300.220095 nChanged 628 SP:Iteration 11Q (15607.750000 sec): 3 clusters Score: Raw -2670555.429817 + Penalty 4849.737983 = -2665705.691834 nChanged 531 SP:Iteration 12Q (15608.060000 sec): 3 clusters Score: Raw -2670863.969463 + Penalty 4849.737983 = -2666014.231480 nChanged 384 SP:Iteration 13Q (15608.340000 sec): 3 clusters Score: Raw -2671051.205507 + Penalty 4849.737983 = -2666201.467524 nChanged 272 SP:Iteration 14Q (15608.620000 sec): 3 clusters Score: Raw -2671159.616008 + Penalty 4849.737983 = -2666309.878025 nChanged 213 SP:Iteration 15Q (15608.880000 sec): 3 clusters Score: Raw -2671226.580498 + Penalty 4849.737983 = -2666376.842514 nChanged 169 SP:Iteration 16Q (15609.220000 sec): 3 clusters Score: Raw -2671275.609817 + Penalty 4849.737983 = -2666425.871833 nChanged 132 SP:Iteration 17Q (15609.550000 sec): 3 clusters Score: Raw -2671306.753878 + Penalty 4849.737983 = -2666457.015895 nChanged 95 SP:Iteration 18Q (15609.820000 sec): 3 clusters Score: Raw -2671329.902307 + Penalty 4849.737983 = -2666480.164324 nChanged 90 SP:Iteration 19Q (15610.140000 sec): 3 clusters Score: Raw -2671352.167592 + Penalty 4849.737983 = -2666502.429609 nChanged 91 SP:Iteration 20F (15610.440000 sec): 3 clusters Score: Raw -2671373.562643 + Penalty 4849.737983 = -2666523.824660 nChanged 78 SP:Iteration 21Q (15610.700000 sec): 3 clusters Score: Raw -2671388.611118 + Penalty 4849.737983 = -2666538.873135 nChanged 60 SP:Iteration 22Q (15610.990000 sec): 3 clusters Score: Raw -2671400.708457 + Penalty 4849.737983 = -2666550.970474 nChanged 55 SP:Iteration 23Q (15611.240000 sec): 3 clusters Score: Raw -2671413.614723 + Penalty 4849.737983 = -2666563.876740 nChanged 50 SP:Iteration 24Q (15611.600000 sec): 3 clusters Score: Raw -2671422.208339 + Penalty 4849.737983 = -2666572.470356 nChanged 40 SP:Iteration 25Q (15611.870000 sec): 3 clusters Score: Raw -2671430.614925 + Penalty 4849.737983 = -2666580.876942 nChanged 42 SP:Iteration 26Q (15612.140000 sec): 3 clusters Score: Raw -2671439.042877 + Penalty 4849.737983 = -2666589.304894 nChanged 46 SP:Iteration 27Q (15612.460000 sec): 3 clusters Score: Raw -2671447.694417 + Penalty 4849.737983 = -2666597.956434 nChanged 48 SP:Iteration 28Q (15612.720000 sec): 3 clusters Score: Raw -2671455.334742 + Penalty 4849.737983 = -2666605.596759 nChanged 34 SP:Iteration 29Q (15612.990000 sec): 3 clusters Score: Raw -2671461.161597 + Penalty 4849.737983 = -2666611.423614 nChanged 41 SP:Iteration 30Q (15613.280000 sec): 3 clusters Score: Raw -2671467.986869 + Penalty 4849.737983 = -2666618.248886 nChanged 37 SP:Iteration 31Q (15613.540000 sec): 3 clusters Score: Raw -2671474.697721 + Penalty 4849.737983 = -2666624.959738 nChanged 38 SP:Iteration 32Q (15613.860000 sec): 3 clusters Score: Raw -2671481.829648 + Penalty 4849.737983 = -2666632.091665 nChanged 29 SP:Iteration 33Q (15614.140000 sec): 3 clusters Score: Raw -2671488.792119 + Penalty 4849.737983 = -2666639.054136 nChanged 41 SP:Iteration 34Q (15614.450000 sec): 3 clusters Score: Raw -2671497.344083 + Penalty 4849.737983 = -2666647.606100 nChanged 36 SP:Iteration 35Q (15614.740000 sec): 3 clusters Score: Raw -2671503.323545 + Penalty 4849.737983 = -2666653.585562 nChanged 27 SP:Iteration 36Q (15615.070000 sec): 3 clusters Score: Raw -2671507.176796 + Penalty 4849.737983 = -2666657.438813 nChanged 22 SP:Iteration 37Q (15615.280000 sec): 3 clusters Score: Raw -2671510.095842 + Penalty 4849.737983 = -2666660.357859 nChanged 21 SP:Iteration 38Q (15615.620000 sec): 3 clusters Score: Raw -2671513.757462 + Penalty 4849.737983 = -2666664.019479 nChanged 18 SP:Iteration 39Q (15615.860000 sec): 3 clusters Score: Raw -2671516.651999 + Penalty 4849.737983 = -2666666.914016 nChanged 16 SP:Iteration 40F (15616.120000 sec): 3 clusters Score: Raw -2671518.771834 + Penalty 4849.737983 = -2666669.033851 nChanged 10 SP:Iteration 41Q (15616.430000 sec): 3 clusters Score: Raw -2671519.875594 + Penalty 4849.737983 = -2666670.137611 nChanged 11 SP:Iteration 42Q (15616.660000 sec): 3 clusters Score: Raw -2671521.698827 + Penalty 4849.737983 = -2666671.960844 nChanged 14 SP:Iteration 43Q (15616.940000 sec): 3 clusters Score: Raw -2671523.601999 + Penalty 4849.737983 = -2666673.864015 nChanged 22 SP:Iteration 44Q (15617.140000 sec): 3 clusters Score: Raw -2671527.129751 + Penalty 4849.737983 = -2666677.391768 nChanged 27 SP:Iteration 45Q (15617.460000 sec): 3 clusters Score: Raw -2671532.794485 + Penalty 4849.737983 = -2666683.056502 nChanged 27 SP:Iteration 46Q (15617.740000 sec): 3 clusters Score: Raw -2671538.457908 + Penalty 4849.737983 = -2666688.719925 nChanged 27 SP:Iteration 47Q (15618.000000 sec): 3 clusters Score: Raw -2671543.972329 + Penalty 4849.737983 = -2666694.234346 nChanged 41 SP:Iteration 48Q (15618.300000 sec): 3 clusters Score: Raw -2671551.540845 + Penalty 4849.737983 = -2666701.802862 nChanged 30 SP:Iteration 49Q (15618.580000 sec): 3 clusters Score: Raw -2671557.168813 + Penalty 4849.737983 = -2666707.430830 nChanged 25 SP:Iteration 50Q (15618.890000 sec): 3 clusters Score: Raw -2671562.378901 + Penalty 4849.737983 = -2666712.640918 nChanged 28 SP:Iteration 51Q (15619.150000 sec): 3 clusters Score: Raw -2671567.386228 + Penalty 4849.737983 = -2666717.648245 nChanged 25 SP:Iteration 52Q (15619.380000 sec): 3 clusters Score: Raw -2671571.743587 + Penalty 4849.737983 = -2666722.005604 nChanged 24 SP:Iteration 53Q (15619.630000 sec): 3 clusters Score: Raw -2671576.148830 + Penalty 4849.737983 = -2666726.410847 nChanged 25 SP:Iteration 54Q (15619.920000 sec): 3 clusters Score: Raw -2671581.229361 + Penalty 4849.737983 = -2666731.491378 nChanged 31 SP:Iteration 55Q (15620.160000 sec): 3 clusters Score: Raw -2671588.648153 + Penalty 4849.737983 = -2666738.910170 nChanged 38 SP:Iteration 56Q (15620.430000 sec): 3 clusters Score: Raw -2671596.832650 + Penalty 4849.737983 = -2666747.094667 nChanged 35 SP:Iteration 57Q (15620.690000 sec): 3 clusters Score: Raw -2671603.206163 + Penalty 4849.737983 = -2666753.468180 nChanged 30 SP:Iteration 58Q (15621.030000 sec): 3 clusters Score: Raw -2671608.503323 + Penalty 4849.737983 = -2666758.765340 nChanged 26 SP:Iteration 59Q (15621.310000 sec): 3 clusters Score: Raw -2671613.218234 + Penalty 4849.737983 = -2666763.480251 nChanged 19 SP:Iteration 60F (15621.540000 sec): 3 clusters Score: Raw -2671615.984687 + Penalty 4849.737983 = -2666766.246704 nChanged 16 SP:Iteration 61Q (15621.810000 sec): 3 clusters Score: Raw -2671618.464376 + Penalty 4849.737983 = -2666768.726393 nChanged 13 SP:Iteration 62Q (15622.090000 sec): 3 clusters Score: Raw -2671620.572591 + Penalty 4849.737983 = -2666770.834608 nChanged 16 SP:Iteration 63Q (15622.340000 sec): 3 clusters Score: Raw -2671622.600082 + Penalty 4849.737983 = -2666772.862099 nChanged 16 SP:Iteration 64Q (15622.590000 sec): 3 clusters Score: Raw -2671624.896491 + Penalty 4849.737983 = -2666775.158508 nChanged 13 SP:Iteration 65Q (15622.910000 sec): 3 clusters Score: Raw -2671626.747299 + Penalty 4849.737983 = -2666777.009316 nChanged 14 SP:Iteration 66Q (15623.140000 sec): 3 clusters Score: Raw -2671628.781726 + Penalty 4849.737983 = -2666779.043743 nChanged 18 SP:Iteration 67Q (15623.460000 sec): 3 clusters Score: Raw -2671631.576513 + Penalty 4849.737983 = -2666781.838530 nChanged 15 SP:Iteration 68Q (15623.770000 sec): 3 clusters Score: Raw -2671633.495660 + Penalty 4849.737983 = -2666783.757677 nChanged 7 SP:Iteration 69Q (15624.110000 sec): 3 clusters Score: Raw -2671634.371705 + Penalty 4849.737983 = -2666784.633722 nChanged 9 SP:Iteration 70Q (15624.420000 sec): 3 clusters Score: Raw -2671635.642710 + Penalty 4849.737983 = -2666785.904727 nChanged 14 SP:Iteration 71Q (15624.680000 sec): 3 clusters Score: Raw -2671638.322936 + Penalty 4849.737983 = -2666788.584953 nChanged 24 SP:Iteration 72Q (15624.990000 sec): 3 clusters Score: Raw -2671643.577560 + Penalty 4849.737983 = -2666793.839577 nChanged 34 SP:Iteration 73Q (15625.300000 sec): 3 clusters Score: Raw -2671649.981438 + Penalty 4849.737983 = -2666800.243455 nChanged 24 SP:Iteration 74Q (15625.570000 sec): 3 clusters Score: Raw -2671655.402969 + Penalty 4849.737983 = -2666805.664986 nChanged 21 SP:Iteration 75Q (15625.840000 sec): 3 clusters Score: Raw -2671659.335851 + Penalty 4849.737983 = -2666809.597868 nChanged 23 SP:Iteration 76Q (15626.150000 sec): 3 clusters Score: Raw -2671663.599570 + Penalty 4849.737983 = -2666813.861586 nChanged 21 SP:Iteration 77Q (15626.480000 sec): 3 clusters Score: Raw -2671667.987444 + Penalty 4849.737983 = -2666818.249460 nChanged 20 SP:Iteration 78Q (15626.820000 sec): 3 clusters Score: Raw -2671671.090840 + Penalty 4849.737983 = -2666821.352857 nChanged 18 SP:Iteration 79Q (15627.110000 sec): 3 clusters Score: Raw -2671674.321665 + Penalty 4849.737983 = -2666824.583682 nChanged 22 SP:Iteration 80F (15627.380000 sec): 3 clusters Score: Raw -2671677.926750 + Penalty 4849.737983 = -2666828.188767 nChanged 20 SP:Iteration 81Q (15627.700000 sec): 3 clusters Score: Raw -2671681.277298 + Penalty 4849.737983 = -2666831.539315 nChanged 19 SP:Iteration 82Q (15627.960000 sec): 3 clusters Score: Raw -2671684.942679 + Penalty 4849.737983 = -2666835.204696 nChanged 23 SP:Iteration 83Q (15628.220000 sec): 3 clusters Score: Raw -2671690.585288 + Penalty 4849.737983 = -2666840.847305 nChanged 19 SP:Iteration 84Q (15628.540000 sec): 3 clusters Score: Raw -2671696.389133 + Penalty 4849.737983 = -2666846.651150 nChanged 30 SP:Iteration 85Q (15628.820000 sec): 3 clusters Score: Raw -2671704.753865 + Penalty 4849.737983 = -2666855.015882 nChanged 30 SP:Iteration 86Q (15629.140000 sec): 3 clusters Score: Raw -2671711.661584 + Penalty 4849.737983 = -2666861.923601 nChanged 32 SP:Iteration 87Q (15629.410000 sec): 3 clusters Score: Raw -2671716.909328 + Penalty 4849.737983 = -2666867.171345 nChanged 14 SP:Iteration 88Q (15629.770000 sec): 3 clusters Score: Raw -2671719.387498 + Penalty 4849.737983 = -2666869.649515 nChanged 10 SP:Iteration 89Q (15630.100000 sec): 3 clusters Score: Raw -2671721.402418 + Penalty 4849.737983 = -2666871.664435 nChanged 11 SP:Iteration 90Q (15630.460000 sec): 3 clusters Score: Raw -2671723.185000 + Penalty 4849.737983 = -2666873.447017 nChanged 8 SP:Iteration 91Q (15630.770000 sec): 3 clusters Score: Raw -2671724.835968 + Penalty 4849.737983 = -2666875.097985 nChanged 6 SP:Iteration 92Q (15631.060000 sec): 3 clusters Score: Raw -2671725.971158 + Penalty 4849.737983 = -2666876.233175 nChanged 10 SP:Iteration 93Q (15631.380000 sec): 3 clusters Score: Raw -2671727.622956 + Penalty 4849.737983 = -2666877.884973 nChanged 13 SP:Iteration 94Q (15631.620000 sec): 3 clusters Score: Raw -2671730.238197 + Penalty 4849.737983 = -2666880.500214 nChanged 17 SP:Iteration 95Q (15631.920000 sec): 3 clusters Score: Raw -2671733.191375 + Penalty 4849.737983 = -2666883.453392 nChanged 10 SP:Iteration 96Q (15632.190000 sec): 3 clusters Score: Raw -2671734.645897 + Penalty 4849.737983 = -2666884.907913 nChanged 7 SP:Iteration 97Q (15632.490000 sec): 3 clusters Score: Raw -2671735.582686 + Penalty 4849.737983 = -2666885.844703 nChanged 3 SP:Iteration 98Q (15632.740000 sec): 3 clusters Score: Raw -2671735.997746 + Penalty 4849.737983 = -2666886.259763 nChanged 3 SP:Iteration 99Q (15633.020000 sec): 3 clusters Score: Raw -2671736.299790 + Penalty 4849.737983 = -2666886.561807 nChanged 3 SP:Iteration 100F (15633.310000 sec): 3 clusters Score: Raw -2671736.620614 + Penalty 4849.737983 = -2666886.882631 nChanged 3 SP:Iteration 101Q (15633.590000 sec): 3 clusters Score: Raw -2671737.091559 + Penalty 4849.737983 = -2666887.353576 nChanged 3 SP:Iteration 102Q (15633.850000 sec): 3 clusters Score: Raw -2671737.438369 + Penalty 4849.737983 = -2666887.700386 nChanged 4 SP:Iteration 103Q (15634.120000 sec): 3 clusters Score: Raw -2671737.982569 + Penalty 4849.737983 = -2666888.244586 nChanged 8 SP:Iteration 104Q (15634.380000 sec): 3 clusters Score: Raw -2671739.358785 + Penalty 4849.737983 = -2666889.620802 nChanged 13 SP:Iteration 105Q (15634.720000 sec): 3 clusters Score: Raw -2671742.049253 + Penalty 4849.737983 = -2666892.311270 nChanged 13 SP:Iteration 106Q (15634.950000 sec): 3 clusters Score: Raw -2671745.327242 + Penalty 4849.737983 = -2666895.589259 nChanged 13 SP:Iteration 107Q (15635.220000 sec): 3 clusters Score: Raw -2671748.119332 + Penalty 4849.737983 = -2666898.381349 nChanged 16 SP:Iteration 108Q (15635.540000 sec): 3 clusters Score: Raw -2671751.326432 + Penalty 4849.737983 = -2666901.588449 nChanged 14 SP:Iteration 109Q (15635.760000 sec): 3 clusters Score: Raw -2671754.461723 + Penalty 4849.737983 = -2666904.723740 nChanged 14 SP:Iteration 110Q (15636.080000 sec): 3 clusters Score: Raw -2671757.145038 + Penalty 4849.737983 = -2666907.407055 nChanged 8 SP:Iteration 111Q (15636.360000 sec): 3 clusters Score: Raw -2671759.013625 + Penalty 4849.737983 = -2666909.275642 nChanged 16 SP:Iteration 112Q (15636.620000 sec): 3 clusters Score: Raw -2671762.339862 + Penalty 4849.737983 = -2666912.601879 nChanged 16 SP:Iteration 113Q (15636.880000 sec): 3 clusters Score: Raw -2671765.096929 + Penalty 4849.737983 = -2666915.358946 nChanged 13 SP:Iteration 114Q (15637.100000 sec): 3 clusters Score: Raw -2671767.822307 + Penalty 4849.737983 = -2666918.084324 nChanged 15 SP:Iteration 115Q (15637.390000 sec): 3 clusters Score: Raw -2671770.516201 + Penalty 4849.737983 = -2666920.778218 nChanged 8 SP:Iteration 116Q (15637.650000 sec): 3 clusters Score: Raw -2671771.946173 + Penalty 4849.737983 = -2666922.208190 nChanged 9 SP:Iteration 117Q (15637.900000 sec): 3 clusters Score: Raw -2671773.253392 + Penalty 4849.737983 = -2666923.515409 nChanged 10 SP:Iteration 118Q (15638.170000 sec): 3 clusters Score: Raw -2671775.013238 + Penalty 4849.737983 = -2666925.275255 nChanged 9 SP:Iteration 119Q (15638.450000 sec): 3 clusters Score: Raw -2671776.536448 + Penalty 4849.737983 = -2666926.798464 nChanged 7 SP:Iteration 120F (15638.780000 sec): 3 clusters Score: Raw -2671777.616148 + Penalty 4849.737983 = -2666927.878165 nChanged 6 SP:Iteration 121Q (15639.100000 sec): 3 clusters Score: Raw -2671778.529499 + Penalty 4849.737983 = -2666928.791516 nChanged 5 SP:Iteration 122Q (15639.340000 sec): 3 clusters Score: Raw -2671779.185276 + Penalty 4849.737983 = -2666929.447293 nChanged 2 SP:Iteration 123Q (15639.640000 sec): 3 clusters Score: Raw -2671779.660481 + Penalty 4849.737983 = -2666929.922498 nChanged 2 SP:Iteration 124Q (15639.950000 sec): 3 clusters Score: Raw -2671780.041729 + Penalty 4849.737983 = -2666930.303746 nChanged 3 SP:Iteration 125Q (15640.260000 sec): 3 clusters Score: Raw -2671780.814296 + Penalty 4849.737983 = -2666931.076313 nChanged 5 SP:Iteration 126Q (15640.590000 sec): 3 clusters Score: Raw -2671781.996228 + Penalty 4849.737983 = -2666932.258245 nChanged 3 SP:Iteration 127Q (15640.870000 sec): 3 clusters Score: Raw -2671782.505935 + Penalty 4849.737983 = -2666932.767952 nChanged 3 SP:Iteration 128Q (15641.180000 sec): 3 clusters Score: Raw -2671783.293802 + Penalty 4849.737983 = -2666933.555819 nChanged 5 SP:Iteration 129Q (15641.460000 sec): 3 clusters Score: Raw -2671784.523043 + Penalty 4849.737983 = -2666934.785060 nChanged 7 SP:Iteration 130Q (15641.740000 sec): 3 clusters Score: Raw -2671786.148758 + Penalty 4849.737983 = -2666936.410774 nChanged 11 SP:Iteration 131Q (15642.000000 sec): 3 clusters Score: Raw -2671788.742154 + Penalty 4849.737983 = -2666939.004171 nChanged 21 SP:Iteration 132Q (15642.310000 sec): 3 clusters Score: Raw -2671792.680586 + Penalty 4849.737983 = -2666942.942603 nChanged 15 SP:Iteration 133Q (15642.610000 sec): 3 clusters Score: Raw -2671795.481405 + Penalty 4849.737983 = -2666945.743422 nChanged 15 SP:Iteration 134Q (15642.900000 sec): 3 clusters Score: Raw -2671799.195304 + Penalty 4849.737983 = -2666949.457321 nChanged 16 SP:Iteration 135Q (15643.160000 sec): 3 clusters Score: Raw -2671802.037477 + Penalty 4849.737983 = -2666952.299494 nChanged 13 SP:Iteration 136Q (15643.470000 sec): 3 clusters Score: Raw -2671804.369264 + Penalty 4849.737983 = -2666954.631281 nChanged 13 SP:Iteration 137Q (15643.730000 sec): 3 clusters Score: Raw -2671806.777165 + Penalty 4849.737983 = -2666957.039182 nChanged 13 SP:Iteration 138Q (15644.030000 sec): 3 clusters Score: Raw -2671809.673922 + Penalty 4849.737983 = -2666959.935939 nChanged 13 SP:Iteration 139Q (15644.260000 sec): 3 clusters Score: Raw -2671812.419263 + Penalty 4849.737983 = -2666962.681280 nChanged 15 SP:Iteration 140F (15644.570000 sec): 3 clusters Score: Raw -2671816.738018 + Penalty 4849.737983 = -2666967.000035 nChanged 20 SP:Iteration 141Q (15644.830000 sec): 3 clusters Score: Raw -2671821.644908 + Penalty 4849.737983 = -2666971.906925 nChanged 20 SP:Iteration 142Q (15645.150000 sec): 3 clusters Score: Raw -2671826.888859 + Penalty 4849.737983 = -2666977.150876 nChanged 15 SP:Iteration 143Q (15645.410000 sec): 3 clusters Score: Raw -2671830.224776 + Penalty 4849.737983 = -2666980.486793 nChanged 15 SP:Iteration 144Q (15645.710000 sec): 3 clusters Score: Raw -2671833.129668 + Penalty 4849.737983 = -2666983.391685 nChanged 14 SP:Iteration 145Q (15646.010000 sec): 3 clusters Score: Raw -2671836.144309 + Penalty 4849.737983 = -2666986.406326 nChanged 14 SP:Iteration 146Q (15646.290000 sec): 3 clusters Score: Raw -2671838.885840 + Penalty 4849.737983 = -2666989.147857 nChanged 8 SP:Iteration 147Q (15646.600000 sec): 3 clusters Score: Raw -2671840.106687 + Penalty 4849.737983 = -2666990.368703 nChanged 6 SP:Iteration 148Q (15646.870000 sec): 3 clusters Score: Raw -2671841.043480 + Penalty 4849.737983 = -2666991.305497 nChanged 8 SP:Iteration 149Q (15647.220000 sec): 3 clusters Score: Raw -2671842.139870 + Penalty 4849.737983 = -2666992.401887 nChanged 6 SP:Iteration 150Q (15647.470000 sec): 3 clusters Score: Raw -2671843.768870 + Penalty 4849.737983 = -2666994.030887 nChanged 11 SP:Iteration 151Q (15647.780000 sec): 3 clusters Score: Raw -2671846.560072 + Penalty 4849.737983 = -2666996.822089 nChanged 16 SP:Iteration 152Q (15648.120000 sec): 3 clusters Score: Raw -2671849.795491 + Penalty 4849.737983 = -2667000.057508 nChanged 9 SP:Iteration 153Q (15648.410000 sec): 3 clusters Score: Raw -2671851.473631 + Penalty 4849.737983 = -2667001.735648 nChanged 12 SP:Iteration 154Q (15648.710000 sec): 3 clusters Score: Raw -2671853.452237 + Penalty 4849.737983 = -2667003.714254 nChanged 10 SP:Iteration 155Q (15649.020000 sec): 3 clusters Score: Raw -2671856.469670 + Penalty 4849.737983 = -2667006.731687 nChanged 11 SP:Iteration 156Q (15649.290000 sec): 3 clusters Score: Raw -2671859.250466 + Penalty 4849.737983 = -2667009.512483 nChanged 8 SP:Iteration 157Q (15649.620000 sec): 3 clusters Score: Raw -2671861.923154 + Penalty 4849.737983 = -2667012.185171 nChanged 5 SP:Iteration 158Q (15649.900000 sec): 3 clusters Score: Raw -2671863.138154 + Penalty 4849.737983 = -2667013.400171 nChanged 7 SP:Iteration 159Q (15650.230000 sec): 3 clusters Score: Raw -2671864.401706 + Penalty 4849.737983 = -2667014.663723 nChanged 8 SP:Iteration 160F (15650.560000 sec): 3 clusters Score: Raw -2671866.495469 + Penalty 4849.737983 = -2667016.757486 nChanged 9 SP:Iteration 161Q (15650.920000 sec): 3 clusters Score: Raw -2671868.822761 + Penalty 4849.737983 = -2667019.084778 nChanged 14 SP:Iteration 162Q (15651.200000 sec): 3 clusters Score: Raw -2671872.463991 + Penalty 4849.737983 = -2667022.726008 nChanged 15 SP:Iteration 163Q (15651.500000 sec): 3 clusters Score: Raw -2671875.974142 + Penalty 4849.737983 = -2667026.236159 nChanged 8 SP:Iteration 164Q (15651.810000 sec): 3 clusters Score: Raw -2671877.966259 + Penalty 4849.737983 = -2667028.228276 nChanged 7 SP:Iteration 165Q (15652.160000 sec): 3 clusters Score: Raw -2671879.065365 + Penalty 4849.737983 = -2667029.327382 nChanged 7 SP:Iteration 166Q (15652.440000 sec): 3 clusters Score: Raw -2671879.857430 + Penalty 4849.737983 = -2667030.119446 nChanged 8 SP:Iteration 167Q (15652.740000 sec): 3 clusters Score: Raw -2671882.620444 + Penalty 4849.737983 = -2667032.882461 nChanged 6 SP:Iteration 168Q (15653.020000 sec): 3 clusters Score: Raw -2671884.128075 + Penalty 4849.737983 = -2667034.390092 nChanged 10 SP:Iteration 169Q (15653.310000 sec): 3 clusters Score: Raw -2671886.743227 + Penalty 4849.737983 = -2667037.005244 nChanged 10 SP:Iteration 170Q (15653.620000 sec): 3 clusters Score: Raw -2671889.147582 + Penalty 4849.737983 = -2667039.409599 nChanged 12 SP:Iteration 171Q (15653.910000 sec): 3 clusters Score: Raw -2671892.182141 + Penalty 4849.737983 = -2667042.444158 nChanged 6 SP:Iteration 172Q (15654.220000 sec): 3 clusters Score: Raw -2671893.389194 + Penalty 4849.737983 = -2667043.651211 nChanged 4 SP:Iteration 173Q (15654.500000 sec): 3 clusters Score: Raw -2671894.447348 + Penalty 4849.737983 = -2667044.709365 nChanged 6 SP:Iteration 174Q (15654.740000 sec): 3 clusters Score: Raw -2671895.921220 + Penalty 4849.737983 = -2667046.183237 nChanged 9 SP:Iteration 175Q (15655.010000 sec): 3 clusters Score: Raw -2671897.606094 + Penalty 4849.737983 = -2667047.868111 nChanged 9 SP:Iteration 176Q (15655.280000 sec): 3 clusters Score: Raw -2671899.656829 + Penalty 4849.737983 = -2667049.918846 nChanged 10 SP:Iteration 177Q (15655.570000 sec): 3 clusters Score: Raw -2671902.365186 + Penalty 4849.737983 = -2667052.627203 nChanged 12 SP:Iteration 178Q (15655.870000 sec): 3 clusters Score: Raw -2671904.902314 + Penalty 4849.737983 = -2667055.164331 nChanged 9 SP:Iteration 179Q (15656.120000 sec): 3 clusters Score: Raw -2671906.603222 + Penalty 4849.737983 = -2667056.865239 nChanged 5 SP:Iteration 180F (15656.380000 sec): 3 clusters Score: Raw -2671907.725082 + Penalty 4849.737983 = -2667057.987099 nChanged 6 SP:Iteration 181Q (15656.660000 sec): 3 clusters Score: Raw -2671908.788822 + Penalty 4849.737983 = -2667059.050838 nChanged 8 SP:Iteration 182Q (15656.890000 sec): 3 clusters Score: Raw -2671910.598362 + Penalty 4849.737983 = -2667060.860379 nChanged 8 SP:Iteration 183Q (15657.150000 sec): 3 clusters Score: Raw -2671912.938906 + Penalty 4849.737983 = -2667063.200923 nChanged 8 SP:Iteration 184Q (15657.470000 sec): 3 clusters Score: Raw -2671914.995742 + Penalty 4849.737983 = -2667065.257759 nChanged 8 SP:Iteration 185Q (15657.690000 sec): 3 clusters Score: Raw -2671916.817679 + Penalty 4849.737983 = -2667067.079696 nChanged 9 SP:Iteration 186Q (15657.950000 sec): 3 clusters Score: Raw -2671918.568057 + Penalty 4849.737983 = -2667068.830074 nChanged 8 SP:Iteration 187Q (15658.190000 sec): 3 clusters Score: Raw -2671920.295243 + Penalty 4849.737983 = -2667070.557260 nChanged 12 SP:Iteration 188Q (15658.500000 sec): 3 clusters Score: Raw -2671922.889261 + Penalty 4849.737983 = -2667073.151278 nChanged 12 SP:Iteration 189Q (15658.760000 sec): 3 clusters Score: Raw -2671925.829725 + Penalty 4849.737983 = -2667076.091742 nChanged 11 SP:Iteration 190Q (15659.050000 sec): 3 clusters Score: Raw -2671928.904944 + Penalty 4849.737983 = -2667079.166961 nChanged 15 SP:Iteration 191Q (15659.330000 sec): 3 clusters Score: Raw -2671932.379623 + Penalty 4849.737983 = -2667082.641640 nChanged 12 SP:Iteration 192Q (15659.600000 sec): 3 clusters Score: Raw -2671934.713133 + Penalty 4849.737983 = -2667084.975150 nChanged 13 SP:Iteration 193Q (15659.840000 sec): 3 clusters Score: Raw -2671937.852498 + Penalty 4849.737983 = -2667088.114515 nChanged 17 SP:Iteration 194Q (15660.140000 sec): 3 clusters Score: Raw -2671941.292502 + Penalty 4849.737983 = -2667091.554519 nChanged 14 SP:Iteration 195Q (15660.380000 sec): 3 clusters Score: Raw -2671944.066681 + Penalty 4849.737983 = -2667094.328698 nChanged 11 SP:Iteration 196Q (15660.730000 sec): 3 clusters Score: Raw -2671946.132811 + Penalty 4849.737983 = -2667096.394828 nChanged 13 SP:Iteration 197Q (15661.000000 sec): 3 clusters Score: Raw -2671948.793145 + Penalty 4849.737983 = -2667099.055162 nChanged 7 SP:Iteration 198Q (15661.270000 sec): 3 clusters Score: Raw -2671950.515585 + Penalty 4849.737983 = -2667100.777602 nChanged 10 SP:Iteration 199Q (15661.500000 sec): 3 clusters Score: Raw -2671953.458312 + Penalty 4849.737983 = -2667103.720329 nChanged 13 SP:Iteration 200F (15661.790000 sec): 3 clusters Score: Raw -2671957.339407 + Penalty 4849.737983 = -2667107.601424 nChanged 10 SP:Iteration 201Q (15662.090000 sec): 3 clusters Score: Raw -2671960.065292 + Penalty 4849.737983 = -2667110.327309 nChanged 10 SP:Iteration 202Q (15662.360000 sec): 3 clusters Score: Raw -2671962.479977 + Penalty 4849.737983 = -2667112.741994 nChanged 5 SP:Iteration 203Q (15662.670000 sec): 3 clusters Score: Raw -2671963.776819 + Penalty 4849.737983 = -2667114.038836 nChanged 4 SP:Iteration 204Q (15662.900000 sec): 3 clusters Score: Raw -2671964.539386 + Penalty 4849.737983 = -2667114.801403 nChanged 1 SP:Iteration 205Q (15663.160000 sec): 3 clusters Score: Raw -2671964.604819 + Penalty 4849.737983 = -2667114.866836 nChanged 1 SP:Iteration 206Q (15663.400000 sec): 3 clusters Score: Raw -2671964.748986 + Penalty 4849.737983 = -2667115.011003 nChanged 2 SP:Iteration 207Q (15663.650000 sec): 3 clusters Score: Raw -2671965.127326 + Penalty 4849.737983 = -2667115.389342 nChanged 2 SP:Iteration 208Q (15663.900000 sec): 3 clusters Score: Raw -2671965.752368 + Penalty 4849.737983 = -2667116.014385 nChanged 0 SP:Iteration 209F (15664.200000 sec): 3 clusters Score: Raw -2671965.752368 + Penalty 4849.737983 = -2667116.014385 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (66 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15664.320000 sec): 2 clusters Score: Raw -8001.546458 + Penalty 1039.034376 = -6962.512082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15664.430000 sec): 2 clusters Score: Raw -2944.269180 + Penalty 1039.034376 = -1905.234804 nChanged 28 SP:Iteration 1F (15664.480000 sec): 2 clusters Score: Raw -8001.546458 + Penalty 1039.034376 = -6962.512082 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (4591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15664.650000 sec): 2 clusters Score: Raw -666692.707453 + Penalty 2091.099580 = -664601.607874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15664.880000 sec): 3 clusters Score: Raw -664556.336186 + Penalty 4182.199160 = -660374.137026 nChanged 1725 SP:Iteration 1F (15665.070000 sec): 3 clusters Score: Raw -665507.690373 + Penalty 4182.199160 = -661325.491214 nChanged 309 SP:Iteration 2F (15665.320000 sec): 3 clusters Score: Raw -665677.061519 + Penalty 4182.199160 = -661494.862360 nChanged 204 SP:Iteration 3Q (15665.490000 sec): 3 clusters Score: Raw -665783.071177 + Penalty 4182.199160 = -661600.872018 nChanged 144 SP:Iteration 4Q (15665.720000 sec): 3 clusters Score: Raw -665854.867373 + Penalty 4182.199160 = -661672.668214 nChanged 135 SP:Iteration 5Q (15665.930000 sec): 3 clusters Score: Raw -665929.492827 + Penalty 4182.199160 = -661747.293668 nChanged 120 SP:Iteration 6Q (15666.110000 sec): 3 clusters Score: Raw -665998.276150 + Penalty 4182.199160 = -661816.076990 nChanged 110 SP:Iteration 7Q (15666.310000 sec): 3 clusters Score: Raw -666063.189739 + Penalty 4182.199160 = -661880.990580 nChanged 125 SP:Iteration 8Q (15666.530000 sec): 3 clusters Score: Raw -666157.344341 + Penalty 4182.199160 = -661975.145182 nChanged 137 SP:Iteration 9Q (15666.760000 sec): 3 clusters Score: Raw -666249.150817 + Penalty 4182.199160 = -662066.951657 nChanged 132 SP:Iteration 10Q (15666.990000 sec): 3 clusters Score: Raw -666343.672411 + Penalty 4182.199160 = -662161.473251 nChanged 140 SP:Iteration 11Q (15667.200000 sec): 3 clusters Score: Raw -666465.590127 + Penalty 4182.199160 = -662283.390968 nChanged 161 SP:Iteration 12Q (15667.390000 sec): 3 clusters Score: Raw -666603.673972 + Penalty 4182.199160 = -662421.474813 nChanged 162 SP:Iteration 13Q (15667.590000 sec): 3 clusters Score: Raw -666744.826646 + Penalty 4182.199160 = -662562.627486 nChanged 169 SP:Iteration 14Q (15667.830000 sec): 3 clusters Score: Raw -666906.749421 + Penalty 4182.199160 = -662724.550262 nChanged 177 SP:Iteration 15Q (15668.050000 sec): 3 clusters Score: Raw -667079.794283 + Penalty 4182.199160 = -662897.595124 nChanged 168 SP:Iteration 16Q (15668.260000 sec): 3 clusters Score: Raw -667230.151725 + Penalty 4182.199160 = -663047.952565 nChanged 140 SP:Iteration 17Q (15668.490000 sec): 3 clusters Score: Raw -667345.118960 + Penalty 4182.199160 = -663162.919800 nChanged 117 SP:Iteration 18Q (15668.690000 sec): 3 clusters Score: Raw -667436.659004 + Penalty 4182.199160 = -663254.459845 nChanged 92 SP:Iteration 19Q (15668.890000 sec): 3 clusters Score: Raw -667491.935893 + Penalty 4182.199160 = -663309.736733 nChanged 67 SP:Iteration 20F (15669.080000 sec): 3 clusters Score: Raw -667526.415807 + Penalty 4182.199160 = -663344.216648 nChanged 51 SP:Iteration 21Q (15669.270000 sec): 3 clusters Score: Raw -667551.694264 + Penalty 4182.199160 = -663369.495104 nChanged 40 SP:Iteration 22Q (15669.480000 sec): 3 clusters Score: Raw -667565.908766 + Penalty 4182.199160 = -663383.709607 nChanged 22 SP:Iteration 23Q (15669.660000 sec): 3 clusters Score: Raw -667573.671621 + Penalty 4182.199160 = -663391.472461 nChanged 16 SP:Iteration 24Q (15669.870000 sec): 3 clusters Score: Raw -667578.898857 + Penalty 4182.199160 = -663396.699698 nChanged 17 SP:Iteration 25Q (15670.040000 sec): 3 clusters Score: Raw -667585.407970 + Penalty 4182.199160 = -663403.208810 nChanged 9 SP:Iteration 26Q (15670.270000 sec): 3 clusters Score: Raw -667588.195287 + Penalty 4182.199160 = -663405.996127 nChanged 7 SP:Iteration 27Q (15670.480000 sec): 3 clusters Score: Raw -667590.508236 + Penalty 4182.199160 = -663408.309076 nChanged 9 SP:Iteration 28Q (15670.700000 sec): 3 clusters Score: Raw -667592.941970 + Penalty 4182.199160 = -663410.742811 nChanged 1 SP:Iteration 29Q (15670.880000 sec): 3 clusters Score: Raw -667593.068031 + Penalty 4182.199160 = -663410.868871 nChanged 0 SP:Iteration 30F (15671.090000 sec): 3 clusters Score: Raw -667593.068031 + Penalty 4182.199160 = -663410.868871 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15671.210000 sec): 2 clusters Score: Raw -63811.521251 + Penalty 1486.502434 = -62325.018817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15671.390000 sec): 3 clusters Score: Raw -63986.498037 + Penalty 2973.004868 = -61013.493169 nChanged 72 SP:Iteration 1F (15671.600000 sec): 3 clusters Score: Raw -64158.397956 + Penalty 2973.004868 = -61185.393088 nChanged 25 SP:Iteration 2F (15671.790000 sec): 3 clusters Score: Raw -64237.463820 + Penalty 2973.004868 = -61264.458952 nChanged 15 SP:Iteration 3Q (15671.980000 sec): 3 clusters Score: Raw -64306.110606 + Penalty 2973.004868 = -61333.105738 nChanged 12 SP:Iteration 4Q (15672.200000 sec): 3 clusters Score: Raw -64351.797218 + Penalty 2973.004868 = -61378.792350 nChanged 7 SP:Iteration 5Q (15672.380000 sec): 3 clusters Score: Raw -64392.116677 + Penalty 2973.004868 = -61419.111809 nChanged 9 SP:Iteration 6Q (15672.540000 sec): 3 clusters Score: Raw -64418.336015 + Penalty 2973.004868 = -61445.331147 nChanged 2 SP:Iteration 7Q (15672.750000 sec): 3 clusters Score: Raw -64424.732409 + Penalty 2973.004868 = -61451.727541 nChanged 0 SP:Iteration 8F (15672.940000 sec): 3 clusters Score: Raw -64424.732409 + Penalty 2973.004868 = -61451.727541 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15673.080000 sec): 2 clusters Score: Raw -41975.500821 + Penalty 1419.449105 = -40556.051716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15673.280000 sec): 3 clusters Score: Raw -42098.235040 + Penalty 2838.898211 = -39259.336830 nChanged 49 SP:Iteration 1F (15673.430000 sec): 3 clusters Score: Raw -42271.159614 + Penalty 2838.898211 = -39432.261404 nChanged 13 SP:Iteration 2Q (15673.630000 sec): 3 clusters Score: Raw -42310.115674 + Penalty 2838.898211 = -39471.217464 nChanged 7 SP:Iteration 3Q (15673.810000 sec): 3 clusters Score: Raw -42332.282215 + Penalty 2838.898211 = -39493.384004 nChanged 3 SP:Iteration 4Q (15674.000000 sec): 3 clusters Score: Raw -42338.784747 + Penalty 2838.898211 = -39499.886537 nChanged 1 SP:Iteration 5Q (15674.150000 sec): 3 clusters Score: Raw -42343.724207 + Penalty 2838.898211 = -39504.825996 nChanged 0 SP:Iteration 6F (15674.380000 sec): 3 clusters Score: Raw -42343.724207 + Penalty 2838.898211 = -39504.825996 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15674.480000 sec): 2 clusters Score: Raw -117280.842025 + Penalty 1670.178732 = -115610.663293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15674.650000 sec): 3 clusters Score: Raw -117209.620656 + Penalty 3340.357463 = -113869.263193 nChanged 212 SP:Iteration 1F (15674.870000 sec): 3 clusters Score: Raw -117555.887085 + Penalty 3340.357463 = -114215.529621 nChanged 59 SP:Iteration 2F (15675.050000 sec): 3 clusters Score: Raw -117641.269165 + Penalty 3340.357463 = -114300.911702 nChanged 31 SP:Iteration 3Q (15675.250000 sec): 3 clusters Score: Raw -117705.357827 + Penalty 3340.357463 = -114365.000364 nChanged 22 SP:Iteration 4Q (15675.450000 sec): 3 clusters Score: Raw -117734.189811 + Penalty 3340.357463 = -114393.832348 nChanged 12 SP:Iteration 5Q (15675.640000 sec): 3 clusters Score: Raw -117765.826601 + Penalty 3340.357463 = -114425.469137 nChanged 17 SP:Iteration 6Q (15675.820000 sec): 3 clusters Score: Raw -117809.257231 + Penalty 3340.357463 = -114468.899768 nChanged 20 SP:Iteration 7Q (15676.010000 sec): 3 clusters Score: Raw -117879.984089 + Penalty 3340.357463 = -114539.626626 nChanged 28 SP:Iteration 8Q (15676.190000 sec): 3 clusters Score: Raw -117988.362741 + Penalty 3340.357463 = -114648.005277 nChanged 39 SP:Iteration 9Q (15676.420000 sec): 3 clusters Score: Raw -118142.841821 + Penalty 3340.357463 = -114802.484358 nChanged 28 SP:Iteration 10Q (15676.570000 sec): 3 clusters Score: Raw -118235.271665 + Penalty 3340.357463 = -114894.914201 nChanged 31 SP:Iteration 11Q (15676.760000 sec): 3 clusters Score: Raw -118338.439510 + Penalty 3340.357463 = -114998.082047 nChanged 31 SP:Iteration 12Q (15676.960000 sec): 3 clusters Score: Raw -118418.343900 + Penalty 3340.357463 = -115077.986437 nChanged 22 SP:Iteration 13Q (15677.180000 sec): 3 clusters Score: Raw -118466.783789 + Penalty 3340.357463 = -115126.426325 nChanged 27 SP:Iteration 14Q (15677.390000 sec): 3 clusters Score: Raw -118520.324851 + Penalty 3340.357463 = -115179.967388 nChanged 26 SP:Iteration 15Q (15677.550000 sec): 3 clusters Score: Raw -118570.949220 + Penalty 3340.357463 = -115230.591757 nChanged 20 SP:Iteration 16Q (15677.770000 sec): 3 clusters Score: Raw -118611.252052 + Penalty 3340.357463 = -115270.894589 nChanged 11 SP:Iteration 17Q (15677.950000 sec): 3 clusters Score: Raw -118640.491399 + Penalty 3340.357463 = -115300.133936 nChanged 11 SP:Iteration 18Q (15678.100000 sec): 3 clusters Score: Raw -118682.264735 + Penalty 3340.357463 = -115341.907271 nChanged 8 SP:Iteration 19Q (15678.290000 sec): 3 clusters Score: Raw -118701.381474 + Penalty 3340.357463 = -115361.024010 nChanged 5 SP:Iteration 20F (15678.510000 sec): 3 clusters Score: Raw -118714.784136 + Penalty 3340.357463 = -115374.426673 nChanged 6 SP:Iteration 21Q (15678.680000 sec): 3 clusters Score: Raw -118729.578484 + Penalty 3340.357463 = -115389.221020 nChanged 2 SP:Iteration 22Q (15678.850000 sec): 3 clusters Score: Raw -118733.867380 + Penalty 3340.357463 = -115393.509917 nChanged 2 SP:Iteration 23Q (15679.050000 sec): 3 clusters Score: Raw -118738.521099 + Penalty 3340.357463 = -115398.163635 nChanged 3 SP:Iteration 24Q (15679.230000 sec): 3 clusters Score: Raw -118749.728737 + Penalty 3340.357463 = -115409.371274 nChanged 2 SP:Iteration 25Q (15679.410000 sec): 3 clusters Score: Raw -118753.528752 + Penalty 3340.357463 = -115413.171289 nChanged 1 SP:Iteration 26Q (15679.610000 sec): 3 clusters Score: Raw -118756.905946 + Penalty 3340.357463 = -115416.548483 nChanged 0 SP:Iteration 27F (15679.760000 sec): 3 clusters Score: Raw -118756.905946 + Penalty 3340.357463 = -115416.548483 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15679.880000 sec): 2 clusters Score: Raw -26851.158097 + Penalty 1416.185900 = -25434.972196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15680.050000 sec): 3 clusters Score: Raw -27156.308114 + Penalty 2832.371801 = -24323.936313 nChanged 71 SP:Iteration 1F (15680.240000 sec): 3 clusters Score: Raw -27700.125657 + Penalty 2832.371801 = -24867.753856 nChanged 26 SP:Iteration 2F (15680.430000 sec): 3 clusters Score: Raw -27939.933805 + Penalty 2832.371801 = -25107.562004 nChanged 8 SP:Iteration 3Q (15680.580000 sec): 3 clusters Score: Raw -27988.267142 + Penalty 2832.371801 = -25155.895341 nChanged 3 SP:Iteration 4Q (15680.730000 sec): 3 clusters Score: Raw -28001.074829 + Penalty 2832.371801 = -25168.703028 nChanged 3 SP:Iteration 5Q (15680.960000 sec): 3 clusters Score: Raw -28018.150539 + Penalty 2832.371801 = -25185.778738 nChanged 1 SP:Iteration 6Q (15681.100000 sec): 3 clusters Score: Raw -28020.814723 + Penalty 2832.371801 = -25188.442923 nChanged 1 SP:Iteration 7Q (15681.290000 sec): 3 clusters Score: Raw -28023.479049 + Penalty 2832.371801 = -25191.107249 nChanged 1 SP:Iteration 8Q (15681.500000 sec): 3 clusters Score: Raw -28028.596977 + Penalty 2832.371801 = -25196.225177 nChanged 1 SP:Iteration 9Q (15681.670000 sec): 3 clusters Score: Raw -28031.887233 + Penalty 2832.371801 = -25199.515433 nChanged 1 SP:Iteration 10Q (15681.810000 sec): 3 clusters Score: Raw -28034.293610 + Penalty 2832.371801 = -25201.921809 nChanged 1 SP:Iteration 11Q (15682.030000 sec): 3 clusters Score: Raw -28057.804637 + Penalty 2832.371801 = -25225.432836 nChanged 1 SP:Iteration 12Q (15682.190000 sec): 3 clusters Score: Raw -28087.891008 + Penalty 2832.371801 = -25255.519207 nChanged 0 SP:Iteration 13F (15682.370000 sec): 3 clusters Score: Raw -28087.891008 + Penalty 2832.371801 = -25255.519207 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15682.470000 sec): 2 clusters Score: Raw -33855.750129 + Penalty 1387.488422 = -32468.261707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15682.630000 sec): 3 clusters Score: Raw -34057.428472 + Penalty 2774.976844 = -31282.451628 nChanged 30 SP:Iteration 1F (15682.790000 sec): 3 clusters Score: Raw -34172.791586 + Penalty 2774.976844 = -31397.814742 nChanged 8 SP:Iteration 2Q (15683.010000 sec): 3 clusters Score: Raw -34200.386778 + Penalty 2774.976844 = -31425.409934 nChanged 6 SP:Iteration 3Q (15683.190000 sec): 3 clusters Score: Raw -34253.978886 + Penalty 2774.976844 = -31479.002042 nChanged 6 SP:Iteration 4Q (15683.360000 sec): 3 clusters Score: Raw -34294.811650 + Penalty 2774.976844 = -31519.834806 nChanged 3 SP:Iteration 5Q (15683.520000 sec): 3 clusters Score: Raw -34327.519705 + Penalty 2774.976844 = -31552.542861 nChanged 5 SP:Iteration 6Q (15683.670000 sec): 3 clusters Score: Raw -34465.593362 + Penalty 2774.976844 = -31690.616517 nChanged 11 SP:Iteration 7Q (15683.890000 sec): 3 clusters Score: Raw -34522.144636 + Penalty 2774.976844 = -31747.167791 nChanged 8 SP:Iteration 8Q (15684.050000 sec): 3 clusters Score: Raw -34553.975826 + Penalty 2774.976844 = -31778.998982 nChanged 3 SP:Iteration 9Q (15684.210000 sec): 3 clusters Score: Raw -34569.429004 + Penalty 2774.976844 = -31794.452160 nChanged 3 SP:Iteration 10Q (15684.380000 sec): 3 clusters Score: Raw -34584.763451 + Penalty 2774.976844 = -31809.786607 nChanged 3 SP:Iteration 11Q (15684.600000 sec): 3 clusters Score: Raw -34598.286296 + Penalty 2774.976844 = -31823.309452 nChanged 2 SP:Iteration 12Q (15684.760000 sec): 3 clusters Score: Raw -34606.779844 + Penalty 2774.976844 = -31831.802999 nChanged 1 SP:Iteration 13Q (15684.930000 sec): 3 clusters Score: Raw -34613.312569 + Penalty 2774.976844 = -31838.335725 nChanged 0 SP:Iteration 14F (15685.080000 sec): 3 clusters Score: Raw -34613.312569 + Penalty 2774.976844 = -31838.335725 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (3983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15685.200000 sec): 2 clusters Score: Raw -606915.494336 + Penalty 2055.868065 = -604859.626271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15685.400000 sec): 3 clusters Score: Raw -605075.129305 + Penalty 4111.736129 = -600963.393176 nChanged 1452 SP:Iteration 1F (15685.620000 sec): 3 clusters Score: Raw -605930.027167 + Penalty 4111.736129 = -601818.291037 nChanged 306 SP:Iteration 2F (15685.790000 sec): 3 clusters Score: Raw -606144.831478 + Penalty 4111.736129 = -602033.095349 nChanged 210 SP:Iteration 3F (15685.990000 sec): 3 clusters Score: Raw -606327.830511 + Penalty 4111.736129 = -602216.094382 nChanged 177 SP:Iteration 4Q (15686.170000 sec): 3 clusters Score: Raw -606510.144325 + Penalty 4111.736129 = -602398.408195 nChanged 181 SP:Iteration 5Q (15686.350000 sec): 3 clusters Score: Raw -606686.110173 + Penalty 4111.736129 = -602574.374044 nChanged 194 SP:Iteration 6Q (15686.580000 sec): 3 clusters Score: Raw -606913.007254 + Penalty 4111.736129 = -602801.271125 nChanged 240 SP:Iteration 7F (15686.770000 sec): 3 clusters Score: Raw -607173.595243 + Penalty 4111.736129 = -603061.859114 nChanged 207 SP:Iteration 8F (15687.040000 sec): 3 clusters Score: Raw -607343.339387 + Penalty 4111.736129 = -603231.603257 nChanged 177 SP:Iteration 9Q (15687.260000 sec): 3 clusters Score: Raw -607480.779086 + Penalty 4111.736129 = -603369.042957 nChanged 126 SP:Iteration 10Q (15687.450000 sec): 3 clusters Score: Raw -607565.723745 + Penalty 4111.736129 = -603453.987615 nChanged 91 SP:Iteration 11Q (15687.690000 sec): 3 clusters Score: Raw -607622.798742 + Penalty 4111.736129 = -603511.062613 nChanged 64 SP:Iteration 12Q (15687.880000 sec): 3 clusters Score: Raw -607659.059707 + Penalty 4111.736129 = -603547.323578 nChanged 45 SP:Iteration 13Q (15688.080000 sec): 3 clusters Score: Raw -607680.265211 + Penalty 4111.736129 = -603568.529081 nChanged 31 SP:Iteration 14Q (15688.290000 sec): 3 clusters Score: Raw -607696.876740 + Penalty 4111.736129 = -603585.140611 nChanged 29 SP:Iteration 15Q (15688.530000 sec): 3 clusters Score: Raw -607711.519580 + Penalty 4111.736129 = -603599.783450 nChanged 20 SP:Iteration 16Q (15688.710000 sec): 3 clusters Score: Raw -607722.059225 + Penalty 4111.736129 = -603610.323096 nChanged 14 SP:Iteration 17Q (15688.930000 sec): 3 clusters Score: Raw -607728.216728 + Penalty 4111.736129 = -603616.480599 nChanged 13 SP:Iteration 18Q (15689.150000 sec): 3 clusters Score: Raw -607733.200741 + Penalty 4111.736129 = -603621.464612 nChanged 7 SP:Iteration 19Q (15689.390000 sec): 3 clusters Score: Raw -607735.125131 + Penalty 4111.736129 = -603623.389002 nChanged 1 SP:Iteration 20F (15689.590000 sec): 3 clusters Score: Raw -607735.525621 + Penalty 4111.736129 = -603623.789491 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15689.670000 sec): 2 clusters Score: Raw -37519.636952 + Penalty 1396.540522 = -36123.096430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15689.860000 sec): 3 clusters Score: Raw -37707.212334 + Penalty 2793.081044 = -34914.131291 nChanged 34 SP:Iteration 1F (15690.030000 sec): 3 clusters Score: Raw -37850.696314 + Penalty 2793.081044 = -35057.615270 nChanged 11 SP:Iteration 2Q (15690.260000 sec): 3 clusters Score: Raw -37888.660531 + Penalty 2793.081044 = -35095.579487 nChanged 5 SP:Iteration 3Q (15690.410000 sec): 3 clusters Score: Raw -37907.052520 + Penalty 2793.081044 = -35113.971477 nChanged 2 SP:Iteration 4Q (15690.630000 sec): 3 clusters Score: Raw -37914.575991 + Penalty 2793.081044 = -35121.494947 nChanged 3 SP:Iteration 5Q (15690.820000 sec): 3 clusters Score: Raw -37924.407414 + Penalty 2793.081044 = -35131.326371 nChanged 1 SP:Iteration 6Q (15690.960000 sec): 3 clusters Score: Raw -37926.233484 + Penalty 2793.081044 = -35133.152440 nChanged 0 SP:Iteration 7F (15691.190000 sec): 3 clusters Score: Raw -37926.233484 + Penalty 2793.081044 = -35133.152440 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15691.300000 sec): 2 clusters Score: Raw -43537.732142 + Penalty 1406.984170 = -42130.747972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15691.490000 sec): 3 clusters Score: Raw -43627.765218 + Penalty 2813.968341 = -40813.796877 nChanged 47 SP:Iteration 1F (15691.640000 sec): 3 clusters Score: Raw -43784.258860 + Penalty 2813.968341 = -40970.290520 nChanged 14 SP:Iteration 2Q (15691.840000 sec): 3 clusters Score: Raw -43846.319710 + Penalty 2813.968341 = -41032.351369 nChanged 3 SP:Iteration 3Q (15692.030000 sec): 3 clusters Score: Raw -43864.168702 + Penalty 2813.968341 = -41050.200361 nChanged 3 SP:Iteration 4Q (15692.240000 sec): 3 clusters Score: Raw -43871.246773 + Penalty 2813.968341 = -41057.278432 nChanged 1 SP:Iteration 5Q (15692.390000 sec): 3 clusters Score: Raw -43873.857748 + Penalty 2813.968341 = -41059.889408 nChanged 1 SP:Iteration 6Q (15692.550000 sec): 3 clusters Score: Raw -43878.997930 + Penalty 2813.968341 = -41065.029589 nChanged 1 SP:Iteration 7Q (15692.750000 sec): 3 clusters Score: Raw -43887.377716 + Penalty 2813.968341 = -41073.409376 nChanged 0 SP:Iteration 8F (15692.920000 sec): 3 clusters Score: Raw -43887.377716 + Penalty 2813.968341 = -41073.409376 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (6505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15693.040000 sec): 2 clusters Score: Raw -981618.059628 + Penalty 2177.520945 = -979440.538683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15693.270000 sec): 3 clusters Score: Raw -978292.588134 + Penalty 4355.041890 = -973937.546244 nChanged 2569 SP:Iteration 1F (15693.480000 sec): 3 clusters Score: Raw -979728.691929 + Penalty 4355.041890 = -975373.650039 nChanged 508 SP:Iteration 2F (15693.700000 sec): 3 clusters Score: Raw -979993.270670 + Penalty 4355.041890 = -975638.228780 nChanged 330 SP:Iteration 3F (15693.960000 sec): 3 clusters Score: Raw -980169.419827 + Penalty 4355.041890 = -975814.377938 nChanged 254 SP:Iteration 4Q (15694.190000 sec): 3 clusters Score: Raw -980316.617000 + Penalty 4355.041890 = -975961.575110 nChanged 237 SP:Iteration 5Q (15694.420000 sec): 3 clusters Score: Raw -980453.926979 + Penalty 4355.041890 = -976098.885089 nChanged 221 SP:Iteration 6Q (15694.650000 sec): 3 clusters Score: Raw -980578.249439 + Penalty 4355.041890 = -976223.207549 nChanged 203 SP:Iteration 7Q (15694.850000 sec): 3 clusters Score: Raw -980711.091833 + Penalty 4355.041890 = -976356.049943 nChanged 219 SP:Iteration 8Q (15695.090000 sec): 3 clusters Score: Raw -980844.235866 + Penalty 4355.041890 = -976489.193976 nChanged 197 SP:Iteration 9Q (15695.290000 sec): 3 clusters Score: Raw -980952.394071 + Penalty 4355.041890 = -976597.352181 nChanged 202 SP:Iteration 10Q (15695.500000 sec): 3 clusters Score: Raw -981064.887123 + Penalty 4355.041890 = -976709.845233 nChanged 157 SP:Iteration 11Q (15695.680000 sec): 3 clusters Score: Raw -981152.816917 + Penalty 4355.041890 = -976797.775027 nChanged 141 SP:Iteration 12Q (15695.900000 sec): 3 clusters Score: Raw -981221.697557 + Penalty 4355.041890 = -976866.655667 nChanged 141 SP:Iteration 13Q (15696.150000 sec): 3 clusters Score: Raw -981289.411812 + Penalty 4355.041890 = -976934.369922 nChanged 134 SP:Iteration 14Q (15696.340000 sec): 3 clusters Score: Raw -981363.535881 + Penalty 4355.041890 = -977008.493991 nChanged 141 SP:Iteration 15Q (15696.540000 sec): 3 clusters Score: Raw -981434.751283 + Penalty 4355.041890 = -977079.709393 nChanged 142 SP:Iteration 16Q (15696.760000 sec): 3 clusters Score: Raw -981499.706095 + Penalty 4355.041890 = -977144.664205 nChanged 133 SP:Iteration 17Q (15697.010000 sec): 3 clusters Score: Raw -981562.365032 + Penalty 4355.041890 = -977207.323143 nChanged 107 SP:Iteration 18Q (15697.240000 sec): 3 clusters Score: Raw -981610.341665 + Penalty 4355.041890 = -977255.299775 nChanged 103 SP:Iteration 19Q (15697.450000 sec): 3 clusters Score: Raw -981661.777414 + Penalty 4355.041890 = -977306.735524 nChanged 109 SP:Iteration 20F (15697.650000 sec): 3 clusters Score: Raw -981709.872548 + Penalty 4355.041890 = -977354.830658 nChanged 103 SP:Iteration 21Q (15697.900000 sec): 3 clusters Score: Raw -981760.005822 + Penalty 4355.041890 = -977404.963932 nChanged 106 SP:Iteration 22Q (15698.100000 sec): 3 clusters Score: Raw -981803.116081 + Penalty 4355.041890 = -977448.074192 nChanged 96 SP:Iteration 23Q (15698.300000 sec): 3 clusters Score: Raw -981847.984020 + Penalty 4355.041890 = -977492.942130 nChanged 96 SP:Iteration 24Q (15698.520000 sec): 3 clusters Score: Raw -981891.907049 + Penalty 4355.041890 = -977536.865159 nChanged 87 SP:Iteration 25Q (15698.720000 sec): 3 clusters Score: Raw -981936.292388 + Penalty 4355.041890 = -977581.250498 nChanged 86 SP:Iteration 26Q (15698.990000 sec): 3 clusters Score: Raw -981979.398886 + Penalty 4355.041890 = -977624.356996 nChanged 77 SP:Iteration 27Q (15699.190000 sec): 3 clusters Score: Raw -982009.926981 + Penalty 4355.041890 = -977654.885091 nChanged 58 SP:Iteration 28Q (15699.420000 sec): 3 clusters Score: Raw -982028.498810 + Penalty 4355.041890 = -977673.456920 nChanged 48 SP:Iteration 29Q (15699.660000 sec): 3 clusters Score: Raw -982048.164994 + Penalty 4355.041890 = -977693.123104 nChanged 56 SP:Iteration 30Q (15699.880000 sec): 3 clusters Score: Raw -982070.257343 + Penalty 4355.041890 = -977715.215453 nChanged 52 SP:Iteration 31Q (15700.140000 sec): 3 clusters Score: Raw -982087.423000 + Penalty 4355.041890 = -977732.381110 nChanged 45 SP:Iteration 32Q (15700.340000 sec): 3 clusters Score: Raw -982102.179866 + Penalty 4355.041890 = -977747.137976 nChanged 46 SP:Iteration 33Q (15700.580000 sec): 3 clusters Score: Raw -982114.891189 + Penalty 4355.041890 = -977759.849299 nChanged 35 SP:Iteration 34Q (15700.800000 sec): 3 clusters Score: Raw -982125.893264 + Penalty 4355.041890 = -977770.851374 nChanged 37 SP:Iteration 35Q (15701.000000 sec): 3 clusters Score: Raw -982136.827591 + Penalty 4355.041890 = -977781.785701 nChanged 38 SP:Iteration 36Q (15701.260000 sec): 3 clusters Score: Raw -982146.421798 + Penalty 4355.041890 = -977791.379908 nChanged 23 SP:Iteration 37Q (15701.480000 sec): 3 clusters Score: Raw -982152.981831 + Penalty 4355.041890 = -977797.939941 nChanged 23 SP:Iteration 38Q (15701.740000 sec): 3 clusters Score: Raw -982158.248806 + Penalty 4355.041890 = -977803.206916 nChanged 17 SP:Iteration 39Q (15702.020000 sec): 3 clusters Score: Raw -982162.327020 + Penalty 4355.041890 = -977807.285130 nChanged 11 SP:Iteration 40F (15702.230000 sec): 3 clusters Score: Raw -982164.938369 + Penalty 4355.041890 = -977809.896480 nChanged 10 SP:Iteration 41Q (15702.480000 sec): 3 clusters Score: Raw -982167.473093 + Penalty 4355.041890 = -977812.431203 nChanged 8 SP:Iteration 42Q (15702.750000 sec): 3 clusters Score: Raw -982169.232501 + Penalty 4355.041890 = -977814.190611 nChanged 7 SP:Iteration 43Q (15702.950000 sec): 3 clusters Score: Raw -982170.141890 + Penalty 4355.041890 = -977815.100000 nChanged 3 SP:Iteration 44Q (15703.200000 sec): 3 clusters Score: Raw -982170.772376 + Penalty 4355.041890 = -977815.730486 nChanged 1 SP:Iteration 45Q (15703.470000 sec): 3 clusters Score: Raw -982170.902435 + Penalty 4355.041890 = -977815.860545 nChanged 0 SP:Iteration 46F (15703.720000 sec): 3 clusters Score: Raw -982170.902435 + Penalty 4355.041890 = -977815.860545 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (2432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15703.820000 sec): 2 clusters Score: Raw -371769.546785 + Penalty 1933.524372 = -369836.022412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15703.990000 sec): 3 clusters Score: Raw -370798.380047 + Penalty 3867.048745 = -366931.331303 nChanged 776 SP:Iteration 1F (15704.210000 sec): 3 clusters Score: Raw -371334.640241 + Penalty 3867.048745 = -367467.591497 nChanged 198 SP:Iteration 2F (15704.420000 sec): 3 clusters Score: Raw -371493.988690 + Penalty 3867.048745 = -367626.939946 nChanged 114 SP:Iteration 3Q (15704.610000 sec): 3 clusters Score: Raw -371587.900586 + Penalty 3867.048745 = -367720.851842 nChanged 72 SP:Iteration 4Q (15704.850000 sec): 3 clusters Score: Raw -371654.409311 + Penalty 3867.048745 = -367787.360566 nChanged 63 SP:Iteration 5Q (15705.020000 sec): 3 clusters Score: Raw -371704.424785 + Penalty 3867.048745 = -367837.376040 nChanged 54 SP:Iteration 6Q (15705.180000 sec): 3 clusters Score: Raw -371753.040343 + Penalty 3867.048745 = -367885.991599 nChanged 46 SP:Iteration 7Q (15705.300000 sec): 3 clusters Score: Raw -371788.379277 + Penalty 3867.048745 = -367921.330533 nChanged 46 SP:Iteration 8Q (15705.450000 sec): 3 clusters Score: Raw -371822.104096 + Penalty 3867.048745 = -367955.055352 nChanged 33 SP:Iteration 9Q (15705.690000 sec): 3 clusters Score: Raw -371845.147067 + Penalty 3867.048745 = -367978.098322 nChanged 28 SP:Iteration 10Q (15705.900000 sec): 3 clusters Score: Raw -371870.631721 + Penalty 3867.048745 = -368003.582976 nChanged 35 SP:Iteration 11Q (15706.090000 sec): 3 clusters Score: Raw -371900.980408 + Penalty 3867.048745 = -368033.931663 nChanged 31 SP:Iteration 12Q (15706.300000 sec): 3 clusters Score: Raw -371932.128957 + Penalty 3867.048745 = -368065.080213 nChanged 35 SP:Iteration 13Q (15706.490000 sec): 3 clusters Score: Raw -371956.420583 + Penalty 3867.048745 = -368089.371839 nChanged 19 SP:Iteration 14Q (15706.710000 sec): 3 clusters Score: Raw -371970.805711 + Penalty 3867.048745 = -368103.756967 nChanged 22 SP:Iteration 15Q (15706.830000 sec): 3 clusters Score: Raw -371985.903315 + Penalty 3867.048745 = -368118.854570 nChanged 18 SP:Iteration 16Q (15707.000000 sec): 3 clusters Score: Raw -372000.923567 + Penalty 3867.048745 = -368133.874823 nChanged 20 SP:Iteration 17Q (15707.150000 sec): 3 clusters Score: Raw -372014.361616 + Penalty 3867.048745 = -368147.312871 nChanged 20 SP:Iteration 18Q (15707.320000 sec): 3 clusters Score: Raw -372028.443325 + Penalty 3867.048745 = -368161.394580 nChanged 20 SP:Iteration 19Q (15707.500000 sec): 3 clusters Score: Raw -372043.583520 + Penalty 3867.048745 = -368176.534775 nChanged 25 SP:Iteration 20F (15707.700000 sec): 3 clusters Score: Raw -372067.999250 + Penalty 3867.048745 = -368200.950506 nChanged 30 SP:Iteration 21Q (15707.920000 sec): 3 clusters Score: Raw -372094.655106 + Penalty 3867.048745 = -368227.606361 nChanged 29 SP:Iteration 22Q (15708.080000 sec): 3 clusters Score: Raw -372116.438142 + Penalty 3867.048745 = -368249.389398 nChanged 25 SP:Iteration 23Q (15708.300000 sec): 3 clusters Score: Raw -372135.751253 + Penalty 3867.048745 = -368268.702508 nChanged 28 SP:Iteration 24Q (15708.500000 sec): 3 clusters Score: Raw -372158.160607 + Penalty 3867.048745 = -368291.111862 nChanged 24 SP:Iteration 25Q (15708.710000 sec): 3 clusters Score: Raw -372179.182335 + Penalty 3867.048745 = -368312.133591 nChanged 24 SP:Iteration 26Q (15708.880000 sec): 3 clusters Score: Raw -372204.462886 + Penalty 3867.048745 = -368337.414141 nChanged 25 SP:Iteration 27Q (15709.050000 sec): 3 clusters Score: Raw -372232.007720 + Penalty 3867.048745 = -368364.958975 nChanged 28 SP:Iteration 28Q (15709.230000 sec): 3 clusters Score: Raw -372254.978267 + Penalty 3867.048745 = -368387.929522 nChanged 16 SP:Iteration 29Q (15709.440000 sec): 3 clusters Score: Raw -372265.019548 + Penalty 3867.048745 = -368397.970803 nChanged 17 SP:Iteration 30Q (15709.610000 sec): 3 clusters Score: Raw -372279.761437 + Penalty 3867.048745 = -368412.712693 nChanged 15 SP:Iteration 31Q (15709.760000 sec): 3 clusters Score: Raw -372294.655363 + Penalty 3867.048745 = -368427.606619 nChanged 13 SP:Iteration 32Q (15709.940000 sec): 3 clusters Score: Raw -372305.180342 + Penalty 3867.048745 = -368438.131598 nChanged 15 SP:Iteration 33Q (15710.170000 sec): 3 clusters Score: Raw -372319.189958 + Penalty 3867.048745 = -368452.141214 nChanged 16 SP:Iteration 34Q (15710.390000 sec): 3 clusters Score: Raw -372337.928213 + Penalty 3867.048745 = -368470.879468 nChanged 20 SP:Iteration 35Q (15710.590000 sec): 3 clusters Score: Raw -372364.249086 + Penalty 3867.048745 = -368497.200341 nChanged 26 SP:Iteration 36Q (15710.750000 sec): 3 clusters Score: Raw -372399.262686 + Penalty 3867.048745 = -368532.213941 nChanged 20 SP:Iteration 37Q (15710.970000 sec): 3 clusters Score: Raw -372429.062210 + Penalty 3867.048745 = -368562.013465 nChanged 24 SP:Iteration 38Q (15711.140000 sec): 3 clusters Score: Raw -372462.132240 + Penalty 3867.048745 = -368595.083495 nChanged 26 SP:Iteration 39Q (15711.320000 sec): 3 clusters Score: Raw -372489.886491 + Penalty 3867.048745 = -368622.837746 nChanged 21 SP:Iteration 40F (15711.540000 sec): 3 clusters Score: Raw -372510.042238 + Penalty 3867.048745 = -368642.993494 nChanged 17 SP:Iteration 41Q (15711.750000 sec): 3 clusters Score: Raw -372529.964055 + Penalty 3867.048745 = -368662.915310 nChanged 13 SP:Iteration 42Q (15711.950000 sec): 3 clusters Score: Raw -372548.112961 + Penalty 3867.048745 = -368681.064216 nChanged 17 SP:Iteration 43Q (15712.180000 sec): 3 clusters Score: Raw -372563.870104 + Penalty 3867.048745 = -368696.821359 nChanged 11 SP:Iteration 44Q (15712.390000 sec): 3 clusters Score: Raw -372573.154550 + Penalty 3867.048745 = -368706.105806 nChanged 10 SP:Iteration 45Q (15712.590000 sec): 3 clusters Score: Raw -372584.584233 + Penalty 3867.048745 = -368717.535488 nChanged 11 SP:Iteration 46Q (15712.840000 sec): 3 clusters Score: Raw -372593.521335 + Penalty 3867.048745 = -368726.472591 nChanged 7 SP:Iteration 47Q (15713.060000 sec): 3 clusters Score: Raw -372600.850251 + Penalty 3867.048745 = -368733.801506 nChanged 4 SP:Iteration 48Q (15713.240000 sec): 3 clusters Score: Raw -372605.120293 + Penalty 3867.048745 = -368738.071549 nChanged 5 SP:Iteration 49Q (15713.470000 sec): 3 clusters Score: Raw -372611.452670 + Penalty 3867.048745 = -368744.403926 nChanged 6 SP:Iteration 50Q (15713.680000 sec): 3 clusters Score: Raw -372615.188287 + Penalty 3867.048745 = -368748.139542 nChanged 3 SP:Iteration 51Q (15713.890000 sec): 3 clusters Score: Raw -372618.088516 + Penalty 3867.048745 = -368751.039771 nChanged 2 SP:Iteration 52Q (15714.110000 sec): 3 clusters Score: Raw -372619.939592 + Penalty 3867.048745 = -368752.890848 nChanged 2 SP:Iteration 53Q (15714.310000 sec): 3 clusters Score: Raw -372621.883705 + Penalty 3867.048745 = -368754.834961 nChanged 0 SP:Iteration 54F (15714.510000 sec): 3 clusters Score: Raw -372621.883705 + Penalty 3867.048745 = -368754.834961 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15714.640000 sec): 2 clusters Score: Raw -15804.561611 + Penalty 1232.513698 = -14572.047912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15714.820000 sec): 3 clusters Score: Raw -16168.605148 + Penalty 2465.027397 = -13703.577751 nChanged 17 SP:Iteration 1F (15715.000000 sec): 3 clusters Score: Raw -16345.527479 + Penalty 2465.027397 = -13880.500083 nChanged 6 SP:Iteration 2Q (15715.190000 sec): 3 clusters Score: Raw -16379.150861 + Penalty 2465.027397 = -13914.123464 nChanged 1 SP:Iteration 3Q (15715.350000 sec): 3 clusters Score: Raw -16389.301947 + Penalty 2465.027397 = -13924.274550 nChanged 0 SP:Iteration 4F (15715.550000 sec): 3 clusters Score: Raw -16389.301947 + Penalty 2465.027397 = -13924.274550 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (2289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15715.630000 sec): 2 clusters Score: Raw -320070.617454 + Penalty 1918.495839 = -318152.121614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15715.840000 sec): 3 clusters Score: Raw -319227.650732 + Penalty 3836.991679 = -315390.659054 nChanged 773 SP:Iteration 1F (15716.060000 sec): 3 clusters Score: Raw -319890.822566 + Penalty 3836.991679 = -316053.830887 nChanged 208 SP:Iteration 2F (15716.250000 sec): 3 clusters Score: Raw -320146.609349 + Penalty 3836.991679 = -316309.617671 nChanged 155 SP:Iteration 3F (15716.450000 sec): 3 clusters Score: Raw -320365.483431 + Penalty 3836.991679 = -316528.491752 nChanged 146 SP:Iteration 4F (15716.660000 sec): 3 clusters Score: Raw -320592.750353 + Penalty 3836.991679 = -316755.758674 nChanged 117 SP:Iteration 5F (15716.850000 sec): 3 clusters Score: Raw -320753.848211 + Penalty 3836.991679 = -316916.856532 nChanged 100 SP:Iteration 6Q (15717.070000 sec): 3 clusters Score: Raw -320877.863288 + Penalty 3836.991679 = -317040.871609 nChanged 77 SP:Iteration 7Q (15717.320000 sec): 3 clusters Score: Raw -320981.622836 + Penalty 3836.991679 = -317144.631157 nChanged 53 SP:Iteration 8Q (15717.520000 sec): 3 clusters Score: Raw -321045.216896 + Penalty 3836.991679 = -317208.225217 nChanged 49 SP:Iteration 9Q (15717.680000 sec): 3 clusters Score: Raw -321097.995157 + Penalty 3836.991679 = -317261.003478 nChanged 40 SP:Iteration 10Q (15717.860000 sec): 3 clusters Score: Raw -321131.641909 + Penalty 3836.991679 = -317294.650230 nChanged 25 SP:Iteration 11Q (15718.050000 sec): 3 clusters Score: Raw -321155.134756 + Penalty 3836.991679 = -317318.143077 nChanged 21 SP:Iteration 12Q (15718.240000 sec): 3 clusters Score: Raw -321173.977761 + Penalty 3836.991679 = -317336.986083 nChanged 10 SP:Iteration 13Q (15718.460000 sec): 3 clusters Score: Raw -321185.531003 + Penalty 3836.991679 = -317348.539325 nChanged 16 SP:Iteration 14Q (15718.660000 sec): 3 clusters Score: Raw -321202.243027 + Penalty 3836.991679 = -317365.251348 nChanged 12 SP:Iteration 15Q (15718.840000 sec): 3 clusters Score: Raw -321209.547077 + Penalty 3836.991679 = -317372.555398 nChanged 6 SP:Iteration 16Q (15719.050000 sec): 3 clusters Score: Raw -321213.224174 + Penalty 3836.991679 = -317376.232495 nChanged 6 SP:Iteration 17Q (15719.220000 sec): 3 clusters Score: Raw -321220.602499 + Penalty 3836.991679 = -317383.610820 nChanged 7 SP:Iteration 18Q (15719.400000 sec): 3 clusters Score: Raw -321226.627294 + Penalty 3836.991679 = -317389.635615 nChanged 6 SP:Iteration 19Q (15719.540000 sec): 3 clusters Score: Raw -321230.492774 + Penalty 3836.991679 = -317393.501096 nChanged 5 SP:Iteration 20F (15719.720000 sec): 3 clusters Score: Raw -321233.674915 + Penalty 3836.991679 = -317396.683236 nChanged 7 SP:Iteration 21Q (15719.910000 sec): 3 clusters Score: Raw -321237.092732 + Penalty 3836.991679 = -317400.101054 nChanged 2 SP:Iteration 22Q (15720.060000 sec): 3 clusters Score: Raw -321237.895877 + Penalty 3836.991679 = -317400.904198 nChanged 2 SP:Iteration 23Q (15720.200000 sec): 3 clusters Score: Raw -321239.882844 + Penalty 3836.991679 = -317402.891165 nChanged 2 SP:Iteration 24Q (15720.400000 sec): 3 clusters Score: Raw -321240.439456 + Penalty 3836.991679 = -317403.447777 nChanged 2 SP:Iteration 25Q (15720.560000 sec): 3 clusters Score: Raw -321241.100623 + Penalty 3836.991679 = -317404.108944 nChanged 2 SP:Iteration 26Q (15720.790000 sec): 3 clusters Score: Raw -321242.555826 + Penalty 3836.991679 = -317405.564147 nChanged 0 SP:Iteration 27F (15720.980000 sec): 3 clusters Score: Raw -321242.555826 + Penalty 3836.991679 = -317405.564147 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15721.090000 sec): 2 clusters Score: Raw -21531.320282 + Penalty 1387.488422 = -20143.831860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15721.290000 sec): 3 clusters Score: Raw -21836.396463 + Penalty 2774.976844 = -19061.419619 nChanged 57 SP:Iteration 1F (15721.520000 sec): 3 clusters Score: Raw -22126.896774 + Penalty 2774.976844 = -19351.919930 nChanged 18 SP:Iteration 2F (15721.700000 sec): 3 clusters Score: Raw -22198.055216 + Penalty 2774.976844 = -19423.078371 nChanged 7 SP:Iteration 3Q (15721.860000 sec): 3 clusters Score: Raw -22233.923558 + Penalty 2774.976844 = -19458.946714 nChanged 7 SP:Iteration 4Q (15722.020000 sec): 3 clusters Score: Raw -22302.915430 + Penalty 2774.976844 = -19527.938586 nChanged 7 SP:Iteration 5Q (15722.220000 sec): 3 clusters Score: Raw -22380.749883 + Penalty 2774.976844 = -19605.773039 nChanged 4 SP:Iteration 6Q (15722.390000 sec): 3 clusters Score: Raw -22449.465590 + Penalty 2774.976844 = -19674.488745 nChanged 2 SP:Iteration 7Q (15722.630000 sec): 3 clusters Score: Raw -22514.820970 + Penalty 2774.976844 = -19739.844126 nChanged 0 SP:Iteration 8F (15722.820000 sec): 3 clusters Score: Raw -22514.820970 + Penalty 2774.976844 = -19739.844126 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (14856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15722.960000 sec): 2 clusters Score: Raw -2222102.627138 + Penalty 2382.327458 = -2219720.299681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15723.220000 sec): 3 clusters Score: Raw -2213598.704748 + Penalty 4764.654915 = -2208834.049833 nChanged 6455 SP:Iteration 1F (15723.480000 sec): 3 clusters Score: Raw -2217098.815949 + Penalty 4764.654915 = -2212334.161034 nChanged 826 SP:Iteration 2F (15723.740000 sec): 3 clusters Score: Raw -2217420.502258 + Penalty 4764.654915 = -2212655.847343 nChanged 690 SP:Iteration 3Q (15724.050000 sec): 3 clusters Score: Raw -2217667.516787 + Penalty 4764.654915 = -2212902.861872 nChanged 583 SP:Iteration 4Q (15724.310000 sec): 3 clusters Score: Raw -2217876.118965 + Penalty 4764.654915 = -2213111.464049 nChanged 543 SP:Iteration 5Q (15724.530000 sec): 3 clusters Score: Raw -2218078.304368 + Penalty 4764.654915 = -2213313.649453 nChanged 526 SP:Iteration 6Q (15724.790000 sec): 3 clusters Score: Raw -2218289.604682 + Penalty 4764.654915 = -2213524.949766 nChanged 563 SP:Iteration 7Q (15725.040000 sec): 3 clusters Score: Raw -2218549.546654 + Penalty 4764.654915 = -2213784.891739 nChanged 588 SP:Iteration 8Q (15725.300000 sec): 3 clusters Score: Raw -2218843.609014 + Penalty 4764.654915 = -2214078.954099 nChanged 629 SP:Iteration 9Q (15725.560000 sec): 3 clusters Score: Raw -2219214.619295 + Penalty 4764.654915 = -2214449.964379 nChanged 703 SP:Iteration 10Q (15725.870000 sec): 3 clusters Score: Raw -2219623.384548 + Penalty 4764.654915 = -2214858.729633 nChanged 654 SP:Iteration 11Q (15726.150000 sec): 3 clusters Score: Raw -2220002.160054 + Penalty 4764.654915 = -2215237.505139 nChanged 606 SP:Iteration 12Q (15726.410000 sec): 3 clusters Score: Raw -2220329.051929 + Penalty 4764.654915 = -2215564.397014 nChanged 522 SP:Iteration 13Q (15726.710000 sec): 3 clusters Score: Raw -2220593.693630 + Penalty 4764.654915 = -2215829.038715 nChanged 476 SP:Iteration 14Q (15726.990000 sec): 3 clusters Score: Raw -2220797.841994 + Penalty 4764.654915 = -2216033.187078 nChanged 346 SP:Iteration 15Q (15727.260000 sec): 3 clusters Score: Raw -2220912.615850 + Penalty 4764.654915 = -2216147.960935 nChanged 234 SP:Iteration 16Q (15727.510000 sec): 3 clusters Score: Raw -2220975.733441 + Penalty 4764.654915 = -2216211.078526 nChanged 169 SP:Iteration 17Q (15727.810000 sec): 3 clusters Score: Raw -2221023.992447 + Penalty 4764.654915 = -2216259.337532 nChanged 136 SP:Iteration 18Q (15728.110000 sec): 3 clusters Score: Raw -2221065.742072 + Penalty 4764.654915 = -2216301.087157 nChanged 135 SP:Iteration 19Q (15728.410000 sec): 3 clusters Score: Raw -2221098.853667 + Penalty 4764.654915 = -2216334.198752 nChanged 115 SP:Iteration 20F (15728.690000 sec): 3 clusters Score: Raw -2221127.824691 + Penalty 4764.654915 = -2216363.169776 nChanged 112 SP:Iteration 21Q (15728.970000 sec): 3 clusters Score: Raw -2221151.798926 + Penalty 4764.654915 = -2216387.144011 nChanged 96 SP:Iteration 22Q (15729.230000 sec): 3 clusters Score: Raw -2221172.646461 + Penalty 4764.654915 = -2216407.991546 nChanged 80 SP:Iteration 23Q (15729.510000 sec): 3 clusters Score: Raw -2221191.693973 + Penalty 4764.654915 = -2216427.039058 nChanged 81 SP:Iteration 24Q (15729.800000 sec): 3 clusters Score: Raw -2221211.157415 + Penalty 4764.654915 = -2216446.502500 nChanged 88 SP:Iteration 25Q (15730.100000 sec): 3 clusters Score: Raw -2221224.869679 + Penalty 4764.654915 = -2216460.214764 nChanged 67 SP:Iteration 26Q (15730.360000 sec): 3 clusters Score: Raw -2221235.798246 + Penalty 4764.654915 = -2216471.143331 nChanged 51 SP:Iteration 27Q (15730.670000 sec): 3 clusters Score: Raw -2221245.115241 + Penalty 4764.654915 = -2216480.460326 nChanged 56 SP:Iteration 28Q (15730.870000 sec): 3 clusters Score: Raw -2221254.589365 + Penalty 4764.654915 = -2216489.934450 nChanged 49 SP:Iteration 29Q (15731.100000 sec): 3 clusters Score: Raw -2221263.086373 + Penalty 4764.654915 = -2216498.431458 nChanged 51 SP:Iteration 30Q (15731.340000 sec): 3 clusters Score: Raw -2221271.868632 + Penalty 4764.654915 = -2216507.213717 nChanged 57 SP:Iteration 31Q (15731.630000 sec): 3 clusters Score: Raw -2221281.029893 + Penalty 4764.654915 = -2216516.374978 nChanged 37 SP:Iteration 32Q (15731.850000 sec): 3 clusters Score: Raw -2221287.001300 + Penalty 4764.654915 = -2216522.346385 nChanged 40 SP:Iteration 33Q (15732.100000 sec): 3 clusters Score: Raw -2221292.781192 + Penalty 4764.654915 = -2216528.126277 nChanged 37 SP:Iteration 34Q (15732.360000 sec): 3 clusters Score: Raw -2221298.510904 + Penalty 4764.654915 = -2216533.855989 nChanged 33 SP:Iteration 35Q (15732.640000 sec): 3 clusters Score: Raw -2221302.416337 + Penalty 4764.654915 = -2216537.761422 nChanged 34 SP:Iteration 36Q (15732.900000 sec): 3 clusters Score: Raw -2221307.092593 + Penalty 4764.654915 = -2216542.437678 nChanged 29 SP:Iteration 37Q (15733.160000 sec): 3 clusters Score: Raw -2221310.537630 + Penalty 4764.654915 = -2216545.882715 nChanged 23 SP:Iteration 38Q (15733.390000 sec): 3 clusters Score: Raw -2221313.564848 + Penalty 4764.654915 = -2216548.909933 nChanged 28 SP:Iteration 39Q (15733.640000 sec): 3 clusters Score: Raw -2221318.028885 + Penalty 4764.654915 = -2216553.373970 nChanged 27 SP:Iteration 40F (15733.890000 sec): 3 clusters Score: Raw -2221322.670223 + Penalty 4764.654915 = -2216558.015308 nChanged 32 SP:Iteration 41Q (15734.160000 sec): 3 clusters Score: Raw -2221327.050477 + Penalty 4764.654915 = -2216562.395561 nChanged 28 SP:Iteration 42Q (15734.410000 sec): 3 clusters Score: Raw -2221332.001698 + Penalty 4764.654915 = -2216567.346783 nChanged 31 SP:Iteration 43Q (15734.690000 sec): 3 clusters Score: Raw -2221336.945746 + Penalty 4764.654915 = -2216572.290831 nChanged 31 SP:Iteration 44Q (15734.950000 sec): 3 clusters Score: Raw -2221341.033410 + Penalty 4764.654915 = -2216576.378495 nChanged 27 SP:Iteration 45Q (15735.220000 sec): 3 clusters Score: Raw -2221344.487284 + Penalty 4764.654915 = -2216579.832368 nChanged 29 SP:Iteration 46Q (15735.480000 sec): 3 clusters Score: Raw -2221348.638578 + Penalty 4764.654915 = -2216583.983663 nChanged 24 SP:Iteration 47Q (15735.740000 sec): 3 clusters Score: Raw -2221351.297179 + Penalty 4764.654915 = -2216586.642264 nChanged 19 SP:Iteration 48Q (15735.980000 sec): 3 clusters Score: Raw -2221353.733172 + Penalty 4764.654915 = -2216589.078257 nChanged 16 SP:Iteration 49Q (15736.300000 sec): 3 clusters Score: Raw -2221355.755820 + Penalty 4764.654915 = -2216591.100904 nChanged 11 SP:Iteration 50Q (15736.530000 sec): 3 clusters Score: Raw -2221357.227772 + Penalty 4764.654915 = -2216592.572857 nChanged 14 SP:Iteration 51Q (15736.790000 sec): 3 clusters Score: Raw -2221358.932954 + Penalty 4764.654915 = -2216594.278038 nChanged 15 SP:Iteration 52Q (15737.060000 sec): 3 clusters Score: Raw -2221360.929489 + Penalty 4764.654915 = -2216596.274574 nChanged 11 SP:Iteration 53Q (15737.310000 sec): 3 clusters Score: Raw -2221362.254891 + Penalty 4764.654915 = -2216597.599976 nChanged 12 SP:Iteration 54Q (15737.580000 sec): 3 clusters Score: Raw -2221363.471130 + Penalty 4764.654915 = -2216598.816215 nChanged 12 SP:Iteration 55Q (15737.840000 sec): 3 clusters Score: Raw -2221364.929938 + Penalty 4764.654915 = -2216600.275022 nChanged 11 SP:Iteration 56Q (15738.060000 sec): 3 clusters Score: Raw -2221366.116584 + Penalty 4764.654915 = -2216601.461668 nChanged 7 SP:Iteration 57Q (15738.310000 sec): 3 clusters Score: Raw -2221367.031576 + Penalty 4764.654915 = -2216602.376661 nChanged 6 SP:Iteration 58Q (15738.560000 sec): 3 clusters Score: Raw -2221367.513564 + Penalty 4764.654915 = -2216602.858649 nChanged 4 SP:Iteration 59Q (15738.850000 sec): 3 clusters Score: Raw -2221368.064832 + Penalty 4764.654915 = -2216603.409917 nChanged 6 SP:Iteration 60F (15739.110000 sec): 3 clusters Score: Raw -2221368.715523 + Penalty 4764.654915 = -2216604.060607 nChanged 8 SP:Iteration 61Q (15739.340000 sec): 3 clusters Score: Raw -2221369.842211 + Penalty 4764.654915 = -2216605.187296 nChanged 13 SP:Iteration 62Q (15739.590000 sec): 3 clusters Score: Raw -2221372.080332 + Penalty 4764.654915 = -2216607.425417 nChanged 15 SP:Iteration 63Q (15739.860000 sec): 3 clusters Score: Raw -2221374.884445 + Penalty 4764.654915 = -2216610.229530 nChanged 17 SP:Iteration 64Q (15740.120000 sec): 3 clusters Score: Raw -2221376.694015 + Penalty 4764.654915 = -2216612.039100 nChanged 12 SP:Iteration 65Q (15740.410000 sec): 3 clusters Score: Raw -2221378.054915 + Penalty 4764.654915 = -2216613.400000 nChanged 12 SP:Iteration 66Q (15740.660000 sec): 3 clusters Score: Raw -2221379.815746 + Penalty 4764.654915 = -2216615.160831 nChanged 17 SP:Iteration 67Q (15740.920000 sec): 3 clusters Score: Raw -2221381.950536 + Penalty 4764.654915 = -2216617.295621 nChanged 14 SP:Iteration 68Q (15741.210000 sec): 3 clusters Score: Raw -2221383.792971 + Penalty 4764.654915 = -2216619.138056 nChanged 13 SP:Iteration 69Q (15741.480000 sec): 3 clusters Score: Raw -2221385.881871 + Penalty 4764.654915 = -2216621.226956 nChanged 17 SP:Iteration 70Q (15741.780000 sec): 3 clusters Score: Raw -2221388.791885 + Penalty 4764.654915 = -2216624.136969 nChanged 20 SP:Iteration 71Q (15742.050000 sec): 3 clusters Score: Raw -2221391.511044 + Penalty 4764.654915 = -2216626.856129 nChanged 16 SP:Iteration 72Q (15742.320000 sec): 3 clusters Score: Raw -2221393.670117 + Penalty 4764.654915 = -2216629.015202 nChanged 27 SP:Iteration 73Q (15742.540000 sec): 3 clusters Score: Raw -2221397.817857 + Penalty 4764.654915 = -2216633.162942 nChanged 32 SP:Iteration 74Q (15742.810000 sec): 3 clusters Score: Raw -2221402.639397 + Penalty 4764.654915 = -2216637.984482 nChanged 39 SP:Iteration 75Q (15743.080000 sec): 3 clusters Score: Raw -2221409.070665 + Penalty 4764.654915 = -2216644.415750 nChanged 41 SP:Iteration 76Q (15743.340000 sec): 3 clusters Score: Raw -2221415.392747 + Penalty 4764.654915 = -2216650.737832 nChanged 41 SP:Iteration 77Q (15743.620000 sec): 3 clusters Score: Raw -2221422.937023 + Penalty 4764.654915 = -2216658.282108 nChanged 41 SP:Iteration 78Q (15743.920000 sec): 3 clusters Score: Raw -2221429.369661 + Penalty 4764.654915 = -2216664.714746 nChanged 41 SP:Iteration 79Q (15744.160000 sec): 3 clusters Score: Raw -2221436.851915 + Penalty 4764.654915 = -2216672.197000 nChanged 38 SP:Iteration 80F (15744.440000 sec): 3 clusters Score: Raw -2221443.651338 + Penalty 4764.654915 = -2216678.996423 nChanged 49 SP:Iteration 81Q (15744.710000 sec): 3 clusters Score: Raw -2221454.400163 + Penalty 4764.654915 = -2216689.745248 nChanged 56 SP:Iteration 82Q (15744.970000 sec): 3 clusters Score: Raw -2221468.510280 + Penalty 4764.654915 = -2216703.855365 nChanged 58 SP:Iteration 83Q (15745.240000 sec): 3 clusters Score: Raw -2221482.301266 + Penalty 4764.654915 = -2216717.646351 nChanged 56 SP:Iteration 84Q (15745.530000 sec): 3 clusters Score: Raw -2221494.485110 + Penalty 4764.654915 = -2216729.830195 nChanged 56 SP:Iteration 85Q (15745.800000 sec): 3 clusters Score: Raw -2221506.507349 + Penalty 4764.654915 = -2216741.852434 nChanged 59 SP:Iteration 86Q (15746.090000 sec): 3 clusters Score: Raw -2221519.859197 + Penalty 4764.654915 = -2216755.204282 nChanged 68 SP:Iteration 87Q (15746.330000 sec): 3 clusters Score: Raw -2221535.194377 + Penalty 4764.654915 = -2216770.539462 nChanged 68 SP:Iteration 88Q (15746.590000 sec): 3 clusters Score: Raw -2221552.809613 + Penalty 4764.654915 = -2216788.154698 nChanged 74 SP:Iteration 89Q (15746.870000 sec): 3 clusters Score: Raw -2221573.726074 + Penalty 4764.654915 = -2216809.071159 nChanged 87 SP:Iteration 90Q (15747.080000 sec): 3 clusters Score: Raw -2221597.686663 + Penalty 4764.654915 = -2216833.031748 nChanged 77 SP:Iteration 91Q (15747.390000 sec): 3 clusters Score: Raw -2221617.007803 + Penalty 4764.654915 = -2216852.352888 nChanged 72 SP:Iteration 92Q (15747.630000 sec): 3 clusters Score: Raw -2221635.293996 + Penalty 4764.654915 = -2216870.639081 nChanged 87 SP:Iteration 93Q (15747.900000 sec): 3 clusters Score: Raw -2221657.664286 + Penalty 4764.654915 = -2216893.009371 nChanged 94 SP:Iteration 94Q (15748.200000 sec): 3 clusters Score: Raw -2221687.671164 + Penalty 4764.654915 = -2216923.016249 nChanged 104 SP:Iteration 95Q (15748.480000 sec): 3 clusters Score: Raw -2221718.777508 + Penalty 4764.654915 = -2216954.122593 nChanged 93 SP:Iteration 96Q (15748.810000 sec): 3 clusters Score: Raw -2221745.617138 + Penalty 4764.654915 = -2216980.962222 nChanged 91 SP:Iteration 97Q (15749.040000 sec): 3 clusters Score: Raw -2221775.300219 + Penalty 4764.654915 = -2217010.645304 nChanged 104 SP:Iteration 98Q (15749.340000 sec): 3 clusters Score: Raw -2221810.234330 + Penalty 4764.654915 = -2217045.579415 nChanged 96 SP:Iteration 99Q (15749.590000 sec): 3 clusters Score: Raw -2221847.904978 + Penalty 4764.654915 = -2217083.250063 nChanged 106 SP:Iteration 100F (15749.840000 sec): 3 clusters Score: Raw -2221891.414039 + Penalty 4764.654915 = -2217126.759124 nChanged 110 SP:Iteration 101Q (15750.080000 sec): 3 clusters Score: Raw -2221933.523507 + Penalty 4764.654915 = -2217168.868592 nChanged 116 SP:Iteration 102Q (15750.290000 sec): 3 clusters Score: Raw -2221982.179066 + Penalty 4764.654915 = -2217217.524151 nChanged 97 SP:Iteration 103Q (15750.550000 sec): 3 clusters Score: Raw -2222020.650293 + Penalty 4764.654915 = -2217255.995378 nChanged 89 SP:Iteration 104Q (15750.830000 sec): 3 clusters Score: Raw -2222056.053060 + Penalty 4764.654915 = -2217291.398144 nChanged 67 SP:Iteration 105Q (15751.080000 sec): 3 clusters Score: Raw -2222081.474234 + Penalty 4764.654915 = -2217316.819319 nChanged 60 SP:Iteration 106Q (15751.310000 sec): 3 clusters Score: Raw -2222106.605838 + Penalty 4764.654915 = -2217341.950923 nChanged 61 SP:Iteration 107Q (15751.580000 sec): 3 clusters Score: Raw -2222131.706257 + Penalty 4764.654915 = -2217367.051342 nChanged 53 SP:Iteration 108Q (15751.830000 sec): 3 clusters Score: Raw -2222157.436730 + Penalty 4764.654915 = -2217392.781815 nChanged 58 SP:Iteration 109Q (15752.130000 sec): 3 clusters Score: Raw -2222180.950829 + Penalty 4764.654915 = -2217416.295913 nChanged 56 SP:Iteration 110Q (15752.440000 sec): 3 clusters Score: Raw -2222208.016711 + Penalty 4764.654915 = -2217443.361796 nChanged 66 SP:Iteration 111Q (15752.690000 sec): 3 clusters Score: Raw -2222238.433094 + Penalty 4764.654915 = -2217473.778179 nChanged 65 SP:Iteration 112Q (15752.960000 sec): 3 clusters Score: Raw -2222272.105725 + Penalty 4764.654915 = -2217507.450810 nChanged 56 SP:Iteration 113Q (15753.270000 sec): 3 clusters Score: Raw -2222310.987303 + Penalty 4764.654915 = -2217546.332387 nChanged 59 SP:Iteration 114Q (15753.550000 sec): 3 clusters Score: Raw -2222366.192479 + Penalty 4764.654915 = -2217601.537564 nChanged 72 SP:Iteration 115Q (15753.850000 sec): 3 clusters Score: Raw -2222442.028864 + Penalty 4764.654915 = -2217677.373948 nChanged 48 SP:Iteration 116Q (15754.110000 sec): 3 clusters Score: Raw -2222480.665047 + Penalty 4764.654915 = -2217716.010132 nChanged 49 SP:Iteration 117Q (15754.390000 sec): 3 clusters Score: Raw -2222519.590337 + Penalty 4764.654915 = -2217754.935422 nChanged 37 SP:Iteration 118Q (15754.630000 sec): 3 clusters Score: Raw -2222558.181231 + Penalty 4764.654915 = -2217793.526316 nChanged 46 SP:Iteration 119Q (15754.900000 sec): 3 clusters Score: Raw -2222600.450224 + Penalty 4764.654915 = -2217835.795309 nChanged 41 SP:Iteration 120F (15755.200000 sec): 3 clusters Score: Raw -2222635.674590 + Penalty 4764.654915 = -2217871.019675 nChanged 32 SP:Iteration 121Q (15755.510000 sec): 3 clusters Score: Raw -2222659.955660 + Penalty 4764.654915 = -2217895.300745 nChanged 22 SP:Iteration 122Q (15755.790000 sec): 3 clusters Score: Raw -2222675.215963 + Penalty 4764.654915 = -2217910.561048 nChanged 20 SP:Iteration 123Q (15756.090000 sec): 3 clusters Score: Raw -2222683.667500 + Penalty 4764.654915 = -2217919.012585 nChanged 9 SP:Iteration 124Q (15756.300000 sec): 3 clusters Score: Raw -2222689.815921 + Penalty 4764.654915 = -2217925.161006 nChanged 8 SP:Iteration 125Q (15756.540000 sec): 3 clusters Score: Raw -2222693.517069 + Penalty 4764.654915 = -2217928.862153 nChanged 3 SP:Iteration 126Q (15756.780000 sec): 3 clusters Score: Raw -2222694.329824 + Penalty 4764.654915 = -2217929.674908 nChanged 5 SP:Iteration 127Q (15757.050000 sec): 3 clusters Score: Raw -2222697.410949 + Penalty 4764.654915 = -2217932.756034 nChanged 6 SP:Iteration 128Q (15757.320000 sec): 3 clusters Score: Raw -2222700.496647 + Penalty 4764.654915 = -2217935.841732 nChanged 5 SP:Iteration 129Q (15757.610000 sec): 3 clusters Score: Raw -2222702.729730 + Penalty 4764.654915 = -2217938.074815 nChanged 3 SP:Iteration 130Q (15757.890000 sec): 3 clusters Score: Raw -2222704.000172 + Penalty 4764.654915 = -2217939.345257 nChanged 1 SP:Iteration 131Q (15758.140000 sec): 3 clusters Score: Raw -2222704.458276 + Penalty 4764.654915 = -2217939.803361 nChanged 3 SP:Iteration 132Q (15758.380000 sec): 3 clusters Score: Raw -2222705.432219 + Penalty 4764.654915 = -2217940.777304 nChanged 1 SP:Iteration 133Q (15758.650000 sec): 3 clusters Score: Raw -2222705.572273 + Penalty 4764.654915 = -2217940.917358 nChanged 0 SP:Iteration 134F (15758.960000 sec): 3 clusters Score: Raw -2222705.572273 + Penalty 4764.654915 = -2217940.917358 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15759.020000 sec): 2 clusters Score: Raw -117530.428245 + Penalty 1656.540598 = -115873.887647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15759.200000 sec): 3 clusters Score: Raw -117392.644735 + Penalty 3313.081196 = -114079.563539 nChanged 169 SP:Iteration 1F (15759.420000 sec): 3 clusters Score: Raw -117605.620722 + Penalty 3313.081196 = -114292.539526 nChanged 41 SP:Iteration 2F (15759.610000 sec): 3 clusters Score: Raw -117675.611576 + Penalty 3313.081196 = -114362.530380 nChanged 20 SP:Iteration 3Q (15759.800000 sec): 3 clusters Score: Raw -117705.341397 + Penalty 3313.081196 = -114392.260201 nChanged 11 SP:Iteration 4Q (15760.000000 sec): 3 clusters Score: Raw -117718.746527 + Penalty 3313.081196 = -114405.665331 nChanged 5 SP:Iteration 5Q (15760.150000 sec): 3 clusters Score: Raw -117723.871356 + Penalty 3313.081196 = -114410.790160 nChanged 0 SP:Iteration 6F (15760.300000 sec): 3 clusters Score: Raw -117723.871356 + Penalty 3313.081196 = -114410.790160 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15760.410000 sec): 2 clusters Score: Raw -76175.975225 + Penalty 1553.794701 = -74622.180524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15760.640000 sec): 3 clusters Score: Raw -76157.195441 + Penalty 3107.589402 = -73049.606040 nChanged 110 SP:Iteration 1F (15760.840000 sec): 3 clusters Score: Raw -76403.307493 + Penalty 3107.589402 = -73295.718092 nChanged 39 SP:Iteration 2F (15761.040000 sec): 3 clusters Score: Raw -76543.631771 + Penalty 3107.589402 = -73436.042369 nChanged 30 SP:Iteration 3F (15761.250000 sec): 3 clusters Score: Raw -76645.255063 + Penalty 3107.589402 = -73537.665661 nChanged 17 SP:Iteration 4Q (15761.470000 sec): 3 clusters Score: Raw -76707.339626 + Penalty 3107.589402 = -73599.750224 nChanged 16 SP:Iteration 5Q (15761.670000 sec): 3 clusters Score: Raw -76796.339560 + Penalty 3107.589402 = -73688.750158 nChanged 16 SP:Iteration 6Q (15761.830000 sec): 3 clusters Score: Raw -76889.021639 + Penalty 3107.589402 = -73781.432237 nChanged 18 SP:Iteration 7Q (15761.970000 sec): 3 clusters Score: Raw -76999.318981 + Penalty 3107.589402 = -73891.729579 nChanged 14 SP:Iteration 8Q (15762.170000 sec): 3 clusters Score: Raw -77114.492819 + Penalty 3107.589402 = -74006.903417 nChanged 12 SP:Iteration 9Q (15762.340000 sec): 3 clusters Score: Raw -77308.725529 + Penalty 3107.589402 = -74201.136128 nChanged 7 SP:Iteration 10Q (15762.520000 sec): 3 clusters Score: Raw -77420.309880 + Penalty 3107.589402 = -74312.720478 nChanged 3 SP:Iteration 11Q (15762.700000 sec): 3 clusters Score: Raw -77425.434891 + Penalty 3107.589402 = -74317.845490 nChanged 2 SP:Iteration 12Q (15762.890000 sec): 3 clusters Score: Raw -77434.771784 + Penalty 3107.589402 = -74327.182383 nChanged 2 SP:Iteration 13Q (15763.070000 sec): 3 clusters Score: Raw -77450.705190 + Penalty 3107.589402 = -74343.115788 nChanged 0 SP:Iteration 14F (15763.280000 sec): 3 clusters Score: Raw -77450.705190 + Penalty 3107.589402 = -74343.115788 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15763.360000 sec): 2 clusters Score: Raw -39899.611991 + Penalty 1407.834943 = -38491.777048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15763.530000 sec): 3 clusters Score: Raw -40158.142843 + Penalty 2815.669886 = -37342.472957 nChanged 43 SP:Iteration 1F (15763.720000 sec): 3 clusters Score: Raw -40310.363482 + Penalty 2815.669886 = -37494.693596 nChanged 10 SP:Iteration 2Q (15763.920000 sec): 3 clusters Score: Raw -40358.514911 + Penalty 2815.669886 = -37542.845025 nChanged 5 SP:Iteration 3Q (15764.080000 sec): 3 clusters Score: Raw -40411.288723 + Penalty 2815.669886 = -37595.618838 nChanged 4 SP:Iteration 4Q (15764.320000 sec): 3 clusters Score: Raw -40426.232290 + Penalty 2815.669886 = -37610.562405 nChanged 2 SP:Iteration 5Q (15764.490000 sec): 3 clusters Score: Raw -40439.876436 + Penalty 2815.669886 = -37624.206550 nChanged 4 SP:Iteration 6Q (15764.690000 sec): 3 clusters Score: Raw -40478.105652 + Penalty 2815.669886 = -37662.435766 nChanged 2 SP:Iteration 7Q (15764.850000 sec): 3 clusters Score: Raw -40496.874926 + Penalty 2815.669886 = -37681.205040 nChanged 3 SP:Iteration 8Q (15765.030000 sec): 3 clusters Score: Raw -40520.903450 + Penalty 2815.669886 = -37705.233564 nChanged 0 SP:Iteration 9F (15765.170000 sec): 3 clusters Score: Raw -40520.903450 + Penalty 2815.669886 = -37705.233564 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15765.270000 sec): 2 clusters Score: Raw -25111.794620 + Penalty 1320.106475 = -23791.688145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15765.480000 sec): 3 clusters Score: Raw -25372.462130 + Penalty 2640.212950 = -22732.249180 nChanged 26 SP:Iteration 1F (15765.660000 sec): 3 clusters Score: Raw -25508.210955 + Penalty 2640.212950 = -22867.998005 nChanged 5 SP:Iteration 2Q (15765.840000 sec): 3 clusters Score: Raw -25530.471935 + Penalty 2640.212950 = -22890.258986 nChanged 1 SP:Iteration 3Q (15766.000000 sec): 3 clusters Score: Raw -25535.298997 + Penalty 2640.212950 = -22895.086047 nChanged 0 SP:Iteration 4F (15766.200000 sec): 3 clusters Score: Raw -25535.298997 + Penalty 2640.212950 = -22895.086047 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15766.310000 sec): 2 clusters Score: Raw -119698.750655 + Penalty 1654.350048 = -118044.400607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15766.460000 sec): 3 clusters Score: Raw -119577.679152 + Penalty 3308.700095 = -116268.979057 nChanged 186 SP:Iteration 1F (15766.660000 sec): 3 clusters Score: Raw -119793.256128 + Penalty 3308.700095 = -116484.556033 nChanged 51 SP:Iteration 2F (15766.810000 sec): 3 clusters Score: Raw -119881.325364 + Penalty 3308.700095 = -116572.625269 nChanged 25 SP:Iteration 3Q (15767.010000 sec): 3 clusters Score: Raw -119939.916659 + Penalty 3308.700095 = -116631.216564 nChanged 14 SP:Iteration 4Q (15767.210000 sec): 3 clusters Score: Raw -119964.701428 + Penalty 3308.700095 = -116656.001332 nChanged 10 SP:Iteration 5Q (15767.450000 sec): 3 clusters Score: Raw -119984.408280 + Penalty 3308.700095 = -116675.708185 nChanged 6 SP:Iteration 6Q (15767.610000 sec): 3 clusters Score: Raw -119995.397665 + Penalty 3308.700095 = -116686.697570 nChanged 7 SP:Iteration 7Q (15767.770000 sec): 3 clusters Score: Raw -120011.879869 + Penalty 3308.700095 = -116703.179774 nChanged 11 SP:Iteration 8Q (15768.000000 sec): 3 clusters Score: Raw -120028.060366 + Penalty 3308.700095 = -116719.360271 nChanged 6 SP:Iteration 9Q (15768.170000 sec): 3 clusters Score: Raw -120046.393937 + Penalty 3308.700095 = -116737.693841 nChanged 6 SP:Iteration 10Q (15768.340000 sec): 3 clusters Score: Raw -120058.821795 + Penalty 3308.700095 = -116750.121699 nChanged 5 SP:Iteration 11Q (15768.510000 sec): 3 clusters Score: Raw -120066.286888 + Penalty 3308.700095 = -116757.586793 nChanged 4 SP:Iteration 12Q (15768.710000 sec): 3 clusters Score: Raw -120078.704795 + Penalty 3308.700095 = -116770.004700 nChanged 5 SP:Iteration 13Q (15768.940000 sec): 3 clusters Score: Raw -120086.194735 + Penalty 3308.700095 = -116777.494640 nChanged 3 SP:Iteration 14Q (15769.110000 sec): 3 clusters Score: Raw -120093.024049 + Penalty 3308.700095 = -116784.323954 nChanged 1 SP:Iteration 15Q (15769.310000 sec): 3 clusters Score: Raw -120094.557024 + Penalty 3308.700095 = -116785.856929 nChanged 0 SP:Iteration 16F (15769.480000 sec): 3 clusters Score: Raw -120094.557024 + Penalty 3308.700095 = -116785.856929 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15769.590000 sec): 2 clusters Score: Raw -115623.391286 + Penalty 1651.504892 = -113971.886394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15769.810000 sec): 3 clusters Score: Raw -115475.027177 + Penalty 3303.009784 = -112172.017393 nChanged 180 SP:Iteration 1F (15769.990000 sec): 3 clusters Score: Raw -115810.961338 + Penalty 3303.009784 = -112507.951554 nChanged 65 SP:Iteration 2F (15770.150000 sec): 3 clusters Score: Raw -115958.949452 + Penalty 3303.009784 = -112655.939667 nChanged 37 SP:Iteration 3Q (15770.390000 sec): 3 clusters Score: Raw -116066.141152 + Penalty 3303.009784 = -112763.131368 nChanged 29 SP:Iteration 4Q (15770.550000 sec): 3 clusters Score: Raw -116122.798836 + Penalty 3303.009784 = -112819.789052 nChanged 13 SP:Iteration 5Q (15770.750000 sec): 3 clusters Score: Raw -116144.100997 + Penalty 3303.009784 = -112841.091213 nChanged 10 SP:Iteration 6Q (15770.930000 sec): 3 clusters Score: Raw -116163.347226 + Penalty 3303.009784 = -112860.337442 nChanged 4 SP:Iteration 7Q (15771.150000 sec): 3 clusters Score: Raw -116169.351594 + Penalty 3303.009784 = -112866.341810 nChanged 2 SP:Iteration 8Q (15771.320000 sec): 3 clusters Score: Raw -116171.859216 + Penalty 3303.009784 = -112868.849431 nChanged 2 SP:Iteration 9Q (15771.480000 sec): 3 clusters Score: Raw -116173.057107 + Penalty 3303.009784 = -112870.047323 nChanged 0 SP:Iteration 10F (15771.660000 sec): 3 clusters Score: Raw -116173.057107 + Penalty 3303.009784 = -112870.047323 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15771.780000 sec): 2 clusters Score: Raw -35125.097534 + Penalty 1368.328318 = -33756.769216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15771.930000 sec): 3 clusters Score: Raw -35338.760355 + Penalty 2736.656637 = -32602.103718 nChanged 18 SP:Iteration 1F (15772.110000 sec): 3 clusters Score: Raw -35407.441397 + Penalty 2736.656637 = -32670.784760 nChanged 4 SP:Iteration 2Q (15772.320000 sec): 3 clusters Score: Raw -35430.493060 + Penalty 2736.656637 = -32693.836423 nChanged 3 SP:Iteration 3Q (15772.480000 sec): 3 clusters Score: Raw -35445.269487 + Penalty 2736.656637 = -32708.612851 nChanged 2 SP:Iteration 4Q (15772.670000 sec): 3 clusters Score: Raw -35450.651318 + Penalty 2736.656637 = -32713.994682 nChanged 1 SP:Iteration 5Q (15772.860000 sec): 3 clusters Score: Raw -35457.662060 + Penalty 2736.656637 = -32721.005423 nChanged 0 SP:Iteration 6F (15773.010000 sec): 3 clusters Score: Raw -35457.662060 + Penalty 2736.656637 = -32721.005423 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (59257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15773.340000 sec): 2 clusters Score: Raw -8985548.345929 + Penalty 2725.430520 = -8982822.915409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15773.830000 sec): 3 clusters Score: Raw -8948433.823900 + Penalty 5450.861041 = -8942982.962859 nChanged 27745 SP:Iteration 1F (15774.290000 sec): 3 clusters Score: Raw -8963938.099975 + Penalty 5450.861041 = -8958487.238934 nChanged 2443 SP:Iteration 2Q (15774.770000 sec): 3 clusters Score: Raw -8964743.451089 + Penalty 5450.861041 = -8959292.590048 nChanged 2683 SP:Iteration 3Q (15775.210000 sec): 3 clusters Score: Raw -8965809.016657 + Penalty 5450.861041 = -8960358.155616 nChanged 3200 SP:Iteration 4F (15775.730000 sec): 3 clusters Score: Raw -8967458.777650 + Penalty 5450.861041 = -8962007.916609 nChanged 4040 SP:Iteration 5F (15776.220000 sec): 3 clusters Score: Raw -8970085.191810 + Penalty 5450.861041 = -8964634.330769 nChanged 4624 SP:Iteration 6F (15776.700000 sec): 3 clusters Score: Raw -8973566.330857 + Penalty 5450.861041 = -8968115.469816 nChanged 4486 SP:Iteration 7F (15777.200000 sec): 3 clusters Score: Raw -8977158.218582 + Penalty 5450.861041 = -8971707.357541 nChanged 3689 SP:Iteration 8F (15777.650000 sec): 3 clusters Score: Raw -8980183.452113 + Penalty 5450.861041 = -8974732.591072 nChanged 2733 SP:Iteration 9Q (15778.170000 sec): 3 clusters Score: Raw -8982489.009792 + Penalty 5450.861041 = -8977038.148751 nChanged 1848 SP:Iteration 10Q (15778.650000 sec): 3 clusters Score: Raw -8984082.819096 + Penalty 5450.861041 = -8978631.958055 nChanged 1125 SP:Iteration 11Q (15779.170000 sec): 3 clusters Score: Raw -8985101.155379 + Penalty 5450.861041 = -8979650.294339 nChanged 578 SP:Iteration 12Q (15779.660000 sec): 3 clusters Score: Raw -8985637.947455 + Penalty 5450.861041 = -8980187.086414 nChanged 330 SP:Iteration 13Q (15780.170000 sec): 3 clusters Score: Raw -8985924.062774 + Penalty 5450.861041 = -8980473.201733 nChanged 210 SP:Iteration 14Q (15780.650000 sec): 3 clusters Score: Raw -8986079.640345 + Penalty 5450.861041 = -8980628.779304 nChanged 129 SP:Iteration 15Q (15781.100000 sec): 3 clusters Score: Raw -8986209.241929 + Penalty 5450.861041 = -8980758.380888 nChanged 101 SP:Iteration 16Q (15781.550000 sec): 3 clusters Score: Raw -8986309.584825 + Penalty 5450.861041 = -8980858.723784 nChanged 88 SP:Iteration 17Q (15782.010000 sec): 3 clusters Score: Raw -8986375.276806 + Penalty 5450.861041 = -8980924.415765 nChanged 55 SP:Iteration 18Q (15782.430000 sec): 3 clusters Score: Raw -8986410.937175 + Penalty 5450.861041 = -8980960.076134 nChanged 36 SP:Iteration 19Q (15782.880000 sec): 3 clusters Score: Raw -8986429.693786 + Penalty 5450.861041 = -8980978.832745 nChanged 31 SP:Iteration 20F (15783.430000 sec): 3 clusters Score: Raw -8986443.504837 + Penalty 5450.861041 = -8980992.643796 nChanged 20 SP:Iteration 21Q (15783.910000 sec): 3 clusters Score: Raw -8986453.177369 + Penalty 5450.861041 = -8981002.316328 nChanged 17 SP:Iteration 22Q (15784.370000 sec): 3 clusters Score: Raw -8986462.037692 + Penalty 5450.861041 = -8981011.176651 nChanged 14 SP:Iteration 23Q (15784.810000 sec): 3 clusters Score: Raw -8986472.030041 + Penalty 5450.861041 = -8981021.169000 nChanged 20 SP:Iteration 24Q (15785.270000 sec): 3 clusters Score: Raw -8986481.780081 + Penalty 5450.861041 = -8981030.919040 nChanged 17 SP:Iteration 25Q (15785.760000 sec): 3 clusters Score: Raw -8986487.289887 + Penalty 5450.861041 = -8981036.428846 nChanged 13 SP:Iteration 26Q (15786.230000 sec): 3 clusters Score: Raw -8986492.343822 + Penalty 5450.861041 = -8981041.482781 nChanged 14 SP:Iteration 27Q (15786.730000 sec): 3 clusters Score: Raw -8986498.254312 + Penalty 5450.861041 = -8981047.393271 nChanged 14 SP:Iteration 28Q (15787.240000 sec): 3 clusters Score: Raw -8986503.925432 + Penalty 5450.861041 = -8981053.064391 nChanged 8 SP:Iteration 29Q (15787.700000 sec): 3 clusters Score: Raw -8986506.465919 + Penalty 5450.861041 = -8981055.604878 nChanged 2 SP:Iteration 30Q (15788.220000 sec): 3 clusters Score: Raw -8986507.381775 + Penalty 5450.861041 = -8981056.520734 nChanged 2 SP:Iteration 31Q (15788.720000 sec): 3 clusters Score: Raw -8986507.952556 + Penalty 5450.861041 = -8981057.091515 nChanged 1 SP:Iteration 32Q (15789.190000 sec): 3 clusters Score: Raw -8986508.177342 + Penalty 5450.861041 = -8981057.316301 nChanged 0 SP:Iteration 33F (15789.680000 sec): 3 clusters Score: Raw -8986508.177342 + Penalty 5450.861041 = -8981057.316301 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15789.780000 sec): 2 clusters Score: Raw -53808.025051 + Penalty 1481.504784 = -52326.520268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15789.960000 sec): 3 clusters Score: Raw -53948.971472 + Penalty 2963.009567 = -50985.961904 nChanged 68 SP:Iteration 1F (15790.160000 sec): 3 clusters Score: Raw -54198.140298 + Penalty 2963.009567 = -51235.130730 nChanged 24 SP:Iteration 2F (15790.360000 sec): 3 clusters Score: Raw -54279.479813 + Penalty 2963.009567 = -51316.470246 nChanged 13 SP:Iteration 3Q (15790.560000 sec): 3 clusters Score: Raw -54334.745934 + Penalty 2963.009567 = -51371.736367 nChanged 12 SP:Iteration 4Q (15790.780000 sec): 3 clusters Score: Raw -54382.609687 + Penalty 2963.009567 = -51419.600119 nChanged 13 SP:Iteration 5Q (15791.000000 sec): 3 clusters Score: Raw -54449.864028 + Penalty 2963.009567 = -51486.854461 nChanged 8 SP:Iteration 6Q (15791.160000 sec): 3 clusters Score: Raw -54472.853979 + Penalty 2963.009567 = -51509.844412 nChanged 7 SP:Iteration 7Q (15791.350000 sec): 3 clusters Score: Raw -54489.403989 + Penalty 2963.009567 = -51526.394422 nChanged 3 SP:Iteration 8Q (15791.550000 sec): 3 clusters Score: Raw -54496.670391 + Penalty 2963.009567 = -51533.660824 nChanged 1 SP:Iteration 9Q (15791.690000 sec): 3 clusters Score: Raw -54514.321253 + Penalty 2963.009567 = -51551.311686 nChanged 2 SP:Iteration 10Q (15791.860000 sec): 3 clusters Score: Raw -54524.061603 + Penalty 2963.009567 = -51561.052036 nChanged 1 SP:Iteration 11Q (15792.040000 sec): 3 clusters Score: Raw -54528.269374 + Penalty 2963.009567 = -51565.259806 nChanged 1 SP:Iteration 12Q (15792.180000 sec): 3 clusters Score: Raw -54531.105688 + Penalty 2963.009567 = -51568.096121 nChanged 0 SP:Iteration 13F (15792.350000 sec): 3 clusters Score: Raw -54531.105688 + Penalty 2963.009567 = -51568.096121 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15792.400000 sec): 2 clusters Score: Raw -160409.827576 + Penalty 1740.785570 = -158669.042006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15792.610000 sec): 3 clusters Score: Raw -160144.131888 + Penalty 3481.571140 = -156662.560748 nChanged 302 SP:Iteration 1F (15792.750000 sec): 3 clusters Score: Raw -160494.612264 + Penalty 3481.571140 = -157013.041124 nChanged 87 SP:Iteration 2F (15792.890000 sec): 3 clusters Score: Raw -160621.217734 + Penalty 3481.571140 = -157139.646594 nChanged 55 SP:Iteration 3Q (15793.030000 sec): 3 clusters Score: Raw -160715.604030 + Penalty 3481.571140 = -157234.032890 nChanged 50 SP:Iteration 4Q (15793.220000 sec): 3 clusters Score: Raw -160782.180049 + Penalty 3481.571140 = -157300.608909 nChanged 35 SP:Iteration 5Q (15793.360000 sec): 3 clusters Score: Raw -160830.824033 + Penalty 3481.571140 = -157349.252892 nChanged 24 SP:Iteration 6Q (15793.500000 sec): 3 clusters Score: Raw -160862.851554 + Penalty 3481.571140 = -157381.280414 nChanged 18 SP:Iteration 7Q (15793.680000 sec): 3 clusters Score: Raw -160883.893380 + Penalty 3481.571140 = -157402.322240 nChanged 19 SP:Iteration 8Q (15793.820000 sec): 3 clusters Score: Raw -160907.129324 + Penalty 3481.571140 = -157425.558184 nChanged 16 SP:Iteration 9Q (15793.970000 sec): 3 clusters Score: Raw -160930.794233 + Penalty 3481.571140 = -157449.223093 nChanged 11 SP:Iteration 10Q (15794.110000 sec): 3 clusters Score: Raw -160956.768717 + Penalty 3481.571140 = -157475.197576 nChanged 15 SP:Iteration 11Q (15794.260000 sec): 3 clusters Score: Raw -160990.842585 + Penalty 3481.571140 = -157509.271445 nChanged 22 SP:Iteration 12Q (15794.400000 sec): 3 clusters Score: Raw -161028.336570 + Penalty 3481.571140 = -157546.765430 nChanged 24 SP:Iteration 13Q (15794.540000 sec): 3 clusters Score: Raw -161067.845224 + Penalty 3481.571140 = -157586.274084 nChanged 13 SP:Iteration 14Q (15794.690000 sec): 3 clusters Score: Raw -161099.945737 + Penalty 3481.571140 = -157618.374597 nChanged 17 SP:Iteration 15Q (15794.830000 sec): 3 clusters Score: Raw -161127.726139 + Penalty 3481.571140 = -157646.154999 nChanged 18 SP:Iteration 16Q (15794.980000 sec): 3 clusters Score: Raw -161155.378213 + Penalty 3481.571140 = -157673.807073 nChanged 12 SP:Iteration 17Q (15795.120000 sec): 3 clusters Score: Raw -161166.769896 + Penalty 3481.571140 = -157685.198756 nChanged 3 SP:Iteration 18Q (15795.260000 sec): 3 clusters Score: Raw -161171.077880 + Penalty 3481.571140 = -157689.506740 nChanged 1 SP:Iteration 19Q (15795.400000 sec): 3 clusters Score: Raw -161172.244413 + Penalty 3481.571140 = -157690.673273 nChanged 1 SP:Iteration 20F (15795.550000 sec): 3 clusters Score: Raw -161172.748628 + Penalty 3481.571140 = -157691.177488 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15795.650000 sec): 2 clusters Score: Raw -58633.139738 + Penalty 1515.643900 = -57117.495838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15795.790000 sec): 3 clusters Score: Raw -58719.470124 + Penalty 3031.287800 = -55688.182323 nChanged 95 SP:Iteration 1F (15795.930000 sec): 3 clusters Score: Raw -59070.306733 + Penalty 3031.287800 = -56039.018933 nChanged 44 SP:Iteration 2F (15796.080000 sec): 3 clusters Score: Raw -59264.428765 + Penalty 3031.287800 = -56233.140965 nChanged 31 SP:Iteration 3F (15796.220000 sec): 3 clusters Score: Raw -59431.562218 + Penalty 3031.287800 = -56400.274418 nChanged 25 SP:Iteration 4F (15796.400000 sec): 3 clusters Score: Raw -59624.661264 + Penalty 3031.287800 = -56593.373464 nChanged 26 SP:Iteration 5F (15796.530000 sec): 3 clusters Score: Raw -59885.980087 + Penalty 3031.287800 = -56854.692286 nChanged 12 SP:Iteration 6Q (15796.720000 sec): 3 clusters Score: Raw -60023.755755 + Penalty 3031.287800 = -56992.467955 nChanged 10 SP:Iteration 7Q (15796.880000 sec): 3 clusters Score: Raw -60091.177183 + Penalty 3031.287800 = -57059.889383 nChanged 6 SP:Iteration 8Q (15797.040000 sec): 3 clusters Score: Raw -60119.729888 + Penalty 3031.287800 = -57088.442088 nChanged 4 SP:Iteration 9Q (15797.190000 sec): 3 clusters Score: Raw -60133.142059 + Penalty 3031.287800 = -57101.854259 nChanged 1 SP:Iteration 10Q (15797.400000 sec): 3 clusters Score: Raw -60141.030451 + Penalty 3031.287800 = -57109.742651 nChanged 3 SP:Iteration 11Q (15797.550000 sec): 3 clusters Score: Raw -60160.734171 + Penalty 3031.287800 = -57129.446371 nChanged 1 SP:Iteration 12Q (15797.760000 sec): 3 clusters Score: Raw -60164.064022 + Penalty 3031.287800 = -57132.776222 nChanged 1 SP:Iteration 13Q (15797.930000 sec): 3 clusters Score: Raw -60165.693884 + Penalty 3031.287800 = -57134.406084 nChanged 0 SP:Iteration 14F (15798.080000 sec): 3 clusters Score: Raw -60165.693884 + Penalty 3031.287800 = -57134.406084 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15798.200000 sec): 2 clusters Score: Raw -124424.276369 + Penalty 1670.767806 = -122753.508564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15798.390000 sec): 3 clusters Score: Raw -124318.874598 + Penalty 3341.535611 = -120977.338987 nChanged 216 SP:Iteration 1F (15798.630000 sec): 3 clusters Score: Raw -124723.329400 + Penalty 3341.535611 = -121381.793788 nChanged 71 SP:Iteration 2F (15798.800000 sec): 3 clusters Score: Raw -124929.284379 + Penalty 3341.535611 = -121587.748768 nChanged 52 SP:Iteration 3F (15798.940000 sec): 3 clusters Score: Raw -125103.763870 + Penalty 3341.535611 = -121762.228259 nChanged 46 SP:Iteration 4F (15799.180000 sec): 3 clusters Score: Raw -125253.451422 + Penalty 3341.535611 = -121911.915811 nChanged 38 SP:Iteration 5Q (15799.360000 sec): 3 clusters Score: Raw -125373.493684 + Penalty 3341.535611 = -122031.958073 nChanged 33 SP:Iteration 6Q (15799.560000 sec): 3 clusters Score: Raw -125486.249220 + Penalty 3341.535611 = -122144.713609 nChanged 27 SP:Iteration 7Q (15799.730000 sec): 3 clusters Score: Raw -125597.567635 + Penalty 3341.535611 = -122256.032024 nChanged 20 SP:Iteration 8Q (15799.900000 sec): 3 clusters Score: Raw -125708.626886 + Penalty 3341.535611 = -122367.091275 nChanged 18 SP:Iteration 9Q (15800.080000 sec): 3 clusters Score: Raw -125806.103467 + Penalty 3341.535611 = -122464.567856 nChanged 14 SP:Iteration 10Q (15800.230000 sec): 3 clusters Score: Raw -125863.053824 + Penalty 3341.535611 = -122521.518213 nChanged 10 SP:Iteration 11Q (15800.410000 sec): 3 clusters Score: Raw -125901.787378 + Penalty 3341.535611 = -122560.251767 nChanged 8 SP:Iteration 12Q (15800.590000 sec): 3 clusters Score: Raw -125925.270559 + Penalty 3341.535611 = -122583.734948 nChanged 2 SP:Iteration 13Q (15800.830000 sec): 3 clusters Score: Raw -125931.860811 + Penalty 3341.535611 = -122590.325200 nChanged 2 SP:Iteration 14Q (15801.040000 sec): 3 clusters Score: Raw -125940.872833 + Penalty 3341.535611 = -122599.337222 nChanged 2 SP:Iteration 15Q (15801.230000 sec): 3 clusters Score: Raw -125947.892307 + Penalty 3341.535611 = -122606.356696 nChanged 1 SP:Iteration 16Q (15801.420000 sec): 3 clusters Score: Raw -125949.836938 + Penalty 3341.535611 = -122608.301327 nChanged 1 SP:Iteration 17Q (15801.580000 sec): 3 clusters Score: Raw -125952.978911 + Penalty 3341.535611 = -122611.443300 nChanged 0 SP:Iteration 18F (15801.780000 sec): 3 clusters Score: Raw -125952.978911 + Penalty 3341.535611 = -122611.443300 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15801.900000 sec): 2 clusters Score: Raw -26302.266832 + Penalty 1307.703891 = -24994.562941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15802.060000 sec): 3 clusters Score: Raw -26506.283608 + Penalty 2615.407781 = -23890.875827 nChanged 14 SP:Iteration 1F (15802.210000 sec): 3 clusters Score: Raw -26568.155848 + Penalty 2615.407781 = -23952.748067 nChanged 6 SP:Iteration 2Q (15802.380000 sec): 3 clusters Score: Raw -26665.810135 + Penalty 2615.407781 = -24050.402354 nChanged 6 SP:Iteration 3Q (15802.540000 sec): 3 clusters Score: Raw -26693.045508 + Penalty 2615.407781 = -24077.637727 nChanged 2 SP:Iteration 4Q (15802.750000 sec): 3 clusters Score: Raw -26705.529957 + Penalty 2615.407781 = -24090.122176 nChanged 1 SP:Iteration 5Q (15802.930000 sec): 3 clusters Score: Raw -26714.763262 + Penalty 2615.407781 = -24099.355481 nChanged 1 SP:Iteration 6Q (15803.120000 sec): 3 clusters Score: Raw -26723.810797 + Penalty 2615.407781 = -24108.403016 nChanged 1 SP:Iteration 7Q (15803.380000 sec): 3 clusters Score: Raw -26729.589151 + Penalty 2615.407781 = -24114.181370 nChanged 0 SP:Iteration 8F (15803.570000 sec): 3 clusters Score: Raw -26729.589151 + Penalty 2615.407781 = -24114.181370 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15803.690000 sec): 2 clusters Score: Raw -110382.134612 + Penalty 1636.092134 = -108746.042478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15803.850000 sec): 3 clusters Score: Raw -110300.020767 + Penalty 3272.184268 = -107027.836499 nChanged 162 SP:Iteration 1F (15804.120000 sec): 3 clusters Score: Raw -110609.293505 + Penalty 3272.184268 = -107337.109237 nChanged 59 SP:Iteration 2F (15804.290000 sec): 3 clusters Score: Raw -110815.921046 + Penalty 3272.184268 = -107543.736778 nChanged 55 SP:Iteration 3F (15804.520000 sec): 3 clusters Score: Raw -110998.923035 + Penalty 3272.184268 = -107726.738767 nChanged 43 SP:Iteration 4F (15804.740000 sec): 3 clusters Score: Raw -111127.534606 + Penalty 3272.184268 = -107855.350338 nChanged 15 SP:Iteration 5Q (15804.940000 sec): 3 clusters Score: Raw -111163.302605 + Penalty 3272.184268 = -107891.118336 nChanged 15 SP:Iteration 6Q (15805.120000 sec): 3 clusters Score: Raw -111210.212813 + Penalty 3272.184268 = -107938.028545 nChanged 11 SP:Iteration 7Q (15805.320000 sec): 3 clusters Score: Raw -111234.198372 + Penalty 3272.184268 = -107962.014104 nChanged 8 SP:Iteration 8Q (15805.550000 sec): 3 clusters Score: Raw -111257.010558 + Penalty 3272.184268 = -107984.826290 nChanged 7 SP:Iteration 9Q (15805.800000 sec): 3 clusters Score: Raw -111277.709622 + Penalty 3272.184268 = -108005.525354 nChanged 7 SP:Iteration 10Q (15806.000000 sec): 3 clusters Score: Raw -111293.783172 + Penalty 3272.184268 = -108021.598904 nChanged 3 SP:Iteration 11Q (15806.170000 sec): 3 clusters Score: Raw -111302.143624 + Penalty 3272.184268 = -108029.959356 nChanged 4 SP:Iteration 12Q (15806.350000 sec): 3 clusters Score: Raw -111305.980769 + Penalty 3272.184268 = -108033.796501 nChanged 0 SP:Iteration 13F (15806.530000 sec): 3 clusters Score: Raw -111305.980769 + Penalty 3272.184268 = -108033.796501 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (72456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15806.950000 sec): 2 clusters Score: Raw -10887755.547629 + Penalty 2775.302220 = -10884980.245409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15807.630000 sec): 3 clusters Score: Raw -10841772.568005 + Penalty 5550.604441 = -10836221.963564 nChanged 34024 SP:Iteration 1F (15808.290000 sec): 3 clusters Score: Raw -10861318.332018 + Penalty 5550.604441 = -10855767.727577 nChanged 3095 SP:Iteration 2Q (15808.940000 sec): 3 clusters Score: Raw -10862377.455104 + Penalty 5550.604441 = -10856826.850663 nChanged 3374 SP:Iteration 3Q (15809.520000 sec): 3 clusters Score: Raw -10863711.472089 + Penalty 5550.604441 = -10858160.867648 nChanged 3736 SP:Iteration 4F (15810.170000 sec): 3 clusters Score: Raw -10865384.583902 + Penalty 5550.604441 = -10859833.979461 nChanged 4087 SP:Iteration 5F (15810.770000 sec): 3 clusters Score: Raw -10867358.142079 + Penalty 5550.604441 = -10861807.537638 nChanged 4230 SP:Iteration 6F (15811.370000 sec): 3 clusters Score: Raw -10869400.334118 + Penalty 5550.604441 = -10863849.729677 nChanged 4085 SP:Iteration 7F (15811.930000 sec): 3 clusters Score: Raw -10871345.599201 + Penalty 5550.604441 = -10865794.994760 nChanged 3691 SP:Iteration 8F (15812.470000 sec): 3 clusters Score: Raw -10873096.015274 + Penalty 5550.604441 = -10867545.410833 nChanged 3444 SP:Iteration 9Q (15813.070000 sec): 3 clusters Score: Raw -10874790.747323 + Penalty 5550.604441 = -10869240.142882 nChanged 3304 SP:Iteration 10Q (15813.670000 sec): 3 clusters Score: Raw -10876585.166273 + Penalty 5550.604441 = -10871034.561832 nChanged 3222 SP:Iteration 11Q (15814.210000 sec): 3 clusters Score: Raw -10878545.436015 + Penalty 5550.604441 = -10872994.831574 nChanged 3141 SP:Iteration 12Q (15814.780000 sec): 3 clusters Score: Raw -10880637.015453 + Penalty 5550.604441 = -10875086.411012 nChanged 2927 SP:Iteration 13Q (15815.330000 sec): 3 clusters Score: Raw -10882686.880841 + Penalty 5550.604441 = -10877136.276400 nChanged 2549 SP:Iteration 14Q (15815.830000 sec): 3 clusters Score: Raw -10884431.049320 + Penalty 5550.604441 = -10878880.444879 nChanged 1915 SP:Iteration 15Q (15816.410000 sec): 3 clusters Score: Raw -10885670.534568 + Penalty 5550.604441 = -10880119.930127 nChanged 1386 SP:Iteration 16Q (15816.940000 sec): 3 clusters Score: Raw -10886533.180537 + Penalty 5550.604441 = -10880982.576096 nChanged 1021 SP:Iteration 17Q (15817.520000 sec): 3 clusters Score: Raw -10887133.789590 + Penalty 5550.604441 = -10881583.185149 nChanged 702 SP:Iteration 18Q (15818.050000 sec): 3 clusters Score: Raw -10887509.344085 + Penalty 5550.604441 = -10881958.739644 nChanged 506 SP:Iteration 19Q (15818.650000 sec): 3 clusters Score: Raw -10887779.747641 + Penalty 5550.604441 = -10882229.143200 nChanged 365 SP:Iteration 20F (15819.240000 sec): 3 clusters Score: Raw -10887973.344107 + Penalty 5550.604441 = -10882422.739666 nChanged 265 SP:Iteration 21Q (15819.800000 sec): 3 clusters Score: Raw -10888097.837246 + Penalty 5550.604441 = -10882547.232805 nChanged 175 SP:Iteration 22Q (15820.340000 sec): 3 clusters Score: Raw -10888186.775720 + Penalty 5550.604441 = -10882636.171279 nChanged 142 SP:Iteration 23Q (15820.850000 sec): 3 clusters Score: Raw -10888256.320045 + Penalty 5550.604441 = -10882705.715604 nChanged 106 SP:Iteration 24Q (15821.440000 sec): 3 clusters Score: Raw -10888306.007822 + Penalty 5550.604441 = -10882755.403381 nChanged 78 SP:Iteration 25Q (15821.970000 sec): 3 clusters Score: Raw -10888332.992282 + Penalty 5550.604441 = -10882782.387841 nChanged 55 SP:Iteration 26Q (15822.450000 sec): 3 clusters Score: Raw -10888351.003510 + Penalty 5550.604441 = -10882800.399069 nChanged 36 SP:Iteration 27Q (15822.960000 sec): 3 clusters Score: Raw -10888363.260614 + Penalty 5550.604441 = -10882812.656173 nChanged 32 SP:Iteration 28Q (15823.440000 sec): 3 clusters Score: Raw -10888374.305332 + Penalty 5550.604441 = -10882823.700891 nChanged 30 SP:Iteration 29Q (15823.990000 sec): 3 clusters Score: Raw -10888382.266716 + Penalty 5550.604441 = -10882831.662275 nChanged 19 SP:Iteration 30Q (15824.490000 sec): 3 clusters Score: Raw -10888387.581261 + Penalty 5550.604441 = -10882836.976820 nChanged 14 SP:Iteration 31Q (15825.020000 sec): 3 clusters Score: Raw -10888392.111624 + Penalty 5550.604441 = -10882841.507183 nChanged 17 SP:Iteration 32Q (15825.560000 sec): 3 clusters Score: Raw -10888398.055122 + Penalty 5550.604441 = -10882847.450681 nChanged 14 SP:Iteration 33Q (15826.130000 sec): 3 clusters Score: Raw -10888402.469845 + Penalty 5550.604441 = -10882851.865404 nChanged 14 SP:Iteration 34Q (15826.660000 sec): 3 clusters Score: Raw -10888406.469513 + Penalty 5550.604441 = -10882855.865072 nChanged 14 SP:Iteration 35Q (15827.190000 sec): 3 clusters Score: Raw -10888410.869298 + Penalty 5550.604441 = -10882860.264857 nChanged 8 SP:Iteration 36Q (15827.710000 sec): 3 clusters Score: Raw -10888412.951311 + Penalty 5550.604441 = -10882862.346870 nChanged 10 SP:Iteration 37Q (15828.310000 sec): 3 clusters Score: Raw -10888415.225659 + Penalty 5550.604441 = -10882864.621218 nChanged 7 SP:Iteration 38Q (15828.810000 sec): 3 clusters Score: Raw -10888417.147840 + Penalty 5550.604441 = -10882866.543399 nChanged 7 SP:Iteration 39Q (15829.320000 sec): 3 clusters Score: Raw -10888418.573620 + Penalty 5550.604441 = -10882867.969179 nChanged 2 SP:Iteration 40F (15829.890000 sec): 3 clusters Score: Raw -10888418.853520 + Penalty 5550.604441 = -10882868.249079 nChanged 1 SP:Iteration 41Q (15830.400000 sec): 3 clusters Score: Raw -10888419.095954 + Penalty 5550.604441 = -10882868.491513 nChanged 0 SP:Iteration 42F (15830.970000 sec): 3 clusters Score: Raw -10888419.095954 + Penalty 5550.604441 = -10882868.491513 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (1290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15831.070000 sec): 2 clusters Score: Raw -178364.658082 + Penalty 1776.274579 = -176588.383502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15831.260000 sec): 3 clusters Score: Raw -178011.690635 + Penalty 3552.549159 = -174459.141476 nChanged 412 SP:Iteration 1F (15831.420000 sec): 3 clusters Score: Raw -178472.161316 + Penalty 3552.549159 = -174919.612157 nChanged 119 SP:Iteration 2F (15831.630000 sec): 3 clusters Score: Raw -178653.389563 + Penalty 3552.549159 = -175100.840404 nChanged 72 SP:Iteration 3F (15831.830000 sec): 3 clusters Score: Raw -178765.536215 + Penalty 3552.549159 = -175212.987057 nChanged 50 SP:Iteration 4Q (15832.060000 sec): 3 clusters Score: Raw -178835.417061 + Penalty 3552.549159 = -175282.867902 nChanged 30 SP:Iteration 5Q (15832.260000 sec): 3 clusters Score: Raw -178875.719686 + Penalty 3552.549159 = -175323.170528 nChanged 27 SP:Iteration 6Q (15832.460000 sec): 3 clusters Score: Raw -178911.458495 + Penalty 3552.549159 = -175358.909336 nChanged 20 SP:Iteration 7Q (15832.660000 sec): 3 clusters Score: Raw -178939.994911 + Penalty 3552.549159 = -175387.445753 nChanged 19 SP:Iteration 8Q (15832.880000 sec): 3 clusters Score: Raw -178971.204664 + Penalty 3552.549159 = -175418.655505 nChanged 19 SP:Iteration 9Q (15833.100000 sec): 3 clusters Score: Raw -178994.071464 + Penalty 3552.549159 = -175441.522305 nChanged 18 SP:Iteration 10Q (15833.310000 sec): 3 clusters Score: Raw -179016.897156 + Penalty 3552.549159 = -175464.347998 nChanged 18 SP:Iteration 11Q (15833.510000 sec): 3 clusters Score: Raw -179044.692245 + Penalty 3552.549159 = -175492.143086 nChanged 14 SP:Iteration 12Q (15833.770000 sec): 3 clusters Score: Raw -179074.714909 + Penalty 3552.549159 = -175522.165750 nChanged 18 SP:Iteration 13Q (15833.990000 sec): 3 clusters Score: Raw -179110.018101 + Penalty 3552.549159 = -175557.468942 nChanged 18 SP:Iteration 14Q (15834.140000 sec): 3 clusters Score: Raw -179134.103336 + Penalty 3552.549159 = -175581.554177 nChanged 10 SP:Iteration 15Q (15834.350000 sec): 3 clusters Score: Raw -179143.162592 + Penalty 3552.549159 = -175590.613433 nChanged 6 SP:Iteration 16Q (15834.590000 sec): 3 clusters Score: Raw -179148.562152 + Penalty 3552.549159 = -175596.012994 nChanged 8 SP:Iteration 17Q (15834.740000 sec): 3 clusters Score: Raw -179163.542167 + Penalty 3552.549159 = -175610.993008 nChanged 8 SP:Iteration 18Q (15834.940000 sec): 3 clusters Score: Raw -179177.981250 + Penalty 3552.549159 = -175625.432092 nChanged 6 SP:Iteration 19Q (15835.160000 sec): 3 clusters Score: Raw -179183.195353 + Penalty 3552.549159 = -175630.646194 nChanged 5 SP:Iteration 20F (15835.330000 sec): 3 clusters Score: Raw -179188.265596 + Penalty 3552.549159 = -175635.716437 nChanged 6 SP:Iteration 21Q (15835.510000 sec): 3 clusters Score: Raw -179194.953717 + Penalty 3552.549159 = -175642.404558 nChanged 2 SP:Iteration 22Q (15835.690000 sec): 3 clusters Score: Raw -179196.668534 + Penalty 3552.549159 = -175644.119375 nChanged 1 SP:Iteration 23Q (15835.870000 sec): 3 clusters Score: Raw -179197.946439 + Penalty 3552.549159 = -175645.397280 nChanged 2 SP:Iteration 24Q (15836.100000 sec): 3 clusters Score: Raw -179199.806491 + Penalty 3552.549159 = -175647.257333 nChanged 2 SP:Iteration 25Q (15836.260000 sec): 3 clusters Score: Raw -179202.363112 + Penalty 3552.549159 = -175649.813954 nChanged 2 SP:Iteration 26Q (15836.450000 sec): 3 clusters Score: Raw -179203.930084 + Penalty 3552.549159 = -175651.380925 nChanged 0 SP:Iteration 27F (15836.610000 sec): 3 clusters Score: Raw -179203.930084 + Penalty 3552.549159 = -175651.380925 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15836.710000 sec): 2 clusters Score: Raw -14119.025064 + Penalty 1154.182167 = -12964.842898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15836.890000 sec): 3 clusters Score: Raw -14444.511908 + Penalty 2308.364334 = -12136.147574 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15836.970000 sec): 2 clusters Score: Raw -96456.693848 + Penalty 1609.322823 = -94847.371025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15837.150000 sec): 3 clusters Score: Raw -96383.922699 + Penalty 3218.645646 = -93165.277053 nChanged 127 SP:Iteration 1F (15837.330000 sec): 3 clusters Score: Raw -96650.399944 + Penalty 3218.645646 = -93431.754299 nChanged 52 SP:Iteration 2F (15837.500000 sec): 3 clusters Score: Raw -96748.256113 + Penalty 3218.645646 = -93529.610467 nChanged 18 SP:Iteration 3Q (15837.670000 sec): 3 clusters Score: Raw -96782.214706 + Penalty 3218.645646 = -93563.569060 nChanged 15 SP:Iteration 4Q (15837.860000 sec): 3 clusters Score: Raw -96809.406418 + Penalty 3218.645646 = -93590.760772 nChanged 10 SP:Iteration 5Q (15838.040000 sec): 3 clusters Score: Raw -96826.558993 + Penalty 3218.645646 = -93607.913347 nChanged 5 SP:Iteration 6Q (15838.210000 sec): 3 clusters Score: Raw -96832.422875 + Penalty 3218.645646 = -93613.777229 nChanged 3 SP:Iteration 7Q (15838.400000 sec): 3 clusters Score: Raw -96835.637016 + Penalty 3218.645646 = -93616.991370 nChanged 1 SP:Iteration 8Q (15838.610000 sec): 3 clusters Score: Raw -96836.691355 + Penalty 3218.645646 = -93618.045709 nChanged 1 SP:Iteration 9Q (15838.780000 sec): 3 clusters Score: Raw -96838.165179 + Penalty 3218.645646 = -93619.519533 nChanged 1 SP:Iteration 10Q (15838.930000 sec): 3 clusters Score: Raw -96840.322448 + Penalty 3218.645646 = -93621.676802 nChanged 3 SP:Iteration 11Q (15839.120000 sec): 3 clusters Score: Raw -96843.897402 + Penalty 3218.645646 = -93625.251756 nChanged 1 SP:Iteration 12Q (15839.260000 sec): 3 clusters Score: Raw -96844.479063 + Penalty 3218.645646 = -93625.833418 nChanged 1 SP:Iteration 13Q (15839.430000 sec): 3 clusters Score: Raw -96845.681668 + Penalty 3218.645646 = -93627.036022 nChanged 2 SP:Iteration 14Q (15839.590000 sec): 3 clusters Score: Raw -96850.318590 + Penalty 3218.645646 = -93631.672944 nChanged 1 SP:Iteration 15Q (15839.710000 sec): 3 clusters Score: Raw -96852.557919 + Penalty 3218.645646 = -93633.912273 nChanged 2 SP:Iteration 16Q (15839.930000 sec): 3 clusters Score: Raw -96857.215709 + Penalty 3218.645646 = -93638.570063 nChanged 2 SP:Iteration 17Q (15840.080000 sec): 3 clusters Score: Raw -96859.555822 + Penalty 3218.645646 = -93640.910176 nChanged 1 SP:Iteration 18Q (15840.230000 sec): 3 clusters Score: Raw -96861.876120 + Penalty 3218.645646 = -93643.230474 nChanged 0 SP:Iteration 19F (15840.440000 sec): 3 clusters Score: Raw -96861.876120 + Penalty 3218.645646 = -93643.230474 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15840.530000 sec): 2 clusters Score: Raw -73226.016007 + Penalty 1549.514633 = -71676.501374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15840.740000 sec): 3 clusters Score: Raw -73269.200019 + Penalty 3099.029266 = -70170.170753 nChanged 98 SP:Iteration 1F (15840.910000 sec): 3 clusters Score: Raw -73441.169358 + Penalty 3099.029266 = -70342.140092 nChanged 14 SP:Iteration 2Q (15841.080000 sec): 3 clusters Score: Raw -73474.642786 + Penalty 3099.029266 = -70375.613520 nChanged 7 SP:Iteration 3Q (15841.250000 sec): 3 clusters Score: Raw -73488.100259 + Penalty 3099.029266 = -70389.070993 nChanged 4 SP:Iteration 4Q (15841.450000 sec): 3 clusters Score: Raw -73501.704605 + Penalty 3099.029266 = -70402.675339 nChanged 6 SP:Iteration 5Q (15841.630000 sec): 3 clusters Score: Raw -73527.534303 + Penalty 3099.029266 = -70428.505037 nChanged 9 SP:Iteration 6Q (15841.780000 sec): 3 clusters Score: Raw -73567.467472 + Penalty 3099.029266 = -70468.438206 nChanged 6 SP:Iteration 7Q (15841.950000 sec): 3 clusters Score: Raw -73585.301995 + Penalty 3099.029266 = -70486.272729 nChanged 4 SP:Iteration 8Q (15842.160000 sec): 3 clusters Score: Raw -73600.377645 + Penalty 3099.029266 = -70501.348379 nChanged 4 SP:Iteration 9Q (15842.330000 sec): 3 clusters Score: Raw -73611.606114 + Penalty 3099.029266 = -70512.576848 nChanged 4 SP:Iteration 10Q (15842.520000 sec): 3 clusters Score: Raw -73619.614225 + Penalty 3099.029266 = -70520.584959 nChanged 2 SP:Iteration 11Q (15842.670000 sec): 3 clusters Score: Raw -73622.786938 + Penalty 3099.029266 = -70523.757672 nChanged 1 SP:Iteration 12Q (15842.860000 sec): 3 clusters Score: Raw -73629.930849 + Penalty 3099.029266 = -70530.901583 nChanged 2 SP:Iteration 13Q (15843.010000 sec): 3 clusters Score: Raw -73635.237758 + Penalty 3099.029266 = -70536.208492 nChanged 0 SP:Iteration 14F (15843.220000 sec): 3 clusters Score: Raw -73635.237758 + Penalty 3099.029266 = -70536.208492 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15843.290000 sec): 2 clusters Score: Raw -33361.232421 + Penalty 1410.369888 = -31950.862533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15843.500000 sec): 3 clusters Score: Raw -33680.223225 + Penalty 2820.739777 = -30859.483448 nChanged 72 SP:Iteration 1F (15843.660000 sec): 3 clusters Score: Raw -34152.467164 + Penalty 2820.739777 = -31331.727387 nChanged 22 SP:Iteration 2F (15843.850000 sec): 3 clusters Score: Raw -34301.970165 + Penalty 2820.739777 = -31481.230388 nChanged 8 SP:Iteration 3Q (15844.050000 sec): 3 clusters Score: Raw -34346.821592 + Penalty 2820.739777 = -31526.081815 nChanged 6 SP:Iteration 4Q (15844.230000 sec): 3 clusters Score: Raw -34375.969660 + Penalty 2820.739777 = -31555.229883 nChanged 1 SP:Iteration 5Q (15844.420000 sec): 3 clusters Score: Raw -34381.820661 + Penalty 2820.739777 = -31561.080885 nChanged 2 SP:Iteration 6Q (15844.570000 sec): 3 clusters Score: Raw -34391.925362 + Penalty 2820.739777 = -31571.185585 nChanged 1 SP:Iteration 7Q (15844.770000 sec): 3 clusters Score: Raw -34406.592815 + Penalty 2820.739777 = -31585.853038 nChanged 2 SP:Iteration 8Q (15844.910000 sec): 3 clusters Score: Raw -34451.725871 + Penalty 2820.739777 = -31630.986094 nChanged 2 SP:Iteration 9Q (15845.060000 sec): 3 clusters Score: Raw -34469.119273 + Penalty 2820.739777 = -31648.379496 nChanged 2 SP:Iteration 10Q (15845.210000 sec): 3 clusters Score: Raw -34489.482838 + Penalty 2820.739777 = -31668.743061 nChanged 1 SP:Iteration 11Q (15845.400000 sec): 3 clusters Score: Raw -34497.363629 + Penalty 2820.739777 = -31676.623852 nChanged 1 SP:Iteration 12Q (15845.530000 sec): 3 clusters Score: Raw -34503.222076 + Penalty 2820.739777 = -31682.482299 nChanged 2 SP:Iteration 13Q (15845.760000 sec): 3 clusters Score: Raw -34514.095393 + Penalty 2820.739777 = -31693.355616 nChanged 1 SP:Iteration 14Q (15845.920000 sec): 3 clusters Score: Raw -34517.793487 + Penalty 2820.739777 = -31697.053711 nChanged 0 SP:Iteration 15F (15846.090000 sec): 3 clusters Score: Raw -34517.793487 + Penalty 2820.739777 = -31697.053711 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (20519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15846.300000 sec): 2 clusters Score: Raw -3270867.722178 + Penalty 2462.418428 = -3268405.303750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15846.590000 sec): 3 clusters Score: Raw -3258856.376121 + Penalty 4924.836856 = -3253931.539265 nChanged 9123 SP:Iteration 1F (15846.870000 sec): 3 clusters Score: Raw -3263810.796755 + Penalty 4924.836856 = -3258885.959899 nChanged 1025 SP:Iteration 2Q (15847.200000 sec): 3 clusters Score: Raw -3264161.724811 + Penalty 4924.836856 = -3259236.887955 nChanged 899 SP:Iteration 3Q (15847.530000 sec): 3 clusters Score: Raw -3264477.993853 + Penalty 4924.836856 = -3259553.156997 nChanged 808 SP:Iteration 4Q (15847.820000 sec): 3 clusters Score: Raw -3264771.013540 + Penalty 4924.836856 = -3259846.176684 nChanged 771 SP:Iteration 5Q (15848.090000 sec): 3 clusters Score: Raw -3265055.221777 + Penalty 4924.836856 = -3260130.384921 nChanged 715 SP:Iteration 6Q (15848.410000 sec): 3 clusters Score: Raw -3265308.160767 + Penalty 4924.836856 = -3260383.323911 nChanged 653 SP:Iteration 7Q (15848.730000 sec): 3 clusters Score: Raw -3265554.500573 + Penalty 4924.836856 = -3260629.663716 nChanged 649 SP:Iteration 8Q (15849.040000 sec): 3 clusters Score: Raw -3265815.623065 + Penalty 4924.836856 = -3260890.786208 nChanged 668 SP:Iteration 9Q (15849.350000 sec): 3 clusters Score: Raw -3266093.543546 + Penalty 4924.836856 = -3261168.706690 nChanged 710 SP:Iteration 10Q (15849.670000 sec): 3 clusters Score: Raw -3266397.398001 + Penalty 4924.836856 = -3261472.561145 nChanged 718 SP:Iteration 11Q (15850.070000 sec): 3 clusters Score: Raw -3266728.541812 + Penalty 4924.836856 = -3261803.704956 nChanged 750 SP:Iteration 12Q (15850.400000 sec): 3 clusters Score: Raw -3267141.004697 + Penalty 4924.836856 = -3262216.167840 nChanged 749 SP:Iteration 13Q (15850.670000 sec): 3 clusters Score: Raw -3267541.213025 + Penalty 4924.836856 = -3262616.376168 nChanged 693 SP:Iteration 14Q (15851.060000 sec): 3 clusters Score: Raw -3267915.317043 + Penalty 4924.836856 = -3262990.480187 nChanged 642 SP:Iteration 15Q (15851.340000 sec): 3 clusters Score: Raw -3268252.741018 + Penalty 4924.836856 = -3263327.904161 nChanged 579 SP:Iteration 16Q (15851.650000 sec): 3 clusters Score: Raw -3268526.563627 + Penalty 4924.836856 = -3263601.726771 nChanged 482 SP:Iteration 17Q (15852.000000 sec): 3 clusters Score: Raw -3268762.978761 + Penalty 4924.836856 = -3263838.141904 nChanged 464 SP:Iteration 18Q (15852.290000 sec): 3 clusters Score: Raw -3269002.330551 + Penalty 4924.836856 = -3264077.493694 nChanged 444 SP:Iteration 19Q (15852.560000 sec): 3 clusters Score: Raw -3269227.788046 + Penalty 4924.836856 = -3264302.951189 nChanged 361 SP:Iteration 20F (15852.930000 sec): 3 clusters Score: Raw -3269403.091067 + Penalty 4924.836856 = -3264478.254211 nChanged 346 SP:Iteration 21Q (15853.240000 sec): 3 clusters Score: Raw -3269571.061753 + Penalty 4924.836856 = -3264646.224896 nChanged 319 SP:Iteration 22Q (15853.520000 sec): 3 clusters Score: Raw -3269724.045215 + Penalty 4924.836856 = -3264799.208359 nChanged 295 SP:Iteration 23Q (15853.810000 sec): 3 clusters Score: Raw -3269872.501673 + Penalty 4924.836856 = -3264947.664816 nChanged 297 SP:Iteration 24Q (15854.140000 sec): 3 clusters Score: Raw -3270026.535985 + Penalty 4924.836856 = -3265101.699129 nChanged 280 SP:Iteration 25Q (15854.420000 sec): 3 clusters Score: Raw -3270174.531840 + Penalty 4924.836856 = -3265249.694983 nChanged 252 SP:Iteration 26Q (15854.720000 sec): 3 clusters Score: Raw -3270316.266230 + Penalty 4924.836856 = -3265391.429374 nChanged 238 SP:Iteration 27Q (15855.120000 sec): 3 clusters Score: Raw -3270457.947337 + Penalty 4924.836856 = -3265533.110480 nChanged 228 SP:Iteration 28Q (15855.400000 sec): 3 clusters Score: Raw -3270589.588696 + Penalty 4924.836856 = -3265664.751840 nChanged 197 SP:Iteration 29Q (15855.680000 sec): 3 clusters Score: Raw -3270719.407085 + Penalty 4924.836856 = -3265794.570229 nChanged 152 SP:Iteration 30Q (15855.920000 sec): 3 clusters Score: Raw -3270821.460582 + Penalty 4924.836856 = -3265896.623726 nChanged 135 SP:Iteration 31Q (15856.230000 sec): 3 clusters Score: Raw -3270911.562085 + Penalty 4924.836856 = -3265986.725229 nChanged 93 SP:Iteration 32Q (15856.470000 sec): 3 clusters Score: Raw -3270972.754437 + Penalty 4924.836856 = -3266047.917581 nChanged 72 SP:Iteration 33Q (15856.750000 sec): 3 clusters Score: Raw -3271030.402118 + Penalty 4924.836856 = -3266105.565262 nChanged 56 SP:Iteration 34Q (15857.080000 sec): 3 clusters Score: Raw -3271079.931253 + Penalty 4924.836856 = -3266155.094396 nChanged 51 SP:Iteration 35Q (15857.410000 sec): 3 clusters Score: Raw -3271120.020909 + Penalty 4924.836856 = -3266195.184052 nChanged 33 SP:Iteration 36Q (15857.690000 sec): 3 clusters Score: Raw -3271143.535366 + Penalty 4924.836856 = -3266218.698509 nChanged 25 SP:Iteration 37Q (15858.010000 sec): 3 clusters Score: Raw -3271161.298909 + Penalty 4924.836856 = -3266236.462052 nChanged 19 SP:Iteration 38Q (15858.290000 sec): 3 clusters Score: Raw -3271174.135256 + Penalty 4924.836856 = -3266249.298400 nChanged 12 SP:Iteration 39Q (15858.560000 sec): 3 clusters Score: Raw -3271181.620350 + Penalty 4924.836856 = -3266256.783493 nChanged 15 SP:Iteration 40F (15858.880000 sec): 3 clusters Score: Raw -3271188.638506 + Penalty 4924.836856 = -3266263.801650 nChanged 10 SP:Iteration 41Q (15859.190000 sec): 3 clusters Score: Raw -3271194.768363 + Penalty 4924.836856 = -3266269.931506 nChanged 6 SP:Iteration 42Q (15859.470000 sec): 3 clusters Score: Raw -3271200.173346 + Penalty 4924.836856 = -3266275.336489 nChanged 5 SP:Iteration 43Q (15859.800000 sec): 3 clusters Score: Raw -3271204.193017 + Penalty 4924.836856 = -3266279.356161 nChanged 3 SP:Iteration 44Q (15860.080000 sec): 3 clusters Score: Raw -3271207.158417 + Penalty 4924.836856 = -3266282.321560 nChanged 6 SP:Iteration 45Q (15860.360000 sec): 3 clusters Score: Raw -3271211.327806 + Penalty 4924.836856 = -3266286.490950 nChanged 2 SP:Iteration 46Q (15860.670000 sec): 3 clusters Score: Raw -3271212.612753 + Penalty 4924.836856 = -3266287.775896 nChanged 4 SP:Iteration 47Q (15860.950000 sec): 3 clusters Score: Raw -3271216.695583 + Penalty 4924.836856 = -3266291.858726 nChanged 4 SP:Iteration 48Q (15861.240000 sec): 3 clusters Score: Raw -3271219.691763 + Penalty 4924.836856 = -3266294.854907 nChanged 3 SP:Iteration 49Q (15861.510000 sec): 3 clusters Score: Raw -3271221.441853 + Penalty 4924.836856 = -3266296.604997 nChanged 1 SP:Iteration 50Q (15861.800000 sec): 3 clusters Score: Raw -3271222.409333 + Penalty 4924.836856 = -3266297.572477 nChanged 1 SP:Iteration 51Q (15862.110000 sec): 3 clusters Score: Raw -3271222.827423 + Penalty 4924.836856 = -3266297.990567 nChanged 1 SP:Iteration 52Q (15862.410000 sec): 3 clusters Score: Raw -3271223.409261 + Penalty 4924.836856 = -3266298.572404 nChanged 2 SP:Iteration 53Q (15862.730000 sec): 3 clusters Score: Raw -3271224.745553 + Penalty 4924.836856 = -3266299.908696 nChanged 3 SP:Iteration 54Q (15862.990000 sec): 3 clusters Score: Raw -3271227.193804 + Penalty 4924.836856 = -3266302.356948 nChanged 3 SP:Iteration 55Q (15863.290000 sec): 3 clusters Score: Raw -3271230.144240 + Penalty 4924.836856 = -3266305.307384 nChanged 3 SP:Iteration 56Q (15863.590000 sec): 3 clusters Score: Raw -3271232.491826 + Penalty 4924.836856 = -3266307.654970 nChanged 0 SP:Iteration 57F (15863.910000 sec): 3 clusters Score: Raw -3271232.491826 + Penalty 4924.836856 = -3266307.654970 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15863.990000 sec): 2 clusters Score: Raw -84537.635222 + Penalty 1672.818615 = -82864.816608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15864.210000 sec): 3 clusters Score: Raw -84509.155337 + Penalty 3345.637229 = -81163.518107 nChanged 263 SP:Iteration 1F (15864.360000 sec): 3 clusters Score: Raw -85152.799322 + Penalty 3345.637229 = -81807.162093 nChanged 82 SP:Iteration 2F (15864.580000 sec): 3 clusters Score: Raw -85358.995743 + Penalty 3345.637229 = -82013.358514 nChanged 49 SP:Iteration 3F (15864.730000 sec): 3 clusters Score: Raw -85581.382963 + Penalty 3345.637229 = -82235.745734 nChanged 44 SP:Iteration 4F (15864.930000 sec): 3 clusters Score: Raw -85813.999169 + Penalty 3345.637229 = -82468.361940 nChanged 56 SP:Iteration 5F (15865.120000 sec): 3 clusters Score: Raw -86259.931976 + Penalty 3345.637229 = -82914.294746 nChanged 62 SP:Iteration 6F (15865.350000 sec): 3 clusters Score: Raw -87061.208579 + Penalty 3345.637229 = -83715.571350 nChanged 54 SP:Iteration 7F (15865.500000 sec): 3 clusters Score: Raw -87639.715909 + Penalty 3345.637229 = -84294.078680 nChanged 32 SP:Iteration 8Q (15865.680000 sec): 3 clusters Score: Raw -88135.553662 + Penalty 3345.637229 = -84789.916432 nChanged 11 SP:Iteration 9Q (15865.890000 sec): 3 clusters Score: Raw -88313.507630 + Penalty 3345.637229 = -84967.870401 nChanged 2 SP:Iteration 10Q (15866.080000 sec): 3 clusters Score: Raw -88329.800242 + Penalty 3345.637229 = -84984.163013 nChanged 0 SP:Iteration 11F (15866.280000 sec): 3 clusters Score: Raw -88329.800242 + Penalty 3345.637229 = -84984.163013 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15866.370000 sec): 2 clusters Score: Raw -137443.854595 + Penalty 1710.881205 = -135732.973390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15866.550000 sec): 3 clusters Score: Raw -137246.910915 + Penalty 3421.762409 = -133825.148505 nChanged 248 SP:Iteration 1F (15866.750000 sec): 3 clusters Score: Raw -137567.395845 + Penalty 3421.762409 = -134145.633436 nChanged 90 SP:Iteration 2F (15866.910000 sec): 3 clusters Score: Raw -137743.624560 + Penalty 3421.762409 = -134321.862151 nChanged 68 SP:Iteration 3F (15867.110000 sec): 3 clusters Score: Raw -137970.965453 + Penalty 3421.762409 = -134549.203044 nChanged 71 SP:Iteration 4F (15867.310000 sec): 3 clusters Score: Raw -138205.765516 + Penalty 3421.762409 = -134784.003107 nChanged 52 SP:Iteration 5F (15867.500000 sec): 3 clusters Score: Raw -138345.440720 + Penalty 3421.762409 = -134923.678311 nChanged 32 SP:Iteration 6Q (15867.690000 sec): 3 clusters Score: Raw -138435.125847 + Penalty 3421.762409 = -135013.363438 nChanged 18 SP:Iteration 7Q (15867.830000 sec): 3 clusters Score: Raw -138463.424901 + Penalty 3421.762409 = -135041.662492 nChanged 9 SP:Iteration 8Q (15868.070000 sec): 3 clusters Score: Raw -138481.082738 + Penalty 3421.762409 = -135059.320329 nChanged 10 SP:Iteration 9Q (15868.250000 sec): 3 clusters Score: Raw -138505.148846 + Penalty 3421.762409 = -135083.386437 nChanged 11 SP:Iteration 10Q (15868.450000 sec): 3 clusters Score: Raw -138526.191756 + Penalty 3421.762409 = -135104.429347 nChanged 9 SP:Iteration 11Q (15868.680000 sec): 3 clusters Score: Raw -138544.614514 + Penalty 3421.762409 = -135122.852105 nChanged 4 SP:Iteration 12Q (15868.870000 sec): 3 clusters Score: Raw -138551.265596 + Penalty 3421.762409 = -135129.503187 nChanged 7 SP:Iteration 13Q (15869.090000 sec): 3 clusters Score: Raw -138561.672863 + Penalty 3421.762409 = -135139.910454 nChanged 3 SP:Iteration 14Q (15869.240000 sec): 3 clusters Score: Raw -138565.233261 + Penalty 3421.762409 = -135143.470852 nChanged 2 SP:Iteration 15Q (15869.450000 sec): 3 clusters Score: Raw -138569.319059 + Penalty 3421.762409 = -135147.556650 nChanged 2 SP:Iteration 16Q (15869.590000 sec): 3 clusters Score: Raw -138574.039838 + Penalty 3421.762409 = -135152.277429 nChanged 1 SP:Iteration 17Q (15869.770000 sec): 3 clusters Score: Raw -138575.155821 + Penalty 3421.762409 = -135153.393412 nChanged 1 SP:Iteration 18Q (15869.920000 sec): 3 clusters Score: Raw -138575.822812 + Penalty 3421.762409 = -135154.060403 nChanged 1 SP:Iteration 19Q (15870.120000 sec): 3 clusters Score: Raw -138577.194578 + Penalty 3421.762409 = -135155.432169 nChanged 1 SP:Iteration 20F (15870.310000 sec): 3 clusters Score: Raw -138577.907274 + Penalty 3421.762409 = -135156.144865 nChanged 1 SP:Iteration 21Q (15870.490000 sec): 3 clusters Score: Raw -138579.087653 + Penalty 3421.762409 = -135157.325244 nChanged 1 SP:Iteration 22Q (15870.720000 sec): 3 clusters Score: Raw -138580.639771 + Penalty 3421.762409 = -135158.877362 nChanged 0 SP:Iteration 23F (15870.900000 sec): 3 clusters Score: Raw -138580.639771 + Penalty 3421.762409 = -135158.877362 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15871.020000 sec): 2 clusters Score: Raw -72695.884473 + Penalty 1522.156309 = -71173.728164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15871.250000 sec): 3 clusters Score: Raw -72767.520349 + Penalty 3044.312619 = -69723.207730 nChanged 66 SP:Iteration 1F (15871.470000 sec): 3 clusters Score: Raw -72960.137345 + Penalty 3044.312619 = -69915.824727 nChanged 25 SP:Iteration 2F (15871.690000 sec): 3 clusters Score: Raw -73023.515030 + Penalty 3044.312619 = -69979.202411 nChanged 12 SP:Iteration 3Q (15871.910000 sec): 3 clusters Score: Raw -73073.967095 + Penalty 3044.312619 = -70029.654476 nChanged 11 SP:Iteration 4Q (15872.110000 sec): 3 clusters Score: Raw -73107.128852 + Penalty 3044.312619 = -70062.816233 nChanged 15 SP:Iteration 5Q (15872.290000 sec): 3 clusters Score: Raw -73200.156593 + Penalty 3044.312619 = -70155.843974 nChanged 13 SP:Iteration 6Q (15872.500000 sec): 3 clusters Score: Raw -73286.290964 + Penalty 3044.312619 = -70241.978345 nChanged 10 SP:Iteration 7Q (15872.730000 sec): 3 clusters Score: Raw -73325.274273 + Penalty 3044.312619 = -70280.961654 nChanged 9 SP:Iteration 8Q (15873.000000 sec): 3 clusters Score: Raw -73350.886749 + Penalty 3044.312619 = -70306.574131 nChanged 3 SP:Iteration 9Q (15873.190000 sec): 3 clusters Score: Raw -73360.160839 + Penalty 3044.312619 = -70315.848220 nChanged 2 SP:Iteration 10Q (15873.380000 sec): 3 clusters Score: Raw -73370.256201 + Penalty 3044.312619 = -70325.943583 nChanged 2 SP:Iteration 11Q (15873.580000 sec): 3 clusters Score: Raw -73378.135859 + Penalty 3044.312619 = -70333.823240 nChanged 2 SP:Iteration 12Q (15873.800000 sec): 3 clusters Score: Raw -73383.063327 + Penalty 3044.312619 = -70338.750708 nChanged 0 SP:Iteration 13F (15873.970000 sec): 3 clusters Score: Raw -73383.063327 + Penalty 3044.312619 = -70338.750708 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (10387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15874.080000 sec): 2 clusters Score: Raw -1550708.576687 + Penalty 2293.580955 = -1548414.995732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15874.310000 sec): 3 clusters Score: Raw -1545059.224471 + Penalty 4587.161910 = -1540472.062561 nChanged 4404 SP:Iteration 1F (15874.550000 sec): 3 clusters Score: Raw -1547438.314734 + Penalty 4587.161910 = -1542851.152823 nChanged 674 SP:Iteration 2F (15874.770000 sec): 3 clusters Score: Raw -1547759.061901 + Penalty 4587.161910 = -1543171.899990 nChanged 540 SP:Iteration 3F (15875.010000 sec): 3 clusters Score: Raw -1548016.649590 + Penalty 4587.161910 = -1543429.487680 nChanged 486 SP:Iteration 4Q (15875.270000 sec): 3 clusters Score: Raw -1548251.825781 + Penalty 4587.161910 = -1543664.663870 nChanged 445 SP:Iteration 5Q (15875.490000 sec): 3 clusters Score: Raw -1548464.595111 + Penalty 4587.161910 = -1543877.433201 nChanged 427 SP:Iteration 6Q (15875.720000 sec): 3 clusters Score: Raw -1548664.699922 + Penalty 4587.161910 = -1544077.538012 nChanged 398 SP:Iteration 7Q (15875.940000 sec): 3 clusters Score: Raw -1548859.526942 + Penalty 4587.161910 = -1544272.365032 nChanged 399 SP:Iteration 8Q (15876.190000 sec): 3 clusters Score: Raw -1549078.329487 + Penalty 4587.161910 = -1544491.167577 nChanged 429 SP:Iteration 9Q (15876.470000 sec): 3 clusters Score: Raw -1549328.955003 + Penalty 4587.161910 = -1544741.793093 nChanged 432 SP:Iteration 10Q (15876.670000 sec): 3 clusters Score: Raw -1549586.153216 + Penalty 4587.161910 = -1544998.991306 nChanged 374 SP:Iteration 11Q (15876.980000 sec): 3 clusters Score: Raw -1549820.486146 + Penalty 4587.161910 = -1545233.324236 nChanged 332 SP:Iteration 12Q (15877.170000 sec): 3 clusters Score: Raw -1550032.700867 + Penalty 4587.161910 = -1545445.538957 nChanged 283 SP:Iteration 13Q (15877.380000 sec): 3 clusters Score: Raw -1550212.421738 + Penalty 4587.161910 = -1545625.259827 nChanged 242 SP:Iteration 14Q (15877.640000 sec): 3 clusters Score: Raw -1550374.320385 + Penalty 4587.161910 = -1545787.158474 nChanged 216 SP:Iteration 15Q (15877.880000 sec): 3 clusters Score: Raw -1550504.503120 + Penalty 4587.161910 = -1545917.341209 nChanged 160 SP:Iteration 16Q (15878.120000 sec): 3 clusters Score: Raw -1550597.303213 + Penalty 4587.161910 = -1546010.141303 nChanged 128 SP:Iteration 17Q (15878.290000 sec): 3 clusters Score: Raw -1550660.079038 + Penalty 4587.161910 = -1546072.917128 nChanged 83 SP:Iteration 18Q (15878.530000 sec): 3 clusters Score: Raw -1550703.388506 + Penalty 4587.161910 = -1546116.226595 nChanged 75 SP:Iteration 19Q (15878.740000 sec): 3 clusters Score: Raw -1550742.012273 + Penalty 4587.161910 = -1546154.850363 nChanged 65 SP:Iteration 20F (15878.990000 sec): 3 clusters Score: Raw -1550777.185646 + Penalty 4587.161910 = -1546190.023736 nChanged 59 SP:Iteration 21Q (15879.270000 sec): 3 clusters Score: Raw -1550805.250521 + Penalty 4587.161910 = -1546218.088611 nChanged 46 SP:Iteration 22Q (15879.450000 sec): 3 clusters Score: Raw -1550826.425496 + Penalty 4587.161910 = -1546239.263586 nChanged 37 SP:Iteration 23Q (15879.690000 sec): 3 clusters Score: Raw -1550838.377381 + Penalty 4587.161910 = -1546251.215471 nChanged 24 SP:Iteration 24Q (15879.960000 sec): 3 clusters Score: Raw -1550848.223618 + Penalty 4587.161910 = -1546261.061707 nChanged 23 SP:Iteration 25Q (15880.170000 sec): 3 clusters Score: Raw -1550858.721541 + Penalty 4587.161910 = -1546271.559631 nChanged 28 SP:Iteration 26Q (15880.410000 sec): 3 clusters Score: Raw -1550872.054016 + Penalty 4587.161910 = -1546284.892106 nChanged 22 SP:Iteration 27Q (15880.660000 sec): 3 clusters Score: Raw -1550882.947769 + Penalty 4587.161910 = -1546295.785859 nChanged 23 SP:Iteration 28Q (15880.910000 sec): 3 clusters Score: Raw -1550892.895508 + Penalty 4587.161910 = -1546305.733598 nChanged 16 SP:Iteration 29Q (15881.160000 sec): 3 clusters Score: Raw -1550898.571694 + Penalty 4587.161910 = -1546311.409784 nChanged 18 SP:Iteration 30Q (15881.420000 sec): 3 clusters Score: Raw -1550906.726223 + Penalty 4587.161910 = -1546319.564312 nChanged 17 SP:Iteration 31Q (15881.650000 sec): 3 clusters Score: Raw -1550913.942882 + Penalty 4587.161910 = -1546326.780971 nChanged 12 SP:Iteration 32Q (15881.890000 sec): 3 clusters Score: Raw -1550920.343428 + Penalty 4587.161910 = -1546333.181517 nChanged 16 SP:Iteration 33Q (15882.150000 sec): 3 clusters Score: Raw -1550927.634410 + Penalty 4587.161910 = -1546340.472499 nChanged 15 SP:Iteration 34Q (15882.390000 sec): 3 clusters Score: Raw -1550932.157048 + Penalty 4587.161910 = -1546344.995138 nChanged 7 SP:Iteration 35Q (15882.620000 sec): 3 clusters Score: Raw -1550934.894116 + Penalty 4587.161910 = -1546347.732206 nChanged 8 SP:Iteration 36Q (15882.860000 sec): 3 clusters Score: Raw -1550937.736338 + Penalty 4587.161910 = -1546350.574427 nChanged 5 SP:Iteration 37Q (15883.100000 sec): 3 clusters Score: Raw -1550940.194402 + Penalty 4587.161910 = -1546353.032492 nChanged 6 SP:Iteration 38Q (15883.320000 sec): 3 clusters Score: Raw -1550942.468810 + Penalty 4587.161910 = -1546355.306900 nChanged 5 SP:Iteration 39Q (15883.520000 sec): 3 clusters Score: Raw -1550944.752415 + Penalty 4587.161910 = -1546357.590504 nChanged 4 SP:Iteration 40F (15883.780000 sec): 3 clusters Score: Raw -1550945.641714 + Penalty 4587.161910 = -1546358.479804 nChanged 1 SP:Iteration 41Q (15884.010000 sec): 3 clusters Score: Raw -1550945.783549 + Penalty 4587.161910 = -1546358.621639 nChanged 0 SP:Iteration 42F (15884.250000 sec): 3 clusters Score: Raw -1550945.783549 + Penalty 4587.161910 = -1546358.621639 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15884.310000 sec): 2 clusters Score: Raw -51310.774657 + Penalty 1465.204569 = -49845.570088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15884.520000 sec): 3 clusters Score: Raw -51426.480691 + Penalty 2930.409137 = -48496.071553 nChanged 48 SP:Iteration 1F (15884.760000 sec): 3 clusters Score: Raw -51552.511676 + Penalty 2930.409137 = -48622.102538 nChanged 18 SP:Iteration 2Q (15884.960000 sec): 3 clusters Score: Raw -51614.256767 + Penalty 2930.409137 = -48683.847630 nChanged 4 SP:Iteration 3Q (15885.130000 sec): 3 clusters Score: Raw -51627.683348 + Penalty 2930.409137 = -48697.274210 nChanged 0 SP:Iteration 4F (15885.400000 sec): 3 clusters Score: Raw -51627.683348 + Penalty 2930.409137 = -48697.274210 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15885.500000 sec): 2 clusters Score: Raw -20267.898556 + Penalty 1220.155270 = -19047.743287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15885.700000 sec): 3 clusters Score: Raw -20574.286716 + Penalty 2440.310539 = -18133.976177 nChanged 7 SP:Iteration 1F (15885.900000 sec): 3 clusters Score: Raw -20649.680540 + Penalty 2440.310539 = -18209.370001 nChanged 3 SP:Iteration 2Q (15886.080000 sec): 3 clusters Score: Raw -20685.721277 + Penalty 2440.310539 = -18245.410738 nChanged 1 SP:Iteration 3Q (15886.290000 sec): 3 clusters Score: Raw -20689.052837 + Penalty 2440.310539 = -18248.742298 nChanged 0 SP:Iteration 4F (15886.460000 sec): 3 clusters Score: Raw -20689.052837 + Penalty 2440.310539 = -18248.742298 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (5175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15886.530000 sec): 2 clusters Score: Raw -791204.159351 + Penalty 2120.795465 = -789083.363886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15886.740000 sec): 3 clusters Score: Raw -788654.254763 + Penalty 4241.590931 = -784412.663832 nChanged 2027 SP:Iteration 1F (15886.960000 sec): 3 clusters Score: Raw -789747.478610 + Penalty 4241.590931 = -785505.887679 nChanged 370 SP:Iteration 2F (15887.190000 sec): 3 clusters Score: Raw -789960.585933 + Penalty 4241.590931 = -785718.995002 nChanged 244 SP:Iteration 3Q (15887.420000 sec): 3 clusters Score: Raw -790094.995388 + Penalty 4241.590931 = -785853.404457 nChanged 192 SP:Iteration 4Q (15887.610000 sec): 3 clusters Score: Raw -790191.959725 + Penalty 4241.590931 = -785950.368794 nChanged 137 SP:Iteration 5Q (15887.850000 sec): 3 clusters Score: Raw -790245.373277 + Penalty 4241.590931 = -786003.782346 nChanged 111 SP:Iteration 6Q (15888.100000 sec): 3 clusters Score: Raw -790288.595978 + Penalty 4241.590931 = -786047.005047 nChanged 74 SP:Iteration 7Q (15888.330000 sec): 3 clusters Score: Raw -790317.867415 + Penalty 4241.590931 = -786076.276485 nChanged 69 SP:Iteration 8Q (15888.560000 sec): 3 clusters Score: Raw -790346.069049 + Penalty 4241.590931 = -786104.478118 nChanged 71 SP:Iteration 9Q (15888.860000 sec): 3 clusters Score: Raw -790375.059037 + Penalty 4241.590931 = -786133.468106 nChanged 69 SP:Iteration 10Q (15889.040000 sec): 3 clusters Score: Raw -790398.787646 + Penalty 4241.590931 = -786157.196716 nChanged 46 SP:Iteration 11Q (15889.270000 sec): 3 clusters Score: Raw -790414.575976 + Penalty 4241.590931 = -786172.985046 nChanged 49 SP:Iteration 12Q (15889.490000 sec): 3 clusters Score: Raw -790431.462463 + Penalty 4241.590931 = -786189.871532 nChanged 37 SP:Iteration 13Q (15889.670000 sec): 3 clusters Score: Raw -790444.320491 + Penalty 4241.590931 = -786202.729560 nChanged 42 SP:Iteration 14Q (15889.860000 sec): 3 clusters Score: Raw -790458.770499 + Penalty 4241.590931 = -786217.179568 nChanged 33 SP:Iteration 15Q (15890.060000 sec): 3 clusters Score: Raw -790468.749282 + Penalty 4241.590931 = -786227.158352 nChanged 32 SP:Iteration 16Q (15890.280000 sec): 3 clusters Score: Raw -790480.480775 + Penalty 4241.590931 = -786238.889844 nChanged 35 SP:Iteration 17Q (15890.490000 sec): 3 clusters Score: Raw -790489.293429 + Penalty 4241.590931 = -786247.702498 nChanged 26 SP:Iteration 18Q (15890.640000 sec): 3 clusters Score: Raw -790497.858739 + Penalty 4241.590931 = -786256.267808 nChanged 25 SP:Iteration 19Q (15890.880000 sec): 3 clusters Score: Raw -790503.410626 + Penalty 4241.590931 = -786261.819695 nChanged 17 SP:Iteration 20F (15891.060000 sec): 3 clusters Score: Raw -790508.201760 + Penalty 4241.590931 = -786266.610830 nChanged 17 SP:Iteration 21Q (15891.280000 sec): 3 clusters Score: Raw -790512.165446 + Penalty 4241.590931 = -786270.574515 nChanged 14 SP:Iteration 22Q (15891.440000 sec): 3 clusters Score: Raw -790515.974613 + Penalty 4241.590931 = -786274.383682 nChanged 19 SP:Iteration 23Q (15891.660000 sec): 3 clusters Score: Raw -790520.853957 + Penalty 4241.590931 = -786279.263026 nChanged 15 SP:Iteration 24Q (15891.860000 sec): 3 clusters Score: Raw -790524.026465 + Penalty 4241.590931 = -786282.435535 nChanged 8 SP:Iteration 25Q (15892.060000 sec): 3 clusters Score: Raw -790526.961227 + Penalty 4241.590931 = -786285.370296 nChanged 10 SP:Iteration 26Q (15892.260000 sec): 3 clusters Score: Raw -790530.171588 + Penalty 4241.590931 = -786288.580657 nChanged 11 SP:Iteration 27Q (15892.450000 sec): 3 clusters Score: Raw -790533.723901 + Penalty 4241.590931 = -786292.132970 nChanged 16 SP:Iteration 28Q (15892.680000 sec): 3 clusters Score: Raw -790538.748597 + Penalty 4241.590931 = -786297.157666 nChanged 7 SP:Iteration 29Q (15892.850000 sec): 3 clusters Score: Raw -790541.775003 + Penalty 4241.590931 = -786300.184073 nChanged 10 SP:Iteration 30Q (15893.040000 sec): 3 clusters Score: Raw -790544.690441 + Penalty 4241.590931 = -786303.099510 nChanged 9 SP:Iteration 31Q (15893.200000 sec): 3 clusters Score: Raw -790546.710315 + Penalty 4241.590931 = -786305.119384 nChanged 6 SP:Iteration 32Q (15893.460000 sec): 3 clusters Score: Raw -790547.864590 + Penalty 4241.590931 = -786306.273659 nChanged 5 SP:Iteration 33Q (15893.630000 sec): 3 clusters Score: Raw -790548.925173 + Penalty 4241.590931 = -786307.334243 nChanged 1 SP:Iteration 34Q (15893.860000 sec): 3 clusters Score: Raw -790549.179103 + Penalty 4241.590931 = -786307.588173 nChanged 5 SP:Iteration 35Q (15894.100000 sec): 3 clusters Score: Raw -790550.177054 + Penalty 4241.590931 = -786308.586123 nChanged 2 SP:Iteration 36Q (15894.330000 sec): 3 clusters Score: Raw -790550.621360 + Penalty 4241.590931 = -786309.030429 nChanged 3 SP:Iteration 37Q (15894.560000 sec): 3 clusters Score: Raw -790551.511266 + Penalty 4241.590931 = -786309.920335 nChanged 4 SP:Iteration 38Q (15894.760000 sec): 3 clusters Score: Raw -790552.482021 + Penalty 4241.590931 = -786310.891090 nChanged 5 SP:Iteration 39Q (15895.030000 sec): 3 clusters Score: Raw -790553.560132 + Penalty 4241.590931 = -786311.969201 nChanged 3 SP:Iteration 40F (15895.240000 sec): 3 clusters Score: Raw -790553.941344 + Penalty 4241.590931 = -786312.350413 nChanged 2 SP:Iteration 41Q (15895.470000 sec): 3 clusters Score: Raw -790554.358197 + Penalty 4241.590931 = -786312.767266 nChanged 1 SP:Iteration 42Q (15895.650000 sec): 3 clusters Score: Raw -790554.944132 + Penalty 4241.590931 = -786313.353202 nChanged 1 SP:Iteration 43Q (15895.840000 sec): 3 clusters Score: Raw -790555.293818 + Penalty 4241.590931 = -786313.702887 nChanged 3 SP:Iteration 44Q (15896.070000 sec): 3 clusters Score: Raw -790555.910727 + Penalty 4241.590931 = -786314.319796 nChanged 2 SP:Iteration 45Q (15896.310000 sec): 3 clusters Score: Raw -790556.477058 + Penalty 4241.590931 = -786314.886127 nChanged 4 SP:Iteration 46Q (15896.550000 sec): 3 clusters Score: Raw -790557.226584 + Penalty 4241.590931 = -786315.635653 nChanged 2 SP:Iteration 47Q (15896.770000 sec): 3 clusters Score: Raw -790557.637379 + Penalty 4241.590931 = -786316.046449 nChanged 3 SP:Iteration 48Q (15896.940000 sec): 3 clusters Score: Raw -790558.385489 + Penalty 4241.590931 = -786316.794559 nChanged 2 SP:Iteration 49Q (15897.150000 sec): 3 clusters Score: Raw -790559.035067 + Penalty 4241.590931 = -786317.444136 nChanged 2 SP:Iteration 50Q (15897.390000 sec): 3 clusters Score: Raw -790559.490358 + Penalty 4241.590931 = -786317.899427 nChanged 5 SP:Iteration 51Q (15897.550000 sec): 3 clusters Score: Raw -790560.212324 + Penalty 4241.590931 = -786318.621393 nChanged 2 SP:Iteration 52Q (15897.740000 sec): 3 clusters Score: Raw -790560.751830 + Penalty 4241.590931 = -786319.160900 nChanged 2 SP:Iteration 53Q (15897.950000 sec): 3 clusters Score: Raw -790561.234070 + Penalty 4241.590931 = -786319.643140 nChanged 3 SP:Iteration 54Q (15898.140000 sec): 3 clusters Score: Raw -790562.290067 + Penalty 4241.590931 = -786320.699136 nChanged 4 SP:Iteration 55Q (15898.370000 sec): 3 clusters Score: Raw -790563.923235 + Penalty 4241.590931 = -786322.332304 nChanged 3 SP:Iteration 56Q (15898.550000 sec): 3 clusters Score: Raw -790564.442051 + Penalty 4241.590931 = -786322.851121 nChanged 3 SP:Iteration 57Q (15898.740000 sec): 3 clusters Score: Raw -790564.955850 + Penalty 4241.590931 = -786323.364919 nChanged 1 SP:Iteration 58Q (15898.950000 sec): 3 clusters Score: Raw -790565.078114 + Penalty 4241.590931 = -786323.487183 nChanged 1 SP:Iteration 59Q (15899.190000 sec): 3 clusters Score: Raw -790565.205803 + Penalty 4241.590931 = -786323.614872 nChanged 0 SP:Iteration 60F (15899.370000 sec): 3 clusters Score: Raw -790565.205803 + Penalty 4241.590931 = -786323.614872 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 56 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15899.440000 sec): 2 clusters Score: Raw -32337.879996 + Penalty 1420.258241 = -30917.621755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15899.590000 sec): 3 clusters Score: Raw -32551.420700 + Penalty 2840.516483 = -29710.904217 nChanged 56 SP:Iteration 1F (15899.790000 sec): 3 clusters Score: Raw -32922.088602 + Penalty 2840.516483 = -30081.572119 nChanged 20 SP:Iteration 2F (15899.970000 sec): 3 clusters Score: Raw -33064.163910 + Penalty 2840.516483 = -30223.647427 nChanged 8 SP:Iteration 3Q (15900.130000 sec): 3 clusters Score: Raw -33102.223611 + Penalty 2840.516483 = -30261.707128 nChanged 4 SP:Iteration 4Q (15900.280000 sec): 3 clusters Score: Raw -33111.153652 + Penalty 2840.516483 = -30270.637169 nChanged 1 SP:Iteration 5Q (15900.500000 sec): 3 clusters Score: Raw -33115.833197 + Penalty 2840.516483 = -30275.316715 nChanged 1 SP:Iteration 6Q (15900.650000 sec): 3 clusters Score: Raw -33120.756287 + Penalty 2840.516483 = -30280.239804 nChanged 0 SP:Iteration 7F (15900.820000 sec): 3 clusters Score: Raw -33120.756287 + Penalty 2840.516483 = -30280.239804 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 57 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15900.910000 sec): 2 clusters Score: Raw -50895.961104 + Penalty 1469.877654 = -49426.083450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15901.140000 sec): 3 clusters Score: Raw -50937.551499 + Penalty 2939.755309 = -47997.796191 nChanged 58 SP:Iteration 1F (15901.290000 sec): 3 clusters Score: Raw -51083.896153 + Penalty 2939.755309 = -48144.140844 nChanged 10 SP:Iteration 2Q (15901.450000 sec): 3 clusters Score: Raw -51106.269628 + Penalty 2939.755309 = -48166.514319 nChanged 0 SP:Iteration 3F (15901.710000 sec): 3 clusters Score: Raw -51106.269628 + Penalty 2939.755309 = -48166.514319 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 58 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15901.770000 sec): 2 clusters Score: Raw -47564.522372 + Penalty 1423.468642 = -46141.053730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15901.970000 sec): 3 clusters Score: Raw -47659.554770 + Penalty 2846.937284 = -44812.617485 nChanged 42 SP:Iteration 1F (15902.160000 sec): 3 clusters Score: Raw -47783.146066 + Penalty 2846.937284 = -44936.208781 nChanged 14 SP:Iteration 2Q (15902.310000 sec): 3 clusters Score: Raw -47860.331907 + Penalty 2846.937284 = -45013.394622 nChanged 10 SP:Iteration 3Q (15902.520000 sec): 3 clusters Score: Raw -47939.937052 + Penalty 2846.937284 = -45092.999768 nChanged 10 SP:Iteration 4Q (15902.670000 sec): 3 clusters Score: Raw -48017.898470 + Penalty 2846.937284 = -45170.961186 nChanged 6 SP:Iteration 5Q (15902.860000 sec): 3 clusters Score: Raw -48036.221919 + Penalty 2846.937284 = -45189.284635 nChanged 1 SP:Iteration 6Q (15903.060000 sec): 3 clusters Score: Raw -48078.184206 + Penalty 2846.937284 = -45231.246921 nChanged 1 SP:Iteration 7Q (15903.200000 sec): 3 clusters Score: Raw -48131.495504 + Penalty 2846.937284 = -45284.558219 nChanged 10 SP:Iteration 8Q (15903.390000 sec): 3 clusters Score: Raw -48172.747473 + Penalty 2846.937284 = -45325.810189 nChanged 9 SP:Iteration 9Q (15903.530000 sec): 3 clusters Score: Raw -48206.438620 + Penalty 2846.937284 = -45359.501335 nChanged 3 SP:Iteration 10Q (15903.720000 sec): 3 clusters Score: Raw -48219.095755 + Penalty 2846.937284 = -45372.158470 nChanged 2 SP:Iteration 11Q (15903.870000 sec): 3 clusters Score: Raw -48223.903244 + Penalty 2846.937284 = -45376.965959 nChanged 3 SP:Iteration 12Q (15904.070000 sec): 3 clusters Score: Raw -48236.658506 + Penalty 2846.937284 = -45389.721222 nChanged 0 SP:Iteration 13F (15904.250000 sec): 3 clusters Score: Raw -48236.658506 + Penalty 2846.937284 = -45389.721222 nChanged 0 Iteration 179Q (15924.780000 sec): 60 clusters Score: Raw -67104706.441633 + Penalty 190619.165334 = -66914087.276300 nChanged 17 Iteration 180F (15978.260000 sec): 60 clusters Score: Raw -67105543.328064 + Penalty 190619.165334 = -66914924.162730 nChanged 63 Iteration 181Q (16003.020000 sec): 60 clusters Score: Raw -67106843.067980 + Penalty 190619.165334 = -66916223.902646 nChanged 45 Iteration 182Q (16027.690000 sec): 60 clusters Score: Raw -67107110.690504 + Penalty 190619.165334 = -66916491.525170 nChanged 30 Iteration 183Q (16055.220000 sec): 60 clusters Score: Raw -67107328.923336 + Penalty 190619.165334 = -66916709.758003 nChanged 15 Iteration 184Q (16078.960000 sec): 60 clusters Score: Raw -67107496.195253 + Penalty 190619.165334 = -66916877.029920 nChanged 10 Iteration 185Q (16104.690000 sec): 60 clusters Score: Raw -67107624.249521 + Penalty 190619.165334 = -66917005.084188 nChanged 7 Iteration 186Q (16131.190000 sec): 60 clusters Score: Raw -67107648.538505 + Penalty 190619.165334 = -66917029.373171 nChanged 7 Iteration 187Q (16154.640000 sec): 60 clusters Score: Raw -67107667.654727 + Penalty 190619.165334 = -66917048.489394 nChanged 3 Iteration 188Q (16182.330000 sec): 60 clusters Score: Raw -67107673.335338 + Penalty 190619.165334 = -66917054.170004 nChanged 3 Iteration 189Q (16210.900000 sec): 60 clusters Score: Raw -67107683.191454 + Penalty 190619.165334 = -66917064.026121 nChanged 3 Iteration 190Q (16236.440000 sec): 60 clusters Score: Raw -67107690.416526 + Penalty 190619.165334 = -66917071.251192 nChanged 0 Iteration 191F (16291.580000 sec): 60 clusters Score: Raw -67113533.232712 + Penalty 190619.165334 = -66922914.067378 nChanged 128 Iteration 192Q (16320.680000 sec): 60 clusters Score: Raw -67117634.916048 + Penalty 190619.165334 = -66927015.750715 nChanged 15 Iteration 193Q (16349.630000 sec): 60 clusters Score: Raw -67117756.636414 + Penalty 190619.165334 = -66927137.471080 nChanged 12 Iteration 194Q (16379.660000 sec): 60 clusters Score: Raw -67117820.054964 + Penalty 190619.165334 = -66927200.889630 nChanged 7 Iteration 195Q (16409.010000 sec): 60 clusters Score: Raw -67117848.282377 + Penalty 190619.165334 = -66927229.117043 nChanged 5 Iteration 196Q (16436.670000 sec): 60 clusters Score: Raw -67117894.532782 + Penalty 190619.165334 = -66927275.367448 nChanged 8 Iteration 197Q (16461.580000 sec): 60 clusters Score: Raw -67117961.562613 + Penalty 190619.165334 = -66927342.397280 nChanged 5 Iteration 198Q (16488.670000 sec): 60 clusters Score: Raw -67118000.828024 + Penalty 190619.165334 = -66927381.662690 nChanged 9 Iteration 199Q (16517.090000 sec): 60 clusters Score: Raw -67118089.039461 + Penalty 190619.165334 = -66927469.874127 nChanged 4 Iteration 200F (16573.640000 sec): 60 clusters Score: Raw -67118371.522211 + Penalty 190619.165334 = -66927752.356877 nChanged 20 Iteration 201Q (16606.120000 sec): 60 clusters Score: Raw -67118656.498482 + Penalty 190619.165334 = -66928037.333148 nChanged 13 Iteration 202Q (16637.030000 sec): 60 clusters Score: Raw -67118716.688644 + Penalty 190619.165334 = -66928097.523310 nChanged 16 Iteration 203Q (16667.670000 sec): 60 clusters Score: Raw -67118785.092422 + Penalty 190619.165334 = -66928165.927088 nChanged 20 Iteration 204Q (16696.610000 sec): 60 clusters Score: Raw -67118869.999699 + Penalty 190619.165334 = -66928250.834366 nChanged 16 Iteration 205Q (16717.760000 sec): 60 clusters Score: Raw -67118931.988934 + Penalty 190619.165334 = -66928312.823600 nChanged 11 Iteration 206Q (16743.960000 sec): 60 clusters Score: Raw -67118971.499777 + Penalty 190619.165334 = -66928352.334443 nChanged 5 Iteration 207Q (16770.690000 sec): 60 clusters Score: Raw -67118984.307988 + Penalty 190619.165334 = -66928365.142654 nChanged 3 Iteration 208Q (16799.420000 sec): 60 clusters Score: Raw -67118994.102589 + Penalty 190619.165334 = -66928374.937255 nChanged 4 Iteration 209Q (16827.100000 sec): 60 clusters Score: Raw -67119004.081140 + Penalty 190619.165334 = -66928384.915806 nChanged 1 Iteration 210Q (16853.850000 sec): 60 clusters Score: Raw -67119004.867409 + Penalty 190619.165334 = -66928385.702076 nChanged 0 Deleting Class 11 (63 points): Lose 3145.653116 but Gain 3230.833311 Iteration 211F (16906.800000 sec): 59 clusters Score: Raw -67116024.669413 + Penalty 187388.332023 = -66928636.337390 nChanged 83 Iteration 212Q (16929.930000 sec): 59 clusters Score: Raw -67118492.091989 + Penalty 187388.332023 = -66931103.759966 nChanged 30 Iteration 213Q (16954.370000 sec): 59 clusters Score: Raw -67118644.191333 + Penalty 187388.332023 = -66931255.859310 nChanged 10 Iteration 214Q (16980.040000 sec): 59 clusters Score: Raw -67118672.882811 + Penalty 187388.332023 = -66931284.550788 nChanged 11 Iteration 215Q (17005.400000 sec): 59 clusters Score: Raw -67118719.289701 + Penalty 187388.332023 = -66931330.957678 nChanged 13 Iteration 216Q (17030.050000 sec): 59 clusters Score: Raw -67118755.026616 + Penalty 187388.332023 = -66931366.694593 nChanged 7 Iteration 217Q (17055.260000 sec): 59 clusters Score: Raw -67118772.025663 + Penalty 187388.332023 = -66931383.693640 nChanged 3 Iteration 218Q (17081.320000 sec): 59 clusters Score: Raw -67118787.253653 + Penalty 187388.332023 = -66931398.921630 nChanged 2 Writing temp clu file Because OldScore, -66931383.693640, is greater than current (better) Score,-66931398.921630 Compute initial score before splitting: Score: Raw -67118787.253653 + Penalty 187388.332023 = -66931398.921630 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17081.550000 sec): 2 clusters Score: Raw -206664.677172 + Penalty 1791.738845 = -204872.938328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17081.740000 sec): 3 clusters Score: Raw -206253.148423 + Penalty 3583.477689 = -202669.670734 nChanged 388 SP:Iteration 1F (17081.940000 sec): 3 clusters Score: Raw -206618.991514 + Penalty 3583.477689 = -203035.513825 nChanged 105 SP:Iteration 2F (17082.160000 sec): 3 clusters Score: Raw -206729.532059 + Penalty 3583.477689 = -203146.054370 nChanged 51 SP:Iteration 3Q (17082.390000 sec): 3 clusters Score: Raw -206781.593514 + Penalty 3583.477689 = -203198.115825 nChanged 17 SP:Iteration 4Q (17082.550000 sec): 3 clusters Score: Raw -206798.841713 + Penalty 3583.477689 = -203215.364024 nChanged 14 SP:Iteration 5Q (17082.710000 sec): 3 clusters Score: Raw -206812.632355 + Penalty 3583.477689 = -203229.154666 nChanged 13 SP:Iteration 6Q (17082.900000 sec): 3 clusters Score: Raw -206822.813736 + Penalty 3583.477689 = -203239.336047 nChanged 12 SP:Iteration 7Q (17083.090000 sec): 3 clusters Score: Raw -206831.746611 + Penalty 3583.477689 = -203248.268921 nChanged 6 SP:Iteration 8Q (17083.290000 sec): 3 clusters Score: Raw -206835.513254 + Penalty 3583.477689 = -203252.035565 nChanged 5 SP:Iteration 9Q (17083.520000 sec): 3 clusters Score: Raw -206841.251434 + Penalty 3583.477689 = -203257.773745 nChanged 5 SP:Iteration 10Q (17083.760000 sec): 3 clusters Score: Raw -206843.923247 + Penalty 3583.477689 = -203260.445558 nChanged 2 SP:Iteration 11Q (17083.930000 sec): 3 clusters Score: Raw -206845.610329 + Penalty 3583.477689 = -203262.132640 nChanged 1 SP:Iteration 12Q (17084.150000 sec): 3 clusters Score: Raw -206846.692684 + Penalty 3583.477689 = -203263.214995 nChanged 0 SP:Iteration 13F (17084.340000 sec): 3 clusters Score: Raw -206846.692684 + Penalty 3583.477689 = -203263.214995 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (7761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17084.480000 sec): 2 clusters Score: Raw -1131417.158961 + Penalty 2221.302885 = -1129195.856076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17084.740000 sec): 3 clusters Score: Raw -1127382.809082 + Penalty 4442.605770 = -1122940.203312 nChanged 3139 SP:Iteration 1F (17084.970000 sec): 3 clusters Score: Raw -1129271.377893 + Penalty 4442.605770 = -1124828.772123 nChanged 585 SP:Iteration 2F (17085.180000 sec): 3 clusters Score: Raw -1129675.002478 + Penalty 4442.605770 = -1125232.396708 nChanged 456 SP:Iteration 3F (17085.420000 sec): 3 clusters Score: Raw -1130011.056550 + Penalty 4442.605770 = -1125568.450781 nChanged 426 SP:Iteration 4F (17085.650000 sec): 3 clusters Score: Raw -1130301.959331 + Penalty 4442.605770 = -1125859.353561 nChanged 337 SP:Iteration 5Q (17085.940000 sec): 3 clusters Score: Raw -1130553.874157 + Penalty 4442.605770 = -1126111.268387 nChanged 304 SP:Iteration 6Q (17086.100000 sec): 3 clusters Score: Raw -1130786.883773 + Penalty 4442.605770 = -1126344.278004 nChanged 305 SP:Iteration 7Q (17086.350000 sec): 3 clusters Score: Raw -1131012.600543 + Penalty 4442.605770 = -1126569.994774 nChanged 278 SP:Iteration 8Q (17086.570000 sec): 3 clusters Score: Raw -1131214.805692 + Penalty 4442.605770 = -1126772.199922 nChanged 257 SP:Iteration 9Q (17086.800000 sec): 3 clusters Score: Raw -1131393.362586 + Penalty 4442.605770 = -1126950.756817 nChanged 225 SP:Iteration 10Q (17087.030000 sec): 3 clusters Score: Raw -1131546.151433 + Penalty 4442.605770 = -1127103.545664 nChanged 208 SP:Iteration 11Q (17087.270000 sec): 3 clusters Score: Raw -1131662.475218 + Penalty 4442.605770 = -1127219.869449 nChanged 154 SP:Iteration 12Q (17087.530000 sec): 3 clusters Score: Raw -1131743.263345 + Penalty 4442.605770 = -1127300.657575 nChanged 146 SP:Iteration 13Q (17087.690000 sec): 3 clusters Score: Raw -1131818.346130 + Penalty 4442.605770 = -1127375.740361 nChanged 121 SP:Iteration 14Q (17087.950000 sec): 3 clusters Score: Raw -1131884.719409 + Penalty 4442.605770 = -1127442.113639 nChanged 97 SP:Iteration 15Q (17088.130000 sec): 3 clusters Score: Raw -1131931.494224 + Penalty 4442.605770 = -1127488.888454 nChanged 90 SP:Iteration 16Q (17088.380000 sec): 3 clusters Score: Raw -1131971.699610 + Penalty 4442.605770 = -1127529.093840 nChanged 83 SP:Iteration 17Q (17088.570000 sec): 3 clusters Score: Raw -1132003.723984 + Penalty 4442.605770 = -1127561.118214 nChanged 67 SP:Iteration 18Q (17088.780000 sec): 3 clusters Score: Raw -1132029.744819 + Penalty 4442.605770 = -1127587.139049 nChanged 61 SP:Iteration 19Q (17089.010000 sec): 3 clusters Score: Raw -1132050.998376 + Penalty 4442.605770 = -1127608.392606 nChanged 47 SP:Iteration 20F (17089.180000 sec): 3 clusters Score: Raw -1132064.524165 + Penalty 4442.605770 = -1127621.918396 nChanged 36 SP:Iteration 21Q (17089.350000 sec): 3 clusters Score: Raw -1132079.008613 + Penalty 4442.605770 = -1127636.402844 nChanged 41 SP:Iteration 22Q (17089.560000 sec): 3 clusters Score: Raw -1132090.312226 + Penalty 4442.605770 = -1127647.706456 nChanged 31 SP:Iteration 23Q (17089.780000 sec): 3 clusters Score: Raw -1132099.522335 + Penalty 4442.605770 = -1127656.916566 nChanged 39 SP:Iteration 24Q (17089.980000 sec): 3 clusters Score: Raw -1132109.776529 + Penalty 4442.605770 = -1127667.170760 nChanged 25 SP:Iteration 25Q (17090.180000 sec): 3 clusters Score: Raw -1132117.282228 + Penalty 4442.605770 = -1127674.676459 nChanged 28 SP:Iteration 26Q (17090.410000 sec): 3 clusters Score: Raw -1132126.784875 + Penalty 4442.605770 = -1127684.179105 nChanged 26 SP:Iteration 27Q (17090.660000 sec): 3 clusters Score: Raw -1132134.646438 + Penalty 4442.605770 = -1127692.040669 nChanged 18 SP:Iteration 28Q (17090.850000 sec): 3 clusters Score: Raw -1132138.878467 + Penalty 4442.605770 = -1127696.272698 nChanged 11 SP:Iteration 29Q (17091.040000 sec): 3 clusters Score: Raw -1132140.986543 + Penalty 4442.605770 = -1127698.380774 nChanged 10 SP:Iteration 30Q (17091.280000 sec): 3 clusters Score: Raw -1132143.635634 + Penalty 4442.605770 = -1127701.029864 nChanged 11 SP:Iteration 31Q (17091.490000 sec): 3 clusters Score: Raw -1132145.830231 + Penalty 4442.605770 = -1127703.224462 nChanged 6 SP:Iteration 32Q (17091.670000 sec): 3 clusters Score: Raw -1132146.969995 + Penalty 4442.605770 = -1127704.364225 nChanged 7 SP:Iteration 33Q (17091.930000 sec): 3 clusters Score: Raw -1132148.394392 + Penalty 4442.605770 = -1127705.788622 nChanged 3 SP:Iteration 34Q (17092.090000 sec): 3 clusters Score: Raw -1132149.033949 + Penalty 4442.605770 = -1127706.428179 nChanged 3 SP:Iteration 35Q (17092.220000 sec): 3 clusters Score: Raw -1132149.470671 + Penalty 4442.605770 = -1127706.864901 nChanged 2 SP:Iteration 36Q (17092.390000 sec): 3 clusters Score: Raw -1132149.839417 + Penalty 4442.605770 = -1127707.233647 nChanged 1 SP:Iteration 37Q (17092.530000 sec): 3 clusters Score: Raw -1132149.970606 + Penalty 4442.605770 = -1127707.364836 nChanged 0 SP:Iteration 38F (17092.680000 sec): 3 clusters Score: Raw -1132149.970606 + Penalty 4442.605770 = -1127707.364836 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (6770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17092.770000 sec): 2 clusters Score: Raw -980748.963023 + Penalty 2187.423579 = -978561.539444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17092.920000 sec): 3 clusters Score: Raw -977305.646032 + Penalty 4374.847157 = -972930.798874 nChanged 2657 SP:Iteration 1F (17093.060000 sec): 3 clusters Score: Raw -978786.178750 + Penalty 4374.847157 = -974411.331592 nChanged 539 SP:Iteration 2F (17093.260000 sec): 3 clusters Score: Raw -979092.960815 + Penalty 4374.847157 = -974718.113658 nChanged 376 SP:Iteration 3F (17093.430000 sec): 3 clusters Score: Raw -979302.227505 + Penalty 4374.847157 = -974927.380348 nChanged 292 SP:Iteration 4Q (17093.620000 sec): 3 clusters Score: Raw -979457.515485 + Penalty 4374.847157 = -975082.668327 nChanged 238 SP:Iteration 5Q (17093.870000 sec): 3 clusters Score: Raw -979576.986542 + Penalty 4374.847157 = -975202.139385 nChanged 233 SP:Iteration 6Q (17094.080000 sec): 3 clusters Score: Raw -979682.848797 + Penalty 4374.847157 = -975308.001640 nChanged 216 SP:Iteration 7Q (17094.290000 sec): 3 clusters Score: Raw -979780.624452 + Penalty 4374.847157 = -975405.777294 nChanged 199 SP:Iteration 8Q (17094.500000 sec): 3 clusters Score: Raw -979880.954837 + Penalty 4374.847157 = -975506.107679 nChanged 203 SP:Iteration 9Q (17094.710000 sec): 3 clusters Score: Raw -979999.900386 + Penalty 4374.847157 = -975625.053228 nChanged 202 SP:Iteration 10Q (17094.950000 sec): 3 clusters Score: Raw -980111.356239 + Penalty 4374.847157 = -975736.509081 nChanged 185 SP:Iteration 11Q (17095.150000 sec): 3 clusters Score: Raw -980200.329656 + Penalty 4374.847157 = -975825.482498 nChanged 179 SP:Iteration 12Q (17095.330000 sec): 3 clusters Score: Raw -980290.567193 + Penalty 4374.847157 = -975915.720035 nChanged 170 SP:Iteration 13Q (17095.530000 sec): 3 clusters Score: Raw -980386.562671 + Penalty 4374.847157 = -976011.715513 nChanged 200 SP:Iteration 14Q (17095.740000 sec): 3 clusters Score: Raw -980508.492906 + Penalty 4374.847157 = -976133.645748 nChanged 194 SP:Iteration 15Q (17095.980000 sec): 3 clusters Score: Raw -980624.496730 + Penalty 4374.847157 = -976249.649573 nChanged 157 SP:Iteration 16Q (17096.170000 sec): 3 clusters Score: Raw -980714.092046 + Penalty 4374.847157 = -976339.244889 nChanged 128 SP:Iteration 17Q (17096.400000 sec): 3 clusters Score: Raw -980787.128265 + Penalty 4374.847157 = -976412.281108 nChanged 112 SP:Iteration 18Q (17096.620000 sec): 3 clusters Score: Raw -980862.443114 + Penalty 4374.847157 = -976487.595956 nChanged 104 SP:Iteration 19Q (17096.850000 sec): 3 clusters Score: Raw -980934.945394 + Penalty 4374.847157 = -976560.098236 nChanged 85 SP:Iteration 20F (17097.090000 sec): 3 clusters Score: Raw -980988.094091 + Penalty 4374.847157 = -976613.246933 nChanged 66 SP:Iteration 21Q (17097.250000 sec): 3 clusters Score: Raw -981030.127188 + Penalty 4374.847157 = -976655.280031 nChanged 59 SP:Iteration 22Q (17097.460000 sec): 3 clusters Score: Raw -981055.682823 + Penalty 4374.847157 = -976680.835666 nChanged 41 SP:Iteration 23Q (17097.680000 sec): 3 clusters Score: Raw -981073.921014 + Penalty 4374.847157 = -976699.073857 nChanged 28 SP:Iteration 24Q (17097.890000 sec): 3 clusters Score: Raw -981086.555593 + Penalty 4374.847157 = -976711.708436 nChanged 31 SP:Iteration 25Q (17098.110000 sec): 3 clusters Score: Raw -981102.343703 + Penalty 4374.847157 = -976727.496545 nChanged 36 SP:Iteration 26Q (17098.340000 sec): 3 clusters Score: Raw -981123.277315 + Penalty 4374.847157 = -976748.430158 nChanged 43 SP:Iteration 27Q (17098.590000 sec): 3 clusters Score: Raw -981147.700960 + Penalty 4374.847157 = -976772.853802 nChanged 40 SP:Iteration 28Q (17098.790000 sec): 3 clusters Score: Raw -981164.347315 + Penalty 4374.847157 = -976789.500158 nChanged 33 SP:Iteration 29Q (17099.020000 sec): 3 clusters Score: Raw -981180.878494 + Penalty 4374.847157 = -976806.031336 nChanged 31 SP:Iteration 30Q (17099.250000 sec): 3 clusters Score: Raw -981197.481983 + Penalty 4374.847157 = -976822.634826 nChanged 31 SP:Iteration 31Q (17099.480000 sec): 3 clusters Score: Raw -981213.814906 + Penalty 4374.847157 = -976838.967749 nChanged 23 SP:Iteration 32Q (17099.700000 sec): 3 clusters Score: Raw -981231.590471 + Penalty 4374.847157 = -976856.743313 nChanged 27 SP:Iteration 33Q (17099.960000 sec): 3 clusters Score: Raw -981248.570694 + Penalty 4374.847157 = -976873.723536 nChanged 35 SP:Iteration 34Q (17100.140000 sec): 3 clusters Score: Raw -981266.051982 + Penalty 4374.847157 = -976891.204824 nChanged 30 SP:Iteration 35Q (17100.350000 sec): 3 clusters Score: Raw -981279.844028 + Penalty 4374.847157 = -976904.996871 nChanged 23 SP:Iteration 36Q (17100.610000 sec): 3 clusters Score: Raw -981290.098296 + Penalty 4374.847157 = -976915.251139 nChanged 21 SP:Iteration 37Q (17100.860000 sec): 3 clusters Score: Raw -981303.192071 + Penalty 4374.847157 = -976928.344913 nChanged 17 SP:Iteration 38Q (17101.040000 sec): 3 clusters Score: Raw -981310.053229 + Penalty 4374.847157 = -976935.206071 nChanged 21 SP:Iteration 39Q (17101.220000 sec): 3 clusters Score: Raw -981327.457416 + Penalty 4374.847157 = -976952.610259 nChanged 20 SP:Iteration 40F (17101.450000 sec): 3 clusters Score: Raw -981342.075550 + Penalty 4374.847157 = -976967.228392 nChanged 18 SP:Iteration 41Q (17101.660000 sec): 3 clusters Score: Raw -981347.959262 + Penalty 4374.847157 = -976973.112104 nChanged 9 SP:Iteration 42Q (17101.880000 sec): 3 clusters Score: Raw -981352.210901 + Penalty 4374.847157 = -976977.363744 nChanged 13 SP:Iteration 43Q (17102.110000 sec): 3 clusters Score: Raw -981356.646122 + Penalty 4374.847157 = -976981.798964 nChanged 9 SP:Iteration 44Q (17102.310000 sec): 3 clusters Score: Raw -981361.314952 + Penalty 4374.847157 = -976986.467795 nChanged 8 SP:Iteration 45Q (17102.550000 sec): 3 clusters Score: Raw -981364.868671 + Penalty 4374.847157 = -976990.021513 nChanged 6 SP:Iteration 46Q (17102.740000 sec): 3 clusters Score: Raw -981366.717473 + Penalty 4374.847157 = -976991.870315 nChanged 6 SP:Iteration 47Q (17103.000000 sec): 3 clusters Score: Raw -981369.008810 + Penalty 4374.847157 = -976994.161652 nChanged 6 SP:Iteration 48Q (17103.190000 sec): 3 clusters Score: Raw -981371.123563 + Penalty 4374.847157 = -976996.276405 nChanged 5 SP:Iteration 49Q (17103.420000 sec): 3 clusters Score: Raw -981372.331525 + Penalty 4374.847157 = -976997.484367 nChanged 3 SP:Iteration 50Q (17103.620000 sec): 3 clusters Score: Raw -981373.512126 + Penalty 4374.847157 = -976998.664968 nChanged 1 SP:Iteration 51Q (17103.810000 sec): 3 clusters Score: Raw -981373.798060 + Penalty 4374.847157 = -976998.950903 nChanged 0 SP:Iteration 52F (17104.050000 sec): 3 clusters Score: Raw -981373.798060 + Penalty 4374.847157 = -976998.950903 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (28259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17104.280000 sec): 2 clusters Score: Raw -4306750.522453 + Penalty 2541.793483 = -4304208.728970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17104.600000 sec): 3 clusters Score: Raw -4289888.745756 + Penalty 5083.586966 = -4284805.158790 nChanged 12685 SP:Iteration 1F (17104.920000 sec): 3 clusters Score: Raw -4296649.199886 + Penalty 5083.586966 = -4291565.612920 nChanged 1473 SP:Iteration 2F (17105.220000 sec): 3 clusters Score: Raw -4297254.602490 + Penalty 5083.586966 = -4292171.015524 nChanged 1454 SP:Iteration 3F (17105.580000 sec): 3 clusters Score: Raw -4297982.932463 + Penalty 5083.586966 = -4292899.345497 nChanged 1671 SP:Iteration 4F (17105.880000 sec): 3 clusters Score: Raw -4299021.822182 + Penalty 5083.586966 = -4293938.235217 nChanged 1798 SP:Iteration 5F (17106.240000 sec): 3 clusters Score: Raw -4300212.850316 + Penalty 5083.586966 = -4295129.263350 nChanged 1828 SP:Iteration 6F (17106.560000 sec): 3 clusters Score: Raw -4301616.574584 + Penalty 5083.586966 = -4296532.987618 nChanged 1782 SP:Iteration 7F (17106.880000 sec): 3 clusters Score: Raw -4303158.053384 + Penalty 5083.586966 = -4298074.466418 nChanged 1603 SP:Iteration 8F (17107.260000 sec): 3 clusters Score: Raw -4304628.211488 + Penalty 5083.586966 = -4299544.624522 nChanged 1377 SP:Iteration 9Q (17107.690000 sec): 3 clusters Score: Raw -4305869.676021 + Penalty 5083.586966 = -4300786.089056 nChanged 954 SP:Iteration 10Q (17108.050000 sec): 3 clusters Score: Raw -4306619.412157 + Penalty 5083.586966 = -4301535.825191 nChanged 746 SP:Iteration 11Q (17108.360000 sec): 3 clusters Score: Raw -4307098.915000 + Penalty 5083.586966 = -4302015.328034 nChanged 544 SP:Iteration 12Q (17108.730000 sec): 3 clusters Score: Raw -4307420.131834 + Penalty 5083.586966 = -4302336.544868 nChanged 421 SP:Iteration 13Q (17109.020000 sec): 3 clusters Score: Raw -4307635.015553 + Penalty 5083.586966 = -4302551.428587 nChanged 331 SP:Iteration 14Q (17109.350000 sec): 3 clusters Score: Raw -4307788.765996 + Penalty 5083.586966 = -4302705.179030 nChanged 274 SP:Iteration 15Q (17109.690000 sec): 3 clusters Score: Raw -4307909.382941 + Penalty 5083.586966 = -4302825.795975 nChanged 229 SP:Iteration 16Q (17110.000000 sec): 3 clusters Score: Raw -4307997.342000 + Penalty 5083.586966 = -4302913.755034 nChanged 185 SP:Iteration 17Q (17110.380000 sec): 3 clusters Score: Raw -4308053.378226 + Penalty 5083.586966 = -4302969.791260 nChanged 132 SP:Iteration 18Q (17110.650000 sec): 3 clusters Score: Raw -4308090.624458 + Penalty 5083.586966 = -4303007.037492 nChanged 115 SP:Iteration 19Q (17110.960000 sec): 3 clusters Score: Raw -4308115.875128 + Penalty 5083.586966 = -4303032.288163 nChanged 90 SP:Iteration 20F (17111.320000 sec): 3 clusters Score: Raw -4308136.829568 + Penalty 5083.586966 = -4303053.242602 nChanged 78 SP:Iteration 21Q (17111.720000 sec): 3 clusters Score: Raw -4308155.544645 + Penalty 5083.586966 = -4303071.957679 nChanged 65 SP:Iteration 22Q (17112.010000 sec): 3 clusters Score: Raw -4308168.473963 + Penalty 5083.586966 = -4303084.886998 nChanged 56 SP:Iteration 23Q (17112.330000 sec): 3 clusters Score: Raw -4308179.607346 + Penalty 5083.586966 = -4303096.020380 nChanged 47 SP:Iteration 24Q (17112.700000 sec): 3 clusters Score: Raw -4308189.293077 + Penalty 5083.586966 = -4303105.706111 nChanged 40 SP:Iteration 25Q (17113.010000 sec): 3 clusters Score: Raw -4308196.821203 + Penalty 5083.586966 = -4303113.234237 nChanged 30 SP:Iteration 26Q (17113.330000 sec): 3 clusters Score: Raw -4308202.086514 + Penalty 5083.586966 = -4303118.499548 nChanged 24 SP:Iteration 27Q (17113.650000 sec): 3 clusters Score: Raw -4308205.661764 + Penalty 5083.586966 = -4303122.074798 nChanged 16 SP:Iteration 28Q (17113.950000 sec): 3 clusters Score: Raw -4308207.518852 + Penalty 5083.586966 = -4303123.931886 nChanged 14 SP:Iteration 29Q (17114.330000 sec): 3 clusters Score: Raw -4308209.588256 + Penalty 5083.586966 = -4303126.001290 nChanged 11 SP:Iteration 30Q (17114.680000 sec): 3 clusters Score: Raw -4308211.512146 + Penalty 5083.586966 = -4303127.925180 nChanged 11 SP:Iteration 31Q (17115.020000 sec): 3 clusters Score: Raw -4308213.244652 + Penalty 5083.586966 = -4303129.657686 nChanged 14 SP:Iteration 32Q (17115.310000 sec): 3 clusters Score: Raw -4308215.275320 + Penalty 5083.586966 = -4303131.688354 nChanged 12 SP:Iteration 33Q (17115.630000 sec): 3 clusters Score: Raw -4308216.934699 + Penalty 5083.586966 = -4303133.347733 nChanged 11 SP:Iteration 34Q (17116.010000 sec): 3 clusters Score: Raw -4308218.509193 + Penalty 5083.586966 = -4303134.922227 nChanged 13 SP:Iteration 35Q (17116.310000 sec): 3 clusters Score: Raw -4308220.812984 + Penalty 5083.586966 = -4303137.226019 nChanged 12 SP:Iteration 36Q (17116.690000 sec): 3 clusters Score: Raw -4308222.947763 + Penalty 5083.586966 = -4303139.360797 nChanged 18 SP:Iteration 37Q (17117.000000 sec): 3 clusters Score: Raw -4308225.597881 + Penalty 5083.586966 = -4303142.010915 nChanged 18 SP:Iteration 38Q (17117.380000 sec): 3 clusters Score: Raw -4308228.586820 + Penalty 5083.586966 = -4303144.999854 nChanged 23 SP:Iteration 39Q (17117.670000 sec): 3 clusters Score: Raw -4308232.845658 + Penalty 5083.586966 = -4303149.258692 nChanged 31 SP:Iteration 40F (17118.030000 sec): 3 clusters Score: Raw -4308237.778628 + Penalty 5083.586966 = -4303154.191662 nChanged 18 SP:Iteration 41Q (17118.360000 sec): 3 clusters Score: Raw -4308240.977742 + Penalty 5083.586966 = -4303157.390776 nChanged 20 SP:Iteration 42Q (17118.670000 sec): 3 clusters Score: Raw -4308243.816565 + Penalty 5083.586966 = -4303160.229599 nChanged 10 SP:Iteration 43Q (17119.040000 sec): 3 clusters Score: Raw -4308245.220875 + Penalty 5083.586966 = -4303161.633909 nChanged 9 SP:Iteration 44Q (17119.330000 sec): 3 clusters Score: Raw -4308246.674236 + Penalty 5083.586966 = -4303163.087270 nChanged 5 SP:Iteration 45Q (17119.690000 sec): 3 clusters Score: Raw -4308247.258433 + Penalty 5083.586966 = -4303163.671467 nChanged 4 SP:Iteration 46Q (17120.010000 sec): 3 clusters Score: Raw -4308247.752078 + Penalty 5083.586966 = -4303164.165112 nChanged 2 SP:Iteration 47Q (17120.330000 sec): 3 clusters Score: Raw -4308247.860689 + Penalty 5083.586966 = -4303164.273723 nChanged 0 SP:Iteration 48F (17120.710000 sec): 3 clusters Score: Raw -4308247.860689 + Penalty 5083.586966 = -4303164.273723 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17120.840000 sec): 2 clusters Score: Raw -80257.750204 + Penalty 1580.159738 = -78677.590466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17121.050000 sec): 3 clusters Score: Raw -80295.463729 + Penalty 3160.319476 = -77135.144253 nChanged 115 SP:Iteration 1F (17121.240000 sec): 3 clusters Score: Raw -80538.574318 + Penalty 3160.319476 = -77378.254842 nChanged 37 SP:Iteration 2F (17121.390000 sec): 3 clusters Score: Raw -80627.652575 + Penalty 3160.319476 = -77467.333099 nChanged 22 SP:Iteration 3Q (17121.550000 sec): 3 clusters Score: Raw -80673.781829 + Penalty 3160.319476 = -77513.462353 nChanged 16 SP:Iteration 4Q (17121.730000 sec): 3 clusters Score: Raw -80699.877716 + Penalty 3160.319476 = -77539.558240 nChanged 11 SP:Iteration 5Q (17121.920000 sec): 3 clusters Score: Raw -80721.781494 + Penalty 3160.319476 = -77561.462018 nChanged 10 SP:Iteration 6Q (17122.140000 sec): 3 clusters Score: Raw -80741.495921 + Penalty 3160.319476 = -77581.176445 nChanged 15 SP:Iteration 7Q (17122.300000 sec): 3 clusters Score: Raw -80771.067147 + Penalty 3160.319476 = -77610.747671 nChanged 11 SP:Iteration 8Q (17122.530000 sec): 3 clusters Score: Raw -80807.730947 + Penalty 3160.319476 = -77647.411471 nChanged 11 SP:Iteration 9Q (17122.710000 sec): 3 clusters Score: Raw -80839.563041 + Penalty 3160.319476 = -77679.243565 nChanged 10 SP:Iteration 10Q (17122.860000 sec): 3 clusters Score: Raw -80882.098260 + Penalty 3160.319476 = -77721.778784 nChanged 15 SP:Iteration 11Q (17123.090000 sec): 3 clusters Score: Raw -80915.233549 + Penalty 3160.319476 = -77754.914073 nChanged 8 SP:Iteration 12Q (17123.240000 sec): 3 clusters Score: Raw -80926.385502 + Penalty 3160.319476 = -77766.066026 nChanged 6 SP:Iteration 13Q (17123.430000 sec): 3 clusters Score: Raw -80946.662345 + Penalty 3160.319476 = -77786.342868 nChanged 10 SP:Iteration 14Q (17123.600000 sec): 3 clusters Score: Raw -80964.008205 + Penalty 3160.319476 = -77803.688729 nChanged 3 SP:Iteration 15Q (17123.710000 sec): 3 clusters Score: Raw -80970.603537 + Penalty 3160.319476 = -77810.284061 nChanged 5 SP:Iteration 16Q (17123.910000 sec): 3 clusters Score: Raw -80980.280203 + Penalty 3160.319476 = -77819.960727 nChanged 3 SP:Iteration 17Q (17124.110000 sec): 3 clusters Score: Raw -80984.836133 + Penalty 3160.319476 = -77824.516657 nChanged 1 SP:Iteration 18Q (17124.280000 sec): 3 clusters Score: Raw -80992.010716 + Penalty 3160.319476 = -77831.691240 nChanged 2 SP:Iteration 19Q (17124.460000 sec): 3 clusters Score: Raw -80998.238752 + Penalty 3160.319476 = -77837.919276 nChanged 1 SP:Iteration 20F (17124.640000 sec): 3 clusters Score: Raw -81003.574208 + Penalty 3160.319476 = -77843.254732 nChanged 1 SP:Iteration 21Q (17124.850000 sec): 3 clusters Score: Raw -81005.180871 + Penalty 3160.319476 = -77844.861395 nChanged 0 SP:Iteration 22F (17125.020000 sec): 3 clusters Score: Raw -81005.180871 + Penalty 3160.319476 = -77844.861395 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17125.170000 sec): 2 clusters Score: Raw -297990.568751 + Penalty 1882.656548 = -296107.912204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17125.330000 sec): 3 clusters Score: Raw -297337.675290 + Penalty 3765.313095 = -293572.362194 nChanged 629 SP:Iteration 1F (17125.560000 sec): 3 clusters Score: Raw -298023.869375 + Penalty 3765.313095 = -294258.556280 nChanged 200 SP:Iteration 2F (17125.730000 sec): 3 clusters Score: Raw -298317.773250 + Penalty 3765.313095 = -294552.460155 nChanged 134 SP:Iteration 3F (17125.940000 sec): 3 clusters Score: Raw -298526.102138 + Penalty 3765.313095 = -294760.789043 nChanged 107 SP:Iteration 4F (17126.100000 sec): 3 clusters Score: Raw -298674.817523 + Penalty 3765.313095 = -294909.504428 nChanged 77 SP:Iteration 5Q (17126.310000 sec): 3 clusters Score: Raw -298778.498374 + Penalty 3765.313095 = -295013.185278 nChanged 52 SP:Iteration 6Q (17126.510000 sec): 3 clusters Score: Raw -298852.359131 + Penalty 3765.313095 = -295087.046035 nChanged 58 SP:Iteration 7Q (17126.670000 sec): 3 clusters Score: Raw -298917.782181 + Penalty 3765.313095 = -295152.469086 nChanged 40 SP:Iteration 8Q (17126.850000 sec): 3 clusters Score: Raw -298950.577881 + Penalty 3765.313095 = -295185.264786 nChanged 17 SP:Iteration 9Q (17127.030000 sec): 3 clusters Score: Raw -298963.214510 + Penalty 3765.313095 = -295197.901415 nChanged 13 SP:Iteration 10Q (17127.220000 sec): 3 clusters Score: Raw -298974.830940 + Penalty 3765.313095 = -295209.517845 nChanged 12 SP:Iteration 11Q (17127.390000 sec): 3 clusters Score: Raw -298984.905088 + Penalty 3765.313095 = -295219.591993 nChanged 13 SP:Iteration 12Q (17127.560000 sec): 3 clusters Score: Raw -298993.351547 + Penalty 3765.313095 = -295228.038452 nChanged 12 SP:Iteration 13Q (17127.750000 sec): 3 clusters Score: Raw -299002.165638 + Penalty 3765.313095 = -295236.852543 nChanged 13 SP:Iteration 14Q (17127.900000 sec): 3 clusters Score: Raw -299011.637520 + Penalty 3765.313095 = -295246.324425 nChanged 14 SP:Iteration 15Q (17128.050000 sec): 3 clusters Score: Raw -299022.119280 + Penalty 3765.313095 = -295256.806185 nChanged 6 SP:Iteration 16Q (17128.200000 sec): 3 clusters Score: Raw -299027.619012 + Penalty 3765.313095 = -295262.305917 nChanged 4 SP:Iteration 17Q (17128.390000 sec): 3 clusters Score: Raw -299030.700757 + Penalty 3765.313095 = -295265.387662 nChanged 2 SP:Iteration 18Q (17128.620000 sec): 3 clusters Score: Raw -299031.782964 + Penalty 3765.313095 = -295266.469868 nChanged 0 SP:Iteration 19F (17128.760000 sec): 3 clusters Score: Raw -299031.782964 + Penalty 3765.313095 = -295266.469868 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (2925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17128.890000 sec): 2 clusters Score: Raw -432895.272372 + Penalty 1979.300340 = -430915.972032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17129.070000 sec): 3 clusters Score: Raw -431705.051116 + Penalty 3958.600681 = -427746.450435 nChanged 987 SP:Iteration 1F (17129.280000 sec): 3 clusters Score: Raw -432382.706139 + Penalty 3958.600681 = -428424.105458 nChanged 250 SP:Iteration 2F (17129.480000 sec): 3 clusters Score: Raw -432636.281323 + Penalty 3958.600681 = -428677.680642 nChanged 207 SP:Iteration 3F (17129.660000 sec): 3 clusters Score: Raw -432873.914152 + Penalty 3958.600681 = -428915.313471 nChanged 168 SP:Iteration 4F (17129.840000 sec): 3 clusters Score: Raw -433051.953735 + Penalty 3958.600681 = -429093.353054 nChanged 148 SP:Iteration 5F (17130.010000 sec): 3 clusters Score: Raw -433206.984520 + Penalty 3958.600681 = -429248.383839 nChanged 138 SP:Iteration 6Q (17130.200000 sec): 3 clusters Score: Raw -433328.065301 + Penalty 3958.600681 = -429369.464621 nChanged 99 SP:Iteration 7Q (17130.410000 sec): 3 clusters Score: Raw -433414.211679 + Penalty 3958.600681 = -429455.610998 nChanged 85 SP:Iteration 8Q (17130.640000 sec): 3 clusters Score: Raw -433471.327991 + Penalty 3958.600681 = -429512.727310 nChanged 70 SP:Iteration 9Q (17130.850000 sec): 3 clusters Score: Raw -433518.774536 + Penalty 3958.600681 = -429560.173855 nChanged 54 SP:Iteration 10Q (17131.020000 sec): 3 clusters Score: Raw -433555.731397 + Penalty 3958.600681 = -429597.130716 nChanged 46 SP:Iteration 11Q (17131.200000 sec): 3 clusters Score: Raw -433587.651090 + Penalty 3958.600681 = -429629.050409 nChanged 35 SP:Iteration 12Q (17131.420000 sec): 3 clusters Score: Raw -433612.086196 + Penalty 3958.600681 = -429653.485515 nChanged 31 SP:Iteration 13Q (17131.600000 sec): 3 clusters Score: Raw -433628.972219 + Penalty 3958.600681 = -429670.371538 nChanged 24 SP:Iteration 14Q (17131.790000 sec): 3 clusters Score: Raw -433640.291431 + Penalty 3958.600681 = -429681.690750 nChanged 21 SP:Iteration 15Q (17132.020000 sec): 3 clusters Score: Raw -433651.413166 + Penalty 3958.600681 = -429692.812485 nChanged 18 SP:Iteration 16Q (17132.280000 sec): 3 clusters Score: Raw -433658.834076 + Penalty 3958.600681 = -429700.233395 nChanged 10 SP:Iteration 17Q (17132.470000 sec): 3 clusters Score: Raw -433663.293287 + Penalty 3958.600681 = -429704.692606 nChanged 10 SP:Iteration 18Q (17132.620000 sec): 3 clusters Score: Raw -433668.517409 + Penalty 3958.600681 = -429709.916728 nChanged 10 SP:Iteration 19Q (17132.830000 sec): 3 clusters Score: Raw -433678.273986 + Penalty 3958.600681 = -429719.673305 nChanged 13 SP:Iteration 20F (17133.060000 sec): 3 clusters Score: Raw -433685.793532 + Penalty 3958.600681 = -429727.192852 nChanged 8 SP:Iteration 21Q (17133.220000 sec): 3 clusters Score: Raw -433692.120804 + Penalty 3958.600681 = -429733.520124 nChanged 9 SP:Iteration 22Q (17133.480000 sec): 3 clusters Score: Raw -433697.259657 + Penalty 3958.600681 = -429738.658976 nChanged 10 SP:Iteration 23Q (17133.680000 sec): 3 clusters Score: Raw -433702.286513 + Penalty 3958.600681 = -429743.685833 nChanged 12 SP:Iteration 24Q (17133.830000 sec): 3 clusters Score: Raw -433710.244966 + Penalty 3958.600681 = -429751.644285 nChanged 12 SP:Iteration 25Q (17134.010000 sec): 3 clusters Score: Raw -433719.718754 + Penalty 3958.600681 = -429761.118073 nChanged 9 SP:Iteration 26Q (17134.210000 sec): 3 clusters Score: Raw -433753.765961 + Penalty 3958.600681 = -429795.165280 nChanged 23 SP:Iteration 27Q (17134.390000 sec): 3 clusters Score: Raw -433779.516996 + Penalty 3958.600681 = -429820.916316 nChanged 14 SP:Iteration 28Q (17134.600000 sec): 3 clusters Score: Raw -433794.626319 + Penalty 3958.600681 = -429836.025638 nChanged 10 SP:Iteration 29Q (17134.820000 sec): 3 clusters Score: Raw -433808.834548 + Penalty 3958.600681 = -429850.233867 nChanged 13 SP:Iteration 30Q (17135.010000 sec): 3 clusters Score: Raw -433821.341493 + Penalty 3958.600681 = -429862.740812 nChanged 11 SP:Iteration 31Q (17135.200000 sec): 3 clusters Score: Raw -433828.435227 + Penalty 3958.600681 = -429869.834546 nChanged 8 SP:Iteration 32Q (17135.370000 sec): 3 clusters Score: Raw -433833.429394 + Penalty 3958.600681 = -429874.828714 nChanged 8 SP:Iteration 33Q (17135.610000 sec): 3 clusters Score: Raw -433837.739322 + Penalty 3958.600681 = -429879.138641 nChanged 7 SP:Iteration 34Q (17135.810000 sec): 3 clusters Score: Raw -433841.880492 + Penalty 3958.600681 = -429883.279811 nChanged 6 SP:Iteration 35Q (17135.980000 sec): 3 clusters Score: Raw -433845.580577 + Penalty 3958.600681 = -429886.979897 nChanged 5 SP:Iteration 36Q (17136.170000 sec): 3 clusters Score: Raw -433850.005455 + Penalty 3958.600681 = -429891.404774 nChanged 6 SP:Iteration 37Q (17136.360000 sec): 3 clusters Score: Raw -433852.574351 + Penalty 3958.600681 = -429893.973670 nChanged 4 SP:Iteration 38Q (17136.510000 sec): 3 clusters Score: Raw -433854.108140 + Penalty 3958.600681 = -429895.507459 nChanged 2 SP:Iteration 39Q (17136.740000 sec): 3 clusters Score: Raw -433855.838876 + Penalty 3958.600681 = -429897.238195 nChanged 1 SP:Iteration 40F (17136.910000 sec): 3 clusters Score: Raw -433856.261249 + Penalty 3958.600681 = -429897.660568 nChanged 1 SP:Iteration 41Q (17137.060000 sec): 3 clusters Score: Raw -433856.446547 + Penalty 3958.600681 = -429897.845866 nChanged 1 SP:Iteration 42Q (17137.260000 sec): 3 clusters Score: Raw -433856.889268 + Penalty 3958.600681 = -429898.288587 nChanged 0 SP:Iteration 43F (17137.450000 sec): 3 clusters Score: Raw -433856.889268 + Penalty 3958.600681 = -429898.288587 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (21104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17137.660000 sec): 2 clusters Score: Raw -3219175.929550 + Penalty 2469.390033 = -3216706.539517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17137.970000 sec): 3 clusters Score: Raw -3206873.384072 + Penalty 4938.780066 = -3201934.604006 nChanged 9313 SP:Iteration 1F (17138.240000 sec): 3 clusters Score: Raw -3212076.406696 + Penalty 4938.780066 = -3207137.626630 nChanged 1260 SP:Iteration 2F (17138.560000 sec): 3 clusters Score: Raw -3212711.300027 + Penalty 4938.780066 = -3207772.519961 nChanged 1187 SP:Iteration 3F (17138.910000 sec): 3 clusters Score: Raw -3213349.574825 + Penalty 4938.780066 = -3208410.794759 nChanged 1241 SP:Iteration 4F (17139.270000 sec): 3 clusters Score: Raw -3214165.399407 + Penalty 4938.780066 = -3209226.619341 nChanged 1293 SP:Iteration 5F (17139.550000 sec): 3 clusters Score: Raw -3215142.614628 + Penalty 4938.780066 = -3210203.834562 nChanged 1401 SP:Iteration 6F (17139.850000 sec): 3 clusters Score: Raw -3216334.784860 + Penalty 4938.780066 = -3211396.004794 nChanged 1442 SP:Iteration 7F (17140.150000 sec): 3 clusters Score: Raw -3217633.501365 + Penalty 4938.780066 = -3212694.721299 nChanged 1277 SP:Iteration 8F (17140.520000 sec): 3 clusters Score: Raw -3218693.644573 + Penalty 4938.780066 = -3213754.864507 nChanged 977 SP:Iteration 9Q (17140.890000 sec): 3 clusters Score: Raw -3219308.323084 + Penalty 4938.780066 = -3214369.543018 nChanged 632 SP:Iteration 10Q (17141.190000 sec): 3 clusters Score: Raw -3219593.867165 + Penalty 4938.780066 = -3214655.087099 nChanged 388 SP:Iteration 11Q (17141.490000 sec): 3 clusters Score: Raw -3219725.691010 + Penalty 4938.780066 = -3214786.910944 nChanged 251 SP:Iteration 12Q (17141.790000 sec): 3 clusters Score: Raw -3219788.192616 + Penalty 4938.780066 = -3214849.412550 nChanged 171 SP:Iteration 13Q (17142.110000 sec): 3 clusters Score: Raw -3219823.026901 + Penalty 4938.780066 = -3214884.246835 nChanged 124 SP:Iteration 14Q (17142.420000 sec): 3 clusters Score: Raw -3219848.514950 + Penalty 4938.780066 = -3214909.734884 nChanged 90 SP:Iteration 15Q (17142.780000 sec): 3 clusters Score: Raw -3219861.911681 + Penalty 4938.780066 = -3214923.131615 nChanged 68 SP:Iteration 16Q (17143.060000 sec): 3 clusters Score: Raw -3219871.321506 + Penalty 4938.780066 = -3214932.541440 nChanged 52 SP:Iteration 17Q (17143.420000 sec): 3 clusters Score: Raw -3219876.569799 + Penalty 4938.780066 = -3214937.789733 nChanged 27 SP:Iteration 18Q (17143.750000 sec): 3 clusters Score: Raw -3219879.771409 + Penalty 4938.780066 = -3214940.991343 nChanged 35 SP:Iteration 19Q (17144.070000 sec): 3 clusters Score: Raw -3219883.620848 + Penalty 4938.780066 = -3214944.840782 nChanged 30 SP:Iteration 20F (17144.380000 sec): 3 clusters Score: Raw -3219886.619968 + Penalty 4938.780066 = -3214947.839902 nChanged 21 SP:Iteration 21Q (17144.670000 sec): 3 clusters Score: Raw -3219889.472540 + Penalty 4938.780066 = -3214950.692474 nChanged 20 SP:Iteration 22Q (17144.960000 sec): 3 clusters Score: Raw -3219891.780209 + Penalty 4938.780066 = -3214953.000143 nChanged 14 SP:Iteration 23Q (17145.270000 sec): 3 clusters Score: Raw -3219892.881133 + Penalty 4938.780066 = -3214954.101067 nChanged 9 SP:Iteration 24Q (17145.600000 sec): 3 clusters Score: Raw -3219893.820340 + Penalty 4938.780066 = -3214955.040274 nChanged 5 SP:Iteration 25Q (17145.940000 sec): 3 clusters Score: Raw -3219894.263733 + Penalty 4938.780066 = -3214955.483667 nChanged 4 SP:Iteration 26Q (17146.250000 sec): 3 clusters Score: Raw -3219894.579739 + Penalty 4938.780066 = -3214955.799673 nChanged 4 SP:Iteration 27Q (17146.550000 sec): 3 clusters Score: Raw -3219895.014991 + Penalty 4938.780066 = -3214956.234925 nChanged 6 SP:Iteration 28Q (17146.900000 sec): 3 clusters Score: Raw -3219895.567839 + Penalty 4938.780066 = -3214956.787773 nChanged 3 SP:Iteration 29Q (17147.150000 sec): 3 clusters Score: Raw -3219895.738371 + Penalty 4938.780066 = -3214956.958305 nChanged 2 SP:Iteration 30Q (17147.530000 sec): 3 clusters Score: Raw -3219895.880215 + Penalty 4938.780066 = -3214957.100149 nChanged 3 SP:Iteration 31Q (17147.790000 sec): 3 clusters Score: Raw -3219896.007161 + Penalty 4938.780066 = -3214957.227095 nChanged 1 SP:Iteration 32Q (17148.100000 sec): 3 clusters Score: Raw -3219896.020780 + Penalty 4938.780066 = -3214957.240714 nChanged 1 SP:Iteration 33Q (17148.410000 sec): 3 clusters Score: Raw -3219896.050330 + Penalty 4938.780066 = -3214957.270264 nChanged 0 SP:Iteration 34F (17148.760000 sec): 3 clusters Score: Raw -3219896.050330 + Penalty 4938.780066 = -3214957.270264 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (144373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17149.430000 sec): 2 clusters Score: Raw -21864486.528020 + Penalty 2946.278566 = -21861540.249455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17150.360000 sec): 3 clusters Score: Raw -21770653.406272 + Penalty 5892.557132 = -21764760.849141 nChanged 69183 SP:Iteration 1F (17151.280000 sec): 3 clusters Score: Raw -21811196.301391 + Penalty 5892.557132 = -21805303.744260 nChanged 4648 SP:Iteration 2Q (17152.190000 sec): 3 clusters Score: Raw -21812425.712522 + Penalty 5892.557132 = -21806533.155391 nChanged 5316 SP:Iteration 3Q (17153.100000 sec): 3 clusters Score: Raw -21814159.188567 + Penalty 5892.557132 = -21808266.631435 nChanged 6440 SP:Iteration 4Q (17154.000000 sec): 3 clusters Score: Raw -21816724.720209 + Penalty 5892.557132 = -21810832.163077 nChanged 7910 SP:Iteration 5F (17154.870000 sec): 3 clusters Score: Raw -21820730.265973 + Penalty 5892.557132 = -21814837.708841 nChanged 9641 SP:Iteration 6F (17155.750000 sec): 3 clusters Score: Raw -21826551.596853 + Penalty 5892.557132 = -21820659.039721 nChanged 10507 SP:Iteration 7F (17156.650000 sec): 3 clusters Score: Raw -21833725.671310 + Penalty 5892.557132 = -21827833.114178 nChanged 10337 SP:Iteration 8F (17157.590000 sec): 3 clusters Score: Raw -21841300.754488 + Penalty 5892.557132 = -21835408.197357 nChanged 9170 SP:Iteration 9F (17158.510000 sec): 3 clusters Score: Raw -21848260.320822 + Penalty 5892.557132 = -21842367.763691 nChanged 7671 SP:Iteration 10F (17159.440000 sec): 3 clusters Score: Raw -21854214.495738 + Penalty 5892.557132 = -21848321.938606 nChanged 5839 SP:Iteration 11Q (17160.380000 sec): 3 clusters Score: Raw -21858659.609135 + Penalty 5892.557132 = -21852767.052003 nChanged 3906 SP:Iteration 12Q (17161.320000 sec): 3 clusters Score: Raw -21861526.782478 + Penalty 5892.557132 = -21855634.225346 nChanged 2405 SP:Iteration 13Q (17162.240000 sec): 3 clusters Score: Raw -21863182.937700 + Penalty 5892.557132 = -21857290.380568 nChanged 1320 SP:Iteration 14Q (17163.080000 sec): 3 clusters Score: Raw -21864038.233783 + Penalty 5892.557132 = -21858145.676651 nChanged 710 SP:Iteration 15Q (17163.920000 sec): 3 clusters Score: Raw -21864483.254726 + Penalty 5892.557132 = -21858590.697595 nChanged 371 SP:Iteration 16Q (17164.740000 sec): 3 clusters Score: Raw -21864711.429207 + Penalty 5892.557132 = -21858818.872076 nChanged 205 SP:Iteration 17Q (17165.530000 sec): 3 clusters Score: Raw -21864829.143353 + Penalty 5892.557132 = -21858936.586221 nChanged 109 SP:Iteration 18Q (17166.440000 sec): 3 clusters Score: Raw -21864891.619246 + Penalty 5892.557132 = -21858999.062114 nChanged 61 SP:Iteration 19Q (17167.310000 sec): 3 clusters Score: Raw -21864924.674127 + Penalty 5892.557132 = -21859032.116995 nChanged 49 SP:Iteration 20F (17168.290000 sec): 3 clusters Score: Raw -21864952.582846 + Penalty 5892.557132 = -21859060.025715 nChanged 45 SP:Iteration 21Q (17169.070000 sec): 3 clusters Score: Raw -21864977.747978 + Penalty 5892.557132 = -21859085.190846 nChanged 40 SP:Iteration 22Q (17169.920000 sec): 3 clusters Score: Raw -21864998.588605 + Penalty 5892.557132 = -21859106.031473 nChanged 29 SP:Iteration 23Q (17170.710000 sec): 3 clusters Score: Raw -21865016.896348 + Penalty 5892.557132 = -21859124.339216 nChanged 35 SP:Iteration 24Q (17171.470000 sec): 3 clusters Score: Raw -21865033.643771 + Penalty 5892.557132 = -21859141.086639 nChanged 23 SP:Iteration 25Q (17172.260000 sec): 3 clusters Score: Raw -21865044.999942 + Penalty 5892.557132 = -21859152.442810 nChanged 24 SP:Iteration 26Q (17173.050000 sec): 3 clusters Score: Raw -21865058.118868 + Penalty 5892.557132 = -21859165.561736 nChanged 11 SP:Iteration 27Q (17173.800000 sec): 3 clusters Score: Raw -21865062.989841 + Penalty 5892.557132 = -21859170.432709 nChanged 16 SP:Iteration 28Q (17174.600000 sec): 3 clusters Score: Raw -21865068.438829 + Penalty 5892.557132 = -21859175.881697 nChanged 11 SP:Iteration 29Q (17175.400000 sec): 3 clusters Score: Raw -21865073.517834 + Penalty 5892.557132 = -21859180.960703 nChanged 8 SP:Iteration 30Q (17176.180000 sec): 3 clusters Score: Raw -21865079.168029 + Penalty 5892.557132 = -21859186.610897 nChanged 9 SP:Iteration 31Q (17177.000000 sec): 3 clusters Score: Raw -21865083.004124 + Penalty 5892.557132 = -21859190.446992 nChanged 8 SP:Iteration 32Q (17177.830000 sec): 3 clusters Score: Raw -21865087.762454 + Penalty 5892.557132 = -21859195.205322 nChanged 7 SP:Iteration 33Q (17178.680000 sec): 3 clusters Score: Raw -21865092.035780 + Penalty 5892.557132 = -21859199.478648 nChanged 8 SP:Iteration 34Q (17179.480000 sec): 3 clusters Score: Raw -21865096.683388 + Penalty 5892.557132 = -21859204.126256 nChanged 4 SP:Iteration 35Q (17180.260000 sec): 3 clusters Score: Raw -21865099.446733 + Penalty 5892.557132 = -21859206.889602 nChanged 7 SP:Iteration 36Q (17181.090000 sec): 3 clusters Score: Raw -21865102.525898 + Penalty 5892.557132 = -21859209.968766 nChanged 7 SP:Iteration 37Q (17181.920000 sec): 3 clusters Score: Raw -21865106.773388 + Penalty 5892.557132 = -21859214.216256 nChanged 5 SP:Iteration 38Q (17182.700000 sec): 3 clusters Score: Raw -21865109.390224 + Penalty 5892.557132 = -21859216.833093 nChanged 4 SP:Iteration 39Q (17183.510000 sec): 3 clusters Score: Raw -21865111.318671 + Penalty 5892.557132 = -21859218.761540 nChanged 3 SP:Iteration 40F (17184.450000 sec): 3 clusters Score: Raw -21865112.309959 + Penalty 5892.557132 = -21859219.752827 nChanged 3 SP:Iteration 41Q (17185.220000 sec): 3 clusters Score: Raw -21865113.112670 + Penalty 5892.557132 = -21859220.555538 nChanged 2 SP:Iteration 42Q (17186.090000 sec): 3 clusters Score: Raw -21865113.950665 + Penalty 5892.557132 = -21859221.393534 nChanged 1 SP:Iteration 43Q (17186.940000 sec): 3 clusters Score: Raw -21865114.900202 + Penalty 5892.557132 = -21859222.343070 nChanged 5 SP:Iteration 44Q (17187.700000 sec): 3 clusters Score: Raw -21865117.212799 + Penalty 5892.557132 = -21859224.655667 nChanged 2 SP:Iteration 45Q (17188.450000 sec): 3 clusters Score: Raw -21865117.911090 + Penalty 5892.557132 = -21859225.353958 nChanged 3 SP:Iteration 46Q (17189.240000 sec): 3 clusters Score: Raw -21865119.956304 + Penalty 5892.557132 = -21859227.399173 nChanged 5 SP:Iteration 47Q (17190.020000 sec): 3 clusters Score: Raw -21865122.066678 + Penalty 5892.557132 = -21859229.509546 nChanged 6 SP:Iteration 48Q (17190.730000 sec): 3 clusters Score: Raw -21865125.549120 + Penalty 5892.557132 = -21859232.991988 nChanged 4 SP:Iteration 49Q (17191.520000 sec): 3 clusters Score: Raw -21865127.888800 + Penalty 5892.557132 = -21859235.331669 nChanged 1 SP:Iteration 50Q (17192.320000 sec): 3 clusters Score: Raw -21865128.282139 + Penalty 5892.557132 = -21859235.725008 nChanged 1 SP:Iteration 51Q (17193.150000 sec): 3 clusters Score: Raw -21865129.340356 + Penalty 5892.557132 = -21859236.783224 nChanged 2 SP:Iteration 52Q (17194.060000 sec): 3 clusters Score: Raw -21865130.647398 + Penalty 5892.557132 = -21859238.090266 nChanged 4 SP:Iteration 53Q (17194.920000 sec): 3 clusters Score: Raw -21865133.881175 + Penalty 5892.557132 = -21859241.324044 nChanged 6 SP:Iteration 54Q (17195.760000 sec): 3 clusters Score: Raw -21865136.831758 + Penalty 5892.557132 = -21859244.274627 nChanged 5 SP:Iteration 55Q (17196.530000 sec): 3 clusters Score: Raw -21865140.841364 + Penalty 5892.557132 = -21859248.284232 nChanged 3 SP:Iteration 56Q (17197.290000 sec): 3 clusters Score: Raw -21865142.966888 + Penalty 5892.557132 = -21859250.409756 nChanged 3 SP:Iteration 57Q (17198.070000 sec): 3 clusters Score: Raw -21865144.654208 + Penalty 5892.557132 = -21859252.097076 nChanged 1 SP:Iteration 58Q (17198.820000 sec): 3 clusters Score: Raw -21865146.114294 + Penalty 5892.557132 = -21859253.557162 nChanged 3 SP:Iteration 59Q (17199.590000 sec): 3 clusters Score: Raw -21865147.831882 + Penalty 5892.557132 = -21859255.274751 nChanged 1 SP:Iteration 60F (17200.460000 sec): 3 clusters Score: Raw -21865148.208154 + Penalty 5892.557132 = -21859255.651022 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (17636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17200.640000 sec): 2 clusters Score: Raw -2671763.340215 + Penalty 2424.868992 = -2669338.471224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17200.940000 sec): 3 clusters Score: Raw -2661651.808228 + Penalty 4849.737983 = -2656802.070245 nChanged 7651 SP:Iteration 1F (17201.170000 sec): 3 clusters Score: Raw -2665746.768579 + Penalty 4849.737983 = -2660897.030596 nChanged 951 SP:Iteration 2F (17201.480000 sec): 3 clusters Score: Raw -2666120.977679 + Penalty 4849.737983 = -2661271.239696 nChanged 832 SP:Iteration 3Q (17201.730000 sec): 3 clusters Score: Raw -2666438.836570 + Penalty 4849.737983 = -2661589.098587 nChanged 767 SP:Iteration 4Q (17202.020000 sec): 3 clusters Score: Raw -2666714.782398 + Penalty 4849.737983 = -2661865.044415 nChanged 743 SP:Iteration 5Q (17202.270000 sec): 3 clusters Score: Raw -2666997.755714 + Penalty 4849.737983 = -2662148.017731 nChanged 704 SP:Iteration 6Q (17202.520000 sec): 3 clusters Score: Raw -2667305.747655 + Penalty 4849.737983 = -2662456.009672 nChanged 748 SP:Iteration 7Q (17202.800000 sec): 3 clusters Score: Raw -2667675.876815 + Penalty 4849.737983 = -2662826.138832 nChanged 800 SP:Iteration 8Q (17203.020000 sec): 3 clusters Score: Raw -2668136.085144 + Penalty 4849.737983 = -2663286.347161 nChanged 915 SP:Iteration 9F (17203.310000 sec): 3 clusters Score: Raw -2668751.196847 + Penalty 4849.737983 = -2663901.458864 nChanged 946 SP:Iteration 10F (17203.580000 sec): 3 clusters Score: Raw -2669443.098768 + Penalty 4849.737983 = -2664593.360785 nChanged 872 SP:Iteration 11Q (17203.810000 sec): 3 clusters Score: Raw -2670115.740146 + Penalty 4849.737983 = -2665266.002163 nChanged 713 SP:Iteration 12Q (17204.070000 sec): 3 clusters Score: Raw -2670708.106450 + Penalty 4849.737983 = -2665858.368467 nChanged 544 SP:Iteration 13Q (17204.330000 sec): 3 clusters Score: Raw -2671163.830536 + Penalty 4849.737983 = -2666314.092553 nChanged 391 SP:Iteration 14Q (17204.570000 sec): 3 clusters Score: Raw -2671489.383208 + Penalty 4849.737983 = -2666639.645225 nChanged 209 SP:Iteration 15Q (17204.850000 sec): 3 clusters Score: Raw -2671675.434240 + Penalty 4849.737983 = -2666825.696257 nChanged 150 SP:Iteration 16Q (17205.080000 sec): 3 clusters Score: Raw -2671822.894467 + Penalty 4849.737983 = -2666973.156484 nChanged 87 SP:Iteration 17Q (17205.310000 sec): 3 clusters Score: Raw -2671895.768410 + Penalty 4849.737983 = -2667046.030427 nChanged 56 SP:Iteration 18Q (17205.570000 sec): 3 clusters Score: Raw -2671940.747051 + Penalty 4849.737983 = -2667091.009067 nChanged 40 SP:Iteration 19Q (17205.840000 sec): 3 clusters Score: Raw -2671975.479218 + Penalty 4849.737983 = -2667125.741235 nChanged 23 SP:Iteration 20F (17206.090000 sec): 3 clusters Score: Raw -2672000.740329 + Penalty 4849.737983 = -2667151.002346 nChanged 22 SP:Iteration 21Q (17206.340000 sec): 3 clusters Score: Raw -2672018.916608 + Penalty 4849.737983 = -2667169.178625 nChanged 10 SP:Iteration 22Q (17206.600000 sec): 3 clusters Score: Raw -2672029.298659 + Penalty 4849.737983 = -2667179.560675 nChanged 8 SP:Iteration 23Q (17206.840000 sec): 3 clusters Score: Raw -2672038.413422 + Penalty 4849.737983 = -2667188.675439 nChanged 9 SP:Iteration 24Q (17207.100000 sec): 3 clusters Score: Raw -2672049.806625 + Penalty 4849.737983 = -2667200.068642 nChanged 7 SP:Iteration 25Q (17207.380000 sec): 3 clusters Score: Raw -2672054.908342 + Penalty 4849.737983 = -2667205.170359 nChanged 5 SP:Iteration 26Q (17207.640000 sec): 3 clusters Score: Raw -2672060.950433 + Penalty 4849.737983 = -2667211.212449 nChanged 5 SP:Iteration 27Q (17207.920000 sec): 3 clusters Score: Raw -2672065.867526 + Penalty 4849.737983 = -2667216.129543 nChanged 3 SP:Iteration 28Q (17208.180000 sec): 3 clusters Score: Raw -2672067.760416 + Penalty 4849.737983 = -2667218.022433 nChanged 4 SP:Iteration 29Q (17208.390000 sec): 3 clusters Score: Raw -2672070.680139 + Penalty 4849.737983 = -2667220.942156 nChanged 1 SP:Iteration 30Q (17208.660000 sec): 3 clusters Score: Raw -2672072.533871 + Penalty 4849.737983 = -2667222.795888 nChanged 2 SP:Iteration 31Q (17208.870000 sec): 3 clusters Score: Raw -2672074.658076 + Penalty 4849.737983 = -2667224.920093 nChanged 1 SP:Iteration 32Q (17209.100000 sec): 3 clusters Score: Raw -2672076.339153 + Penalty 4849.737983 = -2667226.601170 nChanged 0 SP:Iteration 33F (17209.320000 sec): 3 clusters Score: Raw -2672076.339153 + Penalty 4849.737983 = -2667226.601170 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (4591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17209.430000 sec): 2 clusters Score: Raw -666692.707453 + Penalty 2091.099580 = -664601.607874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17209.670000 sec): 3 clusters Score: Raw -664492.542538 + Penalty 4182.199160 = -660310.343378 nChanged 1708 SP:Iteration 1F (17209.860000 sec): 3 clusters Score: Raw -665534.624603 + Penalty 4182.199160 = -661352.425443 nChanged 367 SP:Iteration 2F (17210.050000 sec): 3 clusters Score: Raw -665774.014911 + Penalty 4182.199160 = -661591.815752 nChanged 231 SP:Iteration 3F (17210.250000 sec): 3 clusters Score: Raw -665922.506740 + Penalty 4182.199160 = -661740.307581 nChanged 183 SP:Iteration 4Q (17210.460000 sec): 3 clusters Score: Raw -666036.402431 + Penalty 4182.199160 = -661854.203271 nChanged 146 SP:Iteration 5Q (17210.630000 sec): 3 clusters Score: Raw -666130.339286 + Penalty 4182.199160 = -661948.140126 nChanged 145 SP:Iteration 6Q (17210.820000 sec): 3 clusters Score: Raw -666236.482119 + Penalty 4182.199160 = -662054.282959 nChanged 147 SP:Iteration 7Q (17210.990000 sec): 3 clusters Score: Raw -666351.017819 + Penalty 4182.199160 = -662168.818660 nChanged 170 SP:Iteration 8Q (17211.180000 sec): 3 clusters Score: Raw -666497.960375 + Penalty 4182.199160 = -662315.761215 nChanged 159 SP:Iteration 9Q (17211.420000 sec): 3 clusters Score: Raw -666634.630968 + Penalty 4182.199160 = -662452.431809 nChanged 182 SP:Iteration 10Q (17211.590000 sec): 3 clusters Score: Raw -666788.454271 + Penalty 4182.199160 = -662606.255112 nChanged 163 SP:Iteration 11Q (17211.780000 sec): 3 clusters Score: Raw -666931.552773 + Penalty 4182.199160 = -662749.353614 nChanged 140 SP:Iteration 12Q (17212.010000 sec): 3 clusters Score: Raw -667043.269747 + Penalty 4182.199160 = -662861.070587 nChanged 149 SP:Iteration 13Q (17212.200000 sec): 3 clusters Score: Raw -667174.147607 + Penalty 4182.199160 = -662991.948447 nChanged 144 SP:Iteration 14Q (17212.380000 sec): 3 clusters Score: Raw -667287.123363 + Penalty 4182.199160 = -663104.924204 nChanged 105 SP:Iteration 15Q (17212.610000 sec): 3 clusters Score: Raw -667366.362345 + Penalty 4182.199160 = -663184.163185 nChanged 93 SP:Iteration 16Q (17212.810000 sec): 3 clusters Score: Raw -667419.350837 + Penalty 4182.199160 = -663237.151677 nChanged 77 SP:Iteration 17Q (17213.040000 sec): 3 clusters Score: Raw -667460.367005 + Penalty 4182.199160 = -663278.167845 nChanged 61 SP:Iteration 18Q (17213.210000 sec): 3 clusters Score: Raw -667490.434518 + Penalty 4182.199160 = -663308.235359 nChanged 40 SP:Iteration 19Q (17213.400000 sec): 3 clusters Score: Raw -667508.486253 + Penalty 4182.199160 = -663326.287094 nChanged 30 SP:Iteration 20F (17213.590000 sec): 3 clusters Score: Raw -667519.712189 + Penalty 4182.199160 = -663337.513029 nChanged 19 SP:Iteration 21Q (17213.810000 sec): 3 clusters Score: Raw -667527.004283 + Penalty 4182.199160 = -663344.805123 nChanged 14 SP:Iteration 22Q (17214.000000 sec): 3 clusters Score: Raw -667530.981162 + Penalty 4182.199160 = -663348.782002 nChanged 10 SP:Iteration 23Q (17214.190000 sec): 3 clusters Score: Raw -667534.019839 + Penalty 4182.199160 = -663351.820679 nChanged 6 SP:Iteration 24Q (17214.390000 sec): 3 clusters Score: Raw -667535.352143 + Penalty 4182.199160 = -663353.152983 nChanged 4 SP:Iteration 25Q (17214.600000 sec): 3 clusters Score: Raw -667536.625549 + Penalty 4182.199160 = -663354.426389 nChanged 4 SP:Iteration 26Q (17214.820000 sec): 3 clusters Score: Raw -667537.829638 + Penalty 4182.199160 = -663355.630478 nChanged 5 SP:Iteration 27Q (17215.030000 sec): 3 clusters Score: Raw -667539.394866 + Penalty 4182.199160 = -663357.195706 nChanged 8 SP:Iteration 28Q (17215.240000 sec): 3 clusters Score: Raw -667541.503365 + Penalty 4182.199160 = -663359.304205 nChanged 8 SP:Iteration 29Q (17215.410000 sec): 3 clusters Score: Raw -667543.698000 + Penalty 4182.199160 = -663361.498840 nChanged 6 SP:Iteration 30Q (17215.670000 sec): 3 clusters Score: Raw -667545.615461 + Penalty 4182.199160 = -663363.416301 nChanged 8 SP:Iteration 31Q (17215.860000 sec): 3 clusters Score: Raw -667547.943732 + Penalty 4182.199160 = -663365.744573 nChanged 4 SP:Iteration 32Q (17216.050000 sec): 3 clusters Score: Raw -667549.033562 + Penalty 4182.199160 = -663366.834403 nChanged 5 SP:Iteration 33Q (17216.210000 sec): 3 clusters Score: Raw -667550.396964 + Penalty 4182.199160 = -663368.197804 nChanged 5 SP:Iteration 34Q (17216.440000 sec): 3 clusters Score: Raw -667552.374461 + Penalty 4182.199160 = -663370.175301 nChanged 5 SP:Iteration 35Q (17216.640000 sec): 3 clusters Score: Raw -667553.439889 + Penalty 4182.199160 = -663371.240729 nChanged 3 SP:Iteration 36Q (17216.810000 sec): 3 clusters Score: Raw -667554.167126 + Penalty 4182.199160 = -663371.967966 nChanged 4 SP:Iteration 37Q (17216.990000 sec): 3 clusters Score: Raw -667555.976894 + Penalty 4182.199160 = -663373.777735 nChanged 5 SP:Iteration 38Q (17217.180000 sec): 3 clusters Score: Raw -667557.868204 + Penalty 4182.199160 = -663375.669045 nChanged 1 SP:Iteration 39Q (17217.370000 sec): 3 clusters Score: Raw -667558.053538 + Penalty 4182.199160 = -663375.854379 nChanged 1 SP:Iteration 40F (17217.540000 sec): 3 clusters Score: Raw -667558.358597 + Penalty 4182.199160 = -663376.159437 nChanged 1 SP:Iteration 41Q (17217.720000 sec): 3 clusters Score: Raw -667558.481061 + Penalty 4182.199160 = -663376.281901 nChanged 1 SP:Iteration 42Q (17217.910000 sec): 3 clusters Score: Raw -667558.570847 + Penalty 4182.199160 = -663376.371688 nChanged 0 SP:Iteration 43F (17218.110000 sec): 3 clusters Score: Raw -667558.570847 + Penalty 4182.199160 = -663376.371688 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17218.220000 sec): 2 clusters Score: Raw -63811.521251 + Penalty 1486.502434 = -62325.018817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17218.380000 sec): 3 clusters Score: Raw -63982.947766 + Penalty 2973.004868 = -61009.942898 nChanged 80 SP:Iteration 1F (17218.580000 sec): 3 clusters Score: Raw -64231.476075 + Penalty 2973.004868 = -61258.471207 nChanged 29 SP:Iteration 2F (17218.710000 sec): 3 clusters Score: Raw -64347.714795 + Penalty 2973.004868 = -61374.709927 nChanged 18 SP:Iteration 3Q (17218.890000 sec): 3 clusters Score: Raw -64443.062344 + Penalty 2973.004868 = -61470.057476 nChanged 14 SP:Iteration 4Q (17219.070000 sec): 3 clusters Score: Raw -64531.906795 + Penalty 2973.004868 = -61558.901927 nChanged 12 SP:Iteration 5Q (17219.250000 sec): 3 clusters Score: Raw -64582.984997 + Penalty 2973.004868 = -61609.980129 nChanged 7 SP:Iteration 6Q (17219.430000 sec): 3 clusters Score: Raw -64648.717181 + Penalty 2973.004868 = -61675.712313 nChanged 11 SP:Iteration 7Q (17219.570000 sec): 3 clusters Score: Raw -64726.690309 + Penalty 2973.004868 = -61753.685441 nChanged 12 SP:Iteration 8Q (17219.770000 sec): 3 clusters Score: Raw -64814.089053 + Penalty 2973.004868 = -61841.084185 nChanged 9 SP:Iteration 9Q (17219.920000 sec): 3 clusters Score: Raw -64868.618370 + Penalty 2973.004868 = -61895.613502 nChanged 8 SP:Iteration 10Q (17220.080000 sec): 3 clusters Score: Raw -64913.741062 + Penalty 2973.004868 = -61940.736194 nChanged 4 SP:Iteration 11Q (17220.230000 sec): 3 clusters Score: Raw -64923.333134 + Penalty 2973.004868 = -61950.328266 nChanged 0 SP:Iteration 12F (17220.410000 sec): 3 clusters Score: Raw -64931.009719 + Penalty 2973.004868 = -61958.004851 nChanged 1 SP:Iteration 13Q (17220.630000 sec): 3 clusters Score: Raw -64962.175030 + Penalty 2973.004868 = -61989.170162 nChanged 1 SP:Iteration 14Q (17220.820000 sec): 3 clusters Score: Raw -64980.517595 + Penalty 2973.004868 = -62007.512727 nChanged 6 SP:Iteration 15Q (17220.970000 sec): 3 clusters Score: Raw -65012.233524 + Penalty 2973.004868 = -62039.228656 nChanged 2 SP:Iteration 16Q (17221.170000 sec): 3 clusters Score: Raw -65016.344994 + Penalty 2973.004868 = -62043.340127 nChanged 1 SP:Iteration 17Q (17221.350000 sec): 3 clusters Score: Raw -65019.034946 + Penalty 2973.004868 = -62046.030079 nChanged 0 SP:Iteration 18F (17221.500000 sec): 3 clusters Score: Raw -65019.034946 + Penalty 2973.004868 = -62046.030079 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17221.620000 sec): 2 clusters Score: Raw -41975.500821 + Penalty 1419.449105 = -40556.051716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17221.790000 sec): 3 clusters Score: Raw -42128.123231 + Penalty 2838.898211 = -39289.225020 nChanged 44 SP:Iteration 1F (17221.930000 sec): 3 clusters Score: Raw -42363.993062 + Penalty 2838.898211 = -39525.094851 nChanged 18 SP:Iteration 2F (17222.120000 sec): 3 clusters Score: Raw -42473.154413 + Penalty 2838.898211 = -39634.256202 nChanged 11 SP:Iteration 3Q (17222.300000 sec): 3 clusters Score: Raw -42544.254100 + Penalty 2838.898211 = -39705.355890 nChanged 8 SP:Iteration 4Q (17222.470000 sec): 3 clusters Score: Raw -42571.953962 + Penalty 2838.898211 = -39733.055752 nChanged 5 SP:Iteration 5Q (17222.640000 sec): 3 clusters Score: Raw -42599.152106 + Penalty 2838.898211 = -39760.253895 nChanged 7 SP:Iteration 6Q (17222.810000 sec): 3 clusters Score: Raw -42628.697084 + Penalty 2838.898211 = -39789.798873 nChanged 1 SP:Iteration 7Q (17222.970000 sec): 3 clusters Score: Raw -42633.231657 + Penalty 2838.898211 = -39794.333447 nChanged 1 SP:Iteration 8Q (17223.170000 sec): 3 clusters Score: Raw -42636.424618 + Penalty 2838.898211 = -39797.526408 nChanged 0 SP:Iteration 9F (17223.360000 sec): 3 clusters Score: Raw -42636.424618 + Penalty 2838.898211 = -39797.526408 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17223.470000 sec): 2 clusters Score: Raw -117280.842025 + Penalty 1670.178732 = -115610.663293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17223.650000 sec): 3 clusters Score: Raw -117187.429121 + Penalty 3340.357463 = -113847.071658 nChanged 204 SP:Iteration 1F (17223.840000 sec): 3 clusters Score: Raw -117533.561493 + Penalty 3340.357463 = -114193.204030 nChanged 65 SP:Iteration 2F (17223.980000 sec): 3 clusters Score: Raw -117647.937634 + Penalty 3340.357463 = -114307.580171 nChanged 37 SP:Iteration 3Q (17224.160000 sec): 3 clusters Score: Raw -117716.878584 + Penalty 3340.357463 = -114376.521121 nChanged 26 SP:Iteration 4Q (17224.330000 sec): 3 clusters Score: Raw -117785.240743 + Penalty 3340.357463 = -114444.883280 nChanged 13 SP:Iteration 5Q (17224.520000 sec): 3 clusters Score: Raw -117818.351712 + Penalty 3340.357463 = -114477.994249 nChanged 16 SP:Iteration 6Q (17224.660000 sec): 3 clusters Score: Raw -117859.076656 + Penalty 3340.357463 = -114518.719193 nChanged 11 SP:Iteration 7Q (17224.870000 sec): 3 clusters Score: Raw -117880.064507 + Penalty 3340.357463 = -114539.707044 nChanged 8 SP:Iteration 8Q (17225.020000 sec): 3 clusters Score: Raw -117893.906027 + Penalty 3340.357463 = -114553.548563 nChanged 4 SP:Iteration 9Q (17225.180000 sec): 3 clusters Score: Raw -117903.352476 + Penalty 3340.357463 = -114562.995013 nChanged 4 SP:Iteration 10Q (17225.350000 sec): 3 clusters Score: Raw -117916.082681 + Penalty 3340.357463 = -114575.725217 nChanged 5 SP:Iteration 11Q (17225.510000 sec): 3 clusters Score: Raw -117927.898316 + Penalty 3340.357463 = -114587.540853 nChanged 5 SP:Iteration 12Q (17225.630000 sec): 3 clusters Score: Raw -117933.663114 + Penalty 3340.357463 = -114593.305651 nChanged 5 SP:Iteration 13Q (17225.790000 sec): 3 clusters Score: Raw -117940.042574 + Penalty 3340.357463 = -114599.685111 nChanged 7 SP:Iteration 14Q (17225.950000 sec): 3 clusters Score: Raw -117950.879322 + Penalty 3340.357463 = -114610.521858 nChanged 8 SP:Iteration 15Q (17226.120000 sec): 3 clusters Score: Raw -117967.543497 + Penalty 3340.357463 = -114627.186034 nChanged 10 SP:Iteration 16Q (17226.310000 sec): 3 clusters Score: Raw -117988.848379 + Penalty 3340.357463 = -114648.490916 nChanged 10 SP:Iteration 17Q (17226.510000 sec): 3 clusters Score: Raw -118008.534401 + Penalty 3340.357463 = -114668.176938 nChanged 7 SP:Iteration 18Q (17226.730000 sec): 3 clusters Score: Raw -118022.215883 + Penalty 3340.357463 = -114681.858420 nChanged 4 SP:Iteration 19Q (17226.900000 sec): 3 clusters Score: Raw -118026.674419 + Penalty 3340.357463 = -114686.316956 nChanged 0 SP:Iteration 20F (17227.060000 sec): 3 clusters Score: Raw -118026.674419 + Penalty 3340.357463 = -114686.316956 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17227.190000 sec): 2 clusters Score: Raw -26103.207421 + Penalty 1417.005736 = -24686.201685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17227.380000 sec): 3 clusters Score: Raw -26383.232102 + Penalty 2834.011472 = -23549.220630 nChanged 62 SP:Iteration 1F (17227.550000 sec): 3 clusters Score: Raw -26748.456032 + Penalty 2834.011472 = -23914.444561 nChanged 19 SP:Iteration 2F (17227.720000 sec): 3 clusters Score: Raw -26879.632208 + Penalty 2834.011472 = -24045.620737 nChanged 14 SP:Iteration 3Q (17227.900000 sec): 3 clusters Score: Raw -26949.173237 + Penalty 2834.011472 = -24115.161765 nChanged 7 SP:Iteration 4Q (17228.040000 sec): 3 clusters Score: Raw -26998.475617 + Penalty 2834.011472 = -24164.464146 nChanged 4 SP:Iteration 5Q (17228.210000 sec): 3 clusters Score: Raw -27039.698726 + Penalty 2834.011472 = -24205.687255 nChanged 4 SP:Iteration 6Q (17228.410000 sec): 3 clusters Score: Raw -27066.868375 + Penalty 2834.011472 = -24232.856904 nChanged 5 SP:Iteration 7Q (17228.620000 sec): 3 clusters Score: Raw -27094.153458 + Penalty 2834.011472 = -24260.141987 nChanged 3 SP:Iteration 8Q (17228.790000 sec): 3 clusters Score: Raw -27101.087676 + Penalty 2834.011472 = -24267.076205 nChanged 1 SP:Iteration 9Q (17228.960000 sec): 3 clusters Score: Raw -27102.489599 + Penalty 2834.011472 = -24268.478128 nChanged 0 SP:Iteration 10F (17229.120000 sec): 3 clusters Score: Raw -27102.489599 + Penalty 2834.011472 = -24268.478128 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17229.220000 sec): 2 clusters Score: Raw -14516.185421 + Penalty 1185.222626 = -13330.962795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17229.400000 sec): 3 clusters Score: Raw -14862.994158 + Penalty 2370.445253 = -12492.548906 nChanged 8 SP:Iteration 1F (17229.580000 sec): 3 clusters Score: Raw -14950.219967 + Penalty 2370.445253 = -12579.774714 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (3983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17229.720000 sec): 2 clusters Score: Raw -606915.494336 + Penalty 2055.868065 = -604859.626271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17229.940000 sec): 3 clusters Score: Raw -605065.521587 + Penalty 4111.736129 = -600953.785458 nChanged 1458 SP:Iteration 1F (17230.100000 sec): 3 clusters Score: Raw -605879.279926 + Penalty 4111.736129 = -601767.543797 nChanged 296 SP:Iteration 2F (17230.260000 sec): 3 clusters Score: Raw -606062.617075 + Penalty 4111.736129 = -601950.880946 nChanged 200 SP:Iteration 3F (17230.440000 sec): 3 clusters Score: Raw -606188.470363 + Penalty 4111.736129 = -602076.734233 nChanged 162 SP:Iteration 4Q (17230.620000 sec): 3 clusters Score: Raw -606280.441589 + Penalty 4111.736129 = -602168.705460 nChanged 127 SP:Iteration 5Q (17230.820000 sec): 3 clusters Score: Raw -606352.337238 + Penalty 4111.736129 = -602240.601109 nChanged 105 SP:Iteration 6Q (17231.060000 sec): 3 clusters Score: Raw -606424.634898 + Penalty 4111.736129 = -602312.898768 nChanged 99 SP:Iteration 7Q (17231.250000 sec): 3 clusters Score: Raw -606484.306176 + Penalty 4111.736129 = -602372.570047 nChanged 92 SP:Iteration 8Q (17231.440000 sec): 3 clusters Score: Raw -606536.520677 + Penalty 4111.736129 = -602424.784548 nChanged 88 SP:Iteration 9Q (17231.620000 sec): 3 clusters Score: Raw -606579.141083 + Penalty 4111.736129 = -602467.404954 nChanged 77 SP:Iteration 10Q (17231.810000 sec): 3 clusters Score: Raw -606615.260118 + Penalty 4111.736129 = -602503.523989 nChanged 81 SP:Iteration 11Q (17232.030000 sec): 3 clusters Score: Raw -606660.255014 + Penalty 4111.736129 = -602548.518885 nChanged 97 SP:Iteration 12Q (17232.220000 sec): 3 clusters Score: Raw -606711.125319 + Penalty 4111.736129 = -602599.389190 nChanged 85 SP:Iteration 13Q (17232.430000 sec): 3 clusters Score: Raw -606759.611309 + Penalty 4111.736129 = -602647.875180 nChanged 79 SP:Iteration 14Q (17232.630000 sec): 3 clusters Score: Raw -606809.582175 + Penalty 4111.736129 = -602697.846046 nChanged 100 SP:Iteration 15Q (17232.830000 sec): 3 clusters Score: Raw -606876.366319 + Penalty 4111.736129 = -602764.630189 nChanged 87 SP:Iteration 16Q (17233.000000 sec): 3 clusters Score: Raw -606932.550911 + Penalty 4111.736129 = -602820.814782 nChanged 78 SP:Iteration 17Q (17233.220000 sec): 3 clusters Score: Raw -606978.409201 + Penalty 4111.736129 = -602866.673072 nChanged 71 SP:Iteration 18Q (17233.410000 sec): 3 clusters Score: Raw -607022.545336 + Penalty 4111.736129 = -602910.809206 nChanged 74 SP:Iteration 19Q (17233.590000 sec): 3 clusters Score: Raw -607068.990680 + Penalty 4111.736129 = -602957.254551 nChanged 65 SP:Iteration 20F (17233.810000 sec): 3 clusters Score: Raw -607108.603722 + Penalty 4111.736129 = -602996.867593 nChanged 52 SP:Iteration 21Q (17234.000000 sec): 3 clusters Score: Raw -607146.170229 + Penalty 4111.736129 = -603034.434100 nChanged 52 SP:Iteration 22Q (17234.160000 sec): 3 clusters Score: Raw -607177.067330 + Penalty 4111.736129 = -603065.331201 nChanged 38 SP:Iteration 23Q (17234.360000 sec): 3 clusters Score: Raw -607199.790414 + Penalty 4111.736129 = -603088.054284 nChanged 28 SP:Iteration 24Q (17234.540000 sec): 3 clusters Score: Raw -607216.239043 + Penalty 4111.736129 = -603104.502913 nChanged 22 SP:Iteration 25Q (17234.720000 sec): 3 clusters Score: Raw -607230.056621 + Penalty 4111.736129 = -603118.320491 nChanged 14 SP:Iteration 26Q (17234.920000 sec): 3 clusters Score: Raw -607241.796212 + Penalty 4111.736129 = -603130.060083 nChanged 21 SP:Iteration 27Q (17235.100000 sec): 3 clusters Score: Raw -607259.303208 + Penalty 4111.736129 = -603147.567079 nChanged 19 SP:Iteration 28Q (17235.290000 sec): 3 clusters Score: Raw -607276.055035 + Penalty 4111.736129 = -603164.318906 nChanged 26 SP:Iteration 29Q (17235.480000 sec): 3 clusters Score: Raw -607296.292831 + Penalty 4111.736129 = -603184.556701 nChanged 25 SP:Iteration 30Q (17235.690000 sec): 3 clusters Score: Raw -607315.680020 + Penalty 4111.736129 = -603203.943891 nChanged 23 SP:Iteration 31Q (17235.900000 sec): 3 clusters Score: Raw -607338.360095 + Penalty 4111.736129 = -603226.623966 nChanged 25 SP:Iteration 32Q (17236.110000 sec): 3 clusters Score: Raw -607358.009592 + Penalty 4111.736129 = -603246.273463 nChanged 17 SP:Iteration 33Q (17236.330000 sec): 3 clusters Score: Raw -607368.961311 + Penalty 4111.736129 = -603257.225182 nChanged 16 SP:Iteration 34Q (17236.490000 sec): 3 clusters Score: Raw -607380.522599 + Penalty 4111.736129 = -603268.786470 nChanged 15 SP:Iteration 35Q (17236.700000 sec): 3 clusters Score: Raw -607393.116472 + Penalty 4111.736129 = -603281.380343 nChanged 14 SP:Iteration 36Q (17236.900000 sec): 3 clusters Score: Raw -607402.674494 + Penalty 4111.736129 = -603290.938364 nChanged 17 SP:Iteration 37Q (17237.100000 sec): 3 clusters Score: Raw -607413.032547 + Penalty 4111.736129 = -603301.296418 nChanged 10 SP:Iteration 38Q (17237.330000 sec): 3 clusters Score: Raw -607421.028545 + Penalty 4111.736129 = -603309.292416 nChanged 12 SP:Iteration 39Q (17237.530000 sec): 3 clusters Score: Raw -607428.975732 + Penalty 4111.736129 = -603317.239602 nChanged 11 SP:Iteration 40F (17237.730000 sec): 3 clusters Score: Raw -607436.424216 + Penalty 4111.736129 = -603324.688086 nChanged 8 SP:Iteration 41Q (17237.940000 sec): 3 clusters Score: Raw -607441.338985 + Penalty 4111.736129 = -603329.602856 nChanged 7 SP:Iteration 42Q (17238.100000 sec): 3 clusters Score: Raw -607445.326492 + Penalty 4111.736129 = -603333.590363 nChanged 5 SP:Iteration 43Q (17238.330000 sec): 3 clusters Score: Raw -607449.352597 + Penalty 4111.736129 = -603337.616468 nChanged 6 SP:Iteration 44Q (17238.550000 sec): 3 clusters Score: Raw -607453.470032 + Penalty 4111.736129 = -603341.733902 nChanged 8 SP:Iteration 45Q (17238.720000 sec): 3 clusters Score: Raw -607460.216853 + Penalty 4111.736129 = -603348.480724 nChanged 8 SP:Iteration 46Q (17238.940000 sec): 3 clusters Score: Raw -607465.426067 + Penalty 4111.736129 = -603353.689937 nChanged 10 SP:Iteration 47Q (17239.150000 sec): 3 clusters Score: Raw -607472.023757 + Penalty 4111.736129 = -603360.287628 nChanged 11 SP:Iteration 48Q (17239.350000 sec): 3 clusters Score: Raw -607478.941311 + Penalty 4111.736129 = -603367.205181 nChanged 8 SP:Iteration 49Q (17239.540000 sec): 3 clusters Score: Raw -607485.253949 + Penalty 4111.736129 = -603373.517820 nChanged 10 SP:Iteration 50Q (17239.740000 sec): 3 clusters Score: Raw -607494.259384 + Penalty 4111.736129 = -603382.523254 nChanged 16 SP:Iteration 51Q (17239.960000 sec): 3 clusters Score: Raw -607507.313444 + Penalty 4111.736129 = -603395.577314 nChanged 15 SP:Iteration 52Q (17240.160000 sec): 3 clusters Score: Raw -607520.544955 + Penalty 4111.736129 = -603408.808826 nChanged 17 SP:Iteration 53Q (17240.360000 sec): 3 clusters Score: Raw -607532.679598 + Penalty 4111.736129 = -603420.943469 nChanged 24 SP:Iteration 54Q (17240.580000 sec): 3 clusters Score: Raw -607559.367915 + Penalty 4111.736129 = -603447.631786 nChanged 33 SP:Iteration 55Q (17240.750000 sec): 3 clusters Score: Raw -607591.696962 + Penalty 4111.736129 = -603479.960833 nChanged 32 SP:Iteration 56Q (17240.940000 sec): 3 clusters Score: Raw -607625.960653 + Penalty 4111.736129 = -603514.224524 nChanged 37 SP:Iteration 57Q (17241.160000 sec): 3 clusters Score: Raw -607658.202087 + Penalty 4111.736129 = -603546.465958 nChanged 27 SP:Iteration 58Q (17241.310000 sec): 3 clusters Score: Raw -607678.018545 + Penalty 4111.736129 = -603566.282416 nChanged 19 SP:Iteration 59Q (17241.520000 sec): 3 clusters Score: Raw -607690.643929 + Penalty 4111.736129 = -603578.907800 nChanged 16 SP:Iteration 60F (17241.720000 sec): 3 clusters Score: Raw -607706.485516 + Penalty 4111.736129 = -603594.749387 nChanged 17 SP:Iteration 61Q (17241.900000 sec): 3 clusters Score: Raw -607719.223076 + Penalty 4111.736129 = -603607.486947 nChanged 20 SP:Iteration 62Q (17242.110000 sec): 3 clusters Score: Raw -607730.258616 + Penalty 4111.736129 = -603618.522486 nChanged 9 SP:Iteration 63Q (17242.290000 sec): 3 clusters Score: Raw -607735.839317 + Penalty 4111.736129 = -603624.103188 nChanged 8 SP:Iteration 64Q (17242.480000 sec): 3 clusters Score: Raw -607740.916922 + Penalty 4111.736129 = -603629.180792 nChanged 7 SP:Iteration 65Q (17242.660000 sec): 3 clusters Score: Raw -607744.371014 + Penalty 4111.736129 = -603632.634885 nChanged 4 SP:Iteration 66Q (17242.850000 sec): 3 clusters Score: Raw -607746.292106 + Penalty 4111.736129 = -603634.555977 nChanged 6 SP:Iteration 67Q (17243.040000 sec): 3 clusters Score: Raw -607749.490276 + Penalty 4111.736129 = -603637.754146 nChanged 5 SP:Iteration 68Q (17243.250000 sec): 3 clusters Score: Raw -607751.678821 + Penalty 4111.736129 = -603639.942692 nChanged 4 SP:Iteration 69Q (17243.440000 sec): 3 clusters Score: Raw -607753.620336 + Penalty 4111.736129 = -603641.884206 nChanged 3 SP:Iteration 70Q (17243.660000 sec): 3 clusters Score: Raw -607755.242893 + Penalty 4111.736129 = -603643.506764 nChanged 2 SP:Iteration 71Q (17243.860000 sec): 3 clusters Score: Raw -607755.988235 + Penalty 4111.736129 = -603644.252106 nChanged 1 SP:Iteration 72Q (17244.040000 sec): 3 clusters Score: Raw -607756.254682 + Penalty 4111.736129 = -603644.518552 nChanged 0 SP:Iteration 73F (17244.220000 sec): 3 clusters Score: Raw -607756.254682 + Penalty 4111.736129 = -603644.518552 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17244.320000 sec): 2 clusters Score: Raw -37519.636952 + Penalty 1396.540522 = -36123.096430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17244.480000 sec): 3 clusters Score: Raw -37694.542965 + Penalty 2793.081044 = -34901.461921 nChanged 33 SP:Iteration 1F (17244.700000 sec): 3 clusters Score: Raw -37797.892107 + Penalty 2793.081044 = -35004.811063 nChanged 8 SP:Iteration 2Q (17244.880000 sec): 3 clusters Score: Raw -37825.833072 + Penalty 2793.081044 = -35032.752028 nChanged 5 SP:Iteration 3Q (17245.020000 sec): 3 clusters Score: Raw -37853.956919 + Penalty 2793.081044 = -35060.875875 nChanged 1 SP:Iteration 4Q (17245.190000 sec): 3 clusters Score: Raw -37859.619193 + Penalty 2793.081044 = -35066.538149 nChanged 0 SP:Iteration 5F (17245.380000 sec): 3 clusters Score: Raw -37859.619193 + Penalty 2793.081044 = -35066.538149 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17245.440000 sec): 2 clusters Score: Raw -43537.732142 + Penalty 1406.984170 = -42130.747972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17245.610000 sec): 3 clusters Score: Raw -43653.833460 + Penalty 2813.968341 = -40839.865120 nChanged 36 SP:Iteration 1F (17245.820000 sec): 3 clusters Score: Raw -43775.394491 + Penalty 2813.968341 = -40961.426150 nChanged 6 SP:Iteration 2Q (17245.990000 sec): 3 clusters Score: Raw -43803.129318 + Penalty 2813.968341 = -40989.160978 nChanged 3 SP:Iteration 3Q (17246.160000 sec): 3 clusters Score: Raw -43814.028666 + Penalty 2813.968341 = -41000.060326 nChanged 4 SP:Iteration 4Q (17246.340000 sec): 3 clusters Score: Raw -43829.372571 + Penalty 2813.968341 = -41015.404231 nChanged 2 SP:Iteration 5Q (17246.500000 sec): 3 clusters Score: Raw -43833.904659 + Penalty 2813.968341 = -41019.936318 nChanged 0 SP:Iteration 6F (17246.690000 sec): 3 clusters Score: Raw -43833.904659 + Penalty 2813.968341 = -41019.936318 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (6505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17246.800000 sec): 2 clusters Score: Raw -981618.059628 + Penalty 2177.520945 = -979440.538683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17246.980000 sec): 3 clusters Score: Raw -978316.889196 + Penalty 4355.041890 = -973961.847306 nChanged 2576 SP:Iteration 1F (17247.200000 sec): 3 clusters Score: Raw -979752.114933 + Penalty 4355.041890 = -975397.073043 nChanged 436 SP:Iteration 2F (17247.420000 sec): 3 clusters Score: Raw -979973.822784 + Penalty 4355.041890 = -975618.780894 nChanged 295 SP:Iteration 3Q (17247.600000 sec): 3 clusters Score: Raw -980116.607646 + Penalty 4355.041890 = -975761.565756 nChanged 239 SP:Iteration 4Q (17247.820000 sec): 3 clusters Score: Raw -980225.970535 + Penalty 4355.041890 = -975870.928646 nChanged 195 SP:Iteration 5Q (17248.010000 sec): 3 clusters Score: Raw -980303.150443 + Penalty 4355.041890 = -975948.108553 nChanged 154 SP:Iteration 6Q (17248.220000 sec): 3 clusters Score: Raw -980372.762121 + Penalty 4355.041890 = -976017.720231 nChanged 162 SP:Iteration 7Q (17248.430000 sec): 3 clusters Score: Raw -980447.242834 + Penalty 4355.041890 = -976092.200944 nChanged 157 SP:Iteration 8Q (17248.620000 sec): 3 clusters Score: Raw -980511.723330 + Penalty 4355.041890 = -976156.681440 nChanged 154 SP:Iteration 9Q (17248.840000 sec): 3 clusters Score: Raw -980570.732405 + Penalty 4355.041890 = -976215.690515 nChanged 136 SP:Iteration 10Q (17249.040000 sec): 3 clusters Score: Raw -980629.287472 + Penalty 4355.041890 = -976274.245583 nChanged 146 SP:Iteration 11Q (17249.260000 sec): 3 clusters Score: Raw -980690.754195 + Penalty 4355.041890 = -976335.712305 nChanged 152 SP:Iteration 12Q (17249.430000 sec): 3 clusters Score: Raw -980758.115381 + Penalty 4355.041890 = -976403.073491 nChanged 142 SP:Iteration 13Q (17249.640000 sec): 3 clusters Score: Raw -980832.697768 + Penalty 4355.041890 = -976477.655878 nChanged 160 SP:Iteration 14Q (17249.850000 sec): 3 clusters Score: Raw -980917.511438 + Penalty 4355.041890 = -976562.469548 nChanged 174 SP:Iteration 15Q (17250.050000 sec): 3 clusters Score: Raw -981013.681163 + Penalty 4355.041890 = -976658.639273 nChanged 149 SP:Iteration 16Q (17250.260000 sec): 3 clusters Score: Raw -981093.543293 + Penalty 4355.041890 = -976738.501403 nChanged 142 SP:Iteration 17Q (17250.480000 sec): 3 clusters Score: Raw -981171.859955 + Penalty 4355.041890 = -976816.818065 nChanged 133 SP:Iteration 18Q (17250.660000 sec): 3 clusters Score: Raw -981245.110162 + Penalty 4355.041890 = -976890.068272 nChanged 138 SP:Iteration 19Q (17250.920000 sec): 3 clusters Score: Raw -981332.075810 + Penalty 4355.041890 = -976977.033920 nChanged 146 SP:Iteration 20F (17251.090000 sec): 3 clusters Score: Raw -981424.781357 + Penalty 4355.041890 = -977069.739467 nChanged 133 SP:Iteration 21Q (17251.330000 sec): 3 clusters Score: Raw -981515.180782 + Penalty 4355.041890 = -977160.138892 nChanged 107 SP:Iteration 22Q (17251.500000 sec): 3 clusters Score: Raw -981593.380453 + Penalty 4355.041890 = -977238.338563 nChanged 108 SP:Iteration 23Q (17251.710000 sec): 3 clusters Score: Raw -981673.922937 + Penalty 4355.041890 = -977318.881047 nChanged 102 SP:Iteration 24Q (17251.900000 sec): 3 clusters Score: Raw -981741.494275 + Penalty 4355.041890 = -977386.452385 nChanged 74 SP:Iteration 25Q (17252.120000 sec): 3 clusters Score: Raw -981801.449929 + Penalty 4355.041890 = -977446.408039 nChanged 50 SP:Iteration 26Q (17252.300000 sec): 3 clusters Score: Raw -981835.403351 + Penalty 4355.041890 = -977480.361461 nChanged 34 SP:Iteration 27Q (17252.510000 sec): 3 clusters Score: Raw -981859.828084 + Penalty 4355.041890 = -977504.786194 nChanged 44 SP:Iteration 28Q (17252.700000 sec): 3 clusters Score: Raw -981888.554512 + Penalty 4355.041890 = -977533.512622 nChanged 34 SP:Iteration 29Q (17252.870000 sec): 3 clusters Score: Raw -981905.033384 + Penalty 4355.041890 = -977549.991494 nChanged 23 SP:Iteration 30Q (17253.080000 sec): 3 clusters Score: Raw -981918.124661 + Penalty 4355.041890 = -977563.082771 nChanged 22 SP:Iteration 31Q (17253.260000 sec): 3 clusters Score: Raw -981931.307103 + Penalty 4355.041890 = -977576.265214 nChanged 20 SP:Iteration 32Q (17253.480000 sec): 3 clusters Score: Raw -981941.922032 + Penalty 4355.041890 = -977586.880142 nChanged 18 SP:Iteration 33Q (17253.670000 sec): 3 clusters Score: Raw -981953.020568 + Penalty 4355.041890 = -977597.978678 nChanged 21 SP:Iteration 34Q (17253.880000 sec): 3 clusters Score: Raw -981963.327780 + Penalty 4355.041890 = -977608.285890 nChanged 20 SP:Iteration 35Q (17254.110000 sec): 3 clusters Score: Raw -981977.950153 + Penalty 4355.041890 = -977622.908263 nChanged 26 SP:Iteration 36Q (17254.290000 sec): 3 clusters Score: Raw -981987.726606 + Penalty 4355.041890 = -977632.684716 nChanged 14 SP:Iteration 37Q (17254.510000 sec): 3 clusters Score: Raw -981994.578352 + Penalty 4355.041890 = -977639.536462 nChanged 14 SP:Iteration 38Q (17254.700000 sec): 3 clusters Score: Raw -982000.313220 + Penalty 4355.041890 = -977645.271331 nChanged 16 SP:Iteration 39Q (17254.900000 sec): 3 clusters Score: Raw -982011.062569 + Penalty 4355.041890 = -977656.020679 nChanged 14 SP:Iteration 40F (17255.100000 sec): 3 clusters Score: Raw -982020.879685 + Penalty 4355.041890 = -977665.837795 nChanged 13 SP:Iteration 41Q (17255.310000 sec): 3 clusters Score: Raw -982027.099780 + Penalty 4355.041890 = -977672.057891 nChanged 8 SP:Iteration 42Q (17255.540000 sec): 3 clusters Score: Raw -982029.758999 + Penalty 4355.041890 = -977674.717110 nChanged 4 SP:Iteration 43Q (17255.720000 sec): 3 clusters Score: Raw -982031.104523 + Penalty 4355.041890 = -977676.062633 nChanged 2 SP:Iteration 44Q (17255.940000 sec): 3 clusters Score: Raw -982031.672898 + Penalty 4355.041890 = -977676.631008 nChanged 6 SP:Iteration 45Q (17256.160000 sec): 3 clusters Score: Raw -982034.540985 + Penalty 4355.041890 = -977679.499095 nChanged 5 SP:Iteration 46Q (17256.400000 sec): 3 clusters Score: Raw -982038.119430 + Penalty 4355.041890 = -977683.077540 nChanged 7 SP:Iteration 47Q (17256.560000 sec): 3 clusters Score: Raw -982042.307431 + Penalty 4355.041890 = -977687.265541 nChanged 8 SP:Iteration 48Q (17256.800000 sec): 3 clusters Score: Raw -982047.167045 + Penalty 4355.041890 = -977692.125155 nChanged 10 SP:Iteration 49Q (17256.980000 sec): 3 clusters Score: Raw -982052.271317 + Penalty 4355.041890 = -977697.229427 nChanged 13 SP:Iteration 50Q (17257.180000 sec): 3 clusters Score: Raw -982057.323471 + Penalty 4355.041890 = -977702.281581 nChanged 8 SP:Iteration 51Q (17257.380000 sec): 3 clusters Score: Raw -982060.851622 + Penalty 4355.041890 = -977705.809732 nChanged 6 SP:Iteration 52Q (17257.580000 sec): 3 clusters Score: Raw -982062.242376 + Penalty 4355.041890 = -977707.200486 nChanged 8 SP:Iteration 53Q (17257.810000 sec): 3 clusters Score: Raw -982065.065959 + Penalty 4355.041890 = -977710.024069 nChanged 6 SP:Iteration 54Q (17257.960000 sec): 3 clusters Score: Raw -982069.013325 + Penalty 4355.041890 = -977713.971436 nChanged 11 SP:Iteration 55Q (17258.210000 sec): 3 clusters Score: Raw -982073.636742 + Penalty 4355.041890 = -977718.594852 nChanged 7 SP:Iteration 56Q (17258.400000 sec): 3 clusters Score: Raw -982076.460951 + Penalty 4355.041890 = -977721.419061 nChanged 8 SP:Iteration 57Q (17258.600000 sec): 3 clusters Score: Raw -982079.951755 + Penalty 4355.041890 = -977724.909865 nChanged 6 SP:Iteration 58Q (17258.810000 sec): 3 clusters Score: Raw -982082.778241 + Penalty 4355.041890 = -977727.736351 nChanged 9 SP:Iteration 59Q (17259.010000 sec): 3 clusters Score: Raw -982086.713557 + Penalty 4355.041890 = -977731.671667 nChanged 10 SP:Iteration 60F (17259.220000 sec): 3 clusters Score: Raw -982093.947346 + Penalty 4355.041890 = -977738.905456 nChanged 11 SP:Iteration 61Q (17259.430000 sec): 3 clusters Score: Raw -982100.897662 + Penalty 4355.041890 = -977745.855772 nChanged 11 SP:Iteration 62Q (17259.660000 sec): 3 clusters Score: Raw -982107.283143 + Penalty 4355.041890 = -977752.241253 nChanged 13 SP:Iteration 63Q (17259.830000 sec): 3 clusters Score: Raw -982114.314720 + Penalty 4355.041890 = -977759.272830 nChanged 9 SP:Iteration 64Q (17260.080000 sec): 3 clusters Score: Raw -982118.677933 + Penalty 4355.041890 = -977763.636043 nChanged 11 SP:Iteration 65Q (17260.300000 sec): 3 clusters Score: Raw -982124.759730 + Penalty 4355.041890 = -977769.717840 nChanged 13 SP:Iteration 66Q (17260.520000 sec): 3 clusters Score: Raw -982132.314575 + Penalty 4355.041890 = -977777.272685 nChanged 18 SP:Iteration 67Q (17260.710000 sec): 3 clusters Score: Raw -982143.984160 + Penalty 4355.041890 = -977788.942271 nChanged 17 SP:Iteration 68Q (17260.940000 sec): 3 clusters Score: Raw -982155.892836 + Penalty 4355.041890 = -977800.850946 nChanged 13 SP:Iteration 69Q (17261.130000 sec): 3 clusters Score: Raw -982162.728793 + Penalty 4355.041890 = -977807.686904 nChanged 17 SP:Iteration 70Q (17261.340000 sec): 3 clusters Score: Raw -982170.803419 + Penalty 4355.041890 = -977815.761530 nChanged 14 SP:Iteration 71Q (17261.550000 sec): 3 clusters Score: Raw -982179.300863 + Penalty 4355.041890 = -977824.258973 nChanged 11 SP:Iteration 72Q (17261.730000 sec): 3 clusters Score: Raw -982184.503579 + Penalty 4355.041890 = -977829.461689 nChanged 12 SP:Iteration 73Q (17261.940000 sec): 3 clusters Score: Raw -982190.267503 + Penalty 4355.041890 = -977835.225613 nChanged 11 SP:Iteration 74Q (17262.160000 sec): 3 clusters Score: Raw -982195.547503 + Penalty 4355.041890 = -977840.505614 nChanged 4 SP:Iteration 75Q (17262.330000 sec): 3 clusters Score: Raw -982197.875833 + Penalty 4355.041890 = -977842.833943 nChanged 7 SP:Iteration 76Q (17262.530000 sec): 3 clusters Score: Raw -982201.657154 + Penalty 4355.041890 = -977846.615264 nChanged 7 SP:Iteration 77Q (17262.740000 sec): 3 clusters Score: Raw -982204.489187 + Penalty 4355.041890 = -977849.447297 nChanged 6 SP:Iteration 78Q (17263.030000 sec): 3 clusters Score: Raw -982206.755110 + Penalty 4355.041890 = -977851.713220 nChanged 5 SP:Iteration 79Q (17263.240000 sec): 3 clusters Score: Raw -982208.950500 + Penalty 4355.041890 = -977853.908610 nChanged 5 SP:Iteration 80F (17263.430000 sec): 3 clusters Score: Raw -982211.203823 + Penalty 4355.041890 = -977856.161933 nChanged 7 SP:Iteration 81Q (17263.640000 sec): 3 clusters Score: Raw -982214.210678 + Penalty 4355.041890 = -977859.168788 nChanged 4 SP:Iteration 82Q (17263.870000 sec): 3 clusters Score: Raw -982216.541476 + Penalty 4355.041890 = -977861.499586 nChanged 4 SP:Iteration 83Q (17264.080000 sec): 3 clusters Score: Raw -982218.715487 + Penalty 4355.041890 = -977863.673597 nChanged 3 SP:Iteration 84Q (17264.290000 sec): 3 clusters Score: Raw -982219.905203 + Penalty 4355.041890 = -977864.863313 nChanged 4 SP:Iteration 85Q (17264.480000 sec): 3 clusters Score: Raw -982221.404833 + Penalty 4355.041890 = -977866.362944 nChanged 4 SP:Iteration 86Q (17264.720000 sec): 3 clusters Score: Raw -982223.157978 + Penalty 4355.041890 = -977868.116088 nChanged 4 SP:Iteration 87Q (17264.920000 sec): 3 clusters Score: Raw -982225.272192 + Penalty 4355.041890 = -977870.230302 nChanged 6 SP:Iteration 88Q (17265.150000 sec): 3 clusters Score: Raw -982227.098625 + Penalty 4355.041890 = -977872.056735 nChanged 5 SP:Iteration 89Q (17265.370000 sec): 3 clusters Score: Raw -982229.202923 + Penalty 4355.041890 = -977874.161033 nChanged 9 SP:Iteration 90Q (17265.560000 sec): 3 clusters Score: Raw -982232.429613 + Penalty 4355.041890 = -977877.387723 nChanged 8 SP:Iteration 91Q (17265.800000 sec): 3 clusters Score: Raw -982235.576230 + Penalty 4355.041890 = -977880.534340 nChanged 8 SP:Iteration 92Q (17265.990000 sec): 3 clusters Score: Raw -982239.746524 + Penalty 4355.041890 = -977884.704634 nChanged 11 SP:Iteration 93Q (17266.190000 sec): 3 clusters Score: Raw -982243.091186 + Penalty 4355.041890 = -977888.049296 nChanged 3 SP:Iteration 94Q (17266.420000 sec): 3 clusters Score: Raw -982244.890299 + Penalty 4355.041890 = -977889.848409 nChanged 7 SP:Iteration 95Q (17266.610000 sec): 3 clusters Score: Raw -982248.085353 + Penalty 4355.041890 = -977893.043463 nChanged 9 SP:Iteration 96Q (17266.810000 sec): 3 clusters Score: Raw -982253.418986 + Penalty 4355.041890 = -977898.377096 nChanged 8 SP:Iteration 97Q (17267.020000 sec): 3 clusters Score: Raw -982258.069335 + Penalty 4355.041890 = -977903.027445 nChanged 10 SP:Iteration 98Q (17267.250000 sec): 3 clusters Score: Raw -982261.936056 + Penalty 4355.041890 = -977906.894166 nChanged 10 SP:Iteration 99Q (17267.450000 sec): 3 clusters Score: Raw -982268.796268 + Penalty 4355.041890 = -977913.754378 nChanged 11 SP:Iteration 100F (17267.650000 sec): 3 clusters Score: Raw -982277.041682 + Penalty 4355.041890 = -977921.999792 nChanged 15 SP:Iteration 101Q (17267.870000 sec): 3 clusters Score: Raw -982289.007796 + Penalty 4355.041890 = -977933.965906 nChanged 14 SP:Iteration 102Q (17268.070000 sec): 3 clusters Score: Raw -982300.501820 + Penalty 4355.041890 = -977945.459931 nChanged 15 SP:Iteration 103Q (17268.260000 sec): 3 clusters Score: Raw -982308.721193 + Penalty 4355.041890 = -977953.679303 nChanged 15 SP:Iteration 104Q (17268.460000 sec): 3 clusters Score: Raw -982316.034479 + Penalty 4355.041890 = -977960.992589 nChanged 14 SP:Iteration 105Q (17268.670000 sec): 3 clusters Score: Raw -982323.572189 + Penalty 4355.041890 = -977968.530299 nChanged 7 SP:Iteration 106Q (17268.880000 sec): 3 clusters Score: Raw -982327.028822 + Penalty 4355.041890 = -977971.986932 nChanged 12 SP:Iteration 107Q (17269.110000 sec): 3 clusters Score: Raw -982332.570091 + Penalty 4355.041890 = -977977.528201 nChanged 7 SP:Iteration 108Q (17269.290000 sec): 3 clusters Score: Raw -982334.348122 + Penalty 4355.041890 = -977979.306232 nChanged 4 SP:Iteration 109Q (17269.530000 sec): 3 clusters Score: Raw -982336.436095 + Penalty 4355.041890 = -977981.394206 nChanged 5 SP:Iteration 110Q (17269.740000 sec): 3 clusters Score: Raw -982338.165508 + Penalty 4355.041890 = -977983.123618 nChanged 3 SP:Iteration 111Q (17269.920000 sec): 3 clusters Score: Raw -982339.364179 + Penalty 4355.041890 = -977984.322289 nChanged 4 SP:Iteration 112Q (17270.110000 sec): 3 clusters Score: Raw -982340.841548 + Penalty 4355.041890 = -977985.799658 nChanged 1 SP:Iteration 113Q (17270.310000 sec): 3 clusters Score: Raw -982341.252451 + Penalty 4355.041890 = -977986.210561 nChanged 1 SP:Iteration 114Q (17270.490000 sec): 3 clusters Score: Raw -982341.799791 + Penalty 4355.041890 = -977986.757901 nChanged 0 SP:Iteration 115F (17270.700000 sec): 3 clusters Score: Raw -982341.799791 + Penalty 4355.041890 = -977986.757901 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (2432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17270.810000 sec): 2 clusters Score: Raw -371769.546785 + Penalty 1933.524372 = -369836.022412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17271.010000 sec): 3 clusters Score: Raw -370737.866305 + Penalty 3867.048745 = -366870.817561 nChanged 853 SP:Iteration 1F (17271.150000 sec): 3 clusters Score: Raw -371299.832388 + Penalty 3867.048745 = -367432.783643 nChanged 181 SP:Iteration 2F (17271.360000 sec): 3 clusters Score: Raw -371432.634277 + Penalty 3867.048745 = -367565.585533 nChanged 107 SP:Iteration 3Q (17271.510000 sec): 3 clusters Score: Raw -371502.578640 + Penalty 3867.048745 = -367635.529896 nChanged 63 SP:Iteration 4Q (17271.690000 sec): 3 clusters Score: Raw -371544.652173 + Penalty 3867.048745 = -367677.603429 nChanged 45 SP:Iteration 5Q (17271.870000 sec): 3 clusters Score: Raw -371577.143948 + Penalty 3867.048745 = -367710.095203 nChanged 37 SP:Iteration 6Q (17272.080000 sec): 3 clusters Score: Raw -371604.115216 + Penalty 3867.048745 = -367737.066471 nChanged 43 SP:Iteration 7Q (17272.270000 sec): 3 clusters Score: Raw -371633.035946 + Penalty 3867.048745 = -367765.987201 nChanged 42 SP:Iteration 8Q (17272.460000 sec): 3 clusters Score: Raw -371660.226021 + Penalty 3867.048745 = -367793.177277 nChanged 34 SP:Iteration 9Q (17272.620000 sec): 3 clusters Score: Raw -371684.661665 + Penalty 3867.048745 = -367817.612920 nChanged 27 SP:Iteration 10Q (17272.780000 sec): 3 clusters Score: Raw -371703.078897 + Penalty 3867.048745 = -367836.030152 nChanged 28 SP:Iteration 11Q (17272.970000 sec): 3 clusters Score: Raw -371718.893639 + Penalty 3867.048745 = -367851.844895 nChanged 23 SP:Iteration 12Q (17273.150000 sec): 3 clusters Score: Raw -371731.217264 + Penalty 3867.048745 = -367864.168520 nChanged 20 SP:Iteration 13Q (17273.340000 sec): 3 clusters Score: Raw -371742.497515 + Penalty 3867.048745 = -367875.448770 nChanged 27 SP:Iteration 14Q (17273.530000 sec): 3 clusters Score: Raw -371762.603610 + Penalty 3867.048745 = -367895.554865 nChanged 38 SP:Iteration 15Q (17273.710000 sec): 3 clusters Score: Raw -371789.223607 + Penalty 3867.048745 = -367922.174862 nChanged 34 SP:Iteration 16Q (17273.890000 sec): 3 clusters Score: Raw -371813.372166 + Penalty 3867.048745 = -367946.323421 nChanged 33 SP:Iteration 17Q (17274.090000 sec): 3 clusters Score: Raw -371837.686639 + Penalty 3867.048745 = -367970.637895 nChanged 34 SP:Iteration 18Q (17274.290000 sec): 3 clusters Score: Raw -371862.826519 + Penalty 3867.048745 = -367995.777775 nChanged 36 SP:Iteration 19Q (17274.490000 sec): 3 clusters Score: Raw -371886.875091 + Penalty 3867.048745 = -368019.826346 nChanged 31 SP:Iteration 20F (17274.650000 sec): 3 clusters Score: Raw -371907.286652 + Penalty 3867.048745 = -368040.237908 nChanged 28 SP:Iteration 21Q (17274.850000 sec): 3 clusters Score: Raw -371929.416909 + Penalty 3867.048745 = -368062.368165 nChanged 41 SP:Iteration 22Q (17275.030000 sec): 3 clusters Score: Raw -371968.082561 + Penalty 3867.048745 = -368101.033817 nChanged 48 SP:Iteration 23Q (17275.200000 sec): 3 clusters Score: Raw -372009.153578 + Penalty 3867.048745 = -368142.104833 nChanged 48 SP:Iteration 24Q (17275.420000 sec): 3 clusters Score: Raw -372045.896805 + Penalty 3867.048745 = -368178.848061 nChanged 41 SP:Iteration 25Q (17275.610000 sec): 3 clusters Score: Raw -372078.718404 + Penalty 3867.048745 = -368211.669659 nChanged 30 SP:Iteration 26Q (17275.830000 sec): 3 clusters Score: Raw -372113.931767 + Penalty 3867.048745 = -368246.883023 nChanged 31 SP:Iteration 27Q (17276.030000 sec): 3 clusters Score: Raw -372151.960859 + Penalty 3867.048745 = -368284.912114 nChanged 25 SP:Iteration 28Q (17276.190000 sec): 3 clusters Score: Raw -372193.368731 + Penalty 3867.048745 = -368326.319987 nChanged 33 SP:Iteration 29Q (17276.390000 sec): 3 clusters Score: Raw -372231.806532 + Penalty 3867.048745 = -368364.757788 nChanged 26 SP:Iteration 30Q (17276.570000 sec): 3 clusters Score: Raw -372257.210878 + Penalty 3867.048745 = -368390.162134 nChanged 23 SP:Iteration 31Q (17276.750000 sec): 3 clusters Score: Raw -372276.756747 + Penalty 3867.048745 = -368409.708002 nChanged 19 SP:Iteration 32Q (17276.950000 sec): 3 clusters Score: Raw -372300.858232 + Penalty 3867.048745 = -368433.809488 nChanged 20 SP:Iteration 33Q (17277.140000 sec): 3 clusters Score: Raw -372320.468872 + Penalty 3867.048745 = -368453.420127 nChanged 20 SP:Iteration 34Q (17277.290000 sec): 3 clusters Score: Raw -372337.268232 + Penalty 3867.048745 = -368470.219488 nChanged 13 SP:Iteration 35Q (17277.490000 sec): 3 clusters Score: Raw -372348.165827 + Penalty 3867.048745 = -368481.117083 nChanged 11 SP:Iteration 36Q (17277.680000 sec): 3 clusters Score: Raw -372357.369761 + Penalty 3867.048745 = -368490.321016 nChanged 10 SP:Iteration 37Q (17277.860000 sec): 3 clusters Score: Raw -372365.405834 + Penalty 3867.048745 = -368498.357089 nChanged 10 SP:Iteration 38Q (17277.990000 sec): 3 clusters Score: Raw -372374.387860 + Penalty 3867.048745 = -368507.339116 nChanged 7 SP:Iteration 39Q (17278.230000 sec): 3 clusters Score: Raw -372383.722310 + Penalty 3867.048745 = -368516.673565 nChanged 11 SP:Iteration 40F (17278.380000 sec): 3 clusters Score: Raw -372398.227237 + Penalty 3867.048745 = -368531.178493 nChanged 18 SP:Iteration 41Q (17278.590000 sec): 3 clusters Score: Raw -372425.970709 + Penalty 3867.048745 = -368558.921964 nChanged 23 SP:Iteration 42Q (17278.770000 sec): 3 clusters Score: Raw -372467.846531 + Penalty 3867.048745 = -368600.797786 nChanged 29 SP:Iteration 43Q (17278.960000 sec): 3 clusters Score: Raw -372508.066376 + Penalty 3867.048745 = -368641.017631 nChanged 32 SP:Iteration 44Q (17279.140000 sec): 3 clusters Score: Raw -372548.265236 + Penalty 3867.048745 = -368681.216491 nChanged 23 SP:Iteration 45Q (17279.300000 sec): 3 clusters Score: Raw -372574.748573 + Penalty 3867.048745 = -368707.699828 nChanged 17 SP:Iteration 46Q (17279.510000 sec): 3 clusters Score: Raw -372593.200484 + Penalty 3867.048745 = -368726.151740 nChanged 14 SP:Iteration 47Q (17279.670000 sec): 3 clusters Score: Raw -372603.262029 + Penalty 3867.048745 = -368736.213284 nChanged 5 SP:Iteration 48Q (17279.860000 sec): 3 clusters Score: Raw -372607.806277 + Penalty 3867.048745 = -368740.757532 nChanged 6 SP:Iteration 49Q (17280.030000 sec): 3 clusters Score: Raw -372612.404365 + Penalty 3867.048745 = -368745.355620 nChanged 2 SP:Iteration 50Q (17280.250000 sec): 3 clusters Score: Raw -372614.113586 + Penalty 3867.048745 = -368747.064841 nChanged 2 SP:Iteration 51Q (17280.440000 sec): 3 clusters Score: Raw -372617.062214 + Penalty 3867.048745 = -368750.013470 nChanged 2 SP:Iteration 52Q (17280.610000 sec): 3 clusters Score: Raw -372620.845741 + Penalty 3867.048745 = -368753.796996 nChanged 4 SP:Iteration 53Q (17280.820000 sec): 3 clusters Score: Raw -372625.608038 + Penalty 3867.048745 = -368758.559294 nChanged 2 SP:Iteration 54Q (17280.970000 sec): 3 clusters Score: Raw -372627.098553 + Penalty 3867.048745 = -368760.049808 nChanged 4 SP:Iteration 55Q (17281.180000 sec): 3 clusters Score: Raw -372630.027586 + Penalty 3867.048745 = -368762.978841 nChanged 5 SP:Iteration 56Q (17281.330000 sec): 3 clusters Score: Raw -372636.226744 + Penalty 3867.048745 = -368769.178000 nChanged 3 SP:Iteration 57Q (17281.540000 sec): 3 clusters Score: Raw -372639.252274 + Penalty 3867.048745 = -368772.203529 nChanged 2 SP:Iteration 58Q (17281.700000 sec): 3 clusters Score: Raw -372641.758063 + Penalty 3867.048745 = -368774.709318 nChanged 0 SP:Iteration 59F (17281.880000 sec): 3 clusters Score: Raw -372641.758063 + Penalty 3867.048745 = -368774.709318 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17281.950000 sec): 2 clusters Score: Raw -15804.561611 + Penalty 1232.513698 = -14572.047912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17282.110000 sec): 3 clusters Score: Raw -16163.657789 + Penalty 2465.027397 = -13698.630392 nChanged 9 SP:Iteration 1F (17282.320000 sec): 3 clusters Score: Raw -16215.448570 + Penalty 2465.027397 = -13750.421173 nChanged 1 SP:Iteration 2Q (17282.520000 sec): 3 clusters Score: Raw -16219.373052 + Penalty 2465.027397 = -13754.345656 nChanged 2 SP:Iteration 3Q (17282.670000 sec): 3 clusters Score: Raw -16257.047085 + Penalty 2465.027397 = -13792.019689 nChanged 2 SP:Iteration 4Q (17282.870000 sec): 3 clusters Score: Raw -16264.921341 + Penalty 2465.027397 = -13799.893944 nChanged 1 SP:Iteration 5Q (17283.070000 sec): 3 clusters Score: Raw -16268.592243 + Penalty 2465.027397 = -13803.564847 nChanged 0 SP:Iteration 6F (17283.230000 sec): 3 clusters Score: Raw -16268.592243 + Penalty 2465.027397 = -13803.564847 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (2289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17283.350000 sec): 2 clusters Score: Raw -320070.617454 + Penalty 1918.495839 = -318152.121614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17283.480000 sec): 3 clusters Score: Raw -319213.603277 + Penalty 3836.991679 = -315376.611599 nChanged 796 SP:Iteration 1F (17283.680000 sec): 3 clusters Score: Raw -319933.489628 + Penalty 3836.991679 = -316096.497949 nChanged 184 SP:Iteration 2F (17283.870000 sec): 3 clusters Score: Raw -320174.385584 + Penalty 3836.991679 = -316337.393905 nChanged 153 SP:Iteration 3F (17284.040000 sec): 3 clusters Score: Raw -320361.323840 + Penalty 3836.991679 = -316524.332161 nChanged 134 SP:Iteration 4F (17284.240000 sec): 3 clusters Score: Raw -320502.909361 + Penalty 3836.991679 = -316665.917683 nChanged 94 SP:Iteration 5Q (17284.400000 sec): 3 clusters Score: Raw -320601.241224 + Penalty 3836.991679 = -316764.249545 nChanged 89 SP:Iteration 6Q (17284.590000 sec): 3 clusters Score: Raw -320713.049705 + Penalty 3836.991679 = -316876.058026 nChanged 77 SP:Iteration 7Q (17284.740000 sec): 3 clusters Score: Raw -320800.803699 + Penalty 3836.991679 = -316963.812020 nChanged 81 SP:Iteration 8Q (17284.940000 sec): 3 clusters Score: Raw -320911.211630 + Penalty 3836.991679 = -317074.219951 nChanged 83 SP:Iteration 9Q (17285.130000 sec): 3 clusters Score: Raw -321006.161073 + Penalty 3836.991679 = -317169.169394 nChanged 80 SP:Iteration 10Q (17285.280000 sec): 3 clusters Score: Raw -321089.848680 + Penalty 3836.991679 = -317252.857001 nChanged 53 SP:Iteration 11Q (17285.420000 sec): 3 clusters Score: Raw -321138.276652 + Penalty 3836.991679 = -317301.284973 nChanged 42 SP:Iteration 12Q (17285.620000 sec): 3 clusters Score: Raw -321181.242100 + Penalty 3836.991679 = -317344.250422 nChanged 29 SP:Iteration 13Q (17285.820000 sec): 3 clusters Score: Raw -321206.695415 + Penalty 3836.991679 = -317369.703737 nChanged 17 SP:Iteration 14Q (17285.980000 sec): 3 clusters Score: Raw -321217.922557 + Penalty 3836.991679 = -317380.930879 nChanged 11 SP:Iteration 15Q (17286.170000 sec): 3 clusters Score: Raw -321225.961093 + Penalty 3836.991679 = -317388.969415 nChanged 3 SP:Iteration 16Q (17286.430000 sec): 3 clusters Score: Raw -321228.338310 + Penalty 3836.991679 = -317391.346632 nChanged 3 SP:Iteration 17Q (17286.590000 sec): 3 clusters Score: Raw -321229.232065 + Penalty 3836.991679 = -317392.240386 nChanged 2 SP:Iteration 18Q (17286.810000 sec): 3 clusters Score: Raw -321229.738634 + Penalty 3836.991679 = -317392.746955 nChanged 1 SP:Iteration 19Q (17286.970000 sec): 3 clusters Score: Raw -321230.418627 + Penalty 3836.991679 = -317393.426949 nChanged 3 SP:Iteration 20F (17287.160000 sec): 3 clusters Score: Raw -321232.825002 + Penalty 3836.991679 = -317395.833323 nChanged 3 SP:Iteration 21Q (17287.360000 sec): 3 clusters Score: Raw -321234.271194 + Penalty 3836.991679 = -317397.279516 nChanged 4 SP:Iteration 22Q (17287.530000 sec): 3 clusters Score: Raw -321236.176338 + Penalty 3836.991679 = -317399.184660 nChanged 2 SP:Iteration 23Q (17287.690000 sec): 3 clusters Score: Raw -321237.599551 + Penalty 3836.991679 = -317400.607873 nChanged 0 SP:Iteration 24F (17287.890000 sec): 3 clusters Score: Raw -321237.599551 + Penalty 3836.991679 = -317400.607873 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17287.950000 sec): 2 clusters Score: Raw -30344.682290 + Penalty 1473.814245 = -28870.868045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17288.110000 sec): 3 clusters Score: Raw -30930.116464 + Penalty 2947.628490 = -27982.487974 nChanged 113 SP:Iteration 1F (17288.330000 sec): 3 clusters Score: Raw -32127.664556 + Penalty 2947.628490 = -29180.036066 nChanged 35 SP:Iteration 2F (17288.490000 sec): 3 clusters Score: Raw -32866.499649 + Penalty 2947.628490 = -29918.871159 nChanged 20 SP:Iteration 3F (17288.640000 sec): 3 clusters Score: Raw -33363.564939 + Penalty 2947.628490 = -30415.936449 nChanged 11 SP:Iteration 4Q (17288.840000 sec): 3 clusters Score: Raw -33878.300900 + Penalty 2947.628490 = -30930.672410 nChanged 7 SP:Iteration 5Q (17289.010000 sec): 3 clusters Score: Raw -34146.517501 + Penalty 2947.628490 = -31198.889011 nChanged 2 SP:Iteration 6Q (17289.160000 sec): 3 clusters Score: Raw -34175.576841 + Penalty 2947.628490 = -31227.948351 nChanged 0 SP:Iteration 7F (17289.320000 sec): 3 clusters Score: Raw -34175.576841 + Penalty 2947.628490 = -31227.948351 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (14856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17289.520000 sec): 2 clusters Score: Raw -2222102.627138 + Penalty 2382.327458 = -2219720.299681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17289.750000 sec): 3 clusters Score: Raw -2213676.233504 + Penalty 4764.654915 = -2208911.578589 nChanged 6449 SP:Iteration 1F (17290.020000 sec): 3 clusters Score: Raw -2217010.980073 + Penalty 4764.654915 = -2212246.325157 nChanged 879 SP:Iteration 2F (17290.300000 sec): 3 clusters Score: Raw -2217350.511876 + Penalty 4764.654915 = -2212585.856961 nChanged 756 SP:Iteration 3F (17290.510000 sec): 3 clusters Score: Raw -2217619.532567 + Penalty 4764.654915 = -2212854.877651 nChanged 584 SP:Iteration 4Q (17290.800000 sec): 3 clusters Score: Raw -2217827.176431 + Penalty 4764.654915 = -2213062.521515 nChanged 515 SP:Iteration 5Q (17291.060000 sec): 3 clusters Score: Raw -2217992.879044 + Penalty 4764.654915 = -2213228.224129 nChanged 429 SP:Iteration 6Q (17291.270000 sec): 3 clusters Score: Raw -2218148.264266 + Penalty 4764.654915 = -2213383.609351 nChanged 452 SP:Iteration 7Q (17291.580000 sec): 3 clusters Score: Raw -2218327.823044 + Penalty 4764.654915 = -2213563.168129 nChanged 469 SP:Iteration 8Q (17291.810000 sec): 3 clusters Score: Raw -2218531.204252 + Penalty 4764.654915 = -2213766.549336 nChanged 546 SP:Iteration 9Q (17292.080000 sec): 3 clusters Score: Raw -2218812.028015 + Penalty 4764.654915 = -2214047.373100 nChanged 593 SP:Iteration 10Q (17292.380000 sec): 3 clusters Score: Raw -2219151.066015 + Penalty 4764.654915 = -2214386.411100 nChanged 616 SP:Iteration 11Q (17292.600000 sec): 3 clusters Score: Raw -2219528.191834 + Penalty 4764.654915 = -2214763.536918 nChanged 628 SP:Iteration 12Q (17292.880000 sec): 3 clusters Score: Raw -2219932.896825 + Penalty 4764.654915 = -2215168.241910 nChanged 616 SP:Iteration 13Q (17293.150000 sec): 3 clusters Score: Raw -2220310.220532 + Penalty 4764.654915 = -2215545.565617 nChanged 527 SP:Iteration 14Q (17293.410000 sec): 3 clusters Score: Raw -2220606.666138 + Penalty 4764.654915 = -2215842.011223 nChanged 432 SP:Iteration 15Q (17293.720000 sec): 3 clusters Score: Raw -2220835.378263 + Penalty 4764.654915 = -2216070.723348 nChanged 377 SP:Iteration 16Q (17293.980000 sec): 3 clusters Score: Raw -2221027.937547 + Penalty 4764.654915 = -2216263.282632 nChanged 345 SP:Iteration 17Q (17294.210000 sec): 3 clusters Score: Raw -2221203.427737 + Penalty 4764.654915 = -2216438.772822 nChanged 305 SP:Iteration 18Q (17294.480000 sec): 3 clusters Score: Raw -2221359.801351 + Penalty 4764.654915 = -2216595.146436 nChanged 262 SP:Iteration 19Q (17294.720000 sec): 3 clusters Score: Raw -2221497.861286 + Penalty 4764.654915 = -2216733.206371 nChanged 239 SP:Iteration 20F (17294.980000 sec): 3 clusters Score: Raw -2221618.471071 + Penalty 4764.654915 = -2216853.816156 nChanged 229 SP:Iteration 21Q (17295.290000 sec): 3 clusters Score: Raw -2221731.237246 + Penalty 4764.654915 = -2216966.582331 nChanged 195 SP:Iteration 22Q (17295.490000 sec): 3 clusters Score: Raw -2221832.052981 + Penalty 4764.654915 = -2217067.398066 nChanged 194 SP:Iteration 23Q (17295.740000 sec): 3 clusters Score: Raw -2221928.742178 + Penalty 4764.654915 = -2217164.087263 nChanged 159 SP:Iteration 24Q (17296.010000 sec): 3 clusters Score: Raw -2222012.506079 + Penalty 4764.654915 = -2217247.851164 nChanged 136 SP:Iteration 25Q (17296.270000 sec): 3 clusters Score: Raw -2222094.427357 + Penalty 4764.654915 = -2217329.772442 nChanged 150 SP:Iteration 26Q (17296.510000 sec): 3 clusters Score: Raw -2222201.874030 + Penalty 4764.654915 = -2217437.219115 nChanged 131 SP:Iteration 27Q (17296.770000 sec): 3 clusters Score: Raw -2222319.443569 + Penalty 4764.654915 = -2217554.788654 nChanged 118 SP:Iteration 28Q (17297.090000 sec): 3 clusters Score: Raw -2222419.029836 + Penalty 4764.654915 = -2217654.374920 nChanged 89 SP:Iteration 29Q (17297.320000 sec): 3 clusters Score: Raw -2222495.204076 + Penalty 4764.654915 = -2217730.549160 nChanged 86 SP:Iteration 30Q (17297.560000 sec): 3 clusters Score: Raw -2222560.788383 + Penalty 4764.654915 = -2217796.133468 nChanged 66 SP:Iteration 31Q (17297.820000 sec): 3 clusters Score: Raw -2222610.044045 + Penalty 4764.654915 = -2217845.389130 nChanged 62 SP:Iteration 32Q (17298.060000 sec): 3 clusters Score: Raw -2222650.278028 + Penalty 4764.654915 = -2217885.623113 nChanged 47 SP:Iteration 33Q (17298.280000 sec): 3 clusters Score: Raw -2222674.748222 + Penalty 4764.654915 = -2217910.093307 nChanged 36 SP:Iteration 34Q (17298.530000 sec): 3 clusters Score: Raw -2222688.484945 + Penalty 4764.654915 = -2217923.830030 nChanged 20 SP:Iteration 35Q (17298.740000 sec): 3 clusters Score: Raw -2222697.793637 + Penalty 4764.654915 = -2217933.138722 nChanged 14 SP:Iteration 36Q (17298.980000 sec): 3 clusters Score: Raw -2222703.667661 + Penalty 4764.654915 = -2217939.012746 nChanged 10 SP:Iteration 37Q (17299.260000 sec): 3 clusters Score: Raw -2222707.303338 + Penalty 4764.654915 = -2217942.648423 nChanged 5 SP:Iteration 38Q (17299.470000 sec): 3 clusters Score: Raw -2222709.298968 + Penalty 4764.654915 = -2217944.644053 nChanged 3 SP:Iteration 39Q (17299.740000 sec): 3 clusters Score: Raw -2222710.152799 + Penalty 4764.654915 = -2217945.497884 nChanged 3 SP:Iteration 40F (17299.940000 sec): 3 clusters Score: Raw -2222712.390218 + Penalty 4764.654915 = -2217947.735303 nChanged 3 SP:Iteration 41Q (17300.180000 sec): 3 clusters Score: Raw -2222713.518128 + Penalty 4764.654915 = -2217948.863213 nChanged 2 SP:Iteration 42Q (17300.400000 sec): 3 clusters Score: Raw -2222714.002132 + Penalty 4764.654915 = -2217949.347216 nChanged 0 SP:Iteration 43F (17300.680000 sec): 3 clusters Score: Raw -2222714.002132 + Penalty 4764.654915 = -2217949.347216 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17300.750000 sec): 2 clusters Score: Raw -117530.428245 + Penalty 1656.540598 = -115873.887647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17300.950000 sec): 3 clusters Score: Raw -117405.053034 + Penalty 3313.081196 = -114091.971838 nChanged 201 SP:Iteration 1F (17301.110000 sec): 3 clusters Score: Raw -117630.510701 + Penalty 3313.081196 = -114317.429504 nChanged 41 SP:Iteration 2F (17301.320000 sec): 3 clusters Score: Raw -117679.671963 + Penalty 3313.081196 = -114366.590767 nChanged 16 SP:Iteration 3Q (17301.500000 sec): 3 clusters Score: Raw -117702.713324 + Penalty 3313.081196 = -114389.632128 nChanged 7 SP:Iteration 4Q (17301.700000 sec): 3 clusters Score: Raw -117711.862348 + Penalty 3313.081196 = -114398.781152 nChanged 7 SP:Iteration 5Q (17301.860000 sec): 3 clusters Score: Raw -117723.864049 + Penalty 3313.081196 = -114410.782853 nChanged 4 SP:Iteration 6Q (17302.020000 sec): 3 clusters Score: Raw -117731.867950 + Penalty 3313.081196 = -114418.786754 nChanged 5 SP:Iteration 7Q (17302.200000 sec): 3 clusters Score: Raw -117738.665492 + Penalty 3313.081196 = -114425.584295 nChanged 2 SP:Iteration 8Q (17302.380000 sec): 3 clusters Score: Raw -117740.382302 + Penalty 3313.081196 = -114427.301106 nChanged 1 SP:Iteration 9Q (17302.570000 sec): 3 clusters Score: Raw -117741.680544 + Penalty 3313.081196 = -114428.599348 nChanged 1 SP:Iteration 10Q (17302.740000 sec): 3 clusters Score: Raw -117742.243687 + Penalty 3313.081196 = -114429.162491 nChanged 0 SP:Iteration 11F (17302.900000 sec): 3 clusters Score: Raw -117742.243687 + Penalty 3313.081196 = -114429.162491 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17302.980000 sec): 2 clusters Score: Raw -76175.975225 + Penalty 1553.794701 = -74622.180524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17303.150000 sec): 3 clusters Score: Raw -76208.910044 + Penalty 3107.589402 = -73101.320643 nChanged 89 SP:Iteration 1F (17303.320000 sec): 3 clusters Score: Raw -76377.428424 + Penalty 3107.589402 = -73269.839023 nChanged 23 SP:Iteration 2Q (17303.490000 sec): 3 clusters Score: Raw -76430.618765 + Penalty 3107.589402 = -73323.029364 nChanged 10 SP:Iteration 3Q (17303.650000 sec): 3 clusters Score: Raw -76468.134889 + Penalty 3107.589402 = -73360.545487 nChanged 7 SP:Iteration 4Q (17303.840000 sec): 3 clusters Score: Raw -76486.409853 + Penalty 3107.589402 = -73378.820451 nChanged 3 SP:Iteration 5Q (17304.040000 sec): 3 clusters Score: Raw -76492.196124 + Penalty 3107.589402 = -73384.606723 nChanged 5 SP:Iteration 6Q (17304.190000 sec): 3 clusters Score: Raw -76505.877246 + Penalty 3107.589402 = -73398.287845 nChanged 4 SP:Iteration 7Q (17304.360000 sec): 3 clusters Score: Raw -76513.150929 + Penalty 3107.589402 = -73405.561527 nChanged 1 SP:Iteration 8Q (17304.540000 sec): 3 clusters Score: Raw -76513.937127 + Penalty 3107.589402 = -73406.347726 nChanged 2 SP:Iteration 9Q (17304.720000 sec): 3 clusters Score: Raw -76516.793628 + Penalty 3107.589402 = -73409.204227 nChanged 1 SP:Iteration 10Q (17304.900000 sec): 3 clusters Score: Raw -76519.311813 + Penalty 3107.589402 = -73411.722412 nChanged 1 SP:Iteration 11Q (17305.070000 sec): 3 clusters Score: Raw -76521.191450 + Penalty 3107.589402 = -73413.602049 nChanged 0 SP:Iteration 12F (17305.240000 sec): 3 clusters Score: Raw -76521.191450 + Penalty 3107.589402 = -73413.602049 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17305.340000 sec): 2 clusters Score: Raw -39909.394216 + Penalty 1406.130469 = -38503.263747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17305.530000 sec): 3 clusters Score: Raw -40051.120799 + Penalty 2812.260938 = -37238.859862 nChanged 29 SP:Iteration 1F (17305.700000 sec): 3 clusters Score: Raw -40162.446780 + Penalty 2812.260938 = -37350.185843 nChanged 5 SP:Iteration 2Q (17305.870000 sec): 3 clusters Score: Raw -40178.653848 + Penalty 2812.260938 = -37366.392910 nChanged 2 SP:Iteration 3Q (17306.080000 sec): 3 clusters Score: Raw -40182.838120 + Penalty 2812.260938 = -37370.577182 nChanged 2 SP:Iteration 4Q (17306.220000 sec): 3 clusters Score: Raw -40188.463200 + Penalty 2812.260938 = -37376.202263 nChanged 1 SP:Iteration 5Q (17306.400000 sec): 3 clusters Score: Raw -40193.388817 + Penalty 2812.260938 = -37381.127879 nChanged 1 SP:Iteration 6Q (17306.590000 sec): 3 clusters Score: Raw -40195.737949 + Penalty 2812.260938 = -37383.477011 nChanged 0 SP:Iteration 7F (17306.750000 sec): 3 clusters Score: Raw -40195.737949 + Penalty 2812.260938 = -37383.477011 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17306.840000 sec): 2 clusters Score: Raw -24694.543392 + Penalty 1312.739597 = -23381.803796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17307.030000 sec): 3 clusters Score: Raw -24968.707193 + Penalty 2625.479193 = -22343.227999 nChanged 14 SP:Iteration 1F (17307.170000 sec): 3 clusters Score: Raw -25031.476865 + Penalty 2625.479193 = -22405.997672 nChanged 5 SP:Iteration 2Q (17307.370000 sec): 3 clusters Score: Raw -25064.147013 + Penalty 2625.479193 = -22438.667820 nChanged 3 SP:Iteration 3Q (17307.550000 sec): 3 clusters Score: Raw -25070.764466 + Penalty 2625.479193 = -22445.285273 nChanged 2 SP:Iteration 4Q (17307.720000 sec): 3 clusters Score: Raw -25076.922801 + Penalty 2625.479193 = -22451.443608 nChanged 0 SP:Iteration 5F (17307.920000 sec): 3 clusters Score: Raw -25076.922801 + Penalty 2625.479193 = -22451.443608 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17308.000000 sec): 2 clusters Score: Raw -119991.844662 + Penalty 1654.977896 = -118336.866766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17308.180000 sec): 3 clusters Score: Raw -119856.943147 + Penalty 3309.955792 = -116546.987355 nChanged 187 SP:Iteration 1F (17308.360000 sec): 3 clusters Score: Raw -120111.652374 + Penalty 3309.955792 = -116801.696582 nChanged 34 SP:Iteration 2Q (17308.510000 sec): 3 clusters Score: Raw -120166.551017 + Penalty 3309.955792 = -116856.595225 nChanged 11 SP:Iteration 3Q (17308.730000 sec): 3 clusters Score: Raw -120183.372423 + Penalty 3309.955792 = -116873.416631 nChanged 10 SP:Iteration 4Q (17308.870000 sec): 3 clusters Score: Raw -120207.098373 + Penalty 3309.955792 = -116897.142581 nChanged 11 SP:Iteration 5Q (17309.040000 sec): 3 clusters Score: Raw -120225.281441 + Penalty 3309.955792 = -116915.325649 nChanged 7 SP:Iteration 6Q (17309.230000 sec): 3 clusters Score: Raw -120243.726287 + Penalty 3309.955792 = -116933.770495 nChanged 12 SP:Iteration 7Q (17309.430000 sec): 3 clusters Score: Raw -120272.274803 + Penalty 3309.955792 = -116962.319011 nChanged 9 SP:Iteration 8Q (17309.610000 sec): 3 clusters Score: Raw -120294.009970 + Penalty 3309.955792 = -116984.054178 nChanged 13 SP:Iteration 9Q (17309.800000 sec): 3 clusters Score: Raw -120310.993540 + Penalty 3309.955792 = -117001.037748 nChanged 5 SP:Iteration 10Q (17309.980000 sec): 3 clusters Score: Raw -120320.475100 + Penalty 3309.955792 = -117010.519308 nChanged 2 SP:Iteration 11Q (17310.180000 sec): 3 clusters Score: Raw -120324.594048 + Penalty 3309.955792 = -117014.638256 nChanged 3 SP:Iteration 12Q (17310.310000 sec): 3 clusters Score: Raw -120327.478321 + Penalty 3309.955792 = -117017.522529 nChanged 2 SP:Iteration 13Q (17310.500000 sec): 3 clusters Score: Raw -120331.289266 + Penalty 3309.955792 = -117021.333474 nChanged 2 SP:Iteration 14Q (17310.700000 sec): 3 clusters Score: Raw -120333.480680 + Penalty 3309.955792 = -117023.524888 nChanged 1 SP:Iteration 15Q (17310.860000 sec): 3 clusters Score: Raw -120335.471315 + Penalty 3309.955792 = -117025.515523 nChanged 0 SP:Iteration 16F (17311.060000 sec): 3 clusters Score: Raw -120335.471315 + Penalty 3309.955792 = -117025.515523 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17311.160000 sec): 2 clusters Score: Raw -115623.391286 + Penalty 1651.504892 = -113971.886394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17311.340000 sec): 3 clusters Score: Raw -115496.860072 + Penalty 3303.009784 = -112193.850288 nChanged 191 SP:Iteration 1F (17311.530000 sec): 3 clusters Score: Raw -115731.168660 + Penalty 3303.009784 = -112428.158876 nChanged 52 SP:Iteration 2F (17311.710000 sec): 3 clusters Score: Raw -115820.558835 + Penalty 3303.009784 = -112517.549051 nChanged 35 SP:Iteration 3Q (17311.880000 sec): 3 clusters Score: Raw -115892.362597 + Penalty 3303.009784 = -112589.352813 nChanged 20 SP:Iteration 4Q (17312.060000 sec): 3 clusters Score: Raw -115935.000871 + Penalty 3303.009784 = -112631.991087 nChanged 15 SP:Iteration 5Q (17312.250000 sec): 3 clusters Score: Raw -115966.926954 + Penalty 3303.009784 = -112663.917170 nChanged 13 SP:Iteration 6Q (17312.430000 sec): 3 clusters Score: Raw -115988.357905 + Penalty 3303.009784 = -112685.348120 nChanged 6 SP:Iteration 7Q (17312.560000 sec): 3 clusters Score: Raw -116012.910054 + Penalty 3303.009784 = -112709.900269 nChanged 9 SP:Iteration 8Q (17312.750000 sec): 3 clusters Score: Raw -116041.524236 + Penalty 3303.009784 = -112738.514452 nChanged 9 SP:Iteration 9Q (17312.890000 sec): 3 clusters Score: Raw -116058.058733 + Penalty 3303.009784 = -112755.048949 nChanged 7 SP:Iteration 10Q (17313.120000 sec): 3 clusters Score: Raw -116068.377324 + Penalty 3303.009784 = -112765.367540 nChanged 4 SP:Iteration 11Q (17313.280000 sec): 3 clusters Score: Raw -116075.424101 + Penalty 3303.009784 = -112772.414316 nChanged 2 SP:Iteration 12Q (17313.420000 sec): 3 clusters Score: Raw -116077.941705 + Penalty 3303.009784 = -112774.931921 nChanged 2 SP:Iteration 13Q (17313.620000 sec): 3 clusters Score: Raw -116081.181022 + Penalty 3303.009784 = -112778.171238 nChanged 3 SP:Iteration 14Q (17313.790000 sec): 3 clusters Score: Raw -116086.658421 + Penalty 3303.009784 = -112783.648637 nChanged 1 SP:Iteration 15Q (17313.940000 sec): 3 clusters Score: Raw -116088.571989 + Penalty 3303.009784 = -112785.562205 nChanged 0 SP:Iteration 16F (17314.130000 sec): 3 clusters Score: Raw -116088.571989 + Penalty 3303.009784 = -112785.562205 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17314.220000 sec): 2 clusters Score: Raw -35125.097534 + Penalty 1368.328318 = -33756.769216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17314.390000 sec): 3 clusters Score: Raw -35281.431989 + Penalty 2736.656637 = -32544.775352 nChanged 22 SP:Iteration 1F (17314.560000 sec): 3 clusters Score: Raw -35374.398860 + Penalty 2736.656637 = -32637.742224 nChanged 7 SP:Iteration 2Q (17314.720000 sec): 3 clusters Score: Raw -35407.882792 + Penalty 2736.656637 = -32671.226156 nChanged 3 SP:Iteration 3Q (17314.920000 sec): 3 clusters Score: Raw -35417.286410 + Penalty 2736.656637 = -32680.629773 nChanged 0 SP:Iteration 4F (17315.100000 sec): 3 clusters Score: Raw -35417.286410 + Penalty 2736.656637 = -32680.629773 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (59257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17315.450000 sec): 2 clusters Score: Raw -8985548.345929 + Penalty 2725.430520 = -8982822.915409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17315.910000 sec): 3 clusters Score: Raw -8948560.358199 + Penalty 5450.861041 = -8943109.497158 nChanged 27368 SP:Iteration 1F (17316.370000 sec): 3 clusters Score: Raw -8963866.783203 + Penalty 5450.861041 = -8958415.922162 nChanged 2361 SP:Iteration 2Q (17316.840000 sec): 3 clusters Score: Raw -8964545.934619 + Penalty 5450.861041 = -8959095.073578 nChanged 2366 SP:Iteration 3Q (17317.320000 sec): 3 clusters Score: Raw -8965288.973172 + Penalty 5450.861041 = -8959838.112131 nChanged 2523 SP:Iteration 4Q (17317.790000 sec): 3 clusters Score: Raw -8966119.620177 + Penalty 5450.861041 = -8960668.759136 nChanged 2499 SP:Iteration 5Q (17318.300000 sec): 3 clusters Score: Raw -8967002.010922 + Penalty 5450.861041 = -8961551.149881 nChanged 2625 SP:Iteration 6Q (17318.800000 sec): 3 clusters Score: Raw -8967976.470473 + Penalty 5450.861041 = -8962525.609432 nChanged 2623 SP:Iteration 7Q (17319.340000 sec): 3 clusters Score: Raw -8968970.501573 + Penalty 5450.861041 = -8963519.640532 nChanged 2657 SP:Iteration 8Q (17319.790000 sec): 3 clusters Score: Raw -8969983.925244 + Penalty 5450.861041 = -8964533.064203 nChanged 2679 SP:Iteration 9Q (17320.240000 sec): 3 clusters Score: Raw -8971006.522619 + Penalty 5450.861041 = -8965555.661578 nChanged 2480 SP:Iteration 10Q (17320.700000 sec): 3 clusters Score: Raw -8971975.770117 + Penalty 5450.861041 = -8966524.909076 nChanged 2394 SP:Iteration 11Q (17321.160000 sec): 3 clusters Score: Raw -8972923.514604 + Penalty 5450.861041 = -8967472.653563 nChanged 2339 SP:Iteration 12Q (17321.620000 sec): 3 clusters Score: Raw -8973887.710355 + Penalty 5450.861041 = -8968436.849314 nChanged 2301 SP:Iteration 13Q (17322.080000 sec): 3 clusters Score: Raw -8974900.961309 + Penalty 5450.861041 = -8969450.100268 nChanged 2285 SP:Iteration 14Q (17322.550000 sec): 3 clusters Score: Raw -8976012.838352 + Penalty 5450.861041 = -8970561.977311 nChanged 2454 SP:Iteration 15Q (17323.020000 sec): 3 clusters Score: Raw -8977371.205390 + Penalty 5450.861041 = -8971920.344349 nChanged 2551 SP:Iteration 16Q (17323.500000 sec): 3 clusters Score: Raw -8979016.276559 + Penalty 5450.861041 = -8973565.415518 nChanged 2497 SP:Iteration 17Q (17323.950000 sec): 3 clusters Score: Raw -8980828.606166 + Penalty 5450.861041 = -8975377.745125 nChanged 2206 SP:Iteration 18Q (17324.460000 sec): 3 clusters Score: Raw -8982573.376409 + Penalty 5450.861041 = -8977122.515368 nChanged 1675 SP:Iteration 19Q (17324.940000 sec): 3 clusters Score: Raw -8983927.970630 + Penalty 5450.861041 = -8978477.109589 nChanged 1121 SP:Iteration 20F (17325.430000 sec): 3 clusters Score: Raw -8984797.921598 + Penalty 5450.861041 = -8979347.060557 nChanged 714 SP:Iteration 21Q (17325.930000 sec): 3 clusters Score: Raw -8985355.748077 + Penalty 5450.861041 = -8979904.887036 nChanged 438 SP:Iteration 22Q (17326.400000 sec): 3 clusters Score: Raw -8985702.869924 + Penalty 5450.861041 = -8980252.008883 nChanged 257 SP:Iteration 23Q (17326.830000 sec): 3 clusters Score: Raw -8985892.704881 + Penalty 5450.861041 = -8980441.843840 nChanged 153 SP:Iteration 24Q (17327.220000 sec): 3 clusters Score: Raw -8985990.732214 + Penalty 5450.861041 = -8980539.871173 nChanged 104 SP:Iteration 25Q (17327.670000 sec): 3 clusters Score: Raw -8986054.576319 + Penalty 5450.861041 = -8980603.715278 nChanged 74 SP:Iteration 26Q (17328.120000 sec): 3 clusters Score: Raw -8986088.675773 + Penalty 5450.861041 = -8980637.814732 nChanged 47 SP:Iteration 27Q (17328.570000 sec): 3 clusters Score: Raw -8986108.145315 + Penalty 5450.861041 = -8980657.284274 nChanged 34 SP:Iteration 28Q (17329.010000 sec): 3 clusters Score: Raw -8986122.309275 + Penalty 5450.861041 = -8980671.448234 nChanged 32 SP:Iteration 29Q (17329.450000 sec): 3 clusters Score: Raw -8986137.409525 + Penalty 5450.861041 = -8980686.548484 nChanged 26 SP:Iteration 30Q (17329.900000 sec): 3 clusters Score: Raw -8986151.838327 + Penalty 5450.861041 = -8980700.977286 nChanged 18 SP:Iteration 31Q (17330.320000 sec): 3 clusters Score: Raw -8986157.555098 + Penalty 5450.861041 = -8980706.694057 nChanged 16 SP:Iteration 32Q (17330.770000 sec): 3 clusters Score: Raw -8986164.641739 + Penalty 5450.861041 = -8980713.780698 nChanged 17 SP:Iteration 33Q (17331.200000 sec): 3 clusters Score: Raw -8986171.724181 + Penalty 5450.861041 = -8980720.863140 nChanged 11 SP:Iteration 34Q (17331.690000 sec): 3 clusters Score: Raw -8986174.409102 + Penalty 5450.861041 = -8980723.548061 nChanged 10 SP:Iteration 35Q (17332.140000 sec): 3 clusters Score: Raw -8986178.414651 + Penalty 5450.861041 = -8980727.553610 nChanged 9 SP:Iteration 36Q (17332.600000 sec): 3 clusters Score: Raw -8986181.055409 + Penalty 5450.861041 = -8980730.194368 nChanged 6 SP:Iteration 37Q (17333.100000 sec): 3 clusters Score: Raw -8986182.196636 + Penalty 5450.861041 = -8980731.335595 nChanged 4 SP:Iteration 38Q (17333.550000 sec): 3 clusters Score: Raw -8986183.079656 + Penalty 5450.861041 = -8980732.218615 nChanged 0 SP:Iteration 39F (17334.020000 sec): 3 clusters Score: Raw -8986183.079656 + Penalty 5450.861041 = -8980732.218615 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17334.140000 sec): 2 clusters Score: Raw -53808.025051 + Penalty 1481.504784 = -52326.520268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17334.300000 sec): 3 clusters Score: Raw -53884.445729 + Penalty 2963.009567 = -50921.436162 nChanged 77 SP:Iteration 1F (17334.500000 sec): 3 clusters Score: Raw -54046.388399 + Penalty 2963.009567 = -51083.378831 nChanged 20 SP:Iteration 2F (17334.690000 sec): 3 clusters Score: Raw -54119.312845 + Penalty 2963.009567 = -51156.303278 nChanged 13 SP:Iteration 3Q (17334.870000 sec): 3 clusters Score: Raw -54152.772829 + Penalty 2963.009567 = -51189.763262 nChanged 8 SP:Iteration 4Q (17335.040000 sec): 3 clusters Score: Raw -54170.552240 + Penalty 2963.009567 = -51207.542672 nChanged 4 SP:Iteration 5Q (17335.220000 sec): 3 clusters Score: Raw -54179.948350 + Penalty 2963.009567 = -51216.938782 nChanged 2 SP:Iteration 6Q (17335.420000 sec): 3 clusters Score: Raw -54186.556173 + Penalty 2963.009567 = -51223.546605 nChanged 0 SP:Iteration 7F (17335.590000 sec): 3 clusters Score: Raw -54186.556173 + Penalty 2963.009567 = -51223.546605 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17335.690000 sec): 2 clusters Score: Raw -160409.827576 + Penalty 1740.785570 = -158669.042006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17335.900000 sec): 3 clusters Score: Raw -160131.659978 + Penalty 3481.571140 = -156650.088837 nChanged 309 SP:Iteration 1F (17336.070000 sec): 3 clusters Score: Raw -160435.436339 + Penalty 3481.571140 = -156953.865199 nChanged 71 SP:Iteration 2F (17336.260000 sec): 3 clusters Score: Raw -160523.279040 + Penalty 3481.571140 = -157041.707900 nChanged 32 SP:Iteration 3Q (17336.470000 sec): 3 clusters Score: Raw -160559.088115 + Penalty 3481.571140 = -157077.516974 nChanged 23 SP:Iteration 4Q (17336.680000 sec): 3 clusters Score: Raw -160584.078037 + Penalty 3481.571140 = -157102.506897 nChanged 11 SP:Iteration 5Q (17336.860000 sec): 3 clusters Score: Raw -160593.659903 + Penalty 3481.571140 = -157112.088763 nChanged 6 SP:Iteration 6Q (17337.070000 sec): 3 clusters Score: Raw -160598.581170 + Penalty 3481.571140 = -157117.010030 nChanged 4 SP:Iteration 7Q (17337.240000 sec): 3 clusters Score: Raw -160601.447368 + Penalty 3481.571140 = -157119.876228 nChanged 3 SP:Iteration 8Q (17337.440000 sec): 3 clusters Score: Raw -160603.071877 + Penalty 3481.571140 = -157121.500737 nChanged 2 SP:Iteration 9Q (17337.610000 sec): 3 clusters Score: Raw -160604.372505 + Penalty 3481.571140 = -157122.801365 nChanged 3 SP:Iteration 10Q (17337.820000 sec): 3 clusters Score: Raw -160605.994366 + Penalty 3481.571140 = -157124.423226 nChanged 2 SP:Iteration 11Q (17337.970000 sec): 3 clusters Score: Raw -160612.182623 + Penalty 3481.571140 = -157130.611482 nChanged 6 SP:Iteration 12Q (17338.160000 sec): 3 clusters Score: Raw -160620.137689 + Penalty 3481.571140 = -157138.566549 nChanged 4 SP:Iteration 13Q (17338.330000 sec): 3 clusters Score: Raw -160626.989736 + Penalty 3481.571140 = -157145.418596 nChanged 5 SP:Iteration 14Q (17338.500000 sec): 3 clusters Score: Raw -160630.834164 + Penalty 3481.571140 = -157149.263024 nChanged 1 SP:Iteration 15Q (17338.670000 sec): 3 clusters Score: Raw -160631.417691 + Penalty 3481.571140 = -157149.846551 nChanged 1 SP:Iteration 16Q (17338.840000 sec): 3 clusters Score: Raw -160632.108346 + Penalty 3481.571140 = -157150.537206 nChanged 0 SP:Iteration 17F (17339.020000 sec): 3 clusters Score: Raw -160632.108346 + Penalty 3481.571140 = -157150.537206 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17339.090000 sec): 2 clusters Score: Raw -20988.700445 + Penalty 1261.723891 = -19726.976554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17339.270000 sec): 3 clusters Score: Raw -21197.296752 + Penalty 2523.447782 = -18673.848970 nChanged 8 SP:Iteration 1Q (17339.490000 sec): 3 clusters Score: Raw -21230.974373 + Penalty 2523.447782 = -18707.526591 nChanged 1 SP:Iteration 2Q (17339.680000 sec): 3 clusters Score: Raw -21234.278306 + Penalty 2523.447782 = -18710.830524 nChanged 0 SP:Iteration 3F (17339.850000 sec): 3 clusters Score: Raw -21234.278306 + Penalty 2523.447782 = -18710.830524 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17339.970000 sec): 2 clusters Score: Raw -124424.276369 + Penalty 1670.767806 = -122753.508564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17340.110000 sec): 3 clusters Score: Raw -124291.057973 + Penalty 3341.535611 = -120949.522362 nChanged 223 SP:Iteration 1F (17340.300000 sec): 3 clusters Score: Raw -124552.772137 + Penalty 3341.535611 = -121211.236526 nChanged 45 SP:Iteration 2F (17340.490000 sec): 3 clusters Score: Raw -124615.956024 + Penalty 3341.535611 = -121274.420412 nChanged 19 SP:Iteration 3Q (17340.680000 sec): 3 clusters Score: Raw -124646.539179 + Penalty 3341.535611 = -121305.003568 nChanged 15 SP:Iteration 4Q (17340.830000 sec): 3 clusters Score: Raw -124664.339065 + Penalty 3341.535611 = -121322.803454 nChanged 9 SP:Iteration 5Q (17341.050000 sec): 3 clusters Score: Raw -124674.402583 + Penalty 3341.535611 = -121332.866972 nChanged 4 SP:Iteration 6Q (17341.240000 sec): 3 clusters Score: Raw -124680.749272 + Penalty 3341.535611 = -121339.213661 nChanged 4 SP:Iteration 7Q (17341.420000 sec): 3 clusters Score: Raw -124691.031584 + Penalty 3341.535611 = -121349.495973 nChanged 5 SP:Iteration 8Q (17341.640000 sec): 3 clusters Score: Raw -124697.930267 + Penalty 3341.535611 = -121356.394656 nChanged 3 SP:Iteration 9Q (17341.790000 sec): 3 clusters Score: Raw -124701.074463 + Penalty 3341.535611 = -121359.538851 nChanged 2 SP:Iteration 10Q (17341.970000 sec): 3 clusters Score: Raw -124703.672828 + Penalty 3341.535611 = -121362.137217 nChanged 0 SP:Iteration 11F (17342.200000 sec): 3 clusters Score: Raw -124703.672828 + Penalty 3341.535611 = -121362.137217 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17342.340000 sec): 2 clusters Score: Raw -26515.477247 + Penalty 1310.234525 = -25205.242722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17342.510000 sec): 3 clusters Score: Raw -26790.812681 + Penalty 2620.469049 = -24170.343631 nChanged 16 SP:Iteration 1F (17342.680000 sec): 3 clusters Score: Raw -26904.712187 + Penalty 2620.469049 = -24284.243138 nChanged 2 SP:Iteration 2Q (17342.900000 sec): 3 clusters Score: Raw -26920.950909 + Penalty 2620.469049 = -24300.481860 nChanged 2 SP:Iteration 3Q (17343.070000 sec): 3 clusters Score: Raw -26930.516046 + Penalty 2620.469049 = -24310.046996 nChanged 0 SP:Iteration 4F (17343.220000 sec): 3 clusters Score: Raw -26930.516046 + Penalty 2620.469049 = -24310.046996 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17343.340000 sec): 2 clusters Score: Raw -110382.134612 + Penalty 1636.092134 = -108746.042478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17343.530000 sec): 3 clusters Score: Raw -110354.818630 + Penalty 3272.184268 = -107082.634362 nChanged 174 SP:Iteration 1F (17343.700000 sec): 3 clusters Score: Raw -110645.944700 + Penalty 3272.184268 = -107373.760431 nChanged 41 SP:Iteration 2F (17343.860000 sec): 3 clusters Score: Raw -110739.009114 + Penalty 3272.184268 = -107466.824846 nChanged 26 SP:Iteration 3Q (17344.010000 sec): 3 clusters Score: Raw -110803.239988 + Penalty 3272.184268 = -107531.055720 nChanged 33 SP:Iteration 4Q (17344.230000 sec): 3 clusters Score: Raw -110888.651832 + Penalty 3272.184268 = -107616.467564 nChanged 28 SP:Iteration 5Q (17344.390000 sec): 3 clusters Score: Raw -110956.786377 + Penalty 3272.184268 = -107684.602109 nChanged 21 SP:Iteration 6Q (17344.560000 sec): 3 clusters Score: Raw -111019.772393 + Penalty 3272.184268 = -107747.588125 nChanged 19 SP:Iteration 7Q (17344.820000 sec): 3 clusters Score: Raw -111065.420441 + Penalty 3272.184268 = -107793.236173 nChanged 15 SP:Iteration 8Q (17344.970000 sec): 3 clusters Score: Raw -111099.120547 + Penalty 3272.184268 = -107826.936279 nChanged 10 SP:Iteration 9Q (17345.180000 sec): 3 clusters Score: Raw -111112.294700 + Penalty 3272.184268 = -107840.110432 nChanged 4 SP:Iteration 10Q (17345.370000 sec): 3 clusters Score: Raw -111120.300801 + Penalty 3272.184268 = -107848.116533 nChanged 2 SP:Iteration 11Q (17345.590000 sec): 3 clusters Score: Raw -111121.785450 + Penalty 3272.184268 = -107849.601182 nChanged 0 SP:Iteration 12F (17345.770000 sec): 3 clusters Score: Raw -111121.785450 + Penalty 3272.184268 = -107849.601182 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (72455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17346.250000 sec): 2 clusters Score: Raw -10887606.386004 + Penalty 2775.298798 = -10884831.087206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17346.940000 sec): 3 clusters Score: Raw -10841894.032543 + Penalty 5550.597595 = -10836343.434947 nChanged 33988 SP:Iteration 1F (17347.540000 sec): 3 clusters Score: Raw -10860812.813150 + Penalty 5550.597595 = -10855262.215555 nChanged 2754 SP:Iteration 2Q (17348.110000 sec): 3 clusters Score: Raw -10861531.019504 + Penalty 5550.597595 = -10855980.421909 nChanged 2683 SP:Iteration 3Q (17348.690000 sec): 3 clusters Score: Raw -10862311.332540 + Penalty 5550.597595 = -10856760.734944 nChanged 2745 SP:Iteration 4Q (17349.250000 sec): 3 clusters Score: Raw -10863235.428282 + Penalty 5550.597595 = -10857684.830687 nChanged 3057 SP:Iteration 5Q (17349.860000 sec): 3 clusters Score: Raw -10864429.196065 + Penalty 5550.597595 = -10858878.598470 nChanged 3442 SP:Iteration 6Q (17350.400000 sec): 3 clusters Score: Raw -10865997.081484 + Penalty 5550.597595 = -10860446.483889 nChanged 4054 SP:Iteration 7F (17350.910000 sec): 3 clusters Score: Raw -10868306.299480 + Penalty 5550.597595 = -10862755.701884 nChanged 4644 SP:Iteration 8F (17351.440000 sec): 3 clusters Score: Raw -10871453.214291 + Penalty 5550.597595 = -10865902.616696 nChanged 4956 SP:Iteration 9F (17351.950000 sec): 3 clusters Score: Raw -10875394.592401 + Penalty 5550.597595 = -10869843.994806 nChanged 4493 SP:Iteration 10F (17352.480000 sec): 3 clusters Score: Raw -10879220.255064 + Penalty 5550.597595 = -10873669.657469 nChanged 3527 SP:Iteration 11Q (17353.010000 sec): 3 clusters Score: Raw -10882139.686752 + Penalty 5550.597595 = -10876589.089157 nChanged 2392 SP:Iteration 12Q (17353.560000 sec): 3 clusters Score: Raw -10883979.783811 + Penalty 5550.597595 = -10878429.186216 nChanged 1684 SP:Iteration 13Q (17354.140000 sec): 3 clusters Score: Raw -10885177.144109 + Penalty 5550.597595 = -10879626.546514 nChanged 1166 SP:Iteration 14Q (17354.740000 sec): 3 clusters Score: Raw -10885909.157693 + Penalty 5550.597595 = -10880358.560097 nChanged 886 SP:Iteration 15Q (17355.290000 sec): 3 clusters Score: Raw -10886398.561812 + Penalty 5550.597595 = -10880847.964216 nChanged 724 SP:Iteration 16Q (17355.820000 sec): 3 clusters Score: Raw -10886727.160623 + Penalty 5550.597595 = -10881176.563028 nChanged 582 SP:Iteration 17Q (17356.340000 sec): 3 clusters Score: Raw -10886948.184695 + Penalty 5550.597595 = -10881397.587100 nChanged 521 SP:Iteration 18Q (17356.950000 sec): 3 clusters Score: Raw -10887137.068762 + Penalty 5550.597595 = -10881586.471166 nChanged 433 SP:Iteration 19Q (17357.520000 sec): 3 clusters Score: Raw -10887295.076778 + Penalty 5550.597595 = -10881744.479183 nChanged 396 SP:Iteration 20F (17358.080000 sec): 3 clusters Score: Raw -10887434.250320 + Penalty 5550.597595 = -10881883.652725 nChanged 366 SP:Iteration 21Q (17358.680000 sec): 3 clusters Score: Raw -10887539.253379 + Penalty 5550.597595 = -10881988.655784 nChanged 300 SP:Iteration 22Q (17359.310000 sec): 3 clusters Score: Raw -10887628.201618 + Penalty 5550.597595 = -10882077.604023 nChanged 269 SP:Iteration 23Q (17359.920000 sec): 3 clusters Score: Raw -10887702.275015 + Penalty 5550.597595 = -10882151.677419 nChanged 225 SP:Iteration 24Q (17360.460000 sec): 3 clusters Score: Raw -10887758.454220 + Penalty 5550.597595 = -10882207.856624 nChanged 206 SP:Iteration 25Q (17360.940000 sec): 3 clusters Score: Raw -10887808.752667 + Penalty 5550.597595 = -10882258.155071 nChanged 189 SP:Iteration 26Q (17361.520000 sec): 3 clusters Score: Raw -10887852.375599 + Penalty 5550.597595 = -10882301.778003 nChanged 175 SP:Iteration 27Q (17362.070000 sec): 3 clusters Score: Raw -10887889.596613 + Penalty 5550.597595 = -10882338.999018 nChanged 156 SP:Iteration 28Q (17362.690000 sec): 3 clusters Score: Raw -10887923.434019 + Penalty 5550.597595 = -10882372.836424 nChanged 158 SP:Iteration 29Q (17363.280000 sec): 3 clusters Score: Raw -10887959.442605 + Penalty 5550.597595 = -10882408.845010 nChanged 174 SP:Iteration 30Q (17363.870000 sec): 3 clusters Score: Raw -10887991.424744 + Penalty 5550.597595 = -10882440.827148 nChanged 143 SP:Iteration 31Q (17364.370000 sec): 3 clusters Score: Raw -10888019.215996 + Penalty 5550.597595 = -10882468.618401 nChanged 134 SP:Iteration 32Q (17364.880000 sec): 3 clusters Score: Raw -10888043.105980 + Penalty 5550.597595 = -10882492.508385 nChanged 123 SP:Iteration 33Q (17365.440000 sec): 3 clusters Score: Raw -10888063.936792 + Penalty 5550.597595 = -10882513.339196 nChanged 120 SP:Iteration 34Q (17365.990000 sec): 3 clusters Score: Raw -10888085.530479 + Penalty 5550.597595 = -10882534.932884 nChanged 113 SP:Iteration 35Q (17366.510000 sec): 3 clusters Score: Raw -10888105.715510 + Penalty 5550.597595 = -10882555.117915 nChanged 111 SP:Iteration 36Q (17367.060000 sec): 3 clusters Score: Raw -10888125.626901 + Penalty 5550.597595 = -10882575.029306 nChanged 111 SP:Iteration 37Q (17367.550000 sec): 3 clusters Score: Raw -10888145.156551 + Penalty 5550.597595 = -10882594.558956 nChanged 98 SP:Iteration 38Q (17368.030000 sec): 3 clusters Score: Raw -10888161.837631 + Penalty 5550.597595 = -10882611.240035 nChanged 113 SP:Iteration 39Q (17368.560000 sec): 3 clusters Score: Raw -10888178.088770 + Penalty 5550.597595 = -10882627.491175 nChanged 101 SP:Iteration 40F (17369.080000 sec): 3 clusters Score: Raw -10888192.224312 + Penalty 5550.597595 = -10882641.626717 nChanged 90 SP:Iteration 41Q (17369.660000 sec): 3 clusters Score: Raw -10888203.739505 + Penalty 5550.597595 = -10882653.141909 nChanged 65 SP:Iteration 42Q (17370.180000 sec): 3 clusters Score: Raw -10888211.137747 + Penalty 5550.597595 = -10882660.540152 nChanged 62 SP:Iteration 43Q (17370.670000 sec): 3 clusters Score: Raw -10888219.260776 + Penalty 5550.597595 = -10882668.663180 nChanged 64 SP:Iteration 44Q (17371.210000 sec): 3 clusters Score: Raw -10888227.756947 + Penalty 5550.597595 = -10882677.159352 nChanged 62 SP:Iteration 45Q (17371.730000 sec): 3 clusters Score: Raw -10888235.574907 + Penalty 5550.597595 = -10882684.977312 nChanged 62 SP:Iteration 46Q (17372.220000 sec): 3 clusters Score: Raw -10888244.138493 + Penalty 5550.597595 = -10882693.540897 nChanged 62 SP:Iteration 47Q (17372.720000 sec): 3 clusters Score: Raw -10888251.411698 + Penalty 5550.597595 = -10882700.814103 nChanged 52 SP:Iteration 48Q (17373.230000 sec): 3 clusters Score: Raw -10888257.387651 + Penalty 5550.597595 = -10882706.790056 nChanged 47 SP:Iteration 49Q (17373.820000 sec): 3 clusters Score: Raw -10888262.073401 + Penalty 5550.597595 = -10882711.475805 nChanged 41 SP:Iteration 50Q (17374.320000 sec): 3 clusters Score: Raw -10888265.595272 + Penalty 5550.597595 = -10882714.997677 nChanged 26 SP:Iteration 51Q (17374.850000 sec): 3 clusters Score: Raw -10888267.507567 + Penalty 5550.597595 = -10882716.909972 nChanged 21 SP:Iteration 52Q (17375.300000 sec): 3 clusters Score: Raw -10888268.903767 + Penalty 5550.597595 = -10882718.306171 nChanged 16 SP:Iteration 53Q (17375.870000 sec): 3 clusters Score: Raw -10888270.119793 + Penalty 5550.597595 = -10882719.522197 nChanged 17 SP:Iteration 54Q (17376.420000 sec): 3 clusters Score: Raw -10888271.528765 + Penalty 5550.597595 = -10882720.931170 nChanged 18 SP:Iteration 55Q (17376.960000 sec): 3 clusters Score: Raw -10888272.976733 + Penalty 5550.597595 = -10882722.379138 nChanged 18 SP:Iteration 56Q (17377.510000 sec): 3 clusters Score: Raw -10888274.173848 + Penalty 5550.597595 = -10882723.576252 nChanged 11 SP:Iteration 57Q (17377.990000 sec): 3 clusters Score: Raw -10888274.870590 + Penalty 5550.597595 = -10882724.272995 nChanged 10 SP:Iteration 58Q (17378.480000 sec): 3 clusters Score: Raw -10888275.670885 + Penalty 5550.597595 = -10882725.073290 nChanged 13 SP:Iteration 59Q (17378.940000 sec): 3 clusters Score: Raw -10888276.554937 + Penalty 5550.597595 = -10882725.957341 nChanged 17 SP:Iteration 60F (17379.470000 sec): 3 clusters Score: Raw -10888277.974671 + Penalty 5550.597595 = -10882727.377076 nChanged 21 SP:Iteration 61Q (17380.000000 sec): 3 clusters Score: Raw -10888279.693980 + Penalty 5550.597595 = -10882729.096385 nChanged 21 SP:Iteration 62Q (17380.570000 sec): 3 clusters Score: Raw -10888281.378023 + Penalty 5550.597595 = -10882730.780428 nChanged 19 SP:Iteration 63Q (17381.060000 sec): 3 clusters Score: Raw -10888282.529774 + Penalty 5550.597595 = -10882731.932178 nChanged 13 SP:Iteration 64Q (17381.540000 sec): 3 clusters Score: Raw -10888283.476832 + Penalty 5550.597595 = -10882732.879236 nChanged 11 SP:Iteration 65Q (17382.100000 sec): 3 clusters Score: Raw -10888284.394752 + Penalty 5550.597595 = -10882733.797157 nChanged 16 SP:Iteration 66Q (17382.710000 sec): 3 clusters Score: Raw -10888285.603871 + Penalty 5550.597595 = -10882735.006275 nChanged 12 SP:Iteration 67Q (17383.240000 sec): 3 clusters Score: Raw -10888286.475165 + Penalty 5550.597595 = -10882735.877570 nChanged 14 SP:Iteration 68Q (17383.790000 sec): 3 clusters Score: Raw -10888287.548576 + Penalty 5550.597595 = -10882736.950981 nChanged 16 SP:Iteration 69Q (17384.390000 sec): 3 clusters Score: Raw -10888288.698548 + Penalty 5550.597595 = -10882738.100952 nChanged 7 SP:Iteration 70Q (17384.940000 sec): 3 clusters Score: Raw -10888289.126328 + Penalty 5550.597595 = -10882738.528733 nChanged 7 SP:Iteration 71Q (17385.490000 sec): 3 clusters Score: Raw -10888289.514142 + Penalty 5550.597595 = -10882738.916547 nChanged 8 SP:Iteration 72Q (17386.030000 sec): 3 clusters Score: Raw -10888289.877539 + Penalty 5550.597595 = -10882739.279943 nChanged 4 SP:Iteration 73Q (17386.590000 sec): 3 clusters Score: Raw -10888290.079593 + Penalty 5550.597595 = -10882739.481998 nChanged 2 SP:Iteration 74Q (17387.160000 sec): 3 clusters Score: Raw -10888290.182632 + Penalty 5550.597595 = -10882739.585037 nChanged 3 SP:Iteration 75Q (17387.700000 sec): 3 clusters Score: Raw -10888290.308996 + Penalty 5550.597595 = -10882739.711400 nChanged 0 SP:Iteration 76F (17388.270000 sec): 3 clusters Score: Raw -10888290.308996 + Penalty 5550.597595 = -10882739.711400 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (1291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17388.430000 sec): 2 clusters Score: Raw -178462.431761 + Penalty 1776.466753 = -176685.965008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17388.600000 sec): 3 clusters Score: Raw -178163.094636 + Penalty 3552.933506 = -174610.161130 nChanged 361 SP:Iteration 1F (17388.790000 sec): 3 clusters Score: Raw -178534.884282 + Penalty 3552.933506 = -174981.950776 nChanged 106 SP:Iteration 2F (17388.990000 sec): 3 clusters Score: Raw -178703.252431 + Penalty 3552.933506 = -175150.318926 nChanged 74 SP:Iteration 3F (17389.200000 sec): 3 clusters Score: Raw -178844.446981 + Penalty 3552.933506 = -175291.513475 nChanged 62 SP:Iteration 4Q (17389.360000 sec): 3 clusters Score: Raw -178950.807415 + Penalty 3552.933506 = -175397.873909 nChanged 62 SP:Iteration 5Q (17389.600000 sec): 3 clusters Score: Raw -179071.787606 + Penalty 3552.933506 = -175518.854100 nChanged 49 SP:Iteration 6Q (17389.800000 sec): 3 clusters Score: Raw -179171.446118 + Penalty 3552.933506 = -175618.512613 nChanged 34 SP:Iteration 7Q (17390.020000 sec): 3 clusters Score: Raw -179235.301712 + Penalty 3552.933506 = -175682.368206 nChanged 25 SP:Iteration 8Q (17390.200000 sec): 3 clusters Score: Raw -179289.223418 + Penalty 3552.933506 = -175736.289912 nChanged 24 SP:Iteration 9Q (17390.380000 sec): 3 clusters Score: Raw -179336.439174 + Penalty 3552.933506 = -175783.505668 nChanged 23 SP:Iteration 10Q (17390.570000 sec): 3 clusters Score: Raw -179390.382294 + Penalty 3552.933506 = -175837.448788 nChanged 19 SP:Iteration 11Q (17390.760000 sec): 3 clusters Score: Raw -179440.517977 + Penalty 3552.933506 = -175887.584471 nChanged 16 SP:Iteration 12Q (17390.940000 sec): 3 clusters Score: Raw -179473.156173 + Penalty 3552.933506 = -175920.222667 nChanged 13 SP:Iteration 13Q (17391.110000 sec): 3 clusters Score: Raw -179496.400442 + Penalty 3552.933506 = -175943.466937 nChanged 11 SP:Iteration 14Q (17391.260000 sec): 3 clusters Score: Raw -179511.067037 + Penalty 3552.933506 = -175958.133531 nChanged 7 SP:Iteration 15Q (17391.470000 sec): 3 clusters Score: Raw -179517.618135 + Penalty 3552.933506 = -175964.684629 nChanged 7 SP:Iteration 16Q (17391.630000 sec): 3 clusters Score: Raw -179525.805031 + Penalty 3552.933506 = -175972.871525 nChanged 7 SP:Iteration 17Q (17391.820000 sec): 3 clusters Score: Raw -179535.602502 + Penalty 3552.933506 = -175982.668997 nChanged 6 SP:Iteration 18Q (17392.010000 sec): 3 clusters Score: Raw -179542.767568 + Penalty 3552.933506 = -175989.834062 nChanged 2 SP:Iteration 19Q (17392.190000 sec): 3 clusters Score: Raw -179544.570882 + Penalty 3552.933506 = -175991.637376 nChanged 1 SP:Iteration 20F (17392.380000 sec): 3 clusters Score: Raw -179544.976248 + Penalty 3552.933506 = -175992.042742 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17392.470000 sec): 2 clusters Score: Raw -16122.182843 + Penalty 1189.356055 = -14932.826787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17392.650000 sec): 3 clusters Score: Raw -16405.289156 + Penalty 2378.712111 = -14026.577045 nChanged 5 SP:Iteration 1Q (17392.840000 sec): 3 clusters Score: Raw -16455.092606 + Penalty 2378.712111 = -14076.380496 nChanged 0 SP:Iteration 2F (17393.070000 sec): 3 clusters Score: Raw -16455.092606 + Penalty 2378.712111 = -14076.380496 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17393.120000 sec): 2 clusters Score: Raw -96456.693848 + Penalty 1609.322823 = -94847.371025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17393.320000 sec): 3 clusters Score: Raw -96415.384979 + Penalty 3218.645646 = -93196.739333 nChanged 132 SP:Iteration 1F (17393.530000 sec): 3 clusters Score: Raw -96611.892085 + Penalty 3218.645646 = -93393.246439 nChanged 33 SP:Iteration 2F (17393.700000 sec): 3 clusters Score: Raw -96665.380822 + Penalty 3218.645646 = -93446.735176 nChanged 16 SP:Iteration 3Q (17393.850000 sec): 3 clusters Score: Raw -96686.492222 + Penalty 3218.645646 = -93467.846577 nChanged 3 SP:Iteration 4Q (17394.030000 sec): 3 clusters Score: Raw -96691.673255 + Penalty 3218.645646 = -93473.027609 nChanged 1 SP:Iteration 5Q (17394.220000 sec): 3 clusters Score: Raw -96692.612555 + Penalty 3218.645646 = -93473.966909 nChanged 0 SP:Iteration 6F (17394.420000 sec): 3 clusters Score: Raw -96692.612555 + Penalty 3218.645646 = -93473.966909 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17394.470000 sec): 2 clusters Score: Raw -40982.754173 + Penalty 1415.363346 = -39567.390827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17394.630000 sec): 3 clusters Score: Raw -41097.910647 + Penalty 2830.726691 = -38267.183956 nChanged 36 SP:Iteration 1F (17394.810000 sec): 3 clusters Score: Raw -41200.271036 + Penalty 2830.726691 = -38369.544345 nChanged 7 SP:Iteration 2Q (17395.030000 sec): 3 clusters Score: Raw -41233.470622 + Penalty 2830.726691 = -38402.743931 nChanged 3 SP:Iteration 3Q (17395.190000 sec): 3 clusters Score: Raw -41242.197280 + Penalty 2830.726691 = -38411.470588 nChanged 1 SP:Iteration 4Q (17395.350000 sec): 3 clusters Score: Raw -41245.166051 + Penalty 2830.726691 = -38414.439360 nChanged 0 SP:Iteration 5F (17395.520000 sec): 3 clusters Score: Raw -41245.166051 + Penalty 2830.726691 = -38414.439360 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17395.640000 sec): 2 clusters Score: Raw -73226.016007 + Penalty 1549.514633 = -71676.501374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17395.830000 sec): 3 clusters Score: Raw -73253.665697 + Penalty 3099.029266 = -70154.636432 nChanged 85 SP:Iteration 1F (17396.000000 sec): 3 clusters Score: Raw -73427.935102 + Penalty 3099.029266 = -70328.905836 nChanged 24 SP:Iteration 2Q (17396.210000 sec): 3 clusters Score: Raw -73489.500587 + Penalty 3099.029266 = -70390.471321 nChanged 14 SP:Iteration 3Q (17396.380000 sec): 3 clusters Score: Raw -73526.312197 + Penalty 3099.029266 = -70427.282931 nChanged 9 SP:Iteration 4Q (17396.640000 sec): 3 clusters Score: Raw -73550.808840 + Penalty 3099.029266 = -70451.779574 nChanged 6 SP:Iteration 5Q (17396.850000 sec): 3 clusters Score: Raw -73571.266702 + Penalty 3099.029266 = -70472.237436 nChanged 6 SP:Iteration 6Q (17397.050000 sec): 3 clusters Score: Raw -73584.224307 + Penalty 3099.029266 = -70485.195041 nChanged 1 SP:Iteration 7Q (17397.200000 sec): 3 clusters Score: Raw -73586.668902 + Penalty 3099.029266 = -70487.639636 nChanged 0 SP:Iteration 8F (17397.420000 sec): 3 clusters Score: Raw -73586.668902 + Penalty 3099.029266 = -70487.639636 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17397.480000 sec): 2 clusters Score: Raw -33852.527636 + Penalty 1417.005736 = -32435.521900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17397.690000 sec): 3 clusters Score: Raw -34119.542491 + Penalty 2834.011472 = -31285.531019 nChanged 61 SP:Iteration 1F (17397.930000 sec): 3 clusters Score: Raw -34307.082961 + Penalty 2834.011472 = -31473.071489 nChanged 24 SP:Iteration 2F (17398.080000 sec): 3 clusters Score: Raw -34400.166140 + Penalty 2834.011472 = -31566.154668 nChanged 15 SP:Iteration 3Q (17398.270000 sec): 3 clusters Score: Raw -34637.538094 + Penalty 2834.011472 = -31803.526622 nChanged 17 SP:Iteration 4F (17398.470000 sec): 3 clusters Score: Raw -34767.455045 + Penalty 2834.011472 = -31933.443574 nChanged 19 SP:Iteration 5F (17398.660000 sec): 3 clusters Score: Raw -34860.009882 + Penalty 2834.011472 = -32025.998410 nChanged 12 SP:Iteration 6Q (17398.850000 sec): 3 clusters Score: Raw -34930.623914 + Penalty 2834.011472 = -32096.612443 nChanged 10 SP:Iteration 7Q (17399.010000 sec): 3 clusters Score: Raw -34995.944734 + Penalty 2834.011472 = -32161.933262 nChanged 5 SP:Iteration 8Q (17399.200000 sec): 3 clusters Score: Raw -35034.251360 + Penalty 2834.011472 = -32200.239889 nChanged 2 SP:Iteration 9Q (17399.370000 sec): 3 clusters Score: Raw -35049.917038 + Penalty 2834.011472 = -32215.905567 nChanged 2 SP:Iteration 10Q (17399.570000 sec): 3 clusters Score: Raw -35058.087176 + Penalty 2834.011472 = -32224.075705 nChanged 4 SP:Iteration 11Q (17399.750000 sec): 3 clusters Score: Raw -35101.152973 + Penalty 2834.011472 = -32267.141502 nChanged 3 SP:Iteration 12Q (17399.900000 sec): 3 clusters Score: Raw -35134.684725 + Penalty 2834.011472 = -32300.673254 nChanged 2 SP:Iteration 13Q (17400.090000 sec): 3 clusters Score: Raw -35171.774631 + Penalty 2834.011472 = -32337.763159 nChanged 3 SP:Iteration 14Q (17400.280000 sec): 3 clusters Score: Raw -35201.298509 + Penalty 2834.011472 = -32367.287038 nChanged 2 SP:Iteration 15Q (17400.480000 sec): 3 clusters Score: Raw -35246.756836 + Penalty 2834.011472 = -32412.745365 nChanged 1 SP:Iteration 16Q (17400.620000 sec): 3 clusters Score: Raw -35254.217990 + Penalty 2834.011472 = -32420.206518 nChanged 1 SP:Iteration 17Q (17400.820000 sec): 3 clusters Score: Raw -35259.710709 + Penalty 2834.011472 = -32425.699237 nChanged 0 SP:Iteration 18F (17401.030000 sec): 3 clusters Score: Raw -35259.710709 + Penalty 2834.011472 = -32425.699237 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (20519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17401.290000 sec): 2 clusters Score: Raw -3270867.722178 + Penalty 2462.418428 = -3268405.303750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17401.590000 sec): 3 clusters Score: Raw -3258858.943545 + Penalty 4924.836856 = -3253934.106688 nChanged 9089 SP:Iteration 1F (17401.920000 sec): 3 clusters Score: Raw -3263593.337071 + Penalty 4924.836856 = -3258668.500214 nChanged 1066 SP:Iteration 2F (17402.230000 sec): 3 clusters Score: Raw -3263951.545010 + Penalty 4924.836856 = -3259026.708154 nChanged 855 SP:Iteration 3Q (17402.590000 sec): 3 clusters Score: Raw -3264223.971642 + Penalty 4924.836856 = -3259299.134786 nChanged 777 SP:Iteration 4Q (17402.940000 sec): 3 clusters Score: Raw -3264468.185972 + Penalty 4924.836856 = -3259543.349115 nChanged 710 SP:Iteration 5Q (17403.280000 sec): 3 clusters Score: Raw -3264662.207026 + Penalty 4924.836856 = -3259737.370170 nChanged 598 SP:Iteration 6Q (17403.600000 sec): 3 clusters Score: Raw -3264807.199348 + Penalty 4924.836856 = -3259882.362492 nChanged 491 SP:Iteration 7Q (17403.960000 sec): 3 clusters Score: Raw -3264930.314030 + Penalty 4924.836856 = -3260005.477174 nChanged 469 SP:Iteration 8Q (17404.220000 sec): 3 clusters Score: Raw -3265049.241499 + Penalty 4924.836856 = -3260124.404643 nChanged 445 SP:Iteration 9Q (17404.560000 sec): 3 clusters Score: Raw -3265162.395307 + Penalty 4924.836856 = -3260237.558450 nChanged 434 SP:Iteration 10Q (17404.910000 sec): 3 clusters Score: Raw -3265268.548091 + Penalty 4924.836856 = -3260343.711234 nChanged 407 SP:Iteration 11Q (17405.180000 sec): 3 clusters Score: Raw -3265384.057543 + Penalty 4924.836856 = -3260459.220686 nChanged 438 SP:Iteration 12Q (17405.490000 sec): 3 clusters Score: Raw -3265515.196689 + Penalty 4924.836856 = -3260590.359833 nChanged 444 SP:Iteration 13Q (17405.800000 sec): 3 clusters Score: Raw -3265633.416128 + Penalty 4924.836856 = -3260708.579272 nChanged 451 SP:Iteration 14Q (17406.060000 sec): 3 clusters Score: Raw -3265754.305983 + Penalty 4924.836856 = -3260829.469127 nChanged 423 SP:Iteration 15Q (17406.340000 sec): 3 clusters Score: Raw -3265881.261910 + Penalty 4924.836856 = -3260956.425054 nChanged 457 SP:Iteration 16Q (17406.620000 sec): 3 clusters Score: Raw -3266027.893203 + Penalty 4924.836856 = -3261103.056347 nChanged 507 SP:Iteration 17Q (17406.960000 sec): 3 clusters Score: Raw -3266202.100581 + Penalty 4924.836856 = -3261277.263725 nChanged 523 SP:Iteration 18Q (17407.250000 sec): 3 clusters Score: Raw -3266400.554924 + Penalty 4924.836856 = -3261475.718067 nChanged 568 SP:Iteration 19Q (17407.570000 sec): 3 clusters Score: Raw -3266635.351484 + Penalty 4924.836856 = -3261710.514628 nChanged 646 SP:Iteration 20F (17407.930000 sec): 3 clusters Score: Raw -3266937.944251 + Penalty 4924.836856 = -3262013.107395 nChanged 687 SP:Iteration 21Q (17408.220000 sec): 3 clusters Score: Raw -3267284.841880 + Penalty 4924.836856 = -3262360.005023 nChanged 686 SP:Iteration 22Q (17408.510000 sec): 3 clusters Score: Raw -3267617.029221 + Penalty 4924.836856 = -3262692.192364 nChanged 617 SP:Iteration 23Q (17408.800000 sec): 3 clusters Score: Raw -3267869.538466 + Penalty 4924.836856 = -3262944.701609 nChanged 496 SP:Iteration 24Q (17409.100000 sec): 3 clusters Score: Raw -3268030.119780 + Penalty 4924.836856 = -3263105.282924 nChanged 360 SP:Iteration 25Q (17409.420000 sec): 3 clusters Score: Raw -3268119.805827 + Penalty 4924.836856 = -3263194.968970 nChanged 247 SP:Iteration 26Q (17409.720000 sec): 3 clusters Score: Raw -3268178.106257 + Penalty 4924.836856 = -3263253.269401 nChanged 189 SP:Iteration 27Q (17410.040000 sec): 3 clusters Score: Raw -3268218.042863 + Penalty 4924.836856 = -3263293.206006 nChanged 166 SP:Iteration 28Q (17410.360000 sec): 3 clusters Score: Raw -3268252.099207 + Penalty 4924.836856 = -3263327.262351 nChanged 147 SP:Iteration 29Q (17410.640000 sec): 3 clusters Score: Raw -3268279.459377 + Penalty 4924.836856 = -3263354.622520 nChanged 124 SP:Iteration 30Q (17410.930000 sec): 3 clusters Score: Raw -3268298.784900 + Penalty 4924.836856 = -3263373.948043 nChanged 109 SP:Iteration 31Q (17411.280000 sec): 3 clusters Score: Raw -3268315.806227 + Penalty 4924.836856 = -3263390.969371 nChanged 91 SP:Iteration 32Q (17411.560000 sec): 3 clusters Score: Raw -3268329.150281 + Penalty 4924.836856 = -3263404.313425 nChanged 83 SP:Iteration 33Q (17411.850000 sec): 3 clusters Score: Raw -3268339.793565 + Penalty 4924.836856 = -3263414.956709 nChanged 71 SP:Iteration 34Q (17412.170000 sec): 3 clusters Score: Raw -3268348.329345 + Penalty 4924.836856 = -3263423.492488 nChanged 55 SP:Iteration 35Q (17412.440000 sec): 3 clusters Score: Raw -3268354.246186 + Penalty 4924.836856 = -3263429.409330 nChanged 55 SP:Iteration 36Q (17412.710000 sec): 3 clusters Score: Raw -3268360.621589 + Penalty 4924.836856 = -3263435.784733 nChanged 48 SP:Iteration 37Q (17412.970000 sec): 3 clusters Score: Raw -3268366.382934 + Penalty 4924.836856 = -3263441.546078 nChanged 55 SP:Iteration 38Q (17413.300000 sec): 3 clusters Score: Raw -3268374.004027 + Penalty 4924.836856 = -3263449.167171 nChanged 61 SP:Iteration 39Q (17413.600000 sec): 3 clusters Score: Raw -3268382.637284 + Penalty 4924.836856 = -3263457.800428 nChanged 72 SP:Iteration 40F (17413.870000 sec): 3 clusters Score: Raw -3268392.876724 + Penalty 4924.836856 = -3263468.039868 nChanged 80 SP:Iteration 41Q (17414.160000 sec): 3 clusters Score: Raw -3268407.179002 + Penalty 4924.836856 = -3263482.342145 nChanged 111 SP:Iteration 42Q (17414.530000 sec): 3 clusters Score: Raw -3268427.907831 + Penalty 4924.836856 = -3263503.070975 nChanged 96 SP:Iteration 43Q (17414.810000 sec): 3 clusters Score: Raw -3268443.167522 + Penalty 4924.836856 = -3263518.330666 nChanged 102 SP:Iteration 44Q (17415.150000 sec): 3 clusters Score: Raw -3268459.449608 + Penalty 4924.836856 = -3263534.612751 nChanged 92 SP:Iteration 45Q (17415.390000 sec): 3 clusters Score: Raw -3268472.032813 + Penalty 4924.836856 = -3263547.195957 nChanged 78 SP:Iteration 46Q (17415.670000 sec): 3 clusters Score: Raw -3268483.006318 + Penalty 4924.836856 = -3263558.169462 nChanged 69 SP:Iteration 47Q (17415.920000 sec): 3 clusters Score: Raw -3268492.231254 + Penalty 4924.836856 = -3263567.394397 nChanged 53 SP:Iteration 48Q (17416.190000 sec): 3 clusters Score: Raw -3268498.741408 + Penalty 4924.836856 = -3263573.904551 nChanged 43 SP:Iteration 49Q (17416.530000 sec): 3 clusters Score: Raw -3268503.617021 + Penalty 4924.836856 = -3263578.780165 nChanged 50 SP:Iteration 50Q (17416.810000 sec): 3 clusters Score: Raw -3268509.283433 + Penalty 4924.836856 = -3263584.446577 nChanged 43 SP:Iteration 51Q (17417.090000 sec): 3 clusters Score: Raw -3268515.046651 + Penalty 4924.836856 = -3263590.209795 nChanged 36 SP:Iteration 52Q (17417.370000 sec): 3 clusters Score: Raw -3268518.984727 + Penalty 4924.836856 = -3263594.147870 nChanged 30 SP:Iteration 53Q (17417.730000 sec): 3 clusters Score: Raw -3268521.423803 + Penalty 4924.836856 = -3263596.586946 nChanged 29 SP:Iteration 54Q (17418.000000 sec): 3 clusters Score: Raw -3268524.558849 + Penalty 4924.836856 = -3263599.721993 nChanged 34 SP:Iteration 55Q (17418.360000 sec): 3 clusters Score: Raw -3268528.202738 + Penalty 4924.836856 = -3263603.365881 nChanged 40 SP:Iteration 56Q (17418.680000 sec): 3 clusters Score: Raw -3268532.555020 + Penalty 4924.836856 = -3263607.718164 nChanged 39 SP:Iteration 57Q (17419.000000 sec): 3 clusters Score: Raw -3268536.461239 + Penalty 4924.836856 = -3263611.624382 nChanged 28 SP:Iteration 58Q (17419.280000 sec): 3 clusters Score: Raw -3268538.795957 + Penalty 4924.836856 = -3263613.959101 nChanged 17 SP:Iteration 59Q (17419.660000 sec): 3 clusters Score: Raw -3268540.005037 + Penalty 4924.836856 = -3263615.168180 nChanged 22 SP:Iteration 60F (17419.960000 sec): 3 clusters Score: Raw -3268542.045218 + Penalty 4924.836856 = -3263617.208362 nChanged 26 SP:Iteration 61Q (17420.230000 sec): 3 clusters Score: Raw -3268544.503203 + Penalty 4924.836856 = -3263619.666347 nChanged 29 SP:Iteration 62Q (17420.630000 sec): 3 clusters Score: Raw -3268547.498121 + Penalty 4924.836856 = -3263622.661265 nChanged 27 SP:Iteration 63Q (17420.950000 sec): 3 clusters Score: Raw -3268550.425573 + Penalty 4924.836856 = -3263625.588716 nChanged 34 SP:Iteration 64Q (17421.300000 sec): 3 clusters Score: Raw -3268554.528146 + Penalty 4924.836856 = -3263629.691290 nChanged 37 SP:Iteration 65Q (17421.580000 sec): 3 clusters Score: Raw -3268558.616704 + Penalty 4924.836856 = -3263633.779848 nChanged 37 SP:Iteration 66Q (17421.880000 sec): 3 clusters Score: Raw -3268562.439806 + Penalty 4924.836856 = -3263637.602950 nChanged 28 SP:Iteration 67Q (17422.180000 sec): 3 clusters Score: Raw -3268565.054552 + Penalty 4924.836856 = -3263640.217695 nChanged 19 SP:Iteration 68Q (17422.530000 sec): 3 clusters Score: Raw -3268566.879611 + Penalty 4924.836856 = -3263642.042755 nChanged 26 SP:Iteration 69Q (17422.820000 sec): 3 clusters Score: Raw -3268569.163434 + Penalty 4924.836856 = -3263644.326578 nChanged 31 SP:Iteration 70Q (17423.120000 sec): 3 clusters Score: Raw -3268571.819756 + Penalty 4924.836856 = -3263646.982900 nChanged 29 SP:Iteration 71Q (17423.440000 sec): 3 clusters Score: Raw -3268574.603133 + Penalty 4924.836856 = -3263649.766276 nChanged 27 SP:Iteration 72Q (17423.720000 sec): 3 clusters Score: Raw -3268577.487363 + Penalty 4924.836856 = -3263652.650507 nChanged 34 SP:Iteration 73Q (17424.020000 sec): 3 clusters Score: Raw -3268580.282738 + Penalty 4924.836856 = -3263655.445882 nChanged 16 SP:Iteration 74Q (17424.280000 sec): 3 clusters Score: Raw -3268581.763880 + Penalty 4924.836856 = -3263656.927024 nChanged 23 SP:Iteration 75Q (17424.580000 sec): 3 clusters Score: Raw -3268583.806657 + Penalty 4924.836856 = -3263658.969801 nChanged 28 SP:Iteration 76Q (17424.940000 sec): 3 clusters Score: Raw -3268586.558464 + Penalty 4924.836856 = -3263661.721608 nChanged 32 SP:Iteration 77Q (17425.260000 sec): 3 clusters Score: Raw -3268589.789446 + Penalty 4924.836856 = -3263664.952589 nChanged 38 SP:Iteration 78Q (17425.560000 sec): 3 clusters Score: Raw -3268593.612891 + Penalty 4924.836856 = -3263668.776035 nChanged 32 SP:Iteration 79Q (17425.850000 sec): 3 clusters Score: Raw -3268596.645468 + Penalty 4924.836856 = -3263671.808612 nChanged 27 SP:Iteration 80F (17426.220000 sec): 3 clusters Score: Raw -3268599.322552 + Penalty 4924.836856 = -3263674.485696 nChanged 28 SP:Iteration 81Q (17426.530000 sec): 3 clusters Score: Raw -3268602.033458 + Penalty 4924.836856 = -3263677.196602 nChanged 30 SP:Iteration 82Q (17426.900000 sec): 3 clusters Score: Raw -3268604.981530 + Penalty 4924.836856 = -3263680.144674 nChanged 32 SP:Iteration 83Q (17427.200000 sec): 3 clusters Score: Raw -3268608.309896 + Penalty 4924.836856 = -3263683.473039 nChanged 35 SP:Iteration 84Q (17427.580000 sec): 3 clusters Score: Raw -3268612.052796 + Penalty 4924.836856 = -3263687.215940 nChanged 34 SP:Iteration 85Q (17427.850000 sec): 3 clusters Score: Raw -3268615.782877 + Penalty 4924.836856 = -3263690.946020 nChanged 31 SP:Iteration 86Q (17428.260000 sec): 3 clusters Score: Raw -3268618.579603 + Penalty 4924.836856 = -3263693.742747 nChanged 29 SP:Iteration 87Q (17428.590000 sec): 3 clusters Score: Raw -3268621.334748 + Penalty 4924.836856 = -3263696.497892 nChanged 24 SP:Iteration 88Q (17428.970000 sec): 3 clusters Score: Raw -3268623.645343 + Penalty 4924.836856 = -3263698.808486 nChanged 19 SP:Iteration 89Q (17429.250000 sec): 3 clusters Score: Raw -3268625.077723 + Penalty 4924.836856 = -3263700.240867 nChanged 23 SP:Iteration 90Q (17429.490000 sec): 3 clusters Score: Raw -3268626.806588 + Penalty 4924.836856 = -3263701.969732 nChanged 18 SP:Iteration 91Q (17429.840000 sec): 3 clusters Score: Raw -3268628.745443 + Penalty 4924.836856 = -3263703.908587 nChanged 33 SP:Iteration 92Q (17430.150000 sec): 3 clusters Score: Raw -3268631.805033 + Penalty 4924.836856 = -3263706.968177 nChanged 33 SP:Iteration 93Q (17430.500000 sec): 3 clusters Score: Raw -3268635.530929 + Penalty 4924.836856 = -3263710.694073 nChanged 37 SP:Iteration 94Q (17430.820000 sec): 3 clusters Score: Raw -3268639.386668 + Penalty 4924.836856 = -3263714.549811 nChanged 38 SP:Iteration 95Q (17431.130000 sec): 3 clusters Score: Raw -3268643.550648 + Penalty 4924.836856 = -3263718.713791 nChanged 34 SP:Iteration 96Q (17431.470000 sec): 3 clusters Score: Raw -3268647.499949 + Penalty 4924.836856 = -3263722.663093 nChanged 35 SP:Iteration 97Q (17431.750000 sec): 3 clusters Score: Raw -3268651.594683 + Penalty 4924.836856 = -3263726.757827 nChanged 43 SP:Iteration 98Q (17432.020000 sec): 3 clusters Score: Raw -3268656.573788 + Penalty 4924.836856 = -3263731.736931 nChanged 33 SP:Iteration 99Q (17432.330000 sec): 3 clusters Score: Raw -3268660.263584 + Penalty 4924.836856 = -3263735.426727 nChanged 42 SP:Iteration 100F (17432.640000 sec): 3 clusters Score: Raw -3268664.376529 + Penalty 4924.836856 = -3263739.539673 nChanged 45 SP:Iteration 101Q (17432.970000 sec): 3 clusters Score: Raw -3268668.305106 + Penalty 4924.836856 = -3263743.468250 nChanged 43 SP:Iteration 102Q (17433.270000 sec): 3 clusters Score: Raw -3268673.263571 + Penalty 4924.836856 = -3263748.426715 nChanged 47 SP:Iteration 103Q (17433.590000 sec): 3 clusters Score: Raw -3268678.737920 + Penalty 4924.836856 = -3263753.901063 nChanged 48 SP:Iteration 104Q (17433.890000 sec): 3 clusters Score: Raw -3268684.251354 + Penalty 4924.836856 = -3263759.414498 nChanged 49 SP:Iteration 105Q (17434.180000 sec): 3 clusters Score: Raw -3268689.986997 + Penalty 4924.836856 = -3263765.150141 nChanged 50 SP:Iteration 106Q (17434.530000 sec): 3 clusters Score: Raw -3268695.112301 + Penalty 4924.836856 = -3263770.275445 nChanged 42 SP:Iteration 107Q (17434.860000 sec): 3 clusters Score: Raw -3268699.585301 + Penalty 4924.836856 = -3263774.748444 nChanged 43 SP:Iteration 108Q (17435.210000 sec): 3 clusters Score: Raw -3268703.948232 + Penalty 4924.836856 = -3263779.111376 nChanged 46 SP:Iteration 109Q (17435.530000 sec): 3 clusters Score: Raw -3268708.766111 + Penalty 4924.836856 = -3263783.929255 nChanged 49 SP:Iteration 110Q (17435.830000 sec): 3 clusters Score: Raw -3268714.754896 + Penalty 4924.836856 = -3263789.918040 nChanged 57 SP:Iteration 111Q (17436.120000 sec): 3 clusters Score: Raw -3268721.382099 + Penalty 4924.836856 = -3263796.545243 nChanged 53 SP:Iteration 112Q (17436.460000 sec): 3 clusters Score: Raw -3268728.126875 + Penalty 4924.836856 = -3263803.290019 nChanged 60 SP:Iteration 113Q (17436.780000 sec): 3 clusters Score: Raw -3268735.928611 + Penalty 4924.836856 = -3263811.091755 nChanged 50 SP:Iteration 114Q (17437.100000 sec): 3 clusters Score: Raw -3268744.116914 + Penalty 4924.836856 = -3263819.280058 nChanged 59 SP:Iteration 115Q (17437.380000 sec): 3 clusters Score: Raw -3268752.529324 + Penalty 4924.836856 = -3263827.692468 nChanged 58 SP:Iteration 116Q (17437.710000 sec): 3 clusters Score: Raw -3268761.540385 + Penalty 4924.836856 = -3263836.703529 nChanged 74 SP:Iteration 117Q (17437.990000 sec): 3 clusters Score: Raw -3268772.402797 + Penalty 4924.836856 = -3263847.565941 nChanged 79 SP:Iteration 118Q (17438.300000 sec): 3 clusters Score: Raw -3268784.643774 + Penalty 4924.836856 = -3263859.806918 nChanged 72 SP:Iteration 119Q (17438.610000 sec): 3 clusters Score: Raw -3268794.730709 + Penalty 4924.836856 = -3263869.893853 nChanged 74 SP:Iteration 120F (17438.930000 sec): 3 clusters Score: Raw -3268804.366774 + Penalty 4924.836856 = -3263879.529918 nChanged 72 SP:Iteration 121Q (17439.210000 sec): 3 clusters Score: Raw -3268815.467786 + Penalty 4924.836856 = -3263890.630930 nChanged 76 SP:Iteration 122Q (17439.560000 sec): 3 clusters Score: Raw -3268827.150377 + Penalty 4924.836856 = -3263902.313520 nChanged 75 SP:Iteration 123Q (17439.810000 sec): 3 clusters Score: Raw -3268836.801838 + Penalty 4924.836856 = -3263911.964982 nChanged 76 SP:Iteration 124Q (17440.130000 sec): 3 clusters Score: Raw -3268848.415515 + Penalty 4924.836856 = -3263923.578659 nChanged 80 SP:Iteration 125Q (17440.400000 sec): 3 clusters Score: Raw -3268861.855035 + Penalty 4924.836856 = -3263937.018179 nChanged 74 SP:Iteration 126Q (17440.690000 sec): 3 clusters Score: Raw -3268873.780484 + Penalty 4924.836856 = -3263948.943627 nChanged 85 SP:Iteration 127Q (17440.970000 sec): 3 clusters Score: Raw -3268888.733043 + Penalty 4924.836856 = -3263963.896187 nChanged 102 SP:Iteration 128Q (17441.200000 sec): 3 clusters Score: Raw -3268906.744311 + Penalty 4924.836856 = -3263981.907455 nChanged 105 SP:Iteration 129Q (17441.500000 sec): 3 clusters Score: Raw -3268926.354207 + Penalty 4924.836856 = -3264001.517351 nChanged 104 SP:Iteration 130Q (17441.760000 sec): 3 clusters Score: Raw -3268945.050029 + Penalty 4924.836856 = -3264020.213173 nChanged 97 SP:Iteration 131Q (17442.050000 sec): 3 clusters Score: Raw -3268962.245397 + Penalty 4924.836856 = -3264037.408541 nChanged 102 SP:Iteration 132Q (17442.330000 sec): 3 clusters Score: Raw -3268980.546236 + Penalty 4924.836856 = -3264055.709380 nChanged 105 SP:Iteration 133Q (17442.620000 sec): 3 clusters Score: Raw -3268998.840073 + Penalty 4924.836856 = -3264074.003217 nChanged 113 SP:Iteration 134Q (17442.900000 sec): 3 clusters Score: Raw -3269020.574431 + Penalty 4924.836856 = -3264095.737575 nChanged 133 SP:Iteration 135Q (17443.170000 sec): 3 clusters Score: Raw -3269049.701880 + Penalty 4924.836856 = -3264124.865024 nChanged 144 SP:Iteration 136Q (17443.520000 sec): 3 clusters Score: Raw -3269084.497413 + Penalty 4924.836856 = -3264159.660557 nChanged 159 SP:Iteration 137Q (17443.820000 sec): 3 clusters Score: Raw -3269119.914091 + Penalty 4924.836856 = -3264195.077234 nChanged 174 SP:Iteration 138Q (17444.090000 sec): 3 clusters Score: Raw -3269162.762904 + Penalty 4924.836856 = -3264237.926047 nChanged 184 SP:Iteration 139Q (17444.400000 sec): 3 clusters Score: Raw -3269208.485715 + Penalty 4924.836856 = -3264283.648859 nChanged 179 SP:Iteration 140F (17444.670000 sec): 3 clusters Score: Raw -3269250.637973 + Penalty 4924.836856 = -3264325.801117 nChanged 169 SP:Iteration 141Q (17444.970000 sec): 3 clusters Score: Raw -3269293.536378 + Penalty 4924.836856 = -3264368.699522 nChanged 186 SP:Iteration 142Q (17445.290000 sec): 3 clusters Score: Raw -3269342.404914 + Penalty 4924.836856 = -3264417.568058 nChanged 184 SP:Iteration 143Q (17445.560000 sec): 3 clusters Score: Raw -3269392.446798 + Penalty 4924.836856 = -3264467.609942 nChanged 166 SP:Iteration 144Q (17445.890000 sec): 3 clusters Score: Raw -3269440.753367 + Penalty 4924.836856 = -3264515.916511 nChanged 192 SP:Iteration 145Q (17446.180000 sec): 3 clusters Score: Raw -3269495.566888 + Penalty 4924.836856 = -3264570.730032 nChanged 176 SP:Iteration 146Q (17446.460000 sec): 3 clusters Score: Raw -3269547.482610 + Penalty 4924.836856 = -3264622.645754 nChanged 173 SP:Iteration 147Q (17446.740000 sec): 3 clusters Score: Raw -3269598.899639 + Penalty 4924.836856 = -3264674.062783 nChanged 164 SP:Iteration 148Q (17447.060000 sec): 3 clusters Score: Raw -3269646.220396 + Penalty 4924.836856 = -3264721.383539 nChanged 159 SP:Iteration 149Q (17447.320000 sec): 3 clusters Score: Raw -3269695.458447 + Penalty 4924.836856 = -3264770.621591 nChanged 174 SP:Iteration 150Q (17447.620000 sec): 3 clusters Score: Raw -3269754.292418 + Penalty 4924.836856 = -3264829.455562 nChanged 177 SP:Iteration 151Q (17447.910000 sec): 3 clusters Score: Raw -3269814.229728 + Penalty 4924.836856 = -3264889.392872 nChanged 189 SP:Iteration 152Q (17448.210000 sec): 3 clusters Score: Raw -3269882.579896 + Penalty 4924.836856 = -3264957.743040 nChanged 187 SP:Iteration 153Q (17448.520000 sec): 3 clusters Score: Raw -3269957.233021 + Penalty 4924.836856 = -3265032.396165 nChanged 198 SP:Iteration 154Q (17448.810000 sec): 3 clusters Score: Raw -3270040.406811 + Penalty 4924.836856 = -3265115.569955 nChanged 175 SP:Iteration 155Q (17449.130000 sec): 3 clusters Score: Raw -3270116.077228 + Penalty 4924.836856 = -3265191.240372 nChanged 187 SP:Iteration 156Q (17449.440000 sec): 3 clusters Score: Raw -3270199.121475 + Penalty 4924.836856 = -3265274.284619 nChanged 173 SP:Iteration 157Q (17449.740000 sec): 3 clusters Score: Raw -3270278.710264 + Penalty 4924.836856 = -3265353.873408 nChanged 169 SP:Iteration 158Q (17450.020000 sec): 3 clusters Score: Raw -3270363.875704 + Penalty 4924.836856 = -3265439.038847 nChanged 163 SP:Iteration 159Q (17450.250000 sec): 3 clusters Score: Raw -3270446.993300 + Penalty 4924.836856 = -3265522.156443 nChanged 154 SP:Iteration 160F (17450.550000 sec): 3 clusters Score: Raw -3270528.248274 + Penalty 4924.836856 = -3265603.411418 nChanged 140 SP:Iteration 161Q (17450.810000 sec): 3 clusters Score: Raw -3270600.868928 + Penalty 4924.836856 = -3265676.032071 nChanged 128 SP:Iteration 162Q (17451.090000 sec): 3 clusters Score: Raw -3270670.577374 + Penalty 4924.836856 = -3265745.740518 nChanged 116 SP:Iteration 163Q (17451.350000 sec): 3 clusters Score: Raw -3270732.038116 + Penalty 4924.836856 = -3265807.201260 nChanged 107 SP:Iteration 164Q (17451.610000 sec): 3 clusters Score: Raw -3270794.237478 + Penalty 4924.836856 = -3265869.400622 nChanged 95 SP:Iteration 165Q (17451.940000 sec): 3 clusters Score: Raw -3270849.280955 + Penalty 4924.836856 = -3265924.444098 nChanged 79 SP:Iteration 166Q (17452.150000 sec): 3 clusters Score: Raw -3270893.560707 + Penalty 4924.836856 = -3265968.723850 nChanged 68 SP:Iteration 167Q (17452.430000 sec): 3 clusters Score: Raw -3270932.667903 + Penalty 4924.836856 = -3266007.831047 nChanged 63 SP:Iteration 168Q (17452.680000 sec): 3 clusters Score: Raw -3270971.589745 + Penalty 4924.836856 = -3266046.752889 nChanged 52 SP:Iteration 169Q (17453.010000 sec): 3 clusters Score: Raw -3271003.256435 + Penalty 4924.836856 = -3266078.419579 nChanged 53 SP:Iteration 170Q (17453.230000 sec): 3 clusters Score: Raw -3271038.947355 + Penalty 4924.836856 = -3266114.110499 nChanged 44 SP:Iteration 171Q (17453.510000 sec): 3 clusters Score: Raw -3271065.060720 + Penalty 4924.836856 = -3266140.223863 nChanged 32 SP:Iteration 172Q (17453.820000 sec): 3 clusters Score: Raw -3271082.060889 + Penalty 4924.836856 = -3266157.224032 nChanged 28 SP:Iteration 173Q (17454.140000 sec): 3 clusters Score: Raw -3271098.071851 + Penalty 4924.836856 = -3266173.234994 nChanged 18 SP:Iteration 174Q (17454.380000 sec): 3 clusters Score: Raw -3271109.031319 + Penalty 4924.836856 = -3266184.194463 nChanged 17 SP:Iteration 175Q (17454.650000 sec): 3 clusters Score: Raw -3271119.334562 + Penalty 4924.836856 = -3266194.497706 nChanged 18 SP:Iteration 176Q (17454.920000 sec): 3 clusters Score: Raw -3271129.234586 + Penalty 4924.836856 = -3266204.397730 nChanged 6 SP:Iteration 177Q (17455.210000 sec): 3 clusters Score: Raw -3271132.407147 + Penalty 4924.836856 = -3266207.570290 nChanged 5 SP:Iteration 178Q (17455.490000 sec): 3 clusters Score: Raw -3271136.610955 + Penalty 4924.836856 = -3266211.774098 nChanged 3 SP:Iteration 179Q (17455.730000 sec): 3 clusters Score: Raw -3271137.859772 + Penalty 4924.836856 = -3266213.022915 nChanged 3 SP:Iteration 180F (17456.000000 sec): 3 clusters Score: Raw -3271139.604890 + Penalty 4924.836856 = -3266214.768033 nChanged 5 SP:Iteration 181Q (17456.250000 sec): 3 clusters Score: Raw -3271142.771576 + Penalty 4924.836856 = -3266217.934720 nChanged 3 SP:Iteration 182Q (17456.520000 sec): 3 clusters Score: Raw -3271144.003573 + Penalty 4924.836856 = -3266219.166717 nChanged 2 SP:Iteration 183Q (17456.800000 sec): 3 clusters Score: Raw -3271144.643131 + Penalty 4924.836856 = -3266219.806275 nChanged 3 SP:Iteration 184Q (17457.060000 sec): 3 clusters Score: Raw -3271146.519869 + Penalty 4924.836856 = -3266221.683012 nChanged 5 SP:Iteration 185Q (17457.320000 sec): 3 clusters Score: Raw -3271148.916095 + Penalty 4924.836856 = -3266224.079239 nChanged 7 SP:Iteration 186Q (17457.630000 sec): 3 clusters Score: Raw -3271152.080711 + Penalty 4924.836856 = -3266227.243855 nChanged 7 SP:Iteration 187Q (17457.920000 sec): 3 clusters Score: Raw -3271155.828465 + Penalty 4924.836856 = -3266230.991609 nChanged 5 SP:Iteration 188Q (17458.200000 sec): 3 clusters Score: Raw -3271159.100894 + Penalty 4924.836856 = -3266234.264038 nChanged 5 SP:Iteration 189Q (17458.430000 sec): 3 clusters Score: Raw -3271161.785702 + Penalty 4924.836856 = -3266236.948845 nChanged 1 SP:Iteration 190Q (17458.730000 sec): 3 clusters Score: Raw -3271162.054670 + Penalty 4924.836856 = -3266237.217813 nChanged 1 SP:Iteration 191Q (17458.990000 sec): 3 clusters Score: Raw -3271162.380495 + Penalty 4924.836856 = -3266237.543639 nChanged 0 SP:Iteration 192F (17459.260000 sec): 3 clusters Score: Raw -3271162.380495 + Penalty 4924.836856 = -3266237.543639 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17459.320000 sec): 2 clusters Score: Raw -53019.563716 + Penalty 1552.849938 = -51466.713778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17459.510000 sec): 3 clusters Score: Raw -53116.698057 + Penalty 3105.699875 = -50010.998182 nChanged 114 SP:Iteration 1F (17459.710000 sec): 3 clusters Score: Raw -53396.616040 + Penalty 3105.699875 = -50290.916165 nChanged 37 SP:Iteration 2F (17459.860000 sec): 3 clusters Score: Raw -53590.136430 + Penalty 3105.699875 = -50484.436554 nChanged 33 SP:Iteration 3F (17460.070000 sec): 3 clusters Score: Raw -53746.975907 + Penalty 3105.699875 = -50641.276031 nChanged 30 SP:Iteration 4F (17460.250000 sec): 3 clusters Score: Raw -53896.614674 + Penalty 3105.699875 = -50790.914798 nChanged 27 SP:Iteration 5F (17460.420000 sec): 3 clusters Score: Raw -54029.679645 + Penalty 3105.699875 = -50923.979770 nChanged 27 SP:Iteration 6F (17460.570000 sec): 3 clusters Score: Raw -54168.601207 + Penalty 3105.699875 = -51062.901331 nChanged 29 SP:Iteration 7F (17460.730000 sec): 3 clusters Score: Raw -54369.472315 + Penalty 3105.699875 = -51263.772440 nChanged 23 SP:Iteration 8Q (17460.920000 sec): 3 clusters Score: Raw -54607.612559 + Penalty 3105.699875 = -51501.912684 nChanged 15 SP:Iteration 9Q (17461.090000 sec): 3 clusters Score: Raw -54758.820507 + Penalty 3105.699875 = -51653.120631 nChanged 8 SP:Iteration 10Q (17461.240000 sec): 3 clusters Score: Raw -54920.773807 + Penalty 3105.699875 = -51815.073931 nChanged 6 SP:Iteration 11Q (17461.440000 sec): 3 clusters Score: Raw -54955.435529 + Penalty 3105.699875 = -51849.735654 nChanged 3 SP:Iteration 12Q (17461.600000 sec): 3 clusters Score: Raw -54965.612786 + Penalty 3105.699875 = -51859.912911 nChanged 2 SP:Iteration 13Q (17461.790000 sec): 3 clusters Score: Raw -54970.928871 + Penalty 3105.699875 = -51865.228996 nChanged 2 SP:Iteration 14Q (17461.990000 sec): 3 clusters Score: Raw -54973.868714 + Penalty 3105.699875 = -51868.168838 nChanged 2 SP:Iteration 15Q (17462.160000 sec): 3 clusters Score: Raw -54981.765881 + Penalty 3105.699875 = -51876.066005 nChanged 1 SP:Iteration 16Q (17462.350000 sec): 3 clusters Score: Raw -54991.929094 + Penalty 3105.699875 = -51886.229218 nChanged 0 SP:Iteration 17F (17462.490000 sec): 3 clusters Score: Raw -54991.929094 + Penalty 3105.699875 = -51886.229218 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (1158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17462.630000 sec): 2 clusters Score: Raw -158436.315574 + Penalty 1749.503515 = -156686.812059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17462.790000 sec): 3 clusters Score: Raw -158176.347355 + Penalty 3499.007030 = -154677.340325 nChanged 320 SP:Iteration 1F (17462.970000 sec): 3 clusters Score: Raw -158506.267430 + Penalty 3499.007030 = -155007.260399 nChanged 87 SP:Iteration 2F (17463.130000 sec): 3 clusters Score: Raw -158657.469481 + Penalty 3499.007030 = -155158.462451 nChanged 78 SP:Iteration 3F (17463.300000 sec): 3 clusters Score: Raw -158851.527095 + Penalty 3499.007030 = -155352.520064 nChanged 82 SP:Iteration 4F (17463.490000 sec): 3 clusters Score: Raw -159099.615306 + Penalty 3499.007030 = -155600.608276 nChanged 87 SP:Iteration 5F (17463.700000 sec): 3 clusters Score: Raw -159380.503065 + Penalty 3499.007030 = -155881.496035 nChanged 69 SP:Iteration 6F (17463.870000 sec): 3 clusters Score: Raw -159612.392788 + Penalty 3499.007030 = -156113.385757 nChanged 42 SP:Iteration 7Q (17464.070000 sec): 3 clusters Score: Raw -159737.545261 + Penalty 3499.007030 = -156238.538230 nChanged 22 SP:Iteration 8Q (17464.270000 sec): 3 clusters Score: Raw -159787.351744 + Penalty 3499.007030 = -156288.344713 nChanged 13 SP:Iteration 9Q (17464.450000 sec): 3 clusters Score: Raw -159818.621277 + Penalty 3499.007030 = -156319.614247 nChanged 15 SP:Iteration 10Q (17464.670000 sec): 3 clusters Score: Raw -159857.708907 + Penalty 3499.007030 = -156358.701876 nChanged 16 SP:Iteration 11Q (17464.850000 sec): 3 clusters Score: Raw -159916.577586 + Penalty 3499.007030 = -156417.570555 nChanged 17 SP:Iteration 12Q (17465.000000 sec): 3 clusters Score: Raw -159964.582014 + Penalty 3499.007030 = -156465.574983 nChanged 15 SP:Iteration 13Q (17465.210000 sec): 3 clusters Score: Raw -159998.096345 + Penalty 3499.007030 = -156499.089315 nChanged 8 SP:Iteration 14Q (17465.390000 sec): 3 clusters Score: Raw -160011.322143 + Penalty 3499.007030 = -156512.315113 nChanged 7 SP:Iteration 15Q (17465.560000 sec): 3 clusters Score: Raw -160023.713765 + Penalty 3499.007030 = -156524.706735 nChanged 6 SP:Iteration 16Q (17465.770000 sec): 3 clusters Score: Raw -160029.879907 + Penalty 3499.007030 = -156530.872877 nChanged 1 SP:Iteration 17Q (17465.930000 sec): 3 clusters Score: Raw -160031.212137 + Penalty 3499.007030 = -156532.205107 nChanged 0 SP:Iteration 18F (17466.140000 sec): 3 clusters Score: Raw -160031.212137 + Penalty 3499.007030 = -156532.205107 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17466.230000 sec): 2 clusters Score: Raw -72695.884473 + Penalty 1522.156309 = -71173.728164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17466.410000 sec): 3 clusters Score: Raw -72754.258924 + Penalty 3044.312619 = -69709.946305 nChanged 74 SP:Iteration 1F (17466.560000 sec): 3 clusters Score: Raw -72950.023081 + Penalty 3044.312619 = -69905.710462 nChanged 23 SP:Iteration 2Q (17466.750000 sec): 3 clusters Score: Raw -73021.624552 + Penalty 3044.312619 = -69977.311933 nChanged 14 SP:Iteration 3Q (17466.970000 sec): 3 clusters Score: Raw -73063.342785 + Penalty 3044.312619 = -70019.030166 nChanged 10 SP:Iteration 4Q (17467.130000 sec): 3 clusters Score: Raw -73097.188182 + Penalty 3044.312619 = -70052.875564 nChanged 8 SP:Iteration 5Q (17467.320000 sec): 3 clusters Score: Raw -73139.587008 + Penalty 3044.312619 = -70095.274389 nChanged 3 SP:Iteration 6Q (17467.540000 sec): 3 clusters Score: Raw -73145.248775 + Penalty 3044.312619 = -70100.936156 nChanged 1 SP:Iteration 7Q (17467.690000 sec): 3 clusters Score: Raw -73147.302764 + Penalty 3044.312619 = -70102.990145 nChanged 1 SP:Iteration 8Q (17467.870000 sec): 3 clusters Score: Raw -73149.900761 + Penalty 3044.312619 = -70105.588142 nChanged 2 SP:Iteration 9Q (17468.090000 sec): 3 clusters Score: Raw -73157.449832 + Penalty 3044.312619 = -70113.137213 nChanged 3 SP:Iteration 10Q (17468.270000 sec): 3 clusters Score: Raw -73164.604895 + Penalty 3044.312619 = -70120.292277 nChanged 3 SP:Iteration 11Q (17468.430000 sec): 3 clusters Score: Raw -73173.971325 + Penalty 3044.312619 = -70129.658706 nChanged 2 SP:Iteration 12Q (17468.660000 sec): 3 clusters Score: Raw -73178.709958 + Penalty 3044.312619 = -70134.397339 nChanged 0 SP:Iteration 13F (17468.840000 sec): 3 clusters Score: Raw -73178.709958 + Penalty 3044.312619 = -70134.397339 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (10387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17468.990000 sec): 2 clusters Score: Raw -1550708.576687 + Penalty 2293.580955 = -1548414.995732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17469.280000 sec): 3 clusters Score: Raw -1545084.345764 + Penalty 4587.161910 = -1540497.183853 nChanged 4375 SP:Iteration 1F (17469.530000 sec): 3 clusters Score: Raw -1547381.124364 + Penalty 4587.161910 = -1542793.962454 nChanged 625 SP:Iteration 2F (17469.720000 sec): 3 clusters Score: Raw -1547674.471937 + Penalty 4587.161910 = -1543087.310026 nChanged 491 SP:Iteration 3Q (17469.950000 sec): 3 clusters Score: Raw -1547896.973135 + Penalty 4587.161910 = -1543309.811225 nChanged 472 SP:Iteration 4Q (17470.170000 sec): 3 clusters Score: Raw -1548119.037653 + Penalty 4587.161910 = -1543531.875743 nChanged 439 SP:Iteration 5Q (17470.390000 sec): 3 clusters Score: Raw -1548343.922485 + Penalty 4587.161910 = -1543756.760575 nChanged 480 SP:Iteration 6Q (17470.630000 sec): 3 clusters Score: Raw -1548629.221506 + Penalty 4587.161910 = -1544042.059596 nChanged 517 SP:Iteration 7Q (17470.870000 sec): 3 clusters Score: Raw -1548975.720623 + Penalty 4587.161910 = -1544388.558712 nChanged 527 SP:Iteration 8F (17471.100000 sec): 3 clusters Score: Raw -1549366.397877 + Penalty 4587.161910 = -1544779.235967 nChanged 519 SP:Iteration 9Q (17471.340000 sec): 3 clusters Score: Raw -1549791.027687 + Penalty 4587.161910 = -1545203.865776 nChanged 454 SP:Iteration 10Q (17471.570000 sec): 3 clusters Score: Raw -1550152.809139 + Penalty 4587.161910 = -1545565.647229 nChanged 318 SP:Iteration 11Q (17471.870000 sec): 3 clusters Score: Raw -1550405.568022 + Penalty 4587.161910 = -1545818.406111 nChanged 217 SP:Iteration 12Q (17472.100000 sec): 3 clusters Score: Raw -1550579.670174 + Penalty 4587.161910 = -1545992.508263 nChanged 143 SP:Iteration 13Q (17472.350000 sec): 3 clusters Score: Raw -1550694.996039 + Penalty 4587.161910 = -1546107.834129 nChanged 91 SP:Iteration 14Q (17472.600000 sec): 3 clusters Score: Raw -1550778.642449 + Penalty 4587.161910 = -1546191.480538 nChanged 76 SP:Iteration 15Q (17472.820000 sec): 3 clusters Score: Raw -1550863.598416 + Penalty 4587.161910 = -1546276.436506 nChanged 47 SP:Iteration 16Q (17473.050000 sec): 3 clusters Score: Raw -1550909.475898 + Penalty 4587.161910 = -1546322.313988 nChanged 49 SP:Iteration 17Q (17473.330000 sec): 3 clusters Score: Raw -1550947.414896 + Penalty 4587.161910 = -1546360.252985 nChanged 31 SP:Iteration 18Q (17473.590000 sec): 3 clusters Score: Raw -1550979.245369 + Penalty 4587.161910 = -1546392.083458 nChanged 27 SP:Iteration 19Q (17473.810000 sec): 3 clusters Score: Raw -1551003.215138 + Penalty 4587.161910 = -1546416.053228 nChanged 21 SP:Iteration 20F (17474.090000 sec): 3 clusters Score: Raw -1551019.320963 + Penalty 4587.161910 = -1546432.159053 nChanged 8 SP:Iteration 21Q (17474.310000 sec): 3 clusters Score: Raw -1551025.426297 + Penalty 4587.161910 = -1546438.264387 nChanged 5 SP:Iteration 22Q (17474.540000 sec): 3 clusters Score: Raw -1551029.213467 + Penalty 4587.161910 = -1546442.051556 nChanged 4 SP:Iteration 23Q (17474.830000 sec): 3 clusters Score: Raw -1551032.076713 + Penalty 4587.161910 = -1546444.914802 nChanged 4 SP:Iteration 24Q (17475.010000 sec): 3 clusters Score: Raw -1551036.698132 + Penalty 4587.161910 = -1546449.536222 nChanged 5 SP:Iteration 25Q (17475.250000 sec): 3 clusters Score: Raw -1551041.933930 + Penalty 4587.161910 = -1546454.772019 nChanged 5 SP:Iteration 26Q (17475.460000 sec): 3 clusters Score: Raw -1551046.276674 + Penalty 4587.161910 = -1546459.114763 nChanged 7 SP:Iteration 27Q (17475.710000 sec): 3 clusters Score: Raw -1551050.777482 + Penalty 4587.161910 = -1546463.615572 nChanged 5 SP:Iteration 28Q (17475.910000 sec): 3 clusters Score: Raw -1551055.403909 + Penalty 4587.161910 = -1546468.241999 nChanged 2 SP:Iteration 29Q (17476.150000 sec): 3 clusters Score: Raw -1551056.973764 + Penalty 4587.161910 = -1546469.811853 nChanged 1 SP:Iteration 30Q (17476.360000 sec): 3 clusters Score: Raw -1551057.777623 + Penalty 4587.161910 = -1546470.615713 nChanged 0 SP:Iteration 31F (17476.590000 sec): 3 clusters Score: Raw -1551057.777623 + Penalty 4587.161910 = -1546470.615713 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17476.720000 sec): 2 clusters Score: Raw -51412.730055 + Penalty 1465.877568 = -49946.852487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17476.870000 sec): 3 clusters Score: Raw -51506.014096 + Penalty 2931.755135 = -48574.258961 nChanged 49 SP:Iteration 1F (17477.070000 sec): 3 clusters Score: Raw -51642.257140 + Penalty 2931.755135 = -48710.502005 nChanged 16 SP:Iteration 2Q (17477.220000 sec): 3 clusters Score: Raw -51697.212377 + Penalty 2931.755135 = -48765.457242 nChanged 11 SP:Iteration 3Q (17477.430000 sec): 3 clusters Score: Raw -51741.858864 + Penalty 2931.755135 = -48810.103728 nChanged 6 SP:Iteration 4Q (17477.570000 sec): 3 clusters Score: Raw -51771.303470 + Penalty 2931.755135 = -48839.548334 nChanged 3 SP:Iteration 5Q (17477.730000 sec): 3 clusters Score: Raw -51779.248455 + Penalty 2931.755135 = -48847.493320 nChanged 3 SP:Iteration 6Q (17477.920000 sec): 3 clusters Score: Raw -51788.959858 + Penalty 2931.755135 = -48857.204722 nChanged 0 SP:Iteration 7F (17478.070000 sec): 3 clusters Score: Raw -51788.959858 + Penalty 2931.755135 = -48857.204722 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17478.160000 sec): 2 clusters Score: Raw -20267.898556 + Penalty 1220.155270 = -19047.743287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17478.310000 sec): 3 clusters Score: Raw -20545.775478 + Penalty 2440.310539 = -18105.464939 nChanged 4 SP:Iteration 1Q (17478.450000 sec): 3 clusters Score: Raw -20569.910088 + Penalty 2440.310539 = -18129.599548 nChanged 1 SP:Iteration 2Q (17478.640000 sec): 3 clusters Score: Raw -20581.208352 + Penalty 2440.310539 = -18140.897813 nChanged 0 SP:Iteration 3F (17478.790000 sec): 3 clusters Score: Raw -20581.208352 + Penalty 2440.310539 = -18140.897813 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (5175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17478.910000 sec): 2 clusters Score: Raw -791204.159351 + Penalty 2120.795465 = -789083.363886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17479.110000 sec): 3 clusters Score: Raw -788684.911867 + Penalty 4241.590931 = -784443.320937 nChanged 1994 SP:Iteration 1F (17479.280000 sec): 3 clusters Score: Raw -789751.320485 + Penalty 4241.590931 = -785509.729554 nChanged 381 SP:Iteration 2F (17479.500000 sec): 3 clusters Score: Raw -789956.024938 + Penalty 4241.590931 = -785714.434008 nChanged 246 SP:Iteration 3Q (17479.670000 sec): 3 clusters Score: Raw -790084.100983 + Penalty 4241.590931 = -785842.510053 nChanged 180 SP:Iteration 4Q (17479.890000 sec): 3 clusters Score: Raw -790177.561194 + Penalty 4241.590931 = -785935.970264 nChanged 145 SP:Iteration 5Q (17480.070000 sec): 3 clusters Score: Raw -790252.681948 + Penalty 4241.590931 = -786011.091017 nChanged 136 SP:Iteration 6Q (17480.240000 sec): 3 clusters Score: Raw -790323.332328 + Penalty 4241.590931 = -786081.741397 nChanged 132 SP:Iteration 7Q (17480.450000 sec): 3 clusters Score: Raw -790387.935472 + Penalty 4241.590931 = -786146.344542 nChanged 131 SP:Iteration 8Q (17480.670000 sec): 3 clusters Score: Raw -790449.004551 + Penalty 4241.590931 = -786207.413621 nChanged 124 SP:Iteration 9Q (17480.840000 sec): 3 clusters Score: Raw -790497.414468 + Penalty 4241.590931 = -786255.823537 nChanged 93 SP:Iteration 10Q (17481.060000 sec): 3 clusters Score: Raw -790540.456171 + Penalty 4241.590931 = -786298.865240 nChanged 107 SP:Iteration 11Q (17481.260000 sec): 3 clusters Score: Raw -790590.226045 + Penalty 4241.590931 = -786348.635114 nChanged 103 SP:Iteration 12Q (17481.450000 sec): 3 clusters Score: Raw -790640.704427 + Penalty 4241.590931 = -786399.113497 nChanged 110 SP:Iteration 13Q (17481.610000 sec): 3 clusters Score: Raw -790693.841781 + Penalty 4241.590931 = -786452.250850 nChanged 90 SP:Iteration 14Q (17481.800000 sec): 3 clusters Score: Raw -790734.915651 + Penalty 4241.590931 = -786493.324720 nChanged 94 SP:Iteration 15Q (17481.990000 sec): 3 clusters Score: Raw -790785.843108 + Penalty 4241.590931 = -786544.252177 nChanged 93 SP:Iteration 16Q (17482.170000 sec): 3 clusters Score: Raw -790834.869241 + Penalty 4241.590931 = -786593.278310 nChanged 96 SP:Iteration 17Q (17482.370000 sec): 3 clusters Score: Raw -790888.903517 + Penalty 4241.590931 = -786647.312586 nChanged 82 SP:Iteration 18Q (17482.570000 sec): 3 clusters Score: Raw -790935.671908 + Penalty 4241.590931 = -786694.080977 nChanged 72 SP:Iteration 19Q (17482.800000 sec): 3 clusters Score: Raw -790974.190656 + Penalty 4241.590931 = -786732.599726 nChanged 68 SP:Iteration 20F (17483.040000 sec): 3 clusters Score: Raw -791011.793933 + Penalty 4241.590931 = -786770.203002 nChanged 72 SP:Iteration 21Q (17483.230000 sec): 3 clusters Score: Raw -791051.912097 + Penalty 4241.590931 = -786810.321167 nChanged 68 SP:Iteration 22Q (17483.470000 sec): 3 clusters Score: Raw -791094.272683 + Penalty 4241.590931 = -786852.681752 nChanged 62 SP:Iteration 23Q (17483.640000 sec): 3 clusters Score: Raw -791131.162945 + Penalty 4241.590931 = -786889.572015 nChanged 58 SP:Iteration 24Q (17483.850000 sec): 3 clusters Score: Raw -791162.912497 + Penalty 4241.590931 = -786921.321566 nChanged 42 SP:Iteration 25Q (17484.060000 sec): 3 clusters Score: Raw -791183.393671 + Penalty 4241.590931 = -786941.802740 nChanged 27 SP:Iteration 26Q (17484.240000 sec): 3 clusters Score: Raw -791194.911710 + Penalty 4241.590931 = -786953.320779 nChanged 21 SP:Iteration 27Q (17484.460000 sec): 3 clusters Score: Raw -791206.212303 + Penalty 4241.590931 = -786964.621372 nChanged 21 SP:Iteration 28Q (17484.680000 sec): 3 clusters Score: Raw -791217.654281 + Penalty 4241.590931 = -786976.063351 nChanged 17 SP:Iteration 29Q (17484.900000 sec): 3 clusters Score: Raw -791228.457975 + Penalty 4241.590931 = -786986.867045 nChanged 23 SP:Iteration 30Q (17485.080000 sec): 3 clusters Score: Raw -791240.525846 + Penalty 4241.590931 = -786998.934915 nChanged 22 SP:Iteration 31Q (17485.300000 sec): 3 clusters Score: Raw -791251.539679 + Penalty 4241.590931 = -787009.948749 nChanged 19 SP:Iteration 32Q (17485.470000 sec): 3 clusters Score: Raw -791260.348587 + Penalty 4241.590931 = -787018.757657 nChanged 21 SP:Iteration 33Q (17485.690000 sec): 3 clusters Score: Raw -791270.432318 + Penalty 4241.590931 = -787028.841388 nChanged 15 SP:Iteration 34Q (17485.910000 sec): 3 clusters Score: Raw -791281.436258 + Penalty 4241.590931 = -787039.845328 nChanged 22 SP:Iteration 35Q (17486.120000 sec): 3 clusters Score: Raw -791295.036741 + Penalty 4241.590931 = -787053.445810 nChanged 20 SP:Iteration 36Q (17486.290000 sec): 3 clusters Score: Raw -791308.035478 + Penalty 4241.590931 = -787066.444547 nChanged 8 SP:Iteration 37Q (17486.500000 sec): 3 clusters Score: Raw -791312.325982 + Penalty 4241.590931 = -787070.735051 nChanged 5 SP:Iteration 38Q (17486.740000 sec): 3 clusters Score: Raw -791315.502542 + Penalty 4241.590931 = -787073.911611 nChanged 9 SP:Iteration 39Q (17486.920000 sec): 3 clusters Score: Raw -791319.832735 + Penalty 4241.590931 = -787078.241805 nChanged 8 SP:Iteration 40F (17487.100000 sec): 3 clusters Score: Raw -791324.063417 + Penalty 4241.590931 = -787082.472486 nChanged 8 SP:Iteration 41Q (17487.300000 sec): 3 clusters Score: Raw -791327.954997 + Penalty 4241.590931 = -787086.364066 nChanged 7 SP:Iteration 42Q (17487.480000 sec): 3 clusters Score: Raw -791332.010431 + Penalty 4241.590931 = -787090.419500 nChanged 7 SP:Iteration 43Q (17487.670000 sec): 3 clusters Score: Raw -791336.746280 + Penalty 4241.590931 = -787095.155349 nChanged 9 SP:Iteration 44Q (17487.890000 sec): 3 clusters Score: Raw -791341.657827 + Penalty 4241.590931 = -787100.066896 nChanged 8 SP:Iteration 45Q (17488.060000 sec): 3 clusters Score: Raw -791345.256510 + Penalty 4241.590931 = -787103.665579 nChanged 2 SP:Iteration 46Q (17488.280000 sec): 3 clusters Score: Raw -791347.114931 + Penalty 4241.590931 = -787105.524001 nChanged 4 SP:Iteration 47Q (17488.500000 sec): 3 clusters Score: Raw -791349.527187 + Penalty 4241.590931 = -787107.936256 nChanged 6 SP:Iteration 48Q (17488.710000 sec): 3 clusters Score: Raw -791354.303974 + Penalty 4241.590931 = -787112.713043 nChanged 5 SP:Iteration 49Q (17488.940000 sec): 3 clusters Score: Raw -791357.762624 + Penalty 4241.590931 = -787116.171694 nChanged 4 SP:Iteration 50Q (17489.140000 sec): 3 clusters Score: Raw -791359.368575 + Penalty 4241.590931 = -787117.777644 nChanged 4 SP:Iteration 51Q (17489.370000 sec): 3 clusters Score: Raw -791362.409135 + Penalty 4241.590931 = -787120.818205 nChanged 5 SP:Iteration 52Q (17489.560000 sec): 3 clusters Score: Raw -791364.855872 + Penalty 4241.590931 = -787123.264941 nChanged 4 SP:Iteration 53Q (17489.770000 sec): 3 clusters Score: Raw -791367.171288 + Penalty 4241.590931 = -787125.580358 nChanged 2 SP:Iteration 54Q (17490.000000 sec): 3 clusters Score: Raw -791368.135683 + Penalty 4241.590931 = -787126.544753 nChanged 1 SP:Iteration 55Q (17490.190000 sec): 3 clusters Score: Raw -791369.001117 + Penalty 4241.590931 = -787127.410187 nChanged 3 SP:Iteration 56Q (17490.410000 sec): 3 clusters Score: Raw -791370.914368 + Penalty 4241.590931 = -787129.323438 nChanged 1 SP:Iteration 57Q (17490.600000 sec): 3 clusters Score: Raw -791371.233520 + Penalty 4241.590931 = -787129.642589 nChanged 0 SP:Iteration 58F (17490.820000 sec): 3 clusters Score: Raw -791371.233520 + Penalty 4241.590931 = -787129.642589 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 56 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17490.910000 sec): 2 clusters Score: Raw -27263.196567 + Penalty 1372.280593 = -25890.915974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17491.080000 sec): 3 clusters Score: Raw -27460.517766 + Penalty 2744.561186 = -24715.956580 nChanged 44 SP:Iteration 1F (17491.250000 sec): 3 clusters Score: Raw -27826.975788 + Penalty 2744.561186 = -25082.414601 nChanged 20 SP:Iteration 2F (17491.440000 sec): 3 clusters Score: Raw -28125.561065 + Penalty 2744.561186 = -25380.999879 nChanged 15 SP:Iteration 3F (17491.620000 sec): 3 clusters Score: Raw -28503.675387 + Penalty 2744.561186 = -25759.114200 nChanged 5 SP:Iteration 4Q (17491.830000 sec): 3 clusters Score: Raw -28681.096482 + Penalty 2744.561186 = -25936.535296 nChanged 3 SP:Iteration 5Q (17492.010000 sec): 3 clusters Score: Raw -28771.873180 + Penalty 2744.561186 = -26027.311994 nChanged 0 SP:Iteration 6F (17492.200000 sec): 3 clusters Score: Raw -28772.711060 + Penalty 2744.561186 = -26028.149873 nChanged 1 SP:Iteration 7Q (17492.360000 sec): 3 clusters Score: Raw -28784.715363 + Penalty 2744.561186 = -26040.154177 nChanged 2 SP:Iteration 8Q (17492.550000 sec): 3 clusters Score: Raw -28809.900602 + Penalty 2744.561186 = -26065.339416 nChanged 2 SP:Iteration 9Q (17492.740000 sec): 3 clusters Score: Raw -28827.099840 + Penalty 2744.561186 = -26082.538653 nChanged 2 SP:Iteration 10Q (17492.910000 sec): 3 clusters Score: Raw -28840.597141 + Penalty 2744.561186 = -26096.035954 nChanged 0 SP:Iteration 11F (17493.100000 sec): 3 clusters Score: Raw -28840.597141 + Penalty 2744.561186 = -26096.035954 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 57 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17493.190000 sec): 2 clusters Score: Raw -52573.030301 + Penalty 1479.604391 = -51093.425909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17493.380000 sec): 3 clusters Score: Raw -52622.271659 + Penalty 2959.208783 = -49663.062876 nChanged 63 SP:Iteration 1F (17493.510000 sec): 3 clusters Score: Raw -52813.188113 + Penalty 2959.208783 = -49853.979330 nChanged 19 SP:Iteration 2Q (17493.690000 sec): 3 clusters Score: Raw -52899.616132 + Penalty 2959.208783 = -49940.407350 nChanged 14 SP:Iteration 3Q (17493.860000 sec): 3 clusters Score: Raw -53000.015105 + Penalty 2959.208783 = -50040.806322 nChanged 15 SP:Iteration 4Q (17494.050000 sec): 3 clusters Score: Raw -53083.530284 + Penalty 2959.208783 = -50124.321501 nChanged 6 SP:Iteration 5Q (17494.260000 sec): 3 clusters Score: Raw -53106.236675 + Penalty 2959.208783 = -50147.027893 nChanged 2 SP:Iteration 6Q (17494.440000 sec): 3 clusters Score: Raw -53116.805935 + Penalty 2959.208783 = -50157.597152 nChanged 1 SP:Iteration 7Q (17494.620000 sec): 3 clusters Score: Raw -53119.309530 + Penalty 2959.208783 = -50160.100748 nChanged 0 SP:Iteration 8F (17494.780000 sec): 3 clusters Score: Raw -53119.309530 + Penalty 2959.208783 = -50160.100748 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 58 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17494.880000 sec): 2 clusters Score: Raw -47564.522372 + Penalty 1423.468642 = -46141.053730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17495.070000 sec): 3 clusters Score: Raw -47702.972217 + Penalty 2846.937284 = -44856.034932 nChanged 34 SP:Iteration 1F (17495.210000 sec): 3 clusters Score: Raw -47795.596357 + Penalty 2846.937284 = -44948.659072 nChanged 9 SP:Iteration 2Q (17495.380000 sec): 3 clusters Score: Raw -47850.817079 + Penalty 2846.937284 = -45003.879794 nChanged 6 SP:Iteration 3Q (17495.570000 sec): 3 clusters Score: Raw -47889.061795 + Penalty 2846.937284 = -45042.124511 nChanged 7 SP:Iteration 4Q (17495.750000 sec): 3 clusters Score: Raw -47930.156394 + Penalty 2846.937284 = -45083.219109 nChanged 2 SP:Iteration 5Q (17495.930000 sec): 3 clusters Score: Raw -47938.875506 + Penalty 2846.937284 = -45091.938221 nChanged 3 SP:Iteration 6Q (17496.110000 sec): 3 clusters Score: Raw -47948.579567 + Penalty 2846.937284 = -45101.642283 nChanged 3 SP:Iteration 7Q (17496.290000 sec): 3 clusters Score: Raw -47956.710422 + Penalty 2846.937284 = -45109.773138 nChanged 2 SP:Iteration 8Q (17496.490000 sec): 3 clusters Score: Raw -47970.548974 + Penalty 2846.937284 = -45123.611689 nChanged 1 SP:Iteration 9Q (17496.690000 sec): 3 clusters Score: Raw -47972.600323 + Penalty 2846.937284 = -45125.663038 nChanged 0 SP:Iteration 10F (17496.840000 sec): 3 clusters Score: Raw -47972.600323 + Penalty 2846.937284 = -45125.663038 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 59 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17496.960000 sec): 2 clusters Score: Raw -47376.957672 + Penalty 1506.685816 = -45870.271856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17497.190000 sec): 3 clusters Score: Raw -47531.646353 + Penalty 3013.371631 = -44518.274722 nChanged 96 SP:Iteration 1F (17497.330000 sec): 3 clusters Score: Raw -47907.166586 + Penalty 3013.371631 = -44893.794954 nChanged 37 SP:Iteration 2F (17497.510000 sec): 3 clusters Score: Raw -48169.126740 + Penalty 3013.371631 = -45155.755109 nChanged 34 SP:Iteration 3F (17497.660000 sec): 3 clusters Score: Raw -48498.427723 + Penalty 3013.371631 = -45485.056092 nChanged 16 SP:Iteration 4Q (17497.870000 sec): 3 clusters Score: Raw -48639.545020 + Penalty 3013.371631 = -45626.173388 nChanged 8 SP:Iteration 5Q (17498.060000 sec): 3 clusters Score: Raw -48685.047954 + Penalty 3013.371631 = -45671.676323 nChanged 5 SP:Iteration 6Q (17498.260000 sec): 3 clusters Score: Raw -48713.874717 + Penalty 3013.371631 = -45700.503086 nChanged 7 SP:Iteration 7Q (17498.430000 sec): 3 clusters Score: Raw -48759.655941 + Penalty 3013.371631 = -45746.284309 nChanged 6 SP:Iteration 8Q (17498.590000 sec): 3 clusters Score: Raw -48813.123493 + Penalty 3013.371631 = -45799.751862 nChanged 3 SP:Iteration 9Q (17498.820000 sec): 3 clusters Score: Raw -48825.016786 + Penalty 3013.371631 = -45811.645155 nChanged 3 SP:Iteration 10Q (17498.990000 sec): 3 clusters Score: Raw -48834.154886 + Penalty 3013.371631 = -45820.783255 nChanged 1 SP:Iteration 11Q (17499.210000 sec): 3 clusters Score: Raw -48838.884132 + Penalty 3013.371631 = -45825.512501 nChanged 2 SP:Iteration 12Q (17499.380000 sec): 3 clusters Score: Raw -48848.454545 + Penalty 3013.371631 = -45835.082914 nChanged 1 SP:Iteration 13Q (17499.530000 sec): 3 clusters Score: Raw -48851.860449 + Penalty 3013.371631 = -45838.488818 nChanged 1 SP:Iteration 14Q (17499.740000 sec): 3 clusters Score: Raw -48855.262286 + Penalty 3013.371631 = -45841.890654 nChanged 0 SP:Iteration 15F (17499.900000 sec): 3 clusters Score: Raw -48855.262286 + Penalty 3013.371631 = -45841.890654 nChanged 0 Iteration 219Q (17528.950000 sec): 62 clusters Score: Raw -67126207.584593 + Penalty 197080.831955 = -66929126.752638 nChanged 10 Iteration 220F (17583.870000 sec): 62 clusters Score: Raw -67127775.487628 + Penalty 197080.831955 = -66930694.655673 nChanged 90 Iteration 221Q (17611.100000 sec): 62 clusters Score: Raw -67132780.909334 + Penalty 197080.831955 = -66935700.077379 nChanged 35 Iteration 222Q (17638.670000 sec): 62 clusters Score: Raw -67133038.762276 + Penalty 197080.831955 = -66935957.930321 nChanged 11 Iteration 223Q (17665.630000 sec): 62 clusters Score: Raw -67133078.250225 + Penalty 197080.831955 = -66935997.418270 nChanged 9 Iteration 224Q (17692.320000 sec): 62 clusters Score: Raw -67133101.030841 + Penalty 197080.831955 = -66936020.198886 nChanged 7 Iteration 225Q (17718.520000 sec): 62 clusters Score: Raw -67133189.892723 + Penalty 197080.831955 = -66936109.060768 nChanged 2 Iteration 226Q (17745.050000 sec): 62 clusters Score: Raw -67133196.215890 + Penalty 197080.831955 = -66936115.383935 nChanged 3 Iteration 227Q (17770.630000 sec): 62 clusters Score: Raw -67133211.945782 + Penalty 197080.831955 = -66936131.113827 nChanged 0 Iteration 228F (17825.050000 sec): 62 clusters Score: Raw -67167705.367088 + Penalty 197080.831955 = -66970624.535133 nChanged 708 Iteration 229Q (17847.600000 sec): 62 clusters Score: Raw -67190912.894970 + Penalty 197080.831955 = -66993832.063015 nChanged 45 Iteration 230Q (17875.510000 sec): 62 clusters Score: Raw -67191457.298453 + Penalty 197080.831955 = -66994376.466498 nChanged 23 Iteration 231Q (17901.450000 sec): 62 clusters Score: Raw -67191654.127125 + Penalty 197080.831955 = -66994573.295170 nChanged 13 Iteration 232Q (17928.430000 sec): 62 clusters Score: Raw -67191880.590710 + Penalty 197080.831955 = -66994799.758754 nChanged 14 Iteration 233Q (17955.110000 sec): 62 clusters Score: Raw -67192060.925964 + Penalty 197080.831955 = -66994980.094009 nChanged 5 Iteration 234Q (17981.650000 sec): 62 clusters Score: Raw -67192124.728102 + Penalty 197080.831955 = -66995043.896147 nChanged 4 Iteration 235Q (18012.220000 sec): 62 clusters Score: Raw -67192161.163175 + Penalty 197080.831955 = -66995080.331220 nChanged 1 Iteration 236Q (18038.410000 sec): 62 clusters Score: Raw -67192163.444099 + Penalty 197080.831955 = -66995082.612144 nChanged 0 Iteration 237F (18091.600000 sec): 62 clusters Score: Raw -67197327.730595 + Penalty 197080.831955 = -67000246.898640 nChanged 136 Iteration 238Q (18117.020000 sec): 62 clusters Score: Raw -67199827.391679 + Penalty 197080.831955 = -67002746.559723 nChanged 34 Iteration 239Q (18146.220000 sec): 62 clusters Score: Raw -67200444.275604 + Penalty 197080.831955 = -67003363.443649 nChanged 15 Iteration 240F (18201.450000 sec): 62 clusters Score: Raw -67201262.820497 + Penalty 197080.831955 = -67004181.988542 nChanged 51 Iteration 241Q (18229.420000 sec): 62 clusters Score: Raw -67202431.836165 + Penalty 197080.831955 = -67005351.004210 nChanged 26 Iteration 242Q (18254.030000 sec): 62 clusters Score: Raw -67202825.520005 + Penalty 197080.831955 = -67005744.688049 nChanged 24 Iteration 243Q (18280.910000 sec): 62 clusters Score: Raw -67203424.900113 + Penalty 197080.831955 = -67006344.068157 nChanged 14 Iteration 244Q (18307.490000 sec): 62 clusters Score: Raw -67203572.318292 + Penalty 197080.831955 = -67006491.486336 nChanged 15 Iteration 245Q (18335.600000 sec): 62 clusters Score: Raw -67203771.866658 + Penalty 197080.831955 = -67006691.034703 nChanged 17 Iteration 246Q (18369.130000 sec): 62 clusters Score: Raw -67203927.371964 + Penalty 197080.831955 = -67006846.540009 nChanged 12 Iteration 247Q (18397.080000 sec): 62 clusters Score: Raw -67204045.036868 + Penalty 197080.831955 = -67006964.204913 nChanged 13 Iteration 248Q (18422.770000 sec): 62 clusters Score: Raw -67204164.839425 + Penalty 197080.831955 = -67007084.007470 nChanged 11 Iteration 249Q (18451.150000 sec): 62 clusters Score: Raw -67204364.321117 + Penalty 197080.831955 = -67007283.489162 nChanged 10 Iteration 250Q (18477.020000 sec): 62 clusters Score: Raw -67204693.828157 + Penalty 197080.831955 = -67007612.996202 nChanged 13 Iteration 251Q (18497.610000 sec): 62 clusters Score: Raw -67205152.415532 + Penalty 197080.831955 = -67008071.583577 nChanged 12 Iteration 252Q (18521.470000 sec): 62 clusters Score: Raw -67205550.920974 + Penalty 197080.831955 = -67008470.089019 nChanged 9 Iteration 253Q (18546.070000 sec): 62 clusters Score: Raw -67205919.850226 + Penalty 197080.831955 = -67008839.018271 nChanged 7 Iteration 254Q (18572.930000 sec): 62 clusters Score: Raw -67206924.784079 + Penalty 197080.831955 = -67009843.952124 nChanged 2 Iteration 255Q (18599.850000 sec): 62 clusters Score: Raw -67206959.728157 + Penalty 197080.831955 = -67009878.896202 nChanged 2 Iteration 256Q (18625.820000 sec): 62 clusters Score: Raw -67207016.809680 + Penalty 197080.831955 = -67009935.977725 nChanged 4 Iteration 257Q (18651.490000 sec): 62 clusters Score: Raw -67207058.202668 + Penalty 197080.831955 = -67009977.370712 nChanged 7 Iteration 258Q (18677.070000 sec): 62 clusters Score: Raw -67207083.040230 + Penalty 197080.831955 = -67010002.208274 nChanged 2 Writing temp clu file Because OldScore, -67009977.370712, is greater than current (better) Score,-67010002.208274 Compute initial score before splitting: Score: Raw -67207083.040230 + Penalty 197080.831955 = -67010002.208274 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18677.290000 sec): 2 clusters Score: Raw -206664.677172 + Penalty 1791.738845 = -204872.938328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18677.540000 sec): 3 clusters Score: Raw -206256.909626 + Penalty 3583.477689 = -202673.431937 nChanged 386 SP:Iteration 1F (18677.760000 sec): 3 clusters Score: Raw -206591.726462 + Penalty 3583.477689 = -203008.248773 nChanged 103 SP:Iteration 2F (18677.960000 sec): 3 clusters Score: Raw -206711.581111 + Penalty 3583.477689 = -203128.103422 nChanged 57 SP:Iteration 3Q (18678.130000 sec): 3 clusters Score: Raw -206762.518901 + Penalty 3583.477689 = -203179.041212 nChanged 29 SP:Iteration 4Q (18678.310000 sec): 3 clusters Score: Raw -206796.464158 + Penalty 3583.477689 = -203212.986469 nChanged 24 SP:Iteration 5Q (18678.500000 sec): 3 clusters Score: Raw -206829.281641 + Penalty 3583.477689 = -203245.803952 nChanged 21 SP:Iteration 6Q (18678.700000 sec): 3 clusters Score: Raw -206850.648917 + Penalty 3583.477689 = -203267.171228 nChanged 19 SP:Iteration 7Q (18678.870000 sec): 3 clusters Score: Raw -206869.382796 + Penalty 3583.477689 = -203285.905106 nChanged 14 SP:Iteration 8Q (18679.080000 sec): 3 clusters Score: Raw -206882.093275 + Penalty 3583.477689 = -203298.615585 nChanged 6 SP:Iteration 9Q (18679.250000 sec): 3 clusters Score: Raw -206889.310747 + Penalty 3583.477689 = -203305.833057 nChanged 4 SP:Iteration 10Q (18679.450000 sec): 3 clusters Score: Raw -206894.476601 + Penalty 3583.477689 = -203310.998912 nChanged 1 SP:Iteration 11Q (18679.650000 sec): 3 clusters Score: Raw -206895.510583 + Penalty 3583.477689 = -203312.032894 nChanged 4 SP:Iteration 12Q (18679.850000 sec): 3 clusters Score: Raw -206898.768666 + Penalty 3583.477689 = -203315.290976 nChanged 7 SP:Iteration 13Q (18680.050000 sec): 3 clusters Score: Raw -206904.408606 + Penalty 3583.477689 = -203320.930917 nChanged 6 SP:Iteration 14Q (18680.260000 sec): 3 clusters Score: Raw -206907.631755 + Penalty 3583.477689 = -203324.154066 nChanged 3 SP:Iteration 15Q (18680.460000 sec): 3 clusters Score: Raw -206910.246609 + Penalty 3583.477689 = -203326.768920 nChanged 0 SP:Iteration 16F (18680.650000 sec): 3 clusters Score: Raw -206910.246609 + Penalty 3583.477689 = -203326.768920 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (7792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18680.810000 sec): 2 clusters Score: Raw -1135844.076501 + Penalty 2222.291506 = -1133621.784996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18681.020000 sec): 3 clusters Score: Raw -1131725.923210 + Penalty 4444.583011 = -1127281.340199 nChanged 3170 SP:Iteration 1F (18681.290000 sec): 3 clusters Score: Raw -1133436.687170 + Penalty 4444.583011 = -1128992.104158 nChanged 567 SP:Iteration 2F (18681.560000 sec): 3 clusters Score: Raw -1133755.747365 + Penalty 4444.583011 = -1129311.164354 nChanged 425 SP:Iteration 3F (18681.790000 sec): 3 clusters Score: Raw -1134000.863217 + Penalty 4444.583011 = -1129556.280206 nChanged 374 SP:Iteration 4Q (18681.980000 sec): 3 clusters Score: Raw -1134200.412898 + Penalty 4444.583011 = -1129755.829887 nChanged 331 SP:Iteration 5Q (18682.200000 sec): 3 clusters Score: Raw -1134427.852710 + Penalty 4444.583011 = -1129983.269699 nChanged 338 SP:Iteration 6Q (18682.430000 sec): 3 clusters Score: Raw -1134679.811884 + Penalty 4444.583011 = -1130235.228873 nChanged 352 SP:Iteration 7Q (18682.690000 sec): 3 clusters Score: Raw -1134933.865979 + Penalty 4444.583011 = -1130489.282968 nChanged 324 SP:Iteration 8Q (18682.880000 sec): 3 clusters Score: Raw -1135154.228202 + Penalty 4444.583011 = -1130709.645190 nChanged 311 SP:Iteration 9Q (18683.150000 sec): 3 clusters Score: Raw -1135340.189649 + Penalty 4444.583011 = -1130895.606637 nChanged 275 SP:Iteration 10Q (18683.390000 sec): 3 clusters Score: Raw -1135502.406565 + Penalty 4444.583011 = -1131057.823554 nChanged 245 SP:Iteration 11Q (18683.610000 sec): 3 clusters Score: Raw -1135654.396464 + Penalty 4444.583011 = -1131209.813453 nChanged 245 SP:Iteration 12Q (18683.840000 sec): 3 clusters Score: Raw -1135818.129271 + Penalty 4444.583011 = -1131373.546260 nChanged 251 SP:Iteration 13Q (18684.110000 sec): 3 clusters Score: Raw -1135995.688814 + Penalty 4444.583011 = -1131551.105802 nChanged 250 SP:Iteration 14Q (18684.360000 sec): 3 clusters Score: Raw -1136190.279026 + Penalty 4444.583011 = -1131745.696015 nChanged 219 SP:Iteration 15Q (18684.580000 sec): 3 clusters Score: Raw -1136358.391692 + Penalty 4444.583011 = -1131913.808681 nChanged 164 SP:Iteration 16Q (18684.830000 sec): 3 clusters Score: Raw -1136463.089883 + Penalty 4444.583011 = -1132018.506872 nChanged 147 SP:Iteration 17Q (18685.040000 sec): 3 clusters Score: Raw -1136543.201894 + Penalty 4444.583011 = -1132098.618882 nChanged 117 SP:Iteration 18Q (18685.250000 sec): 3 clusters Score: Raw -1136605.255178 + Penalty 4444.583011 = -1132160.672167 nChanged 99 SP:Iteration 19Q (18685.460000 sec): 3 clusters Score: Raw -1136653.291205 + Penalty 4444.583011 = -1132208.708194 nChanged 83 SP:Iteration 20F (18685.720000 sec): 3 clusters Score: Raw -1136696.014996 + Penalty 4444.583011 = -1132251.431985 nChanged 72 SP:Iteration 21Q (18685.910000 sec): 3 clusters Score: Raw -1136728.826293 + Penalty 4444.583011 = -1132284.243281 nChanged 48 SP:Iteration 22Q (18686.200000 sec): 3 clusters Score: Raw -1136743.893348 + Penalty 4444.583011 = -1132299.310337 nChanged 26 SP:Iteration 23Q (18686.430000 sec): 3 clusters Score: Raw -1136751.380052 + Penalty 4444.583011 = -1132306.797041 nChanged 22 SP:Iteration 24Q (18686.680000 sec): 3 clusters Score: Raw -1136758.206113 + Penalty 4444.583011 = -1132313.623102 nChanged 23 SP:Iteration 25Q (18686.850000 sec): 3 clusters Score: Raw -1136765.459042 + Penalty 4444.583011 = -1132320.876031 nChanged 22 SP:Iteration 26Q (18687.080000 sec): 3 clusters Score: Raw -1136771.414691 + Penalty 4444.583011 = -1132326.831680 nChanged 22 SP:Iteration 27Q (18687.270000 sec): 3 clusters Score: Raw -1136778.082629 + Penalty 4444.583011 = -1132333.499618 nChanged 22 SP:Iteration 28Q (18687.520000 sec): 3 clusters Score: Raw -1136784.231309 + Penalty 4444.583011 = -1132339.648298 nChanged 18 SP:Iteration 29Q (18687.740000 sec): 3 clusters Score: Raw -1136788.389606 + Penalty 4444.583011 = -1132343.806594 nChanged 14 SP:Iteration 30Q (18688.000000 sec): 3 clusters Score: Raw -1136792.214068 + Penalty 4444.583011 = -1132347.631057 nChanged 14 SP:Iteration 31Q (18688.310000 sec): 3 clusters Score: Raw -1136796.761413 + Penalty 4444.583011 = -1132352.178402 nChanged 21 SP:Iteration 32Q (18688.560000 sec): 3 clusters Score: Raw -1136803.249966 + Penalty 4444.583011 = -1132358.666955 nChanged 15 SP:Iteration 33Q (18688.790000 sec): 3 clusters Score: Raw -1136807.459929 + Penalty 4444.583011 = -1132362.876918 nChanged 13 SP:Iteration 34Q (18689.000000 sec): 3 clusters Score: Raw -1136810.812028 + Penalty 4444.583011 = -1132366.229017 nChanged 8 SP:Iteration 35Q (18689.240000 sec): 3 clusters Score: Raw -1136812.891361 + Penalty 4444.583011 = -1132368.308350 nChanged 9 SP:Iteration 36Q (18689.480000 sec): 3 clusters Score: Raw -1136815.282512 + Penalty 4444.583011 = -1132370.699501 nChanged 7 SP:Iteration 37Q (18689.710000 sec): 3 clusters Score: Raw -1136817.128952 + Penalty 4444.583011 = -1132372.545941 nChanged 10 SP:Iteration 38Q (18689.910000 sec): 3 clusters Score: Raw -1136819.716073 + Penalty 4444.583011 = -1132375.133062 nChanged 10 SP:Iteration 39Q (18690.120000 sec): 3 clusters Score: Raw -1136822.894775 + Penalty 4444.583011 = -1132378.311764 nChanged 12 SP:Iteration 40F (18690.410000 sec): 3 clusters Score: Raw -1136827.225907 + Penalty 4444.583011 = -1132382.642896 nChanged 13 SP:Iteration 41Q (18690.630000 sec): 3 clusters Score: Raw -1136831.371222 + Penalty 4444.583011 = -1132386.788211 nChanged 11 SP:Iteration 42Q (18690.840000 sec): 3 clusters Score: Raw -1136835.187724 + Penalty 4444.583011 = -1132390.604713 nChanged 14 SP:Iteration 43Q (18691.110000 sec): 3 clusters Score: Raw -1136839.229948 + Penalty 4444.583011 = -1132394.646936 nChanged 13 SP:Iteration 44Q (18691.400000 sec): 3 clusters Score: Raw -1136843.618740 + Penalty 4444.583011 = -1132399.035729 nChanged 15 SP:Iteration 45Q (18691.590000 sec): 3 clusters Score: Raw -1136849.589682 + Penalty 4444.583011 = -1132405.006671 nChanged 16 SP:Iteration 46Q (18691.830000 sec): 3 clusters Score: Raw -1136853.731357 + Penalty 4444.583011 = -1132409.148346 nChanged 13 SP:Iteration 47Q (18692.100000 sec): 3 clusters Score: Raw -1136859.683110 + Penalty 4444.583011 = -1132415.100098 nChanged 20 SP:Iteration 48Q (18692.280000 sec): 3 clusters Score: Raw -1136871.731255 + Penalty 4444.583011 = -1132427.148243 nChanged 33 SP:Iteration 49Q (18692.530000 sec): 3 clusters Score: Raw -1136892.259268 + Penalty 4444.583011 = -1132447.676257 nChanged 40 SP:Iteration 50Q (18692.760000 sec): 3 clusters Score: Raw -1136916.304397 + Penalty 4444.583011 = -1132471.721386 nChanged 52 SP:Iteration 51Q (18692.930000 sec): 3 clusters Score: Raw -1136956.442335 + Penalty 4444.583011 = -1132511.859323 nChanged 51 SP:Iteration 52Q (18693.160000 sec): 3 clusters Score: Raw -1136990.358298 + Penalty 4444.583011 = -1132545.775287 nChanged 52 SP:Iteration 53Q (18693.410000 sec): 3 clusters Score: Raw -1137036.566761 + Penalty 4444.583011 = -1132591.983750 nChanged 56 SP:Iteration 54Q (18693.620000 sec): 3 clusters Score: Raw -1137103.282374 + Penalty 4444.583011 = -1132658.699363 nChanged 69 SP:Iteration 55Q (18693.840000 sec): 3 clusters Score: Raw -1137180.392244 + Penalty 4444.583011 = -1132735.809233 nChanged 63 SP:Iteration 56Q (18694.030000 sec): 3 clusters Score: Raw -1137237.052797 + Penalty 4444.583011 = -1132792.469786 nChanged 48 SP:Iteration 57Q (18694.250000 sec): 3 clusters Score: Raw -1137265.572315 + Penalty 4444.583011 = -1132820.989304 nChanged 34 SP:Iteration 58Q (18694.510000 sec): 3 clusters Score: Raw -1137284.460321 + Penalty 4444.583011 = -1132839.877310 nChanged 21 SP:Iteration 59Q (18694.720000 sec): 3 clusters Score: Raw -1137292.541806 + Penalty 4444.583011 = -1132847.958795 nChanged 13 SP:Iteration 60F (18694.920000 sec): 3 clusters Score: Raw -1137297.882757 + Penalty 4444.583011 = -1132853.299745 nChanged 4 SP:Iteration 61Q (18695.150000 sec): 3 clusters Score: Raw -1137299.402180 + Penalty 4444.583011 = -1132854.819169 nChanged 2 SP:Iteration 62Q (18695.360000 sec): 3 clusters Score: Raw -1137299.746742 + Penalty 4444.583011 = -1132855.163731 nChanged 2 SP:Iteration 63Q (18695.600000 sec): 3 clusters Score: Raw -1137300.642730 + Penalty 4444.583011 = -1132856.059718 nChanged 2 SP:Iteration 64Q (18695.820000 sec): 3 clusters Score: Raw -1137301.378732 + Penalty 4444.583011 = -1132856.795721 nChanged 1 SP:Iteration 65Q (18696.040000 sec): 3 clusters Score: Raw -1137301.625044 + Penalty 4444.583011 = -1132857.042033 nChanged 2 SP:Iteration 66Q (18696.280000 sec): 3 clusters Score: Raw -1137302.392023 + Penalty 4444.583011 = -1132857.809012 nChanged 1 SP:Iteration 67Q (18696.510000 sec): 3 clusters Score: Raw -1137302.610170 + Penalty 4444.583011 = -1132858.027159 nChanged 0 SP:Iteration 68F (18696.690000 sec): 3 clusters Score: Raw -1137302.610170 + Penalty 4444.583011 = -1132858.027159 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (6769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18696.810000 sec): 2 clusters Score: Raw -980621.636991 + Penalty 2187.386944 = -978434.250048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18697.090000 sec): 3 clusters Score: Raw -977180.436963 + Penalty 4374.773888 = -972805.663075 nChanged 2713 SP:Iteration 1F (18697.300000 sec): 3 clusters Score: Raw -978632.978301 + Penalty 4374.773888 = -974258.204414 nChanged 495 SP:Iteration 2F (18697.540000 sec): 3 clusters Score: Raw -978893.164732 + Penalty 4374.773888 = -974518.390844 nChanged 374 SP:Iteration 3F (18697.720000 sec): 3 clusters Score: Raw -979097.199782 + Penalty 4374.773888 = -974722.425894 nChanged 289 SP:Iteration 4Q (18697.910000 sec): 3 clusters Score: Raw -979246.211900 + Penalty 4374.773888 = -974871.438012 nChanged 259 SP:Iteration 5Q (18698.110000 sec): 3 clusters Score: Raw -979382.184550 + Penalty 4374.773888 = -975007.410663 nChanged 220 SP:Iteration 6Q (18698.280000 sec): 3 clusters Score: Raw -979518.535787 + Penalty 4374.773888 = -975143.761900 nChanged 222 SP:Iteration 7Q (18698.490000 sec): 3 clusters Score: Raw -979670.299532 + Penalty 4374.773888 = -975295.525645 nChanged 260 SP:Iteration 8Q (18698.720000 sec): 3 clusters Score: Raw -979857.705238 + Penalty 4374.773888 = -975482.931350 nChanged 251 SP:Iteration 9Q (18698.900000 sec): 3 clusters Score: Raw -980039.265254 + Penalty 4374.773888 = -975664.491366 nChanged 225 SP:Iteration 10Q (18699.120000 sec): 3 clusters Score: Raw -980207.331976 + Penalty 4374.773888 = -975832.558088 nChanged 204 SP:Iteration 11Q (18699.350000 sec): 3 clusters Score: Raw -980367.078657 + Penalty 4374.773888 = -975992.304770 nChanged 180 SP:Iteration 12Q (18699.560000 sec): 3 clusters Score: Raw -980513.735216 + Penalty 4374.773888 = -976138.961329 nChanged 160 SP:Iteration 13Q (18699.760000 sec): 3 clusters Score: Raw -980643.717904 + Penalty 4374.773888 = -976268.944017 nChanged 131 SP:Iteration 14Q (18699.980000 sec): 3 clusters Score: Raw -980761.920647 + Penalty 4374.773888 = -976387.146759 nChanged 103 SP:Iteration 15Q (18700.240000 sec): 3 clusters Score: Raw -980849.724919 + Penalty 4374.773888 = -976474.951031 nChanged 77 SP:Iteration 16Q (18700.540000 sec): 3 clusters Score: Raw -980916.755633 + Penalty 4374.773888 = -976541.981745 nChanged 60 SP:Iteration 17Q (18700.710000 sec): 3 clusters Score: Raw -980973.888848 + Penalty 4374.773888 = -976599.114961 nChanged 42 SP:Iteration 18Q (18700.960000 sec): 3 clusters Score: Raw -981010.519228 + Penalty 4374.773888 = -976635.745341 nChanged 33 SP:Iteration 19Q (18701.120000 sec): 3 clusters Score: Raw -981042.984966 + Penalty 4374.773888 = -976668.211078 nChanged 25 SP:Iteration 20F (18701.330000 sec): 3 clusters Score: Raw -981064.683372 + Penalty 4374.773888 = -976689.909484 nChanged 27 SP:Iteration 21Q (18701.540000 sec): 3 clusters Score: Raw -981085.820073 + Penalty 4374.773888 = -976711.046186 nChanged 21 SP:Iteration 22Q (18701.800000 sec): 3 clusters Score: Raw -981107.811869 + Penalty 4374.773888 = -976733.037982 nChanged 22 SP:Iteration 23Q (18702.020000 sec): 3 clusters Score: Raw -981143.783359 + Penalty 4374.773888 = -976769.009471 nChanged 29 SP:Iteration 24Q (18702.190000 sec): 3 clusters Score: Raw -981177.785906 + Penalty 4374.773888 = -976803.012019 nChanged 17 SP:Iteration 25Q (18702.400000 sec): 3 clusters Score: Raw -981194.269240 + Penalty 4374.773888 = -976819.495352 nChanged 21 SP:Iteration 26Q (18702.620000 sec): 3 clusters Score: Raw -981227.257137 + Penalty 4374.773888 = -976852.483249 nChanged 30 SP:Iteration 27Q (18702.880000 sec): 3 clusters Score: Raw -981264.667215 + Penalty 4374.773888 = -976889.893328 nChanged 27 SP:Iteration 28Q (18703.100000 sec): 3 clusters Score: Raw -981308.246447 + Penalty 4374.773888 = -976933.472559 nChanged 18 SP:Iteration 29Q (18703.300000 sec): 3 clusters Score: Raw -981327.100065 + Penalty 4374.773888 = -976952.326177 nChanged 15 SP:Iteration 30Q (18703.540000 sec): 3 clusters Score: Raw -981343.534145 + Penalty 4374.773888 = -976968.760257 nChanged 18 SP:Iteration 31Q (18703.730000 sec): 3 clusters Score: Raw -981364.899516 + Penalty 4374.773888 = -976990.125628 nChanged 16 SP:Iteration 32Q (18703.950000 sec): 3 clusters Score: Raw -981383.410281 + Penalty 4374.773888 = -977008.636394 nChanged 13 SP:Iteration 33Q (18704.170000 sec): 3 clusters Score: Raw -981392.217129 + Penalty 4374.773888 = -977017.443241 nChanged 3 SP:Iteration 34Q (18704.370000 sec): 3 clusters Score: Raw -981395.772686 + Penalty 4374.773888 = -977020.998798 nChanged 3 SP:Iteration 35Q (18704.580000 sec): 3 clusters Score: Raw -981398.959324 + Penalty 4374.773888 = -977024.185437 nChanged 4 SP:Iteration 36Q (18704.780000 sec): 3 clusters Score: Raw -981402.029243 + Penalty 4374.773888 = -977027.255356 nChanged 2 SP:Iteration 37Q (18705.000000 sec): 3 clusters Score: Raw -981406.395140 + Penalty 4374.773888 = -977031.621253 nChanged 3 SP:Iteration 38Q (18705.230000 sec): 3 clusters Score: Raw -981408.897733 + Penalty 4374.773888 = -977034.123845 nChanged 3 SP:Iteration 39Q (18705.400000 sec): 3 clusters Score: Raw -981411.043351 + Penalty 4374.773888 = -977036.269463 nChanged 1 SP:Iteration 40F (18705.610000 sec): 3 clusters Score: Raw -981411.855605 + Penalty 4374.773888 = -977037.081717 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (28254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18705.900000 sec): 2 clusters Score: Raw -4306049.352614 + Penalty 2541.749599 = -4303507.603015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18706.220000 sec): 3 clusters Score: Raw -4289070.629546 + Penalty 5083.499198 = -4283987.130347 nChanged 12815 SP:Iteration 1F (18706.580000 sec): 3 clusters Score: Raw -4296380.471552 + Penalty 5083.499198 = -4291296.972354 nChanged 1654 SP:Iteration 2F (18706.970000 sec): 3 clusters Score: Raw -4297240.359378 + Penalty 5083.499198 = -4292156.860180 nChanged 1701 SP:Iteration 3F (18707.370000 sec): 3 clusters Score: Raw -4298233.187310 + Penalty 5083.499198 = -4293149.688111 nChanged 1803 SP:Iteration 4F (18707.750000 sec): 3 clusters Score: Raw -4299451.733324 + Penalty 5083.499198 = -4294368.234125 nChanged 1929 SP:Iteration 5F (18708.090000 sec): 3 clusters Score: Raw -4300956.815842 + Penalty 5083.499198 = -4295873.316643 nChanged 1907 SP:Iteration 6F (18708.450000 sec): 3 clusters Score: Raw -4302452.969255 + Penalty 5083.499198 = -4297369.470057 nChanged 1644 SP:Iteration 7F (18708.770000 sec): 3 clusters Score: Raw -4303641.873346 + Penalty 5083.499198 = -4298558.374148 nChanged 1354 SP:Iteration 8Q (18709.040000 sec): 3 clusters Score: Raw -4304510.243812 + Penalty 5083.499198 = -4299426.744613 nChanged 1114 SP:Iteration 9Q (18709.380000 sec): 3 clusters Score: Raw -4305165.131529 + Penalty 5083.499198 = -4300081.632330 nChanged 922 SP:Iteration 10Q (18709.730000 sec): 3 clusters Score: Raw -4305634.833709 + Penalty 5083.499198 = -4300551.334510 nChanged 820 SP:Iteration 11Q (18710.120000 sec): 3 clusters Score: Raw -4306028.770762 + Penalty 5083.499198 = -4300945.271564 nChanged 708 SP:Iteration 12Q (18710.510000 sec): 3 clusters Score: Raw -4306339.120250 + Penalty 5083.499198 = -4301255.621051 nChanged 613 SP:Iteration 13Q (18710.870000 sec): 3 clusters Score: Raw -4306585.337739 + Penalty 5083.499198 = -4301501.838540 nChanged 531 SP:Iteration 14Q (18711.200000 sec): 3 clusters Score: Raw -4306775.886075 + Penalty 5083.499198 = -4301692.386876 nChanged 457 SP:Iteration 15Q (18711.530000 sec): 3 clusters Score: Raw -4306933.242702 + Penalty 5083.499198 = -4301849.743503 nChanged 397 SP:Iteration 16Q (18711.880000 sec): 3 clusters Score: Raw -4307062.676459 + Penalty 5083.499198 = -4301979.177260 nChanged 324 SP:Iteration 17Q (18712.180000 sec): 3 clusters Score: Raw -4307162.569540 + Penalty 5083.499198 = -4302079.070341 nChanged 282 SP:Iteration 18Q (18712.490000 sec): 3 clusters Score: Raw -4307239.272216 + Penalty 5083.499198 = -4302155.773018 nChanged 223 SP:Iteration 19Q (18712.810000 sec): 3 clusters Score: Raw -4307293.814347 + Penalty 5083.499198 = -4302210.315148 nChanged 196 SP:Iteration 20F (18713.140000 sec): 3 clusters Score: Raw -4307342.612421 + Penalty 5083.499198 = -4302259.113223 nChanged 159 SP:Iteration 21Q (18713.500000 sec): 3 clusters Score: Raw -4307380.386220 + Penalty 5083.499198 = -4302296.887022 nChanged 114 SP:Iteration 22Q (18713.800000 sec): 3 clusters Score: Raw -4307400.421890 + Penalty 5083.499198 = -4302316.922691 nChanged 87 SP:Iteration 23Q (18714.150000 sec): 3 clusters Score: Raw -4307414.807323 + Penalty 5083.499198 = -4302331.308125 nChanged 71 SP:Iteration 24Q (18714.500000 sec): 3 clusters Score: Raw -4307425.730561 + Penalty 5083.499198 = -4302342.231363 nChanged 66 SP:Iteration 25Q (18714.820000 sec): 3 clusters Score: Raw -4307436.573079 + Penalty 5083.499198 = -4302353.073880 nChanged 52 SP:Iteration 26Q (18715.180000 sec): 3 clusters Score: Raw -4307445.866653 + Penalty 5083.499198 = -4302362.367455 nChanged 46 SP:Iteration 27Q (18715.480000 sec): 3 clusters Score: Raw -4307454.105880 + Penalty 5083.499198 = -4302370.606682 nChanged 37 SP:Iteration 28Q (18715.800000 sec): 3 clusters Score: Raw -4307460.488236 + Penalty 5083.499198 = -4302376.989038 nChanged 28 SP:Iteration 29Q (18716.150000 sec): 3 clusters Score: Raw -4307465.378434 + Penalty 5083.499198 = -4302381.879236 nChanged 33 SP:Iteration 30Q (18716.480000 sec): 3 clusters Score: Raw -4307471.417627 + Penalty 5083.499198 = -4302387.918428 nChanged 43 SP:Iteration 31Q (18716.810000 sec): 3 clusters Score: Raw -4307479.953469 + Penalty 5083.499198 = -4302396.454270 nChanged 48 SP:Iteration 32Q (18717.190000 sec): 3 clusters Score: Raw -4307489.501696 + Penalty 5083.499198 = -4302406.002497 nChanged 54 SP:Iteration 33Q (18717.540000 sec): 3 clusters Score: Raw -4307499.248378 + Penalty 5083.499198 = -4302415.749180 nChanged 51 SP:Iteration 34Q (18717.850000 sec): 3 clusters Score: Raw -4307507.472435 + Penalty 5083.499198 = -4302423.973236 nChanged 37 SP:Iteration 35Q (18718.190000 sec): 3 clusters Score: Raw -4307513.263744 + Penalty 5083.499198 = -4302429.764546 nChanged 29 SP:Iteration 36Q (18718.580000 sec): 3 clusters Score: Raw -4307517.486961 + Penalty 5083.499198 = -4302433.987762 nChanged 27 SP:Iteration 37Q (18718.920000 sec): 3 clusters Score: Raw -4307521.609855 + Penalty 5083.499198 = -4302438.110657 nChanged 27 SP:Iteration 38Q (18719.280000 sec): 3 clusters Score: Raw -4307525.590011 + Penalty 5083.499198 = -4302442.090812 nChanged 27 SP:Iteration 39Q (18719.660000 sec): 3 clusters Score: Raw -4307528.993177 + Penalty 5083.499198 = -4302445.493979 nChanged 20 SP:Iteration 40F (18720.000000 sec): 3 clusters Score: Raw -4307532.020333 + Penalty 5083.499198 = -4302448.521135 nChanged 19 SP:Iteration 41Q (18720.340000 sec): 3 clusters Score: Raw -4307534.504567 + Penalty 5083.499198 = -4302451.005369 nChanged 14 SP:Iteration 42Q (18720.720000 sec): 3 clusters Score: Raw -4307536.472194 + Penalty 5083.499198 = -4302452.972996 nChanged 13 SP:Iteration 43Q (18721.070000 sec): 3 clusters Score: Raw -4307538.039691 + Penalty 5083.499198 = -4302454.540493 nChanged 16 SP:Iteration 44Q (18721.410000 sec): 3 clusters Score: Raw -4307540.098799 + Penalty 5083.499198 = -4302456.599600 nChanged 7 SP:Iteration 45Q (18721.770000 sec): 3 clusters Score: Raw -4307540.772132 + Penalty 5083.499198 = -4302457.272934 nChanged 5 SP:Iteration 46Q (18722.080000 sec): 3 clusters Score: Raw -4307541.347400 + Penalty 5083.499198 = -4302457.848202 nChanged 7 SP:Iteration 47Q (18722.400000 sec): 3 clusters Score: Raw -4307542.325523 + Penalty 5083.499198 = -4302458.826325 nChanged 10 SP:Iteration 48Q (18722.750000 sec): 3 clusters Score: Raw -4307543.636906 + Penalty 5083.499198 = -4302460.137707 nChanged 7 SP:Iteration 49Q (18723.080000 sec): 3 clusters Score: Raw -4307544.579400 + Penalty 5083.499198 = -4302461.080202 nChanged 11 SP:Iteration 50Q (18723.380000 sec): 3 clusters Score: Raw -4307545.699771 + Penalty 5083.499198 = -4302462.200572 nChanged 8 SP:Iteration 51Q (18723.720000 sec): 3 clusters Score: Raw -4307546.927486 + Penalty 5083.499198 = -4302463.428288 nChanged 7 SP:Iteration 52Q (18724.020000 sec): 3 clusters Score: Raw -4307547.838645 + Penalty 5083.499198 = -4302464.339447 nChanged 5 SP:Iteration 53Q (18724.370000 sec): 3 clusters Score: Raw -4307548.632516 + Penalty 5083.499198 = -4302465.133318 nChanged 7 SP:Iteration 54Q (18724.700000 sec): 3 clusters Score: Raw -4307549.400067 + Penalty 5083.499198 = -4302465.900868 nChanged 6 SP:Iteration 55Q (18725.090000 sec): 3 clusters Score: Raw -4307550.074388 + Penalty 5083.499198 = -4302466.575189 nChanged 9 SP:Iteration 56Q (18725.420000 sec): 3 clusters Score: Raw -4307551.707771 + Penalty 5083.499198 = -4302468.208573 nChanged 15 SP:Iteration 57Q (18725.730000 sec): 3 clusters Score: Raw -4307553.767830 + Penalty 5083.499198 = -4302470.268631 nChanged 7 SP:Iteration 58Q (18726.050000 sec): 3 clusters Score: Raw -4307554.720838 + Penalty 5083.499198 = -4302471.221639 nChanged 4 SP:Iteration 59Q (18726.360000 sec): 3 clusters Score: Raw -4307555.285611 + Penalty 5083.499198 = -4302471.786413 nChanged 5 SP:Iteration 60F (18726.740000 sec): 3 clusters Score: Raw -4307555.828136 + Penalty 5083.499198 = -4302472.328938 nChanged 5 SP:Iteration 61Q (18727.100000 sec): 3 clusters Score: Raw -4307556.503170 + Penalty 5083.499198 = -4302473.003972 nChanged 6 SP:Iteration 62Q (18727.430000 sec): 3 clusters Score: Raw -4307557.094621 + Penalty 5083.499198 = -4302473.595423 nChanged 4 SP:Iteration 63Q (18727.830000 sec): 3 clusters Score: Raw -4307557.635774 + Penalty 5083.499198 = -4302474.136575 nChanged 4 SP:Iteration 64Q (18728.140000 sec): 3 clusters Score: Raw -4307558.162000 + Penalty 5083.499198 = -4302474.662801 nChanged 4 SP:Iteration 65Q (18728.500000 sec): 3 clusters Score: Raw -4307558.801565 + Penalty 5083.499198 = -4302475.302366 nChanged 3 SP:Iteration 66Q (18728.890000 sec): 3 clusters Score: Raw -4307559.466242 + Penalty 5083.499198 = -4302475.967043 nChanged 3 SP:Iteration 67Q (18729.240000 sec): 3 clusters Score: Raw -4307559.625525 + Penalty 5083.499198 = -4302476.126327 nChanged 0 SP:Iteration 68F (18729.600000 sec): 3 clusters Score: Raw -4307559.625525 + Penalty 5083.499198 = -4302476.126327 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18729.730000 sec): 2 clusters Score: Raw -80037.545200 + Penalty 1579.310422 = -78458.234777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18729.930000 sec): 3 clusters Score: Raw -80076.314943 + Penalty 3158.620844 = -76917.694099 nChanged 120 SP:Iteration 1F (18730.090000 sec): 3 clusters Score: Raw -80296.224922 + Penalty 3158.620844 = -77137.604078 nChanged 29 SP:Iteration 2Q (18730.260000 sec): 3 clusters Score: Raw -80378.607816 + Penalty 3158.620844 = -77219.986972 nChanged 19 SP:Iteration 3Q (18730.470000 sec): 3 clusters Score: Raw -80452.685287 + Penalty 3158.620844 = -77294.064443 nChanged 7 SP:Iteration 4Q (18730.690000 sec): 3 clusters Score: Raw -80472.270540 + Penalty 3158.620844 = -77313.649696 nChanged 6 SP:Iteration 5Q (18730.850000 sec): 3 clusters Score: Raw -80493.415663 + Penalty 3158.620844 = -77334.794818 nChanged 6 SP:Iteration 6Q (18731.000000 sec): 3 clusters Score: Raw -80512.518008 + Penalty 3158.620844 = -77353.897164 nChanged 3 SP:Iteration 7Q (18731.150000 sec): 3 clusters Score: Raw -80542.431341 + Penalty 3158.620844 = -77383.810496 nChanged 7 SP:Iteration 8Q (18731.310000 sec): 3 clusters Score: Raw -80560.615742 + Penalty 3158.620844 = -77401.994898 nChanged 7 SP:Iteration 9Q (18731.500000 sec): 3 clusters Score: Raw -80575.833334 + Penalty 3158.620844 = -77417.212490 nChanged 6 SP:Iteration 10Q (18731.640000 sec): 3 clusters Score: Raw -80597.426200 + Penalty 3158.620844 = -77438.805356 nChanged 4 SP:Iteration 11Q (18731.840000 sec): 3 clusters Score: Raw -80605.512739 + Penalty 3158.620844 = -77446.891894 nChanged 3 SP:Iteration 12Q (18732.050000 sec): 3 clusters Score: Raw -80612.927612 + Penalty 3158.620844 = -77454.306768 nChanged 1 SP:Iteration 13Q (18732.190000 sec): 3 clusters Score: Raw -80614.052196 + Penalty 3158.620844 = -77455.431351 nChanged 0 SP:Iteration 14F (18732.390000 sec): 3 clusters Score: Raw -80614.052196 + Penalty 3158.620844 = -77455.431351 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18732.490000 sec): 2 clusters Score: Raw -297990.568751 + Penalty 1882.656548 = -296107.912204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18732.710000 sec): 3 clusters Score: Raw -297334.565739 + Penalty 3765.313095 = -293569.252644 nChanged 670 SP:Iteration 1F (18732.930000 sec): 3 clusters Score: Raw -298081.304768 + Penalty 3765.313095 = -294315.991673 nChanged 226 SP:Iteration 2F (18733.110000 sec): 3 clusters Score: Raw -298377.206194 + Penalty 3765.313095 = -294611.893098 nChanged 144 SP:Iteration 3F (18733.320000 sec): 3 clusters Score: Raw -298537.609209 + Penalty 3765.313095 = -294772.296114 nChanged 82 SP:Iteration 4Q (18733.520000 sec): 3 clusters Score: Raw -298626.984804 + Penalty 3765.313095 = -294861.671709 nChanged 52 SP:Iteration 5Q (18733.720000 sec): 3 clusters Score: Raw -298677.521727 + Penalty 3765.313095 = -294912.208632 nChanged 41 SP:Iteration 6Q (18733.960000 sec): 3 clusters Score: Raw -298720.129895 + Penalty 3765.313095 = -294954.816800 nChanged 28 SP:Iteration 7Q (18734.210000 sec): 3 clusters Score: Raw -298748.117281 + Penalty 3765.313095 = -294982.804185 nChanged 22 SP:Iteration 8Q (18734.420000 sec): 3 clusters Score: Raw -298771.379693 + Penalty 3765.313095 = -295006.066598 nChanged 26 SP:Iteration 9Q (18734.590000 sec): 3 clusters Score: Raw -298797.654709 + Penalty 3765.313095 = -295032.341614 nChanged 12 SP:Iteration 10Q (18734.780000 sec): 3 clusters Score: Raw -298815.878656 + Penalty 3765.313095 = -295050.565560 nChanged 15 SP:Iteration 11Q (18735.030000 sec): 3 clusters Score: Raw -298830.617709 + Penalty 3765.313095 = -295065.304614 nChanged 5 SP:Iteration 12Q (18735.270000 sec): 3 clusters Score: Raw -298834.434024 + Penalty 3765.313095 = -295069.120928 nChanged 1 SP:Iteration 13Q (18735.480000 sec): 3 clusters Score: Raw -298835.516690 + Penalty 3765.313095 = -295070.203595 nChanged 1 SP:Iteration 14Q (18735.690000 sec): 3 clusters Score: Raw -298837.116535 + Penalty 3765.313095 = -295071.803440 nChanged 2 SP:Iteration 15Q (18735.900000 sec): 3 clusters Score: Raw -298838.754752 + Penalty 3765.313095 = -295073.441657 nChanged 1 SP:Iteration 16Q (18736.080000 sec): 3 clusters Score: Raw -298840.054147 + Penalty 3765.313095 = -295074.741052 nChanged 3 SP:Iteration 17Q (18736.290000 sec): 3 clusters Score: Raw -298842.323956 + Penalty 3765.313095 = -295077.010861 nChanged 3 SP:Iteration 18Q (18736.480000 sec): 3 clusters Score: Raw -298845.390164 + Penalty 3765.313095 = -295080.077068 nChanged 2 SP:Iteration 19Q (18736.670000 sec): 3 clusters Score: Raw -298846.457075 + Penalty 3765.313095 = -295081.143980 nChanged 0 SP:Iteration 20F (18736.850000 sec): 3 clusters Score: Raw -298846.457075 + Penalty 3765.313095 = -295081.143980 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (2925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18736.970000 sec): 2 clusters Score: Raw -432895.272372 + Penalty 1979.300340 = -430915.972032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18737.170000 sec): 3 clusters Score: Raw -431685.987415 + Penalty 3958.600681 = -427727.386734 nChanged 1019 SP:Iteration 1F (18737.370000 sec): 3 clusters Score: Raw -432466.071250 + Penalty 3958.600681 = -428507.470569 nChanged 278 SP:Iteration 2F (18737.570000 sec): 3 clusters Score: Raw -432771.550855 + Penalty 3958.600681 = -428812.950174 nChanged 212 SP:Iteration 3F (18737.800000 sec): 3 clusters Score: Raw -433001.557307 + Penalty 3958.600681 = -429042.956626 nChanged 161 SP:Iteration 4F (18738.030000 sec): 3 clusters Score: Raw -433187.262775 + Penalty 3958.600681 = -429228.662094 nChanged 128 SP:Iteration 5Q (18738.240000 sec): 3 clusters Score: Raw -433304.553443 + Penalty 3958.600681 = -429345.952762 nChanged 81 SP:Iteration 6Q (18738.450000 sec): 3 clusters Score: Raw -433372.685231 + Penalty 3958.600681 = -429414.084550 nChanged 59 SP:Iteration 7Q (18738.640000 sec): 3 clusters Score: Raw -433416.582373 + Penalty 3958.600681 = -429457.981692 nChanged 49 SP:Iteration 8Q (18738.830000 sec): 3 clusters Score: Raw -433449.961016 + Penalty 3958.600681 = -429491.360335 nChanged 30 SP:Iteration 9Q (18739.010000 sec): 3 clusters Score: Raw -433472.062277 + Penalty 3958.600681 = -429513.461596 nChanged 22 SP:Iteration 10Q (18739.240000 sec): 3 clusters Score: Raw -433490.764297 + Penalty 3958.600681 = -429532.163616 nChanged 22 SP:Iteration 11Q (18739.460000 sec): 3 clusters Score: Raw -433509.637082 + Penalty 3958.600681 = -429551.036401 nChanged 22 SP:Iteration 12Q (18739.630000 sec): 3 clusters Score: Raw -433522.783357 + Penalty 3958.600681 = -429564.182677 nChanged 15 SP:Iteration 13Q (18739.820000 sec): 3 clusters Score: Raw -433534.739273 + Penalty 3958.600681 = -429576.138592 nChanged 19 SP:Iteration 14Q (18740.040000 sec): 3 clusters Score: Raw -433551.205579 + Penalty 3958.600681 = -429592.604899 nChanged 23 SP:Iteration 15Q (18740.240000 sec): 3 clusters Score: Raw -433568.892236 + Penalty 3958.600681 = -429610.291556 nChanged 16 SP:Iteration 16Q (18740.420000 sec): 3 clusters Score: Raw -433583.063666 + Penalty 3958.600681 = -429624.462985 nChanged 8 SP:Iteration 17Q (18740.590000 sec): 3 clusters Score: Raw -433591.073560 + Penalty 3958.600681 = -429632.472879 nChanged 11 SP:Iteration 18Q (18740.800000 sec): 3 clusters Score: Raw -433605.384068 + Penalty 3958.600681 = -429646.783387 nChanged 10 SP:Iteration 19Q (18740.970000 sec): 3 clusters Score: Raw -433618.744814 + Penalty 3958.600681 = -429660.144133 nChanged 13 SP:Iteration 20F (18741.150000 sec): 3 clusters Score: Raw -433644.132012 + Penalty 3958.600681 = -429685.531332 nChanged 18 SP:Iteration 21Q (18741.360000 sec): 3 clusters Score: Raw -433666.657386 + Penalty 3958.600681 = -429708.056705 nChanged 18 SP:Iteration 22Q (18741.560000 sec): 3 clusters Score: Raw -433680.635272 + Penalty 3958.600681 = -429722.034591 nChanged 6 SP:Iteration 23Q (18741.740000 sec): 3 clusters Score: Raw -433683.546433 + Penalty 3958.600681 = -429724.945752 nChanged 3 SP:Iteration 24Q (18741.910000 sec): 3 clusters Score: Raw -433684.774875 + Penalty 3958.600681 = -429726.174194 nChanged 2 SP:Iteration 25Q (18742.090000 sec): 3 clusters Score: Raw -433687.627095 + Penalty 3958.600681 = -429729.026414 nChanged 5 SP:Iteration 26Q (18742.290000 sec): 3 clusters Score: Raw -433690.135617 + Penalty 3958.600681 = -429731.534936 nChanged 2 SP:Iteration 27Q (18742.520000 sec): 3 clusters Score: Raw -433690.969240 + Penalty 3958.600681 = -429732.368559 nChanged 1 SP:Iteration 28Q (18742.730000 sec): 3 clusters Score: Raw -433691.564903 + Penalty 3958.600681 = -429732.964223 nChanged 1 SP:Iteration 29Q (18742.920000 sec): 3 clusters Score: Raw -433692.440460 + Penalty 3958.600681 = -429733.839779 nChanged 3 SP:Iteration 30Q (18743.110000 sec): 3 clusters Score: Raw -433693.667406 + Penalty 3958.600681 = -429735.066726 nChanged 2 SP:Iteration 31Q (18743.260000 sec): 3 clusters Score: Raw -433694.407792 + Penalty 3958.600681 = -429735.807112 nChanged 0 SP:Iteration 32F (18743.480000 sec): 3 clusters Score: Raw -433694.407792 + Penalty 3958.600681 = -429735.807112 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (21103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18743.700000 sec): 2 clusters Score: Raw -3219042.346949 + Penalty 2469.378281 = -3216572.968668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18744.040000 sec): 3 clusters Score: Raw -3206881.301793 + Penalty 4938.756563 = -3201942.545231 nChanged 9138 SP:Iteration 1F (18744.320000 sec): 3 clusters Score: Raw -3211779.664955 + Penalty 4938.756563 = -3206840.908392 nChanged 1177 SP:Iteration 2F (18744.680000 sec): 3 clusters Score: Raw -3212296.200772 + Penalty 4938.756563 = -3207357.444210 nChanged 1096 SP:Iteration 3F (18744.980000 sec): 3 clusters Score: Raw -3212822.361711 + Penalty 4938.756563 = -3207883.605148 nChanged 1127 SP:Iteration 4F (18745.300000 sec): 3 clusters Score: Raw -3213394.542862 + Penalty 4938.756563 = -3208455.786300 nChanged 1162 SP:Iteration 5F (18745.620000 sec): 3 clusters Score: Raw -3214043.484957 + Penalty 4938.756563 = -3209104.728394 nChanged 1252 SP:Iteration 6F (18745.990000 sec): 3 clusters Score: Raw -3214872.247406 + Penalty 4938.756563 = -3209933.490844 nChanged 1293 SP:Iteration 7F (18746.340000 sec): 3 clusters Score: Raw -3215809.555200 + Penalty 4938.756563 = -3210870.798638 nChanged 1251 SP:Iteration 8F (18746.660000 sec): 3 clusters Score: Raw -3216773.611642 + Penalty 4938.756563 = -3211834.855079 nChanged 1046 SP:Iteration 9Q (18746.940000 sec): 3 clusters Score: Raw -3217611.674158 + Penalty 4938.756563 = -3212672.917595 nChanged 788 SP:Iteration 10Q (18747.250000 sec): 3 clusters Score: Raw -3218224.241514 + Penalty 4938.756563 = -3213285.484951 nChanged 542 SP:Iteration 11Q (18747.610000 sec): 3 clusters Score: Raw -3218644.370986 + Penalty 4938.756563 = -3213705.614423 nChanged 379 SP:Iteration 12Q (18747.940000 sec): 3 clusters Score: Raw -3218925.620445 + Penalty 4938.756563 = -3213986.863883 nChanged 252 SP:Iteration 13Q (18748.260000 sec): 3 clusters Score: Raw -3219108.628173 + Penalty 4938.756563 = -3214169.871611 nChanged 154 SP:Iteration 14Q (18748.540000 sec): 3 clusters Score: Raw -3219214.335135 + Penalty 4938.756563 = -3214275.578572 nChanged 107 SP:Iteration 15Q (18748.820000 sec): 3 clusters Score: Raw -3219291.234220 + Penalty 4938.756563 = -3214352.477658 nChanged 73 SP:Iteration 16Q (18749.100000 sec): 3 clusters Score: Raw -3219343.056266 + Penalty 4938.756563 = -3214404.299703 nChanged 49 SP:Iteration 17Q (18749.440000 sec): 3 clusters Score: Raw -3219380.372191 + Penalty 4938.756563 = -3214441.615628 nChanged 48 SP:Iteration 18Q (18749.720000 sec): 3 clusters Score: Raw -3219416.316568 + Penalty 4938.756563 = -3214477.560006 nChanged 30 SP:Iteration 19Q (18750.000000 sec): 3 clusters Score: Raw -3219439.032456 + Penalty 4938.756563 = -3214500.275894 nChanged 20 SP:Iteration 20F (18750.320000 sec): 3 clusters Score: Raw -3219456.336868 + Penalty 4938.756563 = -3214517.580305 nChanged 17 SP:Iteration 21Q (18750.620000 sec): 3 clusters Score: Raw -3219470.646738 + Penalty 4938.756563 = -3214531.890175 nChanged 11 SP:Iteration 22Q (18750.910000 sec): 3 clusters Score: Raw -3219477.498747 + Penalty 4938.756563 = -3214538.742184 nChanged 12 SP:Iteration 23Q (18751.160000 sec): 3 clusters Score: Raw -3219486.548296 + Penalty 4938.756563 = -3214547.791733 nChanged 10 SP:Iteration 24Q (18751.440000 sec): 3 clusters Score: Raw -3219493.536851 + Penalty 4938.756563 = -3214554.780288 nChanged 8 SP:Iteration 25Q (18751.760000 sec): 3 clusters Score: Raw -3219498.578525 + Penalty 4938.756563 = -3214559.821962 nChanged 6 SP:Iteration 26Q (18752.070000 sec): 3 clusters Score: Raw -3219501.333842 + Penalty 4938.756563 = -3214562.577279 nChanged 4 SP:Iteration 27Q (18752.370000 sec): 3 clusters Score: Raw -3219503.892821 + Penalty 4938.756563 = -3214565.136258 nChanged 7 SP:Iteration 28Q (18752.610000 sec): 3 clusters Score: Raw -3219508.570818 + Penalty 4938.756563 = -3214569.814255 nChanged 2 SP:Iteration 29Q (18752.890000 sec): 3 clusters Score: Raw -3219510.004901 + Penalty 4938.756563 = -3214571.248339 nChanged 3 SP:Iteration 30Q (18753.190000 sec): 3 clusters Score: Raw -3219511.423186 + Penalty 4938.756563 = -3214572.666623 nChanged 2 SP:Iteration 31Q (18753.470000 sec): 3 clusters Score: Raw -3219512.427663 + Penalty 4938.756563 = -3214573.671100 nChanged 1 SP:Iteration 32Q (18753.750000 sec): 3 clusters Score: Raw -3219513.006868 + Penalty 4938.756563 = -3214574.250306 nChanged 1 SP:Iteration 33Q (18754.110000 sec): 3 clusters Score: Raw -3219513.362965 + Penalty 4938.756563 = -3214574.606402 nChanged 0 SP:Iteration 34F (18754.410000 sec): 3 clusters Score: Raw -3219513.362965 + Penalty 4938.756563 = -3214574.606402 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (144365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18755.180000 sec): 2 clusters Score: Raw -21863266.879303 + Penalty 2946.264823 = -21860320.614479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18756.220000 sec): 3 clusters Score: Raw -21769479.233787 + Penalty 5892.529647 = -21763586.704140 nChanged 69058 SP:Iteration 1F (18757.180000 sec): 3 clusters Score: Raw -21809992.111438 + Penalty 5892.529647 = -21804099.581791 nChanged 4882 SP:Iteration 2Q (18758.170000 sec): 3 clusters Score: Raw -21811418.463936 + Penalty 5892.529647 = -21805525.934290 nChanged 5898 SP:Iteration 3Q (18759.130000 sec): 3 clusters Score: Raw -21813685.238649 + Penalty 5892.529647 = -21807792.709003 nChanged 7806 SP:Iteration 4F (18760.160000 sec): 3 clusters Score: Raw -21817778.158342 + Penalty 5892.529647 = -21811885.628696 nChanged 10402 SP:Iteration 5F (18761.160000 sec): 3 clusters Score: Raw -21825019.571560 + Penalty 5892.529647 = -21819127.041913 nChanged 12662 SP:Iteration 6F (18762.110000 sec): 3 clusters Score: Raw -21835902.445818 + Penalty 5892.529647 = -21830009.916172 nChanged 12579 SP:Iteration 7F (18763.100000 sec): 3 clusters Score: Raw -21848077.036038 + Penalty 5892.529647 = -21842184.506392 nChanged 9128 SP:Iteration 8F (18763.980000 sec): 3 clusters Score: Raw -21857054.024702 + Penalty 5892.529647 = -21851161.495056 nChanged 4581 SP:Iteration 9Q (18764.830000 sec): 3 clusters Score: Raw -21861316.491680 + Penalty 5892.529647 = -21855423.962033 nChanged 1709 SP:Iteration 10Q (18765.730000 sec): 3 clusters Score: Raw -21862791.029943 + Penalty 5892.529647 = -21856898.500297 nChanged 558 SP:Iteration 11Q (18766.570000 sec): 3 clusters Score: Raw -21863271.280389 + Penalty 5892.529647 = -21857378.750742 nChanged 224 SP:Iteration 12Q (18767.360000 sec): 3 clusters Score: Raw -21863483.145734 + Penalty 5892.529647 = -21857590.616087 nChanged 99 SP:Iteration 13Q (18768.200000 sec): 3 clusters Score: Raw -21863580.126247 + Penalty 5892.529647 = -21857687.596600 nChanged 48 SP:Iteration 14Q (18768.990000 sec): 3 clusters Score: Raw -21863634.111125 + Penalty 5892.529647 = -21857741.581479 nChanged 26 SP:Iteration 15Q (18769.730000 sec): 3 clusters Score: Raw -21863663.107968 + Penalty 5892.529647 = -21857770.578321 nChanged 18 SP:Iteration 16Q (18770.520000 sec): 3 clusters Score: Raw -21863683.898322 + Penalty 5892.529647 = -21857791.368676 nChanged 11 SP:Iteration 17Q (18771.230000 sec): 3 clusters Score: Raw -21863694.654096 + Penalty 5892.529647 = -21857802.124450 nChanged 4 SP:Iteration 18Q (18771.970000 sec): 3 clusters Score: Raw -21863698.446906 + Penalty 5892.529647 = -21857805.917259 nChanged 3 SP:Iteration 19Q (18772.750000 sec): 3 clusters Score: Raw -21863702.395353 + Penalty 5892.529647 = -21857809.865707 nChanged 4 SP:Iteration 20F (18773.640000 sec): 3 clusters Score: Raw -21863706.189898 + Penalty 5892.529647 = -21857813.660252 nChanged 2 SP:Iteration 21Q (18774.430000 sec): 3 clusters Score: Raw -21863706.887020 + Penalty 5892.529647 = -21857814.357373 nChanged 2 SP:Iteration 22Q (18775.190000 sec): 3 clusters Score: Raw -21863709.620096 + Penalty 5892.529647 = -21857817.090449 nChanged 2 SP:Iteration 23Q (18776.100000 sec): 3 clusters Score: Raw -21863710.756973 + Penalty 5892.529647 = -21857818.227326 nChanged 0 SP:Iteration 24F (18776.960000 sec): 3 clusters Score: Raw -21863710.756973 + Penalty 5892.529647 = -21857818.227326 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (17646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18777.200000 sec): 2 clusters Score: Raw -2673269.375075 + Penalty 2425.009573 = -2670844.365502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18777.520000 sec): 3 clusters Score: Raw -2663161.258831 + Penalty 4850.019146 = -2658311.239684 nChanged 7725 SP:Iteration 1F (18777.860000 sec): 3 clusters Score: Raw -2667204.400312 + Penalty 4850.019146 = -2662354.381166 nChanged 877 SP:Iteration 2Q (18778.240000 sec): 3 clusters Score: Raw -2667509.598698 + Penalty 4850.019146 = -2662659.579552 nChanged 761 SP:Iteration 3Q (18778.550000 sec): 3 clusters Score: Raw -2667750.824575 + Penalty 4850.019146 = -2662900.805429 nChanged 618 SP:Iteration 4Q (18778.900000 sec): 3 clusters Score: Raw -2667943.810766 + Penalty 4850.019146 = -2663093.791620 nChanged 550 SP:Iteration 5Q (18779.260000 sec): 3 clusters Score: Raw -2668124.799189 + Penalty 4850.019146 = -2663274.780042 nChanged 514 SP:Iteration 6Q (18779.600000 sec): 3 clusters Score: Raw -2668284.475932 + Penalty 4850.019146 = -2663434.456786 nChanged 501 SP:Iteration 7Q (18779.880000 sec): 3 clusters Score: Raw -2668461.253114 + Penalty 4850.019146 = -2663611.233968 nChanged 505 SP:Iteration 8Q (18780.140000 sec): 3 clusters Score: Raw -2668646.992416 + Penalty 4850.019146 = -2663796.973269 nChanged 514 SP:Iteration 9Q (18780.440000 sec): 3 clusters Score: Raw -2668841.273574 + Penalty 4850.019146 = -2663991.254428 nChanged 541 SP:Iteration 10Q (18780.730000 sec): 3 clusters Score: Raw -2669072.724905 + Penalty 4850.019146 = -2664222.705759 nChanged 597 SP:Iteration 11Q (18781.010000 sec): 3 clusters Score: Raw -2669385.320732 + Penalty 4850.019146 = -2664535.301586 nChanged 659 SP:Iteration 12Q (18781.360000 sec): 3 clusters Score: Raw -2669759.121156 + Penalty 4850.019146 = -2664909.102010 nChanged 666 SP:Iteration 13Q (18781.640000 sec): 3 clusters Score: Raw -2670153.801071 + Penalty 4850.019146 = -2665303.781925 nChanged 700 SP:Iteration 14Q (18782.010000 sec): 3 clusters Score: Raw -2670594.455463 + Penalty 4850.019146 = -2665744.436317 nChanged 726 SP:Iteration 15Q (18782.280000 sec): 3 clusters Score: Raw -2671064.762476 + Penalty 4850.019146 = -2666214.743330 nChanged 661 SP:Iteration 16Q (18782.520000 sec): 3 clusters Score: Raw -2671495.328104 + Penalty 4850.019146 = -2666645.308957 nChanged 578 SP:Iteration 17Q (18782.830000 sec): 3 clusters Score: Raw -2671856.415558 + Penalty 4850.019146 = -2667006.396412 nChanged 458 SP:Iteration 18Q (18783.100000 sec): 3 clusters Score: Raw -2672129.579395 + Penalty 4850.019146 = -2667279.560249 nChanged 425 SP:Iteration 19Q (18783.380000 sec): 3 clusters Score: Raw -2672381.173612 + Penalty 4850.019146 = -2667531.154466 nChanged 350 SP:Iteration 20F (18783.730000 sec): 3 clusters Score: Raw -2672590.740224 + Penalty 4850.019146 = -2667740.721077 nChanged 302 SP:Iteration 21Q (18784.010000 sec): 3 clusters Score: Raw -2672774.435548 + Penalty 4850.019146 = -2667924.416402 nChanged 242 SP:Iteration 22Q (18784.300000 sec): 3 clusters Score: Raw -2672917.516611 + Penalty 4850.019146 = -2668067.497465 nChanged 213 SP:Iteration 23Q (18784.640000 sec): 3 clusters Score: Raw -2673051.623902 + Penalty 4850.019146 = -2668201.604756 nChanged 167 SP:Iteration 24Q (18784.950000 sec): 3 clusters Score: Raw -2673157.059055 + Penalty 4850.019146 = -2668307.039908 nChanged 124 SP:Iteration 25Q (18785.210000 sec): 3 clusters Score: Raw -2673240.662247 + Penalty 4850.019146 = -2668390.643101 nChanged 88 SP:Iteration 26Q (18785.470000 sec): 3 clusters Score: Raw -2673291.883870 + Penalty 4850.019146 = -2668441.864724 nChanged 72 SP:Iteration 27Q (18785.730000 sec): 3 clusters Score: Raw -2673331.704825 + Penalty 4850.019146 = -2668481.685679 nChanged 62 SP:Iteration 28Q (18785.980000 sec): 3 clusters Score: Raw -2673369.412350 + Penalty 4850.019146 = -2668519.393204 nChanged 59 SP:Iteration 29Q (18786.240000 sec): 3 clusters Score: Raw -2673403.943362 + Penalty 4850.019146 = -2668553.924215 nChanged 49 SP:Iteration 30Q (18786.500000 sec): 3 clusters Score: Raw -2673428.391813 + Penalty 4850.019146 = -2668578.372667 nChanged 30 SP:Iteration 31Q (18786.750000 sec): 3 clusters Score: Raw -2673444.966667 + Penalty 4850.019146 = -2668594.947521 nChanged 27 SP:Iteration 32Q (18786.940000 sec): 3 clusters Score: Raw -2673461.557377 + Penalty 4850.019146 = -2668611.538231 nChanged 23 SP:Iteration 33Q (18787.210000 sec): 3 clusters Score: Raw -2673478.621477 + Penalty 4850.019146 = -2668628.602330 nChanged 28 SP:Iteration 34Q (18787.450000 sec): 3 clusters Score: Raw -2673495.828829 + Penalty 4850.019146 = -2668645.809682 nChanged 20 SP:Iteration 35Q (18787.710000 sec): 3 clusters Score: Raw -2673506.974588 + Penalty 4850.019146 = -2668656.955442 nChanged 23 SP:Iteration 36Q (18787.940000 sec): 3 clusters Score: Raw -2673518.640263 + Penalty 4850.019146 = -2668668.621116 nChanged 17 SP:Iteration 37Q (18788.180000 sec): 3 clusters Score: Raw -2673529.658703 + Penalty 4850.019146 = -2668679.639557 nChanged 14 SP:Iteration 38Q (18788.490000 sec): 3 clusters Score: Raw -2673537.547021 + Penalty 4850.019146 = -2668687.527874 nChanged 9 SP:Iteration 39Q (18788.730000 sec): 3 clusters Score: Raw -2673542.307114 + Penalty 4850.019146 = -2668692.287967 nChanged 6 SP:Iteration 40F (18788.990000 sec): 3 clusters Score: Raw -2673544.220739 + Penalty 4850.019146 = -2668694.201593 nChanged 2 SP:Iteration 41Q (18789.260000 sec): 3 clusters Score: Raw -2673545.495015 + Penalty 4850.019146 = -2668695.475869 nChanged 3 SP:Iteration 42Q (18789.510000 sec): 3 clusters Score: Raw -2673547.180863 + Penalty 4850.019146 = -2668697.161716 nChanged 4 SP:Iteration 43Q (18789.830000 sec): 3 clusters Score: Raw -2673549.022745 + Penalty 4850.019146 = -2668699.003598 nChanged 3 SP:Iteration 44Q (18790.080000 sec): 3 clusters Score: Raw -2673550.966127 + Penalty 4850.019146 = -2668700.946981 nChanged 4 SP:Iteration 45Q (18790.370000 sec): 3 clusters Score: Raw -2673553.016780 + Penalty 4850.019146 = -2668702.997633 nChanged 3 SP:Iteration 46Q (18790.660000 sec): 3 clusters Score: Raw -2673554.002353 + Penalty 4850.019146 = -2668703.983206 nChanged 4 SP:Iteration 47Q (18790.970000 sec): 3 clusters Score: Raw -2673555.922172 + Penalty 4850.019146 = -2668705.903026 nChanged 5 SP:Iteration 48Q (18791.270000 sec): 3 clusters Score: Raw -2673559.229064 + Penalty 4850.019146 = -2668709.209918 nChanged 3 SP:Iteration 49Q (18791.560000 sec): 3 clusters Score: Raw -2673561.313791 + Penalty 4850.019146 = -2668711.294645 nChanged 5 SP:Iteration 50Q (18791.820000 sec): 3 clusters Score: Raw -2673564.105621 + Penalty 4850.019146 = -2668714.086475 nChanged 6 SP:Iteration 51Q (18792.040000 sec): 3 clusters Score: Raw -2673568.429062 + Penalty 4850.019146 = -2668718.409915 nChanged 6 SP:Iteration 52Q (18792.320000 sec): 3 clusters Score: Raw -2673571.787097 + Penalty 4850.019146 = -2668721.767951 nChanged 5 SP:Iteration 53Q (18792.610000 sec): 3 clusters Score: Raw -2673574.438270 + Penalty 4850.019146 = -2668724.419124 nChanged 4 SP:Iteration 54Q (18792.880000 sec): 3 clusters Score: Raw -2673576.932980 + Penalty 4850.019146 = -2668726.913833 nChanged 4 SP:Iteration 55Q (18793.150000 sec): 3 clusters Score: Raw -2673579.271031 + Penalty 4850.019146 = -2668729.251885 nChanged 3 SP:Iteration 56Q (18793.370000 sec): 3 clusters Score: Raw -2673580.675698 + Penalty 4850.019146 = -2668730.656552 nChanged 1 SP:Iteration 57Q (18793.700000 sec): 3 clusters Score: Raw -2673580.841381 + Penalty 4850.019146 = -2668730.822235 nChanged 1 SP:Iteration 58Q (18793.940000 sec): 3 clusters Score: Raw -2673581.424163 + Penalty 4850.019146 = -2668731.405016 nChanged 1 SP:Iteration 59Q (18794.240000 sec): 3 clusters Score: Raw -2673581.771092 + Penalty 4850.019146 = -2668731.751946 nChanged 1 SP:Iteration 60F (18794.540000 sec): 3 clusters Score: Raw -2673582.201041 + Penalty 4850.019146 = -2668732.181895 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18794.670000 sec): 2 clusters Score: Raw -75725.159162 + Penalty 1674.852604 = -74050.306558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18794.880000 sec): 3 clusters Score: Raw -76767.660464 + Penalty 3349.705208 = -73417.955256 nChanged 344 SP:Iteration 1F (18795.120000 sec): 3 clusters Score: Raw -82366.188707 + Penalty 3349.705208 = -79016.483500 nChanged 103 SP:Iteration 2F (18795.340000 sec): 3 clusters Score: Raw -85839.251070 + Penalty 3349.705208 = -82489.545862 nChanged 14 SP:Iteration 3Q (18795.550000 sec): 3 clusters Score: Raw -87078.778766 + Penalty 3349.705208 = -83729.073558 nChanged 1 SP:Iteration 4Q (18795.800000 sec): 3 clusters Score: Raw -87082.794739 + Penalty 3349.705208 = -83733.089532 nChanged 0 SP:Iteration 5F (18795.960000 sec): 3 clusters Score: Raw -87082.794739 + Penalty 3349.705208 = -83733.089532 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (4592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18796.100000 sec): 2 clusters Score: Raw -666844.360495 + Penalty 2091.153593 = -664753.206902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18796.350000 sec): 3 clusters Score: Raw -664619.008637 + Penalty 4182.307185 = -660436.701451 nChanged 1763 SP:Iteration 1F (18796.560000 sec): 3 clusters Score: Raw -665690.091511 + Penalty 4182.307185 = -661507.784326 nChanged 360 SP:Iteration 2F (18796.740000 sec): 3 clusters Score: Raw -665948.293715 + Penalty 4182.307185 = -661765.986529 nChanged 284 SP:Iteration 3F (18796.930000 sec): 3 clusters Score: Raw -666146.340231 + Penalty 4182.307185 = -661964.033046 nChanged 225 SP:Iteration 4Q (18797.150000 sec): 3 clusters Score: Raw -666309.074130 + Penalty 4182.307185 = -662126.766945 nChanged 193 SP:Iteration 5Q (18797.390000 sec): 3 clusters Score: Raw -666472.074917 + Penalty 4182.307185 = -662289.767732 nChanged 210 SP:Iteration 6Q (18797.630000 sec): 3 clusters Score: Raw -666664.619345 + Penalty 4182.307185 = -662482.312160 nChanged 223 SP:Iteration 7Q (18797.860000 sec): 3 clusters Score: Raw -666890.877201 + Penalty 4182.307185 = -662708.570015 nChanged 219 SP:Iteration 8Q (18798.130000 sec): 3 clusters Score: Raw -667145.040808 + Penalty 4182.307185 = -662962.733623 nChanged 201 SP:Iteration 9Q (18798.330000 sec): 3 clusters Score: Raw -667398.085340 + Penalty 4182.307185 = -663215.778155 nChanged 185 SP:Iteration 10Q (18798.530000 sec): 3 clusters Score: Raw -667576.537869 + Penalty 4182.307185 = -663394.230683 nChanged 139 SP:Iteration 11Q (18798.710000 sec): 3 clusters Score: Raw -667668.695559 + Penalty 4182.307185 = -663486.388373 nChanged 106 SP:Iteration 12Q (18798.930000 sec): 3 clusters Score: Raw -667727.652993 + Penalty 4182.307185 = -663545.345808 nChanged 62 SP:Iteration 13Q (18799.110000 sec): 3 clusters Score: Raw -667757.036119 + Penalty 4182.307185 = -663574.728934 nChanged 45 SP:Iteration 14Q (18799.300000 sec): 3 clusters Score: Raw -667774.839861 + Penalty 4182.307185 = -663592.532676 nChanged 26 SP:Iteration 15Q (18799.530000 sec): 3 clusters Score: Raw -667784.210310 + Penalty 4182.307185 = -663601.903125 nChanged 19 SP:Iteration 16Q (18799.700000 sec): 3 clusters Score: Raw -667789.954834 + Penalty 4182.307185 = -663607.647648 nChanged 8 SP:Iteration 17Q (18799.930000 sec): 3 clusters Score: Raw -667792.500585 + Penalty 4182.307185 = -663610.193400 nChanged 5 SP:Iteration 18Q (18800.140000 sec): 3 clusters Score: Raw -667793.787571 + Penalty 4182.307185 = -663611.480386 nChanged 4 SP:Iteration 19Q (18800.310000 sec): 3 clusters Score: Raw -667794.735125 + Penalty 4182.307185 = -663612.427940 nChanged 4 SP:Iteration 20F (18800.520000 sec): 3 clusters Score: Raw -667795.926104 + Penalty 4182.307185 = -663613.618919 nChanged 4 SP:Iteration 21Q (18800.690000 sec): 3 clusters Score: Raw -667796.605539 + Penalty 4182.307185 = -663614.298354 nChanged 4 SP:Iteration 22Q (18800.910000 sec): 3 clusters Score: Raw -667797.940861 + Penalty 4182.307185 = -663615.633675 nChanged 2 SP:Iteration 23Q (18801.140000 sec): 3 clusters Score: Raw -667798.384778 + Penalty 4182.307185 = -663616.077593 nChanged 2 SP:Iteration 24Q (18801.370000 sec): 3 clusters Score: Raw -667798.672761 + Penalty 4182.307185 = -663616.365576 nChanged 2 SP:Iteration 25Q (18801.580000 sec): 3 clusters Score: Raw -667799.058006 + Penalty 4182.307185 = -663616.750821 nChanged 3 SP:Iteration 26Q (18801.850000 sec): 3 clusters Score: Raw -667800.318836 + Penalty 4182.307185 = -663618.011651 nChanged 4 SP:Iteration 27Q (18802.060000 sec): 3 clusters Score: Raw -667801.449795 + Penalty 4182.307185 = -663619.142609 nChanged 4 SP:Iteration 28Q (18802.250000 sec): 3 clusters Score: Raw -667802.372569 + Penalty 4182.307185 = -663620.065383 nChanged 3 SP:Iteration 29Q (18802.430000 sec): 3 clusters Score: Raw -667803.099397 + Penalty 4182.307185 = -663620.792212 nChanged 4 SP:Iteration 30Q (18802.660000 sec): 3 clusters Score: Raw -667804.998319 + Penalty 4182.307185 = -663622.691134 nChanged 3 SP:Iteration 31Q (18802.840000 sec): 3 clusters Score: Raw -667806.319978 + Penalty 4182.307185 = -663624.012793 nChanged 5 SP:Iteration 32Q (18803.000000 sec): 3 clusters Score: Raw -667807.986313 + Penalty 4182.307185 = -663625.679128 nChanged 4 SP:Iteration 33Q (18803.230000 sec): 3 clusters Score: Raw -667808.898976 + Penalty 4182.307185 = -663626.591791 nChanged 1 SP:Iteration 34Q (18803.460000 sec): 3 clusters Score: Raw -667809.531585 + Penalty 4182.307185 = -663627.224400 nChanged 3 SP:Iteration 35Q (18803.690000 sec): 3 clusters Score: Raw -667810.183053 + Penalty 4182.307185 = -663627.875868 nChanged 1 SP:Iteration 36Q (18803.900000 sec): 3 clusters Score: Raw -667810.433839 + Penalty 4182.307185 = -663628.126654 nChanged 1 SP:Iteration 37Q (18804.130000 sec): 3 clusters Score: Raw -667810.597880 + Penalty 4182.307185 = -663628.290695 nChanged 0 SP:Iteration 38F (18804.340000 sec): 3 clusters Score: Raw -667810.597880 + Penalty 4182.307185 = -663628.290695 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18804.480000 sec): 2 clusters Score: Raw -63811.521251 + Penalty 1486.502434 = -62325.018817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18804.660000 sec): 3 clusters Score: Raw -63980.881819 + Penalty 2973.004868 = -61007.876952 nChanged 91 SP:Iteration 1F (18804.880000 sec): 3 clusters Score: Raw -64228.932080 + Penalty 2973.004868 = -61255.927213 nChanged 30 SP:Iteration 2F (18805.100000 sec): 3 clusters Score: Raw -64356.642097 + Penalty 2973.004868 = -61383.637229 nChanged 23 SP:Iteration 3F (18805.300000 sec): 3 clusters Score: Raw -64445.499005 + Penalty 2973.004868 = -61472.494137 nChanged 19 SP:Iteration 4Q (18805.460000 sec): 3 clusters Score: Raw -64545.029982 + Penalty 2973.004868 = -61572.025114 nChanged 13 SP:Iteration 5Q (18805.680000 sec): 3 clusters Score: Raw -64624.060663 + Penalty 2973.004868 = -61651.055795 nChanged 4 SP:Iteration 6Q (18805.890000 sec): 3 clusters Score: Raw -64637.967938 + Penalty 2973.004868 = -61664.963070 nChanged 4 SP:Iteration 7Q (18806.100000 sec): 3 clusters Score: Raw -64652.260088 + Penalty 2973.004868 = -61679.255220 nChanged 4 SP:Iteration 8Q (18806.350000 sec): 3 clusters Score: Raw -64674.502846 + Penalty 2973.004868 = -61701.497978 nChanged 8 SP:Iteration 9Q (18806.530000 sec): 3 clusters Score: Raw -64721.436429 + Penalty 2973.004868 = -61748.431561 nChanged 2 SP:Iteration 10Q (18806.740000 sec): 3 clusters Score: Raw -64726.126459 + Penalty 2973.004868 = -61753.121592 nChanged 0 SP:Iteration 11F (18806.970000 sec): 3 clusters Score: Raw -64726.126459 + Penalty 2973.004868 = -61753.121592 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18807.030000 sec): 2 clusters Score: Raw -41975.500821 + Penalty 1419.449105 = -40556.051716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18807.260000 sec): 3 clusters Score: Raw -42223.907974 + Penalty 2838.898211 = -39385.009764 nChanged 45 SP:Iteration 1F (18807.500000 sec): 3 clusters Score: Raw -42448.419041 + Penalty 2838.898211 = -39609.520830 nChanged 15 SP:Iteration 2Q (18807.700000 sec): 3 clusters Score: Raw -42553.871731 + Penalty 2838.898211 = -39714.973521 nChanged 14 SP:Iteration 3Q (18807.890000 sec): 3 clusters Score: Raw -42637.445802 + Penalty 2838.898211 = -39798.547591 nChanged 10 SP:Iteration 4Q (18808.120000 sec): 3 clusters Score: Raw -42681.475196 + Penalty 2838.898211 = -39842.576985 nChanged 3 SP:Iteration 5Q (18808.320000 sec): 3 clusters Score: Raw -42698.396475 + Penalty 2838.898211 = -39859.498265 nChanged 4 SP:Iteration 6Q (18808.550000 sec): 3 clusters Score: Raw -42715.024639 + Penalty 2838.898211 = -39876.126429 nChanged 3 SP:Iteration 7Q (18808.780000 sec): 3 clusters Score: Raw -42726.308881 + Penalty 2838.898211 = -39887.410671 nChanged 1 SP:Iteration 8Q (18809.030000 sec): 3 clusters Score: Raw -42728.259364 + Penalty 2838.898211 = -39889.361154 nChanged 1 SP:Iteration 9Q (18809.220000 sec): 3 clusters Score: Raw -42733.230353 + Penalty 2838.898211 = -39894.332142 nChanged 1 SP:Iteration 10Q (18809.440000 sec): 3 clusters Score: Raw -42737.030536 + Penalty 2838.898211 = -39898.132326 nChanged 0 SP:Iteration 11F (18809.580000 sec): 3 clusters Score: Raw -42737.030536 + Penalty 2838.898211 = -39898.132326 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18809.680000 sec): 2 clusters Score: Raw -117280.842025 + Penalty 1670.178732 = -115610.663293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18809.900000 sec): 3 clusters Score: Raw -117263.469238 + Penalty 3340.357463 = -113923.111774 nChanged 220 SP:Iteration 1F (18810.040000 sec): 3 clusters Score: Raw -117871.296084 + Penalty 3340.357463 = -114530.938621 nChanged 91 SP:Iteration 2F (18810.260000 sec): 3 clusters Score: Raw -118192.712971 + Penalty 3340.357463 = -114852.355508 nChanged 65 SP:Iteration 3F (18810.420000 sec): 3 clusters Score: Raw -118404.928786 + Penalty 3340.357463 = -115064.571323 nChanged 42 SP:Iteration 4Q (18810.560000 sec): 3 clusters Score: Raw -118542.148837 + Penalty 3340.357463 = -115201.791374 nChanged 37 SP:Iteration 5Q (18810.740000 sec): 3 clusters Score: Raw -118688.061058 + Penalty 3340.357463 = -115347.703594 nChanged 30 SP:Iteration 6Q (18810.930000 sec): 3 clusters Score: Raw -118843.796195 + Penalty 3340.357463 = -115503.438732 nChanged 15 SP:Iteration 7Q (18811.100000 sec): 3 clusters Score: Raw -118906.014455 + Penalty 3340.357463 = -115565.656991 nChanged 9 SP:Iteration 8Q (18811.280000 sec): 3 clusters Score: Raw -118933.147982 + Penalty 3340.357463 = -115592.790519 nChanged 5 SP:Iteration 9Q (18811.470000 sec): 3 clusters Score: Raw -118947.884041 + Penalty 3340.357463 = -115607.526578 nChanged 5 SP:Iteration 10Q (18811.650000 sec): 3 clusters Score: Raw -118962.544553 + Penalty 3340.357463 = -115622.187090 nChanged 5 SP:Iteration 11Q (18811.850000 sec): 3 clusters Score: Raw -118972.178295 + Penalty 3340.357463 = -115631.820832 nChanged 1 SP:Iteration 12Q (18812.020000 sec): 3 clusters Score: Raw -118974.188096 + Penalty 3340.357463 = -115633.830632 nChanged 1 SP:Iteration 13Q (18812.220000 sec): 3 clusters Score: Raw -118976.440513 + Penalty 3340.357463 = -115636.083050 nChanged 0 SP:Iteration 14F (18812.410000 sec): 3 clusters Score: Raw -118976.440513 + Penalty 3340.357463 = -115636.083050 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18812.500000 sec): 2 clusters Score: Raw -25933.313605 + Penalty 1424.264791 = -24509.048814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18812.700000 sec): 3 clusters Score: Raw -26192.119636 + Penalty 2848.529581 = -23343.590055 nChanged 64 SP:Iteration 1F (18812.880000 sec): 3 clusters Score: Raw -26531.847499 + Penalty 2848.529581 = -23683.317918 nChanged 18 SP:Iteration 2F (18813.120000 sec): 3 clusters Score: Raw -26606.795219 + Penalty 2848.529581 = -23758.265638 nChanged 13 SP:Iteration 3Q (18813.260000 sec): 3 clusters Score: Raw -26699.307163 + Penalty 2848.529581 = -23850.777582 nChanged 8 SP:Iteration 4Q (18813.460000 sec): 3 clusters Score: Raw -26780.602461 + Penalty 2848.529581 = -23932.072879 nChanged 4 SP:Iteration 5Q (18813.700000 sec): 3 clusters Score: Raw -26806.956412 + Penalty 2848.529581 = -23958.426830 nChanged 2 SP:Iteration 6Q (18813.880000 sec): 3 clusters Score: Raw -26836.167636 + Penalty 2848.529581 = -23987.638055 nChanged 5 SP:Iteration 7Q (18814.100000 sec): 3 clusters Score: Raw -26874.025106 + Penalty 2848.529581 = -24025.495524 nChanged 4 SP:Iteration 8Q (18814.350000 sec): 3 clusters Score: Raw -26902.953699 + Penalty 2848.529581 = -24054.424117 nChanged 4 SP:Iteration 9Q (18814.530000 sec): 3 clusters Score: Raw -26921.563414 + Penalty 2848.529581 = -24073.033833 nChanged 4 SP:Iteration 10Q (18814.730000 sec): 3 clusters Score: Raw -26951.209676 + Penalty 2848.529581 = -24102.680095 nChanged 2 SP:Iteration 11Q (18814.930000 sec): 3 clusters Score: Raw -26989.895703 + Penalty 2848.529581 = -24141.366122 nChanged 1 SP:Iteration 12Q (18815.090000 sec): 3 clusters Score: Raw -26992.264022 + Penalty 2848.529581 = -24143.734441 nChanged 1 SP:Iteration 13Q (18815.290000 sec): 3 clusters Score: Raw -26992.862322 + Penalty 2848.529581 = -24144.332741 nChanged 0 SP:Iteration 14F (18815.540000 sec): 3 clusters Score: Raw -26996.324159 + Penalty 2848.529581 = -24147.794578 nChanged 1 SP:Iteration 15Q (18815.700000 sec): 3 clusters Score: Raw -26999.115531 + Penalty 2848.529581 = -24150.585949 nChanged 2 SP:Iteration 16Q (18815.870000 sec): 3 clusters Score: Raw -27009.582223 + Penalty 2848.529581 = -24161.052642 nChanged 2 SP:Iteration 17Q (18816.030000 sec): 3 clusters Score: Raw -27019.283266 + Penalty 2848.529581 = -24170.753685 nChanged 2 SP:Iteration 18Q (18816.230000 sec): 3 clusters Score: Raw -27024.522415 + Penalty 2848.529581 = -24175.992834 nChanged 0 SP:Iteration 19F (18816.370000 sec): 3 clusters Score: Raw -27024.522415 + Penalty 2848.529581 = -24175.992834 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18816.470000 sec): 2 clusters Score: Raw -10159.098412 + Penalty 1098.842566 = -9060.255846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18816.650000 sec): 3 clusters Score: Raw -10593.298470 + Penalty 2197.685132 = -8395.613338 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (3983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18816.740000 sec): 2 clusters Score: Raw -606915.494336 + Penalty 2055.868065 = -604859.626271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18816.940000 sec): 3 clusters Score: Raw -605061.191741 + Penalty 4111.736129 = -600949.455612 nChanged 1515 SP:Iteration 1F (18817.160000 sec): 3 clusters Score: Raw -605956.250892 + Penalty 4111.736129 = -601844.514763 nChanged 288 SP:Iteration 2F (18817.370000 sec): 3 clusters Score: Raw -606158.180253 + Penalty 4111.736129 = -602046.444124 nChanged 207 SP:Iteration 3F (18817.560000 sec): 3 clusters Score: Raw -606299.332549 + Penalty 4111.736129 = -602187.596420 nChanged 187 SP:Iteration 4Q (18817.760000 sec): 3 clusters Score: Raw -606435.138877 + Penalty 4111.736129 = -602323.402748 nChanged 160 SP:Iteration 5Q (18817.960000 sec): 3 clusters Score: Raw -606569.355167 + Penalty 4111.736129 = -602457.619038 nChanged 170 SP:Iteration 6Q (18818.140000 sec): 3 clusters Score: Raw -606723.127855 + Penalty 4111.736129 = -602611.391726 nChanged 165 SP:Iteration 7Q (18818.390000 sec): 3 clusters Score: Raw -606866.344812 + Penalty 4111.736129 = -602754.608683 nChanged 162 SP:Iteration 8Q (18818.580000 sec): 3 clusters Score: Raw -607017.556815 + Penalty 4111.736129 = -602905.820686 nChanged 138 SP:Iteration 9Q (18818.800000 sec): 3 clusters Score: Raw -607167.312501 + Penalty 4111.736129 = -603055.576372 nChanged 137 SP:Iteration 10Q (18818.970000 sec): 3 clusters Score: Raw -607332.282533 + Penalty 4111.736129 = -603220.546403 nChanged 121 SP:Iteration 11Q (18819.170000 sec): 3 clusters Score: Raw -607468.105847 + Penalty 4111.736129 = -603356.369718 nChanged 104 SP:Iteration 12Q (18819.370000 sec): 3 clusters Score: Raw -607571.300710 + Penalty 4111.736129 = -603459.564580 nChanged 73 SP:Iteration 13Q (18819.610000 sec): 3 clusters Score: Raw -607639.668752 + Penalty 4111.736129 = -603527.932623 nChanged 57 SP:Iteration 14Q (18819.820000 sec): 3 clusters Score: Raw -607681.733847 + Penalty 4111.736129 = -603569.997718 nChanged 40 SP:Iteration 15Q (18820.020000 sec): 3 clusters Score: Raw -607707.301559 + Penalty 4111.736129 = -603595.565430 nChanged 30 SP:Iteration 16Q (18820.200000 sec): 3 clusters Score: Raw -607727.617304 + Penalty 4111.736129 = -603615.881175 nChanged 26 SP:Iteration 17Q (18820.420000 sec): 3 clusters Score: Raw -607743.579012 + Penalty 4111.736129 = -603631.842882 nChanged 14 SP:Iteration 18Q (18820.630000 sec): 3 clusters Score: Raw -607751.266213 + Penalty 4111.736129 = -603639.530084 nChanged 10 SP:Iteration 19Q (18820.820000 sec): 3 clusters Score: Raw -607756.919069 + Penalty 4111.736129 = -603645.182940 nChanged 6 SP:Iteration 20F (18821.060000 sec): 3 clusters Score: Raw -607759.820094 + Penalty 4111.736129 = -603648.083965 nChanged 3 SP:Iteration 21Q (18821.270000 sec): 3 clusters Score: Raw -607761.032480 + Penalty 4111.736129 = -603649.296351 nChanged 1 SP:Iteration 22Q (18821.420000 sec): 3 clusters Score: Raw -607761.434601 + Penalty 4111.736129 = -603649.698471 nChanged 1 SP:Iteration 23Q (18821.630000 sec): 3 clusters Score: Raw -607761.704899 + Penalty 4111.736129 = -603649.968770 nChanged 2 SP:Iteration 24Q (18821.840000 sec): 3 clusters Score: Raw -607763.446583 + Penalty 4111.736129 = -603651.710454 nChanged 3 SP:Iteration 25Q (18822.060000 sec): 3 clusters Score: Raw -607764.456004 + Penalty 4111.736129 = -603652.719875 nChanged 0 SP:Iteration 26F (18822.260000 sec): 3 clusters Score: Raw -607764.456004 + Penalty 4111.736129 = -603652.719875 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18822.380000 sec): 2 clusters Score: Raw -37519.636952 + Penalty 1396.540522 = -36123.096430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18822.540000 sec): 3 clusters Score: Raw -37656.509683 + Penalty 2793.081044 = -34863.428639 nChanged 28 SP:Iteration 1F (18822.720000 sec): 3 clusters Score: Raw -37737.048271 + Penalty 2793.081044 = -34943.967227 nChanged 11 SP:Iteration 2Q (18822.900000 sec): 3 clusters Score: Raw -37781.818526 + Penalty 2793.081044 = -34988.737482 nChanged 3 SP:Iteration 3Q (18823.080000 sec): 3 clusters Score: Raw -37793.466873 + Penalty 2793.081044 = -35000.385829 nChanged 1 SP:Iteration 4Q (18823.220000 sec): 3 clusters Score: Raw -37796.293482 + Penalty 2793.081044 = -35003.212438 nChanged 0 SP:Iteration 5F (18823.380000 sec): 3 clusters Score: Raw -37796.293482 + Penalty 2793.081044 = -35003.212438 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18823.470000 sec): 2 clusters Score: Raw -43537.732142 + Penalty 1406.984170 = -42130.747972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18823.630000 sec): 3 clusters Score: Raw -43661.679764 + Penalty 2813.968341 = -40847.711423 nChanged 40 SP:Iteration 1F (18823.810000 sec): 3 clusters Score: Raw -43793.452731 + Penalty 2813.968341 = -40979.484390 nChanged 12 SP:Iteration 2Q (18823.980000 sec): 3 clusters Score: Raw -43841.358615 + Penalty 2813.968341 = -41027.390274 nChanged 4 SP:Iteration 3Q (18824.200000 sec): 3 clusters Score: Raw -43856.644991 + Penalty 2813.968341 = -41042.676651 nChanged 2 SP:Iteration 4Q (18824.340000 sec): 3 clusters Score: Raw -43861.794461 + Penalty 2813.968341 = -41047.826120 nChanged 1 SP:Iteration 5Q (18824.480000 sec): 3 clusters Score: Raw -43866.970999 + Penalty 2813.968341 = -41053.002659 nChanged 1 SP:Iteration 6Q (18824.680000 sec): 3 clusters Score: Raw -43873.620927 + Penalty 2813.968341 = -41059.652586 nChanged 0 SP:Iteration 7F (18824.910000 sec): 3 clusters Score: Raw -43873.620927 + Penalty 2813.968341 = -41059.652586 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (6506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18825.020000 sec): 2 clusters Score: Raw -981762.340870 + Penalty 2177.559067 = -979584.781804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18825.290000 sec): 3 clusters Score: Raw -978469.604952 + Penalty 4355.118133 = -974114.486819 nChanged 2506 SP:Iteration 1F (18825.530000 sec): 3 clusters Score: Raw -979781.480060 + Penalty 4355.118133 = -975426.361927 nChanged 473 SP:Iteration 2F (18825.690000 sec): 3 clusters Score: Raw -980038.626560 + Penalty 4355.118133 = -975683.508427 nChanged 345 SP:Iteration 3F (18825.900000 sec): 3 clusters Score: Raw -980216.208251 + Penalty 4355.118133 = -975861.090118 nChanged 287 SP:Iteration 4Q (18826.130000 sec): 3 clusters Score: Raw -980363.643415 + Penalty 4355.118133 = -976008.525282 nChanged 254 SP:Iteration 5Q (18826.380000 sec): 3 clusters Score: Raw -980488.611774 + Penalty 4355.118133 = -976133.493641 nChanged 235 SP:Iteration 6Q (18826.600000 sec): 3 clusters Score: Raw -980620.262421 + Penalty 4355.118133 = -976265.144288 nChanged 230 SP:Iteration 7Q (18826.820000 sec): 3 clusters Score: Raw -980744.674501 + Penalty 4355.118133 = -976389.556368 nChanged 230 SP:Iteration 8Q (18827.040000 sec): 3 clusters Score: Raw -980873.963470 + Penalty 4355.118133 = -976518.845337 nChanged 238 SP:Iteration 9Q (18827.260000 sec): 3 clusters Score: Raw -981015.803481 + Penalty 4355.118133 = -976660.685348 nChanged 219 SP:Iteration 10Q (18827.450000 sec): 3 clusters Score: Raw -981143.451212 + Penalty 4355.118133 = -976788.333079 nChanged 205 SP:Iteration 11Q (18827.680000 sec): 3 clusters Score: Raw -981280.733777 + Penalty 4355.118133 = -976925.615644 nChanged 200 SP:Iteration 12Q (18827.850000 sec): 3 clusters Score: Raw -981421.553606 + Penalty 4355.118133 = -977066.435473 nChanged 174 SP:Iteration 13Q (18828.090000 sec): 3 clusters Score: Raw -981540.915573 + Penalty 4355.118133 = -977185.797440 nChanged 154 SP:Iteration 14Q (18828.320000 sec): 3 clusters Score: Raw -981649.199950 + Penalty 4355.118133 = -977294.081817 nChanged 126 SP:Iteration 15Q (18828.550000 sec): 3 clusters Score: Raw -981744.404008 + Penalty 4355.118133 = -977389.285875 nChanged 127 SP:Iteration 16Q (18828.760000 sec): 3 clusters Score: Raw -981857.159431 + Penalty 4355.118133 = -977502.041298 nChanged 90 SP:Iteration 17Q (18828.980000 sec): 3 clusters Score: Raw -981928.186958 + Penalty 4355.118133 = -977573.068824 nChanged 60 SP:Iteration 18Q (18829.200000 sec): 3 clusters Score: Raw -981970.489181 + Penalty 4355.118133 = -977615.371048 nChanged 43 SP:Iteration 19Q (18829.450000 sec): 3 clusters Score: Raw -982005.933688 + Penalty 4355.118133 = -977650.815554 nChanged 33 SP:Iteration 20F (18829.710000 sec): 3 clusters Score: Raw -982028.954839 + Penalty 4355.118133 = -977673.836706 nChanged 29 SP:Iteration 21Q (18829.920000 sec): 3 clusters Score: Raw -982049.032575 + Penalty 4355.118133 = -977693.914442 nChanged 20 SP:Iteration 22Q (18830.180000 sec): 3 clusters Score: Raw -982062.833218 + Penalty 4355.118133 = -977707.715085 nChanged 21 SP:Iteration 23Q (18830.380000 sec): 3 clusters Score: Raw -982075.897813 + Penalty 4355.118133 = -977720.779680 nChanged 18 SP:Iteration 24Q (18830.610000 sec): 3 clusters Score: Raw -982089.140083 + Penalty 4355.118133 = -977734.021950 nChanged 13 SP:Iteration 25Q (18830.860000 sec): 3 clusters Score: Raw -982098.559265 + Penalty 4355.118133 = -977743.441132 nChanged 6 SP:Iteration 26Q (18831.090000 sec): 3 clusters Score: Raw -982103.156080 + Penalty 4355.118133 = -977748.037947 nChanged 3 SP:Iteration 27Q (18831.260000 sec): 3 clusters Score: Raw -982106.526713 + Penalty 4355.118133 = -977751.408579 nChanged 3 SP:Iteration 28Q (18831.510000 sec): 3 clusters Score: Raw -982109.758794 + Penalty 4355.118133 = -977754.640660 nChanged 6 SP:Iteration 29Q (18831.710000 sec): 3 clusters Score: Raw -982118.014872 + Penalty 4355.118133 = -977762.896739 nChanged 4 SP:Iteration 30Q (18831.930000 sec): 3 clusters Score: Raw -982121.596998 + Penalty 4355.118133 = -977766.478865 nChanged 2 SP:Iteration 31Q (18832.160000 sec): 3 clusters Score: Raw -982122.277176 + Penalty 4355.118133 = -977767.159043 nChanged 2 SP:Iteration 32Q (18832.380000 sec): 3 clusters Score: Raw -982123.325681 + Penalty 4355.118133 = -977768.207548 nChanged 1 SP:Iteration 33Q (18832.620000 sec): 3 clusters Score: Raw -982124.033934 + Penalty 4355.118133 = -977768.915801 nChanged 0 SP:Iteration 34F (18832.830000 sec): 3 clusters Score: Raw -982124.033934 + Penalty 4355.118133 = -977768.915801 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (2432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18832.960000 sec): 2 clusters Score: Raw -371769.546785 + Penalty 1933.524372 = -369836.022412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18833.180000 sec): 3 clusters Score: Raw -370786.243409 + Penalty 3867.048745 = -366919.194665 nChanged 841 SP:Iteration 1F (18833.360000 sec): 3 clusters Score: Raw -371357.837940 + Penalty 3867.048745 = -367490.789195 nChanged 176 SP:Iteration 2F (18833.550000 sec): 3 clusters Score: Raw -371480.212569 + Penalty 3867.048745 = -367613.163824 nChanged 91 SP:Iteration 3Q (18833.730000 sec): 3 clusters Score: Raw -371538.516073 + Penalty 3867.048745 = -367671.467328 nChanged 66 SP:Iteration 4Q (18833.960000 sec): 3 clusters Score: Raw -371586.053166 + Penalty 3867.048745 = -367719.004421 nChanged 46 SP:Iteration 5Q (18834.140000 sec): 3 clusters Score: Raw -371627.526124 + Penalty 3867.048745 = -367760.477379 nChanged 47 SP:Iteration 6Q (18834.320000 sec): 3 clusters Score: Raw -371664.333600 + Penalty 3867.048745 = -367797.284855 nChanged 40 SP:Iteration 7Q (18834.560000 sec): 3 clusters Score: Raw -371692.392367 + Penalty 3867.048745 = -367825.343622 nChanged 44 SP:Iteration 8Q (18834.740000 sec): 3 clusters Score: Raw -371733.517393 + Penalty 3867.048745 = -367866.468649 nChanged 46 SP:Iteration 9Q (18834.920000 sec): 3 clusters Score: Raw -371773.510072 + Penalty 3867.048745 = -367906.461328 nChanged 56 SP:Iteration 10Q (18835.120000 sec): 3 clusters Score: Raw -371829.801158 + Penalty 3867.048745 = -367962.752413 nChanged 70 SP:Iteration 11Q (18835.320000 sec): 3 clusters Score: Raw -371905.759320 + Penalty 3867.048745 = -368038.710576 nChanged 85 SP:Iteration 12Q (18835.560000 sec): 3 clusters Score: Raw -372014.131270 + Penalty 3867.048745 = -368147.082525 nChanged 92 SP:Iteration 13Q (18835.760000 sec): 3 clusters Score: Raw -372129.720157 + Penalty 3867.048745 = -368262.671413 nChanged 84 SP:Iteration 14Q (18835.980000 sec): 3 clusters Score: Raw -372234.290670 + Penalty 3867.048745 = -368367.241926 nChanged 84 SP:Iteration 15Q (18836.170000 sec): 3 clusters Score: Raw -372321.391474 + Penalty 3867.048745 = -368454.342730 nChanged 63 SP:Iteration 16Q (18836.410000 sec): 3 clusters Score: Raw -372384.799848 + Penalty 3867.048745 = -368517.751104 nChanged 55 SP:Iteration 17Q (18836.620000 sec): 3 clusters Score: Raw -372433.721751 + Penalty 3867.048745 = -368566.673006 nChanged 29 SP:Iteration 18Q (18836.810000 sec): 3 clusters Score: Raw -372456.359799 + Penalty 3867.048745 = -368589.311055 nChanged 28 SP:Iteration 19Q (18837.020000 sec): 3 clusters Score: Raw -372479.282689 + Penalty 3867.048745 = -368612.233945 nChanged 28 SP:Iteration 20F (18837.230000 sec): 3 clusters Score: Raw -372503.519746 + Penalty 3867.048745 = -368636.471002 nChanged 16 SP:Iteration 21Q (18837.400000 sec): 3 clusters Score: Raw -372513.958845 + Penalty 3867.048745 = -368646.910100 nChanged 13 SP:Iteration 22Q (18837.650000 sec): 3 clusters Score: Raw -372523.800880 + Penalty 3867.048745 = -368656.752136 nChanged 13 SP:Iteration 23Q (18837.800000 sec): 3 clusters Score: Raw -372534.712599 + Penalty 3867.048745 = -368667.663854 nChanged 18 SP:Iteration 24Q (18838.030000 sec): 3 clusters Score: Raw -372547.447607 + Penalty 3867.048745 = -368680.398863 nChanged 12 SP:Iteration 25Q (18838.180000 sec): 3 clusters Score: Raw -372557.164243 + Penalty 3867.048745 = -368690.115499 nChanged 7 SP:Iteration 26Q (18838.370000 sec): 3 clusters Score: Raw -372562.113628 + Penalty 3867.048745 = -368695.064883 nChanged 6 SP:Iteration 27Q (18838.570000 sec): 3 clusters Score: Raw -372565.577443 + Penalty 3867.048745 = -368698.528698 nChanged 1 SP:Iteration 28Q (18838.740000 sec): 3 clusters Score: Raw -372566.810784 + Penalty 3867.048745 = -368699.762039 nChanged 1 SP:Iteration 29Q (18838.930000 sec): 3 clusters Score: Raw -372567.150763 + Penalty 3867.048745 = -368700.102018 nChanged 0 SP:Iteration 30F (18839.130000 sec): 3 clusters Score: Raw -372567.150763 + Penalty 3867.048745 = -368700.102018 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18839.220000 sec): 2 clusters Score: Raw -15804.561611 + Penalty 1232.513698 = -14572.047912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18839.420000 sec): 3 clusters Score: Raw -16157.746765 + Penalty 2465.027397 = -13692.719368 nChanged 11 SP:Iteration 1F (18839.570000 sec): 3 clusters Score: Raw -16218.019960 + Penalty 2465.027397 = -13752.992563 nChanged 5 SP:Iteration 2Q (18839.740000 sec): 3 clusters Score: Raw -16239.954584 + Penalty 2465.027397 = -13774.927187 nChanged 4 SP:Iteration 3Q (18839.940000 sec): 3 clusters Score: Raw -16277.674480 + Penalty 2465.027397 = -13812.647083 nChanged 1 SP:Iteration 4Q (18840.060000 sec): 3 clusters Score: Raw -16282.742932 + Penalty 2465.027397 = -13817.715535 nChanged 1 SP:Iteration 5Q (18840.300000 sec): 3 clusters Score: Raw -16286.393502 + Penalty 2465.027397 = -13821.366105 nChanged 0 SP:Iteration 6F (18840.450000 sec): 3 clusters Score: Raw -16286.393502 + Penalty 2465.027397 = -13821.366105 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (2277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18840.550000 sec): 2 clusters Score: Raw -318150.290265 + Penalty 1917.192288 = -316233.097977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18840.740000 sec): 3 clusters Score: Raw -317331.732456 + Penalty 3834.384577 = -313497.347880 nChanged 783 SP:Iteration 1F (18840.950000 sec): 3 clusters Score: Raw -318052.492936 + Penalty 3834.384577 = -314218.108359 nChanged 209 SP:Iteration 2F (18841.120000 sec): 3 clusters Score: Raw -318315.443262 + Penalty 3834.384577 = -314481.058685 nChanged 141 SP:Iteration 3F (18841.310000 sec): 3 clusters Score: Raw -318494.948760 + Penalty 3834.384577 = -314660.564183 nChanged 121 SP:Iteration 4F (18841.540000 sec): 3 clusters Score: Raw -318659.147000 + Penalty 3834.384577 = -314824.762423 nChanged 121 SP:Iteration 5F (18841.710000 sec): 3 clusters Score: Raw -318817.992270 + Penalty 3834.384577 = -314983.607694 nChanged 100 SP:Iteration 6Q (18841.900000 sec): 3 clusters Score: Raw -318948.420407 + Penalty 3834.384577 = -315114.035830 nChanged 75 SP:Iteration 7Q (18842.100000 sec): 3 clusters Score: Raw -319076.068405 + Penalty 3834.384577 = -315241.683828 nChanged 84 SP:Iteration 8Q (18842.320000 sec): 3 clusters Score: Raw -319170.341059 + Penalty 3834.384577 = -315335.956483 nChanged 47 SP:Iteration 9Q (18842.530000 sec): 3 clusters Score: Raw -319229.060830 + Penalty 3834.384577 = -315394.676253 nChanged 36 SP:Iteration 10Q (18842.740000 sec): 3 clusters Score: Raw -319259.107560 + Penalty 3834.384577 = -315424.722983 nChanged 22 SP:Iteration 11Q (18842.960000 sec): 3 clusters Score: Raw -319277.387364 + Penalty 3834.384577 = -315443.002787 nChanged 12 SP:Iteration 12Q (18843.160000 sec): 3 clusters Score: Raw -319289.292470 + Penalty 3834.384577 = -315454.907893 nChanged 10 SP:Iteration 13Q (18843.330000 sec): 3 clusters Score: Raw -319297.865456 + Penalty 3834.384577 = -315463.480879 nChanged 7 SP:Iteration 14Q (18843.490000 sec): 3 clusters Score: Raw -319302.252286 + Penalty 3834.384577 = -315467.867710 nChanged 3 SP:Iteration 15Q (18843.710000 sec): 3 clusters Score: Raw -319303.952001 + Penalty 3834.384577 = -315469.567425 nChanged 2 SP:Iteration 16Q (18843.890000 sec): 3 clusters Score: Raw -319305.983601 + Penalty 3834.384577 = -315471.599024 nChanged 3 SP:Iteration 17Q (18844.100000 sec): 3 clusters Score: Raw -319308.453200 + Penalty 3834.384577 = -315474.068623 nChanged 2 SP:Iteration 18Q (18844.270000 sec): 3 clusters Score: Raw -319311.278586 + Penalty 3834.384577 = -315476.894009 nChanged 1 SP:Iteration 19Q (18844.450000 sec): 3 clusters Score: Raw -319311.806919 + Penalty 3834.384577 = -315477.422343 nChanged 0 SP:Iteration 20F (18844.630000 sec): 3 clusters Score: Raw -319311.806919 + Penalty 3834.384577 = -315477.422343 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18844.750000 sec): 2 clusters Score: Raw -27608.944905 + Penalty 1363.297720 = -26245.647186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18844.920000 sec): 3 clusters Score: Raw -28294.326216 + Penalty 2726.595440 = -25567.730776 nChanged 37 SP:Iteration 1F (18845.080000 sec): 3 clusters Score: Raw -28465.245980 + Penalty 2726.595440 = -25738.650541 nChanged 12 SP:Iteration 2Q (18845.280000 sec): 3 clusters Score: Raw -28588.092235 + Penalty 2726.595440 = -25861.496795 nChanged 8 SP:Iteration 3Q (18845.430000 sec): 3 clusters Score: Raw -28678.412152 + Penalty 2726.595440 = -25951.816712 nChanged 3 SP:Iteration 4Q (18845.620000 sec): 3 clusters Score: Raw -28711.391294 + Penalty 2726.595440 = -25984.795855 nChanged 5 SP:Iteration 5Q (18845.800000 sec): 3 clusters Score: Raw -28741.446843 + Penalty 2726.595440 = -26014.851403 nChanged 1 SP:Iteration 6Q (18846.020000 sec): 3 clusters Score: Raw -28744.022484 + Penalty 2726.595440 = -26017.427044 nChanged 1 SP:Iteration 7Q (18846.260000 sec): 3 clusters Score: Raw -28748.389638 + Penalty 2726.595440 = -26021.794198 nChanged 0 SP:Iteration 8F (18846.400000 sec): 3 clusters Score: Raw -28748.389638 + Penalty 2726.595440 = -26021.794198 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (14856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18846.590000 sec): 2 clusters Score: Raw -2222102.627138 + Penalty 2382.327458 = -2219720.299681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18846.800000 sec): 3 clusters Score: Raw -2213758.557289 + Penalty 4764.654915 = -2208993.902374 nChanged 6408 SP:Iteration 1F (18847.100000 sec): 3 clusters Score: Raw -2217219.240367 + Penalty 4764.654915 = -2212454.585452 nChanged 861 SP:Iteration 2F (18847.370000 sec): 3 clusters Score: Raw -2217525.508535 + Penalty 4764.654915 = -2212760.853620 nChanged 652 SP:Iteration 3Q (18847.620000 sec): 3 clusters Score: Raw -2217763.317592 + Penalty 4764.654915 = -2212998.662677 nChanged 562 SP:Iteration 4Q (18847.840000 sec): 3 clusters Score: Raw -2217939.650924 + Penalty 4764.654915 = -2213174.996009 nChanged 476 SP:Iteration 5Q (18848.180000 sec): 3 clusters Score: Raw -2218097.482138 + Penalty 4764.654915 = -2213332.827223 nChanged 474 SP:Iteration 6Q (18848.440000 sec): 3 clusters Score: Raw -2218257.551431 + Penalty 4764.654915 = -2213492.896516 nChanged 451 SP:Iteration 7Q (18848.710000 sec): 3 clusters Score: Raw -2218420.823475 + Penalty 4764.654915 = -2213656.168560 nChanged 461 SP:Iteration 8Q (18848.990000 sec): 3 clusters Score: Raw -2218590.361402 + Penalty 4764.654915 = -2213825.706487 nChanged 433 SP:Iteration 9Q (18849.250000 sec): 3 clusters Score: Raw -2218766.504857 + Penalty 4764.654915 = -2214001.849941 nChanged 495 SP:Iteration 10Q (18849.570000 sec): 3 clusters Score: Raw -2218985.179856 + Penalty 4764.654915 = -2214220.524941 nChanged 543 SP:Iteration 11Q (18849.890000 sec): 3 clusters Score: Raw -2219265.991638 + Penalty 4764.654915 = -2214501.336723 nChanged 611 SP:Iteration 12Q (18850.160000 sec): 3 clusters Score: Raw -2219623.127136 + Penalty 4764.654915 = -2214858.472221 nChanged 649 SP:Iteration 13Q (18850.430000 sec): 3 clusters Score: Raw -2220045.990845 + Penalty 4764.654915 = -2215281.335930 nChanged 655 SP:Iteration 14Q (18850.700000 sec): 3 clusters Score: Raw -2220477.423831 + Penalty 4764.654915 = -2215712.768916 nChanged 630 SP:Iteration 15Q (18851.000000 sec): 3 clusters Score: Raw -2220953.488781 + Penalty 4764.654915 = -2216188.833866 nChanged 541 SP:Iteration 16Q (18851.340000 sec): 3 clusters Score: Raw -2221359.512189 + Penalty 4764.654915 = -2216594.857274 nChanged 430 SP:Iteration 17Q (18851.600000 sec): 3 clusters Score: Raw -2221690.603756 + Penalty 4764.654915 = -2216925.948841 nChanged 336 SP:Iteration 18Q (18851.870000 sec): 3 clusters Score: Raw -2221958.221702 + Penalty 4764.654915 = -2217193.566786 nChanged 222 SP:Iteration 19Q (18852.180000 sec): 3 clusters Score: Raw -2222135.325032 + Penalty 4764.654915 = -2217370.670117 nChanged 148 SP:Iteration 20F (18852.450000 sec): 3 clusters Score: Raw -2222257.090776 + Penalty 4764.654915 = -2217492.435861 nChanged 85 SP:Iteration 21Q (18852.690000 sec): 3 clusters Score: Raw -2222337.019953 + Penalty 4764.654915 = -2217572.365038 nChanged 57 SP:Iteration 22Q (18852.930000 sec): 3 clusters Score: Raw -2222384.241169 + Penalty 4764.654915 = -2217619.586254 nChanged 42 SP:Iteration 23Q (18853.230000 sec): 3 clusters Score: Raw -2222418.557918 + Penalty 4764.654915 = -2217653.903003 nChanged 24 SP:Iteration 24Q (18853.470000 sec): 3 clusters Score: Raw -2222444.717682 + Penalty 4764.654915 = -2217680.062767 nChanged 18 SP:Iteration 25Q (18853.740000 sec): 3 clusters Score: Raw -2222460.328796 + Penalty 4764.654915 = -2217695.673881 nChanged 14 SP:Iteration 26Q (18853.990000 sec): 3 clusters Score: Raw -2222469.229720 + Penalty 4764.654915 = -2217704.574805 nChanged 7 SP:Iteration 27Q (18854.250000 sec): 3 clusters Score: Raw -2222474.785222 + Penalty 4764.654915 = -2217710.130307 nChanged 7 SP:Iteration 28Q (18854.490000 sec): 3 clusters Score: Raw -2222482.538104 + Penalty 4764.654915 = -2217717.883189 nChanged 7 SP:Iteration 29Q (18854.690000 sec): 3 clusters Score: Raw -2222487.766447 + Penalty 4764.654915 = -2217723.111532 nChanged 5 SP:Iteration 30Q (18854.980000 sec): 3 clusters Score: Raw -2222491.684497 + Penalty 4764.654915 = -2217727.029582 nChanged 4 SP:Iteration 31Q (18855.230000 sec): 3 clusters Score: Raw -2222494.389985 + Penalty 4764.654915 = -2217729.735070 nChanged 1 SP:Iteration 32Q (18855.430000 sec): 3 clusters Score: Raw -2222495.295710 + Penalty 4764.654915 = -2217730.640795 nChanged 1 SP:Iteration 33Q (18855.710000 sec): 3 clusters Score: Raw -2222496.370061 + Penalty 4764.654915 = -2217731.715146 nChanged 1 SP:Iteration 34Q (18855.950000 sec): 3 clusters Score: Raw -2222497.437703 + Penalty 4764.654915 = -2217732.782788 nChanged 0 SP:Iteration 35F (18856.250000 sec): 3 clusters Score: Raw -2222497.437703 + Penalty 4764.654915 = -2217732.782788 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18856.310000 sec): 2 clusters Score: Raw -117530.428245 + Penalty 1656.540598 = -115873.887647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18856.490000 sec): 3 clusters Score: Raw -117419.589712 + Penalty 3313.081196 = -114106.508516 nChanged 168 SP:Iteration 1F (18856.720000 sec): 3 clusters Score: Raw -117636.164304 + Penalty 3313.081196 = -114323.083108 nChanged 45 SP:Iteration 2F (18856.900000 sec): 3 clusters Score: Raw -117709.452312 + Penalty 3313.081196 = -114396.371116 nChanged 15 SP:Iteration 3Q (18857.060000 sec): 3 clusters Score: Raw -117732.322821 + Penalty 3313.081196 = -114419.241625 nChanged 9 SP:Iteration 4Q (18857.250000 sec): 3 clusters Score: Raw -117752.759105 + Penalty 3313.081196 = -114439.677908 nChanged 10 SP:Iteration 5Q (18857.470000 sec): 3 clusters Score: Raw -117773.458134 + Penalty 3313.081196 = -114460.376938 nChanged 4 SP:Iteration 6Q (18857.650000 sec): 3 clusters Score: Raw -117780.185378 + Penalty 3313.081196 = -114467.104182 nChanged 5 SP:Iteration 7Q (18857.830000 sec): 3 clusters Score: Raw -117786.195126 + Penalty 3313.081196 = -114473.113930 nChanged 3 SP:Iteration 8Q (18858.030000 sec): 3 clusters Score: Raw -117791.849616 + Penalty 3313.081196 = -114478.768420 nChanged 1 SP:Iteration 9Q (18858.190000 sec): 3 clusters Score: Raw -117792.815788 + Penalty 3313.081196 = -114479.734591 nChanged 2 SP:Iteration 10Q (18858.400000 sec): 3 clusters Score: Raw -117794.473858 + Penalty 3313.081196 = -114481.392662 nChanged 0 SP:Iteration 11F (18858.590000 sec): 3 clusters Score: Raw -117794.473858 + Penalty 3313.081196 = -114481.392662 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18858.690000 sec): 2 clusters Score: Raw -76175.975225 + Penalty 1553.794701 = -74622.180524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18858.900000 sec): 3 clusters Score: Raw -76197.632999 + Penalty 3107.589402 = -73090.043598 nChanged 102 SP:Iteration 1F (18859.100000 sec): 3 clusters Score: Raw -76391.239026 + Penalty 3107.589402 = -73283.649625 nChanged 26 SP:Iteration 2Q (18859.260000 sec): 3 clusters Score: Raw -76463.526630 + Penalty 3107.589402 = -73355.937228 nChanged 19 SP:Iteration 3Q (18859.490000 sec): 3 clusters Score: Raw -76514.565908 + Penalty 3107.589402 = -73406.976507 nChanged 12 SP:Iteration 4Q (18859.680000 sec): 3 clusters Score: Raw -76553.417785 + Penalty 3107.589402 = -73445.828384 nChanged 14 SP:Iteration 5Q (18859.850000 sec): 3 clusters Score: Raw -76601.678084 + Penalty 3107.589402 = -73494.088682 nChanged 11 SP:Iteration 6Q (18860.060000 sec): 3 clusters Score: Raw -76630.140364 + Penalty 3107.589402 = -73522.550962 nChanged 9 SP:Iteration 7Q (18860.230000 sec): 3 clusters Score: Raw -76650.513444 + Penalty 3107.589402 = -73542.924042 nChanged 5 SP:Iteration 8Q (18860.400000 sec): 3 clusters Score: Raw -76657.082259 + Penalty 3107.589402 = -73549.492857 nChanged 2 SP:Iteration 9Q (18860.580000 sec): 3 clusters Score: Raw -76664.815705 + Penalty 3107.589402 = -73557.226304 nChanged 3 SP:Iteration 10Q (18860.720000 sec): 3 clusters Score: Raw -76672.908466 + Penalty 3107.589402 = -73565.319065 nChanged 2 SP:Iteration 11Q (18860.930000 sec): 3 clusters Score: Raw -76677.766482 + Penalty 3107.589402 = -73570.177081 nChanged 4 SP:Iteration 12Q (18861.080000 sec): 3 clusters Score: Raw -76689.506623 + Penalty 3107.589402 = -73581.917222 nChanged 4 SP:Iteration 13Q (18861.220000 sec): 3 clusters Score: Raw -76698.116218 + Penalty 3107.589402 = -73590.526817 nChanged 4 SP:Iteration 14Q (18861.440000 sec): 3 clusters Score: Raw -76708.238095 + Penalty 3107.589402 = -73600.648693 nChanged 3 SP:Iteration 15Q (18861.600000 sec): 3 clusters Score: Raw -76725.506975 + Penalty 3107.589402 = -73617.917573 nChanged 3 SP:Iteration 16Q (18861.790000 sec): 3 clusters Score: Raw -76737.314059 + Penalty 3107.589402 = -73629.724657 nChanged 2 SP:Iteration 17Q (18861.970000 sec): 3 clusters Score: Raw -76743.724766 + Penalty 3107.589402 = -73636.135364 nChanged 2 SP:Iteration 18Q (18862.160000 sec): 3 clusters Score: Raw -76745.128865 + Penalty 3107.589402 = -73637.539463 nChanged 0 SP:Iteration 19F (18862.360000 sec): 3 clusters Score: Raw -76745.128865 + Penalty 3107.589402 = -73637.539463 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18862.430000 sec): 2 clusters Score: Raw -39909.394216 + Penalty 1406.130469 = -38503.263747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18862.570000 sec): 3 clusters Score: Raw -40038.006914 + Penalty 2812.260938 = -37225.745976 nChanged 37 SP:Iteration 1F (18862.780000 sec): 3 clusters Score: Raw -40166.039410 + Penalty 2812.260938 = -37353.778472 nChanged 11 SP:Iteration 2Q (18862.970000 sec): 3 clusters Score: Raw -40212.561656 + Penalty 2812.260938 = -37400.300718 nChanged 6 SP:Iteration 3Q (18863.170000 sec): 3 clusters Score: Raw -40244.109427 + Penalty 2812.260938 = -37431.848489 nChanged 4 SP:Iteration 4Q (18863.330000 sec): 3 clusters Score: Raw -40267.568358 + Penalty 2812.260938 = -37455.307420 nChanged 1 SP:Iteration 5Q (18863.510000 sec): 3 clusters Score: Raw -40275.236716 + Penalty 2812.260938 = -37462.975778 nChanged 2 SP:Iteration 6Q (18863.700000 sec): 3 clusters Score: Raw -40286.367628 + Penalty 2812.260938 = -37474.106691 nChanged 1 SP:Iteration 7Q (18863.880000 sec): 3 clusters Score: Raw -40293.474756 + Penalty 2812.260938 = -37481.213819 nChanged 1 SP:Iteration 8Q (18864.060000 sec): 3 clusters Score: Raw -40297.379673 + Penalty 2812.260938 = -37485.118736 nChanged 0 SP:Iteration 9F (18864.260000 sec): 3 clusters Score: Raw -40297.379673 + Penalty 2812.260938 = -37485.118736 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18864.300000 sec): 2 clusters Score: Raw -24977.550263 + Penalty 1316.450389 = -23661.099874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18864.510000 sec): 3 clusters Score: Raw -25260.270780 + Penalty 2632.900778 = -22627.370002 nChanged 14 SP:Iteration 1F (18864.720000 sec): 3 clusters Score: Raw -25322.811105 + Penalty 2632.900778 = -22689.910327 nChanged 2 SP:Iteration 2Q (18864.880000 sec): 3 clusters Score: Raw -25331.611702 + Penalty 2632.900778 = -22698.710924 nChanged 4 SP:Iteration 3Q (18865.100000 sec): 3 clusters Score: Raw -25348.658140 + Penalty 2632.900778 = -22715.757362 nChanged 1 SP:Iteration 4Q (18865.320000 sec): 3 clusters Score: Raw -25351.297074 + Penalty 2632.900778 = -22718.396296 nChanged 0 SP:Iteration 5F (18865.500000 sec): 3 clusters Score: Raw -25351.297074 + Penalty 2632.900778 = -22718.396296 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18865.570000 sec): 2 clusters Score: Raw -119991.844662 + Penalty 1654.977896 = -118336.866766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18865.730000 sec): 3 clusters Score: Raw -119878.604102 + Penalty 3309.955792 = -116568.648310 nChanged 180 SP:Iteration 1F (18865.960000 sec): 3 clusters Score: Raw -120192.536133 + Penalty 3309.955792 = -116882.580341 nChanged 62 SP:Iteration 2F (18866.140000 sec): 3 clusters Score: Raw -120382.225194 + Penalty 3309.955792 = -117072.269402 nChanged 43 SP:Iteration 3F (18866.340000 sec): 3 clusters Score: Raw -120506.819604 + Penalty 3309.955792 = -117196.863812 nChanged 31 SP:Iteration 4Q (18866.510000 sec): 3 clusters Score: Raw -120586.881779 + Penalty 3309.955792 = -117276.925987 nChanged 30 SP:Iteration 5Q (18866.650000 sec): 3 clusters Score: Raw -120677.876411 + Penalty 3309.955792 = -117367.920619 nChanged 27 SP:Iteration 6Q (18866.860000 sec): 3 clusters Score: Raw -120755.500062 + Penalty 3309.955792 = -117445.544270 nChanged 19 SP:Iteration 7Q (18867.030000 sec): 3 clusters Score: Raw -120808.136869 + Penalty 3309.955792 = -117498.181077 nChanged 12 SP:Iteration 8Q (18867.220000 sec): 3 clusters Score: Raw -120839.000850 + Penalty 3309.955792 = -117529.045058 nChanged 10 SP:Iteration 9Q (18867.390000 sec): 3 clusters Score: Raw -120858.287860 + Penalty 3309.955792 = -117548.332068 nChanged 7 SP:Iteration 10Q (18867.630000 sec): 3 clusters Score: Raw -120868.316978 + Penalty 3309.955792 = -117558.361186 nChanged 2 SP:Iteration 11Q (18867.800000 sec): 3 clusters Score: Raw -120872.163485 + Penalty 3309.955792 = -117562.207693 nChanged 2 SP:Iteration 12Q (18868.030000 sec): 3 clusters Score: Raw -120876.591742 + Penalty 3309.955792 = -117566.635950 nChanged 2 SP:Iteration 13Q (18868.220000 sec): 3 clusters Score: Raw -120879.794054 + Penalty 3309.955792 = -117569.838262 nChanged 1 SP:Iteration 14Q (18868.400000 sec): 3 clusters Score: Raw -120883.158797 + Penalty 3309.955792 = -117573.203005 nChanged 0 SP:Iteration 15F (18868.560000 sec): 3 clusters Score: Raw -120883.158797 + Penalty 3309.955792 = -117573.203005 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18868.690000 sec): 2 clusters Score: Raw -115623.391286 + Penalty 1651.504892 = -113971.886394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18868.870000 sec): 3 clusters Score: Raw -115533.533147 + Penalty 3303.009784 = -112230.523363 nChanged 183 SP:Iteration 1F (18869.040000 sec): 3 clusters Score: Raw -115812.567560 + Penalty 3303.009784 = -112509.557776 nChanged 47 SP:Iteration 2F (18869.230000 sec): 3 clusters Score: Raw -115893.379764 + Penalty 3303.009784 = -112590.369980 nChanged 16 SP:Iteration 3Q (18869.400000 sec): 3 clusters Score: Raw -115913.535261 + Penalty 3303.009784 = -112610.525477 nChanged 7 SP:Iteration 4Q (18869.600000 sec): 3 clusters Score: Raw -115924.653741 + Penalty 3303.009784 = -112621.643957 nChanged 4 SP:Iteration 5Q (18869.760000 sec): 3 clusters Score: Raw -115927.950654 + Penalty 3303.009784 = -112624.940870 nChanged 3 SP:Iteration 6Q (18869.920000 sec): 3 clusters Score: Raw -115931.728274 + Penalty 3303.009784 = -112628.718489 nChanged 3 SP:Iteration 7Q (18870.150000 sec): 3 clusters Score: Raw -115936.268422 + Penalty 3303.009784 = -112633.258638 nChanged 1 SP:Iteration 8Q (18870.320000 sec): 3 clusters Score: Raw -115937.293349 + Penalty 3303.009784 = -112634.283565 nChanged 0 SP:Iteration 9F (18870.480000 sec): 3 clusters Score: Raw -115937.293349 + Penalty 3303.009784 = -112634.283565 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18870.530000 sec): 2 clusters Score: Raw -35125.097534 + Penalty 1368.328318 = -33756.769216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18870.720000 sec): 3 clusters Score: Raw -35373.721439 + Penalty 2736.656637 = -32637.064802 nChanged 24 SP:Iteration 1F (18870.940000 sec): 3 clusters Score: Raw -35486.691047 + Penalty 2736.656637 = -32750.034410 nChanged 6 SP:Iteration 2Q (18871.060000 sec): 3 clusters Score: Raw -35509.312915 + Penalty 2736.656637 = -32772.656279 nChanged 0 SP:Iteration 3F (18871.260000 sec): 3 clusters Score: Raw -35509.312915 + Penalty 2736.656637 = -32772.656279 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (59234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18871.660000 sec): 2 clusters Score: Raw -8982254.202434 + Penalty 2725.334243 = -8979528.868191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18872.160000 sec): 3 clusters Score: Raw -8945305.364776 + Penalty 5450.668486 = -8939854.696290 nChanged 27399 SP:Iteration 1F (18872.660000 sec): 3 clusters Score: Raw -8960562.977066 + Penalty 5450.668486 = -8955112.308579 nChanged 2593 SP:Iteration 2Q (18873.160000 sec): 3 clusters Score: Raw -8961455.343838 + Penalty 5450.668486 = -8956004.675352 nChanged 2990 SP:Iteration 3F (18873.650000 sec): 3 clusters Score: Raw -8962806.407933 + Penalty 5450.668486 = -8957355.739447 nChanged 3699 SP:Iteration 4F (18874.130000 sec): 3 clusters Score: Raw -8964934.047762 + Penalty 5450.668486 = -8959483.379276 nChanged 4312 SP:Iteration 5F (18874.600000 sec): 3 clusters Score: Raw -8967859.926206 + Penalty 5450.668486 = -8962409.257720 nChanged 4571 SP:Iteration 6F (18875.120000 sec): 3 clusters Score: Raw -8971375.570023 + Penalty 5450.668486 = -8965924.901537 nChanged 4299 SP:Iteration 7F (18875.600000 sec): 3 clusters Score: Raw -8974910.291098 + Penalty 5450.668486 = -8969459.622612 nChanged 3422 SP:Iteration 8F (18876.090000 sec): 3 clusters Score: Raw -8977818.693023 + Penalty 5450.668486 = -8972368.024537 nChanged 2473 SP:Iteration 9Q (18876.600000 sec): 3 clusters Score: Raw -8980011.830231 + Penalty 5450.668486 = -8974561.161745 nChanged 1548 SP:Iteration 10Q (18877.060000 sec): 3 clusters Score: Raw -8981467.179915 + Penalty 5450.668486 = -8976016.511429 nChanged 783 SP:Iteration 11Q (18877.540000 sec): 3 clusters Score: Raw -8982226.831743 + Penalty 5450.668486 = -8976776.163256 nChanged 414 SP:Iteration 12Q (18877.940000 sec): 3 clusters Score: Raw -8982606.326471 + Penalty 5450.668486 = -8977155.657985 nChanged 240 SP:Iteration 13Q (18878.380000 sec): 3 clusters Score: Raw -8982798.392702 + Penalty 5450.668486 = -8977347.724215 nChanged 166 SP:Iteration 14Q (18878.760000 sec): 3 clusters Score: Raw -8982904.500629 + Penalty 5450.668486 = -8977453.832143 nChanged 105 SP:Iteration 15Q (18879.160000 sec): 3 clusters Score: Raw -8982978.371221 + Penalty 5450.668486 = -8977527.702735 nChanged 75 SP:Iteration 16Q (18879.560000 sec): 3 clusters Score: Raw -8983031.532290 + Penalty 5450.668486 = -8977580.863804 nChanged 54 SP:Iteration 17Q (18879.970000 sec): 3 clusters Score: Raw -8983062.946272 + Penalty 5450.668486 = -8977612.277786 nChanged 55 SP:Iteration 18Q (18880.370000 sec): 3 clusters Score: Raw -8983100.633607 + Penalty 5450.668486 = -8977649.965121 nChanged 53 SP:Iteration 19Q (18880.770000 sec): 3 clusters Score: Raw -8983128.120887 + Penalty 5450.668486 = -8977677.452401 nChanged 27 SP:Iteration 20F (18881.230000 sec): 3 clusters Score: Raw -8983141.267322 + Penalty 5450.668486 = -8977690.598836 nChanged 19 SP:Iteration 21Q (18881.640000 sec): 3 clusters Score: Raw -8983149.821852 + Penalty 5450.668486 = -8977699.153366 nChanged 20 SP:Iteration 22Q (18882.060000 sec): 3 clusters Score: Raw -8983159.061998 + Penalty 5450.668486 = -8977708.393511 nChanged 22 SP:Iteration 23Q (18882.410000 sec): 3 clusters Score: Raw -8983168.921897 + Penalty 5450.668486 = -8977718.253411 nChanged 12 SP:Iteration 24Q (18882.810000 sec): 3 clusters Score: Raw -8983173.214301 + Penalty 5450.668486 = -8977722.545815 nChanged 11 SP:Iteration 25Q (18883.190000 sec): 3 clusters Score: Raw -8983177.219142 + Penalty 5450.668486 = -8977726.550656 nChanged 7 SP:Iteration 26Q (18883.590000 sec): 3 clusters Score: Raw -8983180.495883 + Penalty 5450.668486 = -8977729.827397 nChanged 9 SP:Iteration 27Q (18884.030000 sec): 3 clusters Score: Raw -8983182.848872 + Penalty 5450.668486 = -8977732.180386 nChanged 8 SP:Iteration 28Q (18884.430000 sec): 3 clusters Score: Raw -8983185.178054 + Penalty 5450.668486 = -8977734.509568 nChanged 5 SP:Iteration 29Q (18884.820000 sec): 3 clusters Score: Raw -8983187.138058 + Penalty 5450.668486 = -8977736.469571 nChanged 8 SP:Iteration 30Q (18885.190000 sec): 3 clusters Score: Raw -8983189.505147 + Penalty 5450.668486 = -8977738.836661 nChanged 5 SP:Iteration 31Q (18885.680000 sec): 3 clusters Score: Raw -8983191.416069 + Penalty 5450.668486 = -8977740.747583 nChanged 4 SP:Iteration 32Q (18886.080000 sec): 3 clusters Score: Raw -8983192.912218 + Penalty 5450.668486 = -8977742.243731 nChanged 3 SP:Iteration 33Q (18886.520000 sec): 3 clusters Score: Raw -8983194.251150 + Penalty 5450.668486 = -8977743.582664 nChanged 2 SP:Iteration 34Q (18886.980000 sec): 3 clusters Score: Raw -8983195.373493 + Penalty 5450.668486 = -8977744.705006 nChanged 1 SP:Iteration 35Q (18887.430000 sec): 3 clusters Score: Raw -8983195.524719 + Penalty 5450.668486 = -8977744.856233 nChanged 0 SP:Iteration 36F (18887.910000 sec): 3 clusters Score: Raw -8983195.524719 + Penalty 5450.668486 = -8977744.856233 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18888.050000 sec): 2 clusters Score: Raw -53943.630850 + Penalty 1482.135026 = -52461.495824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18888.240000 sec): 3 clusters Score: Raw -54065.107141 + Penalty 2964.270051 = -51100.837090 nChanged 72 SP:Iteration 1F (18888.470000 sec): 3 clusters Score: Raw -54236.890246 + Penalty 2964.270051 = -51272.620195 nChanged 22 SP:Iteration 2F (18888.630000 sec): 3 clusters Score: Raw -54309.460655 + Penalty 2964.270051 = -51345.190604 nChanged 16 SP:Iteration 3Q (18888.800000 sec): 3 clusters Score: Raw -54354.036636 + Penalty 2964.270051 = -51389.766585 nChanged 5 SP:Iteration 4Q (18888.950000 sec): 3 clusters Score: Raw -54366.539083 + Penalty 2964.270051 = -51402.269032 nChanged 2 SP:Iteration 5Q (18889.100000 sec): 3 clusters Score: Raw -54371.522203 + Penalty 2964.270051 = -51407.252152 nChanged 0 SP:Iteration 6F (18889.280000 sec): 3 clusters Score: Raw -54371.522203 + Penalty 2964.270051 = -51407.252152 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18889.410000 sec): 2 clusters Score: Raw -160550.226437 + Penalty 1741.007296 = -158809.219142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18889.560000 sec): 3 clusters Score: Raw -160257.631238 + Penalty 3482.014591 = -156775.616647 nChanged 283 SP:Iteration 1F (18889.730000 sec): 3 clusters Score: Raw -160553.334887 + Penalty 3482.014591 = -157071.320296 nChanged 70 SP:Iteration 2F (18889.920000 sec): 3 clusters Score: Raw -160637.228764 + Penalty 3482.014591 = -157155.214173 nChanged 35 SP:Iteration 3Q (18890.070000 sec): 3 clusters Score: Raw -160680.055951 + Penalty 3482.014591 = -157198.041359 nChanged 20 SP:Iteration 4Q (18890.270000 sec): 3 clusters Score: Raw -160710.665172 + Penalty 3482.014591 = -157228.650580 nChanged 22 SP:Iteration 5Q (18890.460000 sec): 3 clusters Score: Raw -160752.721010 + Penalty 3482.014591 = -157270.706419 nChanged 16 SP:Iteration 6Q (18890.610000 sec): 3 clusters Score: Raw -160780.191575 + Penalty 3482.014591 = -157298.176984 nChanged 13 SP:Iteration 7Q (18890.760000 sec): 3 clusters Score: Raw -160806.378815 + Penalty 3482.014591 = -157324.364224 nChanged 15 SP:Iteration 8Q (18890.920000 sec): 3 clusters Score: Raw -160821.555377 + Penalty 3482.014591 = -157339.540785 nChanged 14 SP:Iteration 9Q (18891.050000 sec): 3 clusters Score: Raw -160843.666966 + Penalty 3482.014591 = -157361.652375 nChanged 11 SP:Iteration 10Q (18891.240000 sec): 3 clusters Score: Raw -160857.102108 + Penalty 3482.014591 = -157375.087517 nChanged 13 SP:Iteration 11Q (18891.410000 sec): 3 clusters Score: Raw -160869.067189 + Penalty 3482.014591 = -157387.052598 nChanged 3 SP:Iteration 12Q (18891.590000 sec): 3 clusters Score: Raw -160871.645624 + Penalty 3482.014591 = -157389.631033 nChanged 8 SP:Iteration 13Q (18891.840000 sec): 3 clusters Score: Raw -160878.346822 + Penalty 3482.014591 = -157396.332230 nChanged 5 SP:Iteration 14Q (18892.070000 sec): 3 clusters Score: Raw -160882.573525 + Penalty 3482.014591 = -157400.558933 nChanged 4 SP:Iteration 15Q (18892.300000 sec): 3 clusters Score: Raw -160887.586702 + Penalty 3482.014591 = -157405.572111 nChanged 11 SP:Iteration 16Q (18892.460000 sec): 3 clusters Score: Raw -160897.977012 + Penalty 3482.014591 = -157415.962421 nChanged 3 SP:Iteration 17Q (18892.610000 sec): 3 clusters Score: Raw -160901.333850 + Penalty 3482.014591 = -157419.319258 nChanged 5 SP:Iteration 18Q (18892.790000 sec): 3 clusters Score: Raw -160905.862714 + Penalty 3482.014591 = -157423.848123 nChanged 2 SP:Iteration 19Q (18892.960000 sec): 3 clusters Score: Raw -160908.534015 + Penalty 3482.014591 = -157426.519424 nChanged 3 SP:Iteration 20F (18893.140000 sec): 3 clusters Score: Raw -160912.548702 + Penalty 3482.014591 = -157430.534111 nChanged 4 SP:Iteration 21Q (18893.350000 sec): 3 clusters Score: Raw -160916.639721 + Penalty 3482.014591 = -157434.625130 nChanged 3 SP:Iteration 22Q (18893.550000 sec): 3 clusters Score: Raw -160918.452771 + Penalty 3482.014591 = -157436.438179 nChanged 4 SP:Iteration 23Q (18893.760000 sec): 3 clusters Score: Raw -160927.308285 + Penalty 3482.014591 = -157445.293694 nChanged 7 SP:Iteration 24Q (18893.910000 sec): 3 clusters Score: Raw -160937.981367 + Penalty 3482.014591 = -157455.966775 nChanged 8 SP:Iteration 25Q (18894.170000 sec): 3 clusters Score: Raw -160951.038567 + Penalty 3482.014591 = -157469.023976 nChanged 5 SP:Iteration 26Q (18894.310000 sec): 3 clusters Score: Raw -160954.039741 + Penalty 3482.014591 = -157472.025150 nChanged 6 SP:Iteration 27Q (18894.530000 sec): 3 clusters Score: Raw -160959.986831 + Penalty 3482.014591 = -157477.972239 nChanged 6 SP:Iteration 28Q (18894.690000 sec): 3 clusters Score: Raw -160966.698502 + Penalty 3482.014591 = -157484.683911 nChanged 8 SP:Iteration 29Q (18894.880000 sec): 3 clusters Score: Raw -160976.676622 + Penalty 3482.014591 = -157494.662030 nChanged 4 SP:Iteration 30Q (18895.100000 sec): 3 clusters Score: Raw -160986.083815 + Penalty 3482.014591 = -157504.069224 nChanged 11 SP:Iteration 31Q (18895.270000 sec): 3 clusters Score: Raw -160998.599860 + Penalty 3482.014591 = -157516.585269 nChanged 12 SP:Iteration 32Q (18895.470000 sec): 3 clusters Score: Raw -161013.909370 + Penalty 3482.014591 = -157531.894779 nChanged 6 SP:Iteration 33Q (18895.690000 sec): 3 clusters Score: Raw -161021.697423 + Penalty 3482.014591 = -157539.682832 nChanged 8 SP:Iteration 34Q (18895.880000 sec): 3 clusters Score: Raw -161032.976598 + Penalty 3482.014591 = -157550.962007 nChanged 10 SP:Iteration 35Q (18896.080000 sec): 3 clusters Score: Raw -161046.864264 + Penalty 3482.014591 = -157564.849673 nChanged 15 SP:Iteration 36Q (18896.280000 sec): 3 clusters Score: Raw -161067.655270 + Penalty 3482.014591 = -157585.640678 nChanged 15 SP:Iteration 37Q (18896.500000 sec): 3 clusters Score: Raw -161088.266880 + Penalty 3482.014591 = -157606.252289 nChanged 14 SP:Iteration 38Q (18896.700000 sec): 3 clusters Score: Raw -161125.900153 + Penalty 3482.014591 = -157643.885561 nChanged 13 SP:Iteration 39Q (18896.890000 sec): 3 clusters Score: Raw -161146.867073 + Penalty 3482.014591 = -157664.852482 nChanged 9 SP:Iteration 40F (18897.130000 sec): 3 clusters Score: Raw -161162.612244 + Penalty 3482.014591 = -157680.597652 nChanged 4 SP:Iteration 41Q (18897.320000 sec): 3 clusters Score: Raw -161167.450065 + Penalty 3482.014591 = -157685.435473 nChanged 7 SP:Iteration 42Q (18897.520000 sec): 3 clusters Score: Raw -161180.768325 + Penalty 3482.014591 = -157698.753734 nChanged 9 SP:Iteration 43Q (18897.680000 sec): 3 clusters Score: Raw -161199.659631 + Penalty 3482.014591 = -157717.645040 nChanged 10 SP:Iteration 44Q (18897.880000 sec): 3 clusters Score: Raw -161219.266526 + Penalty 3482.014591 = -157737.251935 nChanged 10 SP:Iteration 45Q (18898.080000 sec): 3 clusters Score: Raw -161235.179397 + Penalty 3482.014591 = -157753.164806 nChanged 7 SP:Iteration 46Q (18898.270000 sec): 3 clusters Score: Raw -161245.162062 + Penalty 3482.014591 = -157763.147470 nChanged 6 SP:Iteration 47Q (18898.480000 sec): 3 clusters Score: Raw -161253.835374 + Penalty 3482.014591 = -157771.820783 nChanged 9 SP:Iteration 48Q (18898.670000 sec): 3 clusters Score: Raw -161268.600234 + Penalty 3482.014591 = -157786.585642 nChanged 9 SP:Iteration 49Q (18898.870000 sec): 3 clusters Score: Raw -161282.782131 + Penalty 3482.014591 = -157800.767540 nChanged 8 SP:Iteration 50Q (18899.060000 sec): 3 clusters Score: Raw -161296.106422 + Penalty 3482.014591 = -157814.091831 nChanged 8 SP:Iteration 51Q (18899.260000 sec): 3 clusters Score: Raw -161308.805601 + Penalty 3482.014591 = -157826.791009 nChanged 7 SP:Iteration 52Q (18899.470000 sec): 3 clusters Score: Raw -161317.997828 + Penalty 3482.014591 = -157835.983237 nChanged 4 SP:Iteration 53Q (18899.650000 sec): 3 clusters Score: Raw -161323.640314 + Penalty 3482.014591 = -157841.625723 nChanged 3 SP:Iteration 54Q (18899.810000 sec): 3 clusters Score: Raw -161327.445026 + Penalty 3482.014591 = -157845.430435 nChanged 4 SP:Iteration 55Q (18900.030000 sec): 3 clusters Score: Raw -161332.425529 + Penalty 3482.014591 = -157850.410938 nChanged 2 SP:Iteration 56Q (18900.240000 sec): 3 clusters Score: Raw -161334.382003 + Penalty 3482.014591 = -157852.367412 nChanged 2 SP:Iteration 57Q (18900.400000 sec): 3 clusters Score: Raw -161335.586419 + Penalty 3482.014591 = -157853.571828 nChanged 0 SP:Iteration 58F (18900.580000 sec): 3 clusters Score: Raw -161335.586419 + Penalty 3482.014591 = -157853.571828 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18900.690000 sec): 2 clusters Score: Raw -20988.700445 + Penalty 1261.723891 = -19726.976554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18900.890000 sec): 3 clusters Score: Raw -21318.867731 + Penalty 2523.447782 = -18795.419949 nChanged 7 SP:Iteration 1Q (18901.090000 sec): 3 clusters Score: Raw -21362.647351 + Penalty 2523.447782 = -18839.199569 nChanged 1 SP:Iteration 2Q (18901.250000 sec): 3 clusters Score: Raw -21374.408734 + Penalty 2523.447782 = -18850.960952 nChanged 0 SP:Iteration 3F (18901.460000 sec): 3 clusters Score: Raw -21374.408734 + Penalty 2523.447782 = -18850.960952 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18901.540000 sec): 2 clusters Score: Raw -124569.801054 + Penalty 1671.061819 = -122898.739235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18901.760000 sec): 3 clusters Score: Raw -124433.776481 + Penalty 3342.123637 = -121091.652843 nChanged 186 SP:Iteration 1F (18901.930000 sec): 3 clusters Score: Raw -124687.176546 + Penalty 3342.123637 = -121345.052909 nChanged 61 SP:Iteration 2F (18902.160000 sec): 3 clusters Score: Raw -124772.397567 + Penalty 3342.123637 = -121430.273930 nChanged 29 SP:Iteration 3Q (18902.340000 sec): 3 clusters Score: Raw -124823.989424 + Penalty 3342.123637 = -121481.865786 nChanged 24 SP:Iteration 4Q (18902.540000 sec): 3 clusters Score: Raw -124867.674509 + Penalty 3342.123637 = -121525.550872 nChanged 19 SP:Iteration 5Q (18902.720000 sec): 3 clusters Score: Raw -124906.952327 + Penalty 3342.123637 = -121564.828689 nChanged 18 SP:Iteration 6Q (18902.910000 sec): 3 clusters Score: Raw -124942.363850 + Penalty 3342.123637 = -121600.240212 nChanged 12 SP:Iteration 7Q (18903.130000 sec): 3 clusters Score: Raw -124958.688062 + Penalty 3342.123637 = -121616.564425 nChanged 8 SP:Iteration 8Q (18903.330000 sec): 3 clusters Score: Raw -124968.132808 + Penalty 3342.123637 = -121626.009171 nChanged 6 SP:Iteration 9Q (18903.550000 sec): 3 clusters Score: Raw -124974.940922 + Penalty 3342.123637 = -121632.817285 nChanged 4 SP:Iteration 10Q (18903.720000 sec): 3 clusters Score: Raw -124979.279088 + Penalty 3342.123637 = -121637.155451 nChanged 3 SP:Iteration 11Q (18903.950000 sec): 3 clusters Score: Raw -124982.333067 + Penalty 3342.123637 = -121640.209430 nChanged 3 SP:Iteration 12Q (18904.140000 sec): 3 clusters Score: Raw -124984.900947 + Penalty 3342.123637 = -121642.777310 nChanged 4 SP:Iteration 13Q (18904.300000 sec): 3 clusters Score: Raw -124990.777481 + Penalty 3342.123637 = -121648.653844 nChanged 2 SP:Iteration 14Q (18904.540000 sec): 3 clusters Score: Raw -124994.151688 + Penalty 3342.123637 = -121652.028050 nChanged 2 SP:Iteration 15Q (18904.700000 sec): 3 clusters Score: Raw -124996.189497 + Penalty 3342.123637 = -121654.065859 nChanged 0 SP:Iteration 16F (18904.870000 sec): 3 clusters Score: Raw -124996.189497 + Penalty 3342.123637 = -121654.065859 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18904.990000 sec): 2 clusters Score: Raw -26515.477247 + Penalty 1310.234525 = -25205.242722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18905.190000 sec): 3 clusters Score: Raw -26768.022082 + Penalty 2620.469049 = -24147.553033 nChanged 10 SP:Iteration 1F (18905.360000 sec): 3 clusters Score: Raw -26806.742866 + Penalty 2620.469049 = -24186.273817 nChanged 2 SP:Iteration 2Q (18905.550000 sec): 3 clusters Score: Raw -26819.051038 + Penalty 2620.469049 = -24198.581989 nChanged 1 SP:Iteration 3Q (18905.710000 sec): 3 clusters Score: Raw -26826.187974 + Penalty 2620.469049 = -24205.718925 nChanged 0 SP:Iteration 4F (18905.900000 sec): 3 clusters Score: Raw -26826.187974 + Penalty 2620.469049 = -24205.718925 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18905.990000 sec): 2 clusters Score: Raw -110382.134612 + Penalty 1636.092134 = -108746.042478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18906.180000 sec): 3 clusters Score: Raw -110321.672169 + Penalty 3272.184268 = -107049.487901 nChanged 166 SP:Iteration 1F (18906.330000 sec): 3 clusters Score: Raw -110589.564349 + Penalty 3272.184268 = -107317.380080 nChanged 43 SP:Iteration 2F (18906.510000 sec): 3 clusters Score: Raw -110689.232755 + Penalty 3272.184268 = -107417.048487 nChanged 31 SP:Iteration 3Q (18906.670000 sec): 3 clusters Score: Raw -110768.787698 + Penalty 3272.184268 = -107496.603430 nChanged 21 SP:Iteration 4Q (18906.820000 sec): 3 clusters Score: Raw -110807.320419 + Penalty 3272.184268 = -107535.136150 nChanged 16 SP:Iteration 5Q (18906.990000 sec): 3 clusters Score: Raw -110857.174818 + Penalty 3272.184268 = -107584.990550 nChanged 13 SP:Iteration 6Q (18907.200000 sec): 3 clusters Score: Raw -110883.200380 + Penalty 3272.184268 = -107611.016112 nChanged 16 SP:Iteration 7Q (18907.330000 sec): 3 clusters Score: Raw -110928.946184 + Penalty 3272.184268 = -107656.761916 nChanged 17 SP:Iteration 8Q (18907.500000 sec): 3 clusters Score: Raw -110986.296234 + Penalty 3272.184268 = -107714.111966 nChanged 24 SP:Iteration 9Q (18907.680000 sec): 3 clusters Score: Raw -111051.347137 + Penalty 3272.184268 = -107779.162868 nChanged 25 SP:Iteration 10Q (18907.850000 sec): 3 clusters Score: Raw -111119.613594 + Penalty 3272.184268 = -107847.429326 nChanged 22 SP:Iteration 11Q (18908.020000 sec): 3 clusters Score: Raw -111180.294153 + Penalty 3272.184268 = -107908.109885 nChanged 18 SP:Iteration 12Q (18908.220000 sec): 3 clusters Score: Raw -111213.548071 + Penalty 3272.184268 = -107941.363803 nChanged 9 SP:Iteration 13Q (18908.460000 sec): 3 clusters Score: Raw -111236.942604 + Penalty 3272.184268 = -107964.758335 nChanged 10 SP:Iteration 14Q (18908.680000 sec): 3 clusters Score: Raw -111252.919479 + Penalty 3272.184268 = -107980.735211 nChanged 5 SP:Iteration 15Q (18908.900000 sec): 3 clusters Score: Raw -111260.693013 + Penalty 3272.184268 = -107988.508745 nChanged 5 SP:Iteration 16Q (18909.120000 sec): 3 clusters Score: Raw -111276.839708 + Penalty 3272.184268 = -108004.655440 nChanged 5 SP:Iteration 17Q (18909.330000 sec): 3 clusters Score: Raw -111294.075183 + Penalty 3272.184268 = -108021.890915 nChanged 3 SP:Iteration 18Q (18909.540000 sec): 3 clusters Score: Raw -111297.449050 + Penalty 3272.184268 = -108025.264782 nChanged 2 SP:Iteration 19Q (18909.760000 sec): 3 clusters Score: Raw -111301.199935 + Penalty 3272.184268 = -108029.015667 nChanged 3 SP:Iteration 20F (18909.950000 sec): 3 clusters Score: Raw -111312.816350 + Penalty 3272.184268 = -108040.632082 nChanged 2 SP:Iteration 21Q (18910.170000 sec): 3 clusters Score: Raw -111322.796771 + Penalty 3272.184268 = -108050.612503 nChanged 5 SP:Iteration 22Q (18910.380000 sec): 3 clusters Score: Raw -111336.478641 + Penalty 3272.184268 = -108064.294373 nChanged 4 SP:Iteration 23Q (18910.560000 sec): 3 clusters Score: Raw -111346.520068 + Penalty 3272.184268 = -108074.335800 nChanged 2 SP:Iteration 24Q (18910.720000 sec): 3 clusters Score: Raw -111349.154353 + Penalty 3272.184268 = -108076.970084 nChanged 1 SP:Iteration 25Q (18910.890000 sec): 3 clusters Score: Raw -111350.168465 + Penalty 3272.184268 = -108077.984197 nChanged 1 SP:Iteration 26Q (18911.070000 sec): 3 clusters Score: Raw -111355.406829 + Penalty 3272.184268 = -108083.222561 nChanged 2 SP:Iteration 27Q (18911.240000 sec): 3 clusters Score: Raw -111359.866758 + Penalty 3272.184268 = -108087.682490 nChanged 0 SP:Iteration 28F (18911.430000 sec): 3 clusters Score: Raw -111359.866758 + Penalty 3272.184268 = -108087.682490 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (72465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18911.890000 sec): 2 clusters Score: Raw -10889006.985146 + Penalty 2775.333023 = -10886231.652123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18912.530000 sec): 3 clusters Score: Raw -10843565.789543 + Penalty 5550.666047 = -10838015.123496 nChanged 33718 SP:Iteration 1F (18913.180000 sec): 3 clusters Score: Raw -10862726.640324 + Penalty 5550.666047 = -10857175.974277 nChanged 3203 SP:Iteration 2Q (18913.790000 sec): 3 clusters Score: Raw -10863865.094876 + Penalty 5550.666047 = -10858314.428829 nChanged 3604 SP:Iteration 3Q (18914.400000 sec): 3 clusters Score: Raw -10865416.741933 + Penalty 5550.666047 = -10859866.075886 nChanged 4178 SP:Iteration 4F (18915.040000 sec): 3 clusters Score: Raw -10867684.941542 + Penalty 5550.666047 = -10862134.275495 nChanged 4993 SP:Iteration 5F (18915.580000 sec): 3 clusters Score: Raw -10871014.522878 + Penalty 5550.666047 = -10865463.856831 nChanged 5345 SP:Iteration 6F (18916.170000 sec): 3 clusters Score: Raw -10874980.863453 + Penalty 5550.666047 = -10869430.197406 nChanged 5006 SP:Iteration 7F (18916.770000 sec): 3 clusters Score: Raw -10878767.094797 + Penalty 5550.666047 = -10873216.428750 nChanged 4186 SP:Iteration 8F (18917.430000 sec): 3 clusters Score: Raw -10881947.761246 + Penalty 5550.666047 = -10876397.095199 nChanged 3233 SP:Iteration 9Q (18918.150000 sec): 3 clusters Score: Raw -10884344.024928 + Penalty 5550.666047 = -10878793.358881 nChanged 2348 SP:Iteration 10Q (18918.870000 sec): 3 clusters Score: Raw -10886053.790581 + Penalty 5550.666047 = -10880503.124534 nChanged 1697 SP:Iteration 11Q (18919.490000 sec): 3 clusters Score: Raw -10887214.541369 + Penalty 5550.666047 = -10881663.875323 nChanged 1219 SP:Iteration 12Q (18920.070000 sec): 3 clusters Score: Raw -10887981.011325 + Penalty 5550.666047 = -10882430.345278 nChanged 885 SP:Iteration 13Q (18920.590000 sec): 3 clusters Score: Raw -10888496.276527 + Penalty 5550.666047 = -10882945.610480 nChanged 633 SP:Iteration 14Q (18921.130000 sec): 3 clusters Score: Raw -10888843.614982 + Penalty 5550.666047 = -10883292.948935 nChanged 480 SP:Iteration 15Q (18921.670000 sec): 3 clusters Score: Raw -10889090.850793 + Penalty 5550.666047 = -10883540.184746 nChanged 324 SP:Iteration 16Q (18922.220000 sec): 3 clusters Score: Raw -10889231.361128 + Penalty 5550.666047 = -10883680.695081 nChanged 241 SP:Iteration 17Q (18922.730000 sec): 3 clusters Score: Raw -10889331.198453 + Penalty 5550.666047 = -10883780.532406 nChanged 192 SP:Iteration 18Q (18923.280000 sec): 3 clusters Score: Raw -10889405.993879 + Penalty 5550.666047 = -10883855.327832 nChanged 178 SP:Iteration 19Q (18923.840000 sec): 3 clusters Score: Raw -10889480.608283 + Penalty 5550.666047 = -10883929.942236 nChanged 129 SP:Iteration 20F (18924.450000 sec): 3 clusters Score: Raw -10889532.096547 + Penalty 5550.666047 = -10883981.430500 nChanged 106 SP:Iteration 21Q (18925.020000 sec): 3 clusters Score: Raw -10889573.902315 + Penalty 5550.666047 = -10884023.236268 nChanged 82 SP:Iteration 22Q (18925.550000 sec): 3 clusters Score: Raw -10889605.067130 + Penalty 5550.666047 = -10884054.401083 nChanged 75 SP:Iteration 23Q (18926.040000 sec): 3 clusters Score: Raw -10889633.910259 + Penalty 5550.666047 = -10884083.244212 nChanged 54 SP:Iteration 24Q (18926.490000 sec): 3 clusters Score: Raw -10889652.344165 + Penalty 5550.666047 = -10884101.678118 nChanged 37 SP:Iteration 25Q (18926.930000 sec): 3 clusters Score: Raw -10889664.845604 + Penalty 5550.666047 = -10884114.179557 nChanged 34 SP:Iteration 26Q (18927.370000 sec): 3 clusters Score: Raw -10889675.789294 + Penalty 5550.666047 = -10884125.123247 nChanged 24 SP:Iteration 27Q (18927.840000 sec): 3 clusters Score: Raw -10889683.080178 + Penalty 5550.666047 = -10884132.414131 nChanged 16 SP:Iteration 28Q (18928.340000 sec): 3 clusters Score: Raw -10889687.073297 + Penalty 5550.666047 = -10884136.407250 nChanged 10 SP:Iteration 29Q (18928.880000 sec): 3 clusters Score: Raw -10889690.237831 + Penalty 5550.666047 = -10884139.571784 nChanged 10 SP:Iteration 30Q (18929.400000 sec): 3 clusters Score: Raw -10889694.032210 + Penalty 5550.666047 = -10884143.366163 nChanged 12 SP:Iteration 31Q (18929.930000 sec): 3 clusters Score: Raw -10889696.970736 + Penalty 5550.666047 = -10884146.304689 nChanged 9 SP:Iteration 32Q (18930.420000 sec): 3 clusters Score: Raw -10889698.874005 + Penalty 5550.666047 = -10884148.207958 nChanged 6 SP:Iteration 33Q (18930.910000 sec): 3 clusters Score: Raw -10889700.734545 + Penalty 5550.666047 = -10884150.068498 nChanged 11 SP:Iteration 34Q (18931.400000 sec): 3 clusters Score: Raw -10889703.537481 + Penalty 5550.666047 = -10884152.871434 nChanged 12 SP:Iteration 35Q (18931.940000 sec): 3 clusters Score: Raw -10889706.772070 + Penalty 5550.666047 = -10884156.106023 nChanged 6 SP:Iteration 36Q (18932.500000 sec): 3 clusters Score: Raw -10889709.883973 + Penalty 5550.666047 = -10884159.217926 nChanged 13 SP:Iteration 37Q (18933.070000 sec): 3 clusters Score: Raw -10889714.101707 + Penalty 5550.666047 = -10884163.435660 nChanged 12 SP:Iteration 38Q (18933.580000 sec): 3 clusters Score: Raw -10889716.237848 + Penalty 5550.666047 = -10884165.571801 nChanged 7 SP:Iteration 39Q (18934.130000 sec): 3 clusters Score: Raw -10889717.744356 + Penalty 5550.666047 = -10884167.078309 nChanged 6 SP:Iteration 40F (18934.690000 sec): 3 clusters Score: Raw -10889719.409342 + Penalty 5550.666047 = -10884168.743295 nChanged 2 SP:Iteration 41Q (18935.170000 sec): 3 clusters Score: Raw -10889720.072950 + Penalty 5550.666047 = -10884169.406903 nChanged 1 SP:Iteration 42Q (18935.660000 sec): 3 clusters Score: Raw -10889720.374988 + Penalty 5550.666047 = -10884169.708942 nChanged 2 SP:Iteration 43Q (18936.080000 sec): 3 clusters Score: Raw -10889720.797651 + Penalty 5550.666047 = -10884170.131604 nChanged 2 SP:Iteration 44Q (18936.540000 sec): 3 clusters Score: Raw -10889721.495121 + Penalty 5550.666047 = -10884170.829074 nChanged 4 SP:Iteration 45Q (18937.010000 sec): 3 clusters Score: Raw -10889722.771125 + Penalty 5550.666047 = -10884172.105078 nChanged 5 SP:Iteration 46Q (18937.450000 sec): 3 clusters Score: Raw -10889723.717262 + Penalty 5550.666047 = -10884173.051215 nChanged 1 SP:Iteration 47Q (18937.920000 sec): 3 clusters Score: Raw -10889723.782275 + Penalty 5550.666047 = -10884173.116228 nChanged 0 SP:Iteration 48F (18938.440000 sec): 3 clusters Score: Raw -10889723.782275 + Penalty 5550.666047 = -10884173.116228 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (1290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18938.550000 sec): 2 clusters Score: Raw -178256.610677 + Penalty 1776.274579 = -176480.336097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18938.720000 sec): 3 clusters Score: Raw -177984.929554 + Penalty 3552.549159 = -174432.380396 nChanged 339 SP:Iteration 1F (18938.940000 sec): 3 clusters Score: Raw -178376.951410 + Penalty 3552.549159 = -174824.402251 nChanged 102 SP:Iteration 2F (18939.100000 sec): 3 clusters Score: Raw -178512.014894 + Penalty 3552.549159 = -174959.465735 nChanged 53 SP:Iteration 3Q (18939.260000 sec): 3 clusters Score: Raw -178590.324202 + Penalty 3552.549159 = -175037.775043 nChanged 48 SP:Iteration 4Q (18939.460000 sec): 3 clusters Score: Raw -178663.652193 + Penalty 3552.549159 = -175111.103035 nChanged 40 SP:Iteration 5Q (18939.620000 sec): 3 clusters Score: Raw -178716.654677 + Penalty 3552.549159 = -175164.105519 nChanged 30 SP:Iteration 6Q (18939.770000 sec): 3 clusters Score: Raw -178756.271160 + Penalty 3552.549159 = -175203.722002 nChanged 21 SP:Iteration 7Q (18939.980000 sec): 3 clusters Score: Raw -178786.432808 + Penalty 3552.549159 = -175233.883649 nChanged 20 SP:Iteration 8Q (18940.160000 sec): 3 clusters Score: Raw -178811.688507 + Penalty 3552.549159 = -175259.139348 nChanged 16 SP:Iteration 9Q (18940.360000 sec): 3 clusters Score: Raw -178837.628525 + Penalty 3552.549159 = -175285.079367 nChanged 18 SP:Iteration 10Q (18940.530000 sec): 3 clusters Score: Raw -178856.643533 + Penalty 3552.549159 = -175304.094374 nChanged 16 SP:Iteration 11Q (18940.670000 sec): 3 clusters Score: Raw -178883.343782 + Penalty 3552.549159 = -175330.794624 nChanged 22 SP:Iteration 12Q (18940.900000 sec): 3 clusters Score: Raw -178911.829019 + Penalty 3552.549159 = -175359.279860 nChanged 13 SP:Iteration 13Q (18941.070000 sec): 3 clusters Score: Raw -178931.932079 + Penalty 3552.549159 = -175379.382920 nChanged 14 SP:Iteration 14Q (18941.220000 sec): 3 clusters Score: Raw -178950.222820 + Penalty 3552.549159 = -175397.673662 nChanged 9 SP:Iteration 15Q (18941.410000 sec): 3 clusters Score: Raw -178959.090019 + Penalty 3552.549159 = -175406.540861 nChanged 4 SP:Iteration 16Q (18941.630000 sec): 3 clusters Score: Raw -178965.369604 + Penalty 3552.549159 = -175412.820446 nChanged 3 SP:Iteration 17Q (18941.750000 sec): 3 clusters Score: Raw -178969.721924 + Penalty 3552.549159 = -175417.172765 nChanged 4 SP:Iteration 18Q (18941.960000 sec): 3 clusters Score: Raw -178973.301630 + Penalty 3552.549159 = -175420.752471 nChanged 3 SP:Iteration 19Q (18942.150000 sec): 3 clusters Score: Raw -178979.251008 + Penalty 3552.549159 = -175426.701850 nChanged 4 SP:Iteration 20F (18942.350000 sec): 3 clusters Score: Raw -178985.167749 + Penalty 3552.549159 = -175432.618590 nChanged 4 SP:Iteration 21Q (18942.530000 sec): 3 clusters Score: Raw -178989.653088 + Penalty 3552.549159 = -175437.103929 nChanged 4 SP:Iteration 22Q (18942.740000 sec): 3 clusters Score: Raw -178993.742640 + Penalty 3552.549159 = -175441.193481 nChanged 0 SP:Iteration 23F (18942.910000 sec): 3 clusters Score: Raw -178993.742640 + Penalty 3552.549159 = -175441.193481 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18943.020000 sec): 2 clusters Score: Raw -16122.182843 + Penalty 1189.356055 = -14932.826787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18943.190000 sec): 3 clusters Score: Raw -16385.921834 + Penalty 2378.712111 = -14007.209724 nChanged 2 SP:Iteration 1Q (18943.390000 sec): 3 clusters Score: Raw -16397.233056 + Penalty 2378.712111 = -14018.520946 nChanged 0 SP:Iteration 2F (18943.530000 sec): 3 clusters Score: Raw -16397.233056 + Penalty 2378.712111 = -14018.520946 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18943.650000 sec): 2 clusters Score: Raw -96456.693848 + Penalty 1609.322823 = -94847.371025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18943.850000 sec): 3 clusters Score: Raw -96419.604718 + Penalty 3218.645646 = -93200.959072 nChanged 136 SP:Iteration 1F (18944.080000 sec): 3 clusters Score: Raw -96601.916431 + Penalty 3218.645646 = -93383.270785 nChanged 22 SP:Iteration 2Q (18944.280000 sec): 3 clusters Score: Raw -96644.088166 + Penalty 3218.645646 = -93425.442520 nChanged 12 SP:Iteration 3Q (18944.470000 sec): 3 clusters Score: Raw -96667.471570 + Penalty 3218.645646 = -93448.825924 nChanged 7 SP:Iteration 4Q (18944.650000 sec): 3 clusters Score: Raw -96676.981221 + Penalty 3218.645646 = -93458.335575 nChanged 5 SP:Iteration 5Q (18944.840000 sec): 3 clusters Score: Raw -96685.141728 + Penalty 3218.645646 = -93466.496082 nChanged 2 SP:Iteration 6Q (18945.030000 sec): 3 clusters Score: Raw -96692.706510 + Penalty 3218.645646 = -93474.060864 nChanged 4 SP:Iteration 7Q (18945.210000 sec): 3 clusters Score: Raw -96700.599474 + Penalty 3218.645646 = -93481.953828 nChanged 1 SP:Iteration 8Q (18945.390000 sec): 3 clusters Score: Raw -96702.726291 + Penalty 3218.645646 = -93484.080645 nChanged 1 SP:Iteration 9Q (18945.600000 sec): 3 clusters Score: Raw -96703.656239 + Penalty 3218.645646 = -93485.010593 nChanged 0 SP:Iteration 10F (18945.800000 sec): 3 clusters Score: Raw -96703.656239 + Penalty 3218.645646 = -93485.010593 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18945.910000 sec): 2 clusters Score: Raw -40982.754173 + Penalty 1415.363346 = -39567.390827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18946.070000 sec): 3 clusters Score: Raw -41089.521645 + Penalty 2830.726691 = -38258.794954 nChanged 37 SP:Iteration 1F (18946.270000 sec): 3 clusters Score: Raw -41210.502500 + Penalty 2830.726691 = -38379.775809 nChanged 8 SP:Iteration 2Q (18946.440000 sec): 3 clusters Score: Raw -41243.433708 + Penalty 2830.726691 = -38412.707017 nChanged 1 SP:Iteration 3Q (18946.590000 sec): 3 clusters Score: Raw -41247.426275 + Penalty 2830.726691 = -38416.699583 nChanged 1 SP:Iteration 4Q (18946.740000 sec): 3 clusters Score: Raw -41248.645576 + Penalty 2830.726691 = -38417.918885 nChanged 0 SP:Iteration 5F (18946.930000 sec): 3 clusters Score: Raw -41248.645576 + Penalty 2830.726691 = -38417.918885 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18947.020000 sec): 2 clusters Score: Raw -73226.016007 + Penalty 1549.514633 = -71676.501374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18947.180000 sec): 3 clusters Score: Raw -73327.428014 + Penalty 3099.029266 = -70228.398748 nChanged 102 SP:Iteration 1F (18947.350000 sec): 3 clusters Score: Raw -73636.623621 + Penalty 3099.029266 = -70537.594355 nChanged 30 SP:Iteration 2F (18947.530000 sec): 3 clusters Score: Raw -73726.280288 + Penalty 3099.029266 = -70627.251022 nChanged 18 SP:Iteration 3Q (18947.730000 sec): 3 clusters Score: Raw -73773.389951 + Penalty 3099.029266 = -70674.360685 nChanged 6 SP:Iteration 4Q (18947.880000 sec): 3 clusters Score: Raw -73793.032274 + Penalty 3099.029266 = -70694.003008 nChanged 7 SP:Iteration 5Q (18948.070000 sec): 3 clusters Score: Raw -73820.333436 + Penalty 3099.029266 = -70721.304170 nChanged 6 SP:Iteration 6Q (18948.260000 sec): 3 clusters Score: Raw -73849.673472 + Penalty 3099.029266 = -70750.644207 nChanged 5 SP:Iteration 7Q (18948.490000 sec): 3 clusters Score: Raw -73874.042489 + Penalty 3099.029266 = -70775.013224 nChanged 1 SP:Iteration 8Q (18948.670000 sec): 3 clusters Score: Raw -73878.401103 + Penalty 3099.029266 = -70779.371838 nChanged 0 SP:Iteration 9F (18948.870000 sec): 3 clusters Score: Raw -73878.401103 + Penalty 3099.029266 = -70779.371838 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18948.930000 sec): 2 clusters Score: Raw -34352.791573 + Penalty 1422.669930 = -32930.121643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18949.120000 sec): 3 clusters Score: Raw -34719.229589 + Penalty 2845.339860 = -31873.889729 nChanged 66 SP:Iteration 1F (18949.290000 sec): 3 clusters Score: Raw -35195.233306 + Penalty 2845.339860 = -32349.893447 nChanged 26 SP:Iteration 2F (18949.460000 sec): 3 clusters Score: Raw -35357.597553 + Penalty 2845.339860 = -32512.257693 nChanged 13 SP:Iteration 3Q (18949.650000 sec): 3 clusters Score: Raw -35551.034690 + Penalty 2845.339860 = -32705.694831 nChanged 8 SP:Iteration 4Q (18949.850000 sec): 3 clusters Score: Raw -35621.122736 + Penalty 2845.339860 = -32775.782876 nChanged 5 SP:Iteration 5Q (18949.990000 sec): 3 clusters Score: Raw -35691.528011 + Penalty 2845.339860 = -32846.188151 nChanged 1 SP:Iteration 6Q (18950.190000 sec): 3 clusters Score: Raw -35706.310390 + Penalty 2845.339860 = -32860.970530 nChanged 2 SP:Iteration 7Q (18950.350000 sec): 3 clusters Score: Raw -35725.550311 + Penalty 2845.339860 = -32880.210452 nChanged 3 SP:Iteration 8Q (18950.540000 sec): 3 clusters Score: Raw -35744.311533 + Penalty 2845.339860 = -32898.971673 nChanged 2 SP:Iteration 9Q (18950.740000 sec): 3 clusters Score: Raw -35780.523971 + Penalty 2845.339860 = -32935.184112 nChanged 1 SP:Iteration 10Q (18950.910000 sec): 3 clusters Score: Raw -35789.608469 + Penalty 2845.339860 = -32944.268609 nChanged 0 SP:Iteration 11F (18951.110000 sec): 3 clusters Score: Raw -35793.712314 + Penalty 2845.339860 = -32948.372454 nChanged 1 SP:Iteration 12Q (18951.270000 sec): 3 clusters Score: Raw -35830.579156 + Penalty 2845.339860 = -32985.239296 nChanged 1 SP:Iteration 13Q (18951.440000 sec): 3 clusters Score: Raw -35864.758192 + Penalty 2845.339860 = -33019.418333 nChanged 2 SP:Iteration 14Q (18951.640000 sec): 3 clusters Score: Raw -35872.656689 + Penalty 2845.339860 = -33027.316829 nChanged 1 SP:Iteration 15Q (18951.830000 sec): 3 clusters Score: Raw -35874.280949 + Penalty 2845.339860 = -33028.941090 nChanged 1 SP:Iteration 16Q (18951.990000 sec): 3 clusters Score: Raw -35877.839180 + Penalty 2845.339860 = -33032.499320 nChanged 0 SP:Iteration 17F (18952.160000 sec): 3 clusters Score: Raw -35877.839180 + Penalty 2845.339860 = -33032.499320 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (20519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18952.330000 sec): 2 clusters Score: Raw -3270867.722178 + Penalty 2462.418428 = -3268405.303750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18952.650000 sec): 3 clusters Score: Raw -3258905.693721 + Penalty 4924.836856 = -3253980.856864 nChanged 9030 SP:Iteration 1F (18952.910000 sec): 3 clusters Score: Raw -3263722.944284 + Penalty 4924.836856 = -3258798.107428 nChanged 1078 SP:Iteration 2F (18953.230000 sec): 3 clusters Score: Raw -3264104.164837 + Penalty 4924.836856 = -3259179.327981 nChanged 938 SP:Iteration 3Q (18953.550000 sec): 3 clusters Score: Raw -3264425.482080 + Penalty 4924.836856 = -3259500.645224 nChanged 850 SP:Iteration 4Q (18953.830000 sec): 3 clusters Score: Raw -3264696.524351 + Penalty 4924.836856 = -3259771.687495 nChanged 699 SP:Iteration 5Q (18954.130000 sec): 3 clusters Score: Raw -3264908.461782 + Penalty 4924.836856 = -3259983.624926 nChanged 610 SP:Iteration 6Q (18954.450000 sec): 3 clusters Score: Raw -3265100.027947 + Penalty 4924.836856 = -3260175.191091 nChanged 592 SP:Iteration 7Q (18954.710000 sec): 3 clusters Score: Raw -3265288.611063 + Penalty 4924.836856 = -3260363.774206 nChanged 606 SP:Iteration 8Q (18954.970000 sec): 3 clusters Score: Raw -3265485.151195 + Penalty 4924.836856 = -3260560.314338 nChanged 599 SP:Iteration 9Q (18955.260000 sec): 3 clusters Score: Raw -3265725.557193 + Penalty 4924.836856 = -3260800.720337 nChanged 717 SP:Iteration 10Q (18955.570000 sec): 3 clusters Score: Raw -3266043.063122 + Penalty 4924.836856 = -3261118.226265 nChanged 783 SP:Iteration 11Q (18955.900000 sec): 3 clusters Score: Raw -3266409.066729 + Penalty 4924.836856 = -3261484.229873 nChanged 795 SP:Iteration 12Q (18956.220000 sec): 3 clusters Score: Raw -3266834.519720 + Penalty 4924.836856 = -3261909.682863 nChanged 827 SP:Iteration 13Q (18956.490000 sec): 3 clusters Score: Raw -3267289.351610 + Penalty 4924.836856 = -3262364.514754 nChanged 797 SP:Iteration 14Q (18956.820000 sec): 3 clusters Score: Raw -3267719.184629 + Penalty 4924.836856 = -3262794.347772 nChanged 719 SP:Iteration 15Q (18957.080000 sec): 3 clusters Score: Raw -3268055.978730 + Penalty 4924.836856 = -3263131.141874 nChanged 602 SP:Iteration 16Q (18957.400000 sec): 3 clusters Score: Raw -3268300.138796 + Penalty 4924.836856 = -3263375.301940 nChanged 462 SP:Iteration 17Q (18957.740000 sec): 3 clusters Score: Raw -3268451.547441 + Penalty 4924.836856 = -3263526.710585 nChanged 358 SP:Iteration 18Q (18958.000000 sec): 3 clusters Score: Raw -3268547.682270 + Penalty 4924.836856 = -3263622.845414 nChanged 261 SP:Iteration 19Q (18958.310000 sec): 3 clusters Score: Raw -3268611.208809 + Penalty 4924.836856 = -3263686.371953 nChanged 214 SP:Iteration 20F (18958.640000 sec): 3 clusters Score: Raw -3268664.804818 + Penalty 4924.836856 = -3263739.967962 nChanged 221 SP:Iteration 21Q (18958.910000 sec): 3 clusters Score: Raw -3268727.480531 + Penalty 4924.836856 = -3263802.643674 nChanged 229 SP:Iteration 22Q (18959.250000 sec): 3 clusters Score: Raw -3268788.573857 + Penalty 4924.836856 = -3263863.737000 nChanged 238 SP:Iteration 23Q (18959.560000 sec): 3 clusters Score: Raw -3268852.803817 + Penalty 4924.836856 = -3263927.966960 nChanged 233 SP:Iteration 24Q (18959.840000 sec): 3 clusters Score: Raw -3268918.614378 + Penalty 4924.836856 = -3263993.777521 nChanged 256 SP:Iteration 25Q (18960.160000 sec): 3 clusters Score: Raw -3268999.192763 + Penalty 4924.836856 = -3264074.355907 nChanged 264 SP:Iteration 26Q (18960.400000 sec): 3 clusters Score: Raw -3269086.188862 + Penalty 4924.836856 = -3264161.352006 nChanged 248 SP:Iteration 27Q (18960.670000 sec): 3 clusters Score: Raw -3269159.465469 + Penalty 4924.836856 = -3264234.628612 nChanged 234 SP:Iteration 28Q (18960.990000 sec): 3 clusters Score: Raw -3269233.605891 + Penalty 4924.836856 = -3264308.769035 nChanged 255 SP:Iteration 29Q (18961.280000 sec): 3 clusters Score: Raw -3269316.475874 + Penalty 4924.836856 = -3264391.639017 nChanged 237 SP:Iteration 30Q (18961.550000 sec): 3 clusters Score: Raw -3269395.778986 + Penalty 4924.836856 = -3264470.942130 nChanged 238 SP:Iteration 31Q (18961.860000 sec): 3 clusters Score: Raw -3269484.888639 + Penalty 4924.836856 = -3264560.051782 nChanged 263 SP:Iteration 32Q (18962.120000 sec): 3 clusters Score: Raw -3269591.704789 + Penalty 4924.836856 = -3264666.867933 nChanged 255 SP:Iteration 33Q (18962.370000 sec): 3 clusters Score: Raw -3269686.894486 + Penalty 4924.836856 = -3264762.057629 nChanged 246 SP:Iteration 34Q (18962.680000 sec): 3 clusters Score: Raw -3269782.064419 + Penalty 4924.836856 = -3264857.227563 nChanged 246 SP:Iteration 35Q (18962.920000 sec): 3 clusters Score: Raw -3269878.075594 + Penalty 4924.836856 = -3264953.238738 nChanged 231 SP:Iteration 36Q (18963.190000 sec): 3 clusters Score: Raw -3269973.464443 + Penalty 4924.836856 = -3265048.627587 nChanged 206 SP:Iteration 37Q (18963.470000 sec): 3 clusters Score: Raw -3270047.555044 + Penalty 4924.836856 = -3265122.718188 nChanged 194 SP:Iteration 38Q (18963.770000 sec): 3 clusters Score: Raw -3270122.232935 + Penalty 4924.836856 = -3265197.396079 nChanged 174 SP:Iteration 39Q (18964.040000 sec): 3 clusters Score: Raw -3270185.791092 + Penalty 4924.836856 = -3265260.954236 nChanged 174 SP:Iteration 40F (18964.300000 sec): 3 clusters Score: Raw -3270253.686784 + Penalty 4924.836856 = -3265328.849928 nChanged 157 SP:Iteration 41Q (18964.600000 sec): 3 clusters Score: Raw -3270327.430017 + Penalty 4924.836856 = -3265402.593161 nChanged 175 SP:Iteration 42Q (18964.830000 sec): 3 clusters Score: Raw -3270411.156793 + Penalty 4924.836856 = -3265486.319937 nChanged 153 SP:Iteration 43Q (18965.150000 sec): 3 clusters Score: Raw -3270482.970984 + Penalty 4924.836856 = -3265558.134127 nChanged 153 SP:Iteration 44Q (18965.410000 sec): 3 clusters Score: Raw -3270555.986885 + Penalty 4924.836856 = -3265631.150029 nChanged 142 SP:Iteration 45Q (18965.650000 sec): 3 clusters Score: Raw -3270622.987117 + Penalty 4924.836856 = -3265698.150260 nChanged 118 SP:Iteration 46Q (18965.890000 sec): 3 clusters Score: Raw -3270676.638675 + Penalty 4924.836856 = -3265751.801819 nChanged 119 SP:Iteration 47Q (18966.200000 sec): 3 clusters Score: Raw -3270736.709406 + Penalty 4924.836856 = -3265811.872550 nChanged 110 SP:Iteration 48Q (18966.410000 sec): 3 clusters Score: Raw -3270790.537460 + Penalty 4924.836856 = -3265865.700604 nChanged 88 SP:Iteration 49Q (18966.690000 sec): 3 clusters Score: Raw -3270836.942959 + Penalty 4924.836856 = -3265912.106102 nChanged 76 SP:Iteration 50Q (18966.940000 sec): 3 clusters Score: Raw -3270876.218587 + Penalty 4924.836856 = -3265951.381731 nChanged 74 SP:Iteration 51Q (18967.230000 sec): 3 clusters Score: Raw -3270917.873232 + Penalty 4924.836856 = -3265993.036376 nChanged 66 SP:Iteration 52Q (18967.490000 sec): 3 clusters Score: Raw -3270959.096003 + Penalty 4924.836856 = -3266034.259146 nChanged 63 SP:Iteration 53Q (18967.780000 sec): 3 clusters Score: Raw -3270995.921887 + Penalty 4924.836856 = -3266071.085031 nChanged 52 SP:Iteration 54Q (18968.040000 sec): 3 clusters Score: Raw -3271026.194737 + Penalty 4924.836856 = -3266101.357880 nChanged 43 SP:Iteration 55Q (18968.290000 sec): 3 clusters Score: Raw -3271051.179120 + Penalty 4924.836856 = -3266126.342264 nChanged 38 SP:Iteration 56Q (18968.540000 sec): 3 clusters Score: Raw -3271070.740054 + Penalty 4924.836856 = -3266145.903198 nChanged 30 SP:Iteration 57Q (18968.790000 sec): 3 clusters Score: Raw -3271084.755810 + Penalty 4924.836856 = -3266159.918953 nChanged 22 SP:Iteration 58Q (18969.050000 sec): 3 clusters Score: Raw -3271098.396726 + Penalty 4924.836856 = -3266173.559869 nChanged 26 SP:Iteration 59Q (18969.290000 sec): 3 clusters Score: Raw -3271119.270514 + Penalty 4924.836856 = -3266194.433658 nChanged 29 SP:Iteration 60F (18969.560000 sec): 3 clusters Score: Raw -3271139.829210 + Penalty 4924.836856 = -3266214.992354 nChanged 33 SP:Iteration 61Q (18969.820000 sec): 3 clusters Score: Raw -3271161.919253 + Penalty 4924.836856 = -3266237.082397 nChanged 28 SP:Iteration 62Q (18970.150000 sec): 3 clusters Score: Raw -3271182.266633 + Penalty 4924.836856 = -3266257.429777 nChanged 25 SP:Iteration 63Q (18970.420000 sec): 3 clusters Score: Raw -3271195.041747 + Penalty 4924.836856 = -3266270.204890 nChanged 14 SP:Iteration 64Q (18970.680000 sec): 3 clusters Score: Raw -3271204.905645 + Penalty 4924.836856 = -3266280.068789 nChanged 10 SP:Iteration 65Q (18970.940000 sec): 3 clusters Score: Raw -3271212.294630 + Penalty 4924.836856 = -3266287.457773 nChanged 10 SP:Iteration 66Q (18971.220000 sec): 3 clusters Score: Raw -3271219.944073 + Penalty 4924.836856 = -3266295.107217 nChanged 11 SP:Iteration 67Q (18971.450000 sec): 3 clusters Score: Raw -3271225.483546 + Penalty 4924.836856 = -3266300.646690 nChanged 3 SP:Iteration 68Q (18971.690000 sec): 3 clusters Score: Raw -3271226.721305 + Penalty 4924.836856 = -3266301.884449 nChanged 0 SP:Iteration 69F (18971.980000 sec): 3 clusters Score: Raw -3271226.721305 + Penalty 4924.836856 = -3266301.884449 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18972.060000 sec): 2 clusters Score: Raw -34369.080642 + Penalty 1448.479131 = -32920.601511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18972.220000 sec): 3 clusters Score: Raw -34662.750376 + Penalty 2896.958262 = -31765.792114 nChanged 67 SP:Iteration 1F (18972.390000 sec): 3 clusters Score: Raw -34905.258711 + Penalty 2896.958262 = -32008.300449 nChanged 30 SP:Iteration 2F (18972.570000 sec): 3 clusters Score: Raw -35056.324529 + Penalty 2896.958262 = -32159.366267 nChanged 24 SP:Iteration 3F (18972.760000 sec): 3 clusters Score: Raw -35158.343791 + Penalty 2896.958262 = -32261.385529 nChanged 9 SP:Iteration 4Q (18972.930000 sec): 3 clusters Score: Raw -35186.533527 + Penalty 2896.958262 = -32289.575265 nChanged 8 SP:Iteration 5Q (18973.110000 sec): 3 clusters Score: Raw -35213.344085 + Penalty 2896.958262 = -32316.385823 nChanged 6 SP:Iteration 6Q (18973.330000 sec): 3 clusters Score: Raw -35248.964941 + Penalty 2896.958262 = -32352.006679 nChanged 5 SP:Iteration 7Q (18973.520000 sec): 3 clusters Score: Raw -35278.656776 + Penalty 2896.958262 = -32381.698513 nChanged 2 SP:Iteration 8Q (18973.710000 sec): 3 clusters Score: Raw -35298.555798 + Penalty 2896.958262 = -32401.597536 nChanged 2 SP:Iteration 9Q (18973.890000 sec): 3 clusters Score: Raw -35302.333446 + Penalty 2896.958262 = -32405.375184 nChanged 1 SP:Iteration 10Q (18974.000000 sec): 3 clusters Score: Raw -35304.293150 + Penalty 2896.958262 = -32407.334888 nChanged 0 SP:Iteration 11F (18974.190000 sec): 3 clusters Score: Raw -35305.855849 + Penalty 2896.958262 = -32408.897587 nChanged 1 SP:Iteration 12Q (18974.420000 sec): 3 clusters Score: Raw -35325.725378 + Penalty 2896.958262 = -32428.767116 nChanged 1 SP:Iteration 13Q (18974.590000 sec): 3 clusters Score: Raw -35332.501206 + Penalty 2896.958262 = -32435.542944 nChanged 0 SP:Iteration 14F (18974.800000 sec): 3 clusters Score: Raw -35332.501206 + Penalty 2896.958262 = -32435.542944 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18974.890000 sec): 2 clusters Score: Raw -162628.671111 + Penalty 1756.680186 = -160871.990925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18975.060000 sec): 3 clusters Score: Raw -162361.290369 + Penalty 3513.360372 = -158847.929996 nChanged 323 SP:Iteration 1F (18975.280000 sec): 3 clusters Score: Raw -162697.783867 + Penalty 3513.360372 = -159184.423495 nChanged 88 SP:Iteration 2F (18975.420000 sec): 3 clusters Score: Raw -162836.857164 + Penalty 3513.360372 = -159323.496791 nChanged 62 SP:Iteration 3F (18975.580000 sec): 3 clusters Score: Raw -162932.568145 + Penalty 3513.360372 = -159419.207773 nChanged 47 SP:Iteration 4Q (18975.800000 sec): 3 clusters Score: Raw -163006.498231 + Penalty 3513.360372 = -159493.137858 nChanged 36 SP:Iteration 5Q (18975.970000 sec): 3 clusters Score: Raw -163053.670730 + Penalty 3513.360372 = -159540.310358 nChanged 38 SP:Iteration 6Q (18976.140000 sec): 3 clusters Score: Raw -163122.970870 + Penalty 3513.360372 = -159609.610498 nChanged 47 SP:Iteration 7Q (18976.320000 sec): 3 clusters Score: Raw -163218.684769 + Penalty 3513.360372 = -159705.324397 nChanged 57 SP:Iteration 8Q (18976.520000 sec): 3 clusters Score: Raw -163333.333098 + Penalty 3513.360372 = -159819.972726 nChanged 48 SP:Iteration 9Q (18976.760000 sec): 3 clusters Score: Raw -163444.162002 + Penalty 3513.360372 = -159930.801630 nChanged 51 SP:Iteration 10Q (18976.930000 sec): 3 clusters Score: Raw -163700.241830 + Penalty 3513.360372 = -160186.881458 nChanged 55 SP:Iteration 11Q (18977.080000 sec): 3 clusters Score: Raw -163911.117980 + Penalty 3513.360372 = -160397.757608 nChanged 47 SP:Iteration 12Q (18977.310000 sec): 3 clusters Score: Raw -163996.716717 + Penalty 3513.360372 = -160483.356345 nChanged 30 SP:Iteration 13Q (18977.460000 sec): 3 clusters Score: Raw -164080.018444 + Penalty 3513.360372 = -160566.658072 nChanged 28 SP:Iteration 14Q (18977.620000 sec): 3 clusters Score: Raw -164154.002556 + Penalty 3513.360372 = -160640.642184 nChanged 19 SP:Iteration 15Q (18977.800000 sec): 3 clusters Score: Raw -164195.949657 + Penalty 3513.360372 = -160682.589285 nChanged 15 SP:Iteration 16Q (18977.980000 sec): 3 clusters Score: Raw -164225.651578 + Penalty 3513.360372 = -160712.291205 nChanged 9 SP:Iteration 17Q (18978.160000 sec): 3 clusters Score: Raw -164242.556162 + Penalty 3513.360372 = -160729.195789 nChanged 9 SP:Iteration 18Q (18978.380000 sec): 3 clusters Score: Raw -164252.625090 + Penalty 3513.360372 = -160739.264717 nChanged 4 SP:Iteration 19Q (18978.530000 sec): 3 clusters Score: Raw -164258.843691 + Penalty 3513.360372 = -160745.483319 nChanged 3 SP:Iteration 20F (18978.720000 sec): 3 clusters Score: Raw -164265.130795 + Penalty 3513.360372 = -160751.770422 nChanged 4 SP:Iteration 21Q (18978.900000 sec): 3 clusters Score: Raw -164272.629331 + Penalty 3513.360372 = -160759.268958 nChanged 2 SP:Iteration 22Q (18979.070000 sec): 3 clusters Score: Raw -164274.817347 + Penalty 3513.360372 = -160761.456975 nChanged 0 SP:Iteration 23F (18979.250000 sec): 3 clusters Score: Raw -164274.817347 + Penalty 3513.360372 = -160761.456975 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18979.340000 sec): 2 clusters Score: Raw -72695.884473 + Penalty 1522.156309 = -71173.728164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18979.530000 sec): 3 clusters Score: Raw -72780.141511 + Penalty 3044.312619 = -69735.828892 nChanged 68 SP:Iteration 1F (18979.750000 sec): 3 clusters Score: Raw -72925.755973 + Penalty 3044.312619 = -69881.443355 nChanged 19 SP:Iteration 2Q (18979.910000 sec): 3 clusters Score: Raw -72970.635136 + Penalty 3044.312619 = -69926.322517 nChanged 8 SP:Iteration 3Q (18980.080000 sec): 3 clusters Score: Raw -72995.662667 + Penalty 3044.312619 = -69951.350049 nChanged 4 SP:Iteration 4Q (18980.270000 sec): 3 clusters Score: Raw -73005.136149 + Penalty 3044.312619 = -69960.823530 nChanged 3 SP:Iteration 5Q (18980.520000 sec): 3 clusters Score: Raw -73017.657466 + Penalty 3044.312619 = -69973.344848 nChanged 1 SP:Iteration 6Q (18980.680000 sec): 3 clusters Score: Raw -73018.656533 + Penalty 3044.312619 = -69974.343914 nChanged 0 SP:Iteration 7F (18980.910000 sec): 3 clusters Score: Raw -73018.656533 + Penalty 3044.312619 = -69974.343914 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (10386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18981.010000 sec): 2 clusters Score: Raw -1550565.902872 + Penalty 2293.557078 = -1548272.345794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18981.240000 sec): 3 clusters Score: Raw -1545076.607245 + Penalty 4587.114156 = -1540489.493089 nChanged 4323 SP:Iteration 1F (18981.510000 sec): 3 clusters Score: Raw -1547470.197070 + Penalty 4587.114156 = -1542883.082914 nChanged 762 SP:Iteration 2F (18981.730000 sec): 3 clusters Score: Raw -1547918.016080 + Penalty 4587.114156 = -1543330.901924 nChanged 647 SP:Iteration 3F (18981.970000 sec): 3 clusters Score: Raw -1548322.758610 + Penalty 4587.114156 = -1543735.644454 nChanged 603 SP:Iteration 4F (18982.160000 sec): 3 clusters Score: Raw -1548722.581291 + Penalty 4587.114156 = -1544135.467135 nChanged 595 SP:Iteration 5F (18982.400000 sec): 3 clusters Score: Raw -1549123.010214 + Penalty 4587.114156 = -1544535.896058 nChanged 494 SP:Iteration 6Q (18982.630000 sec): 3 clusters Score: Raw -1549426.879759 + Penalty 4587.114156 = -1544839.765603 nChanged 412 SP:Iteration 7Q (18982.830000 sec): 3 clusters Score: Raw -1549677.596894 + Penalty 4587.114156 = -1545090.482738 nChanged 345 SP:Iteration 8Q (18983.050000 sec): 3 clusters Score: Raw -1549904.070876 + Penalty 4587.114156 = -1545316.956720 nChanged 290 SP:Iteration 9Q (18983.300000 sec): 3 clusters Score: Raw -1550093.636343 + Penalty 4587.114156 = -1545506.522187 nChanged 242 SP:Iteration 10Q (18983.530000 sec): 3 clusters Score: Raw -1550246.655275 + Penalty 4587.114156 = -1545659.541119 nChanged 206 SP:Iteration 11Q (18983.720000 sec): 3 clusters Score: Raw -1550368.347503 + Penalty 4587.114156 = -1545781.233347 nChanged 192 SP:Iteration 12Q (18983.940000 sec): 3 clusters Score: Raw -1550467.042450 + Penalty 4587.114156 = -1545879.928294 nChanged 162 SP:Iteration 13Q (18984.160000 sec): 3 clusters Score: Raw -1550541.670205 + Penalty 4587.114156 = -1545954.556049 nChanged 110 SP:Iteration 14Q (18984.370000 sec): 3 clusters Score: Raw -1550586.482127 + Penalty 4587.114156 = -1545999.367971 nChanged 88 SP:Iteration 15Q (18984.590000 sec): 3 clusters Score: Raw -1550620.244107 + Penalty 4587.114156 = -1546033.129951 nChanged 74 SP:Iteration 16Q (18984.810000 sec): 3 clusters Score: Raw -1550647.160131 + Penalty 4587.114156 = -1546060.045975 nChanged 57 SP:Iteration 17Q (18985.020000 sec): 3 clusters Score: Raw -1550666.475876 + Penalty 4587.114156 = -1546079.361719 nChanged 48 SP:Iteration 18Q (18985.230000 sec): 3 clusters Score: Raw -1550680.349320 + Penalty 4587.114156 = -1546093.235163 nChanged 36 SP:Iteration 19Q (18985.460000 sec): 3 clusters Score: Raw -1550689.681847 + Penalty 4587.114156 = -1546102.567691 nChanged 21 SP:Iteration 20F (18985.710000 sec): 3 clusters Score: Raw -1550695.766625 + Penalty 4587.114156 = -1546108.652469 nChanged 23 SP:Iteration 21Q (18985.900000 sec): 3 clusters Score: Raw -1550702.008773 + Penalty 4587.114156 = -1546114.894617 nChanged 23 SP:Iteration 22Q (18986.130000 sec): 3 clusters Score: Raw -1550708.220371 + Penalty 4587.114156 = -1546121.106215 nChanged 23 SP:Iteration 23Q (18986.340000 sec): 3 clusters Score: Raw -1550714.264862 + Penalty 4587.114156 = -1546127.150706 nChanged 22 SP:Iteration 24Q (18986.520000 sec): 3 clusters Score: Raw -1550719.611806 + Penalty 4587.114156 = -1546132.497650 nChanged 11 SP:Iteration 25Q (18986.770000 sec): 3 clusters Score: Raw -1550721.792320 + Penalty 4587.114156 = -1546134.678164 nChanged 6 SP:Iteration 26Q (18986.990000 sec): 3 clusters Score: Raw -1550724.094246 + Penalty 4587.114156 = -1546136.980090 nChanged 9 SP:Iteration 27Q (18987.210000 sec): 3 clusters Score: Raw -1550726.526800 + Penalty 4587.114156 = -1546139.412644 nChanged 15 SP:Iteration 28Q (18987.420000 sec): 3 clusters Score: Raw -1550729.923996 + Penalty 4587.114156 = -1546142.809840 nChanged 9 SP:Iteration 29Q (18987.630000 sec): 3 clusters Score: Raw -1550731.415771 + Penalty 4587.114156 = -1546144.301614 nChanged 10 SP:Iteration 30Q (18987.850000 sec): 3 clusters Score: Raw -1550733.499905 + Penalty 4587.114156 = -1546146.385748 nChanged 10 SP:Iteration 31Q (18988.050000 sec): 3 clusters Score: Raw -1550735.354900 + Penalty 4587.114156 = -1546148.240743 nChanged 12 SP:Iteration 32Q (18988.250000 sec): 3 clusters Score: Raw -1550738.649301 + Penalty 4587.114156 = -1546151.535145 nChanged 13 SP:Iteration 33Q (18988.450000 sec): 3 clusters Score: Raw -1550741.782583 + Penalty 4587.114156 = -1546154.668427 nChanged 16 SP:Iteration 34Q (18988.660000 sec): 3 clusters Score: Raw -1550745.884753 + Penalty 4587.114156 = -1546158.770597 nChanged 17 SP:Iteration 35Q (18988.900000 sec): 3 clusters Score: Raw -1550749.982788 + Penalty 4587.114156 = -1546162.868632 nChanged 21 SP:Iteration 36Q (18989.150000 sec): 3 clusters Score: Raw -1550755.662585 + Penalty 4587.114156 = -1546168.548429 nChanged 18 SP:Iteration 37Q (18989.360000 sec): 3 clusters Score: Raw -1550760.311433 + Penalty 4587.114156 = -1546173.197277 nChanged 11 SP:Iteration 38Q (18989.610000 sec): 3 clusters Score: Raw -1550763.391392 + Penalty 4587.114156 = -1546176.277236 nChanged 12 SP:Iteration 39Q (18989.830000 sec): 3 clusters Score: Raw -1550766.440299 + Penalty 4587.114156 = -1546179.326143 nChanged 13 SP:Iteration 40F (18990.030000 sec): 3 clusters Score: Raw -1550769.098809 + Penalty 4587.114156 = -1546181.984653 nChanged 13 SP:Iteration 41Q (18990.250000 sec): 3 clusters Score: Raw -1550771.841723 + Penalty 4587.114156 = -1546184.727567 nChanged 14 SP:Iteration 42Q (18990.500000 sec): 3 clusters Score: Raw -1550774.459142 + Penalty 4587.114156 = -1546187.344986 nChanged 12 SP:Iteration 43Q (18990.720000 sec): 3 clusters Score: Raw -1550776.527614 + Penalty 4587.114156 = -1546189.413458 nChanged 10 SP:Iteration 44Q (18990.900000 sec): 3 clusters Score: Raw -1550778.666090 + Penalty 4587.114156 = -1546191.551934 nChanged 13 SP:Iteration 45Q (18991.150000 sec): 3 clusters Score: Raw -1550782.493767 + Penalty 4587.114156 = -1546195.379611 nChanged 10 SP:Iteration 46Q (18991.380000 sec): 3 clusters Score: Raw -1550785.082402 + Penalty 4587.114156 = -1546197.968246 nChanged 6 SP:Iteration 47Q (18991.630000 sec): 3 clusters Score: Raw -1550786.757118 + Penalty 4587.114156 = -1546199.642962 nChanged 6 SP:Iteration 48Q (18991.880000 sec): 3 clusters Score: Raw -1550787.915489 + Penalty 4587.114156 = -1546200.801333 nChanged 6 SP:Iteration 49Q (18992.120000 sec): 3 clusters Score: Raw -1550789.229158 + Penalty 4587.114156 = -1546202.115002 nChanged 7 SP:Iteration 50Q (18992.330000 sec): 3 clusters Score: Raw -1550791.220817 + Penalty 4587.114156 = -1546204.106661 nChanged 7 SP:Iteration 51Q (18992.530000 sec): 3 clusters Score: Raw -1550792.607046 + Penalty 4587.114156 = -1546205.492890 nChanged 4 SP:Iteration 52Q (18992.790000 sec): 3 clusters Score: Raw -1550793.303175 + Penalty 4587.114156 = -1546206.189019 nChanged 3 SP:Iteration 53Q (18993.030000 sec): 3 clusters Score: Raw -1550793.751914 + Penalty 4587.114156 = -1546206.637758 nChanged 2 SP:Iteration 54Q (18993.230000 sec): 3 clusters Score: Raw -1550794.148985 + Penalty 4587.114156 = -1546207.034829 nChanged 2 SP:Iteration 55Q (18993.470000 sec): 3 clusters Score: Raw -1550794.580936 + Penalty 4587.114156 = -1546207.466780 nChanged 4 SP:Iteration 56Q (18993.640000 sec): 3 clusters Score: Raw -1550795.356116 + Penalty 4587.114156 = -1546208.241960 nChanged 3 SP:Iteration 57Q (18993.890000 sec): 3 clusters Score: Raw -1550795.963612 + Penalty 4587.114156 = -1546208.849455 nChanged 6 SP:Iteration 58Q (18994.100000 sec): 3 clusters Score: Raw -1550797.948218 + Penalty 4587.114156 = -1546210.834062 nChanged 10 SP:Iteration 59Q (18994.330000 sec): 3 clusters Score: Raw -1550801.739809 + Penalty 4587.114156 = -1546214.625653 nChanged 10 SP:Iteration 60F (18994.590000 sec): 3 clusters Score: Raw -1550803.999202 + Penalty 4587.114156 = -1546216.885046 nChanged 3 SP:Iteration 61Q (18994.790000 sec): 3 clusters Score: Raw -1550804.660288 + Penalty 4587.114156 = -1546217.546132 nChanged 2 SP:Iteration 62Q (18995.020000 sec): 3 clusters Score: Raw -1550805.011570 + Penalty 4587.114156 = -1546217.897414 nChanged 0 SP:Iteration 63F (18995.200000 sec): 3 clusters Score: Raw -1550805.011570 + Penalty 4587.114156 = -1546217.897414 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18995.300000 sec): 2 clusters Score: Raw -51412.730055 + Penalty 1465.877568 = -49946.852487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18995.500000 sec): 3 clusters Score: Raw -51478.649039 + Penalty 2931.755135 = -48546.893903 nChanged 51 SP:Iteration 1F (18995.640000 sec): 3 clusters Score: Raw -51609.399864 + Penalty 2931.755135 = -48677.644729 nChanged 10 SP:Iteration 2Q (18995.830000 sec): 3 clusters Score: Raw -51638.336237 + Penalty 2931.755135 = -48706.581102 nChanged 5 SP:Iteration 3Q (18996.000000 sec): 3 clusters Score: Raw -51652.788611 + Penalty 2931.755135 = -48721.033475 nChanged 2 SP:Iteration 4Q (18996.140000 sec): 3 clusters Score: Raw -51662.789111 + Penalty 2931.755135 = -48731.033976 nChanged 3 SP:Iteration 5Q (18996.340000 sec): 3 clusters Score: Raw -51670.595515 + Penalty 2931.755135 = -48738.840379 nChanged 4 SP:Iteration 6Q (18996.490000 sec): 3 clusters Score: Raw -51682.463015 + Penalty 2931.755135 = -48750.707879 nChanged 3 SP:Iteration 7Q (18996.680000 sec): 3 clusters Score: Raw -51693.841199 + Penalty 2931.755135 = -48762.086064 nChanged 1 SP:Iteration 8Q (18996.860000 sec): 3 clusters Score: Raw -51695.710081 + Penalty 2931.755135 = -48763.954946 nChanged 0 SP:Iteration 9F (18997.040000 sec): 3 clusters Score: Raw -51695.710081 + Penalty 2931.755135 = -48763.954946 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18997.120000 sec): 2 clusters Score: Raw -20267.898556 + Penalty 1220.155270 = -19047.743287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18997.310000 sec): 3 clusters Score: Raw -20540.378551 + Penalty 2440.310539 = -18100.068011 nChanged 7 SP:Iteration 1F (18997.440000 sec): 3 clusters Score: Raw -20569.148012 + Penalty 2440.310539 = -18128.837473 nChanged 1 SP:Iteration 2Q (18997.610000 sec): 3 clusters Score: Raw -20582.823793 + Penalty 2440.310539 = -18142.513254 nChanged 0 SP:Iteration 3F (18997.800000 sec): 3 clusters Score: Raw -20582.823793 + Penalty 2440.310539 = -18142.513254 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (5178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18997.910000 sec): 2 clusters Score: Raw -791644.695638 + Penalty 2120.939192 = -789523.756446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18998.070000 sec): 3 clusters Score: Raw -789109.386580 + Penalty 4241.878384 = -784867.508197 nChanged 1961 SP:Iteration 1F (18998.250000 sec): 3 clusters Score: Raw -790237.940664 + Penalty 4241.878384 = -785996.062281 nChanged 346 SP:Iteration 2F (18998.450000 sec): 3 clusters Score: Raw -790404.189430 + Penalty 4241.878384 = -786162.311046 nChanged 203 SP:Iteration 3Q (18998.620000 sec): 3 clusters Score: Raw -790508.997729 + Penalty 4241.878384 = -786267.119346 nChanged 178 SP:Iteration 4Q (18998.810000 sec): 3 clusters Score: Raw -790594.395484 + Penalty 4241.878384 = -786352.517100 nChanged 141 SP:Iteration 5Q (18999.050000 sec): 3 clusters Score: Raw -790661.620159 + Penalty 4241.878384 = -786419.741775 nChanged 121 SP:Iteration 6Q (18999.230000 sec): 3 clusters Score: Raw -790715.554080 + Penalty 4241.878384 = -786473.675696 nChanged 118 SP:Iteration 7Q (18999.420000 sec): 3 clusters Score: Raw -790772.612073 + Penalty 4241.878384 = -786530.733690 nChanged 108 SP:Iteration 8Q (18999.630000 sec): 3 clusters Score: Raw -790813.092796 + Penalty 4241.878384 = -786571.214413 nChanged 83 SP:Iteration 9Q (18999.820000 sec): 3 clusters Score: Raw -790851.073450 + Penalty 4241.878384 = -786609.195067 nChanged 71 SP:Iteration 10Q (19000.000000 sec): 3 clusters Score: Raw -790878.038337 + Penalty 4241.878384 = -786636.159954 nChanged 65 SP:Iteration 11Q (19000.220000 sec): 3 clusters Score: Raw -790901.795769 + Penalty 4241.878384 = -786659.917385 nChanged 61 SP:Iteration 12Q (19000.430000 sec): 3 clusters Score: Raw -790926.909485 + Penalty 4241.878384 = -786685.031102 nChanged 59 SP:Iteration 13Q (19000.590000 sec): 3 clusters Score: Raw -790951.542263 + Penalty 4241.878384 = -786709.663880 nChanged 46 SP:Iteration 14Q (19000.790000 sec): 3 clusters Score: Raw -790967.989947 + Penalty 4241.878384 = -786726.111564 nChanged 46 SP:Iteration 15Q (19001.030000 sec): 3 clusters Score: Raw -790984.661364 + Penalty 4241.878384 = -786742.782980 nChanged 45 SP:Iteration 16Q (19001.220000 sec): 3 clusters Score: Raw -791002.170203 + Penalty 4241.878384 = -786760.291820 nChanged 45 SP:Iteration 17Q (19001.480000 sec): 3 clusters Score: Raw -791020.832323 + Penalty 4241.878384 = -786778.953939 nChanged 50 SP:Iteration 18Q (19001.650000 sec): 3 clusters Score: Raw -791043.434183 + Penalty 4241.878384 = -786801.555799 nChanged 60 SP:Iteration 19Q (19001.850000 sec): 3 clusters Score: Raw -791069.533542 + Penalty 4241.878384 = -786827.655158 nChanged 60 SP:Iteration 20F (19002.070000 sec): 3 clusters Score: Raw -791095.974960 + Penalty 4241.878384 = -786854.096576 nChanged 56 SP:Iteration 21Q (19002.280000 sec): 3 clusters Score: Raw -791122.545097 + Penalty 4241.878384 = -786880.666714 nChanged 58 SP:Iteration 22Q (19002.500000 sec): 3 clusters Score: Raw -791152.110479 + Penalty 4241.878384 = -786910.232095 nChanged 81 SP:Iteration 23Q (19002.710000 sec): 3 clusters Score: Raw -791200.702262 + Penalty 4241.878384 = -786958.823879 nChanged 80 SP:Iteration 24Q (19002.930000 sec): 3 clusters Score: Raw -791244.783620 + Penalty 4241.878384 = -787002.905237 nChanged 94 SP:Iteration 25Q (19003.110000 sec): 3 clusters Score: Raw -791297.129147 + Penalty 4241.878384 = -787055.250763 nChanged 77 SP:Iteration 26Q (19003.310000 sec): 3 clusters Score: Raw -791350.848964 + Penalty 4241.878384 = -787108.970581 nChanged 87 SP:Iteration 27Q (19003.560000 sec): 3 clusters Score: Raw -791409.501105 + Penalty 4241.878384 = -787167.622722 nChanged 85 SP:Iteration 28Q (19003.760000 sec): 3 clusters Score: Raw -791464.714025 + Penalty 4241.878384 = -787222.835641 nChanged 66 SP:Iteration 29Q (19003.970000 sec): 3 clusters Score: Raw -791506.992928 + Penalty 4241.878384 = -787265.114545 nChanged 68 SP:Iteration 30Q (19004.150000 sec): 3 clusters Score: Raw -791553.813093 + Penalty 4241.878384 = -787311.934709 nChanged 66 SP:Iteration 31Q (19004.360000 sec): 3 clusters Score: Raw -791604.145997 + Penalty 4241.878384 = -787362.267613 nChanged 57 SP:Iteration 32Q (19004.610000 sec): 3 clusters Score: Raw -791650.237162 + Penalty 4241.878384 = -787408.358778 nChanged 54 SP:Iteration 33Q (19004.790000 sec): 3 clusters Score: Raw -791689.446178 + Penalty 4241.878384 = -787447.567794 nChanged 38 SP:Iteration 34Q (19005.010000 sec): 3 clusters Score: Raw -791714.935877 + Penalty 4241.878384 = -787473.057494 nChanged 30 SP:Iteration 35Q (19005.200000 sec): 3 clusters Score: Raw -791735.797171 + Penalty 4241.878384 = -787493.918788 nChanged 33 SP:Iteration 36Q (19005.390000 sec): 3 clusters Score: Raw -791763.818625 + Penalty 4241.878384 = -787521.940241 nChanged 26 SP:Iteration 37Q (19005.580000 sec): 3 clusters Score: Raw -791781.276307 + Penalty 4241.878384 = -787539.397923 nChanged 20 SP:Iteration 38Q (19005.800000 sec): 3 clusters Score: Raw -791795.099697 + Penalty 4241.878384 = -787553.221314 nChanged 14 SP:Iteration 39Q (19006.020000 sec): 3 clusters Score: Raw -791805.707514 + Penalty 4241.878384 = -787563.829131 nChanged 15 SP:Iteration 40F (19006.190000 sec): 3 clusters Score: Raw -791815.490786 + Penalty 4241.878384 = -787573.612402 nChanged 13 SP:Iteration 41Q (19006.410000 sec): 3 clusters Score: Raw -791825.501663 + Penalty 4241.878384 = -787583.623279 nChanged 9 SP:Iteration 42Q (19006.620000 sec): 3 clusters Score: Raw -791829.977250 + Penalty 4241.878384 = -787588.098866 nChanged 4 SP:Iteration 43Q (19006.850000 sec): 3 clusters Score: Raw -791833.293350 + Penalty 4241.878384 = -787591.414966 nChanged 3 SP:Iteration 44Q (19007.060000 sec): 3 clusters Score: Raw -791834.983237 + Penalty 4241.878384 = -787593.104853 nChanged 2 SP:Iteration 45Q (19007.260000 sec): 3 clusters Score: Raw -791835.883125 + Penalty 4241.878384 = -787594.004742 nChanged 2 SP:Iteration 46Q (19007.440000 sec): 3 clusters Score: Raw -791837.004817 + Penalty 4241.878384 = -787595.126433 nChanged 2 SP:Iteration 47Q (19007.650000 sec): 3 clusters Score: Raw -791838.187955 + Penalty 4241.878384 = -787596.309572 nChanged 3 SP:Iteration 48Q (19007.850000 sec): 3 clusters Score: Raw -791839.885302 + Penalty 4241.878384 = -787598.006919 nChanged 3 SP:Iteration 49Q (19008.040000 sec): 3 clusters Score: Raw -791842.385852 + Penalty 4241.878384 = -787600.507469 nChanged 2 SP:Iteration 50Q (19008.200000 sec): 3 clusters Score: Raw -791843.926363 + Penalty 4241.878384 = -787602.047980 nChanged 1 SP:Iteration 51Q (19008.380000 sec): 3 clusters Score: Raw -791845.621528 + Penalty 4241.878384 = -787603.743145 nChanged 1 SP:Iteration 52Q (19008.570000 sec): 3 clusters Score: Raw -791846.310302 + Penalty 4241.878384 = -787604.431919 nChanged 1 SP:Iteration 53Q (19008.770000 sec): 3 clusters Score: Raw -791846.608822 + Penalty 4241.878384 = -787604.730438 nChanged 1 SP:Iteration 54Q (19008.980000 sec): 3 clusters Score: Raw -791846.814135 + Penalty 4241.878384 = -787604.935751 nChanged 0 SP:Iteration 55F (19009.160000 sec): 3 clusters Score: Raw -791846.814135 + Penalty 4241.878384 = -787604.935751 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 56 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19009.250000 sec): 2 clusters Score: Raw -17766.461915 + Penalty 1252.364290 = -16514.097625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19009.420000 sec): 3 clusters Score: Raw -18073.948686 + Penalty 2504.728580 = -15569.220106 nChanged 14 SP:Iteration 1F (19009.570000 sec): 3 clusters Score: Raw -18171.558511 + Penalty 2504.728580 = -15666.829932 nChanged 3 SP:Iteration 2Q (19009.770000 sec): 3 clusters Score: Raw -18206.184548 + Penalty 2504.728580 = -15701.455969 nChanged 0 SP:Iteration 3F (19009.910000 sec): 3 clusters Score: Raw -18206.184548 + Penalty 2504.728580 = -15701.455969 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 57 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19010.010000 sec): 2 clusters Score: Raw -52573.030301 + Penalty 1479.604391 = -51093.425909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19010.170000 sec): 3 clusters Score: Raw -52656.796157 + Penalty 2959.208783 = -49697.587374 nChanged 63 SP:Iteration 1F (19010.350000 sec): 3 clusters Score: Raw -52825.634590 + Penalty 2959.208783 = -49866.425807 nChanged 14 SP:Iteration 2Q (19010.510000 sec): 3 clusters Score: Raw -52870.555781 + Penalty 2959.208783 = -49911.346998 nChanged 5 SP:Iteration 3Q (19010.650000 sec): 3 clusters Score: Raw -52890.030281 + Penalty 2959.208783 = -49930.821499 nChanged 2 SP:Iteration 4Q (19010.850000 sec): 3 clusters Score: Raw -52896.296357 + Penalty 2959.208783 = -49937.087575 nChanged 0 SP:Iteration 5F (19011.010000 sec): 3 clusters Score: Raw -52896.296357 + Penalty 2959.208783 = -49937.087575 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 58 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19011.100000 sec): 2 clusters Score: Raw -47564.522372 + Penalty 1423.468642 = -46141.053730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19011.290000 sec): 3 clusters Score: Raw -47698.108688 + Penalty 2846.937284 = -44851.171403 nChanged 39 SP:Iteration 1F (19011.470000 sec): 3 clusters Score: Raw -47839.358804 + Penalty 2846.937284 = -44992.421519 nChanged 13 SP:Iteration 2Q (19011.640000 sec): 3 clusters Score: Raw -47913.625512 + Penalty 2846.937284 = -45066.688227 nChanged 14 SP:Iteration 3Q (19011.820000 sec): 3 clusters Score: Raw -48012.234730 + Penalty 2846.937284 = -45165.297446 nChanged 12 SP:Iteration 4Q (19011.960000 sec): 3 clusters Score: Raw -48073.269938 + Penalty 2846.937284 = -45226.332654 nChanged 10 SP:Iteration 5Q (19012.150000 sec): 3 clusters Score: Raw -48153.189819 + Penalty 2846.937284 = -45306.252534 nChanged 4 SP:Iteration 6Q (19012.310000 sec): 3 clusters Score: Raw -48191.485019 + Penalty 2846.937284 = -45344.547734 nChanged 8 SP:Iteration 7Q (19012.500000 sec): 3 clusters Score: Raw -48312.041853 + Penalty 2846.937284 = -45465.104569 nChanged 7 SP:Iteration 8Q (19012.660000 sec): 3 clusters Score: Raw -48465.245470 + Penalty 2846.937284 = -45618.308186 nChanged 13 SP:Iteration 9Q (19012.880000 sec): 3 clusters Score: Raw -48553.566212 + Penalty 2846.937284 = -45706.628928 nChanged 4 SP:Iteration 10Q (19013.070000 sec): 3 clusters Score: Raw -48617.813390 + Penalty 2846.937284 = -45770.876106 nChanged 5 SP:Iteration 11Q (19013.240000 sec): 3 clusters Score: Raw -48670.943251 + Penalty 2846.937284 = -45824.005966 nChanged 3 SP:Iteration 12Q (19013.400000 sec): 3 clusters Score: Raw -48684.073205 + Penalty 2846.937284 = -45837.135920 nChanged 0 SP:Iteration 13F (19013.580000 sec): 3 clusters Score: Raw -48684.073205 + Penalty 2846.937284 = -45837.135920 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 59 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19013.700000 sec): 2 clusters Score: Raw -43445.062307 + Penalty 1482.763670 = -41962.298637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19013.870000 sec): 3 clusters Score: Raw -43627.505172 + Penalty 2965.527339 = -40661.977832 nChanged 78 SP:Iteration 1F (19014.010000 sec): 3 clusters Score: Raw -44019.861611 + Penalty 2965.527339 = -41054.334272 nChanged 33 SP:Iteration 2F (19014.190000 sec): 3 clusters Score: Raw -44263.468792 + Penalty 2965.527339 = -41297.941453 nChanged 28 SP:Iteration 3F (19014.340000 sec): 3 clusters Score: Raw -44471.970806 + Penalty 2965.527339 = -41506.443467 nChanged 10 SP:Iteration 4Q (19014.500000 sec): 3 clusters Score: Raw -44523.783510 + Penalty 2965.527339 = -41558.256170 nChanged 5 SP:Iteration 5Q (19014.660000 sec): 3 clusters Score: Raw -44549.552260 + Penalty 2965.527339 = -41584.024921 nChanged 6 SP:Iteration 6Q (19014.850000 sec): 3 clusters Score: Raw -44577.917046 + Penalty 2965.527339 = -41612.389706 nChanged 4 SP:Iteration 7Q (19015.000000 sec): 3 clusters Score: Raw -44611.442775 + Penalty 2965.527339 = -41645.915436 nChanged 3 SP:Iteration 8Q (19015.180000 sec): 3 clusters Score: Raw -44647.162758 + Penalty 2965.527339 = -41681.635419 nChanged 1 SP:Iteration 9Q (19015.390000 sec): 3 clusters Score: Raw -44662.802311 + Penalty 2965.527339 = -41697.274971 nChanged 1 SP:Iteration 10Q (19015.560000 sec): 3 clusters Score: Raw -44665.948053 + Penalty 2965.527339 = -41700.420714 nChanged 1 SP:Iteration 11Q (19015.720000 sec): 3 clusters Score: Raw -44677.115882 + Penalty 2965.527339 = -41711.588542 nChanged 2 SP:Iteration 12Q (19015.880000 sec): 3 clusters Score: Raw -44686.920244 + Penalty 2965.527339 = -41721.392904 nChanged 1 SP:Iteration 13Q (19016.070000 sec): 3 clusters Score: Raw -44689.694270 + Penalty 2965.527339 = -41724.166931 nChanged 1 SP:Iteration 14Q (19016.280000 sec): 3 clusters Score: Raw -44692.398377 + Penalty 2965.527339 = -41726.871037 nChanged 1 SP:Iteration 15Q (19016.440000 sec): 3 clusters Score: Raw -44695.546549 + Penalty 2965.527339 = -41730.019209 nChanged 1 SP:Iteration 16Q (19016.610000 sec): 3 clusters Score: Raw -44698.242199 + Penalty 2965.527339 = -41732.714860 nChanged 1 SP:Iteration 17Q (19016.810000 sec): 3 clusters Score: Raw -44701.098947 + Penalty 2965.527339 = -41735.571607 nChanged 0 SP:Iteration 18F (19017.000000 sec): 3 clusters Score: Raw -44701.098947 + Penalty 2965.527339 = -41735.571607 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 60 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19017.110000 sec): 2 clusters Score: Raw -35150.845581 + Penalty 1445.578513 = -33705.267068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19017.290000 sec): 3 clusters Score: Raw -35367.584944 + Penalty 2891.157026 = -32476.427918 nChanged 63 SP:Iteration 1F (19017.480000 sec): 3 clusters Score: Raw -35582.070115 + Penalty 2891.157026 = -32690.913089 nChanged 21 SP:Iteration 2F (19017.660000 sec): 3 clusters Score: Raw -35702.906002 + Penalty 2891.157026 = -32811.748976 nChanged 11 SP:Iteration 3Q (19017.840000 sec): 3 clusters Score: Raw -35764.403164 + Penalty 2891.157026 = -32873.246138 nChanged 8 SP:Iteration 4Q (19018.040000 sec): 3 clusters Score: Raw -35809.599457 + Penalty 2891.157026 = -32918.442431 nChanged 8 SP:Iteration 5Q (19018.220000 sec): 3 clusters Score: Raw -35834.615710 + Penalty 2891.157026 = -32943.458684 nChanged 1 SP:Iteration 6Q (19018.420000 sec): 3 clusters Score: Raw -35836.262403 + Penalty 2891.157026 = -32945.105377 nChanged 0 SP:Iteration 7F (19018.630000 sec): 3 clusters Score: Raw -35836.262403 + Penalty 2891.157026 = -32945.105377 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 61 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19018.690000 sec): 2 clusters Score: Raw -13270.837246 + Penalty 1178.890367 = -12091.946878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19018.880000 sec): 3 clusters Score: Raw -13694.165236 + Penalty 2357.780735 = -11336.384502 nChanged 8 SP:Iteration 1F (19019.060000 sec): 3 clusters Score: Raw -13748.167015 + Penalty 2357.780735 = -11390.386281 nChanged 2 SP:Iteration 2Q (19019.230000 sec): 3 clusters Score: Raw -13767.150539 + Penalty 2357.780735 = -11409.369804 nChanged 1 SP:Iteration 3Q (19019.460000 sec): 3 clusters Score: Raw -13775.391697 + Penalty 2357.780735 = -11417.610962 nChanged 0 SP:Iteration 4F (19019.610000 sec): 3 clusters Score: Raw -13775.391697 + Penalty 2357.780735 = -11417.610962 nChanged 0 Iteration 259Q (19042.050000 sec): 65 clusters Score: Raw -67221730.304512 + Penalty 206773.331887 = -67014956.972625 nChanged 10 Iteration 260F (19095.730000 sec): 65 clusters Score: Raw -67222265.370102 + Penalty 206773.331887 = -67015492.038215 nChanged 51 Iteration 261Q (19118.300000 sec): 65 clusters Score: Raw -67222711.483948 + Penalty 206773.331887 = -67015938.152060 nChanged 13 Iteration 262Q (19147.030000 sec): 65 clusters Score: Raw -67222745.761432 + Penalty 206773.331887 = -67015972.429545 nChanged 5 Iteration 263Q (19174.180000 sec): 65 clusters Score: Raw -67222766.735001 + Penalty 206773.331887 = -67015993.403114 nChanged 3 Iteration 264Q (19197.590000 sec): 65 clusters Score: Raw -67222781.349501 + Penalty 206773.331887 = -67016008.017613 nChanged 3 Iteration 265Q (19221.000000 sec): 65 clusters Score: Raw -67222813.317466 + Penalty 206773.331887 = -67016039.985578 nChanged 1 Iteration 266Q (19247.260000 sec): 65 clusters Score: Raw -67222817.627126 + Penalty 206773.331887 = -67016044.295239 nChanged 1 Iteration 267Q (19274.920000 sec): 65 clusters Score: Raw -67222829.678532 + Penalty 206773.331887 = -67016056.346644 nChanged 1 Iteration 268Q (19300.840000 sec): 65 clusters Score: Raw -67222843.461184 + Penalty 206773.331887 = -67016070.129296 nChanged 1 Iteration 269Q (19330.210000 sec): 65 clusters Score: Raw -67222864.661029 + Penalty 206773.331887 = -67016091.329141 nChanged 3 Iteration 270Q (19359.810000 sec): 65 clusters Score: Raw -67222923.493037 + Penalty 206773.331887 = -67016150.161150 nChanged 4 Iteration 271Q (19387.040000 sec): 65 clusters Score: Raw -67223008.093916 + Penalty 206773.331887 = -67016234.762029 nChanged 0 Iteration 272F (19444.280000 sec): 65 clusters Score: Raw -67223127.268053 + Penalty 206773.331887 = -67016353.936165 nChanged 10 Iteration 273Q (19470.310000 sec): 65 clusters Score: Raw -67223380.084121 + Penalty 206773.331887 = -67016606.752233 nChanged 4 Iteration 274Q (19496.820000 sec): 65 clusters Score: Raw -67223402.169673 + Penalty 206773.331887 = -67016628.837786 nChanged 1 Iteration 275Q (19525.470000 sec): 65 clusters Score: Raw -67223405.410908 + Penalty 206773.331887 = -67016632.079020 nChanged 0 Iteration 276F (19583.440000 sec): 65 clusters Score: Raw -67223472.431260 + Penalty 206773.331887 = -67016699.099372 nChanged 3 Iteration 277Q (19614.240000 sec): 65 clusters Score: Raw -67223565.862096 + Penalty 206773.331887 = -67016792.530209 nChanged 0 Iteration 278F (19673.550000 sec): 65 clusters Score: Raw -67223565.862096 + Penalty 206773.331887 = -67016792.530209 nChanged 0 Compute initial score before splitting: Score: Raw -67223565.862096 + Penalty 206773.331887 = -67016792.530209 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19673.640000 sec): 2 clusters Score: Raw -206664.677172 + Penalty 1791.738845 = -204872.938328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19673.820000 sec): 3 clusters Score: Raw -206242.965415 + Penalty 3583.477689 = -202659.487726 nChanged 399 SP:Iteration 1F (19674.030000 sec): 3 clusters Score: Raw -206584.832101 + Penalty 3583.477689 = -203001.354412 nChanged 102 SP:Iteration 2F (19674.220000 sec): 3 clusters Score: Raw -206693.932779 + Penalty 3583.477689 = -203110.455089 nChanged 55 SP:Iteration 3Q (19674.410000 sec): 3 clusters Score: Raw -206770.192552 + Penalty 3583.477689 = -203186.714862 nChanged 44 SP:Iteration 4Q (19674.620000 sec): 3 clusters Score: Raw -206829.336116 + Penalty 3583.477689 = -203245.858427 nChanged 31 SP:Iteration 5Q (19674.820000 sec): 3 clusters Score: Raw -206862.882592 + Penalty 3583.477689 = -203279.404903 nChanged 26 SP:Iteration 6Q (19674.970000 sec): 3 clusters Score: Raw -206893.615204 + Penalty 3583.477689 = -203310.137514 nChanged 33 SP:Iteration 7Q (19675.210000 sec): 3 clusters Score: Raw -206927.267646 + Penalty 3583.477689 = -203343.789957 nChanged 20 SP:Iteration 8Q (19675.350000 sec): 3 clusters Score: Raw -206946.281913 + Penalty 3583.477689 = -203362.804223 nChanged 17 SP:Iteration 9Q (19675.540000 sec): 3 clusters Score: Raw -206968.492313 + Penalty 3583.477689 = -203385.014624 nChanged 16 SP:Iteration 10Q (19675.750000 sec): 3 clusters Score: Raw -206985.220415 + Penalty 3583.477689 = -203401.742725 nChanged 10 SP:Iteration 11Q (19675.890000 sec): 3 clusters Score: Raw -206994.955102 + Penalty 3583.477689 = -203411.477413 nChanged 6 SP:Iteration 12Q (19676.070000 sec): 3 clusters Score: Raw -207002.380025 + Penalty 3583.477689 = -203418.902336 nChanged 11 SP:Iteration 13Q (19676.250000 sec): 3 clusters Score: Raw -207016.515686 + Penalty 3583.477689 = -203433.037997 nChanged 8 SP:Iteration 14Q (19676.410000 sec): 3 clusters Score: Raw -207025.409047 + Penalty 3583.477689 = -203441.931357 nChanged 9 SP:Iteration 15Q (19676.630000 sec): 3 clusters Score: Raw -207036.382462 + Penalty 3583.477689 = -203452.904773 nChanged 13 SP:Iteration 16Q (19676.810000 sec): 3 clusters Score: Raw -207055.425331 + Penalty 3583.477689 = -203471.947641 nChanged 9 SP:Iteration 17Q (19677.020000 sec): 3 clusters Score: Raw -207066.051610 + Penalty 3583.477689 = -203482.573921 nChanged 10 SP:Iteration 18Q (19677.230000 sec): 3 clusters Score: Raw -207077.274334 + Penalty 3583.477689 = -203493.796645 nChanged 9 SP:Iteration 19Q (19677.370000 sec): 3 clusters Score: Raw -207088.937998 + Penalty 3583.477689 = -203505.460309 nChanged 12 SP:Iteration 20F (19677.580000 sec): 3 clusters Score: Raw -207103.935709 + Penalty 3583.477689 = -203520.458020 nChanged 7 SP:Iteration 21Q (19677.720000 sec): 3 clusters Score: Raw -207112.511787 + Penalty 3583.477689 = -203529.034098 nChanged 5 SP:Iteration 22Q (19677.920000 sec): 3 clusters Score: Raw -207123.422626 + Penalty 3583.477689 = -203539.944937 nChanged 9 SP:Iteration 23Q (19678.090000 sec): 3 clusters Score: Raw -207137.917476 + Penalty 3583.477689 = -203554.439787 nChanged 13 SP:Iteration 24Q (19678.310000 sec): 3 clusters Score: Raw -207159.722217 + Penalty 3583.477689 = -203576.244528 nChanged 14 SP:Iteration 25Q (19678.490000 sec): 3 clusters Score: Raw -207181.778745 + Penalty 3583.477689 = -203598.301056 nChanged 15 SP:Iteration 26Q (19678.610000 sec): 3 clusters Score: Raw -207213.267632 + Penalty 3583.477689 = -203629.789943 nChanged 19 SP:Iteration 27Q (19678.790000 sec): 3 clusters Score: Raw -207256.574596 + Penalty 3583.477689 = -203673.096906 nChanged 22 SP:Iteration 28Q (19679.010000 sec): 3 clusters Score: Raw -207298.475954 + Penalty 3583.477689 = -203714.998265 nChanged 24 SP:Iteration 29Q (19679.160000 sec): 3 clusters Score: Raw -207340.158166 + Penalty 3583.477689 = -203756.680477 nChanged 21 SP:Iteration 30Q (19679.330000 sec): 3 clusters Score: Raw -207383.351530 + Penalty 3583.477689 = -203799.873841 nChanged 18 SP:Iteration 31Q (19679.550000 sec): 3 clusters Score: Raw -207415.383417 + Penalty 3583.477689 = -203831.905728 nChanged 16 SP:Iteration 32Q (19679.710000 sec): 3 clusters Score: Raw -207439.826146 + Penalty 3583.477689 = -203856.348456 nChanged 18 SP:Iteration 33Q (19679.870000 sec): 3 clusters Score: Raw -207469.430585 + Penalty 3583.477689 = -203885.952896 nChanged 17 SP:Iteration 34Q (19680.030000 sec): 3 clusters Score: Raw -207502.485571 + Penalty 3583.477689 = -203919.007882 nChanged 19 SP:Iteration 35Q (19680.240000 sec): 3 clusters Score: Raw -207529.851961 + Penalty 3583.477689 = -203946.374271 nChanged 11 SP:Iteration 36Q (19680.430000 sec): 3 clusters Score: Raw -207547.435907 + Penalty 3583.477689 = -203963.958218 nChanged 11 SP:Iteration 37Q (19680.600000 sec): 3 clusters Score: Raw -207563.610506 + Penalty 3583.477689 = -203980.132816 nChanged 9 SP:Iteration 38Q (19680.800000 sec): 3 clusters Score: Raw -207576.993537 + Penalty 3583.477689 = -203993.515847 nChanged 14 SP:Iteration 39Q (19680.970000 sec): 3 clusters Score: Raw -207600.623298 + Penalty 3583.477689 = -204017.145609 nChanged 17 SP:Iteration 40F (19681.160000 sec): 3 clusters Score: Raw -207625.288716 + Penalty 3583.477689 = -204041.811027 nChanged 18 SP:Iteration 41Q (19681.330000 sec): 3 clusters Score: Raw -207662.034957 + Penalty 3583.477689 = -204078.557268 nChanged 14 SP:Iteration 42Q (19681.530000 sec): 3 clusters Score: Raw -207684.975546 + Penalty 3583.477689 = -204101.497857 nChanged 9 SP:Iteration 43Q (19681.670000 sec): 3 clusters Score: Raw -207701.425271 + Penalty 3583.477689 = -204117.947581 nChanged 7 SP:Iteration 44Q (19681.870000 sec): 3 clusters Score: Raw -207716.393542 + Penalty 3583.477689 = -204132.915853 nChanged 4 SP:Iteration 45Q (19682.070000 sec): 3 clusters Score: Raw -207722.914001 + Penalty 3583.477689 = -204139.436311 nChanged 3 SP:Iteration 46Q (19682.230000 sec): 3 clusters Score: Raw -207725.140162 + Penalty 3583.477689 = -204141.662473 nChanged 4 SP:Iteration 47Q (19682.390000 sec): 3 clusters Score: Raw -207729.016018 + Penalty 3583.477689 = -204145.538328 nChanged 4 SP:Iteration 48Q (19682.620000 sec): 3 clusters Score: Raw -207734.698592 + Penalty 3583.477689 = -204151.220903 nChanged 6 SP:Iteration 49Q (19682.760000 sec): 3 clusters Score: Raw -207741.936325 + Penalty 3583.477689 = -204158.458636 nChanged 4 SP:Iteration 50Q (19682.940000 sec): 3 clusters Score: Raw -207749.728342 + Penalty 3583.477689 = -204166.250652 nChanged 6 SP:Iteration 51Q (19683.140000 sec): 3 clusters Score: Raw -207767.034927 + Penalty 3583.477689 = -204183.557238 nChanged 6 SP:Iteration 52Q (19683.310000 sec): 3 clusters Score: Raw -207778.024490 + Penalty 3583.477689 = -204194.546801 nChanged 3 SP:Iteration 53Q (19683.440000 sec): 3 clusters Score: Raw -207781.945600 + Penalty 3583.477689 = -204198.467911 nChanged 5 SP:Iteration 54Q (19683.630000 sec): 3 clusters Score: Raw -207787.854953 + Penalty 3583.477689 = -204204.377264 nChanged 5 SP:Iteration 55Q (19683.800000 sec): 3 clusters Score: Raw -207799.016043 + Penalty 3583.477689 = -204215.538354 nChanged 4 SP:Iteration 56Q (19684.010000 sec): 3 clusters Score: Raw -207804.944739 + Penalty 3583.477689 = -204221.467050 nChanged 2 SP:Iteration 57Q (19684.150000 sec): 3 clusters Score: Raw -207807.566955 + Penalty 3583.477689 = -204224.089266 nChanged 0 SP:Iteration 58F (19684.330000 sec): 3 clusters Score: Raw -207808.364434 + Penalty 3583.477689 = -204224.886745 nChanged 1 SP:Iteration 59Q (19684.490000 sec): 3 clusters Score: Raw -207815.568988 + Penalty 3583.477689 = -204232.091299 nChanged 2 SP:Iteration 60F (19684.630000 sec): 3 clusters Score: Raw -207819.187381 + Penalty 3583.477689 = -204235.709692 nChanged 3 SP:Iteration 61Q (19684.830000 sec): 3 clusters Score: Raw -207821.270935 + Penalty 3583.477689 = -204237.793246 nChanged 0 SP:Iteration 62F (19684.980000 sec): 3 clusters Score: Raw -207821.270935 + Penalty 3583.477689 = -204237.793246 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (7797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19685.110000 sec): 2 clusters Score: Raw -1136566.359673 + Penalty 2222.450592 = -1134343.909081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19685.390000 sec): 3 clusters Score: Raw -1132478.314167 + Penalty 4444.901184 = -1128033.412983 nChanged 3195 SP:Iteration 1F (19685.610000 sec): 3 clusters Score: Raw -1134252.144421 + Penalty 4444.901184 = -1129807.243237 nChanged 540 SP:Iteration 2F (19685.810000 sec): 3 clusters Score: Raw -1134542.363105 + Penalty 4444.901184 = -1130097.461920 nChanged 407 SP:Iteration 3F (19686.050000 sec): 3 clusters Score: Raw -1134762.041279 + Penalty 4444.901184 = -1130317.140095 nChanged 339 SP:Iteration 4Q (19686.280000 sec): 3 clusters Score: Raw -1134948.337405 + Penalty 4444.901184 = -1130503.436221 nChanged 317 SP:Iteration 5Q (19686.540000 sec): 3 clusters Score: Raw -1135136.356445 + Penalty 4444.901184 = -1130691.455261 nChanged 312 SP:Iteration 6Q (19686.750000 sec): 3 clusters Score: Raw -1135334.491338 + Penalty 4444.901184 = -1130889.590153 nChanged 304 SP:Iteration 7Q (19687.010000 sec): 3 clusters Score: Raw -1135528.552195 + Penalty 4444.901184 = -1131083.651010 nChanged 302 SP:Iteration 8Q (19687.250000 sec): 3 clusters Score: Raw -1135730.012220 + Penalty 4444.901184 = -1131285.111036 nChanged 300 SP:Iteration 9Q (19687.470000 sec): 3 clusters Score: Raw -1135965.178749 + Penalty 4444.901184 = -1131520.277564 nChanged 300 SP:Iteration 10Q (19687.700000 sec): 3 clusters Score: Raw -1136184.360175 + Penalty 4444.901184 = -1131739.458990 nChanged 308 SP:Iteration 11Q (19687.890000 sec): 3 clusters Score: Raw -1136393.720469 + Penalty 4444.901184 = -1131948.819285 nChanged 238 SP:Iteration 12Q (19688.160000 sec): 3 clusters Score: Raw -1136531.369402 + Penalty 4444.901184 = -1132086.468218 nChanged 185 SP:Iteration 13Q (19688.360000 sec): 3 clusters Score: Raw -1136614.004115 + Penalty 4444.901184 = -1132169.102930 nChanged 139 SP:Iteration 14Q (19688.610000 sec): 3 clusters Score: Raw -1136681.423800 + Penalty 4444.901184 = -1132236.522616 nChanged 119 SP:Iteration 15Q (19688.840000 sec): 3 clusters Score: Raw -1136742.990565 + Penalty 4444.901184 = -1132298.089381 nChanged 100 SP:Iteration 16Q (19689.020000 sec): 3 clusters Score: Raw -1136794.833907 + Penalty 4444.901184 = -1132349.932723 nChanged 97 SP:Iteration 17Q (19689.270000 sec): 3 clusters Score: Raw -1136848.308107 + Penalty 4444.901184 = -1132403.406923 nChanged 97 SP:Iteration 18Q (19689.520000 sec): 3 clusters Score: Raw -1136902.979740 + Penalty 4444.901184 = -1132458.078555 nChanged 93 SP:Iteration 19Q (19689.770000 sec): 3 clusters Score: Raw -1136945.257405 + Penalty 4444.901184 = -1132500.356221 nChanged 66 SP:Iteration 20F (19690.010000 sec): 3 clusters Score: Raw -1136969.069519 + Penalty 4444.901184 = -1132524.168334 nChanged 46 SP:Iteration 21Q (19690.250000 sec): 3 clusters Score: Raw -1136982.350640 + Penalty 4444.901184 = -1132537.449455 nChanged 34 SP:Iteration 22Q (19690.510000 sec): 3 clusters Score: Raw -1136991.958616 + Penalty 4444.901184 = -1132547.057432 nChanged 28 SP:Iteration 23Q (19690.720000 sec): 3 clusters Score: Raw -1136997.821809 + Penalty 4444.901184 = -1132552.920625 nChanged 21 SP:Iteration 24Q (19690.950000 sec): 3 clusters Score: Raw -1137003.099046 + Penalty 4444.901184 = -1132558.197861 nChanged 24 SP:Iteration 25Q (19691.180000 sec): 3 clusters Score: Raw -1137009.170741 + Penalty 4444.901184 = -1132564.269556 nChanged 25 SP:Iteration 26Q (19691.400000 sec): 3 clusters Score: Raw -1137015.657109 + Penalty 4444.901184 = -1132570.755925 nChanged 26 SP:Iteration 27Q (19691.640000 sec): 3 clusters Score: Raw -1137022.015555 + Penalty 4444.901184 = -1132577.114370 nChanged 16 SP:Iteration 28Q (19691.850000 sec): 3 clusters Score: Raw -1137026.055603 + Penalty 4444.901184 = -1132581.154419 nChanged 18 SP:Iteration 29Q (19692.090000 sec): 3 clusters Score: Raw -1137030.741755 + Penalty 4444.901184 = -1132585.840570 nChanged 21 SP:Iteration 30Q (19692.320000 sec): 3 clusters Score: Raw -1137037.252768 + Penalty 4444.901184 = -1132592.351584 nChanged 24 SP:Iteration 31Q (19692.530000 sec): 3 clusters Score: Raw -1137043.872096 + Penalty 4444.901184 = -1132598.970912 nChanged 17 SP:Iteration 32Q (19692.750000 sec): 3 clusters Score: Raw -1137048.377882 + Penalty 4444.901184 = -1132603.476698 nChanged 20 SP:Iteration 33Q (19692.970000 sec): 3 clusters Score: Raw -1137054.189425 + Penalty 4444.901184 = -1132609.288241 nChanged 20 SP:Iteration 34Q (19693.190000 sec): 3 clusters Score: Raw -1137059.431795 + Penalty 4444.901184 = -1132614.530611 nChanged 23 SP:Iteration 35Q (19693.410000 sec): 3 clusters Score: Raw -1137066.461227 + Penalty 4444.901184 = -1132621.560042 nChanged 21 SP:Iteration 36Q (19693.640000 sec): 3 clusters Score: Raw -1137071.996295 + Penalty 4444.901184 = -1132627.095111 nChanged 14 SP:Iteration 37Q (19693.890000 sec): 3 clusters Score: Raw -1137074.801419 + Penalty 4444.901184 = -1132629.900235 nChanged 9 SP:Iteration 38Q (19694.130000 sec): 3 clusters Score: Raw -1137076.990908 + Penalty 4444.901184 = -1132632.089723 nChanged 9 SP:Iteration 39Q (19694.380000 sec): 3 clusters Score: Raw -1137078.472911 + Penalty 4444.901184 = -1132633.571726 nChanged 3 SP:Iteration 40F (19694.650000 sec): 3 clusters Score: Raw -1137078.893389 + Penalty 4444.901184 = -1132633.992205 nChanged 3 SP:Iteration 41Q (19694.910000 sec): 3 clusters Score: Raw -1137079.396148 + Penalty 4444.901184 = -1132634.494963 nChanged 6 SP:Iteration 42Q (19695.210000 sec): 3 clusters Score: Raw -1137080.507531 + Penalty 4444.901184 = -1132635.606346 nChanged 5 SP:Iteration 43Q (19695.500000 sec): 3 clusters Score: Raw -1137081.856774 + Penalty 4444.901184 = -1132636.955589 nChanged 9 SP:Iteration 44Q (19695.720000 sec): 3 clusters Score: Raw -1137083.522932 + Penalty 4444.901184 = -1132638.621748 nChanged 7 SP:Iteration 45Q (19695.980000 sec): 3 clusters Score: Raw -1137084.898934 + Penalty 4444.901184 = -1132639.997750 nChanged 2 SP:Iteration 46Q (19696.220000 sec): 3 clusters Score: Raw -1137085.371702 + Penalty 4444.901184 = -1132640.470518 nChanged 2 SP:Iteration 47Q (19696.510000 sec): 3 clusters Score: Raw -1137085.888422 + Penalty 4444.901184 = -1132640.987238 nChanged 3 SP:Iteration 48Q (19696.710000 sec): 3 clusters Score: Raw -1137086.356839 + Penalty 4444.901184 = -1132641.455655 nChanged 2 SP:Iteration 49Q (19696.930000 sec): 3 clusters Score: Raw -1137086.932721 + Penalty 4444.901184 = -1132642.031537 nChanged 4 SP:Iteration 50Q (19697.160000 sec): 3 clusters Score: Raw -1137087.590174 + Penalty 4444.901184 = -1132642.688990 nChanged 3 SP:Iteration 51Q (19697.390000 sec): 3 clusters Score: Raw -1137088.166568 + Penalty 4444.901184 = -1132643.265384 nChanged 3 SP:Iteration 52Q (19697.630000 sec): 3 clusters Score: Raw -1137088.691482 + Penalty 4444.901184 = -1132643.790297 nChanged 3 SP:Iteration 53Q (19697.830000 sec): 3 clusters Score: Raw -1137089.334113 + Penalty 4444.901184 = -1132644.432929 nChanged 5 SP:Iteration 54Q (19698.050000 sec): 3 clusters Score: Raw -1137090.207076 + Penalty 4444.901184 = -1132645.305892 nChanged 4 SP:Iteration 55Q (19698.290000 sec): 3 clusters Score: Raw -1137091.078340 + Penalty 4444.901184 = -1132646.177156 nChanged 8 SP:Iteration 56Q (19698.480000 sec): 3 clusters Score: Raw -1137092.509272 + Penalty 4444.901184 = -1132647.608088 nChanged 6 SP:Iteration 57Q (19698.730000 sec): 3 clusters Score: Raw -1137093.728739 + Penalty 4444.901184 = -1132648.827555 nChanged 4 SP:Iteration 58Q (19698.890000 sec): 3 clusters Score: Raw -1137094.225107 + Penalty 4444.901184 = -1132649.323923 nChanged 2 SP:Iteration 59Q (19699.140000 sec): 3 clusters Score: Raw -1137094.440789 + Penalty 4444.901184 = -1132649.539605 nChanged 1 SP:Iteration 60F (19699.360000 sec): 3 clusters Score: Raw -1137094.622970 + Penalty 4444.901184 = -1132649.721785 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (6769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19699.460000 sec): 2 clusters Score: Raw -980621.636991 + Penalty 2187.386944 = -978434.250048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19699.670000 sec): 3 clusters Score: Raw -977253.898997 + Penalty 4374.773888 = -972879.125110 nChanged 2661 SP:Iteration 1F (19699.920000 sec): 3 clusters Score: Raw -978738.142304 + Penalty 4374.773888 = -974363.368416 nChanged 519 SP:Iteration 2F (19700.120000 sec): 3 clusters Score: Raw -979060.998424 + Penalty 4374.773888 = -974686.224536 nChanged 414 SP:Iteration 3F (19700.300000 sec): 3 clusters Score: Raw -979319.057631 + Penalty 4374.773888 = -974944.283744 nChanged 346 SP:Iteration 4F (19700.530000 sec): 3 clusters Score: Raw -979538.438568 + Penalty 4374.773888 = -975163.664680 nChanged 321 SP:Iteration 5Q (19700.730000 sec): 3 clusters Score: Raw -979754.591422 + Penalty 4374.773888 = -975379.817535 nChanged 326 SP:Iteration 6Q (19700.960000 sec): 3 clusters Score: Raw -979963.815486 + Penalty 4374.773888 = -975589.041598 nChanged 264 SP:Iteration 7Q (19701.150000 sec): 3 clusters Score: Raw -980116.296986 + Penalty 4374.773888 = -975741.523098 nChanged 237 SP:Iteration 8Q (19701.370000 sec): 3 clusters Score: Raw -980246.172081 + Penalty 4374.773888 = -975871.398194 nChanged 199 SP:Iteration 9Q (19701.550000 sec): 3 clusters Score: Raw -980347.055818 + Penalty 4374.773888 = -975972.281931 nChanged 175 SP:Iteration 10Q (19701.720000 sec): 3 clusters Score: Raw -980432.722956 + Penalty 4374.773888 = -976057.949068 nChanged 151 SP:Iteration 11Q (19701.930000 sec): 3 clusters Score: Raw -980511.197799 + Penalty 4374.773888 = -976136.423911 nChanged 153 SP:Iteration 12Q (19702.130000 sec): 3 clusters Score: Raw -980588.049403 + Penalty 4374.773888 = -976213.275516 nChanged 115 SP:Iteration 13Q (19702.330000 sec): 3 clusters Score: Raw -980635.485869 + Penalty 4374.773888 = -976260.711981 nChanged 87 SP:Iteration 14Q (19702.540000 sec): 3 clusters Score: Raw -980676.635699 + Penalty 4374.773888 = -976301.861812 nChanged 89 SP:Iteration 15Q (19702.750000 sec): 3 clusters Score: Raw -980714.615018 + Penalty 4374.773888 = -976339.841131 nChanged 77 SP:Iteration 16Q (19702.950000 sec): 3 clusters Score: Raw -980747.055313 + Penalty 4374.773888 = -976372.281425 nChanged 71 SP:Iteration 17Q (19703.160000 sec): 3 clusters Score: Raw -980772.282081 + Penalty 4374.773888 = -976397.508193 nChanged 62 SP:Iteration 18Q (19703.350000 sec): 3 clusters Score: Raw -980794.464902 + Penalty 4374.773888 = -976419.691015 nChanged 51 SP:Iteration 19Q (19703.570000 sec): 3 clusters Score: Raw -980809.729119 + Penalty 4374.773888 = -976434.955231 nChanged 31 SP:Iteration 20F (19703.740000 sec): 3 clusters Score: Raw -980821.185605 + Penalty 4374.773888 = -976446.411717 nChanged 25 SP:Iteration 21Q (19703.950000 sec): 3 clusters Score: Raw -980831.262319 + Penalty 4374.773888 = -976456.488432 nChanged 31 SP:Iteration 22Q (19704.160000 sec): 3 clusters Score: Raw -980841.202463 + Penalty 4374.773888 = -976466.428575 nChanged 27 SP:Iteration 23Q (19704.380000 sec): 3 clusters Score: Raw -980851.834570 + Penalty 4374.773888 = -976477.060683 nChanged 26 SP:Iteration 24Q (19704.630000 sec): 3 clusters Score: Raw -980861.236910 + Penalty 4374.773888 = -976486.463022 nChanged 23 SP:Iteration 25Q (19704.820000 sec): 3 clusters Score: Raw -980870.901466 + Penalty 4374.773888 = -976496.127578 nChanged 33 SP:Iteration 26Q (19705.010000 sec): 3 clusters Score: Raw -980881.458595 + Penalty 4374.773888 = -976506.684707 nChanged 29 SP:Iteration 27Q (19705.210000 sec): 3 clusters Score: Raw -980891.339494 + Penalty 4374.773888 = -976516.565606 nChanged 33 SP:Iteration 28Q (19705.410000 sec): 3 clusters Score: Raw -980904.365925 + Penalty 4374.773888 = -976529.592037 nChanged 24 SP:Iteration 29Q (19705.590000 sec): 3 clusters Score: Raw -980913.975008 + Penalty 4374.773888 = -976539.201120 nChanged 24 SP:Iteration 30Q (19705.810000 sec): 3 clusters Score: Raw -980924.189017 + Penalty 4374.773888 = -976549.415129 nChanged 27 SP:Iteration 31Q (19706.010000 sec): 3 clusters Score: Raw -980931.489912 + Penalty 4374.773888 = -976556.716025 nChanged 16 SP:Iteration 32Q (19706.190000 sec): 3 clusters Score: Raw -980936.481975 + Penalty 4374.773888 = -976561.708088 nChanged 11 SP:Iteration 33Q (19706.390000 sec): 3 clusters Score: Raw -980940.110474 + Penalty 4374.773888 = -976565.336586 nChanged 11 SP:Iteration 34Q (19706.630000 sec): 3 clusters Score: Raw -980943.744687 + Penalty 4374.773888 = -976568.970799 nChanged 14 SP:Iteration 35Q (19706.860000 sec): 3 clusters Score: Raw -980947.534588 + Penalty 4374.773888 = -976572.760700 nChanged 13 SP:Iteration 36Q (19707.030000 sec): 3 clusters Score: Raw -980951.414319 + Penalty 4374.773888 = -976576.640432 nChanged 10 SP:Iteration 37Q (19707.250000 sec): 3 clusters Score: Raw -980954.013910 + Penalty 4374.773888 = -976579.240022 nChanged 3 SP:Iteration 38Q (19707.460000 sec): 3 clusters Score: Raw -980954.535498 + Penalty 4374.773888 = -976579.761610 nChanged 4 SP:Iteration 39Q (19707.670000 sec): 3 clusters Score: Raw -980955.350646 + Penalty 4374.773888 = -976580.576758 nChanged 4 SP:Iteration 40F (19707.880000 sec): 3 clusters Score: Raw -980956.177556 + Penalty 4374.773888 = -976581.403669 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (28254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19708.130000 sec): 2 clusters Score: Raw -4306049.352614 + Penalty 2541.749599 = -4303507.603015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19708.470000 sec): 3 clusters Score: Raw -4289290.394182 + Penalty 5083.499198 = -4284206.894984 nChanged 12560 SP:Iteration 1F (19708.750000 sec): 3 clusters Score: Raw -4296193.399303 + Penalty 5083.499198 = -4291109.900104 nChanged 1560 SP:Iteration 2F (19709.030000 sec): 3 clusters Score: Raw -4296966.651252 + Penalty 5083.499198 = -4291883.152054 nChanged 1674 SP:Iteration 3F (19709.340000 sec): 3 clusters Score: Raw -4297997.238978 + Penalty 5083.499198 = -4292913.739779 nChanged 1823 SP:Iteration 4F (19709.670000 sec): 3 clusters Score: Raw -4299136.029846 + Penalty 5083.499198 = -4294052.530647 nChanged 1842 SP:Iteration 5F (19709.970000 sec): 3 clusters Score: Raw -4300221.449312 + Penalty 5083.499198 = -4295137.950113 nChanged 1686 SP:Iteration 6F (19710.310000 sec): 3 clusters Score: Raw -4301146.311995 + Penalty 5083.499198 = -4296062.812796 nChanged 1438 SP:Iteration 7F (19710.600000 sec): 3 clusters Score: Raw -4301794.532719 + Penalty 5083.499198 = -4296711.033520 nChanged 1100 SP:Iteration 8Q (19710.930000 sec): 3 clusters Score: Raw -4302201.735147 + Penalty 5083.499198 = -4297118.235949 nChanged 825 SP:Iteration 9Q (19711.260000 sec): 3 clusters Score: Raw -4302439.210958 + Penalty 5083.499198 = -4297355.711760 nChanged 638 SP:Iteration 10Q (19711.550000 sec): 3 clusters Score: Raw -4302606.029085 + Penalty 5083.499198 = -4297522.529886 nChanged 530 SP:Iteration 11Q (19711.860000 sec): 3 clusters Score: Raw -4302745.282089 + Penalty 5083.499198 = -4297661.782891 nChanged 484 SP:Iteration 12Q (19712.180000 sec): 3 clusters Score: Raw -4302878.136920 + Penalty 5083.499198 = -4297794.637721 nChanged 520 SP:Iteration 13Q (19712.510000 sec): 3 clusters Score: Raw -4303038.014092 + Penalty 5083.499198 = -4297954.514893 nChanged 549 SP:Iteration 14Q (19712.880000 sec): 3 clusters Score: Raw -4303253.922677 + Penalty 5083.499198 = -4298170.423478 nChanged 626 SP:Iteration 15Q (19713.210000 sec): 3 clusters Score: Raw -4303548.604316 + Penalty 5083.499198 = -4298465.105118 nChanged 736 SP:Iteration 16Q (19713.580000 sec): 3 clusters Score: Raw -4303951.719773 + Penalty 5083.499198 = -4298868.220575 nChanged 804 SP:Iteration 17Q (19713.900000 sec): 3 clusters Score: Raw -4304438.044015 + Penalty 5083.499198 = -4299354.544817 nChanged 836 SP:Iteration 18Q (19714.260000 sec): 3 clusters Score: Raw -4304906.550523 + Penalty 5083.499198 = -4299823.051325 nChanged 731 SP:Iteration 19Q (19714.590000 sec): 3 clusters Score: Raw -4305249.924183 + Penalty 5083.499198 = -4300166.424984 nChanged 584 SP:Iteration 20F (19714.940000 sec): 3 clusters Score: Raw -4305474.774903 + Penalty 5083.499198 = -4300391.275705 nChanged 531 SP:Iteration 21Q (19715.270000 sec): 3 clusters Score: Raw -4305645.764090 + Penalty 5083.499198 = -4300562.264891 nChanged 408 SP:Iteration 22Q (19715.590000 sec): 3 clusters Score: Raw -4305751.192350 + Penalty 5083.499198 = -4300667.693152 nChanged 295 SP:Iteration 23Q (19715.890000 sec): 3 clusters Score: Raw -4305815.719761 + Penalty 5083.499198 = -4300732.220563 nChanged 230 SP:Iteration 24Q (19716.250000 sec): 3 clusters Score: Raw -4305861.533399 + Penalty 5083.499198 = -4300778.034200 nChanged 198 SP:Iteration 25Q (19716.570000 sec): 3 clusters Score: Raw -4305893.798632 + Penalty 5083.499198 = -4300810.299434 nChanged 156 SP:Iteration 26Q (19716.890000 sec): 3 clusters Score: Raw -4305919.228049 + Penalty 5083.499198 = -4300835.728851 nChanged 148 SP:Iteration 27Q (19717.180000 sec): 3 clusters Score: Raw -4305942.991165 + Penalty 5083.499198 = -4300859.491966 nChanged 147 SP:Iteration 28Q (19717.550000 sec): 3 clusters Score: Raw -4305966.371394 + Penalty 5083.499198 = -4300882.872196 nChanged 146 SP:Iteration 29Q (19717.850000 sec): 3 clusters Score: Raw -4305991.056844 + Penalty 5083.499198 = -4300907.557645 nChanged 153 SP:Iteration 30Q (19718.190000 sec): 3 clusters Score: Raw -4306018.096354 + Penalty 5083.499198 = -4300934.597156 nChanged 164 SP:Iteration 31Q (19718.530000 sec): 3 clusters Score: Raw -4306048.001714 + Penalty 5083.499198 = -4300964.502516 nChanged 166 SP:Iteration 32Q (19718.810000 sec): 3 clusters Score: Raw -4306077.864788 + Penalty 5083.499198 = -4300994.365590 nChanged 146 SP:Iteration 33Q (19719.170000 sec): 3 clusters Score: Raw -4306101.100867 + Penalty 5083.499198 = -4301017.601669 nChanged 149 SP:Iteration 34Q (19719.500000 sec): 3 clusters Score: Raw -4306127.413891 + Penalty 5083.499198 = -4301043.914693 nChanged 164 SP:Iteration 35Q (19719.830000 sec): 3 clusters Score: Raw -4306162.389667 + Penalty 5083.499198 = -4301078.890469 nChanged 173 SP:Iteration 36Q (19720.180000 sec): 3 clusters Score: Raw -4306196.397601 + Penalty 5083.499198 = -4301112.898402 nChanged 163 SP:Iteration 37Q (19720.520000 sec): 3 clusters Score: Raw -4306225.330634 + Penalty 5083.499198 = -4301141.831436 nChanged 148 SP:Iteration 38Q (19720.890000 sec): 3 clusters Score: Raw -4306254.230645 + Penalty 5083.499198 = -4301170.731447 nChanged 138 SP:Iteration 39Q (19721.230000 sec): 3 clusters Score: Raw -4306283.257502 + Penalty 5083.499198 = -4301199.758303 nChanged 139 SP:Iteration 40F (19721.580000 sec): 3 clusters Score: Raw -4306316.941296 + Penalty 5083.499198 = -4301233.442098 nChanged 152 SP:Iteration 41Q (19721.880000 sec): 3 clusters Score: Raw -4306355.501773 + Penalty 5083.499198 = -4301272.002575 nChanged 185 SP:Iteration 42Q (19722.170000 sec): 3 clusters Score: Raw -4306400.792976 + Penalty 5083.499198 = -4301317.293777 nChanged 151 SP:Iteration 43Q (19722.480000 sec): 3 clusters Score: Raw -4306438.221422 + Penalty 5083.499198 = -4301354.722223 nChanged 161 SP:Iteration 44Q (19722.820000 sec): 3 clusters Score: Raw -4306482.800485 + Penalty 5083.499198 = -4301399.301286 nChanged 172 SP:Iteration 45Q (19723.160000 sec): 3 clusters Score: Raw -4306529.475388 + Penalty 5083.499198 = -4301445.976190 nChanged 193 SP:Iteration 46Q (19723.510000 sec): 3 clusters Score: Raw -4306585.080315 + Penalty 5083.499198 = -4301501.581117 nChanged 197 SP:Iteration 47Q (19723.870000 sec): 3 clusters Score: Raw -4306641.853497 + Penalty 5083.499198 = -4301558.354299 nChanged 222 SP:Iteration 48Q (19724.190000 sec): 3 clusters Score: Raw -4306714.279177 + Penalty 5083.499198 = -4301630.779979 nChanged 239 SP:Iteration 49Q (19724.430000 sec): 3 clusters Score: Raw -4306796.682302 + Penalty 5083.499198 = -4301713.183104 nChanged 255 SP:Iteration 50Q (19724.750000 sec): 3 clusters Score: Raw -4306897.475481 + Penalty 5083.499198 = -4301813.976283 nChanged 248 SP:Iteration 51Q (19725.060000 sec): 3 clusters Score: Raw -4307010.881508 + Penalty 5083.499198 = -4301927.382310 nChanged 283 SP:Iteration 52Q (19725.340000 sec): 3 clusters Score: Raw -4307142.359878 + Penalty 5083.499198 = -4302058.860680 nChanged 277 SP:Iteration 53Q (19725.630000 sec): 3 clusters Score: Raw -4307264.355212 + Penalty 5083.499198 = -4302180.856014 nChanged 281 SP:Iteration 54Q (19725.930000 sec): 3 clusters Score: Raw -4307387.903304 + Penalty 5083.499198 = -4302304.404106 nChanged 283 SP:Iteration 55Q (19726.190000 sec): 3 clusters Score: Raw -4307508.501178 + Penalty 5083.499198 = -4302425.001980 nChanged 266 SP:Iteration 56Q (19726.500000 sec): 3 clusters Score: Raw -4307612.253177 + Penalty 5083.499198 = -4302528.753979 nChanged 228 SP:Iteration 57Q (19726.790000 sec): 3 clusters Score: Raw -4307702.223579 + Penalty 5083.499198 = -4302618.724381 nChanged 225 SP:Iteration 58Q (19727.140000 sec): 3 clusters Score: Raw -4307797.055913 + Penalty 5083.499198 = -4302713.556714 nChanged 214 SP:Iteration 59Q (19727.460000 sec): 3 clusters Score: Raw -4307884.103786 + Penalty 5083.499198 = -4302800.604587 nChanged 171 SP:Iteration 60F (19727.800000 sec): 3 clusters Score: Raw -4307947.157984 + Penalty 5083.499198 = -4302863.658785 nChanged 135 SP:Iteration 61Q (19728.090000 sec): 3 clusters Score: Raw -4307992.743904 + Penalty 5083.499198 = -4302909.244705 nChanged 108 SP:Iteration 62Q (19728.440000 sec): 3 clusters Score: Raw -4308030.397369 + Penalty 5083.499198 = -4302946.898170 nChanged 106 SP:Iteration 63Q (19728.780000 sec): 3 clusters Score: Raw -4308065.774736 + Penalty 5083.499198 = -4302982.275538 nChanged 85 SP:Iteration 64Q (19729.150000 sec): 3 clusters Score: Raw -4308089.693686 + Penalty 5083.499198 = -4303006.194487 nChanged 63 SP:Iteration 65Q (19729.460000 sec): 3 clusters Score: Raw -4308103.212849 + Penalty 5083.499198 = -4303019.713650 nChanged 38 SP:Iteration 66Q (19729.720000 sec): 3 clusters Score: Raw -4308111.315427 + Penalty 5083.499198 = -4303027.816229 nChanged 33 SP:Iteration 67Q (19730.060000 sec): 3 clusters Score: Raw -4308118.477263 + Penalty 5083.499198 = -4303034.978064 nChanged 36 SP:Iteration 68Q (19730.360000 sec): 3 clusters Score: Raw -4308126.400592 + Penalty 5083.499198 = -4303042.901393 nChanged 32 SP:Iteration 69Q (19730.630000 sec): 3 clusters Score: Raw -4308133.653847 + Penalty 5083.499198 = -4303050.154648 nChanged 26 SP:Iteration 70Q (19730.920000 sec): 3 clusters Score: Raw -4308138.442945 + Penalty 5083.499198 = -4303054.943746 nChanged 14 SP:Iteration 71Q (19731.190000 sec): 3 clusters Score: Raw -4308140.662223 + Penalty 5083.499198 = -4303057.163024 nChanged 9 SP:Iteration 72Q (19731.520000 sec): 3 clusters Score: Raw -4308142.723462 + Penalty 5083.499198 = -4303059.224264 nChanged 13 SP:Iteration 73Q (19731.820000 sec): 3 clusters Score: Raw -4308144.630022 + Penalty 5083.499198 = -4303061.130824 nChanged 7 SP:Iteration 74Q (19732.090000 sec): 3 clusters Score: Raw -4308145.585107 + Penalty 5083.499198 = -4303062.085909 nChanged 5 SP:Iteration 75Q (19732.420000 sec): 3 clusters Score: Raw -4308146.298383 + Penalty 5083.499198 = -4303062.799185 nChanged 6 SP:Iteration 76Q (19732.690000 sec): 3 clusters Score: Raw -4308147.456301 + Penalty 5083.499198 = -4303063.957103 nChanged 6 SP:Iteration 77Q (19732.970000 sec): 3 clusters Score: Raw -4308148.485631 + Penalty 5083.499198 = -4303064.986433 nChanged 7 SP:Iteration 78Q (19733.310000 sec): 3 clusters Score: Raw -4308149.526399 + Penalty 5083.499198 = -4303066.027201 nChanged 4 SP:Iteration 79Q (19733.640000 sec): 3 clusters Score: Raw -4308150.348576 + Penalty 5083.499198 = -4303066.849377 nChanged 6 SP:Iteration 80F (19733.920000 sec): 3 clusters Score: Raw -4308151.309516 + Penalty 5083.499198 = -4303067.810318 nChanged 7 SP:Iteration 81Q (19734.260000 sec): 3 clusters Score: Raw -4308152.368326 + Penalty 5083.499198 = -4303068.869128 nChanged 3 SP:Iteration 82Q (19734.600000 sec): 3 clusters Score: Raw -4308152.751964 + Penalty 5083.499198 = -4303069.252766 nChanged 1 SP:Iteration 83Q (19734.900000 sec): 3 clusters Score: Raw -4308152.838049 + Penalty 5083.499198 = -4303069.338850 nChanged 1 SP:Iteration 84Q (19735.200000 sec): 3 clusters Score: Raw -4308152.910625 + Penalty 5083.499198 = -4303069.411427 nChanged 1 SP:Iteration 85Q (19735.480000 sec): 3 clusters Score: Raw -4308153.000456 + Penalty 5083.499198 = -4303069.501258 nChanged 2 SP:Iteration 86Q (19735.820000 sec): 3 clusters Score: Raw -4308153.289183 + Penalty 5083.499198 = -4303069.789985 nChanged 1 SP:Iteration 87Q (19736.070000 sec): 3 clusters Score: Raw -4308153.384461 + Penalty 5083.499198 = -4303069.885263 nChanged 0 SP:Iteration 88F (19736.380000 sec): 3 clusters Score: Raw -4308153.384461 + Penalty 5083.499198 = -4303069.885263 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19736.500000 sec): 2 clusters Score: Raw -79898.629608 + Penalty 1578.884671 = -78319.744936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19736.650000 sec): 3 clusters Score: Raw -79954.872831 + Penalty 3157.769342 = -76797.103489 nChanged 115 SP:Iteration 1F (19736.820000 sec): 3 clusters Score: Raw -80191.089943 + Penalty 3157.769342 = -77033.320601 nChanged 43 SP:Iteration 2F (19737.020000 sec): 3 clusters Score: Raw -80349.815787 + Penalty 3157.769342 = -77192.046445 nChanged 30 SP:Iteration 3F (19737.180000 sec): 3 clusters Score: Raw -80459.493061 + Penalty 3157.769342 = -77301.723719 nChanged 25 SP:Iteration 4Q (19737.380000 sec): 3 clusters Score: Raw -80548.615045 + Penalty 3157.769342 = -77390.845703 nChanged 15 SP:Iteration 5Q (19737.540000 sec): 3 clusters Score: Raw -80618.462478 + Penalty 3157.769342 = -77460.693136 nChanged 19 SP:Iteration 6Q (19737.760000 sec): 3 clusters Score: Raw -80692.403111 + Penalty 3157.769342 = -77534.633769 nChanged 17 SP:Iteration 7Q (19737.930000 sec): 3 clusters Score: Raw -80763.568384 + Penalty 3157.769342 = -77605.799042 nChanged 15 SP:Iteration 8Q (19738.140000 sec): 3 clusters Score: Raw -80822.367774 + Penalty 3157.769342 = -77664.598432 nChanged 9 SP:Iteration 9Q (19738.290000 sec): 3 clusters Score: Raw -80874.325429 + Penalty 3157.769342 = -77716.556087 nChanged 14 SP:Iteration 10Q (19738.490000 sec): 3 clusters Score: Raw -80921.806982 + Penalty 3157.769342 = -77764.037640 nChanged 6 SP:Iteration 11Q (19738.640000 sec): 3 clusters Score: Raw -80929.918013 + Penalty 3157.769342 = -77772.148671 nChanged 2 SP:Iteration 12Q (19738.840000 sec): 3 clusters Score: Raw -80933.318998 + Penalty 3157.769342 = -77775.549656 nChanged 3 SP:Iteration 13Q (19739.010000 sec): 3 clusters Score: Raw -80939.384846 + Penalty 3157.769342 = -77781.615504 nChanged 3 SP:Iteration 14Q (19739.210000 sec): 3 clusters Score: Raw -80951.850271 + Penalty 3157.769342 = -77794.080929 nChanged 2 SP:Iteration 15Q (19739.400000 sec): 3 clusters Score: Raw -80956.164159 + Penalty 3157.769342 = -77798.394817 nChanged 2 SP:Iteration 16Q (19739.590000 sec): 3 clusters Score: Raw -80961.841695 + Penalty 3157.769342 = -77804.072353 nChanged 2 SP:Iteration 17Q (19739.730000 sec): 3 clusters Score: Raw -80965.527792 + Penalty 3157.769342 = -77807.758450 nChanged 0 SP:Iteration 18F (19739.940000 sec): 3 clusters Score: Raw -80965.527792 + Penalty 3157.769342 = -77807.758450 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19740.050000 sec): 2 clusters Score: Raw -297990.568751 + Penalty 1882.656548 = -296107.912204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19740.220000 sec): 3 clusters Score: Raw -297286.206161 + Penalty 3765.313095 = -293520.893066 nChanged 668 SP:Iteration 1F (19740.410000 sec): 3 clusters Score: Raw -297822.957470 + Penalty 3765.313095 = -294057.644375 nChanged 151 SP:Iteration 2F (19740.590000 sec): 3 clusters Score: Raw -297988.998401 + Penalty 3765.313095 = -294223.685306 nChanged 116 SP:Iteration 3F (19740.780000 sec): 3 clusters Score: Raw -298147.587046 + Penalty 3765.313095 = -294382.273951 nChanged 102 SP:Iteration 4F (19740.940000 sec): 3 clusters Score: Raw -298297.896934 + Penalty 3765.313095 = -294532.583839 nChanged 111 SP:Iteration 5F (19741.150000 sec): 3 clusters Score: Raw -298479.235485 + Penalty 3765.313095 = -294713.922389 nChanged 104 SP:Iteration 6F (19741.350000 sec): 3 clusters Score: Raw -298613.927331 + Penalty 3765.313095 = -294848.614236 nChanged 72 SP:Iteration 7Q (19741.490000 sec): 3 clusters Score: Raw -298705.222914 + Penalty 3765.313095 = -294939.909819 nChanged 56 SP:Iteration 8Q (19741.630000 sec): 3 clusters Score: Raw -298770.033195 + Penalty 3765.313095 = -295004.720100 nChanged 32 SP:Iteration 9Q (19741.810000 sec): 3 clusters Score: Raw -298799.415885 + Penalty 3765.313095 = -295034.102790 nChanged 17 SP:Iteration 10Q (19742.050000 sec): 3 clusters Score: Raw -298814.482829 + Penalty 3765.313095 = -295049.169734 nChanged 10 SP:Iteration 11Q (19742.230000 sec): 3 clusters Score: Raw -298822.759154 + Penalty 3765.313095 = -295057.446059 nChanged 10 SP:Iteration 12Q (19742.430000 sec): 3 clusters Score: Raw -298829.219478 + Penalty 3765.313095 = -295063.906383 nChanged 5 SP:Iteration 13Q (19742.600000 sec): 3 clusters Score: Raw -298834.181953 + Penalty 3765.313095 = -295068.868858 nChanged 7 SP:Iteration 14Q (19742.790000 sec): 3 clusters Score: Raw -298840.547407 + Penalty 3765.313095 = -295075.234312 nChanged 4 SP:Iteration 15Q (19743.010000 sec): 3 clusters Score: Raw -298843.854496 + Penalty 3765.313095 = -295078.541401 nChanged 4 SP:Iteration 16Q (19743.180000 sec): 3 clusters Score: Raw -298846.696947 + Penalty 3765.313095 = -295081.383852 nChanged 3 SP:Iteration 17Q (19743.410000 sec): 3 clusters Score: Raw -298848.560639 + Penalty 3765.313095 = -295083.247544 nChanged 1 SP:Iteration 18Q (19743.590000 sec): 3 clusters Score: Raw -298849.139237 + Penalty 3765.313095 = -295083.826142 nChanged 1 SP:Iteration 19Q (19743.750000 sec): 3 clusters Score: Raw -298850.007883 + Penalty 3765.313095 = -295084.694788 nChanged 3 SP:Iteration 20F (19743.980000 sec): 3 clusters Score: Raw -298852.366881 + Penalty 3765.313095 = -295087.053786 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (2915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19744.080000 sec): 2 clusters Score: Raw -431501.456205 + Penalty 1978.451024 = -429523.005181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19744.340000 sec): 3 clusters Score: Raw -430281.247754 + Penalty 3956.902049 = -426324.345705 nChanged 1018 SP:Iteration 1F (19744.500000 sec): 3 clusters Score: Raw -430985.601536 + Penalty 3956.902049 = -427028.699487 nChanged 222 SP:Iteration 2F (19744.760000 sec): 3 clusters Score: Raw -431180.524405 + Penalty 3956.902049 = -427223.622356 nChanged 148 SP:Iteration 3F (19744.940000 sec): 3 clusters Score: Raw -431292.017570 + Penalty 3956.902049 = -427335.115521 nChanged 107 SP:Iteration 4Q (19745.210000 sec): 3 clusters Score: Raw -431364.435494 + Penalty 3956.902049 = -427407.533445 nChanged 67 SP:Iteration 5Q (19745.420000 sec): 3 clusters Score: Raw -431398.003825 + Penalty 3956.902049 = -427441.101776 nChanged 42 SP:Iteration 6Q (19745.630000 sec): 3 clusters Score: Raw -431426.321352 + Penalty 3956.902049 = -427469.419303 nChanged 40 SP:Iteration 7Q (19745.830000 sec): 3 clusters Score: Raw -431448.024545 + Penalty 3956.902049 = -427491.122496 nChanged 29 SP:Iteration 8Q (19745.970000 sec): 3 clusters Score: Raw -431463.555095 + Penalty 3956.902049 = -427506.653046 nChanged 22 SP:Iteration 9Q (19746.170000 sec): 3 clusters Score: Raw -431474.196079 + Penalty 3956.902049 = -427517.294030 nChanged 21 SP:Iteration 10Q (19746.380000 sec): 3 clusters Score: Raw -431487.115939 + Penalty 3956.902049 = -427530.213890 nChanged 30 SP:Iteration 11Q (19746.550000 sec): 3 clusters Score: Raw -431499.939461 + Penalty 3956.902049 = -427543.037412 nChanged 23 SP:Iteration 12Q (19746.780000 sec): 3 clusters Score: Raw -431514.171439 + Penalty 3956.902049 = -427557.269390 nChanged 26 SP:Iteration 13Q (19747.000000 sec): 3 clusters Score: Raw -431527.952309 + Penalty 3956.902049 = -427571.050260 nChanged 24 SP:Iteration 14Q (19747.210000 sec): 3 clusters Score: Raw -431550.728828 + Penalty 3956.902049 = -427593.826779 nChanged 34 SP:Iteration 15Q (19747.450000 sec): 3 clusters Score: Raw -431571.924038 + Penalty 3956.902049 = -427615.021989 nChanged 28 SP:Iteration 16Q (19747.690000 sec): 3 clusters Score: Raw -431593.042266 + Penalty 3956.902049 = -427636.140217 nChanged 43 SP:Iteration 17Q (19747.920000 sec): 3 clusters Score: Raw -431622.669526 + Penalty 3956.902049 = -427665.767477 nChanged 55 SP:Iteration 18Q (19748.090000 sec): 3 clusters Score: Raw -431663.841456 + Penalty 3956.902049 = -427706.939407 nChanged 63 SP:Iteration 19Q (19748.250000 sec): 3 clusters Score: Raw -431733.099822 + Penalty 3956.902049 = -427776.197773 nChanged 79 SP:Iteration 20F (19748.490000 sec): 3 clusters Score: Raw -431800.174987 + Penalty 3956.902049 = -427843.272938 nChanged 82 SP:Iteration 21Q (19748.670000 sec): 3 clusters Score: Raw -431873.983198 + Penalty 3956.902049 = -427917.081149 nChanged 82 SP:Iteration 22Q (19748.860000 sec): 3 clusters Score: Raw -431941.722357 + Penalty 3956.902049 = -427984.820308 nChanged 85 SP:Iteration 23Q (19749.130000 sec): 3 clusters Score: Raw -432015.318476 + Penalty 3956.902049 = -428058.416427 nChanged 75 SP:Iteration 24Q (19749.320000 sec): 3 clusters Score: Raw -432076.415548 + Penalty 3956.902049 = -428119.513499 nChanged 59 SP:Iteration 25Q (19749.520000 sec): 3 clusters Score: Raw -432119.245585 + Penalty 3956.902049 = -428162.343536 nChanged 47 SP:Iteration 26Q (19749.730000 sec): 3 clusters Score: Raw -432150.932272 + Penalty 3956.902049 = -428194.030223 nChanged 41 SP:Iteration 27Q (19749.920000 sec): 3 clusters Score: Raw -432175.114546 + Penalty 3956.902049 = -428218.212497 nChanged 32 SP:Iteration 28Q (19750.210000 sec): 3 clusters Score: Raw -432192.599463 + Penalty 3956.902049 = -428235.697414 nChanged 27 SP:Iteration 29Q (19750.380000 sec): 3 clusters Score: Raw -432209.708412 + Penalty 3956.902049 = -428252.806363 nChanged 24 SP:Iteration 30Q (19750.650000 sec): 3 clusters Score: Raw -432225.049498 + Penalty 3956.902049 = -428268.147449 nChanged 23 SP:Iteration 31Q (19750.800000 sec): 3 clusters Score: Raw -432236.932663 + Penalty 3956.902049 = -428280.030614 nChanged 14 SP:Iteration 32Q (19751.050000 sec): 3 clusters Score: Raw -432244.602785 + Penalty 3956.902049 = -428287.700736 nChanged 11 SP:Iteration 33Q (19751.260000 sec): 3 clusters Score: Raw -432251.713509 + Penalty 3956.902049 = -428294.811460 nChanged 11 SP:Iteration 34Q (19751.500000 sec): 3 clusters Score: Raw -432259.729103 + Penalty 3956.902049 = -428302.827054 nChanged 6 SP:Iteration 35Q (19751.720000 sec): 3 clusters Score: Raw -432263.177445 + Penalty 3956.902049 = -428306.275396 nChanged 7 SP:Iteration 36Q (19751.930000 sec): 3 clusters Score: Raw -432266.989228 + Penalty 3956.902049 = -428310.087179 nChanged 8 SP:Iteration 37Q (19752.160000 sec): 3 clusters Score: Raw -432273.528432 + Penalty 3956.902049 = -428316.626383 nChanged 7 SP:Iteration 38Q (19752.370000 sec): 3 clusters Score: Raw -432277.668727 + Penalty 3956.902049 = -428320.766678 nChanged 3 SP:Iteration 39Q (19752.600000 sec): 3 clusters Score: Raw -432278.884637 + Penalty 3956.902049 = -428321.982588 nChanged 1 SP:Iteration 40F (19752.860000 sec): 3 clusters Score: Raw -432279.122277 + Penalty 3956.902049 = -428322.220228 nChanged 1 SP:Iteration 41Q (19753.030000 sec): 3 clusters Score: Raw -432279.366376 + Penalty 3956.902049 = -428322.464327 nChanged 2 SP:Iteration 42Q (19753.240000 sec): 3 clusters Score: Raw -432281.148363 + Penalty 3956.902049 = -428324.246314 nChanged 3 SP:Iteration 43Q (19753.450000 sec): 3 clusters Score: Raw -432282.759516 + Penalty 3956.902049 = -428325.857467 nChanged 4 SP:Iteration 44Q (19753.660000 sec): 3 clusters Score: Raw -432285.968006 + Penalty 3956.902049 = -428329.065957 nChanged 3 SP:Iteration 45Q (19753.840000 sec): 3 clusters Score: Raw -432288.580175 + Penalty 3956.902049 = -428331.678126 nChanged 8 SP:Iteration 46Q (19754.050000 sec): 3 clusters Score: Raw -432292.726360 + Penalty 3956.902049 = -428335.824311 nChanged 7 SP:Iteration 47Q (19754.220000 sec): 3 clusters Score: Raw -432298.534493 + Penalty 3956.902049 = -428341.632444 nChanged 7 SP:Iteration 48Q (19754.410000 sec): 3 clusters Score: Raw -432304.011597 + Penalty 3956.902049 = -428347.109548 nChanged 5 SP:Iteration 49Q (19754.610000 sec): 3 clusters Score: Raw -432307.864615 + Penalty 3956.902049 = -428350.962566 nChanged 7 SP:Iteration 50Q (19754.820000 sec): 3 clusters Score: Raw -432313.875719 + Penalty 3956.902049 = -428356.973670 nChanged 9 SP:Iteration 51Q (19755.030000 sec): 3 clusters Score: Raw -432319.098500 + Penalty 3956.902049 = -428362.196451 nChanged 4 SP:Iteration 52Q (19755.230000 sec): 3 clusters Score: Raw -432321.364203 + Penalty 3956.902049 = -428364.462154 nChanged 4 SP:Iteration 53Q (19755.420000 sec): 3 clusters Score: Raw -432323.004462 + Penalty 3956.902049 = -428366.102413 nChanged 2 SP:Iteration 54Q (19755.600000 sec): 3 clusters Score: Raw -432323.770650 + Penalty 3956.902049 = -428366.868601 nChanged 3 SP:Iteration 55Q (19755.860000 sec): 3 clusters Score: Raw -432325.209580 + Penalty 3956.902049 = -428368.307531 nChanged 3 SP:Iteration 56Q (19756.050000 sec): 3 clusters Score: Raw -432327.444808 + Penalty 3956.902049 = -428370.542759 nChanged 4 SP:Iteration 57Q (19756.210000 sec): 3 clusters Score: Raw -432329.667221 + Penalty 3956.902049 = -428372.765172 nChanged 6 SP:Iteration 58Q (19756.410000 sec): 3 clusters Score: Raw -432332.251330 + Penalty 3956.902049 = -428375.349281 nChanged 2 SP:Iteration 59Q (19756.630000 sec): 3 clusters Score: Raw -432333.419356 + Penalty 3956.902049 = -428376.517307 nChanged 1 SP:Iteration 60F (19756.860000 sec): 3 clusters Score: Raw -432334.188320 + Penalty 3956.902049 = -428377.286271 nChanged 1 SP:Iteration 61Q (19757.010000 sec): 3 clusters Score: Raw -432334.467357 + Penalty 3956.902049 = -428377.565308 nChanged 1 SP:Iteration 62Q (19757.190000 sec): 3 clusters Score: Raw -432335.515635 + Penalty 3956.902049 = -428378.613586 nChanged 1 SP:Iteration 63Q (19757.410000 sec): 3 clusters Score: Raw -432335.862850 + Penalty 3956.902049 = -428378.960801 nChanged 0 SP:Iteration 64F (19757.610000 sec): 3 clusters Score: Raw -432335.862850 + Penalty 3956.902049 = -428378.960801 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (21103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19757.850000 sec): 2 clusters Score: Raw -3219042.346949 + Penalty 2469.378281 = -3216572.968668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19758.140000 sec): 3 clusters Score: Raw -3206867.505519 + Penalty 4938.756563 = -3201928.748956 nChanged 9292 SP:Iteration 1F (19758.510000 sec): 3 clusters Score: Raw -3211747.000416 + Penalty 4938.756563 = -3206808.243853 nChanged 1107 SP:Iteration 2F (19758.800000 sec): 3 clusters Score: Raw -3212141.056998 + Penalty 4938.756563 = -3207202.300436 nChanged 951 SP:Iteration 3Q (19759.090000 sec): 3 clusters Score: Raw -3212469.042503 + Penalty 4938.756563 = -3207530.285940 nChanged 864 SP:Iteration 4Q (19759.330000 sec): 3 clusters Score: Raw -3212779.824621 + Penalty 4938.756563 = -3207841.068059 nChanged 856 SP:Iteration 5Q (19759.670000 sec): 3 clusters Score: Raw -3213129.609725 + Penalty 4938.756563 = -3208190.853162 nChanged 901 SP:Iteration 6Q (19759.950000 sec): 3 clusters Score: Raw -3213535.979677 + Penalty 4938.756563 = -3208597.223114 nChanged 982 SP:Iteration 7Q (19760.260000 sec): 3 clusters Score: Raw -3214065.214159 + Penalty 4938.756563 = -3209126.457596 nChanged 1077 SP:Iteration 8F (19760.600000 sec): 3 clusters Score: Raw -3214749.105611 + Penalty 4938.756563 = -3209810.349048 nChanged 1166 SP:Iteration 9F (19760.880000 sec): 3 clusters Score: Raw -3215562.629917 + Penalty 4938.756563 = -3210623.873354 nChanged 1091 SP:Iteration 10F (19761.180000 sec): 3 clusters Score: Raw -3216335.995702 + Penalty 4938.756563 = -3211397.239139 nChanged 964 SP:Iteration 11Q (19761.450000 sec): 3 clusters Score: Raw -3216960.019655 + Penalty 4938.756563 = -3212021.263093 nChanged 792 SP:Iteration 12Q (19761.780000 sec): 3 clusters Score: Raw -3217414.078469 + Penalty 4938.756563 = -3212475.321906 nChanged 632 SP:Iteration 13Q (19762.090000 sec): 3 clusters Score: Raw -3217786.072063 + Penalty 4938.756563 = -3212847.315500 nChanged 564 SP:Iteration 14Q (19762.410000 sec): 3 clusters Score: Raw -3218123.653779 + Penalty 4938.756563 = -3213184.897216 nChanged 477 SP:Iteration 15Q (19762.690000 sec): 3 clusters Score: Raw -3218409.073190 + Penalty 4938.756563 = -3213470.316627 nChanged 421 SP:Iteration 16Q (19763.010000 sec): 3 clusters Score: Raw -3218665.403747 + Penalty 4938.756563 = -3213726.647184 nChanged 343 SP:Iteration 17Q (19763.340000 sec): 3 clusters Score: Raw -3218872.492839 + Penalty 4938.756563 = -3213933.736276 nChanged 252 SP:Iteration 18Q (19763.670000 sec): 3 clusters Score: Raw -3219022.109908 + Penalty 4938.756563 = -3214083.353346 nChanged 186 SP:Iteration 19Q (19763.990000 sec): 3 clusters Score: Raw -3219136.761065 + Penalty 4938.756563 = -3214198.004502 nChanged 146 SP:Iteration 20F (19764.320000 sec): 3 clusters Score: Raw -3219221.925233 + Penalty 4938.756563 = -3214283.168670 nChanged 108 SP:Iteration 21Q (19764.630000 sec): 3 clusters Score: Raw -3219292.262492 + Penalty 4938.756563 = -3214353.505929 nChanged 88 SP:Iteration 22Q (19764.960000 sec): 3 clusters Score: Raw -3219342.188588 + Penalty 4938.756563 = -3214403.432026 nChanged 57 SP:Iteration 23Q (19765.270000 sec): 3 clusters Score: Raw -3219376.167385 + Penalty 4938.756563 = -3214437.410822 nChanged 36 SP:Iteration 24Q (19765.570000 sec): 3 clusters Score: Raw -3219394.032257 + Penalty 4938.756563 = -3214455.275694 nChanged 30 SP:Iteration 25Q (19765.910000 sec): 3 clusters Score: Raw -3219408.676570 + Penalty 4938.756563 = -3214469.920008 nChanged 28 SP:Iteration 26Q (19766.300000 sec): 3 clusters Score: Raw -3219422.501172 + Penalty 4938.756563 = -3214483.744609 nChanged 28 SP:Iteration 27Q (19766.610000 sec): 3 clusters Score: Raw -3219437.434095 + Penalty 4938.756563 = -3214498.677532 nChanged 24 SP:Iteration 28Q (19766.960000 sec): 3 clusters Score: Raw -3219450.624272 + Penalty 4938.756563 = -3214511.867709 nChanged 22 SP:Iteration 29Q (19767.260000 sec): 3 clusters Score: Raw -3219464.616136 + Penalty 4938.756563 = -3214525.859573 nChanged 17 SP:Iteration 30Q (19767.520000 sec): 3 clusters Score: Raw -3219473.950351 + Penalty 4938.756563 = -3214535.193788 nChanged 12 SP:Iteration 31Q (19767.840000 sec): 3 clusters Score: Raw -3219480.766019 + Penalty 4938.756563 = -3214542.009456 nChanged 14 SP:Iteration 32Q (19768.140000 sec): 3 clusters Score: Raw -3219489.115644 + Penalty 4938.756563 = -3214550.359081 nChanged 11 SP:Iteration 33Q (19768.420000 sec): 3 clusters Score: Raw -3219496.611535 + Penalty 4938.756563 = -3214557.854972 nChanged 14 SP:Iteration 34Q (19768.690000 sec): 3 clusters Score: Raw -3219503.771460 + Penalty 4938.756563 = -3214565.014897 nChanged 13 SP:Iteration 35Q (19768.950000 sec): 3 clusters Score: Raw -3219514.095253 + Penalty 4938.756563 = -3214575.338691 nChanged 17 SP:Iteration 36Q (19769.260000 sec): 3 clusters Score: Raw -3219523.871367 + Penalty 4938.756563 = -3214585.114804 nChanged 7 SP:Iteration 37Q (19769.490000 sec): 3 clusters Score: Raw -3219528.202427 + Penalty 4938.756563 = -3214589.445864 nChanged 8 SP:Iteration 38Q (19769.740000 sec): 3 clusters Score: Raw -3219535.348231 + Penalty 4938.756563 = -3214596.591669 nChanged 12 SP:Iteration 39Q (19770.030000 sec): 3 clusters Score: Raw -3219546.326951 + Penalty 4938.756563 = -3214607.570388 nChanged 14 SP:Iteration 40F (19770.260000 sec): 3 clusters Score: Raw -3219554.058108 + Penalty 4938.756563 = -3214615.301546 nChanged 4 SP:Iteration 41Q (19770.550000 sec): 3 clusters Score: Raw -3219558.138350 + Penalty 4938.756563 = -3214619.381787 nChanged 8 SP:Iteration 42Q (19770.820000 sec): 3 clusters Score: Raw -3219566.266132 + Penalty 4938.756563 = -3214627.509569 nChanged 14 SP:Iteration 43Q (19771.050000 sec): 3 clusters Score: Raw -3219577.660610 + Penalty 4938.756563 = -3214638.904047 nChanged 12 SP:Iteration 44Q (19771.260000 sec): 3 clusters Score: Raw -3219584.640037 + Penalty 4938.756563 = -3214645.883474 nChanged 10 SP:Iteration 45Q (19771.510000 sec): 3 clusters Score: Raw -3219592.764531 + Penalty 4938.756563 = -3214654.007968 nChanged 5 SP:Iteration 46Q (19771.750000 sec): 3 clusters Score: Raw -3219595.647565 + Penalty 4938.756563 = -3214656.891002 nChanged 2 SP:Iteration 47Q (19771.970000 sec): 3 clusters Score: Raw -3219596.880121 + Penalty 4938.756563 = -3214658.123558 nChanged 5 SP:Iteration 48Q (19772.180000 sec): 3 clusters Score: Raw -3219600.415255 + Penalty 4938.756563 = -3214661.658692 nChanged 2 SP:Iteration 49Q (19772.420000 sec): 3 clusters Score: Raw -3219602.096554 + Penalty 4938.756563 = -3214663.339991 nChanged 2 SP:Iteration 50Q (19772.640000 sec): 3 clusters Score: Raw -3219604.790966 + Penalty 4938.756563 = -3214666.034403 nChanged 4 SP:Iteration 51Q (19772.880000 sec): 3 clusters Score: Raw -3219607.312446 + Penalty 4938.756563 = -3214668.555884 nChanged 2 SP:Iteration 52Q (19773.160000 sec): 3 clusters Score: Raw -3219609.688048 + Penalty 4938.756563 = -3214670.931485 nChanged 1 SP:Iteration 53Q (19773.430000 sec): 3 clusters Score: Raw -3219610.350731 + Penalty 4938.756563 = -3214671.594168 nChanged 2 SP:Iteration 54Q (19773.720000 sec): 3 clusters Score: Raw -3219612.357282 + Penalty 4938.756563 = -3214673.600720 nChanged 0 SP:Iteration 55F (19773.980000 sec): 3 clusters Score: Raw -3219612.357282 + Penalty 4938.756563 = -3214673.600720 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (144363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19774.700000 sec): 2 clusters Score: Raw -21862980.033221 + Penalty 2946.261388 = -21860033.771834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19775.640000 sec): 3 clusters Score: Raw -21769334.975210 + Penalty 5892.522775 = -21763442.452435 nChanged 68843 SP:Iteration 1F (19776.560000 sec): 3 clusters Score: Raw -21809975.408414 + Penalty 5892.522775 = -21804082.885639 nChanged 5828 SP:Iteration 2Q (19777.500000 sec): 3 clusters Score: Raw -21812027.270453 + Penalty 5892.522775 = -21806134.747678 nChanged 6610 SP:Iteration 3Q (19778.550000 sec): 3 clusters Score: Raw -21814749.134279 + Penalty 5892.522775 = -21808856.611504 nChanged 7213 SP:Iteration 4Q (19779.570000 sec): 3 clusters Score: Raw -21818109.189359 + Penalty 5892.522775 = -21812216.666584 nChanged 7700 SP:Iteration 5F (19780.470000 sec): 3 clusters Score: Raw -21821938.688699 + Penalty 5892.522775 = -21816046.165924 nChanged 7813 SP:Iteration 6F (19781.450000 sec): 3 clusters Score: Raw -21826022.531063 + Penalty 5892.522775 = -21820130.008288 nChanged 7687 SP:Iteration 7F (19782.520000 sec): 3 clusters Score: Raw -21830266.172821 + Penalty 5892.522775 = -21824373.650046 nChanged 7359 SP:Iteration 8F (19783.500000 sec): 3 clusters Score: Raw -21834358.598819 + Penalty 5892.522775 = -21828466.076044 nChanged 6884 SP:Iteration 9Q (19784.490000 sec): 3 clusters Score: Raw -21838105.081072 + Penalty 5892.522775 = -21832212.558297 nChanged 6490 SP:Iteration 10Q (19785.480000 sec): 3 clusters Score: Raw -21841706.107155 + Penalty 5892.522775 = -21835813.584380 nChanged 6166 SP:Iteration 11Q (19786.370000 sec): 3 clusters Score: Raw -21845192.679590 + Penalty 5892.522775 = -21839300.156815 nChanged 5765 SP:Iteration 12Q (19787.220000 sec): 3 clusters Score: Raw -21848497.103700 + Penalty 5892.522775 = -21842604.580925 nChanged 5192 SP:Iteration 13Q (19788.120000 sec): 3 clusters Score: Raw -21851547.728002 + Penalty 5892.522775 = -21845655.205227 nChanged 4553 SP:Iteration 14Q (19789.030000 sec): 3 clusters Score: Raw -21854338.402481 + Penalty 5892.522775 = -21848445.879706 nChanged 3820 SP:Iteration 15Q (19789.990000 sec): 3 clusters Score: Raw -21856721.544444 + Penalty 5892.522775 = -21850829.021669 nChanged 3052 SP:Iteration 16Q (19790.890000 sec): 3 clusters Score: Raw -21858677.445203 + Penalty 5892.522775 = -21852784.922428 nChanged 2313 SP:Iteration 17Q (19791.710000 sec): 3 clusters Score: Raw -21860165.913848 + Penalty 5892.522775 = -21854273.391073 nChanged 1712 SP:Iteration 18Q (19792.480000 sec): 3 clusters Score: Raw -21861239.476819 + Penalty 5892.522775 = -21855346.954044 nChanged 1178 SP:Iteration 19Q (19793.260000 sec): 3 clusters Score: Raw -21861960.422582 + Penalty 5892.522775 = -21856067.899807 nChanged 792 SP:Iteration 20F (19794.140000 sec): 3 clusters Score: Raw -21862442.324311 + Penalty 5892.522775 = -21856549.801536 nChanged 492 SP:Iteration 21Q (19794.850000 sec): 3 clusters Score: Raw -21862750.827377 + Penalty 5892.522775 = -21856858.304602 nChanged 333 SP:Iteration 22Q (19795.550000 sec): 3 clusters Score: Raw -21862955.055418 + Penalty 5892.522775 = -21857062.532643 nChanged 213 SP:Iteration 23Q (19796.370000 sec): 3 clusters Score: Raw -21863088.254984 + Penalty 5892.522775 = -21857195.732209 nChanged 172 SP:Iteration 24Q (19797.150000 sec): 3 clusters Score: Raw -21863191.553474 + Penalty 5892.522775 = -21857299.030699 nChanged 101 SP:Iteration 25Q (19798.060000 sec): 3 clusters Score: Raw -21863240.674687 + Penalty 5892.522775 = -21857348.151912 nChanged 65 SP:Iteration 26Q (19798.850000 sec): 3 clusters Score: Raw -21863277.242633 + Penalty 5892.522775 = -21857384.719858 nChanged 47 SP:Iteration 27Q (19799.710000 sec): 3 clusters Score: Raw -21863304.884114 + Penalty 5892.522775 = -21857412.361339 nChanged 43 SP:Iteration 28Q (19800.530000 sec): 3 clusters Score: Raw -21863330.162472 + Penalty 5892.522775 = -21857437.639697 nChanged 40 SP:Iteration 29Q (19801.320000 sec): 3 clusters Score: Raw -21863352.776623 + Penalty 5892.522775 = -21857460.253848 nChanged 38 SP:Iteration 30Q (19802.060000 sec): 3 clusters Score: Raw -21863375.522259 + Penalty 5892.522775 = -21857482.999484 nChanged 24 SP:Iteration 31Q (19802.790000 sec): 3 clusters Score: Raw -21863388.701794 + Penalty 5892.522775 = -21857496.179019 nChanged 16 SP:Iteration 32Q (19803.560000 sec): 3 clusters Score: Raw -21863397.533519 + Penalty 5892.522775 = -21857505.010744 nChanged 12 SP:Iteration 33Q (19804.380000 sec): 3 clusters Score: Raw -21863402.962254 + Penalty 5892.522775 = -21857510.439479 nChanged 7 SP:Iteration 34Q (19805.180000 sec): 3 clusters Score: Raw -21863405.933031 + Penalty 5892.522775 = -21857513.410256 nChanged 7 SP:Iteration 35Q (19805.930000 sec): 3 clusters Score: Raw -21863409.048723 + Penalty 5892.522775 = -21857516.525948 nChanged 3 SP:Iteration 36Q (19806.750000 sec): 3 clusters Score: Raw -21863411.446423 + Penalty 5892.522775 = -21857518.923648 nChanged 2 SP:Iteration 37Q (19807.600000 sec): 3 clusters Score: Raw -21863412.410236 + Penalty 5892.522775 = -21857519.887461 nChanged 2 SP:Iteration 38Q (19808.430000 sec): 3 clusters Score: Raw -21863413.113272 + Penalty 5892.522775 = -21857520.590497 nChanged 2 SP:Iteration 39Q (19809.170000 sec): 3 clusters Score: Raw -21863414.682835 + Penalty 5892.522775 = -21857522.160060 nChanged 3 SP:Iteration 40F (19810.100000 sec): 3 clusters Score: Raw -21863415.953700 + Penalty 5892.522775 = -21857523.430925 nChanged 5 SP:Iteration 41Q (19810.870000 sec): 3 clusters Score: Raw -21863418.717295 + Penalty 5892.522775 = -21857526.194520 nChanged 6 SP:Iteration 42Q (19811.670000 sec): 3 clusters Score: Raw -21863422.289706 + Penalty 5892.522775 = -21857529.766931 nChanged 8 SP:Iteration 43Q (19812.490000 sec): 3 clusters Score: Raw -21863427.751180 + Penalty 5892.522775 = -21857535.228405 nChanged 10 SP:Iteration 44Q (19813.340000 sec): 3 clusters Score: Raw -21863432.149044 + Penalty 5892.522775 = -21857539.626269 nChanged 6 SP:Iteration 45Q (19814.170000 sec): 3 clusters Score: Raw -21863434.294157 + Penalty 5892.522775 = -21857541.771382 nChanged 4 SP:Iteration 46Q (19814.990000 sec): 3 clusters Score: Raw -21863437.051813 + Penalty 5892.522775 = -21857544.529038 nChanged 3 SP:Iteration 47Q (19815.780000 sec): 3 clusters Score: Raw -21863439.259863 + Penalty 5892.522775 = -21857546.737088 nChanged 5 SP:Iteration 48Q (19816.570000 sec): 3 clusters Score: Raw -21863443.393976 + Penalty 5892.522775 = -21857550.871201 nChanged 8 SP:Iteration 49Q (19817.360000 sec): 3 clusters Score: Raw -21863448.036647 + Penalty 5892.522775 = -21857555.513872 nChanged 6 SP:Iteration 50Q (19818.200000 sec): 3 clusters Score: Raw -21863451.462846 + Penalty 5892.522775 = -21857558.940071 nChanged 3 SP:Iteration 51Q (19819.050000 sec): 3 clusters Score: Raw -21863453.065234 + Penalty 5892.522775 = -21857560.542459 nChanged 2 SP:Iteration 52Q (19819.910000 sec): 3 clusters Score: Raw -21863454.188164 + Penalty 5892.522775 = -21857561.665389 nChanged 3 SP:Iteration 53Q (19820.750000 sec): 3 clusters Score: Raw -21863455.445964 + Penalty 5892.522775 = -21857562.923189 nChanged 2 SP:Iteration 54Q (19821.610000 sec): 3 clusters Score: Raw -21863456.263193 + Penalty 5892.522775 = -21857563.740418 nChanged 2 SP:Iteration 55Q (19822.510000 sec): 3 clusters Score: Raw -21863457.378351 + Penalty 5892.522775 = -21857564.855576 nChanged 3 SP:Iteration 56Q (19823.420000 sec): 3 clusters Score: Raw -21863458.491985 + Penalty 5892.522775 = -21857565.969210 nChanged 1 SP:Iteration 57Q (19824.310000 sec): 3 clusters Score: Raw -21863459.072862 + Penalty 5892.522775 = -21857566.550087 nChanged 2 SP:Iteration 58Q (19825.220000 sec): 3 clusters Score: Raw -21863460.298138 + Penalty 5892.522775 = -21857567.775363 nChanged 2 SP:Iteration 59Q (19826.110000 sec): 3 clusters Score: Raw -21863461.266869 + Penalty 5892.522775 = -21857568.744094 nChanged 3 SP:Iteration 60F (19827.020000 sec): 3 clusters Score: Raw -21863462.684143 + Penalty 5892.522775 = -21857570.161368 nChanged 3 SP:Iteration 61Q (19827.840000 sec): 3 clusters Score: Raw -21863463.860246 + Penalty 5892.522775 = -21857571.337471 nChanged 1 SP:Iteration 62Q (19828.650000 sec): 3 clusters Score: Raw -21863464.631586 + Penalty 5892.522775 = -21857572.108811 nChanged 2 SP:Iteration 63Q (19829.450000 sec): 3 clusters Score: Raw -21863465.415612 + Penalty 5892.522775 = -21857572.892837 nChanged 1 SP:Iteration 64Q (19830.280000 sec): 3 clusters Score: Raw -21863465.670318 + Penalty 5892.522775 = -21857573.147543 nChanged 0 SP:Iteration 65F (19831.170000 sec): 3 clusters Score: Raw -21863465.670318 + Penalty 5892.522775 = -21857573.147543 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (17646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19831.400000 sec): 2 clusters Score: Raw -2673269.375075 + Penalty 2425.009573 = -2670844.365502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19831.680000 sec): 3 clusters Score: Raw -2663249.424376 + Penalty 4850.019146 = -2658399.405230 nChanged 7648 SP:Iteration 1F (19832.000000 sec): 3 clusters Score: Raw -2667304.941129 + Penalty 4850.019146 = -2662454.921983 nChanged 875 SP:Iteration 2Q (19832.320000 sec): 3 clusters Score: Raw -2667612.302399 + Penalty 4850.019146 = -2662762.283252 nChanged 718 SP:Iteration 3Q (19832.600000 sec): 3 clusters Score: Raw -2667859.050376 + Penalty 4850.019146 = -2663009.031230 nChanged 631 SP:Iteration 4Q (19832.920000 sec): 3 clusters Score: Raw -2668070.438381 + Penalty 4850.019146 = -2663220.419234 nChanged 609 SP:Iteration 5Q (19833.220000 sec): 3 clusters Score: Raw -2668274.446673 + Penalty 4850.019146 = -2663424.427527 nChanged 566 SP:Iteration 6Q (19833.540000 sec): 3 clusters Score: Raw -2668465.769063 + Penalty 4850.019146 = -2663615.749917 nChanged 593 SP:Iteration 7Q (19833.850000 sec): 3 clusters Score: Raw -2668686.759883 + Penalty 4850.019146 = -2663836.740736 nChanged 605 SP:Iteration 8Q (19834.110000 sec): 3 clusters Score: Raw -2668929.358517 + Penalty 4850.019146 = -2664079.339371 nChanged 681 SP:Iteration 9Q (19834.420000 sec): 3 clusters Score: Raw -2669274.817751 + Penalty 4850.019146 = -2664424.798604 nChanged 846 SP:Iteration 10Q (19834.780000 sec): 3 clusters Score: Raw -2669768.721762 + Penalty 4850.019146 = -2664918.702616 nChanged 888 SP:Iteration 11F (19835.060000 sec): 3 clusters Score: Raw -2670388.166358 + Penalty 4850.019146 = -2665538.147212 nChanged 921 SP:Iteration 12F (19835.390000 sec): 3 clusters Score: Raw -2671048.717074 + Penalty 4850.019146 = -2666198.697927 nChanged 822 SP:Iteration 13Q (19835.710000 sec): 3 clusters Score: Raw -2671652.233266 + Penalty 4850.019146 = -2666802.214120 nChanged 680 SP:Iteration 14Q (19836.020000 sec): 3 clusters Score: Raw -2672115.783481 + Penalty 4850.019146 = -2667265.764335 nChanged 555 SP:Iteration 15Q (19836.320000 sec): 3 clusters Score: Raw -2672451.213049 + Penalty 4850.019146 = -2667601.193902 nChanged 415 SP:Iteration 16Q (19836.600000 sec): 3 clusters Score: Raw -2672677.753002 + Penalty 4850.019146 = -2667827.733856 nChanged 306 SP:Iteration 17Q (19836.840000 sec): 3 clusters Score: Raw -2672796.379426 + Penalty 4850.019146 = -2667946.360280 nChanged 193 SP:Iteration 18Q (19837.130000 sec): 3 clusters Score: Raw -2672855.762745 + Penalty 4850.019146 = -2668005.743599 nChanged 140 SP:Iteration 19Q (19837.400000 sec): 3 clusters Score: Raw -2672895.922735 + Penalty 4850.019146 = -2668045.903589 nChanged 104 SP:Iteration 20F (19837.710000 sec): 3 clusters Score: Raw -2672922.196539 + Penalty 4850.019146 = -2668072.177392 nChanged 93 SP:Iteration 21Q (19837.990000 sec): 3 clusters Score: Raw -2672944.026888 + Penalty 4850.019146 = -2668094.007742 nChanged 80 SP:Iteration 22Q (19838.230000 sec): 3 clusters Score: Raw -2672961.939652 + Penalty 4850.019146 = -2668111.920506 nChanged 57 SP:Iteration 23Q (19838.530000 sec): 3 clusters Score: Raw -2672975.831631 + Penalty 4850.019146 = -2668125.812485 nChanged 50 SP:Iteration 24Q (19838.840000 sec): 3 clusters Score: Raw -2672986.585911 + Penalty 4850.019146 = -2668136.566765 nChanged 42 SP:Iteration 25Q (19839.110000 sec): 3 clusters Score: Raw -2672994.136782 + Penalty 4850.019146 = -2668144.117635 nChanged 46 SP:Iteration 26Q (19839.350000 sec): 3 clusters Score: Raw -2673004.566680 + Penalty 4850.019146 = -2668154.547533 nChanged 42 SP:Iteration 27Q (19839.620000 sec): 3 clusters Score: Raw -2673012.952709 + Penalty 4850.019146 = -2668162.933562 nChanged 40 SP:Iteration 28Q (19839.900000 sec): 3 clusters Score: Raw -2673019.899169 + Penalty 4850.019146 = -2668169.880023 nChanged 40 SP:Iteration 29Q (19840.210000 sec): 3 clusters Score: Raw -2673026.880195 + Penalty 4850.019146 = -2668176.861048 nChanged 32 SP:Iteration 30Q (19840.460000 sec): 3 clusters Score: Raw -2673032.318068 + Penalty 4850.019146 = -2668182.298921 nChanged 26 SP:Iteration 31Q (19840.750000 sec): 3 clusters Score: Raw -2673036.618195 + Penalty 4850.019146 = -2668186.599049 nChanged 22 SP:Iteration 32Q (19841.000000 sec): 3 clusters Score: Raw -2673040.546354 + Penalty 4850.019146 = -2668190.527208 nChanged 23 SP:Iteration 33Q (19841.230000 sec): 3 clusters Score: Raw -2673045.510575 + Penalty 4850.019146 = -2668195.491429 nChanged 30 SP:Iteration 34Q (19841.460000 sec): 3 clusters Score: Raw -2673051.232522 + Penalty 4850.019146 = -2668201.213376 nChanged 24 SP:Iteration 35Q (19841.710000 sec): 3 clusters Score: Raw -2673055.967941 + Penalty 4850.019146 = -2668205.948795 nChanged 37 SP:Iteration 36Q (19841.950000 sec): 3 clusters Score: Raw -2673065.411584 + Penalty 4850.019146 = -2668215.392438 nChanged 40 SP:Iteration 37Q (19842.230000 sec): 3 clusters Score: Raw -2673075.945912 + Penalty 4850.019146 = -2668225.926766 nChanged 41 SP:Iteration 38Q (19842.510000 sec): 3 clusters Score: Raw -2673086.254101 + Penalty 4850.019146 = -2668236.234955 nChanged 41 SP:Iteration 39Q (19842.730000 sec): 3 clusters Score: Raw -2673094.126708 + Penalty 4850.019146 = -2668244.107562 nChanged 26 SP:Iteration 40F (19843.010000 sec): 3 clusters Score: Raw -2673098.793079 + Penalty 4850.019146 = -2668248.773933 nChanged 27 SP:Iteration 41Q (19843.270000 sec): 3 clusters Score: Raw -2673104.334980 + Penalty 4850.019146 = -2668254.315834 nChanged 38 SP:Iteration 42Q (19843.530000 sec): 3 clusters Score: Raw -2673110.981026 + Penalty 4850.019146 = -2668260.961880 nChanged 37 SP:Iteration 43Q (19843.810000 sec): 3 clusters Score: Raw -2673118.552361 + Penalty 4850.019146 = -2668268.533215 nChanged 49 SP:Iteration 44Q (19844.070000 sec): 3 clusters Score: Raw -2673129.836243 + Penalty 4850.019146 = -2668279.817097 nChanged 41 SP:Iteration 45Q (19844.300000 sec): 3 clusters Score: Raw -2673139.863740 + Penalty 4850.019146 = -2668289.844594 nChanged 37 SP:Iteration 46Q (19844.590000 sec): 3 clusters Score: Raw -2673147.451758 + Penalty 4850.019146 = -2668297.432612 nChanged 32 SP:Iteration 47Q (19844.810000 sec): 3 clusters Score: Raw -2673153.851414 + Penalty 4850.019146 = -2668303.832268 nChanged 22 SP:Iteration 48Q (19845.070000 sec): 3 clusters Score: Raw -2673158.976799 + Penalty 4850.019146 = -2668308.957652 nChanged 32 SP:Iteration 49Q (19845.300000 sec): 3 clusters Score: Raw -2673166.500647 + Penalty 4850.019146 = -2668316.481500 nChanged 21 SP:Iteration 50Q (19845.590000 sec): 3 clusters Score: Raw -2673170.951231 + Penalty 4850.019146 = -2668320.932085 nChanged 15 SP:Iteration 51Q (19845.810000 sec): 3 clusters Score: Raw -2673173.967811 + Penalty 4850.019146 = -2668323.948664 nChanged 17 SP:Iteration 52Q (19846.080000 sec): 3 clusters Score: Raw -2673176.993196 + Penalty 4850.019146 = -2668326.974049 nChanged 19 SP:Iteration 53Q (19846.360000 sec): 3 clusters Score: Raw -2673179.867803 + Penalty 4850.019146 = -2668329.848656 nChanged 13 SP:Iteration 54Q (19846.620000 sec): 3 clusters Score: Raw -2673182.149897 + Penalty 4850.019146 = -2668332.130751 nChanged 18 SP:Iteration 55Q (19846.830000 sec): 3 clusters Score: Raw -2673186.571597 + Penalty 4850.019146 = -2668336.552451 nChanged 17 SP:Iteration 56Q (19847.150000 sec): 3 clusters Score: Raw -2673190.939920 + Penalty 4850.019146 = -2668340.920773 nChanged 17 SP:Iteration 57Q (19847.410000 sec): 3 clusters Score: Raw -2673194.901286 + Penalty 4850.019146 = -2668344.882140 nChanged 20 SP:Iteration 58Q (19847.680000 sec): 3 clusters Score: Raw -2673198.726685 + Penalty 4850.019146 = -2668348.707538 nChanged 18 SP:Iteration 59Q (19847.980000 sec): 3 clusters Score: Raw -2673202.067952 + Penalty 4850.019146 = -2668352.048805 nChanged 19 SP:Iteration 60F (19848.300000 sec): 3 clusters Score: Raw -2673205.321084 + Penalty 4850.019146 = -2668355.301937 nChanged 14 SP:Iteration 61Q (19848.600000 sec): 3 clusters Score: Raw -2673208.796680 + Penalty 4850.019146 = -2668358.777534 nChanged 11 SP:Iteration 62Q (19848.900000 sec): 3 clusters Score: Raw -2673210.338929 + Penalty 4850.019146 = -2668360.319782 nChanged 10 SP:Iteration 63Q (19849.120000 sec): 3 clusters Score: Raw -2673212.335708 + Penalty 4850.019146 = -2668362.316562 nChanged 14 SP:Iteration 64Q (19849.450000 sec): 3 clusters Score: Raw -2673215.149044 + Penalty 4850.019146 = -2668365.129897 nChanged 17 SP:Iteration 65Q (19849.720000 sec): 3 clusters Score: Raw -2673218.344011 + Penalty 4850.019146 = -2668368.324865 nChanged 16 SP:Iteration 66Q (19850.010000 sec): 3 clusters Score: Raw -2673221.337750 + Penalty 4850.019146 = -2668371.318604 nChanged 18 SP:Iteration 67Q (19850.310000 sec): 3 clusters Score: Raw -2673224.616877 + Penalty 4850.019146 = -2668374.597731 nChanged 20 SP:Iteration 68Q (19850.570000 sec): 3 clusters Score: Raw -2673228.659633 + Penalty 4850.019146 = -2668378.640487 nChanged 16 SP:Iteration 69Q (19850.830000 sec): 3 clusters Score: Raw -2673232.452890 + Penalty 4850.019146 = -2668382.433744 nChanged 19 SP:Iteration 70Q (19851.100000 sec): 3 clusters Score: Raw -2673236.343746 + Penalty 4850.019146 = -2668386.324599 nChanged 16 SP:Iteration 71Q (19851.440000 sec): 3 clusters Score: Raw -2673238.757876 + Penalty 4850.019146 = -2668388.738729 nChanged 16 SP:Iteration 72Q (19851.720000 sec): 3 clusters Score: Raw -2673241.246871 + Penalty 4850.019146 = -2668391.227725 nChanged 14 SP:Iteration 73Q (19851.960000 sec): 3 clusters Score: Raw -2673244.134221 + Penalty 4850.019146 = -2668394.115075 nChanged 17 SP:Iteration 74Q (19852.240000 sec): 3 clusters Score: Raw -2673247.506146 + Penalty 4850.019146 = -2668397.487000 nChanged 18 SP:Iteration 75Q (19852.580000 sec): 3 clusters Score: Raw -2673250.651222 + Penalty 4850.019146 = -2668400.632076 nChanged 14 SP:Iteration 76Q (19852.820000 sec): 3 clusters Score: Raw -2673253.666464 + Penalty 4850.019146 = -2668403.647317 nChanged 14 SP:Iteration 77Q (19853.120000 sec): 3 clusters Score: Raw -2673255.690502 + Penalty 4850.019146 = -2668405.671356 nChanged 10 SP:Iteration 78Q (19853.370000 sec): 3 clusters Score: Raw -2673257.116453 + Penalty 4850.019146 = -2668407.097306 nChanged 8 SP:Iteration 79Q (19853.690000 sec): 3 clusters Score: Raw -2673258.358823 + Penalty 4850.019146 = -2668408.339676 nChanged 13 SP:Iteration 80F (19853.960000 sec): 3 clusters Score: Raw -2673261.388278 + Penalty 4850.019146 = -2668411.369132 nChanged 15 SP:Iteration 81Q (19854.230000 sec): 3 clusters Score: Raw -2673265.670198 + Penalty 4850.019146 = -2668415.651052 nChanged 27 SP:Iteration 82Q (19854.520000 sec): 3 clusters Score: Raw -2673272.466715 + Penalty 4850.019146 = -2668422.447568 nChanged 28 SP:Iteration 83Q (19854.870000 sec): 3 clusters Score: Raw -2673279.816944 + Penalty 4850.019146 = -2668429.797797 nChanged 28 SP:Iteration 84Q (19855.160000 sec): 3 clusters Score: Raw -2673286.585170 + Penalty 4850.019146 = -2668436.566024 nChanged 23 SP:Iteration 85Q (19855.410000 sec): 3 clusters Score: Raw -2673290.580081 + Penalty 4850.019146 = -2668440.560935 nChanged 18 SP:Iteration 86Q (19855.680000 sec): 3 clusters Score: Raw -2673294.808038 + Penalty 4850.019146 = -2668444.788892 nChanged 24 SP:Iteration 87Q (19855.970000 sec): 3 clusters Score: Raw -2673301.490024 + Penalty 4850.019146 = -2668451.470877 nChanged 29 SP:Iteration 88Q (19856.220000 sec): 3 clusters Score: Raw -2673309.165638 + Penalty 4850.019146 = -2668459.146492 nChanged 19 SP:Iteration 89Q (19856.500000 sec): 3 clusters Score: Raw -2673314.083132 + Penalty 4850.019146 = -2668464.063986 nChanged 19 SP:Iteration 90Q (19856.760000 sec): 3 clusters Score: Raw -2673318.611236 + Penalty 4850.019146 = -2668468.592090 nChanged 16 SP:Iteration 91Q (19857.010000 sec): 3 clusters Score: Raw -2673322.140316 + Penalty 4850.019146 = -2668472.121169 nChanged 10 SP:Iteration 92Q (19857.300000 sec): 3 clusters Score: Raw -2673324.593920 + Penalty 4850.019146 = -2668474.574774 nChanged 11 SP:Iteration 93Q (19857.530000 sec): 3 clusters Score: Raw -2673327.479944 + Penalty 4850.019146 = -2668477.460798 nChanged 11 SP:Iteration 94Q (19857.840000 sec): 3 clusters Score: Raw -2673329.769054 + Penalty 4850.019146 = -2668479.749907 nChanged 14 SP:Iteration 95Q (19858.100000 sec): 3 clusters Score: Raw -2673332.652469 + Penalty 4850.019146 = -2668482.633323 nChanged 10 SP:Iteration 96Q (19858.330000 sec): 3 clusters Score: Raw -2673334.771170 + Penalty 4850.019146 = -2668484.752023 nChanged 7 SP:Iteration 97Q (19858.730000 sec): 3 clusters Score: Raw -2673335.746572 + Penalty 4850.019146 = -2668485.727426 nChanged 8 SP:Iteration 98Q (19859.000000 sec): 3 clusters Score: Raw -2673337.704009 + Penalty 4850.019146 = -2668487.684863 nChanged 12 SP:Iteration 99Q (19859.250000 sec): 3 clusters Score: Raw -2673340.673810 + Penalty 4850.019146 = -2668490.654663 nChanged 12 SP:Iteration 100F (19859.560000 sec): 3 clusters Score: Raw -2673343.215342 + Penalty 4850.019146 = -2668493.196196 nChanged 14 SP:Iteration 101Q (19859.790000 sec): 3 clusters Score: Raw -2673346.248485 + Penalty 4850.019146 = -2668496.229339 nChanged 19 SP:Iteration 102Q (19860.140000 sec): 3 clusters Score: Raw -2673350.308221 + Penalty 4850.019146 = -2668500.289075 nChanged 21 SP:Iteration 103Q (19860.400000 sec): 3 clusters Score: Raw -2673354.877920 + Penalty 4850.019146 = -2668504.858773 nChanged 19 SP:Iteration 104Q (19860.710000 sec): 3 clusters Score: Raw -2673359.866421 + Penalty 4850.019146 = -2668509.847274 nChanged 17 SP:Iteration 105Q (19860.980000 sec): 3 clusters Score: Raw -2673364.149748 + Penalty 4850.019146 = -2668514.130601 nChanged 21 SP:Iteration 106Q (19861.290000 sec): 3 clusters Score: Raw -2673370.001926 + Penalty 4850.019146 = -2668519.982780 nChanged 18 SP:Iteration 107Q (19861.560000 sec): 3 clusters Score: Raw -2673373.739055 + Penalty 4850.019146 = -2668523.719908 nChanged 13 SP:Iteration 108Q (19861.860000 sec): 3 clusters Score: Raw -2673376.751169 + Penalty 4850.019146 = -2668526.732023 nChanged 10 SP:Iteration 109Q (19862.120000 sec): 3 clusters Score: Raw -2673379.177698 + Penalty 4850.019146 = -2668529.158552 nChanged 10 SP:Iteration 110Q (19862.380000 sec): 3 clusters Score: Raw -2673382.399843 + Penalty 4850.019146 = -2668532.380697 nChanged 13 SP:Iteration 111Q (19862.720000 sec): 3 clusters Score: Raw -2673385.421111 + Penalty 4850.019146 = -2668535.401964 nChanged 10 SP:Iteration 112Q (19862.960000 sec): 3 clusters Score: Raw -2673387.327995 + Penalty 4850.019146 = -2668537.308849 nChanged 10 SP:Iteration 113Q (19863.280000 sec): 3 clusters Score: Raw -2673389.473550 + Penalty 4850.019146 = -2668539.454404 nChanged 13 SP:Iteration 114Q (19863.530000 sec): 3 clusters Score: Raw -2673392.439592 + Penalty 4850.019146 = -2668542.420446 nChanged 16 SP:Iteration 115Q (19863.810000 sec): 3 clusters Score: Raw -2673395.789308 + Penalty 4850.019146 = -2668545.770162 nChanged 15 SP:Iteration 116Q (19864.120000 sec): 3 clusters Score: Raw -2673398.596246 + Penalty 4850.019146 = -2668548.577099 nChanged 12 SP:Iteration 117Q (19864.390000 sec): 3 clusters Score: Raw -2673400.489395 + Penalty 4850.019146 = -2668550.470249 nChanged 9 SP:Iteration 118Q (19864.690000 sec): 3 clusters Score: Raw -2673402.613669 + Penalty 4850.019146 = -2668552.594523 nChanged 11 SP:Iteration 119Q (19864.990000 sec): 3 clusters Score: Raw -2673405.168802 + Penalty 4850.019146 = -2668555.149656 nChanged 11 SP:Iteration 120F (19865.240000 sec): 3 clusters Score: Raw -2673406.908664 + Penalty 4850.019146 = -2668556.889518 nChanged 9 SP:Iteration 121Q (19865.520000 sec): 3 clusters Score: Raw -2673408.457741 + Penalty 4850.019146 = -2668558.438595 nChanged 9 SP:Iteration 122Q (19865.810000 sec): 3 clusters Score: Raw -2673410.202588 + Penalty 4850.019146 = -2668560.183442 nChanged 5 SP:Iteration 123Q (19866.120000 sec): 3 clusters Score: Raw -2673411.209393 + Penalty 4850.019146 = -2668561.190247 nChanged 6 SP:Iteration 124Q (19866.360000 sec): 3 clusters Score: Raw -2673412.398704 + Penalty 4850.019146 = -2668562.379557 nChanged 9 SP:Iteration 125Q (19866.640000 sec): 3 clusters Score: Raw -2673413.912338 + Penalty 4850.019146 = -2668563.893192 nChanged 6 SP:Iteration 126Q (19866.980000 sec): 3 clusters Score: Raw -2673414.990740 + Penalty 4850.019146 = -2668564.971593 nChanged 3 SP:Iteration 127Q (19867.210000 sec): 3 clusters Score: Raw -2673415.677474 + Penalty 4850.019146 = -2668565.658328 nChanged 1 SP:Iteration 128Q (19867.490000 sec): 3 clusters Score: Raw -2673415.763183 + Penalty 4850.019146 = -2668565.744037 nChanged 1 SP:Iteration 129Q (19867.750000 sec): 3 clusters Score: Raw -2673415.976468 + Penalty 4850.019146 = -2668565.957322 nChanged 0 SP:Iteration 130F (19868.000000 sec): 3 clusters Score: Raw -2673415.976468 + Penalty 4850.019146 = -2668565.957322 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19868.080000 sec): 2 clusters Score: Raw -18831.642284 + Penalty 1346.477716 = -17485.164568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19868.260000 sec): 3 clusters Score: Raw -19394.250828 + Penalty 2692.955432 = -16701.295396 nChanged 53 SP:Iteration 1F (19868.440000 sec): 3 clusters Score: Raw -19821.221214 + Penalty 2692.955432 = -17128.265782 nChanged 13 SP:Iteration 2F (19868.640000 sec): 3 clusters Score: Raw -20009.164318 + Penalty 2692.955432 = -17316.208886 nChanged 3 SP:Iteration 3Q (19868.780000 sec): 3 clusters Score: Raw -20042.326185 + Penalty 2692.955432 = -17349.370753 nChanged 1 SP:Iteration 4Q (19868.990000 sec): 3 clusters Score: Raw -20045.691119 + Penalty 2692.955432 = -17352.735687 nChanged 0 SP:Iteration 5F (19869.220000 sec): 3 clusters Score: Raw -20045.691119 + Penalty 2692.955432 = -17352.735687 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (4595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19869.300000 sec): 2 clusters Score: Raw -667277.041570 + Penalty 2091.315561 = -665185.726009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19869.550000 sec): 3 clusters Score: Raw -665082.991801 + Penalty 4182.631121 = -660900.360679 nChanged 1723 SP:Iteration 1F (19869.760000 sec): 3 clusters Score: Raw -666096.702816 + Penalty 4182.631121 = -661914.071695 nChanged 336 SP:Iteration 2F (19870.010000 sec): 3 clusters Score: Raw -666316.290064 + Penalty 4182.631121 = -662133.658943 nChanged 244 SP:Iteration 3F (19870.190000 sec): 3 clusters Score: Raw -666461.125338 + Penalty 4182.631121 = -662278.494217 nChanged 195 SP:Iteration 4Q (19870.400000 sec): 3 clusters Score: Raw -666554.250712 + Penalty 4182.631121 = -662371.619591 nChanged 126 SP:Iteration 5Q (19870.640000 sec): 3 clusters Score: Raw -666613.775081 + Penalty 4182.631121 = -662431.143960 nChanged 111 SP:Iteration 6Q (19870.890000 sec): 3 clusters Score: Raw -666665.777082 + Penalty 4182.631121 = -662483.145961 nChanged 92 SP:Iteration 7Q (19871.080000 sec): 3 clusters Score: Raw -666704.156920 + Penalty 4182.631121 = -662521.525798 nChanged 75 SP:Iteration 8Q (19871.300000 sec): 3 clusters Score: Raw -666736.484428 + Penalty 4182.631121 = -662553.853306 nChanged 67 SP:Iteration 9Q (19871.510000 sec): 3 clusters Score: Raw -666766.541264 + Penalty 4182.631121 = -662583.910143 nChanged 63 SP:Iteration 10Q (19871.700000 sec): 3 clusters Score: Raw -666799.369328 + Penalty 4182.631121 = -662616.738206 nChanged 73 SP:Iteration 11Q (19871.950000 sec): 3 clusters Score: Raw -666835.228942 + Penalty 4182.631121 = -662652.597821 nChanged 70 SP:Iteration 12Q (19872.160000 sec): 3 clusters Score: Raw -666867.461926 + Penalty 4182.631121 = -662684.830804 nChanged 66 SP:Iteration 13Q (19872.340000 sec): 3 clusters Score: Raw -666906.809298 + Penalty 4182.631121 = -662724.178177 nChanged 81 SP:Iteration 14Q (19872.610000 sec): 3 clusters Score: Raw -666954.643432 + Penalty 4182.631121 = -662772.012310 nChanged 96 SP:Iteration 15Q (19872.820000 sec): 3 clusters Score: Raw -667014.073022 + Penalty 4182.631121 = -662831.441901 nChanged 88 SP:Iteration 16Q (19873.080000 sec): 3 clusters Score: Raw -667075.636829 + Penalty 4182.631121 = -662893.005708 nChanged 99 SP:Iteration 17Q (19873.300000 sec): 3 clusters Score: Raw -667148.281490 + Penalty 4182.631121 = -662965.650369 nChanged 92 SP:Iteration 18Q (19873.460000 sec): 3 clusters Score: Raw -667220.815606 + Penalty 4182.631121 = -663038.184485 nChanged 100 SP:Iteration 19Q (19873.660000 sec): 3 clusters Score: Raw -667304.923414 + Penalty 4182.631121 = -663122.292293 nChanged 94 SP:Iteration 20F (19873.900000 sec): 3 clusters Score: Raw -667373.894916 + Penalty 4182.631121 = -663191.263794 nChanged 83 SP:Iteration 21Q (19874.060000 sec): 3 clusters Score: Raw -667436.819854 + Penalty 4182.631121 = -663254.188733 nChanged 75 SP:Iteration 22Q (19874.290000 sec): 3 clusters Score: Raw -667487.664009 + Penalty 4182.631121 = -663305.032888 nChanged 64 SP:Iteration 23Q (19874.460000 sec): 3 clusters Score: Raw -667537.170812 + Penalty 4182.631121 = -663354.539691 nChanged 62 SP:Iteration 24Q (19874.710000 sec): 3 clusters Score: Raw -667575.219145 + Penalty 4182.631121 = -663392.588024 nChanged 44 SP:Iteration 25Q (19874.930000 sec): 3 clusters Score: Raw -667600.349148 + Penalty 4182.631121 = -663417.718026 nChanged 40 SP:Iteration 26Q (19875.110000 sec): 3 clusters Score: Raw -667628.533580 + Penalty 4182.631121 = -663445.902459 nChanged 41 SP:Iteration 27Q (19875.340000 sec): 3 clusters Score: Raw -667653.712374 + Penalty 4182.631121 = -663471.081252 nChanged 31 SP:Iteration 28Q (19875.590000 sec): 3 clusters Score: Raw -667675.557699 + Penalty 4182.631121 = -663492.926578 nChanged 27 SP:Iteration 29Q (19875.870000 sec): 3 clusters Score: Raw -667695.031645 + Penalty 4182.631121 = -663512.400524 nChanged 32 SP:Iteration 30Q (19876.100000 sec): 3 clusters Score: Raw -667718.399567 + Penalty 4182.631121 = -663535.768445 nChanged 27 SP:Iteration 31Q (19876.310000 sec): 3 clusters Score: Raw -667740.884420 + Penalty 4182.631121 = -663558.253299 nChanged 28 SP:Iteration 32Q (19876.480000 sec): 3 clusters Score: Raw -667763.362654 + Penalty 4182.631121 = -663580.731533 nChanged 24 SP:Iteration 33Q (19876.670000 sec): 3 clusters Score: Raw -667784.106077 + Penalty 4182.631121 = -663601.474956 nChanged 23 SP:Iteration 34Q (19876.880000 sec): 3 clusters Score: Raw -667802.549192 + Penalty 4182.631121 = -663619.918071 nChanged 28 SP:Iteration 35Q (19877.100000 sec): 3 clusters Score: Raw -667831.077876 + Penalty 4182.631121 = -663648.446754 nChanged 23 SP:Iteration 36Q (19877.290000 sec): 3 clusters Score: Raw -667848.272957 + Penalty 4182.631121 = -663665.641836 nChanged 18 SP:Iteration 37Q (19877.490000 sec): 3 clusters Score: Raw -667859.376407 + Penalty 4182.631121 = -663676.745285 nChanged 15 SP:Iteration 38Q (19877.680000 sec): 3 clusters Score: Raw -667872.873717 + Penalty 4182.631121 = -663690.242596 nChanged 18 SP:Iteration 39Q (19877.930000 sec): 3 clusters Score: Raw -667891.401433 + Penalty 4182.631121 = -663708.770312 nChanged 26 SP:Iteration 40F (19878.170000 sec): 3 clusters Score: Raw -667914.652530 + Penalty 4182.631121 = -663732.021409 nChanged 25 SP:Iteration 41Q (19878.390000 sec): 3 clusters Score: Raw -667931.082457 + Penalty 4182.631121 = -663748.451336 nChanged 14 SP:Iteration 42Q (19878.580000 sec): 3 clusters Score: Raw -667941.316960 + Penalty 4182.631121 = -663758.685838 nChanged 14 SP:Iteration 43Q (19878.830000 sec): 3 clusters Score: Raw -667950.931019 + Penalty 4182.631121 = -663768.299897 nChanged 18 SP:Iteration 44Q (19879.030000 sec): 3 clusters Score: Raw -667964.404194 + Penalty 4182.631121 = -663781.773073 nChanged 17 SP:Iteration 45Q (19879.210000 sec): 3 clusters Score: Raw -667976.352241 + Penalty 4182.631121 = -663793.721120 nChanged 19 SP:Iteration 46Q (19879.430000 sec): 3 clusters Score: Raw -667990.223546 + Penalty 4182.631121 = -663807.592425 nChanged 14 SP:Iteration 47Q (19879.660000 sec): 3 clusters Score: Raw -668001.212895 + Penalty 4182.631121 = -663818.581774 nChanged 16 SP:Iteration 48Q (19879.900000 sec): 3 clusters Score: Raw -668014.978826 + Penalty 4182.631121 = -663832.347705 nChanged 13 SP:Iteration 49Q (19880.080000 sec): 3 clusters Score: Raw -668022.020900 + Penalty 4182.631121 = -663839.389779 nChanged 5 SP:Iteration 50Q (19880.270000 sec): 3 clusters Score: Raw -668025.980928 + Penalty 4182.631121 = -663843.349807 nChanged 3 SP:Iteration 51Q (19880.500000 sec): 3 clusters Score: Raw -668027.015140 + Penalty 4182.631121 = -663844.384019 nChanged 0 SP:Iteration 52F (19880.670000 sec): 3 clusters Score: Raw -668027.015140 + Penalty 4182.631121 = -663844.384019 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19880.770000 sec): 2 clusters Score: Raw -63811.521251 + Penalty 1486.502434 = -62325.018817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19880.930000 sec): 3 clusters Score: Raw -63980.279037 + Penalty 2973.004868 = -61007.274169 nChanged 90 SP:Iteration 1F (19881.130000 sec): 3 clusters Score: Raw -64225.233223 + Penalty 2973.004868 = -61252.228355 nChanged 25 SP:Iteration 2F (19881.370000 sec): 3 clusters Score: Raw -64300.815292 + Penalty 2973.004868 = -61327.810424 nChanged 15 SP:Iteration 3Q (19881.540000 sec): 3 clusters Score: Raw -64358.218781 + Penalty 2973.004868 = -61385.213913 nChanged 13 SP:Iteration 4Q (19881.760000 sec): 3 clusters Score: Raw -64387.389565 + Penalty 2973.004868 = -61414.384697 nChanged 10 SP:Iteration 5Q (19881.990000 sec): 3 clusters Score: Raw -64413.257928 + Penalty 2973.004868 = -61440.253061 nChanged 5 SP:Iteration 6Q (19882.160000 sec): 3 clusters Score: Raw -64445.744439 + Penalty 2973.004868 = -61472.739571 nChanged 5 SP:Iteration 7Q (19882.300000 sec): 3 clusters Score: Raw -64458.276372 + Penalty 2973.004868 = -61485.271504 nChanged 3 SP:Iteration 8Q (19882.510000 sec): 3 clusters Score: Raw -64465.786886 + Penalty 2973.004868 = -61492.782018 nChanged 1 SP:Iteration 9Q (19882.670000 sec): 3 clusters Score: Raw -64471.853198 + Penalty 2973.004868 = -61498.848330 nChanged 2 SP:Iteration 10Q (19882.860000 sec): 3 clusters Score: Raw -64474.881712 + Penalty 2973.004868 = -61501.876844 nChanged 0 SP:Iteration 11F (19883.050000 sec): 3 clusters Score: Raw -64474.881712 + Penalty 2973.004868 = -61501.876844 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19883.150000 sec): 2 clusters Score: Raw -41849.974343 + Penalty 1418.637321 = -40431.337022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19883.360000 sec): 3 clusters Score: Raw -42011.802297 + Penalty 2837.274641 = -39174.527656 nChanged 33 SP:Iteration 1F (19883.570000 sec): 3 clusters Score: Raw -42109.345149 + Penalty 2837.274641 = -39272.070507 nChanged 9 SP:Iteration 2Q (19883.700000 sec): 3 clusters Score: Raw -42156.796498 + Penalty 2837.274641 = -39319.521857 nChanged 4 SP:Iteration 3Q (19883.880000 sec): 3 clusters Score: Raw -42167.651284 + Penalty 2837.274641 = -39330.376642 nChanged 0 SP:Iteration 4F (19884.050000 sec): 3 clusters Score: Raw -42167.651284 + Penalty 2837.274641 = -39330.376642 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19884.140000 sec): 2 clusters Score: Raw -41226.113208 + Penalty 1410.369888 = -39815.743319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19884.330000 sec): 3 clusters Score: Raw -41365.021395 + Penalty 2820.739777 = -38544.281618 nChanged 29 SP:Iteration 1F (19884.530000 sec): 3 clusters Score: Raw -41490.005338 + Penalty 2820.739777 = -38669.265562 nChanged 16 SP:Iteration 2F (19884.730000 sec): 3 clusters Score: Raw -41559.650853 + Penalty 2820.739777 = -38738.911077 nChanged 10 SP:Iteration 3Q (19884.900000 sec): 3 clusters Score: Raw -41598.966043 + Penalty 2820.739777 = -38778.226266 nChanged 2 SP:Iteration 4Q (19885.080000 sec): 3 clusters Score: Raw -41613.467185 + Penalty 2820.739777 = -38792.727408 nChanged 3 SP:Iteration 5Q (19885.270000 sec): 3 clusters Score: Raw -41629.926394 + Penalty 2820.739777 = -38809.186617 nChanged 2 SP:Iteration 6Q (19885.460000 sec): 3 clusters Score: Raw -41634.284801 + Penalty 2820.739777 = -38813.545024 nChanged 0 SP:Iteration 7F (19885.720000 sec): 3 clusters Score: Raw -41634.284801 + Penalty 2820.739777 = -38813.545024 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19885.830000 sec): 2 clusters Score: Raw -24845.942158 + Penalty 1414.538054 = -23431.404105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19886.010000 sec): 3 clusters Score: Raw -25115.354349 + Penalty 2829.076107 = -22286.278241 nChanged 61 SP:Iteration 1F (19886.200000 sec): 3 clusters Score: Raw -25429.579526 + Penalty 2829.076107 = -22600.503418 nChanged 23 SP:Iteration 2F (19886.390000 sec): 3 clusters Score: Raw -25563.575774 + Penalty 2829.076107 = -22734.499667 nChanged 15 SP:Iteration 3Q (19886.570000 sec): 3 clusters Score: Raw -25653.679437 + Penalty 2829.076107 = -22824.603329 nChanged 11 SP:Iteration 4Q (19886.720000 sec): 3 clusters Score: Raw -25691.927993 + Penalty 2829.076107 = -22862.851886 nChanged 6 SP:Iteration 5Q (19886.930000 sec): 3 clusters Score: Raw -25728.217310 + Penalty 2829.076107 = -22899.141202 nChanged 2 SP:Iteration 6Q (19887.110000 sec): 3 clusters Score: Raw -25732.210040 + Penalty 2829.076107 = -22903.133933 nChanged 0 SP:Iteration 7F (19887.370000 sec): 3 clusters Score: Raw -25732.210040 + Penalty 2829.076107 = -22903.133933 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19887.430000 sec): 2 clusters Score: Raw -10159.098412 + Penalty 1098.842566 = -9060.255846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19887.590000 sec): 3 clusters Score: Raw -10595.297863 + Penalty 2197.685132 = -8397.612730 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (3983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19887.720000 sec): 2 clusters Score: Raw -606915.494336 + Penalty 2055.868065 = -604859.626271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19887.940000 sec): 3 clusters Score: Raw -605074.705494 + Penalty 4111.736129 = -600962.969364 nChanged 1476 SP:Iteration 1F (19888.180000 sec): 3 clusters Score: Raw -605971.338669 + Penalty 4111.736129 = -601859.602540 nChanged 335 SP:Iteration 2F (19888.390000 sec): 3 clusters Score: Raw -606198.873200 + Penalty 4111.736129 = -602087.137071 nChanged 196 SP:Iteration 3Q (19888.610000 sec): 3 clusters Score: Raw -606339.725505 + Penalty 4111.736129 = -602227.989376 nChanged 171 SP:Iteration 4Q (19888.840000 sec): 3 clusters Score: Raw -606466.522104 + Penalty 4111.736129 = -602354.785974 nChanged 145 SP:Iteration 5Q (19889.050000 sec): 3 clusters Score: Raw -606597.176143 + Penalty 4111.736129 = -602485.440013 nChanged 111 SP:Iteration 6Q (19889.370000 sec): 3 clusters Score: Raw -606671.069298 + Penalty 4111.736129 = -602559.333169 nChanged 100 SP:Iteration 7Q (19889.600000 sec): 3 clusters Score: Raw -606738.919669 + Penalty 4111.736129 = -602627.183540 nChanged 72 SP:Iteration 8Q (19889.780000 sec): 3 clusters Score: Raw -606795.037207 + Penalty 4111.736129 = -602683.301078 nChanged 66 SP:Iteration 9Q (19889.990000 sec): 3 clusters Score: Raw -606841.191220 + Penalty 4111.736129 = -602729.455091 nChanged 52 SP:Iteration 10Q (19890.170000 sec): 3 clusters Score: Raw -606873.701214 + Penalty 4111.736129 = -602761.965084 nChanged 37 SP:Iteration 11Q (19890.410000 sec): 3 clusters Score: Raw -606897.669861 + Penalty 4111.736129 = -602785.933732 nChanged 53 SP:Iteration 12Q (19890.620000 sec): 3 clusters Score: Raw -606929.895292 + Penalty 4111.736129 = -602818.159163 nChanged 43 SP:Iteration 13Q (19890.850000 sec): 3 clusters Score: Raw -606955.490592 + Penalty 4111.736129 = -602843.754463 nChanged 35 SP:Iteration 14Q (19891.110000 sec): 3 clusters Score: Raw -606973.525536 + Penalty 4111.736129 = -602861.789407 nChanged 38 SP:Iteration 15Q (19891.330000 sec): 3 clusters Score: Raw -606992.394990 + Penalty 4111.736129 = -602880.658861 nChanged 40 SP:Iteration 16Q (19891.540000 sec): 3 clusters Score: Raw -607012.567481 + Penalty 4111.736129 = -602900.831352 nChanged 35 SP:Iteration 17Q (19891.790000 sec): 3 clusters Score: Raw -607030.833316 + Penalty 4111.736129 = -602919.097187 nChanged 28 SP:Iteration 18Q (19892.020000 sec): 3 clusters Score: Raw -607043.826471 + Penalty 4111.736129 = -602932.090342 nChanged 18 SP:Iteration 19Q (19892.230000 sec): 3 clusters Score: Raw -607051.370390 + Penalty 4111.736129 = -602939.634260 nChanged 16 SP:Iteration 20F (19892.460000 sec): 3 clusters Score: Raw -607058.741149 + Penalty 4111.736129 = -602947.005020 nChanged 16 SP:Iteration 21Q (19892.650000 sec): 3 clusters Score: Raw -607065.853891 + Penalty 4111.736129 = -602954.117761 nChanged 17 SP:Iteration 22Q (19892.860000 sec): 3 clusters Score: Raw -607075.077064 + Penalty 4111.736129 = -602963.340935 nChanged 16 SP:Iteration 23Q (19893.070000 sec): 3 clusters Score: Raw -607081.803023 + Penalty 4111.736129 = -602970.066894 nChanged 13 SP:Iteration 24Q (19893.270000 sec): 3 clusters Score: Raw -607088.213729 + Penalty 4111.736129 = -602976.477600 nChanged 15 SP:Iteration 25Q (19893.530000 sec): 3 clusters Score: Raw -607092.954209 + Penalty 4111.736129 = -602981.218080 nChanged 13 SP:Iteration 26Q (19893.750000 sec): 3 clusters Score: Raw -607099.599259 + Penalty 4111.736129 = -602987.863130 nChanged 13 SP:Iteration 27Q (19893.990000 sec): 3 clusters Score: Raw -607106.485596 + Penalty 4111.736129 = -602994.749466 nChanged 20 SP:Iteration 28Q (19894.170000 sec): 3 clusters Score: Raw -607113.291802 + Penalty 4111.736129 = -603001.555673 nChanged 17 SP:Iteration 29Q (19894.430000 sec): 3 clusters Score: Raw -607119.687350 + Penalty 4111.736129 = -603007.951221 nChanged 18 SP:Iteration 30Q (19894.630000 sec): 3 clusters Score: Raw -607124.718492 + Penalty 4111.736129 = -603012.982363 nChanged 11 SP:Iteration 31Q (19894.870000 sec): 3 clusters Score: Raw -607131.219443 + Penalty 4111.736129 = -603019.483313 nChanged 9 SP:Iteration 32Q (19895.070000 sec): 3 clusters Score: Raw -607137.112561 + Penalty 4111.736129 = -603025.376432 nChanged 15 SP:Iteration 33Q (19895.290000 sec): 3 clusters Score: Raw -607143.427540 + Penalty 4111.736129 = -603031.691411 nChanged 9 SP:Iteration 34Q (19895.470000 sec): 3 clusters Score: Raw -607146.924452 + Penalty 4111.736129 = -603035.188323 nChanged 11 SP:Iteration 35Q (19895.660000 sec): 3 clusters Score: Raw -607151.205917 + Penalty 4111.736129 = -603039.469788 nChanged 14 SP:Iteration 36Q (19895.790000 sec): 3 clusters Score: Raw -607156.963220 + Penalty 4111.736129 = -603045.227091 nChanged 9 SP:Iteration 37Q (19895.990000 sec): 3 clusters Score: Raw -607161.137614 + Penalty 4111.736129 = -603049.401485 nChanged 11 SP:Iteration 38Q (19896.200000 sec): 3 clusters Score: Raw -607165.529356 + Penalty 4111.736129 = -603053.793226 nChanged 9 SP:Iteration 39Q (19896.360000 sec): 3 clusters Score: Raw -607168.629380 + Penalty 4111.736129 = -603056.893251 nChanged 7 SP:Iteration 40F (19896.550000 sec): 3 clusters Score: Raw -607172.975717 + Penalty 4111.736129 = -603061.239588 nChanged 8 SP:Iteration 41Q (19896.750000 sec): 3 clusters Score: Raw -607175.865247 + Penalty 4111.736129 = -603064.129118 nChanged 6 SP:Iteration 42Q (19896.970000 sec): 3 clusters Score: Raw -607179.114850 + Penalty 4111.736129 = -603067.378721 nChanged 3 SP:Iteration 43Q (19897.170000 sec): 3 clusters Score: Raw -607181.143934 + Penalty 4111.736129 = -603069.407804 nChanged 1 SP:Iteration 44Q (19897.430000 sec): 3 clusters Score: Raw -607181.815623 + Penalty 4111.736129 = -603070.079494 nChanged 2 SP:Iteration 45Q (19897.650000 sec): 3 clusters Score: Raw -607183.115664 + Penalty 4111.736129 = -603071.379534 nChanged 2 SP:Iteration 46Q (19897.890000 sec): 3 clusters Score: Raw -607184.693030 + Penalty 4111.736129 = -603072.956901 nChanged 3 SP:Iteration 47Q (19898.130000 sec): 3 clusters Score: Raw -607185.945547 + Penalty 4111.736129 = -603074.209418 nChanged 1 SP:Iteration 48Q (19898.360000 sec): 3 clusters Score: Raw -607186.399564 + Penalty 4111.736129 = -603074.663435 nChanged 0 SP:Iteration 49F (19898.610000 sec): 3 clusters Score: Raw -607186.399564 + Penalty 4111.736129 = -603074.663435 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19898.720000 sec): 2 clusters Score: Raw -37519.636952 + Penalty 1396.540522 = -36123.096430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19898.920000 sec): 3 clusters Score: Raw -37700.381097 + Penalty 2793.081044 = -34907.300053 nChanged 22 SP:Iteration 1F (19899.080000 sec): 3 clusters Score: Raw -37787.579534 + Penalty 2793.081044 = -34994.498490 nChanged 11 SP:Iteration 2Q (19899.300000 sec): 3 clusters Score: Raw -37830.702686 + Penalty 2793.081044 = -35037.621643 nChanged 4 SP:Iteration 3Q (19899.500000 sec): 3 clusters Score: Raw -37844.254934 + Penalty 2793.081044 = -35051.173890 nChanged 3 SP:Iteration 4Q (19899.700000 sec): 3 clusters Score: Raw -37850.288126 + Penalty 2793.081044 = -35057.207082 nChanged 0 SP:Iteration 5F (19899.890000 sec): 3 clusters Score: Raw -37850.288126 + Penalty 2793.081044 = -35057.207082 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19899.980000 sec): 2 clusters Score: Raw -43537.732142 + Penalty 1406.984170 = -42130.747972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19900.220000 sec): 3 clusters Score: Raw -43678.577836 + Penalty 2813.968341 = -40864.609495 nChanged 32 SP:Iteration 1F (19900.420000 sec): 3 clusters Score: Raw -43787.842987 + Penalty 2813.968341 = -40973.874646 nChanged 11 SP:Iteration 2Q (19900.620000 sec): 3 clusters Score: Raw -43836.616087 + Penalty 2813.968341 = -41022.647747 nChanged 3 SP:Iteration 3Q (19900.830000 sec): 3 clusters Score: Raw -43852.543379 + Penalty 2813.968341 = -41038.575038 nChanged 2 SP:Iteration 4Q (19901.100000 sec): 3 clusters Score: Raw -43863.090480 + Penalty 2813.968341 = -41049.122139 nChanged 2 SP:Iteration 5Q (19901.260000 sec): 3 clusters Score: Raw -43874.375171 + Penalty 2813.968341 = -41060.406831 nChanged 0 SP:Iteration 6F (19901.480000 sec): 3 clusters Score: Raw -43874.375171 + Penalty 2813.968341 = -41060.406831 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (6506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19901.650000 sec): 2 clusters Score: Raw -981762.340870 + Penalty 2177.559067 = -979584.781804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19901.910000 sec): 3 clusters Score: Raw -978505.107804 + Penalty 4355.118133 = -974149.989671 nChanged 2623 SP:Iteration 1F (19902.110000 sec): 3 clusters Score: Raw -979944.687119 + Penalty 4355.118133 = -975589.568986 nChanged 439 SP:Iteration 2F (19902.340000 sec): 3 clusters Score: Raw -980190.729935 + Penalty 4355.118133 = -975835.611802 nChanged 303 SP:Iteration 3Q (19902.600000 sec): 3 clusters Score: Raw -980340.638235 + Penalty 4355.118133 = -975985.520102 nChanged 247 SP:Iteration 4Q (19902.830000 sec): 3 clusters Score: Raw -980457.360648 + Penalty 4355.118133 = -976102.242515 nChanged 194 SP:Iteration 5Q (19903.060000 sec): 3 clusters Score: Raw -980542.284117 + Penalty 4355.118133 = -976187.165984 nChanged 169 SP:Iteration 6Q (19903.340000 sec): 3 clusters Score: Raw -980619.741387 + Penalty 4355.118133 = -976264.623254 nChanged 173 SP:Iteration 7Q (19903.610000 sec): 3 clusters Score: Raw -980695.760765 + Penalty 4355.118133 = -976340.642632 nChanged 150 SP:Iteration 8Q (19903.870000 sec): 3 clusters Score: Raw -980768.074333 + Penalty 4355.118133 = -976412.956200 nChanged 149 SP:Iteration 9Q (19904.150000 sec): 3 clusters Score: Raw -980841.895884 + Penalty 4355.118133 = -976486.777750 nChanged 162 SP:Iteration 10Q (19904.360000 sec): 3 clusters Score: Raw -980933.373706 + Penalty 4355.118133 = -976578.255573 nChanged 174 SP:Iteration 11Q (19904.630000 sec): 3 clusters Score: Raw -981034.958119 + Penalty 4355.118133 = -976679.839986 nChanged 162 SP:Iteration 12Q (19904.880000 sec): 3 clusters Score: Raw -981132.559326 + Penalty 4355.118133 = -976777.441193 nChanged 170 SP:Iteration 13Q (19905.120000 sec): 3 clusters Score: Raw -981259.141870 + Penalty 4355.118133 = -976904.023737 nChanged 197 SP:Iteration 14Q (19905.360000 sec): 3 clusters Score: Raw -981409.903109 + Penalty 4355.118133 = -977054.784976 nChanged 212 SP:Iteration 15Q (19905.600000 sec): 3 clusters Score: Raw -981580.756447 + Penalty 4355.118133 = -977225.638314 nChanged 234 SP:Iteration 16Q (19905.840000 sec): 3 clusters Score: Raw -981767.018263 + Penalty 4355.118133 = -977411.900130 nChanged 225 SP:Iteration 17Q (19906.090000 sec): 3 clusters Score: Raw -981938.922332 + Penalty 4355.118133 = -977583.804199 nChanged 201 SP:Iteration 18Q (19906.300000 sec): 3 clusters Score: Raw -982087.100207 + Penalty 4355.118133 = -977731.982073 nChanged 195 SP:Iteration 19Q (19906.500000 sec): 3 clusters Score: Raw -982221.604906 + Penalty 4355.118133 = -977866.486773 nChanged 147 SP:Iteration 20F (19906.740000 sec): 3 clusters Score: Raw -982304.396038 + Penalty 4355.118133 = -977949.277905 nChanged 108 SP:Iteration 21Q (19906.990000 sec): 3 clusters Score: Raw -982354.951189 + Penalty 4355.118133 = -977999.833056 nChanged 73 SP:Iteration 22Q (19907.200000 sec): 3 clusters Score: Raw -982383.812708 + Penalty 4355.118133 = -978028.694575 nChanged 55 SP:Iteration 23Q (19907.410000 sec): 3 clusters Score: Raw -982400.925332 + Penalty 4355.118133 = -978045.807199 nChanged 45 SP:Iteration 24Q (19907.620000 sec): 3 clusters Score: Raw -982418.007111 + Penalty 4355.118133 = -978062.888978 nChanged 35 SP:Iteration 25Q (19907.800000 sec): 3 clusters Score: Raw -982430.262997 + Penalty 4355.118133 = -978075.144864 nChanged 20 SP:Iteration 26Q (19907.990000 sec): 3 clusters Score: Raw -982436.229947 + Penalty 4355.118133 = -978081.111814 nChanged 14 SP:Iteration 27Q (19908.210000 sec): 3 clusters Score: Raw -982440.628843 + Penalty 4355.118133 = -978085.510710 nChanged 16 SP:Iteration 28Q (19908.420000 sec): 3 clusters Score: Raw -982444.059755 + Penalty 4355.118133 = -978088.941622 nChanged 14 SP:Iteration 29Q (19908.640000 sec): 3 clusters Score: Raw -982447.226471 + Penalty 4355.118133 = -978092.108338 nChanged 7 SP:Iteration 30Q (19908.860000 sec): 3 clusters Score: Raw -982448.643195 + Penalty 4355.118133 = -978093.525062 nChanged 5 SP:Iteration 31Q (19909.060000 sec): 3 clusters Score: Raw -982449.703739 + Penalty 4355.118133 = -978094.585606 nChanged 4 SP:Iteration 32Q (19909.300000 sec): 3 clusters Score: Raw -982450.261361 + Penalty 4355.118133 = -978095.143228 nChanged 3 SP:Iteration 33Q (19909.610000 sec): 3 clusters Score: Raw -982451.291589 + Penalty 4355.118133 = -978096.173456 nChanged 2 SP:Iteration 34Q (19909.800000 sec): 3 clusters Score: Raw -982451.754972 + Penalty 4355.118133 = -978096.636839 nChanged 2 SP:Iteration 35Q (19909.990000 sec): 3 clusters Score: Raw -982452.365735 + Penalty 4355.118133 = -978097.247602 nChanged 1 SP:Iteration 36Q (19910.190000 sec): 3 clusters Score: Raw -982452.557945 + Penalty 4355.118133 = -978097.439812 nChanged 0 SP:Iteration 37F (19910.350000 sec): 3 clusters Score: Raw -982452.557945 + Penalty 4355.118133 = -978097.439812 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (2432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19910.500000 sec): 2 clusters Score: Raw -371769.546785 + Penalty 1933.524372 = -369836.022412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19910.670000 sec): 3 clusters Score: Raw -370774.272921 + Penalty 3867.048745 = -366907.224177 nChanged 810 SP:Iteration 1F (19910.850000 sec): 3 clusters Score: Raw -371325.485329 + Penalty 3867.048745 = -367458.436584 nChanged 181 SP:Iteration 2F (19911.050000 sec): 3 clusters Score: Raw -371475.075061 + Penalty 3867.048745 = -367608.026317 nChanged 118 SP:Iteration 3Q (19911.220000 sec): 3 clusters Score: Raw -371574.277419 + Penalty 3867.048745 = -367707.228675 nChanged 85 SP:Iteration 4Q (19911.410000 sec): 3 clusters Score: Raw -371638.566511 + Penalty 3867.048745 = -367771.517767 nChanged 62 SP:Iteration 5Q (19911.560000 sec): 3 clusters Score: Raw -371672.894657 + Penalty 3867.048745 = -367805.845912 nChanged 34 SP:Iteration 6Q (19911.760000 sec): 3 clusters Score: Raw -371698.189434 + Penalty 3867.048745 = -367831.140689 nChanged 37 SP:Iteration 7Q (19911.980000 sec): 3 clusters Score: Raw -371726.887774 + Penalty 3867.048745 = -367859.839029 nChanged 36 SP:Iteration 8Q (19912.150000 sec): 3 clusters Score: Raw -371750.350859 + Penalty 3867.048745 = -367883.302114 nChanged 21 SP:Iteration 9Q (19912.330000 sec): 3 clusters Score: Raw -371765.802445 + Penalty 3867.048745 = -367898.753700 nChanged 27 SP:Iteration 10Q (19912.500000 sec): 3 clusters Score: Raw -371785.088645 + Penalty 3867.048745 = -367918.039900 nChanged 21 SP:Iteration 11Q (19912.710000 sec): 3 clusters Score: Raw -371802.637893 + Penalty 3867.048745 = -367935.589148 nChanged 16 SP:Iteration 12Q (19912.900000 sec): 3 clusters Score: Raw -371814.750832 + Penalty 3867.048745 = -367947.702087 nChanged 21 SP:Iteration 13Q (19913.070000 sec): 3 clusters Score: Raw -371830.021510 + Penalty 3867.048745 = -367962.972765 nChanged 18 SP:Iteration 14Q (19913.300000 sec): 3 clusters Score: Raw -371841.080910 + Penalty 3867.048745 = -367974.032166 nChanged 10 SP:Iteration 15Q (19913.440000 sec): 3 clusters Score: Raw -371847.391029 + Penalty 3867.048745 = -367980.342285 nChanged 9 SP:Iteration 16Q (19913.670000 sec): 3 clusters Score: Raw -371851.674135 + Penalty 3867.048745 = -367984.625390 nChanged 6 SP:Iteration 17Q (19913.900000 sec): 3 clusters Score: Raw -371854.419906 + Penalty 3867.048745 = -367987.371161 nChanged 3 SP:Iteration 18Q (19914.080000 sec): 3 clusters Score: Raw -371855.407181 + Penalty 3867.048745 = -367988.358437 nChanged 7 SP:Iteration 19Q (19914.260000 sec): 3 clusters Score: Raw -371859.273789 + Penalty 3867.048745 = -367992.225044 nChanged 5 SP:Iteration 20F (19914.430000 sec): 3 clusters Score: Raw -371861.302603 + Penalty 3867.048745 = -367994.253858 nChanged 2 SP:Iteration 21Q (19914.640000 sec): 3 clusters Score: Raw -371862.080628 + Penalty 3867.048745 = -367995.031884 nChanged 1 SP:Iteration 22Q (19914.860000 sec): 3 clusters Score: Raw -371862.753063 + Penalty 3867.048745 = -367995.704319 nChanged 1 SP:Iteration 23Q (19915.040000 sec): 3 clusters Score: Raw -371863.036157 + Penalty 3867.048745 = -367995.987412 nChanged 2 SP:Iteration 24Q (19915.220000 sec): 3 clusters Score: Raw -371863.829720 + Penalty 3867.048745 = -367996.780976 nChanged 1 SP:Iteration 25Q (19915.420000 sec): 3 clusters Score: Raw -371863.980016 + Penalty 3867.048745 = -367996.931272 nChanged 1 SP:Iteration 26Q (19915.610000 sec): 3 clusters Score: Raw -371864.246331 + Penalty 3867.048745 = -367997.197587 nChanged 0 SP:Iteration 27F (19915.840000 sec): 3 clusters Score: Raw -371864.246331 + Penalty 3867.048745 = -367997.197587 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19915.920000 sec): 2 clusters Score: Raw -15804.561611 + Penalty 1232.513698 = -14572.047912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19916.100000 sec): 3 clusters Score: Raw -16243.506215 + Penalty 2465.027397 = -13778.478818 nChanged 13 SP:Iteration 1F (19916.260000 sec): 3 clusters Score: Raw -16324.538576 + Penalty 2465.027397 = -13859.511179 nChanged 3 SP:Iteration 2Q (19916.450000 sec): 3 clusters Score: Raw -16353.599939 + Penalty 2465.027397 = -13888.572542 nChanged 0 SP:Iteration 3F (19916.660000 sec): 3 clusters Score: Raw -16353.599939 + Penalty 2465.027397 = -13888.572542 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (2274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19916.750000 sec): 2 clusters Score: Raw -317756.678815 + Penalty 1916.865327 = -315839.813488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19916.970000 sec): 3 clusters Score: Raw -316914.555760 + Penalty 3833.730654 = -313080.825105 nChanged 748 SP:Iteration 1F (19917.180000 sec): 3 clusters Score: Raw -317537.386397 + Penalty 3833.730654 = -313703.655743 nChanged 196 SP:Iteration 2F (19917.390000 sec): 3 clusters Score: Raw -317723.236033 + Penalty 3833.730654 = -313889.505379 nChanged 109 SP:Iteration 3Q (19917.610000 sec): 3 clusters Score: Raw -317812.513082 + Penalty 3833.730654 = -313978.782428 nChanged 74 SP:Iteration 4Q (19917.790000 sec): 3 clusters Score: Raw -317859.897043 + Penalty 3833.730654 = -314026.166389 nChanged 41 SP:Iteration 5Q (19918.000000 sec): 3 clusters Score: Raw -317885.853446 + Penalty 3833.730654 = -314052.122791 nChanged 27 SP:Iteration 6Q (19918.160000 sec): 3 clusters Score: Raw -317904.439335 + Penalty 3833.730654 = -314070.708680 nChanged 29 SP:Iteration 7Q (19918.350000 sec): 3 clusters Score: Raw -317926.665045 + Penalty 3833.730654 = -314092.934391 nChanged 26 SP:Iteration 8Q (19918.540000 sec): 3 clusters Score: Raw -317939.091922 + Penalty 3833.730654 = -314105.361268 nChanged 20 SP:Iteration 9Q (19918.700000 sec): 3 clusters Score: Raw -317947.249977 + Penalty 3833.730654 = -314113.519323 nChanged 11 SP:Iteration 10Q (19918.910000 sec): 3 clusters Score: Raw -317952.285548 + Penalty 3833.730654 = -314118.554893 nChanged 8 SP:Iteration 11Q (19919.090000 sec): 3 clusters Score: Raw -317956.287899 + Penalty 3833.730654 = -314122.557245 nChanged 10 SP:Iteration 12Q (19919.330000 sec): 3 clusters Score: Raw -317963.195295 + Penalty 3833.730654 = -314129.464641 nChanged 14 SP:Iteration 13Q (19919.500000 sec): 3 clusters Score: Raw -317971.777544 + Penalty 3833.730654 = -314138.046889 nChanged 13 SP:Iteration 14Q (19919.750000 sec): 3 clusters Score: Raw -317981.523616 + Penalty 3833.730654 = -314147.792961 nChanged 14 SP:Iteration 15Q (19919.920000 sec): 3 clusters Score: Raw -317991.804025 + Penalty 3833.730654 = -314158.073371 nChanged 18 SP:Iteration 16Q (19920.080000 sec): 3 clusters Score: Raw -318004.074830 + Penalty 3833.730654 = -314170.344175 nChanged 14 SP:Iteration 17Q (19920.280000 sec): 3 clusters Score: Raw -318011.088452 + Penalty 3833.730654 = -314177.357798 nChanged 9 SP:Iteration 18Q (19920.490000 sec): 3 clusters Score: Raw -318017.318423 + Penalty 3833.730654 = -314183.587768 nChanged 8 SP:Iteration 19Q (19920.740000 sec): 3 clusters Score: Raw -318020.876509 + Penalty 3833.730654 = -314187.145854 nChanged 8 SP:Iteration 20F (19920.920000 sec): 3 clusters Score: Raw -318025.043031 + Penalty 3833.730654 = -314191.312377 nChanged 8 SP:Iteration 21Q (19921.090000 sec): 3 clusters Score: Raw -318029.098707 + Penalty 3833.730654 = -314195.368052 nChanged 6 SP:Iteration 22Q (19921.290000 sec): 3 clusters Score: Raw -318031.665680 + Penalty 3833.730654 = -314197.935025 nChanged 12 SP:Iteration 23Q (19921.520000 sec): 3 clusters Score: Raw -318039.210544 + Penalty 3833.730654 = -314205.479890 nChanged 9 SP:Iteration 24Q (19921.700000 sec): 3 clusters Score: Raw -318044.783396 + Penalty 3833.730654 = -314211.052741 nChanged 7 SP:Iteration 25Q (19921.910000 sec): 3 clusters Score: Raw -318047.257979 + Penalty 3833.730654 = -314213.527324 nChanged 7 SP:Iteration 26Q (19922.090000 sec): 3 clusters Score: Raw -318051.449710 + Penalty 3833.730654 = -314217.719056 nChanged 4 SP:Iteration 27Q (19922.310000 sec): 3 clusters Score: Raw -318053.636528 + Penalty 3833.730654 = -314219.905873 nChanged 5 SP:Iteration 28Q (19922.470000 sec): 3 clusters Score: Raw -318056.379333 + Penalty 3833.730654 = -314222.648679 nChanged 5 SP:Iteration 29Q (19922.650000 sec): 3 clusters Score: Raw -318061.045676 + Penalty 3833.730654 = -314227.315022 nChanged 9 SP:Iteration 30Q (19922.820000 sec): 3 clusters Score: Raw -318066.022212 + Penalty 3833.730654 = -314232.291557 nChanged 6 SP:Iteration 31Q (19923.000000 sec): 3 clusters Score: Raw -318071.263921 + Penalty 3833.730654 = -314237.533267 nChanged 9 SP:Iteration 32Q (19923.190000 sec): 3 clusters Score: Raw -318076.909989 + Penalty 3833.730654 = -314243.179334 nChanged 10 SP:Iteration 33Q (19923.350000 sec): 3 clusters Score: Raw -318092.565203 + Penalty 3833.730654 = -314258.834549 nChanged 20 SP:Iteration 34Q (19923.520000 sec): 3 clusters Score: Raw -318108.327612 + Penalty 3833.730654 = -314274.596957 nChanged 18 SP:Iteration 35Q (19923.710000 sec): 3 clusters Score: Raw -318138.449564 + Penalty 3833.730654 = -314304.718909 nChanged 29 SP:Iteration 36Q (19923.870000 sec): 3 clusters Score: Raw -318188.077678 + Penalty 3833.730654 = -314354.347024 nChanged 44 SP:Iteration 37Q (19924.020000 sec): 3 clusters Score: Raw -318216.884383 + Penalty 3833.730654 = -314383.153729 nChanged 33 SP:Iteration 38Q (19924.220000 sec): 3 clusters Score: Raw -318238.378824 + Penalty 3833.730654 = -314404.648170 nChanged 24 SP:Iteration 39Q (19924.400000 sec): 3 clusters Score: Raw -318256.791711 + Penalty 3833.730654 = -314423.061056 nChanged 26 SP:Iteration 40F (19924.570000 sec): 3 clusters Score: Raw -318279.177111 + Penalty 3833.730654 = -314445.446456 nChanged 32 SP:Iteration 41Q (19924.760000 sec): 3 clusters Score: Raw -318309.416201 + Penalty 3833.730654 = -314475.685546 nChanged 37 SP:Iteration 42Q (19924.970000 sec): 3 clusters Score: Raw -318345.996605 + Penalty 3833.730654 = -314512.265950 nChanged 39 SP:Iteration 43Q (19925.150000 sec): 3 clusters Score: Raw -318384.547529 + Penalty 3833.730654 = -314550.816875 nChanged 46 SP:Iteration 44Q (19925.320000 sec): 3 clusters Score: Raw -318433.501410 + Penalty 3833.730654 = -314599.770755 nChanged 37 SP:Iteration 45Q (19925.510000 sec): 3 clusters Score: Raw -318471.678687 + Penalty 3833.730654 = -314637.948032 nChanged 41 SP:Iteration 46Q (19925.670000 sec): 3 clusters Score: Raw -318517.210629 + Penalty 3833.730654 = -314683.479974 nChanged 31 SP:Iteration 47Q (19925.870000 sec): 3 clusters Score: Raw -318546.781482 + Penalty 3833.730654 = -314713.050828 nChanged 38 SP:Iteration 48Q (19926.070000 sec): 3 clusters Score: Raw -318583.154055 + Penalty 3833.730654 = -314749.423401 nChanged 35 SP:Iteration 49Q (19926.210000 sec): 3 clusters Score: Raw -318622.560867 + Penalty 3833.730654 = -314788.830212 nChanged 35 SP:Iteration 50Q (19926.440000 sec): 3 clusters Score: Raw -318662.205333 + Penalty 3833.730654 = -314828.474679 nChanged 28 SP:Iteration 51Q (19926.590000 sec): 3 clusters Score: Raw -318696.361653 + Penalty 3833.730654 = -314862.630999 nChanged 27 SP:Iteration 52Q (19926.790000 sec): 3 clusters Score: Raw -318717.214123 + Penalty 3833.730654 = -314883.483469 nChanged 18 SP:Iteration 53Q (19926.950000 sec): 3 clusters Score: Raw -318735.185616 + Penalty 3833.730654 = -314901.454961 nChanged 14 SP:Iteration 54Q (19927.210000 sec): 3 clusters Score: Raw -318751.201733 + Penalty 3833.730654 = -314917.471079 nChanged 13 SP:Iteration 55Q (19927.370000 sec): 3 clusters Score: Raw -318766.709601 + Penalty 3833.730654 = -314932.978946 nChanged 12 SP:Iteration 56Q (19927.580000 sec): 3 clusters Score: Raw -318774.296207 + Penalty 3833.730654 = -314940.565552 nChanged 7 SP:Iteration 57Q (19927.730000 sec): 3 clusters Score: Raw -318781.404565 + Penalty 3833.730654 = -314947.673910 nChanged 5 SP:Iteration 58Q (19927.960000 sec): 3 clusters Score: Raw -318784.594508 + Penalty 3833.730654 = -314950.863854 nChanged 3 SP:Iteration 59Q (19928.120000 sec): 3 clusters Score: Raw -318787.210266 + Penalty 3833.730654 = -314953.479611 nChanged 3 SP:Iteration 60F (19928.310000 sec): 3 clusters Score: Raw -318798.416156 + Penalty 3833.730654 = -314964.685501 nChanged 3 SP:Iteration 61Q (19928.550000 sec): 3 clusters Score: Raw -318818.622961 + Penalty 3833.730654 = -314984.892306 nChanged 6 SP:Iteration 62Q (19928.730000 sec): 3 clusters Score: Raw -318822.625774 + Penalty 3833.730654 = -314988.895119 nChanged 4 SP:Iteration 63Q (19928.910000 sec): 3 clusters Score: Raw -318825.183235 + Penalty 3833.730654 = -314991.452581 nChanged 2 SP:Iteration 64Q (19929.120000 sec): 3 clusters Score: Raw -318826.375363 + Penalty 3833.730654 = -314992.644709 nChanged 3 SP:Iteration 65Q (19929.300000 sec): 3 clusters Score: Raw -318828.116306 + Penalty 3833.730654 = -314994.385652 nChanged 1 SP:Iteration 66Q (19929.490000 sec): 3 clusters Score: Raw -318828.567575 + Penalty 3833.730654 = -314994.836920 nChanged 1 SP:Iteration 67Q (19929.660000 sec): 3 clusters Score: Raw -318829.133354 + Penalty 3833.730654 = -314995.402699 nChanged 1 SP:Iteration 68Q (19929.840000 sec): 3 clusters Score: Raw -318830.214009 + Penalty 3833.730654 = -314996.483355 nChanged 0 SP:Iteration 69F (19930.030000 sec): 3 clusters Score: Raw -318830.214009 + Penalty 3833.730654 = -314996.483355 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19930.120000 sec): 2 clusters Score: Raw -27807.915177 + Penalty 1364.312036 = -26443.603141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19930.360000 sec): 3 clusters Score: Raw -28595.780142 + Penalty 2728.624072 = -25867.156070 nChanged 48 SP:Iteration 1F (19930.520000 sec): 3 clusters Score: Raw -28841.679079 + Penalty 2728.624072 = -26113.055007 nChanged 15 SP:Iteration 2F (19930.770000 sec): 3 clusters Score: Raw -28949.301462 + Penalty 2728.624072 = -26220.677389 nChanged 4 SP:Iteration 3Q (19930.910000 sec): 3 clusters Score: Raw -28975.110512 + Penalty 2728.624072 = -26246.486440 nChanged 2 SP:Iteration 4Q (19931.110000 sec): 3 clusters Score: Raw -28988.583201 + Penalty 2728.624072 = -26259.959129 nChanged 1 SP:Iteration 5Q (19931.280000 sec): 3 clusters Score: Raw -28995.614142 + Penalty 2728.624072 = -26266.990070 nChanged 2 SP:Iteration 6Q (19931.480000 sec): 3 clusters Score: Raw -29002.116719 + Penalty 2728.624072 = -26273.492647 nChanged 1 SP:Iteration 7Q (19931.660000 sec): 3 clusters Score: Raw -29004.347100 + Penalty 2728.624072 = -26275.723027 nChanged 0 SP:Iteration 8F (19931.850000 sec): 3 clusters Score: Raw -29004.347100 + Penalty 2728.624072 = -26275.723027 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (14856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19932.070000 sec): 2 clusters Score: Raw -2222102.627138 + Penalty 2382.327458 = -2219720.299681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19932.340000 sec): 3 clusters Score: Raw -2213649.033948 + Penalty 4764.654915 = -2208884.379033 nChanged 6473 SP:Iteration 1F (19932.600000 sec): 3 clusters Score: Raw -2217181.477222 + Penalty 4764.654915 = -2212416.822307 nChanged 1029 SP:Iteration 2F (19932.870000 sec): 3 clusters Score: Raw -2217773.779664 + Penalty 4764.654915 = -2213009.124749 nChanged 932 SP:Iteration 3F (19933.190000 sec): 3 clusters Score: Raw -2218342.352666 + Penalty 4764.654915 = -2213577.697751 nChanged 857 SP:Iteration 4F (19933.400000 sec): 3 clusters Score: Raw -2218916.044286 + Penalty 4764.654915 = -2214151.389371 nChanged 829 SP:Iteration 5F (19933.730000 sec): 3 clusters Score: Raw -2219468.512754 + Penalty 4764.654915 = -2214703.857839 nChanged 779 SP:Iteration 6F (19933.980000 sec): 3 clusters Score: Raw -2219970.146229 + Penalty 4764.654915 = -2215205.491314 nChanged 719 SP:Iteration 7Q (19934.250000 sec): 3 clusters Score: Raw -2220450.820726 + Penalty 4764.654915 = -2215686.165811 nChanged 670 SP:Iteration 8Q (19934.540000 sec): 3 clusters Score: Raw -2220866.643777 + Penalty 4764.654915 = -2216101.988862 nChanged 595 SP:Iteration 9Q (19934.810000 sec): 3 clusters Score: Raw -2221176.424875 + Penalty 4764.654915 = -2216411.769959 nChanged 451 SP:Iteration 10Q (19935.050000 sec): 3 clusters Score: Raw -2221376.337643 + Penalty 4764.654915 = -2216611.682728 nChanged 366 SP:Iteration 11Q (19935.330000 sec): 3 clusters Score: Raw -2221502.308163 + Penalty 4764.654915 = -2216737.653248 nChanged 294 SP:Iteration 12Q (19935.600000 sec): 3 clusters Score: Raw -2221583.714651 + Penalty 4764.654915 = -2216819.059736 nChanged 222 SP:Iteration 13Q (19935.860000 sec): 3 clusters Score: Raw -2221644.981663 + Penalty 4764.654915 = -2216880.326748 nChanged 165 SP:Iteration 14Q (19936.140000 sec): 3 clusters Score: Raw -2221688.321956 + Penalty 4764.654915 = -2216923.667040 nChanged 149 SP:Iteration 15Q (19936.460000 sec): 3 clusters Score: Raw -2221724.818106 + Penalty 4764.654915 = -2216960.163191 nChanged 130 SP:Iteration 16Q (19936.690000 sec): 3 clusters Score: Raw -2221750.948021 + Penalty 4764.654915 = -2216986.293106 nChanged 85 SP:Iteration 17Q (19936.980000 sec): 3 clusters Score: Raw -2221768.247240 + Penalty 4764.654915 = -2217003.592325 nChanged 85 SP:Iteration 18Q (19937.230000 sec): 3 clusters Score: Raw -2221785.335269 + Penalty 4764.654915 = -2217020.680354 nChanged 69 SP:Iteration 19Q (19937.540000 sec): 3 clusters Score: Raw -2221798.223942 + Penalty 4764.654915 = -2217033.569027 nChanged 60 SP:Iteration 20F (19937.810000 sec): 3 clusters Score: Raw -2221809.088255 + Penalty 4764.654915 = -2217044.433340 nChanged 51 SP:Iteration 21Q (19938.100000 sec): 3 clusters Score: Raw -2221816.526597 + Penalty 4764.654915 = -2217051.871681 nChanged 50 SP:Iteration 22Q (19938.380000 sec): 3 clusters Score: Raw -2221824.617152 + Penalty 4764.654915 = -2217059.962237 nChanged 53 SP:Iteration 23Q (19938.620000 sec): 3 clusters Score: Raw -2221831.796444 + Penalty 4764.654915 = -2217067.141529 nChanged 49 SP:Iteration 24Q (19938.920000 sec): 3 clusters Score: Raw -2221839.342701 + Penalty 4764.654915 = -2217074.687786 nChanged 35 SP:Iteration 25Q (19939.200000 sec): 3 clusters Score: Raw -2221844.826283 + Penalty 4764.654915 = -2217080.171368 nChanged 32 SP:Iteration 26Q (19939.480000 sec): 3 clusters Score: Raw -2221848.750466 + Penalty 4764.654915 = -2217084.095551 nChanged 31 SP:Iteration 27Q (19939.770000 sec): 3 clusters Score: Raw -2221852.488216 + Penalty 4764.654915 = -2217087.833301 nChanged 34 SP:Iteration 28Q (19940.070000 sec): 3 clusters Score: Raw -2221857.012582 + Penalty 4764.654915 = -2217092.357667 nChanged 37 SP:Iteration 29Q (19940.300000 sec): 3 clusters Score: Raw -2221861.619416 + Penalty 4764.654915 = -2217096.964501 nChanged 38 SP:Iteration 30Q (19940.560000 sec): 3 clusters Score: Raw -2221867.473218 + Penalty 4764.654915 = -2217102.818303 nChanged 36 SP:Iteration 31Q (19940.830000 sec): 3 clusters Score: Raw -2221871.438349 + Penalty 4764.654915 = -2217106.783434 nChanged 25 SP:Iteration 32Q (19941.100000 sec): 3 clusters Score: Raw -2221874.658793 + Penalty 4764.654915 = -2217110.003878 nChanged 34 SP:Iteration 33Q (19941.390000 sec): 3 clusters Score: Raw -2221879.233743 + Penalty 4764.654915 = -2217114.578828 nChanged 29 SP:Iteration 34Q (19941.640000 sec): 3 clusters Score: Raw -2221883.608721 + Penalty 4764.654915 = -2217118.953806 nChanged 16 SP:Iteration 35Q (19941.930000 sec): 3 clusters Score: Raw -2221885.624215 + Penalty 4764.654915 = -2217120.969300 nChanged 17 SP:Iteration 36Q (19942.190000 sec): 3 clusters Score: Raw -2221887.554903 + Penalty 4764.654915 = -2217122.899988 nChanged 19 SP:Iteration 37Q (19942.540000 sec): 3 clusters Score: Raw -2221889.719406 + Penalty 4764.654915 = -2217125.064491 nChanged 15 SP:Iteration 38Q (19942.860000 sec): 3 clusters Score: Raw -2221891.834352 + Penalty 4764.654915 = -2217127.179437 nChanged 21 SP:Iteration 39Q (19943.080000 sec): 3 clusters Score: Raw -2221894.234136 + Penalty 4764.654915 = -2217129.579221 nChanged 23 SP:Iteration 40F (19943.350000 sec): 3 clusters Score: Raw -2221896.922570 + Penalty 4764.654915 = -2217132.267655 nChanged 24 SP:Iteration 41Q (19943.610000 sec): 3 clusters Score: Raw -2221900.110991 + Penalty 4764.654915 = -2217135.456075 nChanged 23 SP:Iteration 42Q (19943.890000 sec): 3 clusters Score: Raw -2221903.549847 + Penalty 4764.654915 = -2217138.894932 nChanged 21 SP:Iteration 43Q (19944.170000 sec): 3 clusters Score: Raw -2221906.617222 + Penalty 4764.654915 = -2217141.962307 nChanged 18 SP:Iteration 44Q (19944.400000 sec): 3 clusters Score: Raw -2221908.621561 + Penalty 4764.654915 = -2217143.966646 nChanged 10 SP:Iteration 45Q (19944.680000 sec): 3 clusters Score: Raw -2221909.618157 + Penalty 4764.654915 = -2217144.963241 nChanged 9 SP:Iteration 46Q (19944.990000 sec): 3 clusters Score: Raw -2221910.830022 + Penalty 4764.654915 = -2217146.175107 nChanged 7 SP:Iteration 47Q (19945.260000 sec): 3 clusters Score: Raw -2221911.632201 + Penalty 4764.654915 = -2217146.977286 nChanged 10 SP:Iteration 48Q (19945.520000 sec): 3 clusters Score: Raw -2221913.076326 + Penalty 4764.654915 = -2217148.421410 nChanged 8 SP:Iteration 49Q (19945.790000 sec): 3 clusters Score: Raw -2221914.005185 + Penalty 4764.654915 = -2217149.350270 nChanged 5 SP:Iteration 50Q (19945.990000 sec): 3 clusters Score: Raw -2221914.735572 + Penalty 4764.654915 = -2217150.080657 nChanged 9 SP:Iteration 51Q (19946.280000 sec): 3 clusters Score: Raw -2221915.979419 + Penalty 4764.654915 = -2217151.324504 nChanged 10 SP:Iteration 52Q (19946.480000 sec): 3 clusters Score: Raw -2221917.477737 + Penalty 4764.654915 = -2217152.822822 nChanged 8 SP:Iteration 53Q (19946.700000 sec): 3 clusters Score: Raw -2221918.248171 + Penalty 4764.654915 = -2217153.593256 nChanged 4 SP:Iteration 54Q (19947.010000 sec): 3 clusters Score: Raw -2221918.537608 + Penalty 4764.654915 = -2217153.882693 nChanged 2 SP:Iteration 55Q (19947.280000 sec): 3 clusters Score: Raw -2221918.728883 + Penalty 4764.654915 = -2217154.073968 nChanged 2 SP:Iteration 56Q (19947.540000 sec): 3 clusters Score: Raw -2221918.849178 + Penalty 4764.654915 = -2217154.194263 nChanged 0 SP:Iteration 57F (19947.870000 sec): 3 clusters Score: Raw -2221918.849178 + Penalty 4764.654915 = -2217154.194263 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19947.950000 sec): 2 clusters Score: Raw -117530.428245 + Penalty 1656.540598 = -115873.887647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19948.170000 sec): 3 clusters Score: Raw -117392.789627 + Penalty 3313.081196 = -114079.708431 nChanged 170 SP:Iteration 1F (19948.330000 sec): 3 clusters Score: Raw -117612.086198 + Penalty 3313.081196 = -114299.005001 nChanged 45 SP:Iteration 2F (19948.520000 sec): 3 clusters Score: Raw -117674.076416 + Penalty 3313.081196 = -114360.995219 nChanged 16 SP:Iteration 3Q (19948.700000 sec): 3 clusters Score: Raw -117696.069814 + Penalty 3313.081196 = -114382.988618 nChanged 5 SP:Iteration 4Q (19948.850000 sec): 3 clusters Score: Raw -117700.894222 + Penalty 3313.081196 = -114387.813026 nChanged 2 SP:Iteration 5Q (19949.030000 sec): 3 clusters Score: Raw -117703.014529 + Penalty 3313.081196 = -114389.933333 nChanged 5 SP:Iteration 6Q (19949.280000 sec): 3 clusters Score: Raw -117710.941195 + Penalty 3313.081196 = -114397.859998 nChanged 5 SP:Iteration 7Q (19949.450000 sec): 3 clusters Score: Raw -117727.709878 + Penalty 3313.081196 = -114414.628681 nChanged 4 SP:Iteration 8Q (19949.630000 sec): 3 clusters Score: Raw -117736.484873 + Penalty 3313.081196 = -114423.403677 nChanged 4 SP:Iteration 9Q (19949.850000 sec): 3 clusters Score: Raw -117744.296502 + Penalty 3313.081196 = -114431.215306 nChanged 5 SP:Iteration 10Q (19950.030000 sec): 3 clusters Score: Raw -117750.077773 + Penalty 3313.081196 = -114436.996577 nChanged 2 SP:Iteration 11Q (19950.190000 sec): 3 clusters Score: Raw -117752.950914 + Penalty 3313.081196 = -114439.869718 nChanged 2 SP:Iteration 12Q (19950.370000 sec): 3 clusters Score: Raw -117756.024669 + Penalty 3313.081196 = -114442.943473 nChanged 2 SP:Iteration 13Q (19950.580000 sec): 3 clusters Score: Raw -117758.837458 + Penalty 3313.081196 = -114445.756262 nChanged 2 SP:Iteration 14Q (19950.730000 sec): 3 clusters Score: Raw -117762.114067 + Penalty 3313.081196 = -114449.032871 nChanged 2 SP:Iteration 15Q (19950.940000 sec): 3 clusters Score: Raw -117763.776663 + Penalty 3313.081196 = -114450.695467 nChanged 1 SP:Iteration 16Q (19951.120000 sec): 3 clusters Score: Raw -117765.424727 + Penalty 3313.081196 = -114452.343531 nChanged 0 SP:Iteration 17F (19951.360000 sec): 3 clusters Score: Raw -117765.424727 + Penalty 3313.081196 = -114452.343531 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19951.420000 sec): 2 clusters Score: Raw -76175.975225 + Penalty 1553.794701 = -74622.180524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19951.640000 sec): 3 clusters Score: Raw -76191.641803 + Penalty 3107.589402 = -73084.052402 nChanged 93 SP:Iteration 1F (19951.850000 sec): 3 clusters Score: Raw -76377.065310 + Penalty 3107.589402 = -73269.475909 nChanged 27 SP:Iteration 2F (19952.050000 sec): 3 clusters Score: Raw -76445.652818 + Penalty 3107.589402 = -73338.063417 nChanged 13 SP:Iteration 3Q (19952.250000 sec): 3 clusters Score: Raw -76466.061725 + Penalty 3107.589402 = -73358.472324 nChanged 1 SP:Iteration 4Q (19952.430000 sec): 3 clusters Score: Raw -76468.694555 + Penalty 3107.589402 = -73361.105153 nChanged 1 SP:Iteration 5Q (19952.570000 sec): 3 clusters Score: Raw -76474.236279 + Penalty 3107.589402 = -73366.646877 nChanged 2 SP:Iteration 6Q (19952.750000 sec): 3 clusters Score: Raw -76477.605198 + Penalty 3107.589402 = -73370.015797 nChanged 2 SP:Iteration 7Q (19952.970000 sec): 3 clusters Score: Raw -76480.220097 + Penalty 3107.589402 = -73372.630695 nChanged 1 SP:Iteration 8Q (19953.080000 sec): 3 clusters Score: Raw -76484.839557 + Penalty 3107.589402 = -73377.250156 nChanged 2 SP:Iteration 9Q (19953.260000 sec): 3 clusters Score: Raw -76490.280879 + Penalty 3107.589402 = -73382.691478 nChanged 1 SP:Iteration 10Q (19953.430000 sec): 3 clusters Score: Raw -76491.863788 + Penalty 3107.589402 = -73384.274386 nChanged 0 SP:Iteration 11F (19953.630000 sec): 3 clusters Score: Raw -76491.863788 + Penalty 3107.589402 = -73384.274386 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19953.680000 sec): 2 clusters Score: Raw -39909.394216 + Penalty 1406.130469 = -38503.263747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19953.850000 sec): 3 clusters Score: Raw -40072.828284 + Penalty 2812.260938 = -37260.567346 nChanged 37 SP:Iteration 1F (19954.080000 sec): 3 clusters Score: Raw -40217.487212 + Penalty 2812.260938 = -37405.226274 nChanged 11 SP:Iteration 2Q (19954.230000 sec): 3 clusters Score: Raw -40268.758052 + Penalty 2812.260938 = -37456.497114 nChanged 3 SP:Iteration 3Q (19954.430000 sec): 3 clusters Score: Raw -40276.478521 + Penalty 2812.260938 = -37464.217583 nChanged 1 SP:Iteration 4Q (19954.590000 sec): 3 clusters Score: Raw -40279.277591 + Penalty 2812.260938 = -37467.016653 nChanged 1 SP:Iteration 5Q (19954.800000 sec): 3 clusters Score: Raw -40283.961688 + Penalty 2812.260938 = -37471.700750 nChanged 1 SP:Iteration 6Q (19955.000000 sec): 3 clusters Score: Raw -40285.684113 + Penalty 2812.260938 = -37473.423175 nChanged 0 SP:Iteration 7F (19955.160000 sec): 3 clusters Score: Raw -40285.684113 + Penalty 2812.260938 = -37473.423175 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19955.240000 sec): 2 clusters Score: Raw -24743.026630 + Penalty 1313.982707 = -23429.043923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19955.450000 sec): 3 clusters Score: Raw -25020.106008 + Penalty 2627.965414 = -22392.140594 nChanged 21 SP:Iteration 1F (19955.650000 sec): 3 clusters Score: Raw -25130.080504 + Penalty 2627.965414 = -22502.115090 nChanged 5 SP:Iteration 2Q (19955.840000 sec): 3 clusters Score: Raw -25159.161874 + Penalty 2627.965414 = -22531.196461 nChanged 3 SP:Iteration 3Q (19956.060000 sec): 3 clusters Score: Raw -25180.404764 + Penalty 2627.965414 = -22552.439350 nChanged 2 SP:Iteration 4Q (19956.220000 sec): 3 clusters Score: Raw -25192.252551 + Penalty 2627.965414 = -22564.287137 nChanged 2 SP:Iteration 5Q (19956.420000 sec): 3 clusters Score: Raw -25221.920603 + Penalty 2627.965414 = -22593.955190 nChanged 4 SP:Iteration 6Q (19956.620000 sec): 3 clusters Score: Raw -25276.715183 + Penalty 2627.965414 = -22648.749769 nChanged 4 SP:Iteration 7Q (19956.800000 sec): 3 clusters Score: Raw -25434.062244 + Penalty 2627.965414 = -22806.096831 nChanged 6 SP:Iteration 8Q (19957.020000 sec): 3 clusters Score: Raw -25493.825885 + Penalty 2627.965414 = -22865.860471 nChanged 5 SP:Iteration 9Q (19957.200000 sec): 3 clusters Score: Raw -25530.818519 + Penalty 2627.965414 = -22902.853105 nChanged 1 SP:Iteration 10Q (19957.330000 sec): 3 clusters Score: Raw -25533.440391 + Penalty 2627.965414 = -22905.474977 nChanged 0 SP:Iteration 11F (19957.550000 sec): 3 clusters Score: Raw -25533.440391 + Penalty 2627.965414 = -22905.474977 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19957.650000 sec): 2 clusters Score: Raw -119991.844662 + Penalty 1654.977896 = -118336.866766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19957.840000 sec): 3 clusters Score: Raw -119864.340667 + Penalty 3309.955792 = -116554.384875 nChanged 184 SP:Iteration 1F (19958.010000 sec): 3 clusters Score: Raw -120115.072934 + Penalty 3309.955792 = -116805.117142 nChanged 60 SP:Iteration 2F (19958.160000 sec): 3 clusters Score: Raw -120235.855750 + Penalty 3309.955792 = -116925.899958 nChanged 27 SP:Iteration 3Q (19958.380000 sec): 3 clusters Score: Raw -120299.649763 + Penalty 3309.955792 = -116989.693971 nChanged 23 SP:Iteration 4Q (19958.560000 sec): 3 clusters Score: Raw -120363.297015 + Penalty 3309.955792 = -117053.341223 nChanged 25 SP:Iteration 5Q (19958.770000 sec): 3 clusters Score: Raw -120464.044079 + Penalty 3309.955792 = -117154.088287 nChanged 29 SP:Iteration 6Q (19958.970000 sec): 3 clusters Score: Raw -120566.782164 + Penalty 3309.955792 = -117256.826372 nChanged 28 SP:Iteration 7Q (19959.160000 sec): 3 clusters Score: Raw -120660.390121 + Penalty 3309.955792 = -117350.434329 nChanged 16 SP:Iteration 8Q (19959.320000 sec): 3 clusters Score: Raw -120701.098093 + Penalty 3309.955792 = -117391.142301 nChanged 10 SP:Iteration 9Q (19959.500000 sec): 3 clusters Score: Raw -120732.787372 + Penalty 3309.955792 = -117422.831580 nChanged 12 SP:Iteration 10Q (19959.680000 sec): 3 clusters Score: Raw -120767.460277 + Penalty 3309.955792 = -117457.504485 nChanged 14 SP:Iteration 11Q (19959.900000 sec): 3 clusters Score: Raw -120789.587904 + Penalty 3309.955792 = -117479.632112 nChanged 6 SP:Iteration 12Q (19960.120000 sec): 3 clusters Score: Raw -120797.094438 + Penalty 3309.955792 = -117487.138646 nChanged 2 SP:Iteration 13Q (19960.330000 sec): 3 clusters Score: Raw -120799.125394 + Penalty 3309.955792 = -117489.169602 nChanged 1 SP:Iteration 14Q (19960.550000 sec): 3 clusters Score: Raw -120800.399860 + Penalty 3309.955792 = -117490.444068 nChanged 1 SP:Iteration 15Q (19960.760000 sec): 3 clusters Score: Raw -120801.191271 + Penalty 3309.955792 = -117491.235479 nChanged 0 SP:Iteration 16F (19960.930000 sec): 3 clusters Score: Raw -120802.615597 + Penalty 3309.955792 = -117492.659805 nChanged 1 SP:Iteration 17Q (19961.120000 sec): 3 clusters Score: Raw -120804.433409 + Penalty 3309.955792 = -117494.477617 nChanged 1 SP:Iteration 18Q (19961.260000 sec): 3 clusters Score: Raw -120805.057519 + Penalty 3309.955792 = -117495.101727 nChanged 1 SP:Iteration 19Q (19961.420000 sec): 3 clusters Score: Raw -120808.482593 + Penalty 3309.955792 = -117498.526801 nChanged 2 SP:Iteration 20F (19961.620000 sec): 3 clusters Score: Raw -120811.866581 + Penalty 3309.955792 = -117501.910789 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19961.660000 sec): 2 clusters Score: Raw -115623.391286 + Penalty 1651.504892 = -113971.886394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19961.820000 sec): 3 clusters Score: Raw -115495.244346 + Penalty 3303.009784 = -112192.234562 nChanged 170 SP:Iteration 1F (19962.020000 sec): 3 clusters Score: Raw -115717.177927 + Penalty 3303.009784 = -112414.168143 nChanged 44 SP:Iteration 2F (19962.160000 sec): 3 clusters Score: Raw -115825.397639 + Penalty 3303.009784 = -112522.387855 nChanged 32 SP:Iteration 3Q (19962.340000 sec): 3 clusters Score: Raw -115908.495410 + Penalty 3303.009784 = -112605.485626 nChanged 35 SP:Iteration 4Q (19962.520000 sec): 3 clusters Score: Raw -116005.824408 + Penalty 3303.009784 = -112702.814624 nChanged 29 SP:Iteration 5Q (19962.700000 sec): 3 clusters Score: Raw -116071.848001 + Penalty 3303.009784 = -112768.838217 nChanged 30 SP:Iteration 6Q (19962.920000 sec): 3 clusters Score: Raw -116141.437660 + Penalty 3303.009784 = -112838.427876 nChanged 29 SP:Iteration 7Q (19963.060000 sec): 3 clusters Score: Raw -116210.319333 + Penalty 3303.009784 = -112907.309549 nChanged 20 SP:Iteration 8Q (19963.250000 sec): 3 clusters Score: Raw -116254.739869 + Penalty 3303.009784 = -112951.730085 nChanged 16 SP:Iteration 9Q (19963.440000 sec): 3 clusters Score: Raw -116299.705051 + Penalty 3303.009784 = -112996.695267 nChanged 13 SP:Iteration 10Q (19963.620000 sec): 3 clusters Score: Raw -116341.754142 + Penalty 3303.009784 = -113038.744358 nChanged 15 SP:Iteration 11Q (19963.820000 sec): 3 clusters Score: Raw -116379.873981 + Penalty 3303.009784 = -113076.864197 nChanged 13 SP:Iteration 12Q (19963.980000 sec): 3 clusters Score: Raw -116412.738847 + Penalty 3303.009784 = -113109.729063 nChanged 11 SP:Iteration 13Q (19964.150000 sec): 3 clusters Score: Raw -116432.208126 + Penalty 3303.009784 = -113129.198342 nChanged 7 SP:Iteration 14Q (19964.340000 sec): 3 clusters Score: Raw -116446.068642 + Penalty 3303.009784 = -113143.058857 nChanged 7 SP:Iteration 15Q (19964.590000 sec): 3 clusters Score: Raw -116460.443212 + Penalty 3303.009784 = -113157.433428 nChanged 6 SP:Iteration 16Q (19964.790000 sec): 3 clusters Score: Raw -116472.745430 + Penalty 3303.009784 = -113169.735645 nChanged 6 SP:Iteration 17Q (19964.960000 sec): 3 clusters Score: Raw -116479.979360 + Penalty 3303.009784 = -113176.969575 nChanged 3 SP:Iteration 18Q (19965.170000 sec): 3 clusters Score: Raw -116484.451407 + Penalty 3303.009784 = -113181.441623 nChanged 2 SP:Iteration 19Q (19965.330000 sec): 3 clusters Score: Raw -116486.527334 + Penalty 3303.009784 = -113183.517550 nChanged 0 SP:Iteration 20F (19965.520000 sec): 3 clusters Score: Raw -116487.557687 + Penalty 3303.009784 = -113184.547903 nChanged 1 SP:Iteration 21Q (19965.750000 sec): 3 clusters Score: Raw -116494.966716 + Penalty 3303.009784 = -113191.956932 nChanged 3 SP:Iteration 22Q (19965.950000 sec): 3 clusters Score: Raw -116500.555122 + Penalty 3303.009784 = -113197.545338 nChanged 3 SP:Iteration 23Q (19966.170000 sec): 3 clusters Score: Raw -116505.000303 + Penalty 3303.009784 = -113201.990519 nChanged 2 SP:Iteration 24Q (19966.360000 sec): 3 clusters Score: Raw -116510.744712 + Penalty 3303.009784 = -113207.734928 nChanged 2 SP:Iteration 25Q (19966.560000 sec): 3 clusters Score: Raw -116514.809541 + Penalty 3303.009784 = -113211.799757 nChanged 1 SP:Iteration 26Q (19966.740000 sec): 3 clusters Score: Raw -116516.467854 + Penalty 3303.009784 = -113213.458070 nChanged 0 SP:Iteration 27F (19966.930000 sec): 3 clusters Score: Raw -116516.467854 + Penalty 3303.009784 = -113213.458070 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19967.020000 sec): 2 clusters Score: Raw -35125.097534 + Penalty 1368.328318 = -33756.769216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19967.220000 sec): 3 clusters Score: Raw -35294.217126 + Penalty 2736.656637 = -32557.560489 nChanged 25 SP:Iteration 1F (19967.420000 sec): 3 clusters Score: Raw -35387.370729 + Penalty 2736.656637 = -32650.714092 nChanged 6 SP:Iteration 2Q (19967.610000 sec): 3 clusters Score: Raw -35415.309534 + Penalty 2736.656637 = -32678.652897 nChanged 4 SP:Iteration 3Q (19967.850000 sec): 3 clusters Score: Raw -35431.561695 + Penalty 2736.656637 = -32694.905058 nChanged 0 SP:Iteration 4F (19968.010000 sec): 3 clusters Score: Raw -35431.561695 + Penalty 2736.656637 = -32694.905058 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (59231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19968.420000 sec): 2 clusters Score: Raw -8981819.243994 + Penalty 2725.321682 = -8979093.922312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19968.930000 sec): 3 clusters Score: Raw -8944641.995260 + Penalty 5450.643365 = -8939191.351895 nChanged 27577 SP:Iteration 1F (19969.470000 sec): 3 clusters Score: Raw -8960128.358708 + Penalty 5450.643365 = -8954677.715343 nChanged 2773 SP:Iteration 2Q (19969.950000 sec): 3 clusters Score: Raw -8961134.135302 + Penalty 5450.643365 = -8955683.491937 nChanged 3112 SP:Iteration 3F (19970.510000 sec): 3 clusters Score: Raw -8962521.056542 + Penalty 5450.643365 = -8957070.413178 nChanged 3678 SP:Iteration 4F (19971.000000 sec): 3 clusters Score: Raw -8964526.060388 + Penalty 5450.643365 = -8959075.417023 nChanged 4175 SP:Iteration 5F (19971.500000 sec): 3 clusters Score: Raw -8967253.022632 + Penalty 5450.643365 = -8961802.379267 nChanged 4530 SP:Iteration 6F (19972.080000 sec): 3 clusters Score: Raw -8970656.395760 + Penalty 5450.643365 = -8965205.752395 nChanged 4253 SP:Iteration 7F (19972.540000 sec): 3 clusters Score: Raw -8974091.201789 + Penalty 5450.643365 = -8968640.558425 nChanged 3600 SP:Iteration 8F (19973.090000 sec): 3 clusters Score: Raw -8977133.688252 + Penalty 5450.643365 = -8971683.044887 nChanged 2583 SP:Iteration 9Q (19973.680000 sec): 3 clusters Score: Raw -8979403.426355 + Penalty 5450.643365 = -8973952.782990 nChanged 1609 SP:Iteration 10Q (19974.180000 sec): 3 clusters Score: Raw -8980856.907258 + Penalty 5450.643365 = -8975406.263893 nChanged 866 SP:Iteration 11Q (19974.680000 sec): 3 clusters Score: Raw -8981680.767187 + Penalty 5450.643365 = -8976230.123822 nChanged 464 SP:Iteration 12Q (19975.260000 sec): 3 clusters Score: Raw -8982104.198338 + Penalty 5450.643365 = -8976653.554973 nChanged 269 SP:Iteration 13Q (19975.680000 sec): 3 clusters Score: Raw -8982331.945338 + Penalty 5450.643365 = -8976881.301973 nChanged 167 SP:Iteration 14Q (19976.150000 sec): 3 clusters Score: Raw -8982463.587000 + Penalty 5450.643365 = -8977012.943635 nChanged 113 SP:Iteration 15Q (19976.660000 sec): 3 clusters Score: Raw -8982555.145579 + Penalty 5450.643365 = -8977104.502214 nChanged 90 SP:Iteration 16Q (19977.210000 sec): 3 clusters Score: Raw -8982608.427044 + Penalty 5450.643365 = -8977157.783679 nChanged 66 SP:Iteration 17Q (19977.720000 sec): 3 clusters Score: Raw -8982650.150551 + Penalty 5450.643365 = -8977199.507186 nChanged 61 SP:Iteration 18Q (19978.200000 sec): 3 clusters Score: Raw -8982683.199019 + Penalty 5450.643365 = -8977232.555654 nChanged 39 SP:Iteration 19Q (19978.710000 sec): 3 clusters Score: Raw -8982704.020433 + Penalty 5450.643365 = -8977253.377068 nChanged 37 SP:Iteration 20F (19979.200000 sec): 3 clusters Score: Raw -8982723.387278 + Penalty 5450.643365 = -8977272.743913 nChanged 16 SP:Iteration 21Q (19979.760000 sec): 3 clusters Score: Raw -8982731.743256 + Penalty 5450.643365 = -8977281.099891 nChanged 19 SP:Iteration 22Q (19980.280000 sec): 3 clusters Score: Raw -8982741.374010 + Penalty 5450.643365 = -8977290.730645 nChanged 10 SP:Iteration 23Q (19980.670000 sec): 3 clusters Score: Raw -8982745.698524 + Penalty 5450.643365 = -8977295.055159 nChanged 14 SP:Iteration 24Q (19981.050000 sec): 3 clusters Score: Raw -8982750.985521 + Penalty 5450.643365 = -8977300.342156 nChanged 7 SP:Iteration 25Q (19981.470000 sec): 3 clusters Score: Raw -8982754.337610 + Penalty 5450.643365 = -8977303.694245 nChanged 11 SP:Iteration 26Q (19981.930000 sec): 3 clusters Score: Raw -8982758.925456 + Penalty 5450.643365 = -8977308.282091 nChanged 12 SP:Iteration 27Q (19982.380000 sec): 3 clusters Score: Raw -8982763.001853 + Penalty 5450.643365 = -8977312.358488 nChanged 13 SP:Iteration 28Q (19982.830000 sec): 3 clusters Score: Raw -8982767.526161 + Penalty 5450.643365 = -8977316.882796 nChanged 4 SP:Iteration 29Q (19983.330000 sec): 3 clusters Score: Raw -8982768.403720 + Penalty 5450.643365 = -8977317.760355 nChanged 4 SP:Iteration 30Q (19983.830000 sec): 3 clusters Score: Raw -8982769.282764 + Penalty 5450.643365 = -8977318.639399 nChanged 2 SP:Iteration 31Q (19984.260000 sec): 3 clusters Score: Raw -8982769.982700 + Penalty 5450.643365 = -8977319.339335 nChanged 1 SP:Iteration 32Q (19984.720000 sec): 3 clusters Score: Raw -8982770.136958 + Penalty 5450.643365 = -8977319.493594 nChanged 0 SP:Iteration 33F (19985.250000 sec): 3 clusters Score: Raw -8982770.136958 + Penalty 5450.643365 = -8977319.493594 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19985.350000 sec): 2 clusters Score: Raw -54086.849777 + Penalty 1482.763670 = -52604.086107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19985.520000 sec): 3 clusters Score: Raw -54274.319933 + Penalty 2965.527339 = -51308.792594 nChanged 64 SP:Iteration 1F (19985.690000 sec): 3 clusters Score: Raw -54469.364815 + Penalty 2965.527339 = -51503.837476 nChanged 20 SP:Iteration 2F (19985.870000 sec): 3 clusters Score: Raw -54530.540870 + Penalty 2965.527339 = -51565.013531 nChanged 10 SP:Iteration 3Q (19986.060000 sec): 3 clusters Score: Raw -54546.431853 + Penalty 2965.527339 = -51580.904514 nChanged 2 SP:Iteration 4Q (19986.290000 sec): 3 clusters Score: Raw -54560.964856 + Penalty 2965.527339 = -51595.437516 nChanged 1 SP:Iteration 5Q (19986.460000 sec): 3 clusters Score: Raw -54575.161563 + Penalty 2965.527339 = -51609.634223 nChanged 3 SP:Iteration 6Q (19986.640000 sec): 3 clusters Score: Raw -54587.765255 + Penalty 2965.527339 = -51622.237916 nChanged 2 SP:Iteration 7Q (19986.850000 sec): 3 clusters Score: Raw -54610.199874 + Penalty 2965.527339 = -51644.672534 nChanged 3 SP:Iteration 8Q (19987.020000 sec): 3 clusters Score: Raw -54624.328380 + Penalty 2965.527339 = -51658.801041 nChanged 5 SP:Iteration 9Q (19987.220000 sec): 3 clusters Score: Raw -54633.073750 + Penalty 2965.527339 = -51667.546411 nChanged 4 SP:Iteration 10Q (19987.390000 sec): 3 clusters Score: Raw -54648.646839 + Penalty 2965.527339 = -51683.119500 nChanged 5 SP:Iteration 11Q (19987.570000 sec): 3 clusters Score: Raw -54662.826759 + Penalty 2965.527339 = -51697.299419 nChanged 3 SP:Iteration 12Q (19987.750000 sec): 3 clusters Score: Raw -54670.097701 + Penalty 2965.527339 = -51704.570362 nChanged 4 SP:Iteration 13Q (19987.950000 sec): 3 clusters Score: Raw -54708.396789 + Penalty 2965.527339 = -51742.869450 nChanged 6 SP:Iteration 14Q (19988.130000 sec): 3 clusters Score: Raw -54751.914951 + Penalty 2965.527339 = -51786.387612 nChanged 3 SP:Iteration 15Q (19988.300000 sec): 3 clusters Score: Raw -54760.645738 + Penalty 2965.527339 = -51795.118399 nChanged 4 SP:Iteration 16Q (19988.510000 sec): 3 clusters Score: Raw -54776.363017 + Penalty 2965.527339 = -51810.835678 nChanged 2 SP:Iteration 17Q (19988.670000 sec): 3 clusters Score: Raw -54782.214464 + Penalty 2965.527339 = -51816.687125 nChanged 2 SP:Iteration 18Q (19988.850000 sec): 3 clusters Score: Raw -54787.221211 + Penalty 2965.527339 = -51821.693872 nChanged 0 SP:Iteration 19F (19989.020000 sec): 3 clusters Score: Raw -54787.310982 + Penalty 2965.527339 = -51821.783643 nChanged 1 SP:Iteration 20F (19989.210000 sec): 3 clusters Score: Raw -54794.795959 + Penalty 2965.527339 = -51829.268620 nChanged 3 SP:Iteration 21Q (19989.400000 sec): 3 clusters Score: Raw -54805.963541 + Penalty 2965.527339 = -51840.436202 nChanged 1 SP:Iteration 22Q (19989.610000 sec): 3 clusters Score: Raw -54806.926256 + Penalty 2965.527339 = -51841.398917 nChanged 0 SP:Iteration 23F (19989.770000 sec): 3 clusters Score: Raw -54806.926256 + Penalty 2965.527339 = -51841.398917 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19989.850000 sec): 2 clusters Score: Raw -160550.226437 + Penalty 1741.007296 = -158809.219142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19990.000000 sec): 3 clusters Score: Raw -160273.249197 + Penalty 3482.014591 = -156791.234606 nChanged 296 SP:Iteration 1F (19990.210000 sec): 3 clusters Score: Raw -160575.121410 + Penalty 3482.014591 = -157093.106819 nChanged 70 SP:Iteration 2F (19990.400000 sec): 3 clusters Score: Raw -160662.080325 + Penalty 3482.014591 = -157180.065734 nChanged 36 SP:Iteration 3Q (19990.580000 sec): 3 clusters Score: Raw -160703.321700 + Penalty 3482.014591 = -157221.307109 nChanged 22 SP:Iteration 4Q (19990.780000 sec): 3 clusters Score: Raw -160727.495422 + Penalty 3482.014591 = -157245.480831 nChanged 18 SP:Iteration 5Q (19990.990000 sec): 3 clusters Score: Raw -160756.536976 + Penalty 3482.014591 = -157274.522384 nChanged 16 SP:Iteration 6Q (19991.140000 sec): 3 clusters Score: Raw -160775.374953 + Penalty 3482.014591 = -157293.360362 nChanged 5 SP:Iteration 7Q (19991.330000 sec): 3 clusters Score: Raw -160778.665825 + Penalty 3482.014591 = -157296.651233 nChanged 2 SP:Iteration 8Q (19991.510000 sec): 3 clusters Score: Raw -160780.833442 + Penalty 3482.014591 = -157298.818850 nChanged 2 SP:Iteration 9Q (19991.710000 sec): 3 clusters Score: Raw -160781.921350 + Penalty 3482.014591 = -157299.906758 nChanged 3 SP:Iteration 10Q (19991.880000 sec): 3 clusters Score: Raw -160784.652526 + Penalty 3482.014591 = -157302.637934 nChanged 5 SP:Iteration 11Q (19992.080000 sec): 3 clusters Score: Raw -160788.100392 + Penalty 3482.014591 = -157306.085801 nChanged 1 SP:Iteration 12Q (19992.240000 sec): 3 clusters Score: Raw -160789.180441 + Penalty 3482.014591 = -157307.165849 nChanged 2 SP:Iteration 13Q (19992.430000 sec): 3 clusters Score: Raw -160790.481893 + Penalty 3482.014591 = -157308.467302 nChanged 1 SP:Iteration 14Q (19992.650000 sec): 3 clusters Score: Raw -160791.026028 + Penalty 3482.014591 = -157309.011436 nChanged 1 SP:Iteration 15Q (19992.830000 sec): 3 clusters Score: Raw -160791.625601 + Penalty 3482.014591 = -157309.611009 nChanged 0 SP:Iteration 16F (19992.990000 sec): 3 clusters Score: Raw -160791.625601 + Penalty 3482.014591 = -157309.611009 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19993.120000 sec): 2 clusters Score: Raw -20988.700445 + Penalty 1261.723891 = -19726.976554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19993.290000 sec): 3 clusters Score: Raw -21224.200999 + Penalty 2523.447782 = -18700.753217 nChanged 8 SP:Iteration 1Q (19993.480000 sec): 3 clusters Score: Raw -21276.588381 + Penalty 2523.447782 = -18753.140598 nChanged 2 SP:Iteration 2Q (19993.650000 sec): 3 clusters Score: Raw -21294.337875 + Penalty 2523.447782 = -18770.890092 nChanged 2 SP:Iteration 3Q (19993.820000 sec): 3 clusters Score: Raw -21316.956813 + Penalty 2523.447782 = -18793.509031 nChanged 0 SP:Iteration 4F (19993.990000 sec): 3 clusters Score: Raw -21316.956813 + Penalty 2523.447782 = -18793.509031 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19994.060000 sec): 2 clusters Score: Raw -124413.375127 + Penalty 1670.767806 = -122742.607322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19994.240000 sec): 3 clusters Score: Raw -124321.471994 + Penalty 3341.535611 = -120979.936383 nChanged 198 SP:Iteration 1F (19994.410000 sec): 3 clusters Score: Raw -124570.454676 + Penalty 3341.535611 = -121228.919064 nChanged 39 SP:Iteration 2Q (19994.600000 sec): 3 clusters Score: Raw -124613.815105 + Penalty 3341.535611 = -121272.279494 nChanged 15 SP:Iteration 3Q (19994.790000 sec): 3 clusters Score: Raw -124633.440281 + Penalty 3341.535611 = -121291.904670 nChanged 11 SP:Iteration 4Q (19994.950000 sec): 3 clusters Score: Raw -124649.289730 + Penalty 3341.535611 = -121307.754119 nChanged 3 SP:Iteration 5Q (19995.090000 sec): 3 clusters Score: Raw -124653.766834 + Penalty 3341.535611 = -121312.231222 nChanged 4 SP:Iteration 6Q (19995.300000 sec): 3 clusters Score: Raw -124659.025631 + Penalty 3341.535611 = -121317.490020 nChanged 5 SP:Iteration 7Q (19995.460000 sec): 3 clusters Score: Raw -124668.012662 + Penalty 3341.535611 = -121326.477051 nChanged 5 SP:Iteration 8Q (19995.660000 sec): 3 clusters Score: Raw -124675.146184 + Penalty 3341.535611 = -121333.610573 nChanged 3 SP:Iteration 9Q (19995.840000 sec): 3 clusters Score: Raw -124679.844375 + Penalty 3341.535611 = -121338.308764 nChanged 2 SP:Iteration 10Q (19996.030000 sec): 3 clusters Score: Raw -124682.096642 + Penalty 3341.535611 = -121340.561031 nChanged 2 SP:Iteration 11Q (19996.190000 sec): 3 clusters Score: Raw -124684.781874 + Penalty 3341.535611 = -121343.246262 nChanged 1 SP:Iteration 12Q (19996.400000 sec): 3 clusters Score: Raw -124685.513103 + Penalty 3341.535611 = -121343.977492 nChanged 1 SP:Iteration 13Q (19996.550000 sec): 3 clusters Score: Raw -124686.294999 + Penalty 3341.535611 = -121344.759388 nChanged 0 SP:Iteration 14F (19996.730000 sec): 3 clusters Score: Raw -124686.294999 + Penalty 3341.535611 = -121344.759388 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19996.820000 sec): 2 clusters Score: Raw -26515.477247 + Penalty 1310.234525 = -25205.242722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19996.970000 sec): 3 clusters Score: Raw -26731.293178 + Penalty 2620.469049 = -24110.824128 nChanged 22 SP:Iteration 1F (19997.120000 sec): 3 clusters Score: Raw -26817.730870 + Penalty 2620.469049 = -24197.261821 nChanged 2 SP:Iteration 2Q (19997.270000 sec): 3 clusters Score: Raw -26838.877424 + Penalty 2620.469049 = -24218.408374 nChanged 3 SP:Iteration 3Q (19997.450000 sec): 3 clusters Score: Raw -26854.393440 + Penalty 2620.469049 = -24233.924391 nChanged 0 SP:Iteration 4F (19997.600000 sec): 3 clusters Score: Raw -26854.393440 + Penalty 2620.469049 = -24233.924391 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19997.680000 sec): 2 clusters Score: Raw -110382.134612 + Penalty 1636.092134 = -108746.042478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19997.860000 sec): 3 clusters Score: Raw -110338.417203 + Penalty 3272.184268 = -107066.232934 nChanged 184 SP:Iteration 1F (19998.070000 sec): 3 clusters Score: Raw -110611.712548 + Penalty 3272.184268 = -107339.528280 nChanged 53 SP:Iteration 2F (19998.240000 sec): 3 clusters Score: Raw -110696.219700 + Penalty 3272.184268 = -107424.035432 nChanged 23 SP:Iteration 3Q (19998.420000 sec): 3 clusters Score: Raw -110737.177659 + Penalty 3272.184268 = -107464.993391 nChanged 15 SP:Iteration 4Q (19998.630000 sec): 3 clusters Score: Raw -110761.480383 + Penalty 3272.184268 = -107489.296115 nChanged 11 SP:Iteration 5Q (19998.800000 sec): 3 clusters Score: Raw -110780.361106 + Penalty 3272.184268 = -107508.176838 nChanged 12 SP:Iteration 6Q (19998.960000 sec): 3 clusters Score: Raw -110799.164689 + Penalty 3272.184268 = -107526.980421 nChanged 13 SP:Iteration 7Q (19999.130000 sec): 3 clusters Score: Raw -110824.386759 + Penalty 3272.184268 = -107552.202491 nChanged 8 SP:Iteration 8Q (19999.290000 sec): 3 clusters Score: Raw -110857.139088 + Penalty 3272.184268 = -107584.954820 nChanged 9 SP:Iteration 9Q (19999.440000 sec): 3 clusters Score: Raw -110885.185187 + Penalty 3272.184268 = -107613.000919 nChanged 16 SP:Iteration 10Q (19999.610000 sec): 3 clusters Score: Raw -110930.867342 + Penalty 3272.184268 = -107658.683074 nChanged 18 SP:Iteration 11Q (19999.830000 sec): 3 clusters Score: Raw -110974.649842 + Penalty 3272.184268 = -107702.465574 nChanged 18 SP:Iteration 12Q (20000.030000 sec): 3 clusters Score: Raw -111014.820544 + Penalty 3272.184268 = -107742.636276 nChanged 13 SP:Iteration 13Q (20000.190000 sec): 3 clusters Score: Raw -111051.594249 + Penalty 3272.184268 = -107779.409981 nChanged 11 SP:Iteration 14Q (20000.350000 sec): 3 clusters Score: Raw -111086.953549 + Penalty 3272.184268 = -107814.769281 nChanged 8 SP:Iteration 15Q (20000.510000 sec): 3 clusters Score: Raw -111120.289766 + Penalty 3272.184268 = -107848.105498 nChanged 9 SP:Iteration 16Q (20000.670000 sec): 3 clusters Score: Raw -111175.065836 + Penalty 3272.184268 = -107902.881568 nChanged 14 SP:Iteration 17Q (20000.830000 sec): 3 clusters Score: Raw -111240.771907 + Penalty 3272.184268 = -107968.587639 nChanged 9 SP:Iteration 18Q (20001.020000 sec): 3 clusters Score: Raw -111267.366943 + Penalty 3272.184268 = -107995.182675 nChanged 7 SP:Iteration 19Q (20001.160000 sec): 3 clusters Score: Raw -111281.581838 + Penalty 3272.184268 = -108009.397569 nChanged 3 SP:Iteration 20F (20001.350000 sec): 3 clusters Score: Raw -111286.566082 + Penalty 3272.184268 = -108014.381814 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (72465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20001.720000 sec): 2 clusters Score: Raw -10889006.985146 + Penalty 2775.333023 = -10886231.652123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20002.270000 sec): 3 clusters Score: Raw -10843176.817443 + Penalty 5550.666047 = -10837626.151396 nChanged 33874 SP:Iteration 1F (20002.840000 sec): 3 clusters Score: Raw -10862640.097780 + Penalty 5550.666047 = -10857089.431733 nChanged 2987 SP:Iteration 2Q (20003.480000 sec): 3 clusters Score: Raw -10863526.952301 + Penalty 5550.666047 = -10857976.286254 nChanged 2881 SP:Iteration 3Q (20004.040000 sec): 3 clusters Score: Raw -10864475.849783 + Penalty 5550.666047 = -10858925.183736 nChanged 3064 SP:Iteration 4Q (20004.610000 sec): 3 clusters Score: Raw -10865623.445378 + Penalty 5550.666047 = -10860072.779331 nChanged 3241 SP:Iteration 5Q (20005.230000 sec): 3 clusters Score: Raw -10866978.614300 + Penalty 5550.666047 = -10861427.948253 nChanged 3430 SP:Iteration 6Q (20005.900000 sec): 3 clusters Score: Raw -10868502.155710 + Penalty 5550.666047 = -10862951.489663 nChanged 3586 SP:Iteration 7Q (20006.500000 sec): 3 clusters Score: Raw -10870268.946150 + Penalty 5550.666047 = -10864718.280103 nChanged 3572 SP:Iteration 8Q (20007.090000 sec): 3 clusters Score: Raw -10872096.929132 + Penalty 5550.666047 = -10866546.263085 nChanged 3524 SP:Iteration 9Q (20007.690000 sec): 3 clusters Score: Raw -10873942.841108 + Penalty 5550.666047 = -10868392.175061 nChanged 3356 SP:Iteration 10Q (20008.370000 sec): 3 clusters Score: Raw -10875640.405575 + Penalty 5550.666047 = -10870089.739528 nChanged 2941 SP:Iteration 11Q (20008.940000 sec): 3 clusters Score: Raw -10876946.680227 + Penalty 5550.666047 = -10871396.014180 nChanged 2334 SP:Iteration 12Q (20009.560000 sec): 3 clusters Score: Raw -10877767.063302 + Penalty 5550.666047 = -10872216.397255 nChanged 1685 SP:Iteration 13Q (20010.170000 sec): 3 clusters Score: Raw -10878227.658416 + Penalty 5550.666047 = -10872676.992369 nChanged 1283 SP:Iteration 14Q (20010.730000 sec): 3 clusters Score: Raw -10878529.881375 + Penalty 5550.666047 = -10872979.215328 nChanged 975 SP:Iteration 15Q (20011.340000 sec): 3 clusters Score: Raw -10878732.624397 + Penalty 5550.666047 = -10873181.958351 nChanged 807 SP:Iteration 16Q (20011.930000 sec): 3 clusters Score: Raw -10878899.929436 + Penalty 5550.666047 = -10873349.263389 nChanged 712 SP:Iteration 17Q (20012.550000 sec): 3 clusters Score: Raw -10879072.702251 + Penalty 5550.666047 = -10873522.036204 nChanged 716 SP:Iteration 18Q (20013.160000 sec): 3 clusters Score: Raw -10879265.739579 + Penalty 5550.666047 = -10873715.073532 nChanged 766 SP:Iteration 19Q (20013.770000 sec): 3 clusters Score: Raw -10879495.248996 + Penalty 5550.666047 = -10873944.582949 nChanged 857 SP:Iteration 20F (20014.340000 sec): 3 clusters Score: Raw -10879768.085691 + Penalty 5550.666047 = -10874217.419644 nChanged 905 SP:Iteration 21Q (20014.940000 sec): 3 clusters Score: Raw -10880087.985652 + Penalty 5550.666047 = -10874537.319605 nChanged 981 SP:Iteration 22Q (20015.560000 sec): 3 clusters Score: Raw -10880426.005983 + Penalty 5550.666047 = -10874875.339936 nChanged 1036 SP:Iteration 23Q (20016.150000 sec): 3 clusters Score: Raw -10880793.653432 + Penalty 5550.666047 = -10875242.987385 nChanged 1026 SP:Iteration 24Q (20016.690000 sec): 3 clusters Score: Raw -10881141.728260 + Penalty 5550.666047 = -10875591.062213 nChanged 1022 SP:Iteration 25Q (20017.230000 sec): 3 clusters Score: Raw -10881476.800739 + Penalty 5550.666047 = -10875926.134692 nChanged 1006 SP:Iteration 26Q (20017.830000 sec): 3 clusters Score: Raw -10881788.730356 + Penalty 5550.666047 = -10876238.064309 nChanged 961 SP:Iteration 27Q (20018.440000 sec): 3 clusters Score: Raw -10882089.809088 + Penalty 5550.666047 = -10876539.143041 nChanged 887 SP:Iteration 28Q (20019.060000 sec): 3 clusters Score: Raw -10882349.294546 + Penalty 5550.666047 = -10876798.628499 nChanged 848 SP:Iteration 29Q (20019.640000 sec): 3 clusters Score: Raw -10882598.075900 + Penalty 5550.666047 = -10877047.409853 nChanged 819 SP:Iteration 30Q (20020.190000 sec): 3 clusters Score: Raw -10882830.826824 + Penalty 5550.666047 = -10877280.160777 nChanged 793 SP:Iteration 31Q (20020.760000 sec): 3 clusters Score: Raw -10883048.301123 + Penalty 5550.666047 = -10877497.635076 nChanged 786 SP:Iteration 32Q (20021.360000 sec): 3 clusters Score: Raw -10883260.234692 + Penalty 5550.666047 = -10877709.568645 nChanged 761 SP:Iteration 33Q (20021.920000 sec): 3 clusters Score: Raw -10883465.652419 + Penalty 5550.666047 = -10877914.986372 nChanged 711 SP:Iteration 34Q (20022.540000 sec): 3 clusters Score: Raw -10883646.621157 + Penalty 5550.666047 = -10878095.955110 nChanged 688 SP:Iteration 35Q (20023.140000 sec): 3 clusters Score: Raw -10883814.895996 + Penalty 5550.666047 = -10878264.229949 nChanged 650 SP:Iteration 36Q (20023.680000 sec): 3 clusters Score: Raw -10883964.169859 + Penalty 5550.666047 = -10878413.503812 nChanged 588 SP:Iteration 37Q (20024.270000 sec): 3 clusters Score: Raw -10884092.060202 + Penalty 5550.666047 = -10878541.394155 nChanged 589 SP:Iteration 38Q (20024.790000 sec): 3 clusters Score: Raw -10884225.781972 + Penalty 5550.666047 = -10878675.115925 nChanged 576 SP:Iteration 39Q (20025.350000 sec): 3 clusters Score: Raw -10884356.960562 + Penalty 5550.666047 = -10878806.294515 nChanged 559 SP:Iteration 40F (20025.980000 sec): 3 clusters Score: Raw -10884493.045270 + Penalty 5550.666047 = -10878942.379223 nChanged 622 SP:Iteration 41Q (20026.560000 sec): 3 clusters Score: Raw -10884645.199022 + Penalty 5550.666047 = -10879094.532975 nChanged 635 SP:Iteration 42Q (20027.130000 sec): 3 clusters Score: Raw -10884802.427857 + Penalty 5550.666047 = -10879251.761810 nChanged 615 SP:Iteration 43Q (20027.660000 sec): 3 clusters Score: Raw -10884962.257056 + Penalty 5550.666047 = -10879411.591009 nChanged 630 SP:Iteration 44Q (20028.230000 sec): 3 clusters Score: Raw -10885130.393444 + Penalty 5550.666047 = -10879579.727398 nChanged 646 SP:Iteration 45Q (20028.800000 sec): 3 clusters Score: Raw -10885300.532954 + Penalty 5550.666047 = -10879749.866907 nChanged 586 SP:Iteration 46Q (20029.390000 sec): 3 clusters Score: Raw -10885454.495202 + Penalty 5550.666047 = -10879903.829155 nChanged 614 SP:Iteration 47Q (20029.970000 sec): 3 clusters Score: Raw -10885611.073476 + Penalty 5550.666047 = -10880060.407429 nChanged 601 SP:Iteration 48Q (20030.590000 sec): 3 clusters Score: Raw -10885770.873915 + Penalty 5550.666047 = -10880220.207868 nChanged 611 SP:Iteration 49Q (20031.130000 sec): 3 clusters Score: Raw -10885941.496236 + Penalty 5550.666047 = -10880390.830189 nChanged 602 SP:Iteration 50Q (20031.700000 sec): 3 clusters Score: Raw -10886107.816531 + Penalty 5550.666047 = -10880557.150484 nChanged 627 SP:Iteration 51Q (20032.290000 sec): 3 clusters Score: Raw -10886296.204103 + Penalty 5550.666047 = -10880745.538056 nChanged 636 SP:Iteration 52Q (20032.830000 sec): 3 clusters Score: Raw -10886501.168017 + Penalty 5550.666047 = -10880950.501970 nChanged 666 SP:Iteration 53Q (20033.350000 sec): 3 clusters Score: Raw -10886723.927231 + Penalty 5550.666047 = -10881173.261184 nChanged 651 SP:Iteration 54Q (20033.880000 sec): 3 clusters Score: Raw -10886951.230680 + Penalty 5550.666047 = -10881400.564633 nChanged 628 SP:Iteration 55Q (20034.370000 sec): 3 clusters Score: Raw -10887184.119020 + Penalty 5550.666047 = -10881633.452973 nChanged 614 SP:Iteration 56Q (20034.900000 sec): 3 clusters Score: Raw -10887418.250999 + Penalty 5550.666047 = -10881867.584952 nChanged 573 SP:Iteration 57Q (20035.440000 sec): 3 clusters Score: Raw -10887647.487052 + Penalty 5550.666047 = -10882096.821005 nChanged 544 SP:Iteration 58Q (20036.050000 sec): 3 clusters Score: Raw -10887858.237786 + Penalty 5550.666047 = -10882307.571739 nChanged 510 SP:Iteration 59Q (20036.580000 sec): 3 clusters Score: Raw -10888080.781624 + Penalty 5550.666047 = -10882530.115577 nChanged 491 SP:Iteration 60F (20037.210000 sec): 3 clusters Score: Raw -10888301.998060 + Penalty 5550.666047 = -10882751.332013 nChanged 414 SP:Iteration 61Q (20037.710000 sec): 3 clusters Score: Raw -10888495.026921 + Penalty 5550.666047 = -10882944.360874 nChanged 350 SP:Iteration 62Q (20038.250000 sec): 3 clusters Score: Raw -10888652.118205 + Penalty 5550.666047 = -10883101.452158 nChanged 295 SP:Iteration 63Q (20038.820000 sec): 3 clusters Score: Raw -10888783.614284 + Penalty 5550.666047 = -10883232.948237 nChanged 253 SP:Iteration 64Q (20039.330000 sec): 3 clusters Score: Raw -10888909.184159 + Penalty 5550.666047 = -10883358.518112 nChanged 211 SP:Iteration 65Q (20039.890000 sec): 3 clusters Score: Raw -10889015.067053 + Penalty 5550.666047 = -10883464.401006 nChanged 174 SP:Iteration 66Q (20040.380000 sec): 3 clusters Score: Raw -10889098.390028 + Penalty 5550.666047 = -10883547.723981 nChanged 130 SP:Iteration 67Q (20040.930000 sec): 3 clusters Score: Raw -10889158.062891 + Penalty 5550.666047 = -10883607.396844 nChanged 105 SP:Iteration 68Q (20041.450000 sec): 3 clusters Score: Raw -10889211.747959 + Penalty 5550.666047 = -10883661.081912 nChanged 85 SP:Iteration 69Q (20041.990000 sec): 3 clusters Score: Raw -10889258.405765 + Penalty 5550.666047 = -10883707.739719 nChanged 70 SP:Iteration 70Q (20042.510000 sec): 3 clusters Score: Raw -10889294.504719 + Penalty 5550.666047 = -10883743.838672 nChanged 66 SP:Iteration 71Q (20043.120000 sec): 3 clusters Score: Raw -10889320.603708 + Penalty 5550.666047 = -10883769.937661 nChanged 35 SP:Iteration 72Q (20043.750000 sec): 3 clusters Score: Raw -10889334.522307 + Penalty 5550.666047 = -10883783.856260 nChanged 30 SP:Iteration 73Q (20044.300000 sec): 3 clusters Score: Raw -10889347.592445 + Penalty 5550.666047 = -10883796.926398 nChanged 26 SP:Iteration 74Q (20044.790000 sec): 3 clusters Score: Raw -10889359.908332 + Penalty 5550.666047 = -10883809.242285 nChanged 24 SP:Iteration 75Q (20045.310000 sec): 3 clusters Score: Raw -10889373.174618 + Penalty 5550.666047 = -10883822.508571 nChanged 23 SP:Iteration 76Q (20045.790000 sec): 3 clusters Score: Raw -10889383.382777 + Penalty 5550.666047 = -10883832.716730 nChanged 22 SP:Iteration 77Q (20046.240000 sec): 3 clusters Score: Raw -10889394.517568 + Penalty 5550.666047 = -10883843.851521 nChanged 18 SP:Iteration 78Q (20046.810000 sec): 3 clusters Score: Raw -10889404.489714 + Penalty 5550.666047 = -10883853.823667 nChanged 19 SP:Iteration 79Q (20047.300000 sec): 3 clusters Score: Raw -10889413.924267 + Penalty 5550.666047 = -10883863.258220 nChanged 18 SP:Iteration 80F (20047.780000 sec): 3 clusters Score: Raw -10889424.063754 + Penalty 5550.666047 = -10883873.397707 nChanged 20 SP:Iteration 81Q (20048.260000 sec): 3 clusters Score: Raw -10889433.350768 + Penalty 5550.666047 = -10883882.684721 nChanged 16 SP:Iteration 82Q (20048.740000 sec): 3 clusters Score: Raw -10889442.656687 + Penalty 5550.666047 = -10883891.990640 nChanged 18 SP:Iteration 83Q (20049.230000 sec): 3 clusters Score: Raw -10889451.547201 + Penalty 5550.666047 = -10883900.881154 nChanged 16 SP:Iteration 84Q (20049.660000 sec): 3 clusters Score: Raw -10889459.160907 + Penalty 5550.666047 = -10883908.494860 nChanged 13 SP:Iteration 85Q (20050.140000 sec): 3 clusters Score: Raw -10889464.191148 + Penalty 5550.666047 = -10883913.525101 nChanged 11 SP:Iteration 86Q (20050.620000 sec): 3 clusters Score: Raw -10889470.276944 + Penalty 5550.666047 = -10883919.610897 nChanged 11 SP:Iteration 87Q (20051.090000 sec): 3 clusters Score: Raw -10889473.339359 + Penalty 5550.666047 = -10883922.673312 nChanged 1 SP:Iteration 88Q (20051.520000 sec): 3 clusters Score: Raw -10889473.570047 + Penalty 5550.666047 = -10883922.904000 nChanged 3 SP:Iteration 89Q (20052.000000 sec): 3 clusters Score: Raw -10889474.766703 + Penalty 5550.666047 = -10883924.100656 nChanged 2 SP:Iteration 90Q (20052.470000 sec): 3 clusters Score: Raw -10889475.452282 + Penalty 5550.666047 = -10883924.786235 nChanged 2 SP:Iteration 91Q (20053.000000 sec): 3 clusters Score: Raw -10889477.043139 + Penalty 5550.666047 = -10883926.377092 nChanged 4 SP:Iteration 92Q (20053.460000 sec): 3 clusters Score: Raw -10889478.484395 + Penalty 5550.666047 = -10883927.818348 nChanged 3 SP:Iteration 93Q (20053.970000 sec): 3 clusters Score: Raw -10889480.051312 + Penalty 5550.666047 = -10883929.385265 nChanged 2 SP:Iteration 94Q (20054.530000 sec): 3 clusters Score: Raw -10889481.279791 + Penalty 5550.666047 = -10883930.613744 nChanged 3 SP:Iteration 95Q (20055.030000 sec): 3 clusters Score: Raw -10889482.533586 + Penalty 5550.666047 = -10883931.867539 nChanged 5 SP:Iteration 96Q (20055.570000 sec): 3 clusters Score: Raw -10889484.720684 + Penalty 5550.666047 = -10883934.054637 nChanged 5 SP:Iteration 97Q (20056.090000 sec): 3 clusters Score: Raw -10889486.798227 + Penalty 5550.666047 = -10883936.132180 nChanged 2 SP:Iteration 98Q (20056.630000 sec): 3 clusters Score: Raw -10889488.785709 + Penalty 5550.666047 = -10883938.119662 nChanged 4 SP:Iteration 99Q (20057.180000 sec): 3 clusters Score: Raw -10889490.141462 + Penalty 5550.666047 = -10883939.475415 nChanged 2 SP:Iteration 100F (20057.720000 sec): 3 clusters Score: Raw -10889490.571070 + Penalty 5550.666047 = -10883939.905023 nChanged 1 SP:Iteration 101Q (20058.190000 sec): 3 clusters Score: Raw -10889490.894965 + Penalty 5550.666047 = -10883940.228918 nChanged 1 SP:Iteration 102Q (20058.710000 sec): 3 clusters Score: Raw -10889491.275312 + Penalty 5550.666047 = -10883940.609265 nChanged 0 SP:Iteration 103F (20059.250000 sec): 3 clusters Score: Raw -10889491.275312 + Penalty 5550.666047 = -10883940.609265 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (1288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20059.340000 sec): 2 clusters Score: Raw -178026.603488 + Penalty 1775.889785 = -176250.713704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20059.530000 sec): 3 clusters Score: Raw -177678.995107 + Penalty 3551.779570 = -174127.215537 nChanged 386 SP:Iteration 1F (20059.720000 sec): 3 clusters Score: Raw -178043.844529 + Penalty 3551.779570 = -174492.064959 nChanged 81 SP:Iteration 2F (20059.910000 sec): 3 clusters Score: Raw -178145.574735 + Penalty 3551.779570 = -174593.795165 nChanged 51 SP:Iteration 3Q (20060.120000 sec): 3 clusters Score: Raw -178214.761150 + Penalty 3551.779570 = -174662.981580 nChanged 40 SP:Iteration 4Q (20060.260000 sec): 3 clusters Score: Raw -178272.786055 + Penalty 3551.779570 = -174721.006486 nChanged 29 SP:Iteration 5Q (20060.450000 sec): 3 clusters Score: Raw -178313.166382 + Penalty 3551.779570 = -174761.386813 nChanged 25 SP:Iteration 6Q (20060.650000 sec): 3 clusters Score: Raw -178350.989942 + Penalty 3551.779570 = -174799.210372 nChanged 20 SP:Iteration 7Q (20060.820000 sec): 3 clusters Score: Raw -178381.051355 + Penalty 3551.779570 = -174829.271785 nChanged 17 SP:Iteration 8Q (20061.000000 sec): 3 clusters Score: Raw -178399.056397 + Penalty 3551.779570 = -174847.276827 nChanged 16 SP:Iteration 9Q (20061.150000 sec): 3 clusters Score: Raw -178418.015126 + Penalty 3551.779570 = -174866.235556 nChanged 14 SP:Iteration 10Q (20061.330000 sec): 3 clusters Score: Raw -178432.379182 + Penalty 3551.779570 = -174880.599612 nChanged 11 SP:Iteration 11Q (20061.530000 sec): 3 clusters Score: Raw -178447.948401 + Penalty 3551.779570 = -174896.168831 nChanged 12 SP:Iteration 12Q (20061.670000 sec): 3 clusters Score: Raw -178463.351557 + Penalty 3551.779570 = -174911.571988 nChanged 9 SP:Iteration 13Q (20061.860000 sec): 3 clusters Score: Raw -178471.397160 + Penalty 3551.779570 = -174919.617590 nChanged 10 SP:Iteration 14Q (20062.040000 sec): 3 clusters Score: Raw -178490.013313 + Penalty 3551.779570 = -174938.233743 nChanged 9 SP:Iteration 15Q (20062.210000 sec): 3 clusters Score: Raw -178504.046114 + Penalty 3551.779570 = -174952.266544 nChanged 15 SP:Iteration 16Q (20062.400000 sec): 3 clusters Score: Raw -178520.647642 + Penalty 3551.779570 = -174968.868072 nChanged 13 SP:Iteration 17Q (20062.550000 sec): 3 clusters Score: Raw -178532.488222 + Penalty 3551.779570 = -174980.708653 nChanged 10 SP:Iteration 18Q (20062.760000 sec): 3 clusters Score: Raw -178538.746763 + Penalty 3551.779570 = -174986.967193 nChanged 4 SP:Iteration 19Q (20062.940000 sec): 3 clusters Score: Raw -178547.540009 + Penalty 3551.779570 = -174995.760440 nChanged 8 SP:Iteration 20F (20063.110000 sec): 3 clusters Score: Raw -178560.385681 + Penalty 3551.779570 = -175008.606111 nChanged 6 SP:Iteration 21Q (20063.280000 sec): 3 clusters Score: Raw -178573.090588 + Penalty 3551.779570 = -175021.311019 nChanged 11 SP:Iteration 22Q (20063.450000 sec): 3 clusters Score: Raw -178584.293022 + Penalty 3551.779570 = -175032.513452 nChanged 7 SP:Iteration 23Q (20063.590000 sec): 3 clusters Score: Raw -178588.327800 + Penalty 3551.779570 = -175036.548230 nChanged 2 SP:Iteration 24Q (20063.780000 sec): 3 clusters Score: Raw -178590.165346 + Penalty 3551.779570 = -175038.385776 nChanged 3 SP:Iteration 25Q (20063.960000 sec): 3 clusters Score: Raw -178592.139296 + Penalty 3551.779570 = -175040.359726 nChanged 2 SP:Iteration 26Q (20064.170000 sec): 3 clusters Score: Raw -178592.930182 + Penalty 3551.779570 = -175041.150612 nChanged 1 SP:Iteration 27Q (20064.350000 sec): 3 clusters Score: Raw -178593.253897 + Penalty 3551.779570 = -175041.474328 nChanged 0 SP:Iteration 28F (20064.510000 sec): 3 clusters Score: Raw -178593.253897 + Penalty 3551.779570 = -175041.474328 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20064.610000 sec): 2 clusters Score: Raw -16122.182843 + Penalty 1189.356055 = -14932.826787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20064.800000 sec): 3 clusters Score: Raw -16428.033895 + Penalty 2378.712111 = -14049.321784 nChanged 1 SP:Iteration 1Q (20064.970000 sec): 3 clusters Score: Raw -16445.780972 + Penalty 2378.712111 = -14067.068861 nChanged 0 SP:Iteration 2F (20065.190000 sec): 3 clusters Score: Raw -16445.780972 + Penalty 2378.712111 = -14067.068861 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20065.290000 sec): 2 clusters Score: Raw -96456.693848 + Penalty 1609.322823 = -94847.371025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20065.430000 sec): 3 clusters Score: Raw -96433.836351 + Penalty 3218.645646 = -93215.190705 nChanged 122 SP:Iteration 1F (20065.660000 sec): 3 clusters Score: Raw -96643.110172 + Penalty 3218.645646 = -93424.464526 nChanged 35 SP:Iteration 2F (20065.840000 sec): 3 clusters Score: Raw -96739.344400 + Penalty 3218.645646 = -93520.698754 nChanged 20 SP:Iteration 3Q (20066.030000 sec): 3 clusters Score: Raw -96791.970989 + Penalty 3218.645646 = -93573.325343 nChanged 18 SP:Iteration 4Q (20066.240000 sec): 3 clusters Score: Raw -96833.277943 + Penalty 3218.645646 = -93614.632297 nChanged 13 SP:Iteration 5Q (20066.400000 sec): 3 clusters Score: Raw -96851.076332 + Penalty 3218.645646 = -93632.430686 nChanged 10 SP:Iteration 6Q (20066.600000 sec): 3 clusters Score: Raw -96866.445403 + Penalty 3218.645646 = -93647.799757 nChanged 0 SP:Iteration 7F (20066.810000 sec): 3 clusters Score: Raw -96866.445403 + Penalty 3218.645646 = -93647.799757 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20066.860000 sec): 2 clusters Score: Raw -40982.754173 + Penalty 1415.363346 = -39567.390827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20067.050000 sec): 3 clusters Score: Raw -41118.924274 + Penalty 2830.726691 = -38288.197583 nChanged 31 SP:Iteration 1F (20067.280000 sec): 3 clusters Score: Raw -41227.143174 + Penalty 2830.726691 = -38396.416483 nChanged 7 SP:Iteration 2Q (20067.440000 sec): 3 clusters Score: Raw -41247.880593 + Penalty 2830.726691 = -38417.153902 nChanged 1 SP:Iteration 3Q (20067.600000 sec): 3 clusters Score: Raw -41254.710993 + Penalty 2830.726691 = -38423.984302 nChanged 2 SP:Iteration 4Q (20067.810000 sec): 3 clusters Score: Raw -41269.163365 + Penalty 2830.726691 = -38438.436674 nChanged 2 SP:Iteration 5Q (20068.030000 sec): 3 clusters Score: Raw -41286.556847 + Penalty 2830.726691 = -38455.830156 nChanged 1 SP:Iteration 6Q (20068.220000 sec): 3 clusters Score: Raw -41290.186425 + Penalty 2830.726691 = -38459.459733 nChanged 0 SP:Iteration 7F (20068.420000 sec): 3 clusters Score: Raw -41290.186425 + Penalty 2830.726691 = -38459.459733 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20068.520000 sec): 2 clusters Score: Raw -73226.016007 + Penalty 1549.514633 = -71676.501374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20068.710000 sec): 3 clusters Score: Raw -73213.114464 + Penalty 3099.029266 = -70114.085198 nChanged 98 SP:Iteration 1F (20068.900000 sec): 3 clusters Score: Raw -73387.236770 + Penalty 3099.029266 = -70288.207505 nChanged 28 SP:Iteration 2F (20069.080000 sec): 3 clusters Score: Raw -73474.615811 + Penalty 3099.029266 = -70375.586545 nChanged 21 SP:Iteration 3Q (20069.250000 sec): 3 clusters Score: Raw -73578.125152 + Penalty 3099.029266 = -70479.095886 nChanged 23 SP:Iteration 4Q (20069.470000 sec): 3 clusters Score: Raw -73662.115798 + Penalty 3099.029266 = -70563.086532 nChanged 21 SP:Iteration 5Q (20069.620000 sec): 3 clusters Score: Raw -73745.752980 + Penalty 3099.029266 = -70646.723714 nChanged 15 SP:Iteration 6Q (20069.820000 sec): 3 clusters Score: Raw -73794.212146 + Penalty 3099.029266 = -70695.182880 nChanged 8 SP:Iteration 7Q (20070.010000 sec): 3 clusters Score: Raw -73826.192767 + Penalty 3099.029266 = -70727.163501 nChanged 12 SP:Iteration 8Q (20070.160000 sec): 3 clusters Score: Raw -73878.551953 + Penalty 3099.029266 = -70779.522687 nChanged 14 SP:Iteration 9Q (20070.340000 sec): 3 clusters Score: Raw -73932.594435 + Penalty 3099.029266 = -70833.565169 nChanged 14 SP:Iteration 10Q (20070.510000 sec): 3 clusters Score: Raw -73992.463378 + Penalty 3099.029266 = -70893.434112 nChanged 6 SP:Iteration 11Q (20070.650000 sec): 3 clusters Score: Raw -74025.042961 + Penalty 3099.029266 = -70926.013695 nChanged 5 SP:Iteration 12Q (20070.850000 sec): 3 clusters Score: Raw -74043.399462 + Penalty 3099.029266 = -70944.370196 nChanged 1 SP:Iteration 13Q (20071.010000 sec): 3 clusters Score: Raw -74046.941364 + Penalty 3099.029266 = -70947.912099 nChanged 1 SP:Iteration 14Q (20071.140000 sec): 3 clusters Score: Raw -74049.980006 + Penalty 3099.029266 = -70950.950741 nChanged 0 SP:Iteration 15F (20071.320000 sec): 3 clusters Score: Raw -74049.980006 + Penalty 3099.029266 = -70950.950741 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20071.420000 sec): 2 clusters Score: Raw -15803.590455 + Penalty 1229.045110 = -14574.545345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20071.610000 sec): 3 clusters Score: Raw -16180.485197 + Penalty 2458.090221 = -13722.394977 nChanged 11 SP:Iteration 1F (20071.870000 sec): 3 clusters Score: Raw -16284.857731 + Penalty 2458.090221 = -13826.767510 nChanged 2 SP:Iteration 2Q (20072.050000 sec): 3 clusters Score: Raw -16296.655370 + Penalty 2458.090221 = -13838.565150 nChanged 1 SP:Iteration 3Q (20072.190000 sec): 3 clusters Score: Raw -16310.654621 + Penalty 2458.090221 = -13852.564400 nChanged 2 SP:Iteration 4Q (20072.430000 sec): 3 clusters Score: Raw -16338.966624 + Penalty 2458.090221 = -13880.876403 nChanged 0 SP:Iteration 5F (20072.640000 sec): 3 clusters Score: Raw -16338.966624 + Penalty 2458.090221 = -13880.876403 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (20519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20072.850000 sec): 2 clusters Score: Raw -3270867.722178 + Penalty 2462.418428 = -3268405.303750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20073.140000 sec): 3 clusters Score: Raw -3258985.554437 + Penalty 4924.836856 = -3254060.717581 nChanged 9014 SP:Iteration 1F (20073.450000 sec): 3 clusters Score: Raw -3264047.625418 + Penalty 4924.836856 = -3259122.788562 nChanged 1206 SP:Iteration 2F (20073.750000 sec): 3 clusters Score: Raw -3264600.593236 + Penalty 4924.836856 = -3259675.756380 nChanged 1134 SP:Iteration 3F (20074.020000 sec): 3 clusters Score: Raw -3265175.840772 + Penalty 4924.836856 = -3260251.003916 nChanged 1155 SP:Iteration 4F (20074.330000 sec): 3 clusters Score: Raw -3265814.308233 + Penalty 4924.836856 = -3260889.471376 nChanged 1151 SP:Iteration 5F (20074.630000 sec): 3 clusters Score: Raw -3266535.033614 + Penalty 4924.836856 = -3261610.196757 nChanged 1182 SP:Iteration 6F (20074.930000 sec): 3 clusters Score: Raw -3267361.690746 + Penalty 4924.836856 = -3262436.853890 nChanged 1045 SP:Iteration 7F (20075.220000 sec): 3 clusters Score: Raw -3268164.712910 + Penalty 4924.836856 = -3263239.876054 nChanged 919 SP:Iteration 8Q (20075.570000 sec): 3 clusters Score: Raw -3268879.965139 + Penalty 4924.836856 = -3263955.128283 nChanged 748 SP:Iteration 9Q (20075.860000 sec): 3 clusters Score: Raw -3269446.149751 + Penalty 4924.836856 = -3264521.312894 nChanged 585 SP:Iteration 10Q (20076.180000 sec): 3 clusters Score: Raw -3269852.606748 + Penalty 4924.836856 = -3264927.769892 nChanged 449 SP:Iteration 11Q (20076.470000 sec): 3 clusters Score: Raw -3270162.822400 + Penalty 4924.836856 = -3265237.985543 nChanged 344 SP:Iteration 12Q (20076.800000 sec): 3 clusters Score: Raw -3270404.343613 + Penalty 4924.836856 = -3265479.506756 nChanged 259 SP:Iteration 13Q (20077.090000 sec): 3 clusters Score: Raw -3270572.423581 + Penalty 4924.836856 = -3265647.586725 nChanged 214 SP:Iteration 14Q (20077.410000 sec): 3 clusters Score: Raw -3270707.741671 + Penalty 4924.836856 = -3265782.904814 nChanged 150 SP:Iteration 15Q (20077.690000 sec): 3 clusters Score: Raw -3270793.518349 + Penalty 4924.836856 = -3265868.681493 nChanged 119 SP:Iteration 16Q (20077.980000 sec): 3 clusters Score: Raw -3270856.616842 + Penalty 4924.836856 = -3265931.779986 nChanged 83 SP:Iteration 17Q (20078.260000 sec): 3 clusters Score: Raw -3270898.888276 + Penalty 4924.836856 = -3265974.051420 nChanged 83 SP:Iteration 18Q (20078.510000 sec): 3 clusters Score: Raw -3270943.022210 + Penalty 4924.836856 = -3266018.185354 nChanged 76 SP:Iteration 19Q (20078.860000 sec): 3 clusters Score: Raw -3270987.194782 + Penalty 4924.836856 = -3266062.357926 nChanged 67 SP:Iteration 20F (20079.130000 sec): 3 clusters Score: Raw -3271016.572478 + Penalty 4924.836856 = -3266091.735622 nChanged 56 SP:Iteration 21Q (20079.440000 sec): 3 clusters Score: Raw -3271043.403078 + Penalty 4924.836856 = -3266118.566222 nChanged 50 SP:Iteration 22Q (20079.740000 sec): 3 clusters Score: Raw -3271065.368776 + Penalty 4924.836856 = -3266140.531919 nChanged 37 SP:Iteration 23Q (20080.040000 sec): 3 clusters Score: Raw -3271081.214661 + Penalty 4924.836856 = -3266156.377804 nChanged 30 SP:Iteration 24Q (20080.320000 sec): 3 clusters Score: Raw -3271092.478395 + Penalty 4924.836856 = -3266167.641539 nChanged 22 SP:Iteration 25Q (20080.610000 sec): 3 clusters Score: Raw -3271104.258616 + Penalty 4924.836856 = -3266179.421760 nChanged 29 SP:Iteration 26Q (20080.900000 sec): 3 clusters Score: Raw -3271121.332320 + Penalty 4924.836856 = -3266196.495464 nChanged 28 SP:Iteration 27Q (20081.240000 sec): 3 clusters Score: Raw -3271137.174541 + Penalty 4924.836856 = -3266212.337685 nChanged 30 SP:Iteration 28Q (20081.520000 sec): 3 clusters Score: Raw -3271154.436253 + Penalty 4924.836856 = -3266229.599397 nChanged 28 SP:Iteration 29Q (20081.800000 sec): 3 clusters Score: Raw -3271167.456392 + Penalty 4924.836856 = -3266242.619535 nChanged 25 SP:Iteration 30Q (20082.080000 sec): 3 clusters Score: Raw -3271178.858944 + Penalty 4924.836856 = -3266254.022088 nChanged 16 SP:Iteration 31Q (20082.420000 sec): 3 clusters Score: Raw -3271185.733961 + Penalty 4924.836856 = -3266260.897105 nChanged 16 SP:Iteration 32Q (20082.680000 sec): 3 clusters Score: Raw -3271191.514883 + Penalty 4924.836856 = -3266266.678027 nChanged 13 SP:Iteration 33Q (20082.980000 sec): 3 clusters Score: Raw -3271196.812860 + Penalty 4924.836856 = -3266271.976004 nChanged 5 SP:Iteration 34Q (20083.240000 sec): 3 clusters Score: Raw -3271198.804355 + Penalty 4924.836856 = -3266273.967499 nChanged 1 SP:Iteration 35Q (20083.540000 sec): 3 clusters Score: Raw -3271198.983708 + Penalty 4924.836856 = -3266274.146852 nChanged 1 SP:Iteration 36Q (20083.900000 sec): 3 clusters Score: Raw -3271199.413265 + Penalty 4924.836856 = -3266274.576409 nChanged 1 SP:Iteration 37Q (20084.200000 sec): 3 clusters Score: Raw -3271199.736734 + Penalty 4924.836856 = -3266274.899878 nChanged 2 SP:Iteration 38Q (20084.560000 sec): 3 clusters Score: Raw -3271200.282622 + Penalty 4924.836856 = -3266275.445765 nChanged 3 SP:Iteration 39Q (20084.880000 sec): 3 clusters Score: Raw -3271201.343139 + Penalty 4924.836856 = -3266276.506282 nChanged 0 SP:Iteration 40F (20085.200000 sec): 3 clusters Score: Raw -3271201.343139 + Penalty 4924.836856 = -3266276.506282 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20085.280000 sec): 2 clusters Score: Raw -35641.272585 + Penalty 1459.753800 = -34181.518786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20085.500000 sec): 3 clusters Score: Raw -35893.047405 + Penalty 2919.507600 = -32973.539805 nChanged 82 SP:Iteration 1F (20085.650000 sec): 3 clusters Score: Raw -36319.933652 + Penalty 2919.507600 = -33400.426053 nChanged 52 SP:Iteration 2F (20085.840000 sec): 3 clusters Score: Raw -36802.427235 + Penalty 2919.507600 = -33882.919635 nChanged 25 SP:Iteration 3F (20085.990000 sec): 3 clusters Score: Raw -37136.265248 + Penalty 2919.507600 = -34216.757648 nChanged 11 SP:Iteration 4Q (20086.180000 sec): 3 clusters Score: Raw -37338.159733 + Penalty 2919.507600 = -34418.652133 nChanged 3 SP:Iteration 5Q (20086.340000 sec): 3 clusters Score: Raw -37495.107148 + Penalty 2919.507600 = -34575.599548 nChanged 2 SP:Iteration 6Q (20086.550000 sec): 3 clusters Score: Raw -37634.932657 + Penalty 2919.507600 = -34715.425057 nChanged 1 SP:Iteration 7Q (20086.730000 sec): 3 clusters Score: Raw -37770.799283 + Penalty 2919.507600 = -34851.291684 nChanged 2 SP:Iteration 8Q (20086.930000 sec): 3 clusters Score: Raw -37785.421584 + Penalty 2919.507600 = -34865.913984 nChanged 0 SP:Iteration 9F (20087.100000 sec): 3 clusters Score: Raw -37785.421584 + Penalty 2919.507600 = -34865.913984 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20087.210000 sec): 2 clusters Score: Raw -162628.671111 + Penalty 1756.680186 = -160871.990925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20087.370000 sec): 3 clusters Score: Raw -162399.768573 + Penalty 3513.360372 = -158886.408201 nChanged 316 SP:Iteration 1F (20087.580000 sec): 3 clusters Score: Raw -162809.379204 + Penalty 3513.360372 = -159296.018832 nChanged 115 SP:Iteration 2F (20087.730000 sec): 3 clusters Score: Raw -163080.339467 + Penalty 3513.360372 = -159566.979094 nChanged 95 SP:Iteration 3F (20087.940000 sec): 3 clusters Score: Raw -163366.674280 + Penalty 3513.360372 = -159853.313908 nChanged 71 SP:Iteration 4F (20088.160000 sec): 3 clusters Score: Raw -163674.662604 + Penalty 3513.360372 = -160161.302231 nChanged 61 SP:Iteration 5F (20088.320000 sec): 3 clusters Score: Raw -163900.333716 + Penalty 3513.360372 = -160386.973344 nChanged 46 SP:Iteration 6Q (20088.510000 sec): 3 clusters Score: Raw -164020.556680 + Penalty 3513.360372 = -160507.196308 nChanged 23 SP:Iteration 7Q (20088.700000 sec): 3 clusters Score: Raw -164082.220218 + Penalty 3513.360372 = -160568.859845 nChanged 21 SP:Iteration 8Q (20088.900000 sec): 3 clusters Score: Raw -164117.646952 + Penalty 3513.360372 = -160604.286580 nChanged 11 SP:Iteration 9Q (20089.050000 sec): 3 clusters Score: Raw -164135.894829 + Penalty 3513.360372 = -160622.534457 nChanged 10 SP:Iteration 10Q (20089.260000 sec): 3 clusters Score: Raw -164150.328638 + Penalty 3513.360372 = -160636.968265 nChanged 9 SP:Iteration 11Q (20089.460000 sec): 3 clusters Score: Raw -164165.805385 + Penalty 3513.360372 = -160652.445013 nChanged 13 SP:Iteration 12Q (20089.690000 sec): 3 clusters Score: Raw -164186.573888 + Penalty 3513.360372 = -160673.213515 nChanged 10 SP:Iteration 13Q (20089.890000 sec): 3 clusters Score: Raw -164203.696165 + Penalty 3513.360372 = -160690.335792 nChanged 3 SP:Iteration 14Q (20090.090000 sec): 3 clusters Score: Raw -164208.988536 + Penalty 3513.360372 = -160695.628164 nChanged 5 SP:Iteration 15Q (20090.280000 sec): 3 clusters Score: Raw -164218.458216 + Penalty 3513.360372 = -160705.097843 nChanged 7 SP:Iteration 16Q (20090.490000 sec): 3 clusters Score: Raw -164239.358234 + Penalty 3513.360372 = -160725.997861 nChanged 14 SP:Iteration 17Q (20090.680000 sec): 3 clusters Score: Raw -164292.345220 + Penalty 3513.360372 = -160778.984847 nChanged 13 SP:Iteration 18Q (20090.860000 sec): 3 clusters Score: Raw -164330.595893 + Penalty 3513.360372 = -160817.235520 nChanged 12 SP:Iteration 19Q (20091.060000 sec): 3 clusters Score: Raw -164346.145558 + Penalty 3513.360372 = -160832.785185 nChanged 3 SP:Iteration 20F (20091.240000 sec): 3 clusters Score: Raw -164352.053864 + Penalty 3513.360372 = -160838.693492 nChanged 3 SP:Iteration 21Q (20091.420000 sec): 3 clusters Score: Raw -164355.546985 + Penalty 3513.360372 = -160842.186612 nChanged 2 SP:Iteration 22Q (20091.630000 sec): 3 clusters Score: Raw -164357.965016 + Penalty 3513.360372 = -160844.604643 nChanged 1 SP:Iteration 23Q (20091.800000 sec): 3 clusters Score: Raw -164359.746626 + Penalty 3513.360372 = -160846.386253 nChanged 2 SP:Iteration 24Q (20092.020000 sec): 3 clusters Score: Raw -164363.549438 + Penalty 3513.360372 = -160850.189065 nChanged 3 SP:Iteration 25Q (20092.250000 sec): 3 clusters Score: Raw -164367.491741 + Penalty 3513.360372 = -160854.131369 nChanged 5 SP:Iteration 26Q (20092.460000 sec): 3 clusters Score: Raw -164373.115238 + Penalty 3513.360372 = -160859.754865 nChanged 2 SP:Iteration 27Q (20092.600000 sec): 3 clusters Score: Raw -164374.834546 + Penalty 3513.360372 = -160861.474174 nChanged 1 SP:Iteration 28Q (20092.850000 sec): 3 clusters Score: Raw -164376.802906 + Penalty 3513.360372 = -160863.442534 nChanged 0 SP:Iteration 29F (20093.020000 sec): 3 clusters Score: Raw -164376.802906 + Penalty 3513.360372 = -160863.442534 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20093.140000 sec): 2 clusters Score: Raw -72695.884473 + Penalty 1522.156309 = -71173.728164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20093.320000 sec): 3 clusters Score: Raw -72741.405458 + Penalty 3044.312619 = -69697.092839 nChanged 90 SP:Iteration 1F (20093.520000 sec): 3 clusters Score: Raw -72973.216953 + Penalty 3044.312619 = -69928.904334 nChanged 26 SP:Iteration 2F (20093.710000 sec): 3 clusters Score: Raw -73050.876415 + Penalty 3044.312619 = -70006.563796 nChanged 11 SP:Iteration 3Q (20093.860000 sec): 3 clusters Score: Raw -73086.904049 + Penalty 3044.312619 = -70042.591430 nChanged 9 SP:Iteration 4Q (20094.100000 sec): 3 clusters Score: Raw -73112.620766 + Penalty 3044.312619 = -70068.308148 nChanged 7 SP:Iteration 5Q (20094.240000 sec): 3 clusters Score: Raw -73137.144338 + Penalty 3044.312619 = -70092.831719 nChanged 2 SP:Iteration 6Q (20094.430000 sec): 3 clusters Score: Raw -73140.678928 + Penalty 3044.312619 = -70096.366309 nChanged 2 SP:Iteration 7Q (20094.630000 sec): 3 clusters Score: Raw -73145.236250 + Penalty 3044.312619 = -70100.923631 nChanged 1 SP:Iteration 8Q (20094.770000 sec): 3 clusters Score: Raw -73147.931541 + Penalty 3044.312619 = -70103.618922 nChanged 0 SP:Iteration 9F (20094.990000 sec): 3 clusters Score: Raw -73147.931541 + Penalty 3044.312619 = -70103.618922 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (10386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20095.180000 sec): 2 clusters Score: Raw -1550565.902872 + Penalty 2293.557078 = -1548272.345794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20095.400000 sec): 3 clusters Score: Raw -1544925.709877 + Penalty 4587.114156 = -1540338.595721 nChanged 4281 SP:Iteration 1F (20095.640000 sec): 3 clusters Score: Raw -1547223.030489 + Penalty 4587.114156 = -1542635.916333 nChanged 684 SP:Iteration 2F (20095.890000 sec): 3 clusters Score: Raw -1547569.081587 + Penalty 4587.114156 = -1542981.967431 nChanged 529 SP:Iteration 3F (20096.180000 sec): 3 clusters Score: Raw -1547805.364951 + Penalty 4587.114156 = -1543218.250795 nChanged 434 SP:Iteration 4Q (20096.440000 sec): 3 clusters Score: Raw -1547990.122938 + Penalty 4587.114156 = -1543403.008782 nChanged 380 SP:Iteration 5Q (20096.720000 sec): 3 clusters Score: Raw -1548149.226392 + Penalty 4587.114156 = -1543562.112236 nChanged 361 SP:Iteration 6Q (20096.890000 sec): 3 clusters Score: Raw -1548315.735520 + Penalty 4587.114156 = -1543728.621363 nChanged 396 SP:Iteration 7Q (20097.110000 sec): 3 clusters Score: Raw -1548516.176383 + Penalty 4587.114156 = -1543929.062227 nChanged 422 SP:Iteration 8Q (20097.330000 sec): 3 clusters Score: Raw -1548744.029345 + Penalty 4587.114156 = -1544156.915189 nChanged 416 SP:Iteration 9Q (20097.630000 sec): 3 clusters Score: Raw -1548979.844006 + Penalty 4587.114156 = -1544392.729850 nChanged 403 SP:Iteration 10Q (20097.850000 sec): 3 clusters Score: Raw -1549194.743404 + Penalty 4587.114156 = -1544607.629248 nChanged 390 SP:Iteration 11Q (20098.100000 sec): 3 clusters Score: Raw -1549420.783881 + Penalty 4587.114156 = -1544833.669725 nChanged 362 SP:Iteration 12Q (20098.360000 sec): 3 clusters Score: Raw -1549646.891921 + Penalty 4587.114156 = -1545059.777764 nChanged 311 SP:Iteration 13Q (20098.630000 sec): 3 clusters Score: Raw -1549832.522651 + Penalty 4587.114156 = -1545245.408495 nChanged 270 SP:Iteration 14Q (20098.850000 sec): 3 clusters Score: Raw -1549983.791975 + Penalty 4587.114156 = -1545396.677819 nChanged 204 SP:Iteration 15Q (20099.060000 sec): 3 clusters Score: Raw -1550103.059793 + Penalty 4587.114156 = -1545515.945637 nChanged 172 SP:Iteration 16Q (20099.300000 sec): 3 clusters Score: Raw -1550208.413805 + Penalty 4587.114156 = -1545621.299649 nChanged 167 SP:Iteration 17Q (20099.540000 sec): 3 clusters Score: Raw -1550317.768775 + Penalty 4587.114156 = -1545730.654618 nChanged 148 SP:Iteration 18Q (20099.760000 sec): 3 clusters Score: Raw -1550416.149234 + Penalty 4587.114156 = -1545829.035078 nChanged 117 SP:Iteration 19Q (20099.990000 sec): 3 clusters Score: Raw -1550475.830677 + Penalty 4587.114156 = -1545888.716521 nChanged 90 SP:Iteration 20F (20100.230000 sec): 3 clusters Score: Raw -1550521.663430 + Penalty 4587.114156 = -1545934.549274 nChanged 80 SP:Iteration 21Q (20100.470000 sec): 3 clusters Score: Raw -1550560.510662 + Penalty 4587.114156 = -1545973.396506 nChanged 82 SP:Iteration 22Q (20100.710000 sec): 3 clusters Score: Raw -1550599.935848 + Penalty 4587.114156 = -1546012.821692 nChanged 61 SP:Iteration 23Q (20100.970000 sec): 3 clusters Score: Raw -1550630.112684 + Penalty 4587.114156 = -1546042.998527 nChanged 60 SP:Iteration 24Q (20101.150000 sec): 3 clusters Score: Raw -1550659.472289 + Penalty 4587.114156 = -1546072.358133 nChanged 50 SP:Iteration 25Q (20101.390000 sec): 3 clusters Score: Raw -1550687.311619 + Penalty 4587.114156 = -1546100.197463 nChanged 46 SP:Iteration 26Q (20101.600000 sec): 3 clusters Score: Raw -1550712.798866 + Penalty 4587.114156 = -1546125.684710 nChanged 36 SP:Iteration 27Q (20101.870000 sec): 3 clusters Score: Raw -1550733.147136 + Penalty 4587.114156 = -1546146.032980 nChanged 39 SP:Iteration 28Q (20102.070000 sec): 3 clusters Score: Raw -1550750.959163 + Penalty 4587.114156 = -1546163.845007 nChanged 27 SP:Iteration 29Q (20102.290000 sec): 3 clusters Score: Raw -1550762.357919 + Penalty 4587.114156 = -1546175.243763 nChanged 18 SP:Iteration 30Q (20102.530000 sec): 3 clusters Score: Raw -1550772.163568 + Penalty 4587.114156 = -1546185.049412 nChanged 26 SP:Iteration 31Q (20102.760000 sec): 3 clusters Score: Raw -1550784.483823 + Penalty 4587.114156 = -1546197.369667 nChanged 23 SP:Iteration 32Q (20103.010000 sec): 3 clusters Score: Raw -1550794.530724 + Penalty 4587.114156 = -1546207.416568 nChanged 16 SP:Iteration 33Q (20103.240000 sec): 3 clusters Score: Raw -1550800.476297 + Penalty 4587.114156 = -1546213.362141 nChanged 7 SP:Iteration 34Q (20103.470000 sec): 3 clusters Score: Raw -1550803.429695 + Penalty 4587.114156 = -1546216.315539 nChanged 7 SP:Iteration 35Q (20103.700000 sec): 3 clusters Score: Raw -1550805.230395 + Penalty 4587.114156 = -1546218.116239 nChanged 2 SP:Iteration 36Q (20103.940000 sec): 3 clusters Score: Raw -1550805.803456 + Penalty 4587.114156 = -1546218.689300 nChanged 0 SP:Iteration 37F (20104.180000 sec): 3 clusters Score: Raw -1550805.803456 + Penalty 4587.114156 = -1546218.689300 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20104.270000 sec): 2 clusters Score: Raw -51412.730055 + Penalty 1465.877568 = -49946.852487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20104.420000 sec): 3 clusters Score: Raw -51464.529869 + Penalty 2931.755135 = -48532.774734 nChanged 47 SP:Iteration 1F (20104.640000 sec): 3 clusters Score: Raw -51597.689576 + Penalty 2931.755135 = -48665.934440 nChanged 14 SP:Iteration 2Q (20104.800000 sec): 3 clusters Score: Raw -51643.255627 + Penalty 2931.755135 = -48711.500492 nChanged 6 SP:Iteration 3Q (20104.990000 sec): 3 clusters Score: Raw -51676.103312 + Penalty 2931.755135 = -48744.348177 nChanged 6 SP:Iteration 4Q (20105.200000 sec): 3 clusters Score: Raw -51697.210845 + Penalty 2931.755135 = -48765.455710 nChanged 3 SP:Iteration 5Q (20105.430000 sec): 3 clusters Score: Raw -51701.912684 + Penalty 2931.755135 = -48770.157548 nChanged 1 SP:Iteration 6Q (20105.620000 sec): 3 clusters Score: Raw -51705.237102 + Penalty 2931.755135 = -48773.481967 nChanged 1 SP:Iteration 7Q (20105.820000 sec): 3 clusters Score: Raw -51709.860256 + Penalty 2931.755135 = -48778.105120 nChanged 0 SP:Iteration 8F (20106.010000 sec): 3 clusters Score: Raw -51709.860256 + Penalty 2931.755135 = -48778.105120 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20106.080000 sec): 2 clusters Score: Raw -20267.898556 + Penalty 1220.155270 = -19047.743287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20106.290000 sec): 3 clusters Score: Raw -20582.656528 + Penalty 2440.310539 = -18142.345989 nChanged 4 SP:Iteration 1Q (20106.490000 sec): 3 clusters Score: Raw -20613.908860 + Penalty 2440.310539 = -18173.598321 nChanged 2 SP:Iteration 2Q (20106.710000 sec): 3 clusters Score: Raw -20622.515665 + Penalty 2440.310539 = -18182.205126 nChanged 0 SP:Iteration 3F (20106.900000 sec): 3 clusters Score: Raw -20622.515665 + Penalty 2440.310539 = -18182.205126 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (5178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20107.040000 sec): 2 clusters Score: Raw -791644.695638 + Penalty 2120.939192 = -789523.756446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20107.230000 sec): 3 clusters Score: Raw -789102.816085 + Penalty 4241.878384 = -784860.937701 nChanged 2013 SP:Iteration 1F (20107.460000 sec): 3 clusters Score: Raw -790245.892368 + Penalty 4241.878384 = -786004.013985 nChanged 368 SP:Iteration 2F (20107.660000 sec): 3 clusters Score: Raw -790458.163954 + Penalty 4241.878384 = -786216.285571 nChanged 240 SP:Iteration 3Q (20107.890000 sec): 3 clusters Score: Raw -790594.377083 + Penalty 4241.878384 = -786352.498700 nChanged 185 SP:Iteration 4Q (20108.090000 sec): 3 clusters Score: Raw -790680.400061 + Penalty 4241.878384 = -786438.521678 nChanged 153 SP:Iteration 5Q (20108.320000 sec): 3 clusters Score: Raw -790745.504461 + Penalty 4241.878384 = -786503.626078 nChanged 122 SP:Iteration 6Q (20108.510000 sec): 3 clusters Score: Raw -790792.371755 + Penalty 4241.878384 = -786550.493372 nChanged 91 SP:Iteration 7Q (20108.730000 sec): 3 clusters Score: Raw -790833.952893 + Penalty 4241.878384 = -786592.074509 nChanged 97 SP:Iteration 8Q (20108.950000 sec): 3 clusters Score: Raw -790876.211215 + Penalty 4241.878384 = -786634.332831 nChanged 88 SP:Iteration 9Q (20109.170000 sec): 3 clusters Score: Raw -790913.930948 + Penalty 4241.878384 = -786672.052565 nChanged 79 SP:Iteration 10Q (20109.410000 sec): 3 clusters Score: Raw -790948.673559 + Penalty 4241.878384 = -786706.795176 nChanged 83 SP:Iteration 11Q (20109.610000 sec): 3 clusters Score: Raw -790993.835130 + Penalty 4241.878384 = -786751.956746 nChanged 84 SP:Iteration 12Q (20109.850000 sec): 3 clusters Score: Raw -791037.698940 + Penalty 4241.878384 = -786795.820556 nChanged 86 SP:Iteration 13Q (20110.060000 sec): 3 clusters Score: Raw -791077.625666 + Penalty 4241.878384 = -786835.747283 nChanged 86 SP:Iteration 14Q (20110.290000 sec): 3 clusters Score: Raw -791121.629248 + Penalty 4241.878384 = -786879.750864 nChanged 103 SP:Iteration 15Q (20110.450000 sec): 3 clusters Score: Raw -791169.470493 + Penalty 4241.878384 = -786927.592109 nChanged 86 SP:Iteration 16Q (20110.670000 sec): 3 clusters Score: Raw -791215.079141 + Penalty 4241.878384 = -786973.200757 nChanged 89 SP:Iteration 17Q (20110.910000 sec): 3 clusters Score: Raw -791265.519185 + Penalty 4241.878384 = -787023.640801 nChanged 83 SP:Iteration 18Q (20111.090000 sec): 3 clusters Score: Raw -791314.071229 + Penalty 4241.878384 = -787072.192845 nChanged 83 SP:Iteration 19Q (20111.320000 sec): 3 clusters Score: Raw -791374.782078 + Penalty 4241.878384 = -787132.903694 nChanged 84 SP:Iteration 20F (20111.490000 sec): 3 clusters Score: Raw -791428.062999 + Penalty 4241.878384 = -787186.184615 nChanged 73 SP:Iteration 21Q (20111.690000 sec): 3 clusters Score: Raw -791475.890359 + Penalty 4241.878384 = -787234.011976 nChanged 64 SP:Iteration 22Q (20111.900000 sec): 3 clusters Score: Raw -791515.199236 + Penalty 4241.878384 = -787273.320852 nChanged 53 SP:Iteration 23Q (20112.110000 sec): 3 clusters Score: Raw -791543.048892 + Penalty 4241.878384 = -787301.170509 nChanged 52 SP:Iteration 24Q (20112.380000 sec): 3 clusters Score: Raw -791580.110913 + Penalty 4241.878384 = -787338.232530 nChanged 52 SP:Iteration 25Q (20112.570000 sec): 3 clusters Score: Raw -791621.117571 + Penalty 4241.878384 = -787379.239188 nChanged 52 SP:Iteration 26Q (20112.770000 sec): 3 clusters Score: Raw -791663.058567 + Penalty 4241.878384 = -787421.180184 nChanged 46 SP:Iteration 27Q (20113.030000 sec): 3 clusters Score: Raw -791702.616115 + Penalty 4241.878384 = -787460.737731 nChanged 37 SP:Iteration 28Q (20113.210000 sec): 3 clusters Score: Raw -791730.433884 + Penalty 4241.878384 = -787488.555500 nChanged 41 SP:Iteration 29Q (20113.400000 sec): 3 clusters Score: Raw -791761.672715 + Penalty 4241.878384 = -787519.794332 nChanged 35 SP:Iteration 30Q (20113.600000 sec): 3 clusters Score: Raw -791790.110595 + Penalty 4241.878384 = -787548.232211 nChanged 25 SP:Iteration 31Q (20113.830000 sec): 3 clusters Score: Raw -791808.594945 + Penalty 4241.878384 = -787566.716562 nChanged 22 SP:Iteration 32Q (20114.060000 sec): 3 clusters Score: Raw -791826.747219 + Penalty 4241.878384 = -787584.868836 nChanged 26 SP:Iteration 33Q (20114.290000 sec): 3 clusters Score: Raw -791844.832502 + Penalty 4241.878384 = -787602.954118 nChanged 12 SP:Iteration 34Q (20114.490000 sec): 3 clusters Score: Raw -791859.487371 + Penalty 4241.878384 = -787617.608987 nChanged 11 SP:Iteration 35Q (20114.740000 sec): 3 clusters Score: Raw -791866.268122 + Penalty 4241.878384 = -787624.389739 nChanged 11 SP:Iteration 36Q (20114.930000 sec): 3 clusters Score: Raw -791874.446918 + Penalty 4241.878384 = -787632.568535 nChanged 16 SP:Iteration 37Q (20115.130000 sec): 3 clusters Score: Raw -791885.784320 + Penalty 4241.878384 = -787643.905936 nChanged 10 SP:Iteration 38Q (20115.380000 sec): 3 clusters Score: Raw -791893.892596 + Penalty 4241.878384 = -787652.014212 nChanged 7 SP:Iteration 39Q (20115.570000 sec): 3 clusters Score: Raw -791898.636464 + Penalty 4241.878384 = -787656.758080 nChanged 5 SP:Iteration 40F (20115.810000 sec): 3 clusters Score: Raw -791901.073087 + Penalty 4241.878384 = -787659.194704 nChanged 1 SP:Iteration 41Q (20116.010000 sec): 3 clusters Score: Raw -791901.710243 + Penalty 4241.878384 = -787659.831860 nChanged 1 SP:Iteration 42Q (20116.270000 sec): 3 clusters Score: Raw -791901.813107 + Penalty 4241.878384 = -787659.934724 nChanged 0 SP:Iteration 43F (20116.400000 sec): 3 clusters Score: Raw -791901.813107 + Penalty 4241.878384 = -787659.934724 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 56 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20116.470000 sec): 2 clusters Score: Raw -17766.461915 + Penalty 1252.364290 = -16514.097625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20116.640000 sec): 3 clusters Score: Raw -18090.885072 + Penalty 2504.728580 = -15586.156492 nChanged 9 SP:Iteration 1F (20116.830000 sec): 3 clusters Score: Raw -18156.233923 + Penalty 2504.728580 = -15651.505343 nChanged 3 SP:Iteration 2Q (20117.050000 sec): 3 clusters Score: Raw -18177.136269 + Penalty 2504.728580 = -15672.407689 nChanged 2 SP:Iteration 3Q (20117.240000 sec): 3 clusters Score: Raw -18188.999797 + Penalty 2504.728580 = -15684.271217 nChanged 2 SP:Iteration 4Q (20117.420000 sec): 3 clusters Score: Raw -18201.708894 + Penalty 2504.728580 = -15696.980314 nChanged 0 SP:Iteration 5F (20117.560000 sec): 3 clusters Score: Raw -18201.708894 + Penalty 2504.728580 = -15696.980314 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 57 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20117.690000 sec): 2 clusters Score: Raw -52573.030301 + Penalty 1479.604391 = -51093.425909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20117.870000 sec): 3 clusters Score: Raw -52622.432135 + Penalty 2959.208783 = -49663.223352 nChanged 59 SP:Iteration 1F (20118.070000 sec): 3 clusters Score: Raw -52779.970277 + Penalty 2959.208783 = -49820.761494 nChanged 20 SP:Iteration 2F (20118.290000 sec): 3 clusters Score: Raw -52857.518217 + Penalty 2959.208783 = -49898.309435 nChanged 14 SP:Iteration 3Q (20118.450000 sec): 3 clusters Score: Raw -52920.402127 + Penalty 2959.208783 = -49961.193345 nChanged 9 SP:Iteration 4Q (20118.620000 sec): 3 clusters Score: Raw -52949.319679 + Penalty 2959.208783 = -49990.110896 nChanged 6 SP:Iteration 5Q (20118.800000 sec): 3 clusters Score: Raw -52974.901482 + Penalty 2959.208783 = -50015.692699 nChanged 7 SP:Iteration 6Q (20119.000000 sec): 3 clusters Score: Raw -53009.522566 + Penalty 2959.208783 = -50050.313783 nChanged 8 SP:Iteration 7Q (20119.170000 sec): 3 clusters Score: Raw -53043.206207 + Penalty 2959.208783 = -50083.997424 nChanged 7 SP:Iteration 8Q (20119.360000 sec): 3 clusters Score: Raw -53064.492002 + Penalty 2959.208783 = -50105.283220 nChanged 5 SP:Iteration 9Q (20119.530000 sec): 3 clusters Score: Raw -53079.484500 + Penalty 2959.208783 = -50120.275717 nChanged 1 SP:Iteration 10Q (20119.750000 sec): 3 clusters Score: Raw -53082.800584 + Penalty 2959.208783 = -50123.591801 nChanged 1 SP:Iteration 11Q (20119.960000 sec): 3 clusters Score: Raw -53084.524848 + Penalty 2959.208783 = -50125.316066 nChanged 1 SP:Iteration 12Q (20120.170000 sec): 3 clusters Score: Raw -53088.140339 + Penalty 2959.208783 = -50128.931556 nChanged 3 SP:Iteration 13Q (20120.310000 sec): 3 clusters Score: Raw -53099.758970 + Penalty 2959.208783 = -50140.550188 nChanged 5 SP:Iteration 14Q (20120.530000 sec): 3 clusters Score: Raw -53123.467438 + Penalty 2959.208783 = -50164.258655 nChanged 5 SP:Iteration 15Q (20120.690000 sec): 3 clusters Score: Raw -53145.884655 + Penalty 2959.208783 = -50186.675873 nChanged 7 SP:Iteration 16Q (20120.870000 sec): 3 clusters Score: Raw -53169.814819 + Penalty 2959.208783 = -50210.606036 nChanged 3 SP:Iteration 17Q (20121.000000 sec): 3 clusters Score: Raw -53174.223731 + Penalty 2959.208783 = -50215.014948 nChanged 0 SP:Iteration 18F (20121.200000 sec): 3 clusters Score: Raw -53174.223731 + Penalty 2959.208783 = -50215.014948 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 58 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20121.250000 sec): 2 clusters Score: Raw -47564.522372 + Penalty 1423.468642 = -46141.053730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20121.450000 sec): 3 clusters Score: Raw -47705.084618 + Penalty 2846.937284 = -44858.147334 nChanged 37 SP:Iteration 1F (20121.600000 sec): 3 clusters Score: Raw -47815.768435 + Penalty 2846.937284 = -44968.831151 nChanged 8 SP:Iteration 2Q (20121.750000 sec): 3 clusters Score: Raw -47833.058261 + Penalty 2846.937284 = -44986.120976 nChanged 3 SP:Iteration 3Q (20121.970000 sec): 3 clusters Score: Raw -47845.159137 + Penalty 2846.937284 = -44998.221853 nChanged 3 SP:Iteration 4Q (20122.130000 sec): 3 clusters Score: Raw -47858.930480 + Penalty 2846.937284 = -45011.993196 nChanged 2 SP:Iteration 5Q (20122.270000 sec): 3 clusters Score: Raw -47863.029039 + Penalty 2846.937284 = -45016.091755 nChanged 1 SP:Iteration 6Q (20122.440000 sec): 3 clusters Score: Raw -47866.257034 + Penalty 2846.937284 = -45019.319749 nChanged 1 SP:Iteration 7Q (20122.600000 sec): 3 clusters Score: Raw -47870.718060 + Penalty 2846.937284 = -45023.780775 nChanged 0 SP:Iteration 8F (20122.790000 sec): 3 clusters Score: Raw -47870.718060 + Penalty 2846.937284 = -45023.780775 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 59 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20122.900000 sec): 2 clusters Score: Raw -43420.892172 + Penalty 1481.504784 = -41939.387389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20123.050000 sec): 3 clusters Score: Raw -43606.912607 + Penalty 2963.009567 = -40643.903039 nChanged 64 SP:Iteration 1F (20123.260000 sec): 3 clusters Score: Raw -43880.467491 + Penalty 2963.009567 = -40917.457923 nChanged 25 SP:Iteration 2F (20123.410000 sec): 3 clusters Score: Raw -43986.714214 + Penalty 2963.009567 = -41023.704646 nChanged 14 SP:Iteration 3Q (20123.560000 sec): 3 clusters Score: Raw -44055.993735 + Penalty 2963.009567 = -41092.984167 nChanged 10 SP:Iteration 4Q (20123.710000 sec): 3 clusters Score: Raw -44104.466053 + Penalty 2963.009567 = -41141.456486 nChanged 5 SP:Iteration 5Q (20123.850000 sec): 3 clusters Score: Raw -44145.610787 + Penalty 2963.009567 = -41182.601220 nChanged 4 SP:Iteration 6Q (20124.040000 sec): 3 clusters Score: Raw -44160.284355 + Penalty 2963.009567 = -41197.274788 nChanged 3 SP:Iteration 7Q (20124.170000 sec): 3 clusters Score: Raw -44181.275623 + Penalty 2963.009567 = -41218.266055 nChanged 3 SP:Iteration 8Q (20124.380000 sec): 3 clusters Score: Raw -44201.623221 + Penalty 2963.009567 = -41238.613653 nChanged 1 SP:Iteration 9Q (20124.540000 sec): 3 clusters Score: Raw -44203.740921 + Penalty 2963.009567 = -41240.731354 nChanged 1 SP:Iteration 10Q (20124.760000 sec): 3 clusters Score: Raw -44207.893410 + Penalty 2963.009567 = -41244.883842 nChanged 2 SP:Iteration 11Q (20124.970000 sec): 3 clusters Score: Raw -44216.689654 + Penalty 2963.009567 = -41253.680087 nChanged 1 SP:Iteration 12Q (20125.120000 sec): 3 clusters Score: Raw -44222.244286 + Penalty 2963.009567 = -41259.234719 nChanged 0 SP:Iteration 13F (20125.330000 sec): 3 clusters Score: Raw -44222.244286 + Penalty 2963.009567 = -41259.234719 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 60 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20125.390000 sec): 2 clusters Score: Raw -35620.628345 + Penalty 1448.479131 = -34172.149214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20125.590000 sec): 3 clusters Score: Raw -35830.215885 + Penalty 2896.958262 = -32933.257623 nChanged 58 SP:Iteration 1F (20125.790000 sec): 3 clusters Score: Raw -36030.558298 + Penalty 2896.958262 = -33133.600036 nChanged 20 SP:Iteration 2F (20125.970000 sec): 3 clusters Score: Raw -36128.284091 + Penalty 2896.958262 = -33231.325829 nChanged 16 SP:Iteration 3Q (20126.150000 sec): 3 clusters Score: Raw -36209.052252 + Penalty 2896.958262 = -33312.093990 nChanged 6 SP:Iteration 4Q (20126.310000 sec): 3 clusters Score: Raw -36247.519401 + Penalty 2896.958262 = -33350.561139 nChanged 4 SP:Iteration 5Q (20126.470000 sec): 3 clusters Score: Raw -36270.716737 + Penalty 2896.958262 = -33373.758475 nChanged 1 SP:Iteration 6Q (20126.650000 sec): 3 clusters Score: Raw -36273.694740 + Penalty 2896.958262 = -33376.736478 nChanged 0 SP:Iteration 7F (20126.840000 sec): 3 clusters Score: Raw -36273.694740 + Penalty 2896.958262 = -33376.736478 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 61 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20126.910000 sec): 2 clusters Score: Raw -13270.837246 + Penalty 1178.890367 = -12091.946878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20127.090000 sec): 3 clusters Score: Raw -13674.255367 + Penalty 2357.780735 = -11316.474632 nChanged 6 SP:Iteration 1F (20127.270000 sec): 3 clusters Score: Raw -13718.031305 + Penalty 2357.780735 = -11360.250570 nChanged 3 SP:Iteration 2Q (20127.420000 sec): 3 clusters Score: Raw -13739.332359 + Penalty 2357.780735 = -11381.551624 nChanged 1 SP:Iteration 3Q (20127.570000 sec): 3 clusters Score: Raw -13744.821029 + Penalty 2357.780735 = -11387.040294 nChanged 1 SP:Iteration 4Q (20127.780000 sec): 3 clusters Score: Raw -13751.429212 + Penalty 2357.780735 = -11393.648477 nChanged 0 SP:Iteration 5F (20127.930000 sec): 3 clusters Score: Raw -13751.429212 + Penalty 2357.780735 = -11393.648477 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 62 (649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20128.040000 sec): 2 clusters Score: Raw -69713.530471 + Penalty 1605.907314 = -68107.623157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20128.190000 sec): 3 clusters Score: Raw -69874.949424 + Penalty 3211.814627 = -66663.134796 nChanged 200 SP:Iteration 1F (20128.340000 sec): 3 clusters Score: Raw -70532.114272 + Penalty 3211.814627 = -67320.299644 nChanged 85 SP:Iteration 2F (20128.530000 sec): 3 clusters Score: Raw -71039.074321 + Penalty 3211.814627 = -67827.259694 nChanged 55 SP:Iteration 3F (20128.700000 sec): 3 clusters Score: Raw -71839.199024 + Penalty 3211.814627 = -68627.384396 nChanged 39 SP:Iteration 4F (20128.840000 sec): 3 clusters Score: Raw -72542.434813 + Penalty 3211.814627 = -69330.620186 nChanged 23 SP:Iteration 5Q (20129.020000 sec): 3 clusters Score: Raw -73094.557779 + Penalty 3211.814627 = -69882.743151 nChanged 21 SP:Iteration 6Q (20129.200000 sec): 3 clusters Score: Raw -73170.990329 + Penalty 3211.814627 = -69959.175702 nChanged 14 SP:Iteration 7Q (20129.360000 sec): 3 clusters Score: Raw -73229.134807 + Penalty 3211.814627 = -70017.320179 nChanged 6 SP:Iteration 8Q (20129.520000 sec): 3 clusters Score: Raw -73250.636714 + Penalty 3211.814627 = -70038.822087 nChanged 3 SP:Iteration 9Q (20129.720000 sec): 3 clusters Score: Raw -73257.472494 + Penalty 3211.814627 = -70045.657867 nChanged 2 SP:Iteration 10Q (20129.880000 sec): 3 clusters Score: Raw -73261.436440 + Penalty 3211.814627 = -70049.621812 nChanged 3 SP:Iteration 11Q (20130.080000 sec): 3 clusters Score: Raw -73265.984217 + Penalty 3211.814627 = -70054.169589 nChanged 4 SP:Iteration 12Q (20130.250000 sec): 3 clusters Score: Raw -73274.586342 + Penalty 3211.814627 = -70062.771714 nChanged 5 SP:Iteration 13Q (20130.430000 sec): 3 clusters Score: Raw -73297.115998 + Penalty 3211.814627 = -70085.301370 nChanged 9 SP:Iteration 14Q (20130.640000 sec): 3 clusters Score: Raw -73327.383499 + Penalty 3211.814627 = -70115.568872 nChanged 12 SP:Iteration 15Q (20130.830000 sec): 3 clusters Score: Raw -73377.479035 + Penalty 3211.814627 = -70165.664408 nChanged 4 SP:Iteration 16Q (20130.970000 sec): 3 clusters Score: Raw -73397.203292 + Penalty 3211.814627 = -70185.388665 nChanged 6 SP:Iteration 17Q (20131.150000 sec): 3 clusters Score: Raw -73443.117373 + Penalty 3211.814627 = -70231.302745 nChanged 5 SP:Iteration 18Q (20131.330000 sec): 3 clusters Score: Raw -73514.788882 + Penalty 3211.814627 = -70302.974255 nChanged 3 SP:Iteration 19Q (20131.540000 sec): 3 clusters Score: Raw -73563.103114 + Penalty 3211.814627 = -70351.288487 nChanged 5 SP:Iteration 20F (20131.710000 sec): 3 clusters Score: Raw -73648.272134 + Penalty 3211.814627 = -70436.457507 nChanged 6 SP:Iteration 21Q (20131.860000 sec): 3 clusters Score: Raw -73772.492067 + Penalty 3211.814627 = -70560.677440 nChanged 4 SP:Iteration 22Q (20132.060000 sec): 3 clusters Score: Raw -73783.184779 + Penalty 3211.814627 = -70571.370151 nChanged 3 SP:Iteration 23Q (20132.280000 sec): 3 clusters Score: Raw -73794.070245 + Penalty 3211.814627 = -70582.255618 nChanged 2 SP:Iteration 24Q (20132.460000 sec): 3 clusters Score: Raw -73802.729161 + Penalty 3211.814627 = -70590.914533 nChanged 2 SP:Iteration 25Q (20132.640000 sec): 3 clusters Score: Raw -73809.445473 + Penalty 3211.814627 = -70597.630845 nChanged 2 SP:Iteration 26Q (20132.850000 sec): 3 clusters Score: Raw -73818.182925 + Penalty 3211.814627 = -70606.368298 nChanged 1 SP:Iteration 27Q (20133.030000 sec): 3 clusters Score: Raw -73823.165790 + Penalty 3211.814627 = -70611.351162 nChanged 0 SP:Iteration 28F (20133.200000 sec): 3 clusters Score: Raw -73823.165790 + Penalty 3211.814627 = -70611.351162 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 63 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20133.290000 sec): 2 clusters Score: Raw -79942.746621 + Penalty 1567.996180 = -78374.750441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20133.520000 sec): 3 clusters Score: Raw -79940.469181 + Penalty 3135.992359 = -76804.476822 nChanged 100 SP:Iteration 1F (20133.680000 sec): 3 clusters Score: Raw -80124.231201 + Penalty 3135.992359 = -76988.238842 nChanged 30 SP:Iteration 2F (20133.860000 sec): 3 clusters Score: Raw -80178.085770 + Penalty 3135.992359 = -77042.093411 nChanged 7 SP:Iteration 3Q (20134.020000 sec): 3 clusters Score: Raw -80190.477895 + Penalty 3135.992359 = -77054.485536 nChanged 3 SP:Iteration 4Q (20134.220000 sec): 3 clusters Score: Raw -80196.748218 + Penalty 3135.992359 = -77060.755859 nChanged 2 SP:Iteration 5Q (20134.420000 sec): 3 clusters Score: Raw -80201.116285 + Penalty 3135.992359 = -77065.123926 nChanged 3 SP:Iteration 6Q (20134.580000 sec): 3 clusters Score: Raw -80209.248530 + Penalty 3135.992359 = -77073.256171 nChanged 2 SP:Iteration 7Q (20134.800000 sec): 3 clusters Score: Raw -80212.146011 + Penalty 3135.992359 = -77076.153652 nChanged 0 SP:Iteration 8F (20134.990000 sec): 3 clusters Score: Raw -80212.146011 + Penalty 3135.992359 = -77076.153652 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 64 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20135.080000 sec): 2 clusters Score: Raw -20879.824056 + Penalty 1278.016315 = -19601.807741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20135.230000 sec): 3 clusters Score: Raw -21282.900765 + Penalty 2556.032631 = -18726.868134 nChanged 17 SP:Iteration 1F (20135.440000 sec): 3 clusters Score: Raw -21377.872625 + Penalty 2556.032631 = -18821.839994 nChanged 4 SP:Iteration 2Q (20135.580000 sec): 3 clusters Score: Raw -21388.716370 + Penalty 2556.032631 = -18832.683739 nChanged 0 SP:Iteration 3F (20135.770000 sec): 3 clusters Score: Raw -21388.716370 + Penalty 2556.032631 = -18832.683739 nChanged 0 Iteration 279F (20193.980000 sec): 67 clusters Score: Raw -67229958.272943 + Penalty 213234.998509 = -67016723.274434 nChanged 8 Iteration 280F (20254.230000 sec): 67 clusters Score: Raw -67230217.103613 + Penalty 213234.998509 = -67016982.105105 nChanged 10 Iteration 281Q (20279.650000 sec): 67 clusters Score: Raw -67230322.817525 + Penalty 213234.998509 = -67017087.819016 nChanged 3 Iteration 282Q (20305.640000 sec): 67 clusters Score: Raw -67230369.355904 + Penalty 213234.998509 = -67017134.357395 nChanged 2 Iteration 283Q (20330.930000 sec): 67 clusters Score: Raw -67230396.263343 + Penalty 213234.998509 = -67017161.264834 nChanged 1 Iteration 284Q (20356.180000 sec): 67 clusters Score: Raw -67230402.780214 + Penalty 213234.998509 = -67017167.781705 nChanged 0 Iteration 285F (20413.990000 sec): 67 clusters Score: Raw -67230402.780214 + Penalty 213234.998509 = -67017167.781705 nChanged 0 Compute initial score before splitting: Score: Raw -67230402.780214 + Penalty 213234.998509 = -67017167.781705 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20414.060000 sec): 2 clusters Score: Raw -206664.677172 + Penalty 1791.738845 = -204872.938328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20414.280000 sec): 3 clusters Score: Raw -206219.747021 + Penalty 3583.477689 = -202636.269331 nChanged 411 SP:Iteration 1F (20414.460000 sec): 3 clusters Score: Raw -206601.262737 + Penalty 3583.477689 = -203017.785047 nChanged 91 SP:Iteration 2F (20414.650000 sec): 3 clusters Score: Raw -206710.320034 + Penalty 3583.477689 = -203126.842345 nChanged 44 SP:Iteration 3Q (20414.840000 sec): 3 clusters Score: Raw -206759.387499 + Penalty 3583.477689 = -203175.909810 nChanged 27 SP:Iteration 4Q (20414.970000 sec): 3 clusters Score: Raw -206783.716740 + Penalty 3583.477689 = -203200.239051 nChanged 16 SP:Iteration 5Q (20415.180000 sec): 3 clusters Score: Raw -206798.483454 + Penalty 3583.477689 = -203215.005765 nChanged 11 SP:Iteration 6Q (20415.380000 sec): 3 clusters Score: Raw -206808.439179 + Penalty 3583.477689 = -203224.961489 nChanged 11 SP:Iteration 7Q (20415.590000 sec): 3 clusters Score: Raw -206818.444832 + Penalty 3583.477689 = -203234.967143 nChanged 5 SP:Iteration 8Q (20415.810000 sec): 3 clusters Score: Raw -206821.953617 + Penalty 3583.477689 = -203238.475928 nChanged 4 SP:Iteration 9Q (20416.010000 sec): 3 clusters Score: Raw -206824.839241 + Penalty 3583.477689 = -203241.361552 nChanged 6 SP:Iteration 10Q (20416.180000 sec): 3 clusters Score: Raw -206831.505286 + Penalty 3583.477689 = -203248.027597 nChanged 4 SP:Iteration 11Q (20416.330000 sec): 3 clusters Score: Raw -206835.581702 + Penalty 3583.477689 = -203252.104013 nChanged 5 SP:Iteration 12Q (20416.540000 sec): 3 clusters Score: Raw -206841.718508 + Penalty 3583.477689 = -203258.240819 nChanged 5 SP:Iteration 13Q (20416.730000 sec): 3 clusters Score: Raw -206846.631874 + Penalty 3583.477689 = -203263.154184 nChanged 7 SP:Iteration 14Q (20416.880000 sec): 3 clusters Score: Raw -206850.956194 + Penalty 3583.477689 = -203267.478505 nChanged 3 SP:Iteration 15Q (20417.050000 sec): 3 clusters Score: Raw -206852.941064 + Penalty 3583.477689 = -203269.463375 nChanged 1 SP:Iteration 16Q (20417.190000 sec): 3 clusters Score: Raw -206854.015163 + Penalty 3583.477689 = -203270.537474 nChanged 2 SP:Iteration 17Q (20417.380000 sec): 3 clusters Score: Raw -206856.058054 + Penalty 3583.477689 = -203272.580365 nChanged 2 SP:Iteration 18Q (20417.550000 sec): 3 clusters Score: Raw -206857.477071 + Penalty 3583.477689 = -203273.999382 nChanged 0 SP:Iteration 19F (20417.710000 sec): 3 clusters Score: Raw -206857.477071 + Penalty 3583.477689 = -203273.999382 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (7797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20417.850000 sec): 2 clusters Score: Raw -1136566.359673 + Penalty 2222.450592 = -1134343.909081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20418.090000 sec): 3 clusters Score: Raw -1132501.548823 + Penalty 4444.901184 = -1128056.647638 nChanged 3141 SP:Iteration 1F (20418.330000 sec): 3 clusters Score: Raw -1134256.469182 + Penalty 4444.901184 = -1129811.567997 nChanged 571 SP:Iteration 2F (20418.570000 sec): 3 clusters Score: Raw -1134550.626720 + Penalty 4444.901184 = -1130105.725536 nChanged 385 SP:Iteration 3Q (20418.800000 sec): 3 clusters Score: Raw -1134754.187134 + Penalty 4444.901184 = -1130309.285949 nChanged 325 SP:Iteration 4Q (20419.040000 sec): 3 clusters Score: Raw -1134912.759956 + Penalty 4444.901184 = -1130467.858771 nChanged 283 SP:Iteration 5Q (20419.230000 sec): 3 clusters Score: Raw -1135052.559752 + Penalty 4444.901184 = -1130607.658567 nChanged 259 SP:Iteration 6Q (20419.480000 sec): 3 clusters Score: Raw -1135174.282762 + Penalty 4444.901184 = -1130729.381577 nChanged 242 SP:Iteration 7Q (20419.700000 sec): 3 clusters Score: Raw -1135290.923374 + Penalty 4444.901184 = -1130846.022189 nChanged 230 SP:Iteration 8Q (20419.890000 sec): 3 clusters Score: Raw -1135403.934972 + Penalty 4444.901184 = -1130959.033787 nChanged 221 SP:Iteration 9Q (20420.120000 sec): 3 clusters Score: Raw -1135523.957011 + Penalty 4444.901184 = -1131079.055827 nChanged 264 SP:Iteration 10Q (20420.330000 sec): 3 clusters Score: Raw -1135672.762090 + Penalty 4444.901184 = -1131227.860906 nChanged 259 SP:Iteration 11Q (20420.540000 sec): 3 clusters Score: Raw -1135854.866109 + Penalty 4444.901184 = -1131409.964924 nChanged 284 SP:Iteration 12Q (20420.800000 sec): 3 clusters Score: Raw -1136045.719802 + Penalty 4444.901184 = -1131600.818618 nChanged 252 SP:Iteration 13Q (20421.020000 sec): 3 clusters Score: Raw -1136239.143851 + Penalty 4444.901184 = -1131794.242666 nChanged 264 SP:Iteration 14Q (20421.270000 sec): 3 clusters Score: Raw -1136427.820015 + Penalty 4444.901184 = -1131982.918830 nChanged 243 SP:Iteration 15Q (20421.480000 sec): 3 clusters Score: Raw -1136584.942278 + Penalty 4444.901184 = -1132140.041094 nChanged 187 SP:Iteration 16Q (20421.720000 sec): 3 clusters Score: Raw -1136671.034329 + Penalty 4444.901184 = -1132226.133145 nChanged 131 SP:Iteration 17Q (20421.940000 sec): 3 clusters Score: Raw -1136732.189540 + Penalty 4444.901184 = -1132287.288356 nChanged 111 SP:Iteration 18Q (20422.120000 sec): 3 clusters Score: Raw -1136786.870181 + Penalty 4444.901184 = -1132341.968997 nChanged 105 SP:Iteration 19Q (20422.340000 sec): 3 clusters Score: Raw -1136832.060015 + Penalty 4444.901184 = -1132387.158830 nChanged 77 SP:Iteration 20F (20422.580000 sec): 3 clusters Score: Raw -1136864.806697 + Penalty 4444.901184 = -1132419.905512 nChanged 83 SP:Iteration 21Q (20422.760000 sec): 3 clusters Score: Raw -1136899.262521 + Penalty 4444.901184 = -1132454.361336 nChanged 71 SP:Iteration 22Q (20423.020000 sec): 3 clusters Score: Raw -1136926.666075 + Penalty 4444.901184 = -1132481.764891 nChanged 63 SP:Iteration 23Q (20423.210000 sec): 3 clusters Score: Raw -1136953.814158 + Penalty 4444.901184 = -1132508.912974 nChanged 55 SP:Iteration 24Q (20423.500000 sec): 3 clusters Score: Raw -1136971.888080 + Penalty 4444.901184 = -1132526.986896 nChanged 43 SP:Iteration 25Q (20423.660000 sec): 3 clusters Score: Raw -1136985.873167 + Penalty 4444.901184 = -1132540.971983 nChanged 36 SP:Iteration 26Q (20423.890000 sec): 3 clusters Score: Raw -1136998.332529 + Penalty 4444.901184 = -1132553.431344 nChanged 31 SP:Iteration 27Q (20424.110000 sec): 3 clusters Score: Raw -1137007.014925 + Penalty 4444.901184 = -1132562.113740 nChanged 20 SP:Iteration 28Q (20424.340000 sec): 3 clusters Score: Raw -1137013.096923 + Penalty 4444.901184 = -1132568.195738 nChanged 17 SP:Iteration 29Q (20424.540000 sec): 3 clusters Score: Raw -1137018.396472 + Penalty 4444.901184 = -1132573.495287 nChanged 28 SP:Iteration 30Q (20424.780000 sec): 3 clusters Score: Raw -1137028.111275 + Penalty 4444.901184 = -1132583.210091 nChanged 32 SP:Iteration 31Q (20425.010000 sec): 3 clusters Score: Raw -1137038.625284 + Penalty 4444.901184 = -1132593.724099 nChanged 33 SP:Iteration 32Q (20425.260000 sec): 3 clusters Score: Raw -1137048.175902 + Penalty 4444.901184 = -1132603.274718 nChanged 28 SP:Iteration 33Q (20425.510000 sec): 3 clusters Score: Raw -1137057.432379 + Penalty 4444.901184 = -1132612.531195 nChanged 26 SP:Iteration 34Q (20425.760000 sec): 3 clusters Score: Raw -1137065.133796 + Penalty 4444.901184 = -1132620.232611 nChanged 26 SP:Iteration 35Q (20426.000000 sec): 3 clusters Score: Raw -1137073.226935 + Penalty 4444.901184 = -1132628.325750 nChanged 32 SP:Iteration 36Q (20426.290000 sec): 3 clusters Score: Raw -1137083.731886 + Penalty 4444.901184 = -1132638.830702 nChanged 29 SP:Iteration 37Q (20426.510000 sec): 3 clusters Score: Raw -1137090.538248 + Penalty 4444.901184 = -1132645.637063 nChanged 18 SP:Iteration 38Q (20426.750000 sec): 3 clusters Score: Raw -1137094.447504 + Penalty 4444.901184 = -1132649.546319 nChanged 17 SP:Iteration 39Q (20427.020000 sec): 3 clusters Score: Raw -1137098.446507 + Penalty 4444.901184 = -1132653.545322 nChanged 18 SP:Iteration 40F (20427.230000 sec): 3 clusters Score: Raw -1137102.730951 + Penalty 4444.901184 = -1132657.829766 nChanged 13 SP:Iteration 41Q (20427.490000 sec): 3 clusters Score: Raw -1137105.998392 + Penalty 4444.901184 = -1132661.097208 nChanged 17 SP:Iteration 42Q (20427.700000 sec): 3 clusters Score: Raw -1137110.180018 + Penalty 4444.901184 = -1132665.278834 nChanged 13 SP:Iteration 43Q (20427.940000 sec): 3 clusters Score: Raw -1137114.433381 + Penalty 4444.901184 = -1132669.532196 nChanged 13 SP:Iteration 44Q (20428.150000 sec): 3 clusters Score: Raw -1137116.971592 + Penalty 4444.901184 = -1132672.070408 nChanged 10 SP:Iteration 45Q (20428.400000 sec): 3 clusters Score: Raw -1137119.892395 + Penalty 4444.901184 = -1132674.991211 nChanged 14 SP:Iteration 46Q (20428.600000 sec): 3 clusters Score: Raw -1137123.714524 + Penalty 4444.901184 = -1132678.813339 nChanged 23 SP:Iteration 47Q (20428.800000 sec): 3 clusters Score: Raw -1137130.671706 + Penalty 4444.901184 = -1132685.770522 nChanged 21 SP:Iteration 48Q (20429.040000 sec): 3 clusters Score: Raw -1137135.702715 + Penalty 4444.901184 = -1132690.801531 nChanged 17 SP:Iteration 49Q (20429.230000 sec): 3 clusters Score: Raw -1137139.689087 + Penalty 4444.901184 = -1132694.787902 nChanged 9 SP:Iteration 50Q (20429.450000 sec): 3 clusters Score: Raw -1137141.482288 + Penalty 4444.901184 = -1132696.581104 nChanged 11 SP:Iteration 51Q (20429.650000 sec): 3 clusters Score: Raw -1137143.601777 + Penalty 4444.901184 = -1132698.700592 nChanged 11 SP:Iteration 52Q (20429.880000 sec): 3 clusters Score: Raw -1137146.347503 + Penalty 4444.901184 = -1132701.446318 nChanged 10 SP:Iteration 53Q (20430.120000 sec): 3 clusters Score: Raw -1137148.469893 + Penalty 4444.901184 = -1132703.568709 nChanged 5 SP:Iteration 54Q (20430.320000 sec): 3 clusters Score: Raw -1137149.337427 + Penalty 4444.901184 = -1132704.436242 nChanged 3 SP:Iteration 55Q (20430.550000 sec): 3 clusters Score: Raw -1137149.938113 + Penalty 4444.901184 = -1132705.036928 nChanged 8 SP:Iteration 56Q (20430.760000 sec): 3 clusters Score: Raw -1137151.237471 + Penalty 4444.901184 = -1132706.336287 nChanged 3 SP:Iteration 57Q (20430.980000 sec): 3 clusters Score: Raw -1137151.654779 + Penalty 4444.901184 = -1132706.753595 nChanged 2 SP:Iteration 58Q (20431.240000 sec): 3 clusters Score: Raw -1137152.050594 + Penalty 4444.901184 = -1132707.149410 nChanged 3 SP:Iteration 59Q (20431.460000 sec): 3 clusters Score: Raw -1137152.340444 + Penalty 4444.901184 = -1132707.439259 nChanged 2 SP:Iteration 60F (20431.720000 sec): 3 clusters Score: Raw -1137152.705284 + Penalty 4444.901184 = -1132707.804099 nChanged 1 SP:Iteration 61Q (20431.880000 sec): 3 clusters Score: Raw -1137153.152425 + Penalty 4444.901184 = -1132708.251241 nChanged 3 SP:Iteration 62Q (20432.150000 sec): 3 clusters Score: Raw -1137153.928607 + Penalty 4444.901184 = -1132709.027422 nChanged 4 SP:Iteration 63Q (20432.400000 sec): 3 clusters Score: Raw -1137154.845842 + Penalty 4444.901184 = -1132709.944657 nChanged 3 SP:Iteration 64Q (20432.630000 sec): 3 clusters Score: Raw -1137155.343425 + Penalty 4444.901184 = -1132710.442241 nChanged 2 SP:Iteration 65Q (20432.840000 sec): 3 clusters Score: Raw -1137155.591434 + Penalty 4444.901184 = -1132710.690250 nChanged 2 SP:Iteration 66Q (20433.080000 sec): 3 clusters Score: Raw -1137155.985721 + Penalty 4444.901184 = -1132711.084536 nChanged 2 SP:Iteration 67Q (20433.280000 sec): 3 clusters Score: Raw -1137156.207803 + Penalty 4444.901184 = -1132711.306619 nChanged 0 SP:Iteration 68F (20433.470000 sec): 3 clusters Score: Raw -1137156.207803 + Penalty 4444.901184 = -1132711.306619 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (6769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20433.610000 sec): 2 clusters Score: Raw -980621.636991 + Penalty 2187.386944 = -978434.250048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20433.850000 sec): 3 clusters Score: Raw -977232.749308 + Penalty 4374.773888 = -972857.975421 nChanged 2624 SP:Iteration 1F (20434.130000 sec): 3 clusters Score: Raw -978674.001499 + Penalty 4374.773888 = -974299.227611 nChanged 488 SP:Iteration 2F (20434.350000 sec): 3 clusters Score: Raw -978984.067420 + Penalty 4374.773888 = -974609.293533 nChanged 404 SP:Iteration 3F (20434.590000 sec): 3 clusters Score: Raw -979202.777968 + Penalty 4374.773888 = -974828.004081 nChanged 306 SP:Iteration 4Q (20434.780000 sec): 3 clusters Score: Raw -979384.796567 + Penalty 4374.773888 = -975010.022680 nChanged 273 SP:Iteration 5Q (20434.980000 sec): 3 clusters Score: Raw -979552.109901 + Penalty 4374.773888 = -975177.336013 nChanged 243 SP:Iteration 6Q (20435.260000 sec): 3 clusters Score: Raw -979688.167710 + Penalty 4374.773888 = -975313.393822 nChanged 233 SP:Iteration 7Q (20435.470000 sec): 3 clusters Score: Raw -979805.833745 + Penalty 4374.773888 = -975431.059857 nChanged 194 SP:Iteration 8Q (20435.660000 sec): 3 clusters Score: Raw -979894.959434 + Penalty 4374.773888 = -975520.185546 nChanged 170 SP:Iteration 9Q (20435.880000 sec): 3 clusters Score: Raw -979971.643013 + Penalty 4374.773888 = -975596.869126 nChanged 152 SP:Iteration 10Q (20436.170000 sec): 3 clusters Score: Raw -980043.602307 + Penalty 4374.773888 = -975668.828419 nChanged 128 SP:Iteration 11Q (20436.350000 sec): 3 clusters Score: Raw -980095.049148 + Penalty 4374.773888 = -975720.275260 nChanged 118 SP:Iteration 12Q (20436.580000 sec): 3 clusters Score: Raw -980138.986756 + Penalty 4374.773888 = -975764.212868 nChanged 95 SP:Iteration 13Q (20436.850000 sec): 3 clusters Score: Raw -980183.922743 + Penalty 4374.773888 = -975809.148856 nChanged 109 SP:Iteration 14Q (20437.070000 sec): 3 clusters Score: Raw -980227.629080 + Penalty 4374.773888 = -975852.855192 nChanged 109 SP:Iteration 15Q (20437.280000 sec): 3 clusters Score: Raw -980275.387720 + Penalty 4374.773888 = -975900.613832 nChanged 118 SP:Iteration 16Q (20437.540000 sec): 3 clusters Score: Raw -980335.951226 + Penalty 4374.773888 = -975961.177338 nChanged 108 SP:Iteration 17Q (20437.750000 sec): 3 clusters Score: Raw -980386.163365 + Penalty 4374.773888 = -976011.389477 nChanged 118 SP:Iteration 18Q (20438.030000 sec): 3 clusters Score: Raw -980436.835957 + Penalty 4374.773888 = -976062.062069 nChanged 106 SP:Iteration 19Q (20438.270000 sec): 3 clusters Score: Raw -980479.437605 + Penalty 4374.773888 = -976104.663717 nChanged 82 SP:Iteration 20F (20438.490000 sec): 3 clusters Score: Raw -980513.580262 + Penalty 4374.773888 = -976138.806374 nChanged 91 SP:Iteration 21Q (20438.780000 sec): 3 clusters Score: Raw -980551.704083 + Penalty 4374.773888 = -976176.930196 nChanged 90 SP:Iteration 22Q (20439.000000 sec): 3 clusters Score: Raw -980584.424578 + Penalty 4374.773888 = -976209.650691 nChanged 79 SP:Iteration 23Q (20439.230000 sec): 3 clusters Score: Raw -980612.553241 + Penalty 4374.773888 = -976237.779353 nChanged 72 SP:Iteration 24Q (20439.500000 sec): 3 clusters Score: Raw -980636.389518 + Penalty 4374.773888 = -976261.615631 nChanged 70 SP:Iteration 25Q (20439.810000 sec): 3 clusters Score: Raw -980663.341580 + Penalty 4374.773888 = -976288.567692 nChanged 70 SP:Iteration 26Q (20440.030000 sec): 3 clusters Score: Raw -980690.926564 + Penalty 4374.773888 = -976316.152677 nChanged 57 SP:Iteration 27Q (20440.240000 sec): 3 clusters Score: Raw -980713.605632 + Penalty 4374.773888 = -976338.831745 nChanged 67 SP:Iteration 28Q (20440.560000 sec): 3 clusters Score: Raw -980743.547428 + Penalty 4374.773888 = -976368.773540 nChanged 70 SP:Iteration 29Q (20440.780000 sec): 3 clusters Score: Raw -980776.415350 + Penalty 4374.773888 = -976401.641462 nChanged 76 SP:Iteration 30Q (20441.010000 sec): 3 clusters Score: Raw -980803.228394 + Penalty 4374.773888 = -976428.454507 nChanged 69 SP:Iteration 31Q (20441.260000 sec): 3 clusters Score: Raw -980832.041978 + Penalty 4374.773888 = -976457.268090 nChanged 62 SP:Iteration 32Q (20441.530000 sec): 3 clusters Score: Raw -980857.145999 + Penalty 4374.773888 = -976482.372112 nChanged 62 SP:Iteration 33Q (20441.790000 sec): 3 clusters Score: Raw -980880.655043 + Penalty 4374.773888 = -976505.881156 nChanged 58 SP:Iteration 34Q (20442.010000 sec): 3 clusters Score: Raw -980897.715969 + Penalty 4374.773888 = -976522.942081 nChanged 38 SP:Iteration 35Q (20442.220000 sec): 3 clusters Score: Raw -980909.964502 + Penalty 4374.773888 = -976535.190615 nChanged 28 SP:Iteration 36Q (20442.450000 sec): 3 clusters Score: Raw -980919.078899 + Penalty 4374.773888 = -976544.305011 nChanged 28 SP:Iteration 37Q (20442.720000 sec): 3 clusters Score: Raw -980927.250151 + Penalty 4374.773888 = -976552.476263 nChanged 26 SP:Iteration 38Q (20442.970000 sec): 3 clusters Score: Raw -980933.790361 + Penalty 4374.773888 = -976559.016473 nChanged 24 SP:Iteration 39Q (20443.190000 sec): 3 clusters Score: Raw -980940.280819 + Penalty 4374.773888 = -976565.506931 nChanged 30 SP:Iteration 40F (20443.470000 sec): 3 clusters Score: Raw -980945.934532 + Penalty 4374.773888 = -976571.160644 nChanged 11 SP:Iteration 41Q (20443.720000 sec): 3 clusters Score: Raw -980948.599928 + Penalty 4374.773888 = -976573.826041 nChanged 16 SP:Iteration 42Q (20443.950000 sec): 3 clusters Score: Raw -980952.317955 + Penalty 4374.773888 = -976577.544068 nChanged 16 SP:Iteration 43Q (20444.210000 sec): 3 clusters Score: Raw -980956.893783 + Penalty 4374.773888 = -976582.119895 nChanged 15 SP:Iteration 44Q (20444.430000 sec): 3 clusters Score: Raw -980961.685903 + Penalty 4374.773888 = -976586.912016 nChanged 17 SP:Iteration 45Q (20444.720000 sec): 3 clusters Score: Raw -980966.555023 + Penalty 4374.773888 = -976591.781135 nChanged 14 SP:Iteration 46Q (20444.980000 sec): 3 clusters Score: Raw -980969.155278 + Penalty 4374.773888 = -976594.381391 nChanged 10 SP:Iteration 47Q (20445.240000 sec): 3 clusters Score: Raw -980971.623489 + Penalty 4374.773888 = -976596.849601 nChanged 10 SP:Iteration 48Q (20445.490000 sec): 3 clusters Score: Raw -980973.969705 + Penalty 4374.773888 = -976599.195817 nChanged 12 SP:Iteration 49Q (20445.720000 sec): 3 clusters Score: Raw -980978.193653 + Penalty 4374.773888 = -976603.419765 nChanged 16 SP:Iteration 50Q (20445.990000 sec): 3 clusters Score: Raw -980984.088745 + Penalty 4374.773888 = -976609.314858 nChanged 18 SP:Iteration 51Q (20446.250000 sec): 3 clusters Score: Raw -980991.277096 + Penalty 4374.773888 = -976616.503208 nChanged 29 SP:Iteration 52Q (20446.540000 sec): 3 clusters Score: Raw -981000.874218 + Penalty 4374.773888 = -976626.100330 nChanged 22 SP:Iteration 53Q (20446.820000 sec): 3 clusters Score: Raw -981006.852272 + Penalty 4374.773888 = -976632.078384 nChanged 23 SP:Iteration 54Q (20447.040000 sec): 3 clusters Score: Raw -981013.832606 + Penalty 4374.773888 = -976639.058719 nChanged 17 SP:Iteration 55Q (20447.260000 sec): 3 clusters Score: Raw -981017.553653 + Penalty 4374.773888 = -976642.779766 nChanged 15 SP:Iteration 56Q (20447.490000 sec): 3 clusters Score: Raw -981021.421890 + Penalty 4374.773888 = -976646.648003 nChanged 16 SP:Iteration 57Q (20447.710000 sec): 3 clusters Score: Raw -981024.829403 + Penalty 4374.773888 = -976650.055515 nChanged 18 SP:Iteration 58Q (20447.930000 sec): 3 clusters Score: Raw -981030.014868 + Penalty 4374.773888 = -976655.240980 nChanged 17 SP:Iteration 59Q (20448.150000 sec): 3 clusters Score: Raw -981035.438425 + Penalty 4374.773888 = -976660.664537 nChanged 26 SP:Iteration 60F (20448.400000 sec): 3 clusters Score: Raw -981042.876794 + Penalty 4374.773888 = -976668.102907 nChanged 22 SP:Iteration 61Q (20448.670000 sec): 3 clusters Score: Raw -981049.844265 + Penalty 4374.773888 = -976675.070377 nChanged 22 SP:Iteration 62Q (20448.910000 sec): 3 clusters Score: Raw -981054.617249 + Penalty 4374.773888 = -976679.843362 nChanged 21 SP:Iteration 63Q (20449.170000 sec): 3 clusters Score: Raw -981059.345567 + Penalty 4374.773888 = -976684.571679 nChanged 20 SP:Iteration 64Q (20449.350000 sec): 3 clusters Score: Raw -981063.967977 + Penalty 4374.773888 = -976689.194090 nChanged 10 SP:Iteration 65Q (20449.610000 sec): 3 clusters Score: Raw -981066.651258 + Penalty 4374.773888 = -976691.877370 nChanged 14 SP:Iteration 66Q (20449.880000 sec): 3 clusters Score: Raw -981069.945089 + Penalty 4374.773888 = -976695.171201 nChanged 16 SP:Iteration 67Q (20450.060000 sec): 3 clusters Score: Raw -981073.794842 + Penalty 4374.773888 = -976699.020954 nChanged 21 SP:Iteration 68Q (20450.300000 sec): 3 clusters Score: Raw -981078.227610 + Penalty 4374.773888 = -976703.453722 nChanged 22 SP:Iteration 69Q (20450.480000 sec): 3 clusters Score: Raw -981083.866552 + Penalty 4374.773888 = -976709.092664 nChanged 20 SP:Iteration 70Q (20450.670000 sec): 3 clusters Score: Raw -981088.911540 + Penalty 4374.773888 = -976714.137653 nChanged 15 SP:Iteration 71Q (20450.850000 sec): 3 clusters Score: Raw -981093.403114 + Penalty 4374.773888 = -976718.629227 nChanged 24 SP:Iteration 72Q (20451.060000 sec): 3 clusters Score: Raw -981099.810248 + Penalty 4374.773888 = -976725.036361 nChanged 25 SP:Iteration 73Q (20451.280000 sec): 3 clusters Score: Raw -981108.660292 + Penalty 4374.773888 = -976733.886404 nChanged 29 SP:Iteration 74Q (20451.460000 sec): 3 clusters Score: Raw -981118.055149 + Penalty 4374.773888 = -976743.281262 nChanged 29 SP:Iteration 75Q (20451.650000 sec): 3 clusters Score: Raw -981129.625410 + Penalty 4374.773888 = -976754.851522 nChanged 30 SP:Iteration 76Q (20451.860000 sec): 3 clusters Score: Raw -981138.866906 + Penalty 4374.773888 = -976764.093019 nChanged 32 SP:Iteration 77Q (20452.070000 sec): 3 clusters Score: Raw -981151.207486 + Penalty 4374.773888 = -976776.433598 nChanged 41 SP:Iteration 78Q (20452.280000 sec): 3 clusters Score: Raw -981166.203434 + Penalty 4374.773888 = -976791.429547 nChanged 36 SP:Iteration 79Q (20452.500000 sec): 3 clusters Score: Raw -981178.763203 + Penalty 4374.773888 = -976803.989315 nChanged 30 SP:Iteration 80F (20452.760000 sec): 3 clusters Score: Raw -981188.111638 + Penalty 4374.773888 = -976813.337750 nChanged 28 SP:Iteration 81Q (20452.950000 sec): 3 clusters Score: Raw -981195.948607 + Penalty 4374.773888 = -976821.174719 nChanged 25 SP:Iteration 82Q (20453.180000 sec): 3 clusters Score: Raw -981203.406113 + Penalty 4374.773888 = -976828.632225 nChanged 17 SP:Iteration 83Q (20453.460000 sec): 3 clusters Score: Raw -981207.717262 + Penalty 4374.773888 = -976832.943374 nChanged 10 SP:Iteration 84Q (20453.680000 sec): 3 clusters Score: Raw -981210.916215 + Penalty 4374.773888 = -976836.142327 nChanged 11 SP:Iteration 85Q (20453.920000 sec): 3 clusters Score: Raw -981214.362491 + Penalty 4374.773888 = -976839.588604 nChanged 14 SP:Iteration 86Q (20454.140000 sec): 3 clusters Score: Raw -981221.877555 + Penalty 4374.773888 = -976847.103668 nChanged 19 SP:Iteration 87Q (20454.430000 sec): 3 clusters Score: Raw -981228.516644 + Penalty 4374.773888 = -976853.742757 nChanged 21 SP:Iteration 88Q (20454.680000 sec): 3 clusters Score: Raw -981235.490565 + Penalty 4374.773888 = -976860.716677 nChanged 17 SP:Iteration 89Q (20454.930000 sec): 3 clusters Score: Raw -981240.418224 + Penalty 4374.773888 = -976865.644337 nChanged 14 SP:Iteration 90Q (20455.180000 sec): 3 clusters Score: Raw -981245.229687 + Penalty 4374.773888 = -976870.455800 nChanged 16 SP:Iteration 91Q (20455.380000 sec): 3 clusters Score: Raw -981251.050185 + Penalty 4374.773888 = -976876.276298 nChanged 18 SP:Iteration 92Q (20455.660000 sec): 3 clusters Score: Raw -981258.871434 + Penalty 4374.773888 = -976884.097546 nChanged 20 SP:Iteration 93Q (20455.920000 sec): 3 clusters Score: Raw -981273.714865 + Penalty 4374.773888 = -976898.940977 nChanged 30 SP:Iteration 94Q (20456.110000 sec): 3 clusters Score: Raw -981293.549841 + Penalty 4374.773888 = -976918.775953 nChanged 32 SP:Iteration 95Q (20456.380000 sec): 3 clusters Score: Raw -981308.761283 + Penalty 4374.773888 = -976933.987396 nChanged 23 SP:Iteration 96Q (20456.580000 sec): 3 clusters Score: Raw -981320.738513 + Penalty 4374.773888 = -976945.964625 nChanged 25 SP:Iteration 97Q (20456.790000 sec): 3 clusters Score: Raw -981332.905426 + Penalty 4374.773888 = -976958.131539 nChanged 22 SP:Iteration 98Q (20456.980000 sec): 3 clusters Score: Raw -981340.314344 + Penalty 4374.773888 = -976965.540456 nChanged 21 SP:Iteration 99Q (20457.170000 sec): 3 clusters Score: Raw -981350.069361 + Penalty 4374.773888 = -976975.295473 nChanged 25 SP:Iteration 100F (20457.400000 sec): 3 clusters Score: Raw -981361.009760 + Penalty 4374.773888 = -976986.235872 nChanged 21 SP:Iteration 101Q (20457.640000 sec): 3 clusters Score: Raw -981368.962672 + Penalty 4374.773888 = -976994.188784 nChanged 27 SP:Iteration 102Q (20457.830000 sec): 3 clusters Score: Raw -981377.504484 + Penalty 4374.773888 = -977002.730596 nChanged 16 SP:Iteration 103Q (20458.090000 sec): 3 clusters Score: Raw -981382.158221 + Penalty 4374.773888 = -977007.384334 nChanged 11 SP:Iteration 104Q (20458.330000 sec): 3 clusters Score: Raw -981386.953759 + Penalty 4374.773888 = -977012.179872 nChanged 14 SP:Iteration 105Q (20458.530000 sec): 3 clusters Score: Raw -981391.554112 + Penalty 4374.773888 = -977016.780224 nChanged 12 SP:Iteration 106Q (20458.780000 sec): 3 clusters Score: Raw -981395.977539 + Penalty 4374.773888 = -977021.203651 nChanged 10 SP:Iteration 107Q (20459.000000 sec): 3 clusters Score: Raw -981398.801769 + Penalty 4374.773888 = -977024.027881 nChanged 8 SP:Iteration 108Q (20459.230000 sec): 3 clusters Score: Raw -981400.930827 + Penalty 4374.773888 = -977026.156940 nChanged 11 SP:Iteration 109Q (20459.480000 sec): 3 clusters Score: Raw -981405.001881 + Penalty 4374.773888 = -977030.227993 nChanged 11 SP:Iteration 110Q (20459.700000 sec): 3 clusters Score: Raw -981408.146236 + Penalty 4374.773888 = -977033.372348 nChanged 8 SP:Iteration 111Q (20459.880000 sec): 3 clusters Score: Raw -981411.014731 + Penalty 4374.773888 = -977036.240843 nChanged 5 SP:Iteration 112Q (20460.110000 sec): 3 clusters Score: Raw -981412.585983 + Penalty 4374.773888 = -977037.812096 nChanged 5 SP:Iteration 113Q (20460.360000 sec): 3 clusters Score: Raw -981413.932594 + Penalty 4374.773888 = -977039.158707 nChanged 4 SP:Iteration 114Q (20460.620000 sec): 3 clusters Score: Raw -981415.243609 + Penalty 4374.773888 = -977040.469722 nChanged 2 SP:Iteration 115Q (20460.830000 sec): 3 clusters Score: Raw -981415.757875 + Penalty 4374.773888 = -977040.983987 nChanged 3 SP:Iteration 116Q (20461.070000 sec): 3 clusters Score: Raw -981416.514403 + Penalty 4374.773888 = -977041.740515 nChanged 2 SP:Iteration 117Q (20461.260000 sec): 3 clusters Score: Raw -981416.864684 + Penalty 4374.773888 = -977042.090796 nChanged 1 SP:Iteration 118Q (20461.540000 sec): 3 clusters Score: Raw -981417.217270 + Penalty 4374.773888 = -977042.443382 nChanged 2 SP:Iteration 119Q (20461.720000 sec): 3 clusters Score: Raw -981417.670692 + Penalty 4374.773888 = -977042.896804 nChanged 0 SP:Iteration 120F (20461.950000 sec): 3 clusters Score: Raw -981417.670692 + Penalty 4374.773888 = -977042.896804 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (28254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20462.160000 sec): 2 clusters Score: Raw -4306049.352614 + Penalty 2541.749599 = -4303507.603015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20462.490000 sec): 3 clusters Score: Raw -4289145.736088 + Penalty 5083.499198 = -4284062.236889 nChanged 12689 SP:Iteration 1F (20462.830000 sec): 3 clusters Score: Raw -4295945.957869 + Penalty 5083.499198 = -4290862.458670 nChanged 1561 SP:Iteration 2F (20463.110000 sec): 3 clusters Score: Raw -4296514.325409 + Penalty 5083.499198 = -4291430.826211 nChanged 1407 SP:Iteration 3Q (20463.530000 sec): 3 clusters Score: Raw -4297065.073115 + Penalty 5083.499198 = -4291981.573916 nChanged 1421 SP:Iteration 4F (20463.840000 sec): 3 clusters Score: Raw -4297764.968222 + Penalty 5083.499198 = -4292681.469024 nChanged 1575 SP:Iteration 5F (20464.210000 sec): 3 clusters Score: Raw -4298679.158752 + Penalty 5083.499198 = -4293595.659553 nChanged 1712 SP:Iteration 6F (20464.550000 sec): 3 clusters Score: Raw -4299727.192802 + Penalty 5083.499198 = -4294643.693604 nChanged 1683 SP:Iteration 7F (20464.860000 sec): 3 clusters Score: Raw -4300711.964582 + Penalty 5083.499198 = -4295628.465384 nChanged 1545 SP:Iteration 8F (20465.180000 sec): 3 clusters Score: Raw -4301556.527188 + Penalty 5083.499198 = -4296473.027989 nChanged 1373 SP:Iteration 9Q (20465.540000 sec): 3 clusters Score: Raw -4302229.112095 + Penalty 5083.499198 = -4297145.612897 nChanged 1139 SP:Iteration 10Q (20465.860000 sec): 3 clusters Score: Raw -4302734.455393 + Penalty 5083.499198 = -4297650.956194 nChanged 957 SP:Iteration 11Q (20466.180000 sec): 3 clusters Score: Raw -4303135.211367 + Penalty 5083.499198 = -4298051.712169 nChanged 801 SP:Iteration 12Q (20466.540000 sec): 3 clusters Score: Raw -4303482.341838 + Penalty 5083.499198 = -4298398.842640 nChanged 756 SP:Iteration 13Q (20466.840000 sec): 3 clusters Score: Raw -4303843.984877 + Penalty 5083.499198 = -4298760.485678 nChanged 685 SP:Iteration 14Q (20467.160000 sec): 3 clusters Score: Raw -4304164.849839 + Penalty 5083.499198 = -4299081.350641 nChanged 623 SP:Iteration 15Q (20467.480000 sec): 3 clusters Score: Raw -4304470.966802 + Penalty 5083.499198 = -4299387.467603 nChanged 584 SP:Iteration 16Q (20467.820000 sec): 3 clusters Score: Raw -4304741.613211 + Penalty 5083.499198 = -4299658.114013 nChanged 542 SP:Iteration 17Q (20468.150000 sec): 3 clusters Score: Raw -4305003.292421 + Penalty 5083.499198 = -4299919.793222 nChanged 499 SP:Iteration 18Q (20468.530000 sec): 3 clusters Score: Raw -4305257.632392 + Penalty 5083.499198 = -4300174.133194 nChanged 454 SP:Iteration 19Q (20468.830000 sec): 3 clusters Score: Raw -4305482.157346 + Penalty 5083.499198 = -4300398.658147 nChanged 377 SP:Iteration 20F (20469.210000 sec): 3 clusters Score: Raw -4305658.774337 + Penalty 5083.499198 = -4300575.275139 nChanged 321 SP:Iteration 21Q (20469.590000 sec): 3 clusters Score: Raw -4305805.602750 + Penalty 5083.499198 = -4300722.103551 nChanged 266 SP:Iteration 22Q (20469.900000 sec): 3 clusters Score: Raw -4305925.737096 + Penalty 5083.499198 = -4300842.237897 nChanged 232 SP:Iteration 23Q (20470.230000 sec): 3 clusters Score: Raw -4306029.373003 + Penalty 5083.499198 = -4300945.873805 nChanged 182 SP:Iteration 24Q (20470.590000 sec): 3 clusters Score: Raw -4306114.394191 + Penalty 5083.499198 = -4301030.894993 nChanged 134 SP:Iteration 25Q (20470.920000 sec): 3 clusters Score: Raw -4306172.964287 + Penalty 5083.499198 = -4301089.465089 nChanged 122 SP:Iteration 26Q (20471.240000 sec): 3 clusters Score: Raw -4306230.017760 + Penalty 5083.499198 = -4301146.518561 nChanged 92 SP:Iteration 27Q (20471.550000 sec): 3 clusters Score: Raw -4306272.718399 + Penalty 5083.499198 = -4301189.219200 nChanged 76 SP:Iteration 28Q (20471.880000 sec): 3 clusters Score: Raw -4306307.873652 + Penalty 5083.499198 = -4301224.374454 nChanged 59 SP:Iteration 29Q (20472.200000 sec): 3 clusters Score: Raw -4306335.578893 + Penalty 5083.499198 = -4301252.079695 nChanged 46 SP:Iteration 30Q (20472.530000 sec): 3 clusters Score: Raw -4306356.031870 + Penalty 5083.499198 = -4301272.532671 nChanged 39 SP:Iteration 31Q (20472.870000 sec): 3 clusters Score: Raw -4306371.416197 + Penalty 5083.499198 = -4301287.916999 nChanged 29 SP:Iteration 32Q (20473.290000 sec): 3 clusters Score: Raw -4306384.496607 + Penalty 5083.499198 = -4301300.997409 nChanged 27 SP:Iteration 33Q (20473.670000 sec): 3 clusters Score: Raw -4306397.580015 + Penalty 5083.499198 = -4301314.080816 nChanged 22 SP:Iteration 34Q (20473.980000 sec): 3 clusters Score: Raw -4306407.083556 + Penalty 5083.499198 = -4301323.584358 nChanged 12 SP:Iteration 35Q (20474.310000 sec): 3 clusters Score: Raw -4306414.577946 + Penalty 5083.499198 = -4301331.078747 nChanged 13 SP:Iteration 36Q (20474.640000 sec): 3 clusters Score: Raw -4306420.100103 + Penalty 5083.499198 = -4301336.600905 nChanged 9 SP:Iteration 37Q (20474.980000 sec): 3 clusters Score: Raw -4306423.607234 + Penalty 5083.499198 = -4301340.108035 nChanged 7 SP:Iteration 38Q (20475.320000 sec): 3 clusters Score: Raw -4306427.078242 + Penalty 5083.499198 = -4301343.579043 nChanged 6 SP:Iteration 39Q (20475.680000 sec): 3 clusters Score: Raw -4306429.593563 + Penalty 5083.499198 = -4301346.094364 nChanged 5 SP:Iteration 40F (20476.020000 sec): 3 clusters Score: Raw -4306430.996075 + Penalty 5083.499198 = -4301347.496876 nChanged 1 SP:Iteration 41Q (20476.400000 sec): 3 clusters Score: Raw -4306431.541011 + Penalty 5083.499198 = -4301348.041813 nChanged 2 SP:Iteration 42Q (20476.710000 sec): 3 clusters Score: Raw -4306432.122623 + Penalty 5083.499198 = -4301348.623425 nChanged 1 SP:Iteration 43Q (20477.120000 sec): 3 clusters Score: Raw -4306432.412411 + Penalty 5083.499198 = -4301348.913212 nChanged 1 SP:Iteration 44Q (20477.440000 sec): 3 clusters Score: Raw -4306432.655733 + Penalty 5083.499198 = -4301349.156534 nChanged 1 SP:Iteration 45Q (20477.810000 sec): 3 clusters Score: Raw -4306432.775588 + Penalty 5083.499198 = -4301349.276390 nChanged 0 SP:Iteration 46F (20478.160000 sec): 3 clusters Score: Raw -4306432.775588 + Penalty 5083.499198 = -4301349.276390 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20478.300000 sec): 2 clusters Score: Raw -79898.629608 + Penalty 1578.884671 = -78319.744936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20478.440000 sec): 3 clusters Score: Raw -79933.477447 + Penalty 3157.769342 = -76775.708105 nChanged 118 SP:Iteration 1F (20478.690000 sec): 3 clusters Score: Raw -80179.249106 + Penalty 3157.769342 = -77021.479764 nChanged 38 SP:Iteration 2F (20478.920000 sec): 3 clusters Score: Raw -80272.929258 + Penalty 3157.769342 = -77115.159916 nChanged 24 SP:Iteration 3Q (20479.150000 sec): 3 clusters Score: Raw -80332.710414 + Penalty 3157.769342 = -77174.941072 nChanged 19 SP:Iteration 4Q (20479.400000 sec): 3 clusters Score: Raw -80410.195737 + Penalty 3157.769342 = -77252.426395 nChanged 24 SP:Iteration 5Q (20479.590000 sec): 3 clusters Score: Raw -80482.737404 + Penalty 3157.769342 = -77324.968062 nChanged 19 SP:Iteration 6Q (20479.760000 sec): 3 clusters Score: Raw -80564.139616 + Penalty 3157.769342 = -77406.370274 nChanged 18 SP:Iteration 7Q (20479.900000 sec): 3 clusters Score: Raw -80646.695971 + Penalty 3157.769342 = -77488.926629 nChanged 23 SP:Iteration 8Q (20480.110000 sec): 3 clusters Score: Raw -80758.949377 + Penalty 3157.769342 = -77601.180035 nChanged 15 SP:Iteration 9Q (20480.300000 sec): 3 clusters Score: Raw -80820.949593 + Penalty 3157.769342 = -77663.180251 nChanged 11 SP:Iteration 10Q (20480.520000 sec): 3 clusters Score: Raw -80870.494344 + Penalty 3157.769342 = -77712.725002 nChanged 9 SP:Iteration 11Q (20480.710000 sec): 3 clusters Score: Raw -80900.196639 + Penalty 3157.769342 = -77742.427297 nChanged 7 SP:Iteration 12Q (20480.880000 sec): 3 clusters Score: Raw -80919.634775 + Penalty 3157.769342 = -77761.865433 nChanged 2 SP:Iteration 13Q (20481.100000 sec): 3 clusters Score: Raw -80924.887906 + Penalty 3157.769342 = -77767.118564 nChanged 1 SP:Iteration 14Q (20481.320000 sec): 3 clusters Score: Raw -80928.196335 + Penalty 3157.769342 = -77770.426993 nChanged 1 SP:Iteration 15Q (20481.520000 sec): 3 clusters Score: Raw -80934.262982 + Penalty 3157.769342 = -77776.493640 nChanged 2 SP:Iteration 16Q (20481.700000 sec): 3 clusters Score: Raw -80944.565921 + Penalty 3157.769342 = -77786.796579 nChanged 2 SP:Iteration 17Q (20481.850000 sec): 3 clusters Score: Raw -80947.948842 + Penalty 3157.769342 = -77790.179500 nChanged 2 SP:Iteration 18Q (20482.040000 sec): 3 clusters Score: Raw -80951.289922 + Penalty 3157.769342 = -77793.520580 nChanged 1 SP:Iteration 19Q (20482.180000 sec): 3 clusters Score: Raw -80952.578904 + Penalty 3157.769342 = -77794.809562 nChanged 0 SP:Iteration 20F (20482.320000 sec): 3 clusters Score: Raw -80952.578904 + Penalty 3157.769342 = -77794.809562 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20482.420000 sec): 2 clusters Score: Raw -297990.568751 + Penalty 1882.656548 = -296107.912204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20482.610000 sec): 3 clusters Score: Raw -297247.831163 + Penalty 3765.313095 = -293482.518068 nChanged 625 SP:Iteration 1F (20482.760000 sec): 3 clusters Score: Raw -297746.913059 + Penalty 3765.313095 = -293981.599964 nChanged 186 SP:Iteration 2F (20482.900000 sec): 3 clusters Score: Raw -297965.476431 + Penalty 3765.313095 = -294200.163335 nChanged 108 SP:Iteration 3F (20483.040000 sec): 3 clusters Score: Raw -298120.037342 + Penalty 3765.313095 = -294354.724247 nChanged 93 SP:Iteration 4Q (20483.190000 sec): 3 clusters Score: Raw -298215.991198 + Penalty 3765.313095 = -294450.678102 nChanged 60 SP:Iteration 5Q (20483.330000 sec): 3 clusters Score: Raw -298276.090799 + Penalty 3765.313095 = -294510.777703 nChanged 59 SP:Iteration 6Q (20483.470000 sec): 3 clusters Score: Raw -298329.727004 + Penalty 3765.313095 = -294564.413909 nChanged 47 SP:Iteration 7Q (20483.670000 sec): 3 clusters Score: Raw -298369.515193 + Penalty 3765.313095 = -294604.202098 nChanged 41 SP:Iteration 8Q (20483.810000 sec): 3 clusters Score: Raw -298408.458454 + Penalty 3765.313095 = -294643.145358 nChanged 34 SP:Iteration 9Q (20483.960000 sec): 3 clusters Score: Raw -298432.532161 + Penalty 3765.313095 = -294667.219066 nChanged 26 SP:Iteration 10Q (20484.100000 sec): 3 clusters Score: Raw -298450.559659 + Penalty 3765.313095 = -294685.246564 nChanged 22 SP:Iteration 11Q (20484.260000 sec): 3 clusters Score: Raw -298466.661136 + Penalty 3765.313095 = -294701.348041 nChanged 21 SP:Iteration 12Q (20484.460000 sec): 3 clusters Score: Raw -298483.788457 + Penalty 3765.313095 = -294718.475362 nChanged 16 SP:Iteration 13Q (20484.630000 sec): 3 clusters Score: Raw -298495.958006 + Penalty 3765.313095 = -294730.644911 nChanged 11 SP:Iteration 14Q (20484.810000 sec): 3 clusters Score: Raw -298508.343695 + Penalty 3765.313095 = -294743.030600 nChanged 14 SP:Iteration 15Q (20484.970000 sec): 3 clusters Score: Raw -298518.146135 + Penalty 3765.313095 = -294752.833040 nChanged 11 SP:Iteration 16Q (20485.140000 sec): 3 clusters Score: Raw -298526.378138 + Penalty 3765.313095 = -294761.065043 nChanged 10 SP:Iteration 17Q (20485.300000 sec): 3 clusters Score: Raw -298535.516146 + Penalty 3765.313095 = -294770.203051 nChanged 9 SP:Iteration 18Q (20485.460000 sec): 3 clusters Score: Raw -298544.682902 + Penalty 3765.313095 = -294779.369807 nChanged 11 SP:Iteration 19Q (20485.620000 sec): 3 clusters Score: Raw -298554.330749 + Penalty 3765.313095 = -294789.017654 nChanged 11 SP:Iteration 20F (20485.780000 sec): 3 clusters Score: Raw -298567.321293 + Penalty 3765.313095 = -294802.008197 nChanged 11 SP:Iteration 21Q (20485.980000 sec): 3 clusters Score: Raw -298577.804341 + Penalty 3765.313095 = -294812.491245 nChanged 13 SP:Iteration 22Q (20486.140000 sec): 3 clusters Score: Raw -298588.349117 + Penalty 3765.313095 = -294823.036022 nChanged 14 SP:Iteration 23Q (20486.280000 sec): 3 clusters Score: Raw -298602.092297 + Penalty 3765.313095 = -294836.779202 nChanged 17 SP:Iteration 24Q (20486.420000 sec): 3 clusters Score: Raw -298613.331194 + Penalty 3765.313095 = -294848.018099 nChanged 9 SP:Iteration 25Q (20486.560000 sec): 3 clusters Score: Raw -298621.315212 + Penalty 3765.313095 = -294856.002117 nChanged 12 SP:Iteration 26Q (20486.710000 sec): 3 clusters Score: Raw -298630.812315 + Penalty 3765.313095 = -294865.499220 nChanged 10 SP:Iteration 27Q (20486.850000 sec): 3 clusters Score: Raw -298639.258168 + Penalty 3765.313095 = -294873.945073 nChanged 7 SP:Iteration 28Q (20487.000000 sec): 3 clusters Score: Raw -298645.663694 + Penalty 3765.313095 = -294880.350599 nChanged 12 SP:Iteration 29Q (20487.140000 sec): 3 clusters Score: Raw -298658.543753 + Penalty 3765.313095 = -294893.230658 nChanged 7 SP:Iteration 30Q (20487.340000 sec): 3 clusters Score: Raw -298668.654134 + Penalty 3765.313095 = -294903.341038 nChanged 10 SP:Iteration 31Q (20487.500000 sec): 3 clusters Score: Raw -298677.944213 + Penalty 3765.313095 = -294912.631117 nChanged 7 SP:Iteration 32Q (20487.700000 sec): 3 clusters Score: Raw -298685.317906 + Penalty 3765.313095 = -294920.004810 nChanged 7 SP:Iteration 33Q (20487.860000 sec): 3 clusters Score: Raw -298693.026748 + Penalty 3765.313095 = -294927.713653 nChanged 4 SP:Iteration 34Q (20488.030000 sec): 3 clusters Score: Raw -298696.383416 + Penalty 3765.313095 = -294931.070321 nChanged 2 SP:Iteration 35Q (20488.190000 sec): 3 clusters Score: Raw -298698.092188 + Penalty 3765.313095 = -294932.779092 nChanged 4 SP:Iteration 36Q (20488.360000 sec): 3 clusters Score: Raw -298699.516264 + Penalty 3765.313095 = -294934.203168 nChanged 1 SP:Iteration 37Q (20488.540000 sec): 3 clusters Score: Raw -298700.624658 + Penalty 3765.313095 = -294935.311563 nChanged 1 SP:Iteration 38Q (20488.740000 sec): 3 clusters Score: Raw -298701.852998 + Penalty 3765.313095 = -294936.539903 nChanged 0 SP:Iteration 39F (20488.920000 sec): 3 clusters Score: Raw -298701.852998 + Penalty 3765.313095 = -294936.539903 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (2915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20489.000000 sec): 2 clusters Score: Raw -431501.456205 + Penalty 1978.451024 = -429523.005181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20489.190000 sec): 3 clusters Score: Raw -430304.377541 + Penalty 3956.902049 = -426347.475492 nChanged 998 SP:Iteration 1F (20489.350000 sec): 3 clusters Score: Raw -431043.329032 + Penalty 3956.902049 = -427086.426983 nChanged 258 SP:Iteration 2F (20489.530000 sec): 3 clusters Score: Raw -431308.238653 + Penalty 3956.902049 = -427351.336604 nChanged 218 SP:Iteration 3F (20489.750000 sec): 3 clusters Score: Raw -431566.393965 + Penalty 3956.902049 = -427609.491916 nChanged 173 SP:Iteration 4F (20489.900000 sec): 3 clusters Score: Raw -431763.392491 + Penalty 3956.902049 = -427806.490442 nChanged 148 SP:Iteration 5F (20490.070000 sec): 3 clusters Score: Raw -431904.791412 + Penalty 3956.902049 = -427947.889363 nChanged 116 SP:Iteration 6Q (20490.260000 sec): 3 clusters Score: Raw -432019.351727 + Penalty 3956.902049 = -428062.449678 nChanged 97 SP:Iteration 7Q (20490.420000 sec): 3 clusters Score: Raw -432104.121345 + Penalty 3956.902049 = -428147.219296 nChanged 70 SP:Iteration 8Q (20490.640000 sec): 3 clusters Score: Raw -432162.131463 + Penalty 3956.902049 = -428205.229414 nChanged 55 SP:Iteration 9Q (20490.810000 sec): 3 clusters Score: Raw -432201.929414 + Penalty 3956.902049 = -428245.027365 nChanged 41 SP:Iteration 10Q (20491.040000 sec): 3 clusters Score: Raw -432226.851222 + Penalty 3956.902049 = -428269.949173 nChanged 31 SP:Iteration 11Q (20491.230000 sec): 3 clusters Score: Raw -432248.004617 + Penalty 3956.902049 = -428291.102568 nChanged 29 SP:Iteration 12Q (20491.450000 sec): 3 clusters Score: Raw -432268.816644 + Penalty 3956.902049 = -428311.914595 nChanged 27 SP:Iteration 13Q (20491.630000 sec): 3 clusters Score: Raw -432289.638542 + Penalty 3956.902049 = -428332.736493 nChanged 21 SP:Iteration 14Q (20491.800000 sec): 3 clusters Score: Raw -432302.293934 + Penalty 3956.902049 = -428345.391885 nChanged 15 SP:Iteration 15Q (20492.020000 sec): 3 clusters Score: Raw -432311.739292 + Penalty 3956.902049 = -428354.837243 nChanged 11 SP:Iteration 16Q (20492.260000 sec): 3 clusters Score: Raw -432319.291500 + Penalty 3956.902049 = -428362.389451 nChanged 14 SP:Iteration 17Q (20492.410000 sec): 3 clusters Score: Raw -432330.452838 + Penalty 3956.902049 = -428373.550789 nChanged 12 SP:Iteration 18Q (20492.610000 sec): 3 clusters Score: Raw -432338.272266 + Penalty 3956.902049 = -428381.370217 nChanged 13 SP:Iteration 19Q (20492.810000 sec): 3 clusters Score: Raw -432344.637879 + Penalty 3956.902049 = -428387.735830 nChanged 5 SP:Iteration 20F (20493.020000 sec): 3 clusters Score: Raw -432347.816716 + Penalty 3956.902049 = -428390.914667 nChanged 6 SP:Iteration 21Q (20493.250000 sec): 3 clusters Score: Raw -432350.498415 + Penalty 3956.902049 = -428393.596366 nChanged 2 SP:Iteration 22Q (20493.450000 sec): 3 clusters Score: Raw -432351.699248 + Penalty 3956.902049 = -428394.797199 nChanged 5 SP:Iteration 23Q (20493.650000 sec): 3 clusters Score: Raw -432356.035451 + Penalty 3956.902049 = -428399.133402 nChanged 4 SP:Iteration 24Q (20493.830000 sec): 3 clusters Score: Raw -432358.758487 + Penalty 3956.902049 = -428401.856438 nChanged 2 SP:Iteration 25Q (20494.080000 sec): 3 clusters Score: Raw -432359.510045 + Penalty 3956.902049 = -428402.607996 nChanged 0 SP:Iteration 26F (20494.280000 sec): 3 clusters Score: Raw -432359.510045 + Penalty 3956.902049 = -428402.607996 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (21103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20494.450000 sec): 2 clusters Score: Raw -3219042.346949 + Penalty 2469.378281 = -3216572.968668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20494.740000 sec): 3 clusters Score: Raw -3206822.553431 + Penalty 4938.756563 = -3201883.796868 nChanged 9288 SP:Iteration 1F (20495.020000 sec): 3 clusters Score: Raw -3211737.890450 + Penalty 4938.756563 = -3206799.133887 nChanged 1116 SP:Iteration 2F (20495.340000 sec): 3 clusters Score: Raw -3212140.547569 + Penalty 4938.756563 = -3207201.791007 nChanged 982 SP:Iteration 3Q (20495.580000 sec): 3 clusters Score: Raw -3212510.115035 + Penalty 4938.756563 = -3207571.358472 nChanged 939 SP:Iteration 4Q (20495.910000 sec): 3 clusters Score: Raw -3212885.311149 + Penalty 4938.756563 = -3207946.554586 nChanged 956 SP:Iteration 5Q (20496.150000 sec): 3 clusters Score: Raw -3213336.598400 + Penalty 4938.756563 = -3208397.841837 nChanged 1030 SP:Iteration 6Q (20496.430000 sec): 3 clusters Score: Raw -3213888.251557 + Penalty 4938.756563 = -3208949.494994 nChanged 1137 SP:Iteration 7F (20496.770000 sec): 3 clusters Score: Raw -3214590.926102 + Penalty 4938.756563 = -3209652.169539 nChanged 1221 SP:Iteration 8F (20497.090000 sec): 3 clusters Score: Raw -3215443.269869 + Penalty 4938.756563 = -3210504.513307 nChanged 1236 SP:Iteration 9F (20497.370000 sec): 3 clusters Score: Raw -3216316.914998 + Penalty 4938.756563 = -3211378.158435 nChanged 1121 SP:Iteration 10F (20497.630000 sec): 3 clusters Score: Raw -3217127.967733 + Penalty 4938.756563 = -3212189.211171 nChanged 918 SP:Iteration 11Q (20497.980000 sec): 3 clusters Score: Raw -3217775.144780 + Penalty 4938.756563 = -3212836.388217 nChanged 704 SP:Iteration 12Q (20498.250000 sec): 3 clusters Score: Raw -3218249.596817 + Penalty 4938.756563 = -3213310.840254 nChanged 562 SP:Iteration 13Q (20498.570000 sec): 3 clusters Score: Raw -3218617.358588 + Penalty 4938.756563 = -3213678.602026 nChanged 398 SP:Iteration 14Q (20498.840000 sec): 3 clusters Score: Raw -3218865.006193 + Penalty 4938.756563 = -3213926.249631 nChanged 272 SP:Iteration 15Q (20499.150000 sec): 3 clusters Score: Raw -3219030.793944 + Penalty 4938.756563 = -3214092.037381 nChanged 214 SP:Iteration 16Q (20499.410000 sec): 3 clusters Score: Raw -3219154.651073 + Penalty 4938.756563 = -3214215.894510 nChanged 150 SP:Iteration 17Q (20499.700000 sec): 3 clusters Score: Raw -3219238.257120 + Penalty 4938.756563 = -3214299.500558 nChanged 102 SP:Iteration 18Q (20500.000000 sec): 3 clusters Score: Raw -3219298.940809 + Penalty 4938.756563 = -3214360.184246 nChanged 85 SP:Iteration 19Q (20500.370000 sec): 3 clusters Score: Raw -3219344.289215 + Penalty 4938.756563 = -3214405.532653 nChanged 63 SP:Iteration 20F (20500.630000 sec): 3 clusters Score: Raw -3219378.107552 + Penalty 4938.756563 = -3214439.350989 nChanged 44 SP:Iteration 21Q (20500.930000 sec): 3 clusters Score: Raw -3219397.173897 + Penalty 4938.756563 = -3214458.417334 nChanged 33 SP:Iteration 22Q (20501.210000 sec): 3 clusters Score: Raw -3219414.139523 + Penalty 4938.756563 = -3214475.382960 nChanged 27 SP:Iteration 23Q (20501.540000 sec): 3 clusters Score: Raw -3219429.093310 + Penalty 4938.756563 = -3214490.336748 nChanged 25 SP:Iteration 24Q (20501.820000 sec): 3 clusters Score: Raw -3219443.248442 + Penalty 4938.756563 = -3214504.491879 nChanged 27 SP:Iteration 25Q (20502.090000 sec): 3 clusters Score: Raw -3219459.335348 + Penalty 4938.756563 = -3214520.578785 nChanged 25 SP:Iteration 26Q (20502.400000 sec): 3 clusters Score: Raw -3219475.969566 + Penalty 4938.756563 = -3214537.213003 nChanged 22 SP:Iteration 27Q (20502.620000 sec): 3 clusters Score: Raw -3219490.521842 + Penalty 4938.756563 = -3214551.765279 nChanged 17 SP:Iteration 28Q (20502.970000 sec): 3 clusters Score: Raw -3219501.064079 + Penalty 4938.756563 = -3214562.307516 nChanged 20 SP:Iteration 29Q (20503.210000 sec): 3 clusters Score: Raw -3219511.331651 + Penalty 4938.756563 = -3214572.575088 nChanged 14 SP:Iteration 30Q (20503.540000 sec): 3 clusters Score: Raw -3219517.826511 + Penalty 4938.756563 = -3214579.069948 nChanged 6 SP:Iteration 31Q (20503.830000 sec): 3 clusters Score: Raw -3219520.463148 + Penalty 4938.756563 = -3214581.706586 nChanged 7 SP:Iteration 32Q (20504.130000 sec): 3 clusters Score: Raw -3219523.943077 + Penalty 4938.756563 = -3214585.186514 nChanged 5 SP:Iteration 33Q (20504.420000 sec): 3 clusters Score: Raw -3219526.648378 + Penalty 4938.756563 = -3214587.891815 nChanged 2 SP:Iteration 34Q (20504.710000 sec): 3 clusters Score: Raw -3219527.378756 + Penalty 4938.756563 = -3214588.622194 nChanged 2 SP:Iteration 35Q (20504.970000 sec): 3 clusters Score: Raw -3219528.336833 + Penalty 4938.756563 = -3214589.580270 nChanged 1 SP:Iteration 36Q (20505.320000 sec): 3 clusters Score: Raw -3219528.706059 + Penalty 4938.756563 = -3214589.949497 nChanged 0 SP:Iteration 37F (20505.580000 sec): 3 clusters Score: Raw -3219528.706059 + Penalty 4938.756563 = -3214589.949497 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (144363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20506.330000 sec): 2 clusters Score: Raw -21862980.033221 + Penalty 2946.261388 = -21860033.771834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20507.180000 sec): 3 clusters Score: Raw -21769682.475713 + Penalty 5892.522775 = -21763789.952938 nChanged 68721 SP:Iteration 1F (20508.090000 sec): 3 clusters Score: Raw -21808777.901750 + Penalty 5892.522775 = -21802885.378975 nChanged 4587 SP:Iteration 2Q (20508.990000 sec): 3 clusters Score: Raw -21809861.368400 + Penalty 5892.522775 = -21803968.845625 nChanged 5012 SP:Iteration 3Q (20509.980000 sec): 3 clusters Score: Raw -21811302.126187 + Penalty 5892.522775 = -21805409.603412 nChanged 5849 SP:Iteration 4Q (20511.060000 sec): 3 clusters Score: Raw -21813296.760261 + Penalty 5892.522775 = -21807404.237486 nChanged 6804 SP:Iteration 5Q (20512.100000 sec): 3 clusters Score: Raw -21816014.960262 + Penalty 5892.522775 = -21810122.437487 nChanged 7695 SP:Iteration 6F (20513.010000 sec): 3 clusters Score: Raw -21819445.390280 + Penalty 5892.522775 = -21813552.867505 nChanged 8323 SP:Iteration 7F (20513.960000 sec): 3 clusters Score: Raw -21823500.043103 + Penalty 5892.522775 = -21817607.520328 nChanged 8750 SP:Iteration 8F (20514.900000 sec): 3 clusters Score: Raw -21828116.266593 + Penalty 5892.522775 = -21822223.743818 nChanged 8796 SP:Iteration 9F (20515.790000 sec): 3 clusters Score: Raw -21833452.049280 + Penalty 5892.522775 = -21827559.526505 nChanged 9015 SP:Iteration 10F (20516.690000 sec): 3 clusters Score: Raw -21839605.876317 + Penalty 5892.522775 = -21833713.353542 nChanged 8773 SP:Iteration 11F (20517.570000 sec): 3 clusters Score: Raw -21846169.472924 + Penalty 5892.522775 = -21840276.950149 nChanged 7844 SP:Iteration 12F (20518.440000 sec): 3 clusters Score: Raw -21852350.966136 + Penalty 5892.522775 = -21846458.443361 nChanged 6032 SP:Iteration 13Q (20519.380000 sec): 3 clusters Score: Raw -21857080.566171 + Penalty 5892.522775 = -21851188.043396 nChanged 3932 SP:Iteration 14Q (20520.260000 sec): 3 clusters Score: Raw -21859988.212564 + Penalty 5892.522775 = -21854095.689789 nChanged 2357 SP:Iteration 15Q (20521.180000 sec): 3 clusters Score: Raw -21861651.399712 + Penalty 5892.522775 = -21855758.876937 nChanged 1309 SP:Iteration 16Q (20522.120000 sec): 3 clusters Score: Raw -21862518.950776 + Penalty 5892.522775 = -21856626.428001 nChanged 696 SP:Iteration 17Q (20523.020000 sec): 3 clusters Score: Raw -21862960.990035 + Penalty 5892.522775 = -21857068.467260 nChanged 343 SP:Iteration 18Q (20523.890000 sec): 3 clusters Score: Raw -21863173.448523 + Penalty 5892.522775 = -21857280.925748 nChanged 198 SP:Iteration 19Q (20524.710000 sec): 3 clusters Score: Raw -21863291.473740 + Penalty 5892.522775 = -21857398.950965 nChanged 129 SP:Iteration 20F (20525.650000 sec): 3 clusters Score: Raw -21863367.612123 + Penalty 5892.522775 = -21857475.089348 nChanged 77 SP:Iteration 21Q (20526.560000 sec): 3 clusters Score: Raw -21863411.061955 + Penalty 5892.522775 = -21857518.539180 nChanged 58 SP:Iteration 22Q (20527.430000 sec): 3 clusters Score: Raw -21863443.188151 + Penalty 5892.522775 = -21857550.665376 nChanged 45 SP:Iteration 23Q (20528.270000 sec): 3 clusters Score: Raw -21863473.700589 + Penalty 5892.522775 = -21857581.177814 nChanged 37 SP:Iteration 24Q (20529.170000 sec): 3 clusters Score: Raw -21863497.017722 + Penalty 5892.522775 = -21857604.494947 nChanged 30 SP:Iteration 25Q (20530.040000 sec): 3 clusters Score: Raw -21863511.777308 + Penalty 5892.522775 = -21857619.254533 nChanged 24 SP:Iteration 26Q (20530.960000 sec): 3 clusters Score: Raw -21863524.103384 + Penalty 5892.522775 = -21857631.580609 nChanged 21 SP:Iteration 27Q (20531.910000 sec): 3 clusters Score: Raw -21863532.877749 + Penalty 5892.522775 = -21857640.354974 nChanged 11 SP:Iteration 28Q (20532.770000 sec): 3 clusters Score: Raw -21863537.516267 + Penalty 5892.522775 = -21857644.993492 nChanged 6 SP:Iteration 29Q (20533.760000 sec): 3 clusters Score: Raw -21863540.017876 + Penalty 5892.522775 = -21857647.495101 nChanged 8 SP:Iteration 30Q (20534.710000 sec): 3 clusters Score: Raw -21863544.121787 + Penalty 5892.522775 = -21857651.599012 nChanged 9 SP:Iteration 31Q (20535.650000 sec): 3 clusters Score: Raw -21863549.830772 + Penalty 5892.522775 = -21857657.307997 nChanged 13 SP:Iteration 32Q (20536.490000 sec): 3 clusters Score: Raw -21863558.695101 + Penalty 5892.522775 = -21857666.172326 nChanged 11 SP:Iteration 33Q (20537.330000 sec): 3 clusters Score: Raw -21863565.223499 + Penalty 5892.522775 = -21857672.700724 nChanged 7 SP:Iteration 34Q (20538.130000 sec): 3 clusters Score: Raw -21863567.048238 + Penalty 5892.522775 = -21857674.525463 nChanged 2 SP:Iteration 35Q (20538.990000 sec): 3 clusters Score: Raw -21863568.304170 + Penalty 5892.522775 = -21857675.781395 nChanged 0 SP:Iteration 36F (20539.950000 sec): 3 clusters Score: Raw -21863568.304170 + Penalty 5892.522775 = -21857675.781395 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (17646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20540.140000 sec): 2 clusters Score: Raw -2673269.375075 + Penalty 2425.009573 = -2670844.365502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20540.430000 sec): 3 clusters Score: Raw -2663118.476584 + Penalty 4850.019146 = -2658268.457437 nChanged 7653 SP:Iteration 1F (20540.720000 sec): 3 clusters Score: Raw -2667210.461922 + Penalty 4850.019146 = -2662360.442775 nChanged 1025 SP:Iteration 2F (20540.980000 sec): 3 clusters Score: Raw -2667590.188125 + Penalty 4850.019146 = -2662740.168979 nChanged 820 SP:Iteration 3Q (20541.240000 sec): 3 clusters Score: Raw -2667892.999465 + Penalty 4850.019146 = -2663042.980318 nChanged 698 SP:Iteration 4Q (20541.590000 sec): 3 clusters Score: Raw -2668141.391591 + Penalty 4850.019146 = -2663291.372444 nChanged 592 SP:Iteration 5Q (20541.850000 sec): 3 clusters Score: Raw -2668340.785056 + Penalty 4850.019146 = -2663490.765910 nChanged 570 SP:Iteration 6Q (20542.130000 sec): 3 clusters Score: Raw -2668522.268155 + Penalty 4850.019146 = -2663672.249008 nChanged 563 SP:Iteration 7Q (20542.390000 sec): 3 clusters Score: Raw -2668712.958448 + Penalty 4850.019146 = -2663862.939302 nChanged 574 SP:Iteration 8Q (20542.650000 sec): 3 clusters Score: Raw -2668938.766546 + Penalty 4850.019146 = -2664088.747400 nChanged 637 SP:Iteration 9Q (20542.930000 sec): 3 clusters Score: Raw -2669218.307331 + Penalty 4850.019146 = -2664368.288185 nChanged 745 SP:Iteration 10Q (20543.200000 sec): 3 clusters Score: Raw -2669579.018861 + Penalty 4850.019146 = -2664728.999715 nChanged 777 SP:Iteration 11Q (20543.480000 sec): 3 clusters Score: Raw -2670008.378409 + Penalty 4850.019146 = -2665158.359263 nChanged 842 SP:Iteration 12Q (20543.770000 sec): 3 clusters Score: Raw -2670548.051286 + Penalty 4850.019146 = -2665698.032140 nChanged 853 SP:Iteration 13Q (20544.070000 sec): 3 clusters Score: Raw -2671153.406467 + Penalty 4850.019146 = -2666303.387321 nChanged 783 SP:Iteration 14Q (20544.320000 sec): 3 clusters Score: Raw -2671729.895740 + Penalty 4850.019146 = -2666879.876594 nChanged 640 SP:Iteration 15Q (20544.630000 sec): 3 clusters Score: Raw -2672193.101091 + Penalty 4850.019146 = -2667343.081944 nChanged 512 SP:Iteration 16Q (20544.940000 sec): 3 clusters Score: Raw -2672587.508321 + Penalty 4850.019146 = -2667737.489175 nChanged 368 SP:Iteration 17Q (20545.230000 sec): 3 clusters Score: Raw -2672886.194734 + Penalty 4850.019146 = -2668036.175588 nChanged 250 SP:Iteration 18Q (20545.480000 sec): 3 clusters Score: Raw -2673099.130005 + Penalty 4850.019146 = -2668249.110858 nChanged 173 SP:Iteration 19Q (20545.800000 sec): 3 clusters Score: Raw -2673257.170341 + Penalty 4850.019146 = -2668407.151195 nChanged 120 SP:Iteration 20F (20546.080000 sec): 3 clusters Score: Raw -2673359.113372 + Penalty 4850.019146 = -2668509.094226 nChanged 73 SP:Iteration 21Q (20546.310000 sec): 3 clusters Score: Raw -2673423.081616 + Penalty 4850.019146 = -2668573.062470 nChanged 50 SP:Iteration 22Q (20546.550000 sec): 3 clusters Score: Raw -2673470.465701 + Penalty 4850.019146 = -2668620.446555 nChanged 29 SP:Iteration 23Q (20546.830000 sec): 3 clusters Score: Raw -2673504.125650 + Penalty 4850.019146 = -2668654.106504 nChanged 33 SP:Iteration 24Q (20547.050000 sec): 3 clusters Score: Raw -2673545.257583 + Penalty 4850.019146 = -2668695.238437 nChanged 30 SP:Iteration 25Q (20547.300000 sec): 3 clusters Score: Raw -2673579.456650 + Penalty 4850.019146 = -2668729.437504 nChanged 22 SP:Iteration 26Q (20547.620000 sec): 3 clusters Score: Raw -2673602.170889 + Penalty 4850.019146 = -2668752.151743 nChanged 13 SP:Iteration 27Q (20547.860000 sec): 3 clusters Score: Raw -2673613.980905 + Penalty 4850.019146 = -2668763.961759 nChanged 9 SP:Iteration 28Q (20548.170000 sec): 3 clusters Score: Raw -2673623.900037 + Penalty 4850.019146 = -2668773.880891 nChanged 9 SP:Iteration 29Q (20548.440000 sec): 3 clusters Score: Raw -2673631.268612 + Penalty 4850.019146 = -2668781.249466 nChanged 4 SP:Iteration 30Q (20548.660000 sec): 3 clusters Score: Raw -2673635.040051 + Penalty 4850.019146 = -2668785.020905 nChanged 3 SP:Iteration 31Q (20548.910000 sec): 3 clusters Score: Raw -2673637.317454 + Penalty 4850.019146 = -2668787.298307 nChanged 1 SP:Iteration 32Q (20549.280000 sec): 3 clusters Score: Raw -2673638.306023 + Penalty 4850.019146 = -2668788.286877 nChanged 5 SP:Iteration 33Q (20549.510000 sec): 3 clusters Score: Raw -2673643.315580 + Penalty 4850.019146 = -2668793.296434 nChanged 2 SP:Iteration 34Q (20549.790000 sec): 3 clusters Score: Raw -2673645.067722 + Penalty 4850.019146 = -2668795.048576 nChanged 2 SP:Iteration 35Q (20550.010000 sec): 3 clusters Score: Raw -2673646.410866 + Penalty 4850.019146 = -2668796.391720 nChanged 1 SP:Iteration 36Q (20550.270000 sec): 3 clusters Score: Raw -2673647.078730 + Penalty 4850.019146 = -2668797.059584 nChanged 0 SP:Iteration 37F (20550.580000 sec): 3 clusters Score: Raw -2673647.078730 + Penalty 4850.019146 = -2668797.059584 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20550.650000 sec): 2 clusters Score: Raw -18778.439538 + Penalty 1345.387604 = -17433.051933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20550.840000 sec): 3 clusters Score: Raw -19386.266878 + Penalty 2690.775209 = -16695.491669 nChanged 42 SP:Iteration 1F (20551.050000 sec): 3 clusters Score: Raw -19666.519455 + Penalty 2690.775209 = -16975.744247 nChanged 15 SP:Iteration 2F (20551.220000 sec): 3 clusters Score: Raw -19772.443079 + Penalty 2690.775209 = -17081.667870 nChanged 15 SP:Iteration 3F (20551.380000 sec): 3 clusters Score: Raw -19884.938427 + Penalty 2690.775209 = -17194.163219 nChanged 11 SP:Iteration 4Q (20551.590000 sec): 3 clusters Score: Raw -19971.798972 + Penalty 2690.775209 = -17281.023763 nChanged 9 SP:Iteration 5Q (20551.740000 sec): 3 clusters Score: Raw -20066.922947 + Penalty 2690.775209 = -17376.147739 nChanged 6 SP:Iteration 6Q (20551.920000 sec): 3 clusters Score: Raw -20205.117508 + Penalty 2690.775209 = -17514.342299 nChanged 4 SP:Iteration 7Q (20552.070000 sec): 3 clusters Score: Raw -20401.603195 + Penalty 2690.775209 = -17710.827986 nChanged 1 SP:Iteration 8Q (20552.210000 sec): 3 clusters Score: Raw -20405.073705 + Penalty 2690.775209 = -17714.298496 nChanged 0 SP:Iteration 9F (20552.390000 sec): 3 clusters Score: Raw -20410.295101 + Penalty 2690.775209 = -17719.519892 nChanged 1 SP:Iteration 10Q (20552.540000 sec): 3 clusters Score: Raw -20418.977062 + Penalty 2690.775209 = -17728.201853 nChanged 0 SP:Iteration 11F (20552.750000 sec): 3 clusters Score: Raw -20418.977062 + Penalty 2690.775209 = -17728.201853 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 67. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (4595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20552.830000 sec): 2 clusters Score: Raw -667277.041570 + Penalty 2091.315561 = -665185.726009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20553.060000 sec): 3 clusters Score: Raw -665144.983774 + Penalty 4182.631121 = -660962.352652 nChanged 1683 SP:Iteration 1F (20553.230000 sec): 3 clusters Score: Raw -666089.031134 + Penalty 4182.631121 = -661906.400013 nChanged 352 SP:Iteration 2F (20553.480000 sec): 3 clusters Score: Raw -666315.656963 + Penalty 4182.631121 = -662133.025842 nChanged 235 SP:Iteration 3F (20553.680000 sec): 3 clusters Score: Raw -666460.654202 + Penalty 4182.631121 = -662278.023081 nChanged 178 SP:Iteration 4Q (20553.900000 sec): 3 clusters Score: Raw -666548.263633 + Penalty 4182.631121 = -662365.632512 nChanged 139 SP:Iteration 5Q (20554.090000 sec): 3 clusters Score: Raw -666621.572155 + Penalty 4182.631121 = -662438.941034 nChanged 121 SP:Iteration 6Q (20554.320000 sec): 3 clusters Score: Raw -666687.014475 + Penalty 4182.631121 = -662504.383354 nChanged 96 SP:Iteration 7Q (20554.500000 sec): 3 clusters Score: Raw -666732.397363 + Penalty 4182.631121 = -662549.766241 nChanged 103 SP:Iteration 8Q (20554.740000 sec): 3 clusters Score: Raw -666788.596634 + Penalty 4182.631121 = -662605.965513 nChanged 102 SP:Iteration 9Q (20554.950000 sec): 3 clusters Score: Raw -666845.766399 + Penalty 4182.631121 = -662663.135278 nChanged 101 SP:Iteration 10Q (20555.120000 sec): 3 clusters Score: Raw -666908.873516 + Penalty 4182.631121 = -662726.242395 nChanged 109 SP:Iteration 11Q (20555.330000 sec): 3 clusters Score: Raw -666981.059945 + Penalty 4182.631121 = -662798.428824 nChanged 107 SP:Iteration 12Q (20555.490000 sec): 3 clusters Score: Raw -667035.394613 + Penalty 4182.631121 = -662852.763492 nChanged 90 SP:Iteration 13Q (20555.690000 sec): 3 clusters Score: Raw -667092.194514 + Penalty 4182.631121 = -662909.563393 nChanged 89 SP:Iteration 14Q (20555.870000 sec): 3 clusters Score: Raw -667140.329666 + Penalty 4182.631121 = -662957.698545 nChanged 83 SP:Iteration 15Q (20556.060000 sec): 3 clusters Score: Raw -667192.725924 + Penalty 4182.631121 = -663010.094803 nChanged 94 SP:Iteration 16Q (20556.260000 sec): 3 clusters Score: Raw -667251.395517 + Penalty 4182.631121 = -663068.764396 nChanged 78 SP:Iteration 17Q (20556.490000 sec): 3 clusters Score: Raw -667295.713955 + Penalty 4182.631121 = -663113.082834 nChanged 59 SP:Iteration 18Q (20556.670000 sec): 3 clusters Score: Raw -667325.364659 + Penalty 4182.631121 = -663142.733537 nChanged 59 SP:Iteration 19Q (20556.870000 sec): 3 clusters Score: Raw -667360.795491 + Penalty 4182.631121 = -663178.164370 nChanged 67 SP:Iteration 20F (20557.080000 sec): 3 clusters Score: Raw -667391.202371 + Penalty 4182.631121 = -663208.571250 nChanged 49 SP:Iteration 21Q (20557.290000 sec): 3 clusters Score: Raw -667413.664624 + Penalty 4182.631121 = -663231.033503 nChanged 37 SP:Iteration 22Q (20557.500000 sec): 3 clusters Score: Raw -667429.647990 + Penalty 4182.631121 = -663247.016869 nChanged 34 SP:Iteration 23Q (20557.710000 sec): 3 clusters Score: Raw -667443.809136 + Penalty 4182.631121 = -663261.178015 nChanged 30 SP:Iteration 24Q (20557.900000 sec): 3 clusters Score: Raw -667455.784880 + Penalty 4182.631121 = -663273.153758 nChanged 25 SP:Iteration 25Q (20558.110000 sec): 3 clusters Score: Raw -667465.134435 + Penalty 4182.631121 = -663282.503314 nChanged 25 SP:Iteration 26Q (20558.320000 sec): 3 clusters Score: Raw -667475.967221 + Penalty 4182.631121 = -663293.336100 nChanged 32 SP:Iteration 27Q (20558.500000 sec): 3 clusters Score: Raw -667487.039824 + Penalty 4182.631121 = -663304.408702 nChanged 20 SP:Iteration 28Q (20558.710000 sec): 3 clusters Score: Raw -667493.895990 + Penalty 4182.631121 = -663311.264869 nChanged 30 SP:Iteration 29Q (20558.940000 sec): 3 clusters Score: Raw -667511.218792 + Penalty 4182.631121 = -663328.587671 nChanged 30 SP:Iteration 30Q (20559.150000 sec): 3 clusters Score: Raw -667524.884977 + Penalty 4182.631121 = -663342.253855 nChanged 30 SP:Iteration 31Q (20559.310000 sec): 3 clusters Score: Raw -667542.267669 + Penalty 4182.631121 = -663359.636548 nChanged 30 SP:Iteration 32Q (20559.520000 sec): 3 clusters Score: Raw -667557.338872 + Penalty 4182.631121 = -663374.707751 nChanged 36 SP:Iteration 33Q (20559.740000 sec): 3 clusters Score: Raw -667576.134488 + Penalty 4182.631121 = -663393.503366 nChanged 36 SP:Iteration 34Q (20559.960000 sec): 3 clusters Score: Raw -667595.870937 + Penalty 4182.631121 = -663413.239816 nChanged 39 SP:Iteration 35Q (20560.150000 sec): 3 clusters Score: Raw -667617.023283 + Penalty 4182.631121 = -663434.392161 nChanged 39 SP:Iteration 36Q (20560.370000 sec): 3 clusters Score: Raw -667633.460473 + Penalty 4182.631121 = -663450.829352 nChanged 34 SP:Iteration 37Q (20560.570000 sec): 3 clusters Score: Raw -667651.838693 + Penalty 4182.631121 = -663469.207571 nChanged 35 SP:Iteration 38Q (20560.770000 sec): 3 clusters Score: Raw -667672.436299 + Penalty 4182.631121 = -663489.805177 nChanged 35 SP:Iteration 39Q (20560.970000 sec): 3 clusters Score: Raw -667693.565065 + Penalty 4182.631121 = -663510.933944 nChanged 41 SP:Iteration 40F (20561.170000 sec): 3 clusters Score: Raw -667719.610438 + Penalty 4182.631121 = -663536.979317 nChanged 40 SP:Iteration 41Q (20561.340000 sec): 3 clusters Score: Raw -667748.790155 + Penalty 4182.631121 = -663566.159033 nChanged 48 SP:Iteration 42Q (20561.570000 sec): 3 clusters Score: Raw -667790.813806 + Penalty 4182.631121 = -663608.182684 nChanged 55 SP:Iteration 43Q (20561.770000 sec): 3 clusters Score: Raw -667837.493546 + Penalty 4182.631121 = -663654.862424 nChanged 58 SP:Iteration 44Q (20561.930000 sec): 3 clusters Score: Raw -667889.657522 + Penalty 4182.631121 = -663707.026401 nChanged 61 SP:Iteration 45Q (20562.160000 sec): 3 clusters Score: Raw -667957.184513 + Penalty 4182.631121 = -663774.553392 nChanged 64 SP:Iteration 46Q (20562.340000 sec): 3 clusters Score: Raw -668032.809199 + Penalty 4182.631121 = -663850.178078 nChanged 69 SP:Iteration 47Q (20562.600000 sec): 3 clusters Score: Raw -668123.535177 + Penalty 4182.631121 = -663940.904056 nChanged 55 SP:Iteration 48Q (20562.820000 sec): 3 clusters Score: Raw -668179.022335 + Penalty 4182.631121 = -663996.391214 nChanged 40 SP:Iteration 49Q (20563.000000 sec): 3 clusters Score: Raw -668205.360521 + Penalty 4182.631121 = -664022.729399 nChanged 24 SP:Iteration 50Q (20563.200000 sec): 3 clusters Score: Raw -668216.863191 + Penalty 4182.631121 = -664034.232070 nChanged 15 SP:Iteration 51Q (20563.420000 sec): 3 clusters Score: Raw -668223.929385 + Penalty 4182.631121 = -664041.298264 nChanged 10 SP:Iteration 52Q (20563.600000 sec): 3 clusters Score: Raw -668228.772958 + Penalty 4182.631121 = -664046.141837 nChanged 8 SP:Iteration 53Q (20563.800000 sec): 3 clusters Score: Raw -668233.405138 + Penalty 4182.631121 = -664050.774017 nChanged 9 SP:Iteration 54Q (20563.980000 sec): 3 clusters Score: Raw -668237.036631 + Penalty 4182.631121 = -664054.405509 nChanged 7 SP:Iteration 55Q (20564.220000 sec): 3 clusters Score: Raw -668241.624550 + Penalty 4182.631121 = -664058.993429 nChanged 9 SP:Iteration 56Q (20564.440000 sec): 3 clusters Score: Raw -668247.917396 + Penalty 4182.631121 = -664065.286275 nChanged 10 SP:Iteration 57Q (20564.640000 sec): 3 clusters Score: Raw -668252.266161 + Penalty 4182.631121 = -664069.635040 nChanged 9 SP:Iteration 58Q (20564.860000 sec): 3 clusters Score: Raw -668256.628503 + Penalty 4182.631121 = -664073.997382 nChanged 5 SP:Iteration 59Q (20565.060000 sec): 3 clusters Score: Raw -668258.660965 + Penalty 4182.631121 = -664076.029844 nChanged 2 SP:Iteration 60F (20565.260000 sec): 3 clusters Score: Raw -668259.372419 + Penalty 4182.631121 = -664076.741297 nChanged 1 SP:Iteration 61Q (20565.440000 sec): 3 clusters Score: Raw -668259.889715 + Penalty 4182.631121 = -664077.258594 nChanged 2 SP:Iteration 62Q (20565.640000 sec): 3 clusters Score: Raw -668260.903414 + Penalty 4182.631121 = -664078.272293 nChanged 0 SP:Iteration 63F (20565.850000 sec): 3 clusters Score: Raw -668260.903414 + Penalty 4182.631121 = -664078.272293 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20565.940000 sec): 2 clusters Score: Raw -63811.521251 + Penalty 1486.502434 = -62325.018817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20566.140000 sec): 3 clusters Score: Raw -63978.337814 + Penalty 2973.004868 = -61005.332946 nChanged 77 SP:Iteration 1F (20566.310000 sec): 3 clusters Score: Raw -64241.759166 + Penalty 2973.004868 = -61268.754298 nChanged 37 SP:Iteration 2F (20566.480000 sec): 3 clusters Score: Raw -64381.867481 + Penalty 2973.004868 = -61408.862613 nChanged 21 SP:Iteration 3F (20566.680000 sec): 3 clusters Score: Raw -64497.906395 + Penalty 2973.004868 = -61524.901527 nChanged 12 SP:Iteration 4Q (20566.880000 sec): 3 clusters Score: Raw -64559.403486 + Penalty 2973.004868 = -61586.398618 nChanged 4 SP:Iteration 5Q (20567.050000 sec): 3 clusters Score: Raw -64577.716338 + Penalty 2973.004868 = -61604.711470 nChanged 1 SP:Iteration 6Q (20567.280000 sec): 3 clusters Score: Raw -64579.906419 + Penalty 2973.004868 = -61606.901551 nChanged 1 SP:Iteration 7Q (20567.450000 sec): 3 clusters Score: Raw -64583.627827 + Penalty 2973.004868 = -61610.622960 nChanged 0 SP:Iteration 8F (20567.640000 sec): 3 clusters Score: Raw -64583.627827 + Penalty 2973.004868 = -61610.622960 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20567.710000 sec): 2 clusters Score: Raw -41849.974343 + Penalty 1418.637321 = -40431.337022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20567.940000 sec): 3 clusters Score: Raw -41999.773888 + Penalty 2837.274641 = -39162.499247 nChanged 41 SP:Iteration 1F (20568.120000 sec): 3 clusters Score: Raw -42117.093762 + Penalty 2837.274641 = -39279.819120 nChanged 9 SP:Iteration 2Q (20568.310000 sec): 3 clusters Score: Raw -42143.777646 + Penalty 2837.274641 = -39306.503005 nChanged 2 SP:Iteration 3Q (20568.510000 sec): 3 clusters Score: Raw -42151.962112 + Penalty 2837.274641 = -39314.687471 nChanged 4 SP:Iteration 4Q (20568.700000 sec): 3 clusters Score: Raw -42174.774894 + Penalty 2837.274641 = -39337.500253 nChanged 1 SP:Iteration 5Q (20568.860000 sec): 3 clusters Score: Raw -42178.851640 + Penalty 2837.274641 = -39341.576998 nChanged 0 SP:Iteration 6F (20569.080000 sec): 3 clusters Score: Raw -42178.851640 + Penalty 2837.274641 = -39341.576998 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20569.160000 sec): 2 clusters Score: Raw -41226.113208 + Penalty 1410.369888 = -39815.743319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20569.300000 sec): 3 clusters Score: Raw -41357.747610 + Penalty 2820.739777 = -38537.007833 nChanged 39 SP:Iteration 1F (20569.500000 sec): 3 clusters Score: Raw -41481.128399 + Penalty 2820.739777 = -38660.388622 nChanged 11 SP:Iteration 2Q (20569.650000 sec): 3 clusters Score: Raw -41524.673233 + Penalty 2820.739777 = -38703.933456 nChanged 5 SP:Iteration 3Q (20569.840000 sec): 3 clusters Score: Raw -41551.641952 + Penalty 2820.739777 = -38730.902175 nChanged 8 SP:Iteration 4Q (20570.030000 sec): 3 clusters Score: Raw -41579.674332 + Penalty 2820.739777 = -38758.934555 nChanged 2 SP:Iteration 5Q (20570.220000 sec): 3 clusters Score: Raw -41603.470723 + Penalty 2820.739777 = -38782.730947 nChanged 2 SP:Iteration 6Q (20570.420000 sec): 3 clusters Score: Raw -41628.816532 + Penalty 2820.739777 = -38808.076755 nChanged 1 SP:Iteration 7Q (20570.670000 sec): 3 clusters Score: Raw -41637.101560 + Penalty 2820.739777 = -38816.361783 nChanged 2 SP:Iteration 8Q (20570.860000 sec): 3 clusters Score: Raw -41641.322110 + Penalty 2820.739777 = -38820.582333 nChanged 1 SP:Iteration 9Q (20571.050000 sec): 3 clusters Score: Raw -41644.612091 + Penalty 2820.739777 = -38823.872315 nChanged 0 SP:Iteration 10F (20571.270000 sec): 3 clusters Score: Raw -41644.612091 + Penalty 2820.739777 = -38823.872315 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20571.340000 sec): 2 clusters Score: Raw -24635.523514 + Penalty 1412.045570 = -23223.477943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20571.550000 sec): 3 clusters Score: Raw -24992.043473 + Penalty 2824.091141 = -22167.952332 nChanged 70 SP:Iteration 1F (20571.720000 sec): 3 clusters Score: Raw -25471.757622 + Penalty 2824.091141 = -22647.666482 nChanged 25 SP:Iteration 2F (20571.880000 sec): 3 clusters Score: Raw -25643.674867 + Penalty 2824.091141 = -22819.583726 nChanged 9 SP:Iteration 3Q (20572.070000 sec): 3 clusters Score: Raw -25690.654519 + Penalty 2824.091141 = -22866.563378 nChanged 5 SP:Iteration 4Q (20572.280000 sec): 3 clusters Score: Raw -25736.908565 + Penalty 2824.091141 = -22912.817424 nChanged 3 SP:Iteration 5Q (20572.480000 sec): 3 clusters Score: Raw -25749.398405 + Penalty 2824.091141 = -22925.307264 nChanged 2 SP:Iteration 6Q (20572.670000 sec): 3 clusters Score: Raw -25763.476704 + Penalty 2824.091141 = -22939.385563 nChanged 1 SP:Iteration 7Q (20572.850000 sec): 3 clusters Score: Raw -25768.018544 + Penalty 2824.091141 = -22943.927403 nChanged 1 SP:Iteration 8Q (20573.020000 sec): 3 clusters Score: Raw -25776.131727 + Penalty 2824.091141 = -22952.040586 nChanged 1 SP:Iteration 9Q (20573.180000 sec): 3 clusters Score: Raw -25778.350632 + Penalty 2824.091141 = -22954.259491 nChanged 1 SP:Iteration 10Q (20573.400000 sec): 3 clusters Score: Raw -25780.223404 + Penalty 2824.091141 = -22956.132263 nChanged 1 SP:Iteration 11Q (20573.600000 sec): 3 clusters Score: Raw -25787.833018 + Penalty 2824.091141 = -22963.741877 nChanged 1 SP:Iteration 12Q (20573.800000 sec): 3 clusters Score: Raw -25791.444321 + Penalty 2824.091141 = -22967.353180 nChanged 1 SP:Iteration 13Q (20573.980000 sec): 3 clusters Score: Raw -25794.602775 + Penalty 2824.091141 = -22970.511634 nChanged 0 SP:Iteration 14F (20574.120000 sec): 3 clusters Score: Raw -25794.602775 + Penalty 2824.091141 = -22970.511634 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20574.260000 sec): 2 clusters Score: Raw -10159.098412 + Penalty 1098.842566 = -9060.255846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20574.430000 sec): 3 clusters Score: Raw -10590.916627 + Penalty 2197.685132 = -8393.231494 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (3983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20574.540000 sec): 2 clusters Score: Raw -606915.494336 + Penalty 2055.868065 = -604859.626271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20574.730000 sec): 3 clusters Score: Raw -605102.921738 + Penalty 4111.736129 = -600991.185609 nChanged 1461 SP:Iteration 1F (20574.940000 sec): 3 clusters Score: Raw -605923.045380 + Penalty 4111.736129 = -601811.309250 nChanged 298 SP:Iteration 2F (20575.180000 sec): 3 clusters Score: Raw -606125.452262 + Penalty 4111.736129 = -602013.716132 nChanged 219 SP:Iteration 3F (20575.430000 sec): 3 clusters Score: Raw -606277.666018 + Penalty 4111.736129 = -602165.929889 nChanged 177 SP:Iteration 4Q (20575.630000 sec): 3 clusters Score: Raw -606426.280349 + Penalty 4111.736129 = -602314.544220 nChanged 185 SP:Iteration 5Q (20575.830000 sec): 3 clusters Score: Raw -606597.558491 + Penalty 4111.736129 = -602485.822361 nChanged 181 SP:Iteration 6Q (20576.030000 sec): 3 clusters Score: Raw -606773.966940 + Penalty 4111.736129 = -602662.230811 nChanged 189 SP:Iteration 7Q (20576.270000 sec): 3 clusters Score: Raw -606969.926416 + Penalty 4111.736129 = -602858.190286 nChanged 217 SP:Iteration 8F (20576.460000 sec): 3 clusters Score: Raw -607192.450254 + Penalty 4111.736129 = -603080.714125 nChanged 196 SP:Iteration 9Q (20576.700000 sec): 3 clusters Score: Raw -607360.140847 + Penalty 4111.736129 = -603248.404718 nChanged 159 SP:Iteration 10Q (20576.910000 sec): 3 clusters Score: Raw -607475.423600 + Penalty 4111.736129 = -603363.687471 nChanged 119 SP:Iteration 11Q (20577.120000 sec): 3 clusters Score: Raw -607556.057919 + Penalty 4111.736129 = -603444.321790 nChanged 94 SP:Iteration 12Q (20577.400000 sec): 3 clusters Score: Raw -607619.776832 + Penalty 4111.736129 = -603508.040703 nChanged 64 SP:Iteration 13Q (20577.580000 sec): 3 clusters Score: Raw -607662.659412 + Penalty 4111.736129 = -603550.923282 nChanged 54 SP:Iteration 14Q (20577.790000 sec): 3 clusters Score: Raw -607692.383240 + Penalty 4111.736129 = -603580.647110 nChanged 35 SP:Iteration 15Q (20577.960000 sec): 3 clusters Score: Raw -607710.180107 + Penalty 4111.736129 = -603598.443977 nChanged 22 SP:Iteration 16Q (20578.160000 sec): 3 clusters Score: Raw -607718.357501 + Penalty 4111.736129 = -603606.621371 nChanged 10 SP:Iteration 17Q (20578.350000 sec): 3 clusters Score: Raw -607722.569674 + Penalty 4111.736129 = -603610.833545 nChanged 8 SP:Iteration 18Q (20578.560000 sec): 3 clusters Score: Raw -607725.869754 + Penalty 4111.736129 = -603614.133625 nChanged 4 SP:Iteration 19Q (20578.780000 sec): 3 clusters Score: Raw -607727.915186 + Penalty 4111.736129 = -603616.179057 nChanged 5 SP:Iteration 20F (20578.960000 sec): 3 clusters Score: Raw -607730.006040 + Penalty 4111.736129 = -603618.269910 nChanged 4 SP:Iteration 21Q (20579.150000 sec): 3 clusters Score: Raw -607732.008487 + Penalty 4111.736129 = -603620.272358 nChanged 3 SP:Iteration 22Q (20579.350000 sec): 3 clusters Score: Raw -607732.944905 + Penalty 4111.736129 = -603621.208776 nChanged 1 SP:Iteration 23Q (20579.590000 sec): 3 clusters Score: Raw -607733.484310 + Penalty 4111.736129 = -603621.748180 nChanged 2 SP:Iteration 24Q (20579.810000 sec): 3 clusters Score: Raw -607733.999185 + Penalty 4111.736129 = -603622.263056 nChanged 2 SP:Iteration 25Q (20580.060000 sec): 3 clusters Score: Raw -607734.697344 + Penalty 4111.736129 = -603622.961215 nChanged 0 SP:Iteration 26F (20580.310000 sec): 3 clusters Score: Raw -607734.697344 + Penalty 4111.736129 = -603622.961215 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20580.420000 sec): 2 clusters Score: Raw -37519.636952 + Penalty 1396.540522 = -36123.096430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20580.600000 sec): 3 clusters Score: Raw -37707.222080 + Penalty 2793.081044 = -34914.141037 nChanged 32 SP:Iteration 1F (20580.730000 sec): 3 clusters Score: Raw -37832.776000 + Penalty 2793.081044 = -35039.694956 nChanged 11 SP:Iteration 2Q (20580.920000 sec): 3 clusters Score: Raw -37887.327801 + Penalty 2793.081044 = -35094.246757 nChanged 6 SP:Iteration 3Q (20581.090000 sec): 3 clusters Score: Raw -37926.675687 + Penalty 2793.081044 = -35133.594644 nChanged 7 SP:Iteration 4Q (20581.260000 sec): 3 clusters Score: Raw -37948.704639 + Penalty 2793.081044 = -35155.623595 nChanged 0 SP:Iteration 5F (20581.430000 sec): 3 clusters Score: Raw -37948.704639 + Penalty 2793.081044 = -35155.623595 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20581.520000 sec): 2 clusters Score: Raw -43537.732142 + Penalty 1406.984170 = -42130.747972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20581.730000 sec): 3 clusters Score: Raw -43653.512556 + Penalty 2813.968341 = -40839.544216 nChanged 36 SP:Iteration 1F (20581.880000 sec): 3 clusters Score: Raw -43778.015025 + Penalty 2813.968341 = -40964.046685 nChanged 6 SP:Iteration 2Q (20582.090000 sec): 3 clusters Score: Raw -43800.063907 + Penalty 2813.968341 = -40986.095567 nChanged 5 SP:Iteration 3Q (20582.210000 sec): 3 clusters Score: Raw -43820.601576 + Penalty 2813.968341 = -41006.633235 nChanged 5 SP:Iteration 4Q (20582.390000 sec): 3 clusters Score: Raw -43844.597379 + Penalty 2813.968341 = -41030.629038 nChanged 2 SP:Iteration 5Q (20582.560000 sec): 3 clusters Score: Raw -43856.795087 + Penalty 2813.968341 = -41042.826747 nChanged 1 SP:Iteration 6Q (20582.720000 sec): 3 clusters Score: Raw -43859.683543 + Penalty 2813.968341 = -41045.715202 nChanged 0 SP:Iteration 7F (20582.890000 sec): 3 clusters Score: Raw -43859.683543 + Penalty 2813.968341 = -41045.715202 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (6506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20583.010000 sec): 2 clusters Score: Raw -981762.340870 + Penalty 2177.559067 = -979584.781804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20583.240000 sec): 3 clusters Score: Raw -978481.343120 + Penalty 4355.118133 = -974126.224987 nChanged 2565 SP:Iteration 1F (20583.420000 sec): 3 clusters Score: Raw -979821.399674 + Penalty 4355.118133 = -975466.281541 nChanged 458 SP:Iteration 2F (20583.610000 sec): 3 clusters Score: Raw -980112.757448 + Penalty 4355.118133 = -975757.639315 nChanged 392 SP:Iteration 3F (20583.860000 sec): 3 clusters Score: Raw -980348.463376 + Penalty 4355.118133 = -975993.345243 nChanged 326 SP:Iteration 4F (20584.010000 sec): 3 clusters Score: Raw -980552.604913 + Penalty 4355.118133 = -976197.486780 nChanged 281 SP:Iteration 5Q (20584.240000 sec): 3 clusters Score: Raw -980758.870516 + Penalty 4355.118133 = -976403.752383 nChanged 261 SP:Iteration 6Q (20584.470000 sec): 3 clusters Score: Raw -980946.074664 + Penalty 4355.118133 = -976590.956531 nChanged 258 SP:Iteration 7Q (20584.660000 sec): 3 clusters Score: Raw -981158.309203 + Penalty 4355.118133 = -976803.191070 nChanged 274 SP:Iteration 8Q (20584.850000 sec): 3 clusters Score: Raw -981386.602203 + Penalty 4355.118133 = -977031.484069 nChanged 299 SP:Iteration 9Q (20585.060000 sec): 3 clusters Score: Raw -981688.757163 + Penalty 4355.118133 = -977333.639030 nChanged 314 SP:Iteration 10Q (20585.340000 sec): 3 clusters Score: Raw -981945.936971 + Penalty 4355.118133 = -977590.818838 nChanged 255 SP:Iteration 11Q (20585.550000 sec): 3 clusters Score: Raw -982113.752129 + Penalty 4355.118133 = -977758.633996 nChanged 198 SP:Iteration 12Q (20585.790000 sec): 3 clusters Score: Raw -982220.356998 + Penalty 4355.118133 = -977865.238865 nChanged 136 SP:Iteration 13Q (20585.960000 sec): 3 clusters Score: Raw -982283.746547 + Penalty 4355.118133 = -977928.628414 nChanged 101 SP:Iteration 14Q (20586.230000 sec): 3 clusters Score: Raw -982326.721220 + Penalty 4355.118133 = -977971.603087 nChanged 79 SP:Iteration 15Q (20586.440000 sec): 3 clusters Score: Raw -982358.972897 + Penalty 4355.118133 = -978003.854764 nChanged 69 SP:Iteration 16Q (20586.650000 sec): 3 clusters Score: Raw -982381.196325 + Penalty 4355.118133 = -978026.078192 nChanged 59 SP:Iteration 17Q (20586.840000 sec): 3 clusters Score: Raw -982404.706149 + Penalty 4355.118133 = -978049.588016 nChanged 59 SP:Iteration 18Q (20587.030000 sec): 3 clusters Score: Raw -982428.700113 + Penalty 4355.118133 = -978073.581979 nChanged 53 SP:Iteration 19Q (20587.240000 sec): 3 clusters Score: Raw -982446.683820 + Penalty 4355.118133 = -978091.565687 nChanged 41 SP:Iteration 20F (20587.480000 sec): 3 clusters Score: Raw -982459.538799 + Penalty 4355.118133 = -978104.420666 nChanged 32 SP:Iteration 21Q (20587.660000 sec): 3 clusters Score: Raw -982469.754977 + Penalty 4355.118133 = -978114.636844 nChanged 36 SP:Iteration 22Q (20587.880000 sec): 3 clusters Score: Raw -982480.849263 + Penalty 4355.118133 = -978125.731130 nChanged 33 SP:Iteration 23Q (20588.080000 sec): 3 clusters Score: Raw -982492.384982 + Penalty 4355.118133 = -978137.266849 nChanged 37 SP:Iteration 24Q (20588.290000 sec): 3 clusters Score: Raw -982504.751966 + Penalty 4355.118133 = -978149.633833 nChanged 29 SP:Iteration 25Q (20588.480000 sec): 3 clusters Score: Raw -982512.145587 + Penalty 4355.118133 = -978157.027454 nChanged 19 SP:Iteration 26Q (20588.720000 sec): 3 clusters Score: Raw -982517.322027 + Penalty 4355.118133 = -978162.203894 nChanged 20 SP:Iteration 27Q (20588.930000 sec): 3 clusters Score: Raw -982521.931052 + Penalty 4355.118133 = -978166.812919 nChanged 17 SP:Iteration 28Q (20589.140000 sec): 3 clusters Score: Raw -982526.558886 + Penalty 4355.118133 = -978171.440752 nChanged 12 SP:Iteration 29Q (20589.370000 sec): 3 clusters Score: Raw -982529.987772 + Penalty 4355.118133 = -978174.869639 nChanged 14 SP:Iteration 30Q (20589.600000 sec): 3 clusters Score: Raw -982534.278165 + Penalty 4355.118133 = -978179.160032 nChanged 13 SP:Iteration 31Q (20589.830000 sec): 3 clusters Score: Raw -982537.090262 + Penalty 4355.118133 = -978181.972129 nChanged 9 SP:Iteration 32Q (20590.030000 sec): 3 clusters Score: Raw -982538.675220 + Penalty 4355.118133 = -978183.557086 nChanged 4 SP:Iteration 33Q (20590.260000 sec): 3 clusters Score: Raw -982539.441618 + Penalty 4355.118133 = -978184.323485 nChanged 6 SP:Iteration 34Q (20590.450000 sec): 3 clusters Score: Raw -982540.892237 + Penalty 4355.118133 = -978185.774104 nChanged 2 SP:Iteration 35Q (20590.670000 sec): 3 clusters Score: Raw -982541.895802 + Penalty 4355.118133 = -978186.777668 nChanged 3 SP:Iteration 36Q (20590.840000 sec): 3 clusters Score: Raw -982542.763044 + Penalty 4355.118133 = -978187.644911 nChanged 5 SP:Iteration 37Q (20591.080000 sec): 3 clusters Score: Raw -982543.642523 + Penalty 4355.118133 = -978188.524390 nChanged 4 SP:Iteration 38Q (20591.290000 sec): 3 clusters Score: Raw -982544.249265 + Penalty 4355.118133 = -978189.131132 nChanged 0 SP:Iteration 39F (20591.450000 sec): 3 clusters Score: Raw -982544.249265 + Penalty 4355.118133 = -978189.131132 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (2432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20591.550000 sec): 2 clusters Score: Raw -371769.546785 + Penalty 1933.524372 = -369836.022412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20591.740000 sec): 3 clusters Score: Raw -370787.232082 + Penalty 3867.048745 = -366920.183337 nChanged 809 SP:Iteration 1F (20591.890000 sec): 3 clusters Score: Raw -371331.310987 + Penalty 3867.048745 = -367464.262242 nChanged 218 SP:Iteration 2F (20592.080000 sec): 3 clusters Score: Raw -371514.943768 + Penalty 3867.048745 = -367647.895023 nChanged 129 SP:Iteration 3F (20592.270000 sec): 3 clusters Score: Raw -371649.739278 + Penalty 3867.048745 = -367782.690534 nChanged 103 SP:Iteration 4Q (20592.460000 sec): 3 clusters Score: Raw -371761.789984 + Penalty 3867.048745 = -367894.741240 nChanged 102 SP:Iteration 5Q (20592.610000 sec): 3 clusters Score: Raw -371878.480980 + Penalty 3867.048745 = -368011.432236 nChanged 113 SP:Iteration 6Q (20592.840000 sec): 3 clusters Score: Raw -372018.922724 + Penalty 3867.048745 = -368151.873979 nChanged 116 SP:Iteration 7Q (20592.990000 sec): 3 clusters Score: Raw -372147.375051 + Penalty 3867.048745 = -368280.326306 nChanged 86 SP:Iteration 8Q (20593.190000 sec): 3 clusters Score: Raw -372244.603181 + Penalty 3867.048745 = -368377.554436 nChanged 79 SP:Iteration 9Q (20593.390000 sec): 3 clusters Score: Raw -372321.598176 + Penalty 3867.048745 = -368454.549431 nChanged 59 SP:Iteration 10Q (20593.580000 sec): 3 clusters Score: Raw -372370.391406 + Penalty 3867.048745 = -368503.342662 nChanged 49 SP:Iteration 11Q (20593.770000 sec): 3 clusters Score: Raw -372416.261548 + Penalty 3867.048745 = -368549.212803 nChanged 44 SP:Iteration 12Q (20593.940000 sec): 3 clusters Score: Raw -372453.636430 + Penalty 3867.048745 = -368586.587686 nChanged 41 SP:Iteration 13Q (20594.140000 sec): 3 clusters Score: Raw -372484.154079 + Penalty 3867.048745 = -368617.105335 nChanged 21 SP:Iteration 14Q (20594.310000 sec): 3 clusters Score: Raw -372498.103409 + Penalty 3867.048745 = -368631.054664 nChanged 13 SP:Iteration 15Q (20594.510000 sec): 3 clusters Score: Raw -372507.812624 + Penalty 3867.048745 = -368640.763880 nChanged 14 SP:Iteration 16Q (20594.670000 sec): 3 clusters Score: Raw -372520.234506 + Penalty 3867.048745 = -368653.185761 nChanged 20 SP:Iteration 17Q (20594.890000 sec): 3 clusters Score: Raw -372535.224955 + Penalty 3867.048745 = -368668.176210 nChanged 13 SP:Iteration 18Q (20595.050000 sec): 3 clusters Score: Raw -372543.957699 + Penalty 3867.048745 = -368676.908955 nChanged 10 SP:Iteration 19Q (20595.310000 sec): 3 clusters Score: Raw -372553.223212 + Penalty 3867.048745 = -368686.174467 nChanged 8 SP:Iteration 20F (20595.460000 sec): 3 clusters Score: Raw -372559.037328 + Penalty 3867.048745 = -368691.988584 nChanged 8 SP:Iteration 21Q (20595.700000 sec): 3 clusters Score: Raw -372565.300493 + Penalty 3867.048745 = -368698.251749 nChanged 8 SP:Iteration 22Q (20595.920000 sec): 3 clusters Score: Raw -372570.948890 + Penalty 3867.048745 = -368703.900145 nChanged 6 SP:Iteration 23Q (20596.090000 sec): 3 clusters Score: Raw -372574.813212 + Penalty 3867.048745 = -368707.764467 nChanged 4 SP:Iteration 24Q (20596.310000 sec): 3 clusters Score: Raw -372577.775512 + Penalty 3867.048745 = -368710.726767 nChanged 2 SP:Iteration 25Q (20596.510000 sec): 3 clusters Score: Raw -372580.294618 + Penalty 3867.048745 = -368713.245873 nChanged 4 SP:Iteration 26Q (20596.770000 sec): 3 clusters Score: Raw -372583.689216 + Penalty 3867.048745 = -368716.640472 nChanged 6 SP:Iteration 27Q (20597.010000 sec): 3 clusters Score: Raw -372588.943055 + Penalty 3867.048745 = -368721.894311 nChanged 6 SP:Iteration 28Q (20597.170000 sec): 3 clusters Score: Raw -372594.403352 + Penalty 3867.048745 = -368727.354608 nChanged 4 SP:Iteration 29Q (20597.400000 sec): 3 clusters Score: Raw -372598.164771 + Penalty 3867.048745 = -368731.116026 nChanged 5 SP:Iteration 30Q (20597.580000 sec): 3 clusters Score: Raw -372600.734065 + Penalty 3867.048745 = -368733.685321 nChanged 4 SP:Iteration 31Q (20597.760000 sec): 3 clusters Score: Raw -372603.059426 + Penalty 3867.048745 = -368736.010681 nChanged 0 SP:Iteration 32F (20597.960000 sec): 3 clusters Score: Raw -372603.059426 + Penalty 3867.048745 = -368736.010681 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20598.060000 sec): 2 clusters Score: Raw -15804.561611 + Penalty 1232.513698 = -14572.047912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20598.240000 sec): 3 clusters Score: Raw -16193.268506 + Penalty 2465.027397 = -13728.241109 nChanged 11 SP:Iteration 1F (20598.470000 sec): 3 clusters Score: Raw -16256.011613 + Penalty 2465.027397 = -13790.984216 nChanged 6 SP:Iteration 2Q (20598.640000 sec): 3 clusters Score: Raw -16339.672789 + Penalty 2465.027397 = -13874.645393 nChanged 0 SP:Iteration 3F (20598.830000 sec): 3 clusters Score: Raw -16339.672789 + Penalty 2465.027397 = -13874.645393 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (2274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20598.970000 sec): 2 clusters Score: Raw -317756.678815 + Penalty 1916.865327 = -315839.813488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20599.170000 sec): 3 clusters Score: Raw -316936.540720 + Penalty 3833.730654 = -313102.810065 nChanged 787 SP:Iteration 1F (20599.330000 sec): 3 clusters Score: Raw -317528.406089 + Penalty 3833.730654 = -313694.675435 nChanged 184 SP:Iteration 2F (20599.560000 sec): 3 clusters Score: Raw -317704.765882 + Penalty 3833.730654 = -313871.035228 nChanged 125 SP:Iteration 3F (20599.750000 sec): 3 clusters Score: Raw -317833.368926 + Penalty 3833.730654 = -313999.638272 nChanged 86 SP:Iteration 4Q (20599.940000 sec): 3 clusters Score: Raw -317932.677526 + Penalty 3833.730654 = -314098.946871 nChanged 96 SP:Iteration 5Q (20600.170000 sec): 3 clusters Score: Raw -318068.892598 + Penalty 3833.730654 = -314235.161944 nChanged 90 SP:Iteration 6Q (20600.370000 sec): 3 clusters Score: Raw -318220.910586 + Penalty 3833.730654 = -314387.179932 nChanged 101 SP:Iteration 7Q (20600.610000 sec): 3 clusters Score: Raw -318359.150134 + Penalty 3833.730654 = -314525.419480 nChanged 89 SP:Iteration 8Q (20600.810000 sec): 3 clusters Score: Raw -318470.551331 + Penalty 3833.730654 = -314636.820676 nChanged 91 SP:Iteration 9Q (20600.970000 sec): 3 clusters Score: Raw -318576.078090 + Penalty 3833.730654 = -314742.347436 nChanged 76 SP:Iteration 10Q (20601.170000 sec): 3 clusters Score: Raw -318659.970258 + Penalty 3833.730654 = -314826.239604 nChanged 46 SP:Iteration 11Q (20601.340000 sec): 3 clusters Score: Raw -318702.862380 + Penalty 3833.730654 = -314869.131726 nChanged 39 SP:Iteration 12Q (20601.560000 sec): 3 clusters Score: Raw -318730.100110 + Penalty 3833.730654 = -314896.369456 nChanged 22 SP:Iteration 13Q (20601.760000 sec): 3 clusters Score: Raw -318750.123246 + Penalty 3833.730654 = -314916.392592 nChanged 19 SP:Iteration 14Q (20601.930000 sec): 3 clusters Score: Raw -318761.995258 + Penalty 3833.730654 = -314928.264604 nChanged 14 SP:Iteration 15Q (20602.130000 sec): 3 clusters Score: Raw -318776.996066 + Penalty 3833.730654 = -314943.265412 nChanged 14 SP:Iteration 16Q (20602.320000 sec): 3 clusters Score: Raw -318789.800704 + Penalty 3833.730654 = -314956.070049 nChanged 8 SP:Iteration 17Q (20602.510000 sec): 3 clusters Score: Raw -318793.377459 + Penalty 3833.730654 = -314959.646805 nChanged 3 SP:Iteration 18Q (20602.720000 sec): 3 clusters Score: Raw -318794.671810 + Penalty 3833.730654 = -314960.941155 nChanged 1 SP:Iteration 19Q (20602.930000 sec): 3 clusters Score: Raw -318795.057115 + Penalty 3833.730654 = -314961.326461 nChanged 1 SP:Iteration 20F (20603.140000 sec): 3 clusters Score: Raw -318799.721700 + Penalty 3833.730654 = -314965.991045 nChanged 1 SP:Iteration 21Q (20603.360000 sec): 3 clusters Score: Raw -318814.620818 + Penalty 3833.730654 = -314980.890164 nChanged 7 SP:Iteration 22Q (20603.540000 sec): 3 clusters Score: Raw -318824.350081 + Penalty 3833.730654 = -314990.619427 nChanged 8 SP:Iteration 23Q (20603.680000 sec): 3 clusters Score: Raw -318830.991083 + Penalty 3833.730654 = -314997.260429 nChanged 7 SP:Iteration 24Q (20603.840000 sec): 3 clusters Score: Raw -318836.336710 + Penalty 3833.730654 = -315002.606055 nChanged 13 SP:Iteration 25Q (20604.020000 sec): 3 clusters Score: Raw -318848.025451 + Penalty 3833.730654 = -315014.294797 nChanged 12 SP:Iteration 26Q (20604.270000 sec): 3 clusters Score: Raw -318861.021136 + Penalty 3833.730654 = -315027.290482 nChanged 19 SP:Iteration 27Q (20604.420000 sec): 3 clusters Score: Raw -318879.883425 + Penalty 3833.730654 = -315046.152770 nChanged 14 SP:Iteration 28Q (20604.630000 sec): 3 clusters Score: Raw -318891.310582 + Penalty 3833.730654 = -315057.579927 nChanged 11 SP:Iteration 29Q (20604.860000 sec): 3 clusters Score: Raw -318898.779442 + Penalty 3833.730654 = -315065.048787 nChanged 5 SP:Iteration 30Q (20605.040000 sec): 3 clusters Score: Raw -318901.600270 + Penalty 3833.730654 = -315067.869615 nChanged 6 SP:Iteration 31Q (20605.240000 sec): 3 clusters Score: Raw -318904.670385 + Penalty 3833.730654 = -315070.939731 nChanged 5 SP:Iteration 32Q (20605.440000 sec): 3 clusters Score: Raw -318908.003243 + Penalty 3833.730654 = -315074.272589 nChanged 7 SP:Iteration 33Q (20605.630000 sec): 3 clusters Score: Raw -318912.243570 + Penalty 3833.730654 = -315078.512916 nChanged 6 SP:Iteration 34Q (20605.810000 sec): 3 clusters Score: Raw -318915.810846 + Penalty 3833.730654 = -315082.080192 nChanged 5 SP:Iteration 35Q (20606.020000 sec): 3 clusters Score: Raw -318919.080680 + Penalty 3833.730654 = -315085.350026 nChanged 3 SP:Iteration 36Q (20606.160000 sec): 3 clusters Score: Raw -318921.569532 + Penalty 3833.730654 = -315087.838878 nChanged 3 SP:Iteration 37Q (20606.360000 sec): 3 clusters Score: Raw -318922.635331 + Penalty 3833.730654 = -315088.904676 nChanged 1 SP:Iteration 38Q (20606.530000 sec): 3 clusters Score: Raw -318922.973658 + Penalty 3833.730654 = -315089.243004 nChanged 0 SP:Iteration 39F (20606.670000 sec): 3 clusters Score: Raw -318922.973658 + Penalty 3833.730654 = -315089.243004 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20606.810000 sec): 2 clusters Score: Raw -27807.915177 + Penalty 1364.312036 = -26443.603141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20607.010000 sec): 3 clusters Score: Raw -28692.091776 + Penalty 2728.624072 = -25963.467704 nChanged 40 SP:Iteration 1F (20607.140000 sec): 3 clusters Score: Raw -28894.167247 + Penalty 2728.624072 = -26165.543175 nChanged 6 SP:Iteration 2Q (20607.310000 sec): 3 clusters Score: Raw -28944.836758 + Penalty 2728.624072 = -26216.212686 nChanged 5 SP:Iteration 3Q (20607.510000 sec): 3 clusters Score: Raw -29027.697500 + Penalty 2728.624072 = -26299.073428 nChanged 6 SP:Iteration 4Q (20607.640000 sec): 3 clusters Score: Raw -29094.148870 + Penalty 2728.624072 = -26365.524797 nChanged 2 SP:Iteration 5Q (20607.820000 sec): 3 clusters Score: Raw -29123.422883 + Penalty 2728.624072 = -26394.798810 nChanged 0 SP:Iteration 6F (20608.000000 sec): 3 clusters Score: Raw -29123.422883 + Penalty 2728.624072 = -26394.798810 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (14856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20608.180000 sec): 2 clusters Score: Raw -2222102.627138 + Penalty 2382.327458 = -2219720.299681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20608.470000 sec): 3 clusters Score: Raw -2213666.682592 + Penalty 4764.654915 = -2208902.027677 nChanged 6397 SP:Iteration 1F (20608.660000 sec): 3 clusters Score: Raw -2217015.600111 + Penalty 4764.654915 = -2212250.945196 nChanged 961 SP:Iteration 2F (20608.890000 sec): 3 clusters Score: Raw -2217477.884995 + Penalty 4764.654915 = -2212713.230080 nChanged 847 SP:Iteration 3F (20609.150000 sec): 3 clusters Score: Raw -2217887.304616 + Penalty 4764.654915 = -2213122.649701 nChanged 778 SP:Iteration 4F (20609.400000 sec): 3 clusters Score: Raw -2218284.324379 + Penalty 4764.654915 = -2213519.669464 nChanged 765 SP:Iteration 5F (20609.660000 sec): 3 clusters Score: Raw -2218688.929318 + Penalty 4764.654915 = -2213924.274403 nChanged 741 SP:Iteration 6Q (20609.920000 sec): 3 clusters Score: Raw -2219103.327830 + Penalty 4764.654915 = -2214338.672915 nChanged 732 SP:Iteration 7Q (20610.140000 sec): 3 clusters Score: Raw -2219498.508375 + Penalty 4764.654915 = -2214733.853460 nChanged 698 SP:Iteration 8Q (20610.450000 sec): 3 clusters Score: Raw -2219863.142598 + Penalty 4764.654915 = -2215098.487683 nChanged 624 SP:Iteration 9Q (20610.690000 sec): 3 clusters Score: Raw -2220183.587125 + Penalty 4764.654915 = -2215418.932210 nChanged 524 SP:Iteration 10Q (20610.930000 sec): 3 clusters Score: Raw -2220456.503773 + Penalty 4764.654915 = -2215691.848858 nChanged 450 SP:Iteration 11Q (20611.230000 sec): 3 clusters Score: Raw -2220679.824913 + Penalty 4764.654915 = -2215915.169998 nChanged 360 SP:Iteration 12Q (20611.520000 sec): 3 clusters Score: Raw -2220851.635974 + Penalty 4764.654915 = -2216086.981059 nChanged 291 SP:Iteration 13Q (20611.740000 sec): 3 clusters Score: Raw -2220977.529441 + Penalty 4764.654915 = -2216212.874526 nChanged 241 SP:Iteration 14Q (20612.040000 sec): 3 clusters Score: Raw -2221074.131458 + Penalty 4764.654915 = -2216309.476543 nChanged 201 SP:Iteration 15Q (20612.280000 sec): 3 clusters Score: Raw -2221151.030750 + Penalty 4764.654915 = -2216386.375835 nChanged 198 SP:Iteration 16Q (20612.560000 sec): 3 clusters Score: Raw -2221232.619625 + Penalty 4764.654915 = -2216467.964710 nChanged 171 SP:Iteration 17Q (20612.830000 sec): 3 clusters Score: Raw -2221305.088837 + Penalty 4764.654915 = -2216540.433922 nChanged 159 SP:Iteration 18Q (20613.080000 sec): 3 clusters Score: Raw -2221360.055083 + Penalty 4764.654915 = -2216595.400168 nChanged 133 SP:Iteration 19Q (20613.360000 sec): 3 clusters Score: Raw -2221407.200201 + Penalty 4764.654915 = -2216642.545286 nChanged 134 SP:Iteration 20F (20613.650000 sec): 3 clusters Score: Raw -2221460.070494 + Penalty 4764.654915 = -2216695.415579 nChanged 154 SP:Iteration 21Q (20613.930000 sec): 3 clusters Score: Raw -2221517.651801 + Penalty 4764.654915 = -2216752.996886 nChanged 150 SP:Iteration 22Q (20614.210000 sec): 3 clusters Score: Raw -2221576.996602 + Penalty 4764.654915 = -2216812.341687 nChanged 167 SP:Iteration 23Q (20614.480000 sec): 3 clusters Score: Raw -2221641.900549 + Penalty 4764.654915 = -2216877.245634 nChanged 148 SP:Iteration 24Q (20614.680000 sec): 3 clusters Score: Raw -2221703.776068 + Penalty 4764.654915 = -2216939.121153 nChanged 130 SP:Iteration 25Q (20614.940000 sec): 3 clusters Score: Raw -2221765.014129 + Penalty 4764.654915 = -2217000.359214 nChanged 119 SP:Iteration 26Q (20615.190000 sec): 3 clusters Score: Raw -2221818.177327 + Penalty 4764.654915 = -2217053.522412 nChanged 122 SP:Iteration 27Q (20615.440000 sec): 3 clusters Score: Raw -2221873.322790 + Penalty 4764.654915 = -2217108.667875 nChanged 113 SP:Iteration 28Q (20615.700000 sec): 3 clusters Score: Raw -2221942.045956 + Penalty 4764.654915 = -2217177.391041 nChanged 118 SP:Iteration 29Q (20615.910000 sec): 3 clusters Score: Raw -2222013.829679 + Penalty 4764.654915 = -2217249.174764 nChanged 112 SP:Iteration 30Q (20616.160000 sec): 3 clusters Score: Raw -2222098.976568 + Penalty 4764.654915 = -2217334.321653 nChanged 107 SP:Iteration 31Q (20616.390000 sec): 3 clusters Score: Raw -2222185.767183 + Penalty 4764.654915 = -2217421.112268 nChanged 95 SP:Iteration 32Q (20616.700000 sec): 3 clusters Score: Raw -2222272.317185 + Penalty 4764.654915 = -2217507.662270 nChanged 95 SP:Iteration 33Q (20616.980000 sec): 3 clusters Score: Raw -2222354.791002 + Penalty 4764.654915 = -2217590.136087 nChanged 103 SP:Iteration 34Q (20617.220000 sec): 3 clusters Score: Raw -2222441.026053 + Penalty 4764.654915 = -2217676.371138 nChanged 89 SP:Iteration 35Q (20617.540000 sec): 3 clusters Score: Raw -2222513.504012 + Penalty 4764.654915 = -2217748.849097 nChanged 73 SP:Iteration 36Q (20617.780000 sec): 3 clusters Score: Raw -2222561.312308 + Penalty 4764.654915 = -2217796.657393 nChanged 56 SP:Iteration 37Q (20618.030000 sec): 3 clusters Score: Raw -2222588.708715 + Penalty 4764.654915 = -2217824.053800 nChanged 44 SP:Iteration 38Q (20618.280000 sec): 3 clusters Score: Raw -2222611.405622 + Penalty 4764.654915 = -2217846.750707 nChanged 39 SP:Iteration 39Q (20618.550000 sec): 3 clusters Score: Raw -2222627.916947 + Penalty 4764.654915 = -2217863.262032 nChanged 29 SP:Iteration 40F (20618.810000 sec): 3 clusters Score: Raw -2222640.131583 + Penalty 4764.654915 = -2217875.476668 nChanged 24 SP:Iteration 41Q (20619.090000 sec): 3 clusters Score: Raw -2222652.109118 + Penalty 4764.654915 = -2217887.454203 nChanged 24 SP:Iteration 42Q (20619.310000 sec): 3 clusters Score: Raw -2222662.182057 + Penalty 4764.654915 = -2217897.527142 nChanged 16 SP:Iteration 43Q (20619.570000 sec): 3 clusters Score: Raw -2222669.629382 + Penalty 4764.654915 = -2217904.974467 nChanged 11 SP:Iteration 44Q (20619.770000 sec): 3 clusters Score: Raw -2222674.997155 + Penalty 4764.654915 = -2217910.342240 nChanged 10 SP:Iteration 45Q (20619.990000 sec): 3 clusters Score: Raw -2222679.207308 + Penalty 4764.654915 = -2217914.552393 nChanged 11 SP:Iteration 46Q (20620.200000 sec): 3 clusters Score: Raw -2222683.163823 + Penalty 4764.654915 = -2217918.508908 nChanged 9 SP:Iteration 47Q (20620.430000 sec): 3 clusters Score: Raw -2222686.393263 + Penalty 4764.654915 = -2217921.738347 nChanged 10 SP:Iteration 48Q (20620.720000 sec): 3 clusters Score: Raw -2222690.178016 + Penalty 4764.654915 = -2217925.523101 nChanged 10 SP:Iteration 49Q (20620.920000 sec): 3 clusters Score: Raw -2222692.996876 + Penalty 4764.654915 = -2217928.341961 nChanged 7 SP:Iteration 50Q (20621.200000 sec): 3 clusters Score: Raw -2222696.212956 + Penalty 4764.654915 = -2217931.558041 nChanged 10 SP:Iteration 51Q (20621.420000 sec): 3 clusters Score: Raw -2222699.692637 + Penalty 4764.654915 = -2217935.037722 nChanged 8 SP:Iteration 52Q (20621.700000 sec): 3 clusters Score: Raw -2222703.071726 + Penalty 4764.654915 = -2217938.416811 nChanged 6 SP:Iteration 53Q (20621.920000 sec): 3 clusters Score: Raw -2222705.031211 + Penalty 4764.654915 = -2217940.376296 nChanged 3 SP:Iteration 54Q (20622.170000 sec): 3 clusters Score: Raw -2222706.270907 + Penalty 4764.654915 = -2217941.615992 nChanged 4 SP:Iteration 55Q (20622.370000 sec): 3 clusters Score: Raw -2222707.566757 + Penalty 4764.654915 = -2217942.911842 nChanged 1 SP:Iteration 56Q (20622.610000 sec): 3 clusters Score: Raw -2222707.649322 + Penalty 4764.654915 = -2217942.994407 nChanged 0 SP:Iteration 57F (20622.850000 sec): 3 clusters Score: Raw -2222707.649322 + Penalty 4764.654915 = -2217942.994407 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20622.950000 sec): 2 clusters Score: Raw -117530.428245 + Penalty 1656.540598 = -115873.887647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20623.170000 sec): 3 clusters Score: Raw -117434.759944 + Penalty 3313.081196 = -114121.678748 nChanged 175 SP:Iteration 1F (20623.350000 sec): 3 clusters Score: Raw -117640.336920 + Penalty 3313.081196 = -114327.255724 nChanged 38 SP:Iteration 2Q (20623.560000 sec): 3 clusters Score: Raw -117705.079328 + Penalty 3313.081196 = -114391.998131 nChanged 11 SP:Iteration 3Q (20623.730000 sec): 3 clusters Score: Raw -117718.413129 + Penalty 3313.081196 = -114405.331933 nChanged 12 SP:Iteration 4Q (20623.900000 sec): 3 clusters Score: Raw -117734.551730 + Penalty 3313.081196 = -114421.470533 nChanged 11 SP:Iteration 5Q (20624.090000 sec): 3 clusters Score: Raw -117751.077350 + Penalty 3313.081196 = -114437.996154 nChanged 8 SP:Iteration 6Q (20624.270000 sec): 3 clusters Score: Raw -117765.028166 + Penalty 3313.081196 = -114451.946970 nChanged 9 SP:Iteration 7Q (20624.490000 sec): 3 clusters Score: Raw -117778.729482 + Penalty 3313.081196 = -114465.648285 nChanged 8 SP:Iteration 8Q (20624.650000 sec): 3 clusters Score: Raw -117787.164484 + Penalty 3313.081196 = -114474.083288 nChanged 3 SP:Iteration 9Q (20624.810000 sec): 3 clusters Score: Raw -117790.461448 + Penalty 3313.081196 = -114477.380252 nChanged 1 SP:Iteration 10Q (20625.000000 sec): 3 clusters Score: Raw -117791.882503 + Penalty 3313.081196 = -114478.801307 nChanged 0 SP:Iteration 11F (20625.190000 sec): 3 clusters Score: Raw -117791.882503 + Penalty 3313.081196 = -114478.801307 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20625.280000 sec): 2 clusters Score: Raw -76175.975225 + Penalty 1553.794701 = -74622.180524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20625.460000 sec): 3 clusters Score: Raw -76198.149546 + Penalty 3107.589402 = -73090.560144 nChanged 104 SP:Iteration 1F (20625.650000 sec): 3 clusters Score: Raw -76400.922039 + Penalty 3107.589402 = -73293.332638 nChanged 30 SP:Iteration 2F (20625.820000 sec): 3 clusters Score: Raw -76455.573161 + Penalty 3107.589402 = -73347.983760 nChanged 10 SP:Iteration 3Q (20626.030000 sec): 3 clusters Score: Raw -76478.564335 + Penalty 3107.589402 = -73370.974933 nChanged 8 SP:Iteration 4Q (20626.230000 sec): 3 clusters Score: Raw -76508.704675 + Penalty 3107.589402 = -73401.115274 nChanged 10 SP:Iteration 5Q (20626.400000 sec): 3 clusters Score: Raw -76530.528725 + Penalty 3107.589402 = -73422.939323 nChanged 7 SP:Iteration 6Q (20626.600000 sec): 3 clusters Score: Raw -76554.487752 + Penalty 3107.589402 = -73446.898350 nChanged 5 SP:Iteration 7Q (20626.790000 sec): 3 clusters Score: Raw -76568.576828 + Penalty 3107.589402 = -73460.987427 nChanged 8 SP:Iteration 8Q (20626.950000 sec): 3 clusters Score: Raw -76588.911457 + Penalty 3107.589402 = -73481.322055 nChanged 6 SP:Iteration 9Q (20627.160000 sec): 3 clusters Score: Raw -76603.084699 + Penalty 3107.589402 = -73495.495298 nChanged 3 SP:Iteration 10Q (20627.330000 sec): 3 clusters Score: Raw -76614.140964 + Penalty 3107.589402 = -73506.551562 nChanged 6 SP:Iteration 11Q (20627.510000 sec): 3 clusters Score: Raw -76635.552997 + Penalty 3107.589402 = -73527.963596 nChanged 9 SP:Iteration 12Q (20627.750000 sec): 3 clusters Score: Raw -76677.209071 + Penalty 3107.589402 = -73569.619670 nChanged 12 SP:Iteration 13Q (20627.940000 sec): 3 clusters Score: Raw -76713.102721 + Penalty 3107.589402 = -73605.513319 nChanged 11 SP:Iteration 14Q (20628.130000 sec): 3 clusters Score: Raw -76751.300040 + Penalty 3107.589402 = -73643.710638 nChanged 10 SP:Iteration 15Q (20628.320000 sec): 3 clusters Score: Raw -76791.324619 + Penalty 3107.589402 = -73683.735218 nChanged 14 SP:Iteration 16Q (20628.530000 sec): 3 clusters Score: Raw -76862.720940 + Penalty 3107.589402 = -73755.131539 nChanged 15 SP:Iteration 17Q (20628.700000 sec): 3 clusters Score: Raw -76933.727068 + Penalty 3107.589402 = -73826.137666 nChanged 17 SP:Iteration 18Q (20628.890000 sec): 3 clusters Score: Raw -77046.601542 + Penalty 3107.589402 = -73939.012140 nChanged 28 SP:Iteration 19F (20629.110000 sec): 3 clusters Score: Raw -77300.487228 + Penalty 3107.589402 = -74192.897826 nChanged 15 SP:Iteration 20F (20629.300000 sec): 3 clusters Score: Raw -77478.803704 + Penalty 3107.589402 = -74371.214302 nChanged 6 SP:Iteration 21Q (20629.480000 sec): 3 clusters Score: Raw -77501.976821 + Penalty 3107.589402 = -74394.387420 nChanged 2 SP:Iteration 22Q (20629.690000 sec): 3 clusters Score: Raw -77526.217804 + Penalty 3107.589402 = -74418.628402 nChanged 5 SP:Iteration 23Q (20629.870000 sec): 3 clusters Score: Raw -77541.408384 + Penalty 3107.589402 = -74433.818983 nChanged 0 SP:Iteration 24F (20630.070000 sec): 3 clusters Score: Raw -77541.408384 + Penalty 3107.589402 = -74433.818983 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20630.170000 sec): 2 clusters Score: Raw -39909.394216 + Penalty 1406.130469 = -38503.263747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20630.380000 sec): 3 clusters Score: Raw -40024.840172 + Penalty 2812.260938 = -37212.579234 nChanged 23 SP:Iteration 1F (20630.570000 sec): 3 clusters Score: Raw -40128.749724 + Penalty 2812.260938 = -37316.488786 nChanged 7 SP:Iteration 2Q (20630.790000 sec): 3 clusters Score: Raw -40158.230559 + Penalty 2812.260938 = -37345.969622 nChanged 2 SP:Iteration 3Q (20631.080000 sec): 3 clusters Score: Raw -40164.558123 + Penalty 2812.260938 = -37352.297185 nChanged 0 SP:Iteration 4F (20631.290000 sec): 3 clusters Score: Raw -40164.558123 + Penalty 2812.260938 = -37352.297185 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20631.330000 sec): 2 clusters Score: Raw -24743.026630 + Penalty 1313.982707 = -23429.043923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20631.510000 sec): 3 clusters Score: Raw -25058.236705 + Penalty 2627.965414 = -22430.271291 nChanged 20 SP:Iteration 1F (20631.720000 sec): 3 clusters Score: Raw -25184.108314 + Penalty 2627.965414 = -22556.142900 nChanged 5 SP:Iteration 2Q (20631.920000 sec): 3 clusters Score: Raw -25201.211441 + Penalty 2627.965414 = -22573.246027 nChanged 2 SP:Iteration 3Q (20632.100000 sec): 3 clusters Score: Raw -25214.222352 + Penalty 2627.965414 = -22586.256938 nChanged 1 SP:Iteration 4Q (20632.290000 sec): 3 clusters Score: Raw -25216.468970 + Penalty 2627.965414 = -22588.503556 nChanged 1 SP:Iteration 5Q (20632.510000 sec): 3 clusters Score: Raw -25224.568596 + Penalty 2627.965414 = -22596.603182 nChanged 2 SP:Iteration 6Q (20632.690000 sec): 3 clusters Score: Raw -25239.125543 + Penalty 2627.965414 = -22611.160129 nChanged 3 SP:Iteration 7Q (20632.930000 sec): 3 clusters Score: Raw -25260.387206 + Penalty 2627.965414 = -22632.421792 nChanged 2 SP:Iteration 8Q (20633.080000 sec): 3 clusters Score: Raw -25272.471673 + Penalty 2627.965414 = -22644.506260 nChanged 0 SP:Iteration 9F (20633.290000 sec): 3 clusters Score: Raw -25272.471673 + Penalty 2627.965414 = -22644.506260 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20633.420000 sec): 2 clusters Score: Raw -119991.844662 + Penalty 1654.977896 = -118336.866766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20633.620000 sec): 3 clusters Score: Raw -119858.924140 + Penalty 3309.955792 = -116548.968348 nChanged 187 SP:Iteration 1F (20633.810000 sec): 3 clusters Score: Raw -120110.786800 + Penalty 3309.955792 = -116800.831008 nChanged 52 SP:Iteration 2F (20634.000000 sec): 3 clusters Score: Raw -120204.643385 + Penalty 3309.955792 = -116894.687593 nChanged 24 SP:Iteration 3Q (20634.220000 sec): 3 clusters Score: Raw -120258.134954 + Penalty 3309.955792 = -116948.179162 nChanged 25 SP:Iteration 4Q (20634.390000 sec): 3 clusters Score: Raw -120311.644815 + Penalty 3309.955792 = -117001.689023 nChanged 17 SP:Iteration 5Q (20634.560000 sec): 3 clusters Score: Raw -120340.708190 + Penalty 3309.955792 = -117030.752398 nChanged 13 SP:Iteration 6Q (20634.750000 sec): 3 clusters Score: Raw -120366.077376 + Penalty 3309.955792 = -117056.121584 nChanged 12 SP:Iteration 7Q (20634.920000 sec): 3 clusters Score: Raw -120386.796901 + Penalty 3309.955792 = -117076.841109 nChanged 9 SP:Iteration 8Q (20635.100000 sec): 3 clusters Score: Raw -120408.802453 + Penalty 3309.955792 = -117098.846661 nChanged 9 SP:Iteration 9Q (20635.200000 sec): 3 clusters Score: Raw -120431.212298 + Penalty 3309.955792 = -117121.256506 nChanged 6 SP:Iteration 10Q (20635.330000 sec): 3 clusters Score: Raw -120444.574556 + Penalty 3309.955792 = -117134.618764 nChanged 5 SP:Iteration 11Q (20635.450000 sec): 3 clusters Score: Raw -120449.431353 + Penalty 3309.955792 = -117139.475561 nChanged 0 SP:Iteration 12F (20635.610000 sec): 3 clusters Score: Raw -120449.431353 + Penalty 3309.955792 = -117139.475561 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20635.710000 sec): 2 clusters Score: Raw -115623.391286 + Penalty 1651.504892 = -113971.886394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20635.880000 sec): 3 clusters Score: Raw -115545.128087 + Penalty 3303.009784 = -112242.118303 nChanged 181 SP:Iteration 1F (20636.010000 sec): 3 clusters Score: Raw -115862.549176 + Penalty 3303.009784 = -112559.539392 nChanged 50 SP:Iteration 2F (20636.210000 sec): 3 clusters Score: Raw -115978.781685 + Penalty 3303.009784 = -112675.771901 nChanged 39 SP:Iteration 3Q (20636.360000 sec): 3 clusters Score: Raw -116059.618783 + Penalty 3303.009784 = -112756.608999 nChanged 31 SP:Iteration 4Q (20636.530000 sec): 3 clusters Score: Raw -116111.623082 + Penalty 3303.009784 = -112808.613298 nChanged 23 SP:Iteration 5Q (20636.760000 sec): 3 clusters Score: Raw -116149.358162 + Penalty 3303.009784 = -112846.348378 nChanged 9 SP:Iteration 6Q (20636.890000 sec): 3 clusters Score: Raw -116165.055432 + Penalty 3303.009784 = -112862.045647 nChanged 5 SP:Iteration 7Q (20637.040000 sec): 3 clusters Score: Raw -116177.206765 + Penalty 3303.009784 = -112874.196981 nChanged 9 SP:Iteration 8Q (20637.220000 sec): 3 clusters Score: Raw -116198.098078 + Penalty 3303.009784 = -112895.088294 nChanged 14 SP:Iteration 9Q (20637.360000 sec): 3 clusters Score: Raw -116229.275793 + Penalty 3303.009784 = -112926.266008 nChanged 11 SP:Iteration 10Q (20637.510000 sec): 3 clusters Score: Raw -116263.613409 + Penalty 3303.009784 = -112960.603625 nChanged 13 SP:Iteration 11Q (20637.650000 sec): 3 clusters Score: Raw -116303.406877 + Penalty 3303.009784 = -113000.397093 nChanged 6 SP:Iteration 12Q (20637.840000 sec): 3 clusters Score: Raw -116319.939714 + Penalty 3303.009784 = -113016.929929 nChanged 7 SP:Iteration 13Q (20637.970000 sec): 3 clusters Score: Raw -116343.657853 + Penalty 3303.009784 = -113040.648069 nChanged 8 SP:Iteration 14Q (20638.140000 sec): 3 clusters Score: Raw -116368.804431 + Penalty 3303.009784 = -113065.794647 nChanged 8 SP:Iteration 15Q (20638.280000 sec): 3 clusters Score: Raw -116390.359631 + Penalty 3303.009784 = -113087.349847 nChanged 4 SP:Iteration 16Q (20638.390000 sec): 3 clusters Score: Raw -116399.884249 + Penalty 3303.009784 = -113096.874465 nChanged 3 SP:Iteration 17Q (20638.570000 sec): 3 clusters Score: Raw -116408.082546 + Penalty 3303.009784 = -113105.072762 nChanged 6 SP:Iteration 18Q (20638.760000 sec): 3 clusters Score: Raw -116424.047185 + Penalty 3303.009784 = -113121.037401 nChanged 4 SP:Iteration 19Q (20638.920000 sec): 3 clusters Score: Raw -116432.948295 + Penalty 3303.009784 = -113129.938511 nChanged 2 SP:Iteration 20F (20639.100000 sec): 3 clusters Score: Raw -116435.151706 + Penalty 3303.009784 = -113132.141922 nChanged 2 SP:Iteration 21Q (20639.280000 sec): 3 clusters Score: Raw -116439.300101 + Penalty 3303.009784 = -113136.290317 nChanged 0 SP:Iteration 22F (20639.460000 sec): 3 clusters Score: Raw -116439.300101 + Penalty 3303.009784 = -113136.290317 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20639.520000 sec): 2 clusters Score: Raw -35125.097534 + Penalty 1368.328318 = -33756.769216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20639.730000 sec): 3 clusters Score: Raw -35295.558714 + Penalty 2736.656637 = -32558.902077 nChanged 29 SP:Iteration 1F (20639.910000 sec): 3 clusters Score: Raw -35416.699915 + Penalty 2736.656637 = -32680.043278 nChanged 8 SP:Iteration 2Q (20640.070000 sec): 3 clusters Score: Raw -35441.407693 + Penalty 2736.656637 = -32704.751056 nChanged 0 SP:Iteration 3F (20640.280000 sec): 3 clusters Score: Raw -35441.407693 + Penalty 2736.656637 = -32704.751056 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (59231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20640.620000 sec): 2 clusters Score: Raw -8981819.243994 + Penalty 2725.321682 = -8979093.922312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20641.110000 sec): 3 clusters Score: Raw -8944853.751061 + Penalty 5450.643365 = -8939403.107696 nChanged 27596 SP:Iteration 1F (20641.610000 sec): 3 clusters Score: Raw -8960389.113429 + Penalty 5450.643365 = -8954938.470064 nChanged 2744 SP:Iteration 2Q (20642.160000 sec): 3 clusters Score: Raw -8961494.638744 + Penalty 5450.643365 = -8956043.995379 nChanged 2989 SP:Iteration 3F (20642.720000 sec): 3 clusters Score: Raw -8962846.824208 + Penalty 5450.643365 = -8957396.180843 nChanged 3236 SP:Iteration 4F (20643.190000 sec): 3 clusters Score: Raw -8964348.379466 + Penalty 5450.643365 = -8958897.736101 nChanged 3300 SP:Iteration 5F (20643.720000 sec): 3 clusters Score: Raw -8965878.333047 + Penalty 5450.643365 = -8960427.689682 nChanged 3096 SP:Iteration 6F (20644.260000 sec): 3 clusters Score: Raw -8967213.831140 + Penalty 5450.643365 = -8961763.187775 nChanged 2760 SP:Iteration 7Q (20644.720000 sec): 3 clusters Score: Raw -8968311.132102 + Penalty 5450.643365 = -8962860.488737 nChanged 2416 SP:Iteration 8Q (20645.210000 sec): 3 clusters Score: Raw -8969141.307036 + Penalty 5450.643365 = -8963690.663671 nChanged 2008 SP:Iteration 9Q (20645.710000 sec): 3 clusters Score: Raw -8969722.651625 + Penalty 5450.643365 = -8964272.008260 nChanged 1621 SP:Iteration 10Q (20646.230000 sec): 3 clusters Score: Raw -8970141.662672 + Penalty 5450.643365 = -8964691.019307 nChanged 1372 SP:Iteration 11Q (20646.770000 sec): 3 clusters Score: Raw -8970475.855076 + Penalty 5450.643365 = -8965025.211711 nChanged 1218 SP:Iteration 12Q (20647.280000 sec): 3 clusters Score: Raw -8970746.664848 + Penalty 5450.643365 = -8965296.021483 nChanged 1062 SP:Iteration 13Q (20647.790000 sec): 3 clusters Score: Raw -8970989.198261 + Penalty 5450.643365 = -8965538.554896 nChanged 1050 SP:Iteration 14Q (20648.340000 sec): 3 clusters Score: Raw -8971241.052543 + Penalty 5450.643365 = -8965790.409178 nChanged 1089 SP:Iteration 15Q (20648.850000 sec): 3 clusters Score: Raw -8971515.634873 + Penalty 5450.643365 = -8966064.991508 nChanged 1194 SP:Iteration 16Q (20649.320000 sec): 3 clusters Score: Raw -8971828.091548 + Penalty 5450.643365 = -8966377.448184 nChanged 1321 SP:Iteration 17Q (20649.810000 sec): 3 clusters Score: Raw -8972180.344415 + Penalty 5450.643365 = -8966729.701050 nChanged 1438 SP:Iteration 18Q (20650.340000 sec): 3 clusters Score: Raw -8972606.661822 + Penalty 5450.643365 = -8967156.018457 nChanged 1630 SP:Iteration 19Q (20650.900000 sec): 3 clusters Score: Raw -8973127.490820 + Penalty 5450.643365 = -8967676.847455 nChanged 1809 SP:Iteration 20F (20651.380000 sec): 3 clusters Score: Raw -8973762.513184 + Penalty 5450.643365 = -8968311.869819 nChanged 2011 SP:Iteration 21Q (20651.870000 sec): 3 clusters Score: Raw -8974548.048552 + Penalty 5450.643365 = -8969097.405187 nChanged 2096 SP:Iteration 22Q (20652.390000 sec): 3 clusters Score: Raw -8975432.920743 + Penalty 5450.643365 = -8969982.277378 nChanged 2162 SP:Iteration 23Q (20652.900000 sec): 3 clusters Score: Raw -8976432.638813 + Penalty 5450.643365 = -8970981.995448 nChanged 2142 SP:Iteration 24Q (20653.370000 sec): 3 clusters Score: Raw -8977496.268947 + Penalty 5450.643365 = -8972045.625582 nChanged 1993 SP:Iteration 25Q (20653.840000 sec): 3 clusters Score: Raw -8978539.394023 + Penalty 5450.643365 = -8973088.750658 nChanged 1765 SP:Iteration 26Q (20654.250000 sec): 3 clusters Score: Raw -8979475.351165 + Penalty 5450.643365 = -8974024.707800 nChanged 1401 SP:Iteration 27Q (20654.710000 sec): 3 clusters Score: Raw -8980200.888815 + Penalty 5450.643365 = -8974750.245450 nChanged 1039 SP:Iteration 28Q (20655.170000 sec): 3 clusters Score: Raw -8980745.848551 + Penalty 5450.643365 = -8975295.205187 nChanged 776 SP:Iteration 29Q (20655.630000 sec): 3 clusters Score: Raw -8981150.964430 + Penalty 5450.643365 = -8975700.321066 nChanged 521 SP:Iteration 30Q (20656.120000 sec): 3 clusters Score: Raw -8981412.019758 + Penalty 5450.643365 = -8975961.376393 nChanged 348 SP:Iteration 31Q (20656.590000 sec): 3 clusters Score: Raw -8981591.260856 + Penalty 5450.643365 = -8976140.617491 nChanged 283 SP:Iteration 32Q (20657.070000 sec): 3 clusters Score: Raw -8981735.767559 + Penalty 5450.643365 = -8976285.124194 nChanged 221 SP:Iteration 33Q (20657.540000 sec): 3 clusters Score: Raw -8981852.004414 + Penalty 5450.643365 = -8976401.361049 nChanged 160 SP:Iteration 34Q (20658.030000 sec): 3 clusters Score: Raw -8981938.776646 + Penalty 5450.643365 = -8976488.133281 nChanged 112 SP:Iteration 35Q (20658.480000 sec): 3 clusters Score: Raw -8981999.525006 + Penalty 5450.643365 = -8976548.881641 nChanged 94 SP:Iteration 36Q (20658.980000 sec): 3 clusters Score: Raw -8982044.370776 + Penalty 5450.643365 = -8976593.727411 nChanged 65 SP:Iteration 37Q (20659.450000 sec): 3 clusters Score: Raw -8982079.713754 + Penalty 5450.643365 = -8976629.070389 nChanged 52 SP:Iteration 38Q (20659.940000 sec): 3 clusters Score: Raw -8982107.916585 + Penalty 5450.643365 = -8976657.273220 nChanged 48 SP:Iteration 39Q (20660.390000 sec): 3 clusters Score: Raw -8982135.160074 + Penalty 5450.643365 = -8976684.516709 nChanged 32 SP:Iteration 40F (20660.870000 sec): 3 clusters Score: Raw -8982150.461717 + Penalty 5450.643365 = -8976699.818352 nChanged 27 SP:Iteration 41Q (20661.380000 sec): 3 clusters Score: Raw -8982164.689703 + Penalty 5450.643365 = -8976714.046338 nChanged 37 SP:Iteration 42Q (20661.860000 sec): 3 clusters Score: Raw -8982183.500344 + Penalty 5450.643365 = -8976732.856979 nChanged 40 SP:Iteration 43Q (20662.270000 sec): 3 clusters Score: Raw -8982208.586570 + Penalty 5450.643365 = -8976757.943205 nChanged 31 SP:Iteration 44Q (20662.770000 sec): 3 clusters Score: Raw -8982225.987283 + Penalty 5450.643365 = -8976775.343918 nChanged 24 SP:Iteration 45Q (20663.180000 sec): 3 clusters Score: Raw -8982241.191997 + Penalty 5450.643365 = -8976790.548632 nChanged 18 SP:Iteration 46Q (20663.610000 sec): 3 clusters Score: Raw -8982250.332620 + Penalty 5450.643365 = -8976799.689255 nChanged 11 SP:Iteration 47Q (20664.120000 sec): 3 clusters Score: Raw -8982255.015961 + Penalty 5450.643365 = -8976804.372596 nChanged 6 SP:Iteration 48Q (20664.540000 sec): 3 clusters Score: Raw -8982257.693526 + Penalty 5450.643365 = -8976807.050161 nChanged 1 SP:Iteration 49Q (20665.010000 sec): 3 clusters Score: Raw -8982258.051507 + Penalty 5450.643365 = -8976807.408142 nChanged 0 SP:Iteration 50F (20665.520000 sec): 3 clusters Score: Raw -8982258.051507 + Penalty 5450.643365 = -8976807.408142 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20665.610000 sec): 2 clusters Score: Raw -54086.849777 + Penalty 1482.763670 = -52604.086107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20665.880000 sec): 3 clusters Score: Raw -54224.452371 + Penalty 2965.527339 = -51258.925032 nChanged 82 SP:Iteration 1F (20666.040000 sec): 3 clusters Score: Raw -54387.311406 + Penalty 2965.527339 = -51421.784066 nChanged 14 SP:Iteration 2Q (20666.220000 sec): 3 clusters Score: Raw -54420.278885 + Penalty 2965.527339 = -51454.751545 nChanged 6 SP:Iteration 3Q (20666.420000 sec): 3 clusters Score: Raw -54444.905630 + Penalty 2965.527339 = -51479.378291 nChanged 4 SP:Iteration 4Q (20666.640000 sec): 3 clusters Score: Raw -54456.844333 + Penalty 2965.527339 = -51491.316994 nChanged 3 SP:Iteration 5Q (20666.810000 sec): 3 clusters Score: Raw -54470.582806 + Penalty 2965.527339 = -51505.055467 nChanged 1 SP:Iteration 6Q (20666.990000 sec): 3 clusters Score: Raw -54475.099488 + Penalty 2965.527339 = -51509.572149 nChanged 1 SP:Iteration 7Q (20667.140000 sec): 3 clusters Score: Raw -54477.603488 + Penalty 2965.527339 = -51512.076148 nChanged 0 SP:Iteration 8F (20667.330000 sec): 3 clusters Score: Raw -54477.603488 + Penalty 2965.527339 = -51512.076148 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20667.420000 sec): 2 clusters Score: Raw -160550.226437 + Penalty 1741.007296 = -158809.219142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20667.600000 sec): 3 clusters Score: Raw -160252.652039 + Penalty 3482.014591 = -156770.637447 nChanged 300 SP:Iteration 1F (20667.750000 sec): 3 clusters Score: Raw -160565.691592 + Penalty 3482.014591 = -157083.677001 nChanged 71 SP:Iteration 2F (20667.940000 sec): 3 clusters Score: Raw -160658.536597 + Penalty 3482.014591 = -157176.522006 nChanged 33 SP:Iteration 3Q (20668.160000 sec): 3 clusters Score: Raw -160708.209048 + Penalty 3482.014591 = -157226.194457 nChanged 22 SP:Iteration 4Q (20668.300000 sec): 3 clusters Score: Raw -160752.350263 + Penalty 3482.014591 = -157270.335672 nChanged 12 SP:Iteration 5Q (20668.520000 sec): 3 clusters Score: Raw -160764.719593 + Penalty 3482.014591 = -157282.705002 nChanged 3 SP:Iteration 6Q (20668.720000 sec): 3 clusters Score: Raw -160768.891403 + Penalty 3482.014591 = -157286.876811 nChanged 4 SP:Iteration 7Q (20668.860000 sec): 3 clusters Score: Raw -160772.330369 + Penalty 3482.014591 = -157290.315777 nChanged 4 SP:Iteration 8Q (20669.030000 sec): 3 clusters Score: Raw -160776.920926 + Penalty 3482.014591 = -157294.906335 nChanged 1 SP:Iteration 9Q (20669.220000 sec): 3 clusters Score: Raw -160777.827862 + Penalty 3482.014591 = -157295.813271 nChanged 0 SP:Iteration 10F (20669.410000 sec): 3 clusters Score: Raw -160777.827862 + Penalty 3482.014591 = -157295.813271 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20669.490000 sec): 2 clusters Score: Raw -20988.700445 + Penalty 1261.723891 = -19726.976554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20669.660000 sec): 3 clusters Score: Raw -21240.019551 + Penalty 2523.447782 = -18716.571769 nChanged 8 SP:Iteration 1Q (20669.810000 sec): 3 clusters Score: Raw -21278.420753 + Penalty 2523.447782 = -18754.972971 nChanged 0 SP:Iteration 2F (20669.990000 sec): 3 clusters Score: Raw -21278.420753 + Penalty 2523.447782 = -18754.972971 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20670.060000 sec): 2 clusters Score: Raw -124413.375127 + Penalty 1670.767806 = -122742.607322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20670.280000 sec): 3 clusters Score: Raw -124276.600067 + Penalty 3341.535611 = -120935.064455 nChanged 212 SP:Iteration 1F (20670.430000 sec): 3 clusters Score: Raw -124523.697797 + Penalty 3341.535611 = -121182.162185 nChanged 57 SP:Iteration 2F (20670.610000 sec): 3 clusters Score: Raw -124604.413343 + Penalty 3341.535611 = -121262.877732 nChanged 25 SP:Iteration 3Q (20670.810000 sec): 3 clusters Score: Raw -124639.567943 + Penalty 3341.535611 = -121298.032331 nChanged 14 SP:Iteration 4Q (20670.980000 sec): 3 clusters Score: Raw -124668.908704 + Penalty 3341.535611 = -121327.373093 nChanged 13 SP:Iteration 5Q (20671.130000 sec): 3 clusters Score: Raw -124689.075388 + Penalty 3341.535611 = -121347.539777 nChanged 9 SP:Iteration 6Q (20671.290000 sec): 3 clusters Score: Raw -124712.901991 + Penalty 3341.535611 = -121371.366380 nChanged 7 SP:Iteration 7Q (20671.470000 sec): 3 clusters Score: Raw -124733.432019 + Penalty 3341.535611 = -121391.896408 nChanged 12 SP:Iteration 8Q (20671.670000 sec): 3 clusters Score: Raw -124763.472554 + Penalty 3341.535611 = -121421.936943 nChanged 15 SP:Iteration 9Q (20671.860000 sec): 3 clusters Score: Raw -124803.083729 + Penalty 3341.535611 = -121461.548118 nChanged 18 SP:Iteration 10Q (20672.040000 sec): 3 clusters Score: Raw -124848.328540 + Penalty 3341.535611 = -121506.792928 nChanged 14 SP:Iteration 11Q (20672.200000 sec): 3 clusters Score: Raw -124866.861276 + Penalty 3341.535611 = -121525.325665 nChanged 8 SP:Iteration 12Q (20672.370000 sec): 3 clusters Score: Raw -124884.589172 + Penalty 3341.535611 = -121543.053561 nChanged 10 SP:Iteration 13Q (20672.520000 sec): 3 clusters Score: Raw -124906.592572 + Penalty 3341.535611 = -121565.056961 nChanged 9 SP:Iteration 14Q (20672.710000 sec): 3 clusters Score: Raw -124929.139136 + Penalty 3341.535611 = -121587.603524 nChanged 14 SP:Iteration 15Q (20672.910000 sec): 3 clusters Score: Raw -124956.217764 + Penalty 3341.535611 = -121614.682153 nChanged 13 SP:Iteration 16Q (20673.090000 sec): 3 clusters Score: Raw -124976.156944 + Penalty 3341.535611 = -121634.621333 nChanged 9 SP:Iteration 17Q (20673.260000 sec): 3 clusters Score: Raw -124999.061193 + Penalty 3341.535611 = -121657.525581 nChanged 16 SP:Iteration 18Q (20673.460000 sec): 3 clusters Score: Raw -125043.366173 + Penalty 3341.535611 = -121701.830561 nChanged 20 SP:Iteration 19Q (20673.670000 sec): 3 clusters Score: Raw -125081.856296 + Penalty 3341.535611 = -121740.320685 nChanged 13 SP:Iteration 20F (20673.890000 sec): 3 clusters Score: Raw -125121.913134 + Penalty 3341.535611 = -121780.377522 nChanged 18 SP:Iteration 21Q (20674.070000 sec): 3 clusters Score: Raw -125164.590945 + Penalty 3341.535611 = -121823.055334 nChanged 25 SP:Iteration 22Q (20674.260000 sec): 3 clusters Score: Raw -125246.102754 + Penalty 3341.535611 = -121904.567142 nChanged 30 SP:Iteration 23Q (20674.480000 sec): 3 clusters Score: Raw -125349.951170 + Penalty 3341.535611 = -122008.415559 nChanged 29 SP:Iteration 24Q (20674.650000 sec): 3 clusters Score: Raw -125466.314110 + Penalty 3341.535611 = -122124.778499 nChanged 30 SP:Iteration 25Q (20674.830000 sec): 3 clusters Score: Raw -125605.816237 + Penalty 3341.535611 = -122264.280626 nChanged 33 SP:Iteration 26Q (20674.990000 sec): 3 clusters Score: Raw -125778.264640 + Penalty 3341.535611 = -122436.729029 nChanged 16 SP:Iteration 27Q (20675.210000 sec): 3 clusters Score: Raw -125906.077145 + Penalty 3341.535611 = -122564.541534 nChanged 4 SP:Iteration 28Q (20675.410000 sec): 3 clusters Score: Raw -125921.135054 + Penalty 3341.535611 = -122579.599443 nChanged 1 SP:Iteration 29Q (20675.600000 sec): 3 clusters Score: Raw -125925.237644 + Penalty 3341.535611 = -122583.702033 nChanged 2 SP:Iteration 30Q (20675.780000 sec): 3 clusters Score: Raw -125930.561475 + Penalty 3341.535611 = -122589.025864 nChanged 1 SP:Iteration 31Q (20675.940000 sec): 3 clusters Score: Raw -125931.502285 + Penalty 3341.535611 = -122589.966674 nChanged 1 SP:Iteration 32Q (20676.090000 sec): 3 clusters Score: Raw -125931.874480 + Penalty 3341.535611 = -122590.338869 nChanged 0 SP:Iteration 33F (20676.290000 sec): 3 clusters Score: Raw -125931.874480 + Penalty 3341.535611 = -122590.338869 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20676.390000 sec): 2 clusters Score: Raw -26515.477247 + Penalty 1310.234525 = -25205.242722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20676.550000 sec): 3 clusters Score: Raw -26715.037428 + Penalty 2620.469049 = -24094.568379 nChanged 10 SP:Iteration 1F (20676.720000 sec): 3 clusters Score: Raw -26764.442336 + Penalty 2620.469049 = -24143.973286 nChanged 4 SP:Iteration 2Q (20676.960000 sec): 3 clusters Score: Raw -26788.349880 + Penalty 2620.469049 = -24167.880831 nChanged 0 SP:Iteration 3F (20677.170000 sec): 3 clusters Score: Raw -26788.349880 + Penalty 2620.469049 = -24167.880831 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20677.280000 sec): 2 clusters Score: Raw -110382.134612 + Penalty 1636.092134 = -108746.042478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20677.480000 sec): 3 clusters Score: Raw -110297.817985 + Penalty 3272.184268 = -107025.633716 nChanged 172 SP:Iteration 1F (20677.680000 sec): 3 clusters Score: Raw -110595.659174 + Penalty 3272.184268 = -107323.474906 nChanged 50 SP:Iteration 2F (20677.910000 sec): 3 clusters Score: Raw -110702.513623 + Penalty 3272.184268 = -107430.329355 nChanged 29 SP:Iteration 3Q (20678.120000 sec): 3 clusters Score: Raw -110801.232532 + Penalty 3272.184268 = -107529.048264 nChanged 23 SP:Iteration 4Q (20678.310000 sec): 3 clusters Score: Raw -110869.270447 + Penalty 3272.184268 = -107597.086179 nChanged 19 SP:Iteration 5Q (20678.490000 sec): 3 clusters Score: Raw -110912.922929 + Penalty 3272.184268 = -107640.738661 nChanged 22 SP:Iteration 6Q (20678.720000 sec): 3 clusters Score: Raw -110984.405002 + Penalty 3272.184268 = -107712.220734 nChanged 25 SP:Iteration 7Q (20678.910000 sec): 3 clusters Score: Raw -111067.590860 + Penalty 3272.184268 = -107795.406592 nChanged 28 SP:Iteration 8Q (20679.160000 sec): 3 clusters Score: Raw -111127.656947 + Penalty 3272.184268 = -107855.472679 nChanged 20 SP:Iteration 9Q (20679.350000 sec): 3 clusters Score: Raw -111173.133520 + Penalty 3272.184268 = -107900.949252 nChanged 15 SP:Iteration 10Q (20679.500000 sec): 3 clusters Score: Raw -111201.903534 + Penalty 3272.184268 = -107929.719265 nChanged 6 SP:Iteration 11Q (20679.720000 sec): 3 clusters Score: Raw -111211.111952 + Penalty 3272.184268 = -107938.927684 nChanged 6 SP:Iteration 12Q (20679.940000 sec): 3 clusters Score: Raw -111224.927762 + Penalty 3272.184268 = -107952.743494 nChanged 5 SP:Iteration 13Q (20680.130000 sec): 3 clusters Score: Raw -111236.221011 + Penalty 3272.184268 = -107964.036743 nChanged 1 SP:Iteration 14Q (20680.340000 sec): 3 clusters Score: Raw -111237.803527 + Penalty 3272.184268 = -107965.619259 nChanged 1 SP:Iteration 15Q (20680.550000 sec): 3 clusters Score: Raw -111238.783162 + Penalty 3272.184268 = -107966.598894 nChanged 0 SP:Iteration 16F (20680.740000 sec): 3 clusters Score: Raw -111238.783162 + Penalty 3272.184268 = -107966.598894 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (72465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20681.190000 sec): 2 clusters Score: Raw -10889006.985146 + Penalty 2775.333023 = -10886231.652123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20681.840000 sec): 3 clusters Score: Raw -10843310.199294 + Penalty 5550.666047 = -10837759.533247 nChanged 33897 SP:Iteration 1F (20682.400000 sec): 3 clusters Score: Raw -10862591.448330 + Penalty 5550.666047 = -10857040.782283 nChanged 2863 SP:Iteration 2Q (20683.020000 sec): 3 clusters Score: Raw -10863469.759159 + Penalty 5550.666047 = -10857919.093112 nChanged 3118 SP:Iteration 3Q (20683.570000 sec): 3 clusters Score: Raw -10864569.260605 + Penalty 5550.666047 = -10859018.594558 nChanged 3507 SP:Iteration 4Q (20684.110000 sec): 3 clusters Score: Raw -10866099.578380 + Penalty 5550.666047 = -10860548.912333 nChanged 4038 SP:Iteration 5F (20684.680000 sec): 3 clusters Score: Raw -10868212.853242 + Penalty 5550.666047 = -10862662.187195 nChanged 4644 SP:Iteration 6F (20685.230000 sec): 3 clusters Score: Raw -10871041.089678 + Penalty 5550.666047 = -10865490.423631 nChanged 5019 SP:Iteration 7F (20685.830000 sec): 3 clusters Score: Raw -10874334.212121 + Penalty 5550.666047 = -10868783.546074 nChanged 4777 SP:Iteration 8F (20686.400000 sec): 3 clusters Score: Raw -10877591.000190 + Penalty 5550.666047 = -10872040.334143 nChanged 4176 SP:Iteration 9F (20686.960000 sec): 3 clusters Score: Raw -10880636.116767 + Penalty 5550.666047 = -10875085.450720 nChanged 3552 SP:Iteration 10Q (20687.450000 sec): 3 clusters Score: Raw -10883284.404633 + Penalty 5550.666047 = -10877733.738587 nChanged 2833 SP:Iteration 11Q (20688.060000 sec): 3 clusters Score: Raw -10885311.587310 + Penalty 5550.666047 = -10879760.921263 nChanged 2098 SP:Iteration 12Q (20688.660000 sec): 3 clusters Score: Raw -10886699.938268 + Penalty 5550.666047 = -10881149.272221 nChanged 1518 SP:Iteration 13Q (20689.200000 sec): 3 clusters Score: Raw -10887667.234511 + Penalty 5550.666047 = -10882116.568464 nChanged 1069 SP:Iteration 14Q (20689.750000 sec): 3 clusters Score: Raw -10888327.529854 + Penalty 5550.666047 = -10882776.863807 nChanged 741 SP:Iteration 15Q (20690.300000 sec): 3 clusters Score: Raw -10888774.693798 + Penalty 5550.666047 = -10883224.027751 nChanged 495 SP:Iteration 16Q (20690.860000 sec): 3 clusters Score: Raw -10889067.084902 + Penalty 5550.666047 = -10883516.418855 nChanged 345 SP:Iteration 17Q (20691.370000 sec): 3 clusters Score: Raw -10889239.939624 + Penalty 5550.666047 = -10883689.273578 nChanged 244 SP:Iteration 18Q (20691.860000 sec): 3 clusters Score: Raw -10889364.456419 + Penalty 5550.666047 = -10883813.790372 nChanged 170 SP:Iteration 19Q (20692.350000 sec): 3 clusters Score: Raw -10889448.733560 + Penalty 5550.666047 = -10883898.067513 nChanged 129 SP:Iteration 20F (20692.840000 sec): 3 clusters Score: Raw -10889506.967036 + Penalty 5550.666047 = -10883956.300989 nChanged 90 SP:Iteration 21Q (20693.300000 sec): 3 clusters Score: Raw -10889554.555001 + Penalty 5550.666047 = -10884003.888954 nChanged 78 SP:Iteration 22Q (20693.760000 sec): 3 clusters Score: Raw -10889590.203018 + Penalty 5550.666047 = -10884039.536971 nChanged 67 SP:Iteration 23Q (20694.230000 sec): 3 clusters Score: Raw -10889618.122619 + Penalty 5550.666047 = -10884067.456573 nChanged 35 SP:Iteration 24Q (20694.710000 sec): 3 clusters Score: Raw -10889630.617279 + Penalty 5550.666047 = -10884079.951232 nChanged 21 SP:Iteration 25Q (20695.230000 sec): 3 clusters Score: Raw -10889637.565299 + Penalty 5550.666047 = -10884086.899252 nChanged 20 SP:Iteration 26Q (20695.760000 sec): 3 clusters Score: Raw -10889643.516727 + Penalty 5550.666047 = -10884092.850680 nChanged 19 SP:Iteration 27Q (20696.300000 sec): 3 clusters Score: Raw -10889649.848988 + Penalty 5550.666047 = -10884099.182941 nChanged 17 SP:Iteration 28Q (20696.800000 sec): 3 clusters Score: Raw -10889655.678272 + Penalty 5550.666047 = -10884105.012225 nChanged 19 SP:Iteration 29Q (20697.320000 sec): 3 clusters Score: Raw -10889661.319828 + Penalty 5550.666047 = -10884110.653781 nChanged 16 SP:Iteration 30Q (20697.770000 sec): 3 clusters Score: Raw -10889667.016870 + Penalty 5550.666047 = -10884116.350823 nChanged 23 SP:Iteration 31Q (20698.280000 sec): 3 clusters Score: Raw -10889674.994773 + Penalty 5550.666047 = -10884124.328726 nChanged 16 SP:Iteration 32Q (20698.780000 sec): 3 clusters Score: Raw -10889679.580012 + Penalty 5550.666047 = -10884128.913965 nChanged 15 SP:Iteration 33Q (20699.340000 sec): 3 clusters Score: Raw -10889684.249540 + Penalty 5550.666047 = -10884133.583493 nChanged 15 SP:Iteration 34Q (20699.880000 sec): 3 clusters Score: Raw -10889689.369544 + Penalty 5550.666047 = -10884138.703497 nChanged 11 SP:Iteration 35Q (20700.340000 sec): 3 clusters Score: Raw -10889693.151751 + Penalty 5550.666047 = -10884142.485704 nChanged 12 SP:Iteration 36Q (20700.860000 sec): 3 clusters Score: Raw -10889697.347379 + Penalty 5550.666047 = -10884146.681332 nChanged 8 SP:Iteration 37Q (20701.370000 sec): 3 clusters Score: Raw -10889699.664725 + Penalty 5550.666047 = -10884148.998678 nChanged 7 SP:Iteration 38Q (20701.830000 sec): 3 clusters Score: Raw -10889701.585350 + Penalty 5550.666047 = -10884150.919303 nChanged 2 SP:Iteration 39Q (20702.300000 sec): 3 clusters Score: Raw -10889702.239984 + Penalty 5550.666047 = -10884151.573937 nChanged 2 SP:Iteration 40F (20702.810000 sec): 3 clusters Score: Raw -10889703.137632 + Penalty 5550.666047 = -10884152.471585 nChanged 7 SP:Iteration 41Q (20703.300000 sec): 3 clusters Score: Raw -10889704.920325 + Penalty 5550.666047 = -10884154.254278 nChanged 2 SP:Iteration 42Q (20703.740000 sec): 3 clusters Score: Raw -10889705.701411 + Penalty 5550.666047 = -10884155.035364 nChanged 1 SP:Iteration 43Q (20704.210000 sec): 3 clusters Score: Raw -10889706.013434 + Penalty 5550.666047 = -10884155.347387 nChanged 2 SP:Iteration 44Q (20704.700000 sec): 3 clusters Score: Raw -10889706.293383 + Penalty 5550.666047 = -10884155.627336 nChanged 0 SP:Iteration 45F (20705.200000 sec): 3 clusters Score: Raw -10889706.293383 + Penalty 5550.666047 = -10884155.627336 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (1288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20705.330000 sec): 2 clusters Score: Raw -178026.603488 + Penalty 1775.889785 = -176250.713704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20705.480000 sec): 3 clusters Score: Raw -177716.237732 + Penalty 3551.779570 = -174164.458162 nChanged 360 SP:Iteration 1F (20705.680000 sec): 3 clusters Score: Raw -178118.616706 + Penalty 3551.779570 = -174566.837136 nChanged 97 SP:Iteration 2F (20705.840000 sec): 3 clusters Score: Raw -178258.087375 + Penalty 3551.779570 = -174706.307805 nChanged 70 SP:Iteration 3F (20706.010000 sec): 3 clusters Score: Raw -178377.982045 + Penalty 3551.779570 = -174826.202475 nChanged 80 SP:Iteration 4F (20706.220000 sec): 3 clusters Score: Raw -178524.270505 + Penalty 3551.779570 = -174972.490935 nChanged 68 SP:Iteration 5F (20706.400000 sec): 3 clusters Score: Raw -178661.677372 + Penalty 3551.779570 = -175109.897802 nChanged 55 SP:Iteration 6Q (20706.520000 sec): 3 clusters Score: Raw -178778.005403 + Penalty 3551.779570 = -175226.225834 nChanged 55 SP:Iteration 7Q (20706.760000 sec): 3 clusters Score: Raw -178922.476211 + Penalty 3551.779570 = -175370.696641 nChanged 48 SP:Iteration 8Q (20706.930000 sec): 3 clusters Score: Raw -179030.530369 + Penalty 3551.779570 = -175478.750799 nChanged 44 SP:Iteration 9Q (20707.080000 sec): 3 clusters Score: Raw -179138.951391 + Penalty 3551.779570 = -175587.171821 nChanged 35 SP:Iteration 10Q (20707.270000 sec): 3 clusters Score: Raw -179196.396288 + Penalty 3551.779570 = -175644.616719 nChanged 23 SP:Iteration 11Q (20707.420000 sec): 3 clusters Score: Raw -179228.085303 + Penalty 3551.779570 = -175676.305733 nChanged 18 SP:Iteration 12Q (20707.610000 sec): 3 clusters Score: Raw -179258.311600 + Penalty 3551.779570 = -175706.532031 nChanged 8 SP:Iteration 13Q (20707.770000 sec): 3 clusters Score: Raw -179271.130249 + Penalty 3551.779570 = -175719.350679 nChanged 4 SP:Iteration 14Q (20707.960000 sec): 3 clusters Score: Raw -179275.357429 + Penalty 3551.779570 = -175723.577859 nChanged 4 SP:Iteration 15Q (20708.190000 sec): 3 clusters Score: Raw -179279.295154 + Penalty 3551.779570 = -175727.515584 nChanged 2 SP:Iteration 16Q (20708.380000 sec): 3 clusters Score: Raw -179280.808654 + Penalty 3551.779570 = -175729.029085 nChanged 1 SP:Iteration 17Q (20708.540000 sec): 3 clusters Score: Raw -179281.431211 + Penalty 3551.779570 = -175729.651641 nChanged 0 SP:Iteration 18F (20708.700000 sec): 3 clusters Score: Raw -179281.431211 + Penalty 3551.779570 = -175729.651641 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20708.840000 sec): 2 clusters Score: Raw -16122.182843 + Penalty 1189.356055 = -14932.826787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20709.010000 sec): 3 clusters Score: Raw -16402.843876 + Penalty 2378.712111 = -14024.131765 nChanged 1 SP:Iteration 1Q (20709.200000 sec): 3 clusters Score: Raw -16409.328078 + Penalty 2378.712111 = -14030.615968 nChanged 0 SP:Iteration 2F (20709.350000 sec): 3 clusters Score: Raw -16409.328078 + Penalty 2378.712111 = -14030.615968 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20709.440000 sec): 2 clusters Score: Raw -96456.693848 + Penalty 1609.322823 = -94847.371025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20709.650000 sec): 3 clusters Score: Raw -96428.418988 + Penalty 3218.645646 = -93209.773342 nChanged 131 SP:Iteration 1F (20709.850000 sec): 3 clusters Score: Raw -96627.361323 + Penalty 3218.645646 = -93408.715677 nChanged 31 SP:Iteration 2Q (20709.970000 sec): 3 clusters Score: Raw -96680.067605 + Penalty 3218.645646 = -93461.421959 nChanged 11 SP:Iteration 3Q (20710.170000 sec): 3 clusters Score: Raw -96700.123226 + Penalty 3218.645646 = -93481.477580 nChanged 9 SP:Iteration 4Q (20710.350000 sec): 3 clusters Score: Raw -96718.329170 + Penalty 3218.645646 = -93499.683524 nChanged 13 SP:Iteration 5Q (20710.570000 sec): 3 clusters Score: Raw -96742.225624 + Penalty 3218.645646 = -93523.579978 nChanged 9 SP:Iteration 6Q (20710.760000 sec): 3 clusters Score: Raw -96757.856764 + Penalty 3218.645646 = -93539.211118 nChanged 5 SP:Iteration 7Q (20710.920000 sec): 3 clusters Score: Raw -96765.977791 + Penalty 3218.645646 = -93547.332145 nChanged 5 SP:Iteration 8Q (20711.080000 sec): 3 clusters Score: Raw -96773.451732 + Penalty 3218.645646 = -93554.806086 nChanged 4 SP:Iteration 9Q (20711.270000 sec): 3 clusters Score: Raw -96781.341453 + Penalty 3218.645646 = -93562.695808 nChanged 4 SP:Iteration 10Q (20711.470000 sec): 3 clusters Score: Raw -96791.950660 + Penalty 3218.645646 = -93573.305014 nChanged 1 SP:Iteration 11Q (20711.640000 sec): 3 clusters Score: Raw -96793.671967 + Penalty 3218.645646 = -93575.026321 nChanged 1 SP:Iteration 12Q (20711.830000 sec): 3 clusters Score: Raw -96794.951808 + Penalty 3218.645646 = -93576.306162 nChanged 0 SP:Iteration 13F (20712.050000 sec): 3 clusters Score: Raw -96794.951808 + Penalty 3218.645646 = -93576.306162 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20712.150000 sec): 2 clusters Score: Raw -40982.754173 + Penalty 1415.363346 = -39567.390827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20712.310000 sec): 3 clusters Score: Raw -41095.939443 + Penalty 2830.726691 = -38265.212751 nChanged 30 SP:Iteration 1F (20712.530000 sec): 3 clusters Score: Raw -41198.556607 + Penalty 2830.726691 = -38367.829915 nChanged 11 SP:Iteration 2Q (20712.680000 sec): 3 clusters Score: Raw -41245.465293 + Penalty 2830.726691 = -38414.738601 nChanged 2 SP:Iteration 3Q (20712.870000 sec): 3 clusters Score: Raw -41252.542764 + Penalty 2830.726691 = -38421.816073 nChanged 1 SP:Iteration 4Q (20713.050000 sec): 3 clusters Score: Raw -41254.332564 + Penalty 2830.726691 = -38423.605873 nChanged 0 SP:Iteration 5F (20713.190000 sec): 3 clusters Score: Raw -41254.332564 + Penalty 2830.726691 = -38423.605873 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20713.320000 sec): 2 clusters Score: Raw -73226.016007 + Penalty 1549.514633 = -71676.501374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20713.450000 sec): 3 clusters Score: Raw -73277.313505 + Penalty 3099.029266 = -70178.284240 nChanged 97 SP:Iteration 1F (20713.680000 sec): 3 clusters Score: Raw -73475.592872 + Penalty 3099.029266 = -70376.563606 nChanged 28 SP:Iteration 2F (20713.850000 sec): 3 clusters Score: Raw -73574.045786 + Penalty 3099.029266 = -70475.016521 nChanged 20 SP:Iteration 3Q (20713.990000 sec): 3 clusters Score: Raw -73721.594927 + Penalty 3099.029266 = -70622.565661 nChanged 19 SP:Iteration 4Q (20714.190000 sec): 3 clusters Score: Raw -73802.684404 + Penalty 3099.029266 = -70703.655138 nChanged 19 SP:Iteration 5Q (20714.390000 sec): 3 clusters Score: Raw -73862.171129 + Penalty 3099.029266 = -70763.141863 nChanged 7 SP:Iteration 6Q (20714.560000 sec): 3 clusters Score: Raw -73885.052013 + Penalty 3099.029266 = -70786.022748 nChanged 6 SP:Iteration 7Q (20714.750000 sec): 3 clusters Score: Raw -73906.043330 + Penalty 3099.029266 = -70807.014064 nChanged 9 SP:Iteration 8Q (20714.930000 sec): 3 clusters Score: Raw -73929.866508 + Penalty 3099.029266 = -70830.837242 nChanged 3 SP:Iteration 9Q (20715.100000 sec): 3 clusters Score: Raw -73933.371519 + Penalty 3099.029266 = -70834.342254 nChanged 3 SP:Iteration 10Q (20715.250000 sec): 3 clusters Score: Raw -73941.029770 + Penalty 3099.029266 = -70842.000504 nChanged 2 SP:Iteration 11Q (20715.420000 sec): 3 clusters Score: Raw -73945.524788 + Penalty 3099.029266 = -70846.495522 nChanged 2 SP:Iteration 12Q (20715.580000 sec): 3 clusters Score: Raw -73956.373070 + Penalty 3099.029266 = -70857.343804 nChanged 0 SP:Iteration 13F (20715.740000 sec): 3 clusters Score: Raw -73956.373070 + Penalty 3099.029266 = -70857.343804 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20715.820000 sec): 2 clusters Score: Raw -15803.590455 + Penalty 1229.045110 = -14574.545345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20716.010000 sec): 3 clusters Score: Raw -16147.807478 + Penalty 2458.090221 = -13689.717258 nChanged 10 SP:Iteration 1F (20716.220000 sec): 3 clusters Score: Raw -16218.341135 + Penalty 2458.090221 = -13760.250914 nChanged 7 SP:Iteration 2Q (20716.360000 sec): 3 clusters Score: Raw -16251.614346 + Penalty 2458.090221 = -13793.524125 nChanged 3 SP:Iteration 3Q (20716.550000 sec): 3 clusters Score: Raw -16297.582631 + Penalty 2458.090221 = -13839.492411 nChanged 1 SP:Iteration 4Q (20716.770000 sec): 3 clusters Score: Raw -16304.427699 + Penalty 2458.090221 = -13846.337479 nChanged 1 SP:Iteration 5Q (20716.950000 sec): 3 clusters Score: Raw -16309.608710 + Penalty 2458.090221 = -13851.518489 nChanged 0 SP:Iteration 6F (20717.120000 sec): 3 clusters Score: Raw -16309.608710 + Penalty 2458.090221 = -13851.518489 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (20519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20717.310000 sec): 2 clusters Score: Raw -3270867.722178 + Penalty 2462.418428 = -3268405.303750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20717.600000 sec): 3 clusters Score: Raw -3258964.624988 + Penalty 4924.836856 = -3254039.788132 nChanged 9091 SP:Iteration 1F (20717.860000 sec): 3 clusters Score: Raw -3263917.296856 + Penalty 4924.836856 = -3258992.460000 nChanged 1130 SP:Iteration 2F (20718.100000 sec): 3 clusters Score: Raw -3264351.466379 + Penalty 4924.836856 = -3259426.629522 nChanged 961 SP:Iteration 3Q (20718.440000 sec): 3 clusters Score: Raw -3264708.688335 + Penalty 4924.836856 = -3259783.851479 nChanged 835 SP:Iteration 4Q (20718.700000 sec): 3 clusters Score: Raw -3264994.326158 + Penalty 4924.836856 = -3260069.489302 nChanged 718 SP:Iteration 5Q (20719.010000 sec): 3 clusters Score: Raw -3265249.720757 + Penalty 4924.836856 = -3260324.883901 nChanged 716 SP:Iteration 6Q (20719.340000 sec): 3 clusters Score: Raw -3265536.712708 + Penalty 4924.836856 = -3260611.875851 nChanged 735 SP:Iteration 7Q (20719.600000 sec): 3 clusters Score: Raw -3265879.738077 + Penalty 4924.836856 = -3260954.901221 nChanged 812 SP:Iteration 8Q (20719.950000 sec): 3 clusters Score: Raw -3266292.467832 + Penalty 4924.836856 = -3261367.630975 nChanged 868 SP:Iteration 9Q (20720.200000 sec): 3 clusters Score: Raw -3266763.593005 + Penalty 4924.836856 = -3261838.756149 nChanged 860 SP:Iteration 10Q (20720.500000 sec): 3 clusters Score: Raw -3267284.882263 + Penalty 4924.836856 = -3262360.045406 nChanged 843 SP:Iteration 11Q (20720.800000 sec): 3 clusters Score: Raw -3267832.794172 + Penalty 4924.836856 = -3262907.957316 nChanged 795 SP:Iteration 12Q (20721.070000 sec): 3 clusters Score: Raw -3268330.241637 + Penalty 4924.836856 = -3263405.404781 nChanged 723 SP:Iteration 13Q (20721.360000 sec): 3 clusters Score: Raw -3268779.644996 + Penalty 4924.836856 = -3263854.808140 nChanged 606 SP:Iteration 14Q (20721.670000 sec): 3 clusters Score: Raw -3269129.820994 + Penalty 4924.836856 = -3264204.984138 nChanged 458 SP:Iteration 15Q (20721.910000 sec): 3 clusters Score: Raw -3269366.639409 + Penalty 4924.836856 = -3264441.802552 nChanged 384 SP:Iteration 16Q (20722.190000 sec): 3 clusters Score: Raw -3269557.592767 + Penalty 4924.836856 = -3264632.755911 nChanged 338 SP:Iteration 17Q (20722.510000 sec): 3 clusters Score: Raw -3269726.357577 + Penalty 4924.836856 = -3264801.520721 nChanged 312 SP:Iteration 18Q (20722.770000 sec): 3 clusters Score: Raw -3269879.897256 + Penalty 4924.836856 = -3264955.060400 nChanged 283 SP:Iteration 19Q (20723.030000 sec): 3 clusters Score: Raw -3270021.012560 + Penalty 4924.836856 = -3265096.175703 nChanged 270 SP:Iteration 20F (20723.280000 sec): 3 clusters Score: Raw -3270157.245288 + Penalty 4924.836856 = -3265232.408432 nChanged 236 SP:Iteration 21Q (20723.580000 sec): 3 clusters Score: Raw -3270261.782543 + Penalty 4924.836856 = -3265336.945687 nChanged 201 SP:Iteration 22Q (20723.830000 sec): 3 clusters Score: Raw -3270348.324886 + Penalty 4924.836856 = -3265423.488029 nChanged 169 SP:Iteration 23Q (20724.130000 sec): 3 clusters Score: Raw -3270422.160091 + Penalty 4924.836856 = -3265497.323235 nChanged 161 SP:Iteration 24Q (20724.460000 sec): 3 clusters Score: Raw -3270493.737736 + Penalty 4924.836856 = -3265568.900880 nChanged 152 SP:Iteration 25Q (20724.750000 sec): 3 clusters Score: Raw -3270565.472507 + Penalty 4924.836856 = -3265640.635651 nChanged 138 SP:Iteration 26Q (20725.000000 sec): 3 clusters Score: Raw -3270631.748483 + Penalty 4924.836856 = -3265706.911627 nChanged 110 SP:Iteration 27Q (20725.280000 sec): 3 clusters Score: Raw -3270688.239584 + Penalty 4924.836856 = -3265763.402728 nChanged 125 SP:Iteration 28Q (20725.570000 sec): 3 clusters Score: Raw -3270757.740145 + Penalty 4924.836856 = -3265832.903289 nChanged 110 SP:Iteration 29Q (20725.850000 sec): 3 clusters Score: Raw -3270818.589218 + Penalty 4924.836856 = -3265893.752361 nChanged 88 SP:Iteration 30Q (20726.110000 sec): 3 clusters Score: Raw -3270868.016788 + Penalty 4924.836856 = -3265943.179932 nChanged 76 SP:Iteration 31Q (20726.390000 sec): 3 clusters Score: Raw -3270912.747128 + Penalty 4924.836856 = -3265987.910272 nChanged 65 SP:Iteration 32Q (20726.710000 sec): 3 clusters Score: Raw -3270951.779351 + Penalty 4924.836856 = -3266026.942495 nChanged 52 SP:Iteration 33Q (20726.970000 sec): 3 clusters Score: Raw -3270980.509111 + Penalty 4924.836856 = -3266055.672255 nChanged 45 SP:Iteration 34Q (20727.240000 sec): 3 clusters Score: Raw -3271009.280766 + Penalty 4924.836856 = -3266084.443909 nChanged 41 SP:Iteration 35Q (20727.550000 sec): 3 clusters Score: Raw -3271031.926783 + Penalty 4924.836856 = -3266107.089926 nChanged 37 SP:Iteration 36Q (20727.830000 sec): 3 clusters Score: Raw -3271052.658226 + Penalty 4924.836856 = -3266127.821369 nChanged 24 SP:Iteration 37Q (20728.070000 sec): 3 clusters Score: Raw -3271065.049131 + Penalty 4924.836856 = -3266140.212274 nChanged 20 SP:Iteration 38Q (20728.380000 sec): 3 clusters Score: Raw -3271078.927788 + Penalty 4924.836856 = -3266154.090932 nChanged 22 SP:Iteration 39Q (20728.660000 sec): 3 clusters Score: Raw -3271093.242292 + Penalty 4924.836856 = -3266168.405436 nChanged 20 SP:Iteration 40F (20728.970000 sec): 3 clusters Score: Raw -3271103.501667 + Penalty 4924.836856 = -3266178.664811 nChanged 11 SP:Iteration 41Q (20729.250000 sec): 3 clusters Score: Raw -3271108.467275 + Penalty 4924.836856 = -3266183.630419 nChanged 9 SP:Iteration 42Q (20729.530000 sec): 3 clusters Score: Raw -3271112.720698 + Penalty 4924.836856 = -3266187.883841 nChanged 6 SP:Iteration 43Q (20729.810000 sec): 3 clusters Score: Raw -3271116.880712 + Penalty 4924.836856 = -3266192.043856 nChanged 11 SP:Iteration 44Q (20730.110000 sec): 3 clusters Score: Raw -3271123.438252 + Penalty 4924.836856 = -3266198.601396 nChanged 4 SP:Iteration 45Q (20730.400000 sec): 3 clusters Score: Raw -3271124.657399 + Penalty 4924.836856 = -3266199.820543 nChanged 7 SP:Iteration 46Q (20730.680000 sec): 3 clusters Score: Raw -3271128.336177 + Penalty 4924.836856 = -3266203.499321 nChanged 4 SP:Iteration 47Q (20730.970000 sec): 3 clusters Score: Raw -3271130.568090 + Penalty 4924.836856 = -3266205.731234 nChanged 4 SP:Iteration 48Q (20731.270000 sec): 3 clusters Score: Raw -3271133.527083 + Penalty 4924.836856 = -3266208.690227 nChanged 4 SP:Iteration 49Q (20731.490000 sec): 3 clusters Score: Raw -3271136.442364 + Penalty 4924.836856 = -3266211.605507 nChanged 5 SP:Iteration 50Q (20731.820000 sec): 3 clusters Score: Raw -3271141.141870 + Penalty 4924.836856 = -3266216.305013 nChanged 9 SP:Iteration 51Q (20732.080000 sec): 3 clusters Score: Raw -3271146.333329 + Penalty 4924.836856 = -3266221.496473 nChanged 13 SP:Iteration 52Q (20732.380000 sec): 3 clusters Score: Raw -3271157.033056 + Penalty 4924.836856 = -3266232.196200 nChanged 14 SP:Iteration 53Q (20732.680000 sec): 3 clusters Score: Raw -3271165.689695 + Penalty 4924.836856 = -3266240.852839 nChanged 5 SP:Iteration 54Q (20732.920000 sec): 3 clusters Score: Raw -3271169.865313 + Penalty 4924.836856 = -3266245.028457 nChanged 6 SP:Iteration 55Q (20733.150000 sec): 3 clusters Score: Raw -3271173.177625 + Penalty 4924.836856 = -3266248.340769 nChanged 1 SP:Iteration 56Q (20733.430000 sec): 3 clusters Score: Raw -3271173.985610 + Penalty 4924.836856 = -3266249.148754 nChanged 0 SP:Iteration 57F (20733.720000 sec): 3 clusters Score: Raw -3271173.985610 + Penalty 4924.836856 = -3266249.148754 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20733.850000 sec): 2 clusters Score: Raw -10025.467168 + Penalty 1163.454275 = -8862.012893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20734.010000 sec): 3 clusters Score: Raw -10355.868864 + Penalty 2326.908550 = -8028.960314 nChanged 2 SP:Iteration 1Q (20734.180000 sec): 3 clusters Score: Raw -10374.015148 + Penalty 2326.908550 = -8047.106599 nChanged 1 SP:Iteration 2Q (20734.400000 sec): 3 clusters Score: Raw -10379.624417 + Penalty 2326.908550 = -8052.715867 nChanged 0 SP:Iteration 3F (20734.550000 sec): 3 clusters Score: Raw -10379.624417 + Penalty 2326.908550 = -8052.715867 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20734.670000 sec): 2 clusters Score: Raw -162628.671111 + Penalty 1756.680186 = -160871.990925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20734.840000 sec): 3 clusters Score: Raw -162336.328479 + Penalty 3513.360372 = -158822.968106 nChanged 337 SP:Iteration 1F (20735.040000 sec): 3 clusters Score: Raw -162683.151846 + Penalty 3513.360372 = -159169.791474 nChanged 85 SP:Iteration 2F (20735.310000 sec): 3 clusters Score: Raw -162793.074288 + Penalty 3513.360372 = -159279.713916 nChanged 51 SP:Iteration 3Q (20735.500000 sec): 3 clusters Score: Raw -162848.796437 + Penalty 3513.360372 = -159335.436065 nChanged 31 SP:Iteration 4Q (20735.700000 sec): 3 clusters Score: Raw -162890.911639 + Penalty 3513.360372 = -159377.551266 nChanged 18 SP:Iteration 5Q (20735.900000 sec): 3 clusters Score: Raw -162915.749480 + Penalty 3513.360372 = -159402.389108 nChanged 23 SP:Iteration 6Q (20736.060000 sec): 3 clusters Score: Raw -162953.677243 + Penalty 3513.360372 = -159440.316871 nChanged 30 SP:Iteration 7Q (20736.260000 sec): 3 clusters Score: Raw -163000.037247 + Penalty 3513.360372 = -159486.676874 nChanged 27 SP:Iteration 8Q (20736.440000 sec): 3 clusters Score: Raw -163036.326403 + Penalty 3513.360372 = -159522.966031 nChanged 30 SP:Iteration 9Q (20736.650000 sec): 3 clusters Score: Raw -163084.794579 + Penalty 3513.360372 = -159571.434206 nChanged 31 SP:Iteration 10Q (20736.840000 sec): 3 clusters Score: Raw -163149.707609 + Penalty 3513.360372 = -159636.347237 nChanged 39 SP:Iteration 11Q (20737.020000 sec): 3 clusters Score: Raw -163205.370575 + Penalty 3513.360372 = -159692.010203 nChanged 38 SP:Iteration 12Q (20737.190000 sec): 3 clusters Score: Raw -163281.944918 + Penalty 3513.360372 = -159768.584546 nChanged 40 SP:Iteration 13Q (20737.340000 sec): 3 clusters Score: Raw -163394.822434 + Penalty 3513.360372 = -159881.462061 nChanged 49 SP:Iteration 14Q (20737.550000 sec): 3 clusters Score: Raw -163561.063741 + Penalty 3513.360372 = -160047.703369 nChanged 42 SP:Iteration 15Q (20737.710000 sec): 3 clusters Score: Raw -163689.383591 + Penalty 3513.360372 = -160176.023218 nChanged 30 SP:Iteration 16Q (20737.910000 sec): 3 clusters Score: Raw -163762.602263 + Penalty 3513.360372 = -160249.241890 nChanged 21 SP:Iteration 17Q (20738.110000 sec): 3 clusters Score: Raw -163792.970287 + Penalty 3513.360372 = -160279.609914 nChanged 11 SP:Iteration 18Q (20738.310000 sec): 3 clusters Score: Raw -163807.458721 + Penalty 3513.360372 = -160294.098349 nChanged 6 SP:Iteration 19Q (20738.520000 sec): 3 clusters Score: Raw -163823.994523 + Penalty 3513.360372 = -160310.634151 nChanged 7 SP:Iteration 20F (20738.730000 sec): 3 clusters Score: Raw -163865.162751 + Penalty 3513.360372 = -160351.802378 nChanged 11 SP:Iteration 21Q (20738.960000 sec): 3 clusters Score: Raw -163919.904969 + Penalty 3513.360372 = -160406.544597 nChanged 14 SP:Iteration 22Q (20739.130000 sec): 3 clusters Score: Raw -163994.682708 + Penalty 3513.360372 = -160481.322336 nChanged 14 SP:Iteration 23Q (20739.290000 sec): 3 clusters Score: Raw -164059.517677 + Penalty 3513.360372 = -160546.157305 nChanged 18 SP:Iteration 24Q (20739.490000 sec): 3 clusters Score: Raw -164112.734976 + Penalty 3513.360372 = -160599.374604 nChanged 16 SP:Iteration 25Q (20739.730000 sec): 3 clusters Score: Raw -164149.505857 + Penalty 3513.360372 = -160636.145485 nChanged 11 SP:Iteration 26Q (20739.880000 sec): 3 clusters Score: Raw -164186.493203 + Penalty 3513.360372 = -160673.132831 nChanged 13 SP:Iteration 27Q (20740.070000 sec): 3 clusters Score: Raw -164221.936860 + Penalty 3513.360372 = -160708.576487 nChanged 13 SP:Iteration 28Q (20740.250000 sec): 3 clusters Score: Raw -164250.573993 + Penalty 3513.360372 = -160737.213621 nChanged 10 SP:Iteration 29Q (20740.420000 sec): 3 clusters Score: Raw -164276.749262 + Penalty 3513.360372 = -160763.388890 nChanged 10 SP:Iteration 30Q (20740.570000 sec): 3 clusters Score: Raw -164295.808655 + Penalty 3513.360372 = -160782.448283 nChanged 9 SP:Iteration 31Q (20740.750000 sec): 3 clusters Score: Raw -164310.432506 + Penalty 3513.360372 = -160797.072134 nChanged 2 SP:Iteration 32Q (20740.960000 sec): 3 clusters Score: Raw -164314.480572 + Penalty 3513.360372 = -160801.120200 nChanged 6 SP:Iteration 33Q (20741.170000 sec): 3 clusters Score: Raw -164321.421175 + Penalty 3513.360372 = -160808.060803 nChanged 1 SP:Iteration 34Q (20741.370000 sec): 3 clusters Score: Raw -164324.151401 + Penalty 3513.360372 = -160810.791028 nChanged 1 SP:Iteration 35Q (20741.550000 sec): 3 clusters Score: Raw -164325.146343 + Penalty 3513.360372 = -160811.785971 nChanged 1 SP:Iteration 36Q (20741.790000 sec): 3 clusters Score: Raw -164325.904205 + Penalty 3513.360372 = -160812.543833 nChanged 0 SP:Iteration 37F (20741.930000 sec): 3 clusters Score: Raw -164325.904205 + Penalty 3513.360372 = -160812.543833 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20742.010000 sec): 2 clusters Score: Raw -72695.884473 + Penalty 1522.156309 = -71173.728164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20742.250000 sec): 3 clusters Score: Raw -72725.426350 + Penalty 3044.312619 = -69681.113731 nChanged 79 SP:Iteration 1F (20742.430000 sec): 3 clusters Score: Raw -72892.537060 + Penalty 3044.312619 = -69848.224442 nChanged 26 SP:Iteration 2F (20742.640000 sec): 3 clusters Score: Raw -72964.004145 + Penalty 3044.312619 = -69919.691526 nChanged 11 SP:Iteration 3Q (20742.810000 sec): 3 clusters Score: Raw -72989.886186 + Penalty 3044.312619 = -69945.573567 nChanged 5 SP:Iteration 4Q (20743.010000 sec): 3 clusters Score: Raw -73007.146687 + Penalty 3044.312619 = -69962.834068 nChanged 2 SP:Iteration 5Q (20743.210000 sec): 3 clusters Score: Raw -73012.857193 + Penalty 3044.312619 = -69968.544574 nChanged 3 SP:Iteration 6Q (20743.430000 sec): 3 clusters Score: Raw -73019.591336 + Penalty 3044.312619 = -69975.278717 nChanged 1 SP:Iteration 7Q (20743.630000 sec): 3 clusters Score: Raw -73021.167321 + Penalty 3044.312619 = -69976.854702 nChanged 0 SP:Iteration 8F (20743.790000 sec): 3 clusters Score: Raw -73021.167321 + Penalty 3044.312619 = -69976.854702 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (10386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20743.930000 sec): 2 clusters Score: Raw -1550565.902872 + Penalty 2293.557078 = -1548272.345794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20744.140000 sec): 3 clusters Score: Raw -1544992.520511 + Penalty 4587.114156 = -1540405.406354 nChanged 4317 SP:Iteration 1F (20744.400000 sec): 3 clusters Score: Raw -1547346.163912 + Penalty 4587.114156 = -1542759.049756 nChanged 653 SP:Iteration 2F (20744.630000 sec): 3 clusters Score: Raw -1547643.839506 + Penalty 4587.114156 = -1543056.725349 nChanged 551 SP:Iteration 3F (20744.870000 sec): 3 clusters Score: Raw -1547874.140029 + Penalty 4587.114156 = -1543287.025873 nChanged 447 SP:Iteration 4Q (20745.080000 sec): 3 clusters Score: Raw -1548064.951415 + Penalty 4587.114156 = -1543477.837259 nChanged 383 SP:Iteration 5Q (20745.310000 sec): 3 clusters Score: Raw -1548237.666137 + Penalty 4587.114156 = -1543650.551981 nChanged 365 SP:Iteration 6Q (20745.580000 sec): 3 clusters Score: Raw -1548404.287618 + Penalty 4587.114156 = -1543817.173462 nChanged 369 SP:Iteration 7Q (20745.860000 sec): 3 clusters Score: Raw -1548575.796904 + Penalty 4587.114156 = -1543988.682748 nChanged 380 SP:Iteration 8Q (20746.100000 sec): 3 clusters Score: Raw -1548761.380897 + Penalty 4587.114156 = -1544174.266741 nChanged 380 SP:Iteration 9Q (20746.330000 sec): 3 clusters Score: Raw -1548938.591153 + Penalty 4587.114156 = -1544351.476997 nChanged 339 SP:Iteration 10Q (20746.590000 sec): 3 clusters Score: Raw -1549083.514677 + Penalty 4587.114156 = -1544496.400521 nChanged 290 SP:Iteration 11Q (20746.830000 sec): 3 clusters Score: Raw -1549194.635352 + Penalty 4587.114156 = -1544607.521196 nChanged 247 SP:Iteration 12Q (20747.080000 sec): 3 clusters Score: Raw -1549298.126916 + Penalty 4587.114156 = -1544711.012760 nChanged 239 SP:Iteration 13Q (20747.270000 sec): 3 clusters Score: Raw -1549401.561843 + Penalty 4587.114156 = -1544814.447687 nChanged 244 SP:Iteration 14Q (20747.500000 sec): 3 clusters Score: Raw -1549498.365477 + Penalty 4587.114156 = -1544911.251321 nChanged 211 SP:Iteration 15Q (20747.680000 sec): 3 clusters Score: Raw -1549588.421533 + Penalty 4587.114156 = -1545001.307376 nChanged 220 SP:Iteration 16Q (20747.920000 sec): 3 clusters Score: Raw -1549692.896185 + Penalty 4587.114156 = -1545105.782029 nChanged 216 SP:Iteration 17Q (20748.120000 sec): 3 clusters Score: Raw -1549798.238494 + Penalty 4587.114156 = -1545211.124338 nChanged 203 SP:Iteration 18Q (20748.380000 sec): 3 clusters Score: Raw -1549891.449927 + Penalty 4587.114156 = -1545304.335771 nChanged 196 SP:Iteration 19Q (20748.630000 sec): 3 clusters Score: Raw -1549987.068813 + Penalty 4587.114156 = -1545399.954657 nChanged 175 SP:Iteration 20F (20748.860000 sec): 3 clusters Score: Raw -1550066.807138 + Penalty 4587.114156 = -1545479.692982 nChanged 154 SP:Iteration 21Q (20749.070000 sec): 3 clusters Score: Raw -1550132.487536 + Penalty 4587.114156 = -1545545.373380 nChanged 127 SP:Iteration 22Q (20749.310000 sec): 3 clusters Score: Raw -1550191.926136 + Penalty 4587.114156 = -1545604.811980 nChanged 119 SP:Iteration 23Q (20749.540000 sec): 3 clusters Score: Raw -1550241.627921 + Penalty 4587.114156 = -1545654.513765 nChanged 106 SP:Iteration 24Q (20749.760000 sec): 3 clusters Score: Raw -1550289.943074 + Penalty 4587.114156 = -1545702.828918 nChanged 92 SP:Iteration 25Q (20749.980000 sec): 3 clusters Score: Raw -1550331.025191 + Penalty 4587.114156 = -1545743.911035 nChanged 104 SP:Iteration 26Q (20750.200000 sec): 3 clusters Score: Raw -1550371.757378 + Penalty 4587.114156 = -1545784.643222 nChanged 83 SP:Iteration 27Q (20750.420000 sec): 3 clusters Score: Raw -1550409.097074 + Penalty 4587.114156 = -1545821.982918 nChanged 80 SP:Iteration 28Q (20750.680000 sec): 3 clusters Score: Raw -1550442.475502 + Penalty 4587.114156 = -1545855.361346 nChanged 75 SP:Iteration 29Q (20750.930000 sec): 3 clusters Score: Raw -1550468.997276 + Penalty 4587.114156 = -1545881.883120 nChanged 56 SP:Iteration 30Q (20751.190000 sec): 3 clusters Score: Raw -1550487.184301 + Penalty 4587.114156 = -1545900.070145 nChanged 43 SP:Iteration 31Q (20751.430000 sec): 3 clusters Score: Raw -1550501.936990 + Penalty 4587.114156 = -1545914.822834 nChanged 49 SP:Iteration 32Q (20751.640000 sec): 3 clusters Score: Raw -1550518.404033 + Penalty 4587.114156 = -1545931.289877 nChanged 46 SP:Iteration 33Q (20751.890000 sec): 3 clusters Score: Raw -1550533.516786 + Penalty 4587.114156 = -1545946.402630 nChanged 41 SP:Iteration 34Q (20752.080000 sec): 3 clusters Score: Raw -1550544.790839 + Penalty 4587.114156 = -1545957.676683 nChanged 32 SP:Iteration 35Q (20752.350000 sec): 3 clusters Score: Raw -1550553.761567 + Penalty 4587.114156 = -1545966.647411 nChanged 32 SP:Iteration 36Q (20752.570000 sec): 3 clusters Score: Raw -1550561.082100 + Penalty 4587.114156 = -1545973.967944 nChanged 22 SP:Iteration 37Q (20752.840000 sec): 3 clusters Score: Raw -1550567.017508 + Penalty 4587.114156 = -1545979.903352 nChanged 27 SP:Iteration 38Q (20753.050000 sec): 3 clusters Score: Raw -1550576.402378 + Penalty 4587.114156 = -1545989.288222 nChanged 37 SP:Iteration 39Q (20753.290000 sec): 3 clusters Score: Raw -1550590.484123 + Penalty 4587.114156 = -1546003.369967 nChanged 45 SP:Iteration 40F (20753.570000 sec): 3 clusters Score: Raw -1550605.702338 + Penalty 4587.114156 = -1546018.588182 nChanged 38 SP:Iteration 41Q (20753.790000 sec): 3 clusters Score: Raw -1550619.914257 + Penalty 4587.114156 = -1546032.800101 nChanged 39 SP:Iteration 42Q (20754.050000 sec): 3 clusters Score: Raw -1550637.856894 + Penalty 4587.114156 = -1546050.742738 nChanged 47 SP:Iteration 43Q (20754.270000 sec): 3 clusters Score: Raw -1550654.654330 + Penalty 4587.114156 = -1546067.540174 nChanged 40 SP:Iteration 44Q (20754.490000 sec): 3 clusters Score: Raw -1550670.642836 + Penalty 4587.114156 = -1546083.528680 nChanged 35 SP:Iteration 45Q (20754.710000 sec): 3 clusters Score: Raw -1550682.166901 + Penalty 4587.114156 = -1546095.052745 nChanged 36 SP:Iteration 46Q (20754.930000 sec): 3 clusters Score: Raw -1550692.338289 + Penalty 4587.114156 = -1546105.224133 nChanged 24 SP:Iteration 47Q (20755.150000 sec): 3 clusters Score: Raw -1550700.395139 + Penalty 4587.114156 = -1546113.280983 nChanged 26 SP:Iteration 48Q (20755.420000 sec): 3 clusters Score: Raw -1550709.698192 + Penalty 4587.114156 = -1546122.584036 nChanged 19 SP:Iteration 49Q (20755.600000 sec): 3 clusters Score: Raw -1550716.881665 + Penalty 4587.114156 = -1546129.767509 nChanged 24 SP:Iteration 50Q (20755.860000 sec): 3 clusters Score: Raw -1550727.891605 + Penalty 4587.114156 = -1546140.777449 nChanged 25 SP:Iteration 51Q (20756.050000 sec): 3 clusters Score: Raw -1550737.815283 + Penalty 4587.114156 = -1546150.701127 nChanged 21 SP:Iteration 52Q (20756.270000 sec): 3 clusters Score: Raw -1550744.948669 + Penalty 4587.114156 = -1546157.834513 nChanged 31 SP:Iteration 53Q (20756.490000 sec): 3 clusters Score: Raw -1550752.739163 + Penalty 4587.114156 = -1546165.625007 nChanged 25 SP:Iteration 54Q (20756.720000 sec): 3 clusters Score: Raw -1550760.313568 + Penalty 4587.114156 = -1546173.199412 nChanged 20 SP:Iteration 55Q (20757.000000 sec): 3 clusters Score: Raw -1550767.182459 + Penalty 4587.114156 = -1546180.068303 nChanged 19 SP:Iteration 56Q (20757.210000 sec): 3 clusters Score: Raw -1550773.212382 + Penalty 4587.114156 = -1546186.098226 nChanged 19 SP:Iteration 57Q (20757.390000 sec): 3 clusters Score: Raw -1550779.851346 + Penalty 4587.114156 = -1546192.737190 nChanged 16 SP:Iteration 58Q (20757.670000 sec): 3 clusters Score: Raw -1550784.953091 + Penalty 4587.114156 = -1546197.838935 nChanged 15 SP:Iteration 59Q (20757.870000 sec): 3 clusters Score: Raw -1550790.688626 + Penalty 4587.114156 = -1546203.574470 nChanged 18 SP:Iteration 60F (20758.130000 sec): 3 clusters Score: Raw -1550798.123356 + Penalty 4587.114156 = -1546211.009200 nChanged 24 SP:Iteration 61Q (20758.350000 sec): 3 clusters Score: Raw -1550807.419182 + Penalty 4587.114156 = -1546220.305026 nChanged 22 SP:Iteration 62Q (20758.570000 sec): 3 clusters Score: Raw -1550816.732914 + Penalty 4587.114156 = -1546229.618758 nChanged 25 SP:Iteration 63Q (20758.760000 sec): 3 clusters Score: Raw -1550827.982400 + Penalty 4587.114156 = -1546240.868244 nChanged 23 SP:Iteration 64Q (20759.030000 sec): 3 clusters Score: Raw -1550838.988415 + Penalty 4587.114156 = -1546251.874259 nChanged 20 SP:Iteration 65Q (20759.250000 sec): 3 clusters Score: Raw -1550848.700727 + Penalty 4587.114156 = -1546261.586571 nChanged 19 SP:Iteration 66Q (20759.420000 sec): 3 clusters Score: Raw -1550858.057678 + Penalty 4587.114156 = -1546270.943522 nChanged 25 SP:Iteration 67Q (20759.670000 sec): 3 clusters Score: Raw -1550867.134647 + Penalty 4587.114156 = -1546280.020491 nChanged 19 SP:Iteration 68Q (20759.880000 sec): 3 clusters Score: Raw -1550875.078838 + Penalty 4587.114156 = -1546287.964682 nChanged 18 SP:Iteration 69Q (20760.110000 sec): 3 clusters Score: Raw -1550881.080521 + Penalty 4587.114156 = -1546293.966365 nChanged 9 SP:Iteration 70Q (20760.360000 sec): 3 clusters Score: Raw -1550883.306135 + Penalty 4587.114156 = -1546296.191979 nChanged 9 SP:Iteration 71Q (20760.570000 sec): 3 clusters Score: Raw -1550885.957251 + Penalty 4587.114156 = -1546298.843095 nChanged 6 SP:Iteration 72Q (20760.820000 sec): 3 clusters Score: Raw -1550887.562483 + Penalty 4587.114156 = -1546300.448326 nChanged 4 SP:Iteration 73Q (20761.070000 sec): 3 clusters Score: Raw -1550889.654085 + Penalty 4587.114156 = -1546302.539929 nChanged 7 SP:Iteration 74Q (20761.270000 sec): 3 clusters Score: Raw -1550891.242509 + Penalty 4587.114156 = -1546304.128353 nChanged 4 SP:Iteration 75Q (20761.550000 sec): 3 clusters Score: Raw -1550892.096008 + Penalty 4587.114156 = -1546304.981852 nChanged 5 SP:Iteration 76Q (20761.730000 sec): 3 clusters Score: Raw -1550894.153692 + Penalty 4587.114156 = -1546307.039535 nChanged 5 SP:Iteration 77Q (20761.990000 sec): 3 clusters Score: Raw -1550896.276999 + Penalty 4587.114156 = -1546309.162843 nChanged 5 SP:Iteration 78Q (20762.190000 sec): 3 clusters Score: Raw -1550897.241520 + Penalty 4587.114156 = -1546310.127364 nChanged 2 SP:Iteration 79Q (20762.440000 sec): 3 clusters Score: Raw -1550897.840592 + Penalty 4587.114156 = -1546310.726436 nChanged 1 SP:Iteration 80F (20762.670000 sec): 3 clusters Score: Raw -1550898.046764 + Penalty 4587.114156 = -1546310.932608 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20762.730000 sec): 2 clusters Score: Raw -51412.730055 + Penalty 1465.877568 = -49946.852487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20762.950000 sec): 3 clusters Score: Raw -51493.698263 + Penalty 2931.755135 = -48561.943127 nChanged 49 SP:Iteration 1F (20763.110000 sec): 3 clusters Score: Raw -51610.026946 + Penalty 2931.755135 = -48678.271810 nChanged 11 SP:Iteration 2Q (20763.260000 sec): 3 clusters Score: Raw -51634.911391 + Penalty 2931.755135 = -48703.156256 nChanged 4 SP:Iteration 3Q (20763.470000 sec): 3 clusters Score: Raw -51643.537920 + Penalty 2931.755135 = -48711.782785 nChanged 2 SP:Iteration 4Q (20763.620000 sec): 3 clusters Score: Raw -51648.424922 + Penalty 2931.755135 = -48716.669786 nChanged 3 SP:Iteration 5Q (20763.790000 sec): 3 clusters Score: Raw -51656.256030 + Penalty 2931.755135 = -48724.500895 nChanged 1 SP:Iteration 6Q (20764.020000 sec): 3 clusters Score: Raw -51658.570129 + Penalty 2931.755135 = -48726.814993 nChanged 0 SP:Iteration 7F (20764.180000 sec): 3 clusters Score: Raw -51658.570129 + Penalty 2931.755135 = -48726.814993 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20764.270000 sec): 2 clusters Score: Raw -20267.898556 + Penalty 1220.155270 = -19047.743287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20764.430000 sec): 3 clusters Score: Raw -20539.405727 + Penalty 2440.310539 = -18099.095188 nChanged 7 SP:Iteration 1F (20764.630000 sec): 3 clusters Score: Raw -20588.950997 + Penalty 2440.310539 = -18148.640457 nChanged 1 SP:Iteration 2Q (20764.810000 sec): 3 clusters Score: Raw -20599.859147 + Penalty 2440.310539 = -18159.548607 nChanged 0 SP:Iteration 3F (20765.040000 sec): 3 clusters Score: Raw -20599.859147 + Penalty 2440.310539 = -18159.548607 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (5178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20765.120000 sec): 2 clusters Score: Raw -791644.695638 + Penalty 2120.939192 = -789523.756446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20765.380000 sec): 3 clusters Score: Raw -789158.410842 + Penalty 4241.878384 = -784916.532459 nChanged 1945 SP:Iteration 1F (20765.540000 sec): 3 clusters Score: Raw -790188.240067 + Penalty 4241.878384 = -785946.361684 nChanged 364 SP:Iteration 2F (20765.760000 sec): 3 clusters Score: Raw -790376.132889 + Penalty 4241.878384 = -786134.254505 nChanged 234 SP:Iteration 3Q (20765.960000 sec): 3 clusters Score: Raw -790498.292613 + Penalty 4241.878384 = -786256.414230 nChanged 183 SP:Iteration 4Q (20766.200000 sec): 3 clusters Score: Raw -790598.889740 + Penalty 4241.878384 = -786357.011356 nChanged 190 SP:Iteration 5Q (20766.370000 sec): 3 clusters Score: Raw -790707.318282 + Penalty 4241.878384 = -786465.439898 nChanged 172 SP:Iteration 6Q (20766.570000 sec): 3 clusters Score: Raw -790801.912485 + Penalty 4241.878384 = -786560.034101 nChanged 130 SP:Iteration 7Q (20766.800000 sec): 3 clusters Score: Raw -790864.610092 + Penalty 4241.878384 = -786622.731708 nChanged 112 SP:Iteration 8Q (20767.000000 sec): 3 clusters Score: Raw -790912.925128 + Penalty 4241.878384 = -786671.046745 nChanged 115 SP:Iteration 9Q (20767.210000 sec): 3 clusters Score: Raw -790970.196070 + Penalty 4241.878384 = -786728.317686 nChanged 115 SP:Iteration 10Q (20767.440000 sec): 3 clusters Score: Raw -791027.480936 + Penalty 4241.878384 = -786785.602552 nChanged 107 SP:Iteration 11Q (20767.690000 sec): 3 clusters Score: Raw -791075.919674 + Penalty 4241.878384 = -786834.041290 nChanged 82 SP:Iteration 12Q (20767.870000 sec): 3 clusters Score: Raw -791115.805178 + Penalty 4241.878384 = -786873.926794 nChanged 94 SP:Iteration 13Q (20768.090000 sec): 3 clusters Score: Raw -791157.643002 + Penalty 4241.878384 = -786915.764618 nChanged 77 SP:Iteration 14Q (20768.370000 sec): 3 clusters Score: Raw -791190.914418 + Penalty 4241.878384 = -786949.036035 nChanged 74 SP:Iteration 15Q (20768.540000 sec): 3 clusters Score: Raw -791227.221550 + Penalty 4241.878384 = -786985.343167 nChanged 72 SP:Iteration 16Q (20768.760000 sec): 3 clusters Score: Raw -791261.659687 + Penalty 4241.878384 = -787019.781303 nChanged 66 SP:Iteration 17Q (20768.950000 sec): 3 clusters Score: Raw -791296.384503 + Penalty 4241.878384 = -787054.506119 nChanged 81 SP:Iteration 18Q (20769.170000 sec): 3 clusters Score: Raw -791342.298149 + Penalty 4241.878384 = -787100.419766 nChanged 77 SP:Iteration 19Q (20769.350000 sec): 3 clusters Score: Raw -791387.496870 + Penalty 4241.878384 = -787145.618487 nChanged 77 SP:Iteration 20F (20769.550000 sec): 3 clusters Score: Raw -791430.461941 + Penalty 4241.878384 = -787188.583558 nChanged 65 SP:Iteration 21Q (20769.760000 sec): 3 clusters Score: Raw -791467.859941 + Penalty 4241.878384 = -787225.981557 nChanged 70 SP:Iteration 22Q (20769.960000 sec): 3 clusters Score: Raw -791507.469853 + Penalty 4241.878384 = -787265.591470 nChanged 58 SP:Iteration 23Q (20770.190000 sec): 3 clusters Score: Raw -791544.969034 + Penalty 4241.878384 = -787303.090651 nChanged 59 SP:Iteration 24Q (20770.350000 sec): 3 clusters Score: Raw -791586.802352 + Penalty 4241.878384 = -787344.923969 nChanged 46 SP:Iteration 25Q (20770.540000 sec): 3 clusters Score: Raw -791612.464401 + Penalty 4241.878384 = -787370.586018 nChanged 36 SP:Iteration 26Q (20770.790000 sec): 3 clusters Score: Raw -791636.169611 + Penalty 4241.878384 = -787394.291227 nChanged 31 SP:Iteration 27Q (20770.970000 sec): 3 clusters Score: Raw -791657.178110 + Penalty 4241.878384 = -787415.299727 nChanged 35 SP:Iteration 28Q (20771.130000 sec): 3 clusters Score: Raw -791679.598763 + Penalty 4241.878384 = -787437.720379 nChanged 29 SP:Iteration 29Q (20771.360000 sec): 3 clusters Score: Raw -791701.400369 + Penalty 4241.878384 = -787459.521986 nChanged 33 SP:Iteration 30Q (20771.530000 sec): 3 clusters Score: Raw -791727.656837 + Penalty 4241.878384 = -787485.778454 nChanged 40 SP:Iteration 31Q (20771.710000 sec): 3 clusters Score: Raw -791759.037240 + Penalty 4241.878384 = -787517.158857 nChanged 31 SP:Iteration 32Q (20771.930000 sec): 3 clusters Score: Raw -791782.626503 + Penalty 4241.878384 = -787540.748120 nChanged 27 SP:Iteration 33Q (20772.170000 sec): 3 clusters Score: Raw -791801.572063 + Penalty 4241.878384 = -787559.693679 nChanged 20 SP:Iteration 34Q (20772.330000 sec): 3 clusters Score: Raw -791815.764878 + Penalty 4241.878384 = -787573.886494 nChanged 17 SP:Iteration 35Q (20772.530000 sec): 3 clusters Score: Raw -791826.294739 + Penalty 4241.878384 = -787584.416355 nChanged 12 SP:Iteration 36Q (20772.740000 sec): 3 clusters Score: Raw -791833.940656 + Penalty 4241.878384 = -787592.062272 nChanged 9 SP:Iteration 37Q (20772.950000 sec): 3 clusters Score: Raw -791842.486239 + Penalty 4241.878384 = -787600.607855 nChanged 8 SP:Iteration 38Q (20773.140000 sec): 3 clusters Score: Raw -791847.603489 + Penalty 4241.878384 = -787605.725106 nChanged 3 SP:Iteration 39Q (20773.340000 sec): 3 clusters Score: Raw -791849.393332 + Penalty 4241.878384 = -787607.514949 nChanged 3 SP:Iteration 40F (20773.560000 sec): 3 clusters Score: Raw -791853.959414 + Penalty 4241.878384 = -787612.081030 nChanged 6 SP:Iteration 41Q (20773.740000 sec): 3 clusters Score: Raw -791861.094792 + Penalty 4241.878384 = -787619.216409 nChanged 7 SP:Iteration 42Q (20773.950000 sec): 3 clusters Score: Raw -791867.083134 + Penalty 4241.878384 = -787625.204751 nChanged 6 SP:Iteration 43Q (20774.120000 sec): 3 clusters Score: Raw -791870.939653 + Penalty 4241.878384 = -787629.061269 nChanged 2 SP:Iteration 44Q (20774.300000 sec): 3 clusters Score: Raw -791871.693338 + Penalty 4241.878384 = -787629.814954 nChanged 0 SP:Iteration 45F (20774.490000 sec): 3 clusters Score: Raw -791871.693338 + Penalty 4241.878384 = -787629.814954 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 56 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20774.580000 sec): 2 clusters Score: Raw -17766.461915 + Penalty 1252.364290 = -16514.097625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20774.770000 sec): 3 clusters Score: Raw -18086.948477 + Penalty 2504.728580 = -15582.219898 nChanged 5 SP:Iteration 1Q (20774.950000 sec): 3 clusters Score: Raw -18111.220137 + Penalty 2504.728580 = -15606.491557 nChanged 3 SP:Iteration 2Q (20775.100000 sec): 3 clusters Score: Raw -18142.466019 + Penalty 2504.728580 = -15637.737439 nChanged 0 SP:Iteration 3F (20775.330000 sec): 3 clusters Score: Raw -18142.466019 + Penalty 2504.728580 = -15637.737439 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 57 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20775.380000 sec): 2 clusters Score: Raw -52573.030301 + Penalty 1479.604391 = -51093.425909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20775.600000 sec): 3 clusters Score: Raw -52701.066268 + Penalty 2959.208783 = -49741.857485 nChanged 59 SP:Iteration 1F (20775.760000 sec): 3 clusters Score: Raw -52940.632961 + Penalty 2959.208783 = -49981.424178 nChanged 22 SP:Iteration 2F (20775.940000 sec): 3 clusters Score: Raw -53064.168516 + Penalty 2959.208783 = -50104.959734 nChanged 14 SP:Iteration 3Q (20776.130000 sec): 3 clusters Score: Raw -53108.022050 + Penalty 2959.208783 = -50148.813267 nChanged 7 SP:Iteration 4Q (20776.280000 sec): 3 clusters Score: Raw -53155.836399 + Penalty 2959.208783 = -50196.627616 nChanged 9 SP:Iteration 5Q (20776.470000 sec): 3 clusters Score: Raw -53192.525058 + Penalty 2959.208783 = -50233.316275 nChanged 6 SP:Iteration 6Q (20776.620000 sec): 3 clusters Score: Raw -53216.034658 + Penalty 2959.208783 = -50256.825875 nChanged 4 SP:Iteration 7Q (20776.810000 sec): 3 clusters Score: Raw -53232.183745 + Penalty 2959.208783 = -50272.974962 nChanged 5 SP:Iteration 8Q (20776.990000 sec): 3 clusters Score: Raw -53245.380768 + Penalty 2959.208783 = -50286.171985 nChanged 2 SP:Iteration 9Q (20777.170000 sec): 3 clusters Score: Raw -53251.011393 + Penalty 2959.208783 = -50291.802611 nChanged 3 SP:Iteration 10Q (20777.350000 sec): 3 clusters Score: Raw -53262.217153 + Penalty 2959.208783 = -50303.008371 nChanged 2 SP:Iteration 11Q (20777.580000 sec): 3 clusters Score: Raw -53269.675159 + Penalty 2959.208783 = -50310.466377 nChanged 2 SP:Iteration 12Q (20777.760000 sec): 3 clusters Score: Raw -53277.966131 + Penalty 2959.208783 = -50318.757348 nChanged 3 SP:Iteration 13Q (20777.960000 sec): 3 clusters Score: Raw -53292.343766 + Penalty 2959.208783 = -50333.134983 nChanged 3 SP:Iteration 14Q (20778.110000 sec): 3 clusters Score: Raw -53301.563286 + Penalty 2959.208783 = -50342.354503 nChanged 3 SP:Iteration 15Q (20778.320000 sec): 3 clusters Score: Raw -53308.176169 + Penalty 2959.208783 = -50348.967386 nChanged 0 SP:Iteration 16F (20778.480000 sec): 3 clusters Score: Raw -53308.176169 + Penalty 2959.208783 = -50348.967386 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 58 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20778.600000 sec): 2 clusters Score: Raw -47564.522372 + Penalty 1423.468642 = -46141.053730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20778.760000 sec): 3 clusters Score: Raw -47751.612952 + Penalty 2846.937284 = -44904.675667 nChanged 33 SP:Iteration 1F (20778.920000 sec): 3 clusters Score: Raw -47864.951640 + Penalty 2846.937284 = -45018.014356 nChanged 8 SP:Iteration 2Q (20779.120000 sec): 3 clusters Score: Raw -47904.460254 + Penalty 2846.937284 = -45057.522969 nChanged 6 SP:Iteration 3Q (20779.300000 sec): 3 clusters Score: Raw -47936.162021 + Penalty 2846.937284 = -45089.224737 nChanged 3 SP:Iteration 4Q (20779.460000 sec): 3 clusters Score: Raw -47947.290265 + Penalty 2846.937284 = -45100.352980 nChanged 0 SP:Iteration 5F (20779.660000 sec): 3 clusters Score: Raw -47947.290265 + Penalty 2846.937284 = -45100.352980 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 59 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20779.780000 sec): 2 clusters Score: Raw -43420.892172 + Penalty 1481.504784 = -41939.387389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20779.960000 sec): 3 clusters Score: Raw -43526.229956 + Penalty 2963.009567 = -40563.220389 nChanged 60 SP:Iteration 1F (20780.110000 sec): 3 clusters Score: Raw -43757.663430 + Penalty 2963.009567 = -40794.653863 nChanged 33 SP:Iteration 2F (20780.260000 sec): 3 clusters Score: Raw -43944.030985 + Penalty 2963.009567 = -40981.021417 nChanged 22 SP:Iteration 3F (20780.430000 sec): 3 clusters Score: Raw -44060.497366 + Penalty 2963.009567 = -41097.487798 nChanged 20 SP:Iteration 4F (20780.630000 sec): 3 clusters Score: Raw -44197.830244 + Penalty 2963.009567 = -41234.820676 nChanged 16 SP:Iteration 5Q (20780.830000 sec): 3 clusters Score: Raw -44279.051830 + Penalty 2963.009567 = -41316.042263 nChanged 8 SP:Iteration 6Q (20780.970000 sec): 3 clusters Score: Raw -44312.325003 + Penalty 2963.009567 = -41349.315435 nChanged 6 SP:Iteration 7Q (20781.190000 sec): 3 clusters Score: Raw -44346.526855 + Penalty 2963.009567 = -41383.517288 nChanged 5 SP:Iteration 8Q (20781.350000 sec): 3 clusters Score: Raw -44366.004355 + Penalty 2963.009567 = -41402.994787 nChanged 1 SP:Iteration 9Q (20781.560000 sec): 3 clusters Score: Raw -44370.358735 + Penalty 2963.009567 = -41407.349168 nChanged 0 SP:Iteration 10F (20781.750000 sec): 3 clusters Score: Raw -44370.358735 + Penalty 2963.009567 = -41407.349168 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 60 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20781.870000 sec): 2 clusters Score: Raw -35001.507615 + Penalty 1441.904372 = -33559.603244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20782.030000 sec): 3 clusters Score: Raw -35131.323942 + Penalty 2883.808744 = -32247.515198 nChanged 58 SP:Iteration 1F (20782.190000 sec): 3 clusters Score: Raw -35314.115669 + Penalty 2883.808744 = -32430.306925 nChanged 18 SP:Iteration 2F (20782.380000 sec): 3 clusters Score: Raw -35377.029753 + Penalty 2883.808744 = -32493.221010 nChanged 7 SP:Iteration 3Q (20782.580000 sec): 3 clusters Score: Raw -35397.400588 + Penalty 2883.808744 = -32513.591845 nChanged 5 SP:Iteration 4Q (20782.760000 sec): 3 clusters Score: Raw -35419.277381 + Penalty 2883.808744 = -32535.468637 nChanged 4 SP:Iteration 5Q (20782.910000 sec): 3 clusters Score: Raw -35435.447324 + Penalty 2883.808744 = -32551.638581 nChanged 3 SP:Iteration 6Q (20783.080000 sec): 3 clusters Score: Raw -35447.604716 + Penalty 2883.808744 = -32563.795972 nChanged 3 SP:Iteration 7Q (20783.250000 sec): 3 clusters Score: Raw -35461.232721 + Penalty 2883.808744 = -32577.423977 nChanged 3 SP:Iteration 8Q (20783.460000 sec): 3 clusters Score: Raw -35469.037193 + Penalty 2883.808744 = -32585.228449 nChanged 0 SP:Iteration 9F (20783.640000 sec): 3 clusters Score: Raw -35469.037193 + Penalty 2883.808744 = -32585.228449 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 61 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20783.750000 sec): 2 clusters Score: Raw -13270.837246 + Penalty 1178.890367 = -12091.946878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20783.910000 sec): 3 clusters Score: Raw -13677.143037 + Penalty 2357.780735 = -11319.362302 nChanged 7 SP:Iteration 1F (20784.080000 sec): 3 clusters Score: Raw -13726.789600 + Penalty 2357.780735 = -11369.008865 nChanged 3 SP:Iteration 2Q (20784.290000 sec): 3 clusters Score: Raw -13753.085677 + Penalty 2357.780735 = -11395.304942 nChanged 0 SP:Iteration 3F (20784.450000 sec): 3 clusters Score: Raw -13753.085677 + Penalty 2357.780735 = -11395.304942 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 62 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20784.540000 sec): 2 clusters Score: Raw -31236.478603 + Penalty 1401.817317 = -29834.661286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20784.760000 sec): 3 clusters Score: Raw -31485.051838 + Penalty 2803.634633 = -28681.417204 nChanged 47 SP:Iteration 1F (20784.970000 sec): 3 clusters Score: Raw -31737.166870 + Penalty 2803.634633 = -28933.532236 nChanged 24 SP:Iteration 2F (20785.110000 sec): 3 clusters Score: Raw -31894.687761 + Penalty 2803.634633 = -29091.053127 nChanged 19 SP:Iteration 3F (20785.330000 sec): 3 clusters Score: Raw -32190.305843 + Penalty 2803.634633 = -29386.671210 nChanged 16 SP:Iteration 4F (20785.520000 sec): 3 clusters Score: Raw -32501.650785 + Penalty 2803.634633 = -29698.016151 nChanged 7 SP:Iteration 5Q (20785.700000 sec): 3 clusters Score: Raw -32555.205590 + Penalty 2803.634633 = -29751.570956 nChanged 3 SP:Iteration 6Q (20785.930000 sec): 3 clusters Score: Raw -32576.868383 + Penalty 2803.634633 = -29773.233750 nChanged 4 SP:Iteration 7Q (20786.100000 sec): 3 clusters Score: Raw -32621.212070 + Penalty 2803.634633 = -29817.577437 nChanged 2 SP:Iteration 8Q (20786.290000 sec): 3 clusters Score: Raw -32633.636443 + Penalty 2803.634633 = -29830.001810 nChanged 2 SP:Iteration 9Q (20786.490000 sec): 3 clusters Score: Raw -32654.933741 + Penalty 2803.634633 = -29851.299108 nChanged 2 SP:Iteration 10Q (20786.680000 sec): 3 clusters Score: Raw -32682.120050 + Penalty 2803.634633 = -29878.485417 nChanged 3 SP:Iteration 11Q (20786.830000 sec): 3 clusters Score: Raw -32758.465828 + Penalty 2803.634633 = -29954.831195 nChanged 2 SP:Iteration 12Q (20787.030000 sec): 3 clusters Score: Raw -32810.610210 + Penalty 2803.634633 = -30006.975577 nChanged 1 SP:Iteration 13Q (20787.220000 sec): 3 clusters Score: Raw -32813.622052 + Penalty 2803.634633 = -30009.987419 nChanged 0 SP:Iteration 14F (20787.410000 sec): 3 clusters Score: Raw -32813.622052 + Penalty 2803.634633 = -30009.987419 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 63 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20787.520000 sec): 2 clusters Score: Raw -79942.746621 + Penalty 1567.996180 = -78374.750441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20787.710000 sec): 3 clusters Score: Raw -79930.664675 + Penalty 3135.992359 = -76794.672316 nChanged 106 SP:Iteration 1F (20787.850000 sec): 3 clusters Score: Raw -80110.423345 + Penalty 3135.992359 = -76974.430986 nChanged 24 SP:Iteration 2Q (20788.070000 sec): 3 clusters Score: Raw -80163.679141 + Penalty 3135.992359 = -77027.686782 nChanged 19 SP:Iteration 3Q (20788.230000 sec): 3 clusters Score: Raw -80214.540359 + Penalty 3135.992359 = -77078.548000 nChanged 20 SP:Iteration 4Q (20788.430000 sec): 3 clusters Score: Raw -80275.722507 + Penalty 3135.992359 = -77139.730148 nChanged 12 SP:Iteration 5Q (20788.630000 sec): 3 clusters Score: Raw -80298.421992 + Penalty 3135.992359 = -77162.429633 nChanged 6 SP:Iteration 6Q (20788.840000 sec): 3 clusters Score: Raw -80311.393462 + Penalty 3135.992359 = -77175.401103 nChanged 2 SP:Iteration 7Q (20789.050000 sec): 3 clusters Score: Raw -80318.044990 + Penalty 3135.992359 = -77182.052631 nChanged 2 SP:Iteration 8Q (20789.230000 sec): 3 clusters Score: Raw -80324.074604 + Penalty 3135.992359 = -77188.082245 nChanged 3 SP:Iteration 9Q (20789.420000 sec): 3 clusters Score: Raw -80329.825082 + Penalty 3135.992359 = -77193.832723 nChanged 0 SP:Iteration 10F (20789.640000 sec): 3 clusters Score: Raw -80329.825082 + Penalty 3135.992359 = -77193.832723 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 64 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20789.710000 sec): 2 clusters Score: Raw -20879.824056 + Penalty 1278.016315 = -19601.807741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20789.950000 sec): 3 clusters Score: Raw -21288.180982 + Penalty 2556.032631 = -18732.148351 nChanged 19 SP:Iteration 1F (20790.110000 sec): 3 clusters Score: Raw -21370.646159 + Penalty 2556.032631 = -18814.613528 nChanged 7 SP:Iteration 2Q (20790.290000 sec): 3 clusters Score: Raw -21399.231562 + Penalty 2556.032631 = -18843.198931 nChanged 5 SP:Iteration 3Q (20790.450000 sec): 3 clusters Score: Raw -21418.948883 + Penalty 2556.032631 = -18862.916252 nChanged 4 SP:Iteration 4Q (20790.660000 sec): 3 clusters Score: Raw -21434.255728 + Penalty 2556.032631 = -18878.223098 nChanged 1 SP:Iteration 5Q (20790.830000 sec): 3 clusters Score: Raw -21437.395145 + Penalty 2556.032631 = -18881.362514 nChanged 0 SP:Iteration 6F (20791.010000 sec): 3 clusters Score: Raw -21437.395145 + Penalty 2556.032631 = -18881.362514 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 65 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20791.130000 sec): 2 clusters Score: Raw -29384.219970 + Penalty 1386.564771 = -27997.655199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20791.290000 sec): 3 clusters Score: Raw -29606.257818 + Penalty 2773.129542 = -26833.128275 nChanged 33 SP:Iteration 1F (20791.500000 sec): 3 clusters Score: Raw -29746.029687 + Penalty 2773.129542 = -26972.900144 nChanged 14 SP:Iteration 2F (20791.650000 sec): 3 clusters Score: Raw -29807.742679 + Penalty 2773.129542 = -27034.613137 nChanged 6 SP:Iteration 3Q (20791.840000 sec): 3 clusters Score: Raw -29834.583706 + Penalty 2773.129542 = -27061.454163 nChanged 6 SP:Iteration 4Q (20791.990000 sec): 3 clusters Score: Raw -29854.844913 + Penalty 2773.129542 = -27081.715371 nChanged 7 SP:Iteration 5Q (20792.190000 sec): 3 clusters Score: Raw -29907.321986 + Penalty 2773.129542 = -27134.192444 nChanged 4 SP:Iteration 6Q (20792.370000 sec): 3 clusters Score: Raw -29936.114201 + Penalty 2773.129542 = -27162.984659 nChanged 2 SP:Iteration 7Q (20792.510000 sec): 3 clusters Score: Raw -29944.273126 + Penalty 2773.129542 = -27171.143583 nChanged 1 SP:Iteration 8Q (20792.660000 sec): 3 clusters Score: Raw -29948.913994 + Penalty 2773.129542 = -27175.784452 nChanged 1 SP:Iteration 9Q (20792.850000 sec): 3 clusters Score: Raw -29953.399513 + Penalty 2773.129542 = -27180.269970 nChanged 1 SP:Iteration 10Q (20792.990000 sec): 3 clusters Score: Raw -29958.576881 + Penalty 2773.129542 = -27185.447339 nChanged 0 SP:Iteration 11F (20793.130000 sec): 3 clusters Score: Raw -29958.576881 + Penalty 2773.129542 = -27185.447339 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 66 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20793.230000 sec): 2 clusters Score: Raw -43102.409151 + Penalty 1463.174544 = -41639.234608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20793.400000 sec): 3 clusters Score: Raw -43183.687801 + Penalty 2926.349087 = -40257.338713 nChanged 61 SP:Iteration 1F (20793.610000 sec): 3 clusters Score: Raw -43477.822685 + Penalty 2926.349087 = -40551.473598 nChanged 42 SP:Iteration 2F (20793.810000 sec): 3 clusters Score: Raw -43821.281350 + Penalty 2926.349087 = -40894.932262 nChanged 26 SP:Iteration 3F (20793.950000 sec): 3 clusters Score: Raw -44097.696766 + Penalty 2926.349087 = -41171.347679 nChanged 20 SP:Iteration 4F (20794.140000 sec): 3 clusters Score: Raw -44371.871884 + Penalty 2926.349087 = -41445.522797 nChanged 13 SP:Iteration 5Q (20794.330000 sec): 3 clusters Score: Raw -45001.242555 + Penalty 2926.349087 = -42074.893468 nChanged 4 SP:Iteration 6Q (20794.510000 sec): 3 clusters Score: Raw -45014.166920 + Penalty 2926.349087 = -42087.817833 nChanged 6 SP:Iteration 7Q (20794.670000 sec): 3 clusters Score: Raw -45043.903515 + Penalty 2926.349087 = -42117.554428 nChanged 6 SP:Iteration 8Q (20794.860000 sec): 3 clusters Score: Raw -45084.018170 + Penalty 2926.349087 = -42157.669083 nChanged 1 SP:Iteration 9Q (20795.050000 sec): 3 clusters Score: Raw -45086.144019 + Penalty 2926.349087 = -42159.794932 nChanged 0 SP:Iteration 10F (20795.260000 sec): 3 clusters Score: Raw -45088.428749 + Penalty 2926.349087 = -42162.079662 nChanged 1 SP:Iteration 11Q (20795.430000 sec): 3 clusters Score: Raw -45094.531411 + Penalty 2926.349087 = -42168.182324 nChanged 1 SP:Iteration 12Q (20795.630000 sec): 3 clusters Score: Raw -45097.883802 + Penalty 2926.349087 = -42171.534715 nChanged 1 SP:Iteration 13Q (20795.810000 sec): 3 clusters Score: Raw -45099.855892 + Penalty 2926.349087 = -42173.506805 nChanged 0 SP:Iteration 14F (20795.980000 sec): 3 clusters Score: Raw -45099.855892 + Penalty 2926.349087 = -42173.506805 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 69. Iteration 286F (20858.280000 sec): 70 clusters Score: Raw -67235649.376708 + Penalty 222927.498441 = -67012721.878267 nChanged 4 Iteration 287F (20922.250000 sec): 70 clusters Score: Raw -67235853.970457 + Penalty 222927.498441 = -67012926.472016 nChanged 2 Iteration 288Q (20951.100000 sec): 70 clusters Score: Raw -67235870.620655 + Penalty 222927.498441 = -67012943.122214 nChanged 1 Iteration 289Q (20982.000000 sec): 70 clusters Score: Raw -67235877.932722 + Penalty 222927.498441 = -67012950.434281 nChanged 1 Iteration 290Q (21015.640000 sec): 70 clusters Score: Raw -67235910.354149 + Penalty 222927.498441 = -67012982.855708 nChanged 2 Iteration 291Q (21045.730000 sec): 70 clusters Score: Raw -67235929.535658 + Penalty 222927.498441 = -67013002.037217 nChanged 3 Iteration 292Q (21077.010000 sec): 70 clusters Score: Raw -67235957.921566 + Penalty 222927.498441 = -67013030.423125 nChanged 3 Iteration 293Q (21105.450000 sec): 70 clusters Score: Raw -67235982.813268 + Penalty 222927.498441 = -67013055.314827 nChanged 1 Iteration 294Q (21137.250000 sec): 70 clusters Score: Raw -67235984.540881 + Penalty 222927.498441 = -67013057.042440 nChanged 0 Iteration 295F (21197.660000 sec): 70 clusters Score: Raw -67235984.540881 + Penalty 222927.498441 = -67013057.042440 nChanged 0 Compute initial score before splitting: Score: Raw -67235984.540881 + Penalty 222927.498441 = -67013057.042440 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21197.770000 sec): 2 clusters Score: Raw -206664.677172 + Penalty 1791.738845 = -204872.938328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21197.940000 sec): 3 clusters Score: Raw -206231.835562 + Penalty 3583.477689 = -202648.357873 nChanged 438 SP:Iteration 1F (21198.100000 sec): 3 clusters Score: Raw -206610.174648 + Penalty 3583.477689 = -203026.696958 nChanged 72 SP:Iteration 2F (21198.310000 sec): 3 clusters Score: Raw -206684.741635 + Penalty 3583.477689 = -203101.263946 nChanged 48 SP:Iteration 3Q (21198.440000 sec): 3 clusters Score: Raw -206733.713472 + Penalty 3583.477689 = -203150.235783 nChanged 32 SP:Iteration 4Q (21198.610000 sec): 3 clusters Score: Raw -206757.166072 + Penalty 3583.477689 = -203173.688383 nChanged 13 SP:Iteration 5Q (21198.840000 sec): 3 clusters Score: Raw -206771.262023 + Penalty 3583.477689 = -203187.784334 nChanged 11 SP:Iteration 6Q (21198.980000 sec): 3 clusters Score: Raw -206782.400219 + Penalty 3583.477689 = -203198.922530 nChanged 7 SP:Iteration 7Q (21199.150000 sec): 3 clusters Score: Raw -206789.121269 + Penalty 3583.477689 = -203205.643579 nChanged 6 SP:Iteration 8Q (21199.360000 sec): 3 clusters Score: Raw -206792.687694 + Penalty 3583.477689 = -203209.210005 nChanged 1 SP:Iteration 9Q (21199.500000 sec): 3 clusters Score: Raw -206795.778263 + Penalty 3583.477689 = -203212.300573 nChanged 0 SP:Iteration 10F (21199.700000 sec): 3 clusters Score: Raw -206795.778263 + Penalty 3583.477689 = -203212.300573 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (7797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21199.850000 sec): 2 clusters Score: Raw -1136566.359673 + Penalty 2222.450592 = -1134343.909081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21200.070000 sec): 3 clusters Score: Raw -1132498.471039 + Penalty 4444.901184 = -1128053.569855 nChanged 3154 SP:Iteration 1F (21200.300000 sec): 3 clusters Score: Raw -1134226.091185 + Penalty 4444.901184 = -1129781.190001 nChanged 540 SP:Iteration 2F (21200.500000 sec): 3 clusters Score: Raw -1134556.699214 + Penalty 4444.901184 = -1130111.798029 nChanged 466 SP:Iteration 3F (21200.740000 sec): 3 clusters Score: Raw -1134871.073368 + Penalty 4444.901184 = -1130426.172184 nChanged 411 SP:Iteration 4F (21200.980000 sec): 3 clusters Score: Raw -1135172.843483 + Penalty 4444.901184 = -1130727.942299 nChanged 394 SP:Iteration 5F (21201.210000 sec): 3 clusters Score: Raw -1135480.054639 + Penalty 4444.901184 = -1131035.153455 nChanged 410 SP:Iteration 6F (21201.400000 sec): 3 clusters Score: Raw -1135799.483923 + Penalty 4444.901184 = -1131354.582738 nChanged 358 SP:Iteration 7Q (21201.670000 sec): 3 clusters Score: Raw -1136069.340813 + Penalty 4444.901184 = -1131624.439628 nChanged 333 SP:Iteration 8Q (21201.900000 sec): 3 clusters Score: Raw -1136318.392958 + Penalty 4444.901184 = -1131873.491774 nChanged 313 SP:Iteration 9Q (21202.140000 sec): 3 clusters Score: Raw -1136545.097786 + Penalty 4444.901184 = -1132100.196602 nChanged 277 SP:Iteration 10Q (21202.420000 sec): 3 clusters Score: Raw -1136751.106944 + Penalty 4444.901184 = -1132306.205760 nChanged 252 SP:Iteration 11Q (21202.620000 sec): 3 clusters Score: Raw -1136968.414649 + Penalty 4444.901184 = -1132523.513464 nChanged 207 SP:Iteration 12Q (21202.890000 sec): 3 clusters Score: Raw -1137146.071905 + Penalty 4444.901184 = -1132701.170720 nChanged 178 SP:Iteration 13Q (21203.140000 sec): 3 clusters Score: Raw -1137291.570970 + Penalty 4444.901184 = -1132846.669786 nChanged 154 SP:Iteration 14Q (21203.360000 sec): 3 clusters Score: Raw -1137417.170332 + Penalty 4444.901184 = -1132972.269148 nChanged 128 SP:Iteration 15Q (21203.540000 sec): 3 clusters Score: Raw -1137512.625784 + Penalty 4444.901184 = -1133067.724600 nChanged 91 SP:Iteration 16Q (21203.770000 sec): 3 clusters Score: Raw -1137584.660813 + Penalty 4444.901184 = -1133139.759628 nChanged 96 SP:Iteration 17Q (21203.990000 sec): 3 clusters Score: Raw -1137653.751750 + Penalty 4444.901184 = -1133208.850566 nChanged 92 SP:Iteration 18Q (21204.210000 sec): 3 clusters Score: Raw -1137709.938086 + Penalty 4444.901184 = -1133265.036902 nChanged 75 SP:Iteration 19Q (21204.420000 sec): 3 clusters Score: Raw -1137762.303647 + Penalty 4444.901184 = -1133317.402463 nChanged 61 SP:Iteration 20F (21204.660000 sec): 3 clusters Score: Raw -1137802.159075 + Penalty 4444.901184 = -1133357.257891 nChanged 54 SP:Iteration 21Q (21204.900000 sec): 3 clusters Score: Raw -1137839.686155 + Penalty 4444.901184 = -1133394.784971 nChanged 51 SP:Iteration 22Q (21205.090000 sec): 3 clusters Score: Raw -1137879.710559 + Penalty 4444.901184 = -1133434.809374 nChanged 58 SP:Iteration 23Q (21205.310000 sec): 3 clusters Score: Raw -1137923.672750 + Penalty 4444.901184 = -1133478.771565 nChanged 41 SP:Iteration 24Q (21205.540000 sec): 3 clusters Score: Raw -1137948.178057 + Penalty 4444.901184 = -1133503.276872 nChanged 28 SP:Iteration 25Q (21205.720000 sec): 3 clusters Score: Raw -1137965.584216 + Penalty 4444.901184 = -1133520.683031 nChanged 32 SP:Iteration 26Q (21205.940000 sec): 3 clusters Score: Raw -1137980.371059 + Penalty 4444.901184 = -1133535.469874 nChanged 18 SP:Iteration 27Q (21206.180000 sec): 3 clusters Score: Raw -1137988.332254 + Penalty 4444.901184 = -1133543.431069 nChanged 17 SP:Iteration 28Q (21206.360000 sec): 3 clusters Score: Raw -1137994.966345 + Penalty 4444.901184 = -1133550.065161 nChanged 9 SP:Iteration 29Q (21206.610000 sec): 3 clusters Score: Raw -1137998.726070 + Penalty 4444.901184 = -1133553.824885 nChanged 13 SP:Iteration 30Q (21206.800000 sec): 3 clusters Score: Raw -1138003.489505 + Penalty 4444.901184 = -1133558.588321 nChanged 15 SP:Iteration 31Q (21207.030000 sec): 3 clusters Score: Raw -1138009.763672 + Penalty 4444.901184 = -1133564.862487 nChanged 9 SP:Iteration 32Q (21207.220000 sec): 3 clusters Score: Raw -1138012.958604 + Penalty 4444.901184 = -1133568.057420 nChanged 10 SP:Iteration 33Q (21207.470000 sec): 3 clusters Score: Raw -1138015.977179 + Penalty 4444.901184 = -1133571.075995 nChanged 7 SP:Iteration 34Q (21207.720000 sec): 3 clusters Score: Raw -1138018.298256 + Penalty 4444.901184 = -1133573.397072 nChanged 9 SP:Iteration 35Q (21207.950000 sec): 3 clusters Score: Raw -1138020.523852 + Penalty 4444.901184 = -1133575.622668 nChanged 4 SP:Iteration 36Q (21208.150000 sec): 3 clusters Score: Raw -1138021.980557 + Penalty 4444.901184 = -1133577.079373 nChanged 3 SP:Iteration 37Q (21208.340000 sec): 3 clusters Score: Raw -1138023.389719 + Penalty 4444.901184 = -1133578.488534 nChanged 6 SP:Iteration 38Q (21208.550000 sec): 3 clusters Score: Raw -1138024.813382 + Penalty 4444.901184 = -1133579.912198 nChanged 1 SP:Iteration 39Q (21208.840000 sec): 3 clusters Score: Raw -1138024.966468 + Penalty 4444.901184 = -1133580.065283 nChanged 0 SP:Iteration 40F (21209.010000 sec): 3 clusters Score: Raw -1138024.966468 + Penalty 4444.901184 = -1133580.065283 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (6769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21209.130000 sec): 2 clusters Score: Raw -980621.636991 + Penalty 2187.386944 = -978434.250048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21209.360000 sec): 3 clusters Score: Raw -977196.977892 + Penalty 4374.773888 = -972822.204004 nChanged 2719 SP:Iteration 1F (21209.590000 sec): 3 clusters Score: Raw -978627.114638 + Penalty 4374.773888 = -974252.340750 nChanged 476 SP:Iteration 2F (21209.810000 sec): 3 clusters Score: Raw -978910.079160 + Penalty 4374.773888 = -974535.305272 nChanged 384 SP:Iteration 3F (21210.010000 sec): 3 clusters Score: Raw -979170.193644 + Penalty 4374.773888 = -974795.419756 nChanged 327 SP:Iteration 4Q (21210.220000 sec): 3 clusters Score: Raw -979413.186759 + Penalty 4374.773888 = -975038.412871 nChanged 309 SP:Iteration 5Q (21210.440000 sec): 3 clusters Score: Raw -979625.668394 + Penalty 4374.773888 = -975250.894507 nChanged 311 SP:Iteration 6Q (21210.680000 sec): 3 clusters Score: Raw -979864.838311 + Penalty 4374.773888 = -975490.064423 nChanged 300 SP:Iteration 7Q (21210.840000 sec): 3 clusters Score: Raw -980087.372008 + Penalty 4374.773888 = -975712.598120 nChanged 276 SP:Iteration 8Q (21211.040000 sec): 3 clusters Score: Raw -980286.576214 + Penalty 4374.773888 = -975911.802326 nChanged 274 SP:Iteration 9Q (21211.290000 sec): 3 clusters Score: Raw -980454.345116 + Penalty 4374.773888 = -976079.571228 nChanged 210 SP:Iteration 10Q (21211.440000 sec): 3 clusters Score: Raw -980573.151939 + Penalty 4374.773888 = -976198.378051 nChanged 188 SP:Iteration 11Q (21211.650000 sec): 3 clusters Score: Raw -980677.832758 + Penalty 4374.773888 = -976303.058871 nChanged 148 SP:Iteration 12Q (21211.880000 sec): 3 clusters Score: Raw -980755.194939 + Penalty 4374.773888 = -976380.421052 nChanged 133 SP:Iteration 13Q (21212.080000 sec): 3 clusters Score: Raw -980820.755633 + Penalty 4374.773888 = -976445.981746 nChanged 108 SP:Iteration 14Q (21212.290000 sec): 3 clusters Score: Raw -980867.423003 + Penalty 4374.773888 = -976492.649115 nChanged 83 SP:Iteration 15Q (21212.450000 sec): 3 clusters Score: Raw -980896.425322 + Penalty 4374.773888 = -976521.651434 nChanged 70 SP:Iteration 16Q (21212.690000 sec): 3 clusters Score: Raw -980920.867663 + Penalty 4374.773888 = -976546.093775 nChanged 54 SP:Iteration 17Q (21212.970000 sec): 3 clusters Score: Raw -980936.285597 + Penalty 4374.773888 = -976561.511709 nChanged 32 SP:Iteration 18Q (21213.140000 sec): 3 clusters Score: Raw -980945.638951 + Penalty 4374.773888 = -976570.865063 nChanged 36 SP:Iteration 19Q (21213.350000 sec): 3 clusters Score: Raw -980954.486665 + Penalty 4374.773888 = -976579.712777 nChanged 25 SP:Iteration 20F (21213.570000 sec): 3 clusters Score: Raw -980960.940235 + Penalty 4374.773888 = -976586.166347 nChanged 32 SP:Iteration 21Q (21213.820000 sec): 3 clusters Score: Raw -980968.257503 + Penalty 4374.773888 = -976593.483615 nChanged 30 SP:Iteration 22Q (21214.060000 sec): 3 clusters Score: Raw -980977.587118 + Penalty 4374.773888 = -976602.813230 nChanged 31 SP:Iteration 23Q (21214.240000 sec): 3 clusters Score: Raw -980986.966795 + Penalty 4374.773888 = -976612.192907 nChanged 40 SP:Iteration 24Q (21214.450000 sec): 3 clusters Score: Raw -981000.525536 + Penalty 4374.773888 = -976625.751648 nChanged 41 SP:Iteration 25Q (21214.650000 sec): 3 clusters Score: Raw -981016.058134 + Penalty 4374.773888 = -976641.284246 nChanged 40 SP:Iteration 26Q (21214.870000 sec): 3 clusters Score: Raw -981028.290037 + Penalty 4374.773888 = -976653.516149 nChanged 34 SP:Iteration 27Q (21215.050000 sec): 3 clusters Score: Raw -981041.377597 + Penalty 4374.773888 = -976666.603709 nChanged 28 SP:Iteration 28Q (21215.250000 sec): 3 clusters Score: Raw -981049.361273 + Penalty 4374.773888 = -976674.587385 nChanged 27 SP:Iteration 29Q (21215.470000 sec): 3 clusters Score: Raw -981057.731098 + Penalty 4374.773888 = -976682.957210 nChanged 33 SP:Iteration 30Q (21215.680000 sec): 3 clusters Score: Raw -981067.535625 + Penalty 4374.773888 = -976692.761738 nChanged 25 SP:Iteration 31Q (21215.870000 sec): 3 clusters Score: Raw -981074.434400 + Penalty 4374.773888 = -976699.660512 nChanged 29 SP:Iteration 32Q (21216.120000 sec): 3 clusters Score: Raw -981082.370057 + Penalty 4374.773888 = -976707.596169 nChanged 29 SP:Iteration 33Q (21216.350000 sec): 3 clusters Score: Raw -981089.676103 + Penalty 4374.773888 = -976714.902215 nChanged 29 SP:Iteration 34Q (21216.560000 sec): 3 clusters Score: Raw -981097.752926 + Penalty 4374.773888 = -976722.979039 nChanged 28 SP:Iteration 35Q (21216.800000 sec): 3 clusters Score: Raw -981106.790548 + Penalty 4374.773888 = -976732.016660 nChanged 29 SP:Iteration 36Q (21216.990000 sec): 3 clusters Score: Raw -981115.700936 + Penalty 4374.773888 = -976740.927049 nChanged 31 SP:Iteration 37Q (21217.170000 sec): 3 clusters Score: Raw -981126.192046 + Penalty 4374.773888 = -976751.418158 nChanged 28 SP:Iteration 38Q (21217.380000 sec): 3 clusters Score: Raw -981133.978216 + Penalty 4374.773888 = -976759.204329 nChanged 17 SP:Iteration 39Q (21217.650000 sec): 3 clusters Score: Raw -981137.927422 + Penalty 4374.773888 = -976763.153535 nChanged 12 SP:Iteration 40F (21217.830000 sec): 3 clusters Score: Raw -981141.861752 + Penalty 4374.773888 = -976767.087865 nChanged 15 SP:Iteration 41Q (21218.080000 sec): 3 clusters Score: Raw -981148.999019 + Penalty 4374.773888 = -976774.225132 nChanged 19 SP:Iteration 42Q (21218.290000 sec): 3 clusters Score: Raw -981154.323396 + Penalty 4374.773888 = -976779.549508 nChanged 15 SP:Iteration 43Q (21218.490000 sec): 3 clusters Score: Raw -981157.944848 + Penalty 4374.773888 = -976783.170961 nChanged 17 SP:Iteration 44Q (21218.750000 sec): 3 clusters Score: Raw -981162.855509 + Penalty 4374.773888 = -976788.081621 nChanged 13 SP:Iteration 45Q (21218.910000 sec): 3 clusters Score: Raw -981166.599219 + Penalty 4374.773888 = -976791.825331 nChanged 9 SP:Iteration 46Q (21219.110000 sec): 3 clusters Score: Raw -981169.392822 + Penalty 4374.773888 = -976794.618935 nChanged 8 SP:Iteration 47Q (21219.300000 sec): 3 clusters Score: Raw -981171.442241 + Penalty 4374.773888 = -976796.668353 nChanged 7 SP:Iteration 48Q (21219.530000 sec): 3 clusters Score: Raw -981173.520062 + Penalty 4374.773888 = -976798.746174 nChanged 7 SP:Iteration 49Q (21219.780000 sec): 3 clusters Score: Raw -981176.190182 + Penalty 4374.773888 = -976801.416295 nChanged 13 SP:Iteration 50Q (21219.980000 sec): 3 clusters Score: Raw -981180.269151 + Penalty 4374.773888 = -976805.495263 nChanged 17 SP:Iteration 51Q (21220.200000 sec): 3 clusters Score: Raw -981186.821895 + Penalty 4374.773888 = -976812.048008 nChanged 22 SP:Iteration 52Q (21220.390000 sec): 3 clusters Score: Raw -981194.976476 + Penalty 4374.773888 = -976820.202588 nChanged 17 SP:Iteration 53Q (21220.560000 sec): 3 clusters Score: Raw -981200.896844 + Penalty 4374.773888 = -976826.122957 nChanged 17 SP:Iteration 54Q (21220.820000 sec): 3 clusters Score: Raw -981204.947190 + Penalty 4374.773888 = -976830.173303 nChanged 14 SP:Iteration 55Q (21221.020000 sec): 3 clusters Score: Raw -981209.339081 + Penalty 4374.773888 = -976834.565193 nChanged 20 SP:Iteration 56Q (21221.230000 sec): 3 clusters Score: Raw -981215.210827 + Penalty 4374.773888 = -976840.436939 nChanged 14 SP:Iteration 57Q (21221.460000 sec): 3 clusters Score: Raw -981219.016678 + Penalty 4374.773888 = -976844.242791 nChanged 14 SP:Iteration 58Q (21221.650000 sec): 3 clusters Score: Raw -981223.343165 + Penalty 4374.773888 = -976848.569278 nChanged 11 SP:Iteration 59Q (21221.840000 sec): 3 clusters Score: Raw -981226.324465 + Penalty 4374.773888 = -976851.550578 nChanged 10 SP:Iteration 60F (21222.070000 sec): 3 clusters Score: Raw -981228.862435 + Penalty 4374.773888 = -976854.088547 nChanged 12 SP:Iteration 61Q (21222.230000 sec): 3 clusters Score: Raw -981232.872854 + Penalty 4374.773888 = -976858.098967 nChanged 8 SP:Iteration 62Q (21222.440000 sec): 3 clusters Score: Raw -981234.960415 + Penalty 4374.773888 = -976860.186527 nChanged 5 SP:Iteration 63Q (21222.630000 sec): 3 clusters Score: Raw -981236.681025 + Penalty 4374.773888 = -976861.907137 nChanged 12 SP:Iteration 64Q (21222.860000 sec): 3 clusters Score: Raw -981239.451602 + Penalty 4374.773888 = -976864.677714 nChanged 8 SP:Iteration 65Q (21223.070000 sec): 3 clusters Score: Raw -981241.673348 + Penalty 4374.773888 = -976866.899461 nChanged 4 SP:Iteration 66Q (21223.240000 sec): 3 clusters Score: Raw -981242.350037 + Penalty 4374.773888 = -976867.576149 nChanged 1 SP:Iteration 67Q (21223.470000 sec): 3 clusters Score: Raw -981242.659635 + Penalty 4374.773888 = -976867.885747 nChanged 1 SP:Iteration 68Q (21223.640000 sec): 3 clusters Score: Raw -981242.953315 + Penalty 4374.773888 = -976868.179427 nChanged 2 SP:Iteration 69Q (21223.870000 sec): 3 clusters Score: Raw -981243.684858 + Penalty 4374.773888 = -976868.910970 nChanged 3 SP:Iteration 70Q (21224.080000 sec): 3 clusters Score: Raw -981244.457938 + Penalty 4374.773888 = -976869.684050 nChanged 2 SP:Iteration 71Q (21224.270000 sec): 3 clusters Score: Raw -981244.918456 + Penalty 4374.773888 = -976870.144569 nChanged 0 SP:Iteration 72F (21224.520000 sec): 3 clusters Score: Raw -981244.918456 + Penalty 4374.773888 = -976870.144569 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (28254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21224.750000 sec): 2 clusters Score: Raw -4306049.352614 + Penalty 2541.749599 = -4303507.603015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21225.070000 sec): 3 clusters Score: Raw -4289225.764422 + Penalty 5083.499198 = -4284142.265224 nChanged 12667 SP:Iteration 1F (21225.410000 sec): 3 clusters Score: Raw -4296187.071559 + Penalty 5083.499198 = -4291103.572360 nChanged 1398 SP:Iteration 2Q (21225.760000 sec): 3 clusters Score: Raw -4296760.278536 + Penalty 5083.499198 = -4291676.779338 nChanged 1415 SP:Iteration 3F (21226.070000 sec): 3 clusters Score: Raw -4297456.618367 + Penalty 5083.499198 = -4292373.119169 nChanged 1466 SP:Iteration 4F (21226.410000 sec): 3 clusters Score: Raw -4298292.044781 + Penalty 5083.499198 = -4293208.545582 nChanged 1621 SP:Iteration 5F (21226.740000 sec): 3 clusters Score: Raw -4299309.503497 + Penalty 5083.499198 = -4294226.004298 nChanged 1649 SP:Iteration 6F (21227.050000 sec): 3 clusters Score: Raw -4300259.945304 + Penalty 5083.499198 = -4295176.446105 nChanged 1615 SP:Iteration 7F (21227.380000 sec): 3 clusters Score: Raw -4301155.144429 + Penalty 5083.499198 = -4296071.645230 nChanged 1499 SP:Iteration 8F (21227.700000 sec): 3 clusters Score: Raw -4301913.220329 + Penalty 5083.499198 = -4296829.721130 nChanged 1300 SP:Iteration 9Q (21228.060000 sec): 3 clusters Score: Raw -4302491.357341 + Penalty 5083.499198 = -4297407.858142 nChanged 1070 SP:Iteration 10Q (21228.430000 sec): 3 clusters Score: Raw -4302896.565795 + Penalty 5083.499198 = -4297813.066597 nChanged 891 SP:Iteration 11Q (21228.760000 sec): 3 clusters Score: Raw -4303208.177345 + Penalty 5083.499198 = -4298124.678146 nChanged 737 SP:Iteration 12Q (21229.090000 sec): 3 clusters Score: Raw -4303439.557599 + Penalty 5083.499198 = -4298356.058400 nChanged 623 SP:Iteration 13Q (21229.440000 sec): 3 clusters Score: Raw -4303619.124938 + Penalty 5083.499198 = -4298535.625740 nChanged 505 SP:Iteration 14Q (21229.830000 sec): 3 clusters Score: Raw -4303741.109579 + Penalty 5083.499198 = -4298657.610380 nChanged 446 SP:Iteration 15Q (21230.160000 sec): 3 clusters Score: Raw -4303848.892821 + Penalty 5083.499198 = -4298765.393622 nChanged 394 SP:Iteration 16Q (21230.490000 sec): 3 clusters Score: Raw -4303943.457396 + Penalty 5083.499198 = -4298859.958197 nChanged 367 SP:Iteration 17Q (21230.810000 sec): 3 clusters Score: Raw -4304030.970506 + Penalty 5083.499198 = -4298947.471307 nChanged 388 SP:Iteration 18Q (21231.150000 sec): 3 clusters Score: Raw -4304134.271344 + Penalty 5083.499198 = -4299050.772145 nChanged 406 SP:Iteration 19Q (21231.510000 sec): 3 clusters Score: Raw -4304247.579140 + Penalty 5083.499198 = -4299164.079941 nChanged 414 SP:Iteration 20F (21231.820000 sec): 3 clusters Score: Raw -4304365.372803 + Penalty 5083.499198 = -4299281.873604 nChanged 429 SP:Iteration 21Q (21232.170000 sec): 3 clusters Score: Raw -4304494.632630 + Penalty 5083.499198 = -4299411.133432 nChanged 446 SP:Iteration 22Q (21232.570000 sec): 3 clusters Score: Raw -4304634.052312 + Penalty 5083.499198 = -4299550.553113 nChanged 430 SP:Iteration 23Q (21232.890000 sec): 3 clusters Score: Raw -4304771.167487 + Penalty 5083.499198 = -4299687.668289 nChanged 445 SP:Iteration 24Q (21233.250000 sec): 3 clusters Score: Raw -4304929.975879 + Penalty 5083.499198 = -4299846.476681 nChanged 448 SP:Iteration 25Q (21233.580000 sec): 3 clusters Score: Raw -4305107.501013 + Penalty 5083.499198 = -4300024.001814 nChanged 421 SP:Iteration 26Q (21233.900000 sec): 3 clusters Score: Raw -4305271.244445 + Penalty 5083.499198 = -4300187.745246 nChanged 398 SP:Iteration 27Q (21234.230000 sec): 3 clusters Score: Raw -4305434.283003 + Penalty 5083.499198 = -4300350.783805 nChanged 388 SP:Iteration 28Q (21234.530000 sec): 3 clusters Score: Raw -4305602.630664 + Penalty 5083.499198 = -4300519.131465 nChanged 322 SP:Iteration 29Q (21234.870000 sec): 3 clusters Score: Raw -4305742.470852 + Penalty 5083.499198 = -4300658.971654 nChanged 274 SP:Iteration 30Q (21235.140000 sec): 3 clusters Score: Raw -4305861.317353 + Penalty 5083.499198 = -4300777.818155 nChanged 222 SP:Iteration 31Q (21235.460000 sec): 3 clusters Score: Raw -4305955.608809 + Penalty 5083.499198 = -4300872.109610 nChanged 196 SP:Iteration 32Q (21235.780000 sec): 3 clusters Score: Raw -4306037.561365 + Penalty 5083.499198 = -4300954.062166 nChanged 178 SP:Iteration 33Q (21236.100000 sec): 3 clusters Score: Raw -4306116.310776 + Penalty 5083.499198 = -4301032.811578 nChanged 151 SP:Iteration 34Q (21236.400000 sec): 3 clusters Score: Raw -4306184.701698 + Penalty 5083.499198 = -4301101.202500 nChanged 128 SP:Iteration 35Q (21236.710000 sec): 3 clusters Score: Raw -4306250.979823 + Penalty 5083.499198 = -4301167.480625 nChanged 108 SP:Iteration 36Q (21237.030000 sec): 3 clusters Score: Raw -4306306.344225 + Penalty 5083.499198 = -4301222.845027 nChanged 83 SP:Iteration 37Q (21237.390000 sec): 3 clusters Score: Raw -4306349.790020 + Penalty 5083.499198 = -4301266.290822 nChanged 65 SP:Iteration 38Q (21237.750000 sec): 3 clusters Score: Raw -4306383.621790 + Penalty 5083.499198 = -4301300.122592 nChanged 40 SP:Iteration 39Q (21238.060000 sec): 3 clusters Score: Raw -4306402.563073 + Penalty 5083.499198 = -4301319.063875 nChanged 47 SP:Iteration 40F (21238.370000 sec): 3 clusters Score: Raw -4306426.340342 + Penalty 5083.499198 = -4301342.841143 nChanged 47 SP:Iteration 41Q (21238.730000 sec): 3 clusters Score: Raw -4306445.992610 + Penalty 5083.499198 = -4301362.493412 nChanged 30 SP:Iteration 42Q (21239.040000 sec): 3 clusters Score: Raw -4306461.271481 + Penalty 5083.499198 = -4301377.772283 nChanged 28 SP:Iteration 43Q (21239.340000 sec): 3 clusters Score: Raw -4306472.220822 + Penalty 5083.499198 = -4301388.721623 nChanged 19 SP:Iteration 44Q (21239.640000 sec): 3 clusters Score: Raw -4306483.552650 + Penalty 5083.499198 = -4301400.053452 nChanged 24 SP:Iteration 45Q (21239.950000 sec): 3 clusters Score: Raw -4306493.860061 + Penalty 5083.499198 = -4301410.360862 nChanged 15 SP:Iteration 46Q (21240.250000 sec): 3 clusters Score: Raw -4306499.579045 + Penalty 5083.499198 = -4301416.079846 nChanged 14 SP:Iteration 47Q (21240.500000 sec): 3 clusters Score: Raw -4306506.318904 + Penalty 5083.499198 = -4301422.819705 nChanged 16 SP:Iteration 48Q (21240.840000 sec): 3 clusters Score: Raw -4306512.682928 + Penalty 5083.499198 = -4301429.183729 nChanged 12 SP:Iteration 49Q (21241.190000 sec): 3 clusters Score: Raw -4306518.577060 + Penalty 5083.499198 = -4301435.077862 nChanged 8 SP:Iteration 50Q (21241.530000 sec): 3 clusters Score: Raw -4306524.041908 + Penalty 5083.499198 = -4301440.542710 nChanged 10 SP:Iteration 51Q (21241.840000 sec): 3 clusters Score: Raw -4306527.583073 + Penalty 5083.499198 = -4301444.083874 nChanged 7 SP:Iteration 52Q (21242.220000 sec): 3 clusters Score: Raw -4306529.938596 + Penalty 5083.499198 = -4301446.439397 nChanged 4 SP:Iteration 53Q (21242.520000 sec): 3 clusters Score: Raw -4306531.429466 + Penalty 5083.499198 = -4301447.930267 nChanged 4 SP:Iteration 54Q (21242.870000 sec): 3 clusters Score: Raw -4306533.081341 + Penalty 5083.499198 = -4301449.582142 nChanged 3 SP:Iteration 55Q (21243.160000 sec): 3 clusters Score: Raw -4306535.225676 + Penalty 5083.499198 = -4301451.726478 nChanged 6 SP:Iteration 56Q (21243.470000 sec): 3 clusters Score: Raw -4306537.626178 + Penalty 5083.499198 = -4301454.126980 nChanged 3 SP:Iteration 57Q (21243.770000 sec): 3 clusters Score: Raw -4306539.053311 + Penalty 5083.499198 = -4301455.554112 nChanged 3 SP:Iteration 58Q (21244.060000 sec): 3 clusters Score: Raw -4306539.978677 + Penalty 5083.499198 = -4301456.479479 nChanged 1 SP:Iteration 59Q (21244.360000 sec): 3 clusters Score: Raw -4306540.261937 + Penalty 5083.499198 = -4301456.762739 nChanged 2 SP:Iteration 60F (21244.680000 sec): 3 clusters Score: Raw -4306540.583123 + Penalty 5083.499198 = -4301457.083924 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21244.750000 sec): 2 clusters Score: Raw -79898.629608 + Penalty 1578.884671 = -78319.744936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21244.940000 sec): 3 clusters Score: Raw -79912.367995 + Penalty 3157.769342 = -76754.598652 nChanged 127 SP:Iteration 1F (21245.110000 sec): 3 clusters Score: Raw -80133.071283 + Penalty 3157.769342 = -76975.301941 nChanged 30 SP:Iteration 2F (21245.300000 sec): 3 clusters Score: Raw -80234.191495 + Penalty 3157.769342 = -77076.422153 nChanged 21 SP:Iteration 3Q (21245.470000 sec): 3 clusters Score: Raw -80322.898977 + Penalty 3157.769342 = -77165.129635 nChanged 14 SP:Iteration 4Q (21245.640000 sec): 3 clusters Score: Raw -80372.865240 + Penalty 3157.769342 = -77215.095897 nChanged 14 SP:Iteration 5Q (21245.830000 sec): 3 clusters Score: Raw -80434.886652 + Penalty 3157.769342 = -77277.117310 nChanged 12 SP:Iteration 6Q (21246.000000 sec): 3 clusters Score: Raw -80468.094527 + Penalty 3157.769342 = -77310.325185 nChanged 8 SP:Iteration 7Q (21246.160000 sec): 3 clusters Score: Raw -80497.940640 + Penalty 3157.769342 = -77340.171298 nChanged 6 SP:Iteration 8Q (21246.320000 sec): 3 clusters Score: Raw -80509.780610 + Penalty 3157.769342 = -77352.011268 nChanged 4 SP:Iteration 9Q (21246.480000 sec): 3 clusters Score: Raw -80519.355268 + Penalty 3157.769342 = -77361.585926 nChanged 2 SP:Iteration 10Q (21246.660000 sec): 3 clusters Score: Raw -80524.736196 + Penalty 3157.769342 = -77366.966853 nChanged 4 SP:Iteration 11Q (21246.800000 sec): 3 clusters Score: Raw -80543.102513 + Penalty 3157.769342 = -77385.333171 nChanged 5 SP:Iteration 12Q (21247.000000 sec): 3 clusters Score: Raw -80562.702520 + Penalty 3157.769342 = -77404.933178 nChanged 12 SP:Iteration 13Q (21247.130000 sec): 3 clusters Score: Raw -80615.413409 + Penalty 3157.769342 = -77457.644067 nChanged 12 SP:Iteration 14Q (21247.290000 sec): 3 clusters Score: Raw -80648.205109 + Penalty 3157.769342 = -77490.435767 nChanged 12 SP:Iteration 15Q (21247.480000 sec): 3 clusters Score: Raw -80675.171254 + Penalty 3157.769342 = -77517.401912 nChanged 10 SP:Iteration 16Q (21247.630000 sec): 3 clusters Score: Raw -80693.939361 + Penalty 3157.769342 = -77536.170019 nChanged 7 SP:Iteration 17Q (21247.800000 sec): 3 clusters Score: Raw -80720.407450 + Penalty 3157.769342 = -77562.638108 nChanged 6 SP:Iteration 18Q (21247.960000 sec): 3 clusters Score: Raw -80744.747788 + Penalty 3157.769342 = -77586.978446 nChanged 6 SP:Iteration 19Q (21248.170000 sec): 3 clusters Score: Raw -80751.097576 + Penalty 3157.769342 = -77593.328234 nChanged 2 SP:Iteration 20F (21248.340000 sec): 3 clusters Score: Raw -80758.279512 + Penalty 3157.769342 = -77600.510170 nChanged 3 SP:Iteration 21Q (21248.520000 sec): 3 clusters Score: Raw -80769.492367 + Penalty 3157.769342 = -77611.723025 nChanged 5 SP:Iteration 22Q (21248.690000 sec): 3 clusters Score: Raw -80784.038049 + Penalty 3157.769342 = -77626.268707 nChanged 7 SP:Iteration 23Q (21248.840000 sec): 3 clusters Score: Raw -80802.675205 + Penalty 3157.769342 = -77644.905863 nChanged 4 SP:Iteration 24Q (21249.040000 sec): 3 clusters Score: Raw -80811.598068 + Penalty 3157.769342 = -77653.828726 nChanged 2 SP:Iteration 25Q (21249.180000 sec): 3 clusters Score: Raw -80826.410984 + Penalty 3157.769342 = -77668.641642 nChanged 2 SP:Iteration 26Q (21249.340000 sec): 3 clusters Score: Raw -80836.294920 + Penalty 3157.769342 = -77678.525578 nChanged 3 SP:Iteration 27Q (21249.560000 sec): 3 clusters Score: Raw -80843.978552 + Penalty 3157.769342 = -77686.209210 nChanged 1 SP:Iteration 28Q (21249.740000 sec): 3 clusters Score: Raw -80845.642769 + Penalty 3157.769342 = -77687.873427 nChanged 1 SP:Iteration 29Q (21249.880000 sec): 3 clusters Score: Raw -80847.412113 + Penalty 3157.769342 = -77689.642771 nChanged 1 SP:Iteration 30Q (21250.110000 sec): 3 clusters Score: Raw -80849.792680 + Penalty 3157.769342 = -77692.023338 nChanged 0 SP:Iteration 31F (21250.270000 sec): 3 clusters Score: Raw -80850.817555 + Penalty 3157.769342 = -77693.048213 nChanged 1 SP:Iteration 32Q (21250.480000 sec): 3 clusters Score: Raw -80858.721362 + Penalty 3157.769342 = -77700.952020 nChanged 4 SP:Iteration 33Q (21250.630000 sec): 3 clusters Score: Raw -80865.377919 + Penalty 3157.769342 = -77707.608577 nChanged 0 SP:Iteration 34F (21250.810000 sec): 3 clusters Score: Raw -80865.377919 + Penalty 3157.769342 = -77707.608577 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21250.930000 sec): 2 clusters Score: Raw -297990.568751 + Penalty 1882.656548 = -296107.912204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21251.110000 sec): 3 clusters Score: Raw -297297.418790 + Penalty 3765.313095 = -293532.105695 nChanged 621 SP:Iteration 1F (21251.290000 sec): 3 clusters Score: Raw -297829.314561 + Penalty 3765.313095 = -294064.001466 nChanged 154 SP:Iteration 2F (21251.500000 sec): 3 clusters Score: Raw -297987.919488 + Penalty 3765.313095 = -294222.606393 nChanged 94 SP:Iteration 3Q (21251.650000 sec): 3 clusters Score: Raw -298118.933860 + Penalty 3765.313095 = -294353.620765 nChanged 82 SP:Iteration 4Q (21251.840000 sec): 3 clusters Score: Raw -298228.176141 + Penalty 3765.313095 = -294462.863046 nChanged 66 SP:Iteration 5Q (21252.030000 sec): 3 clusters Score: Raw -298338.205601 + Penalty 3765.313095 = -294572.892506 nChanged 72 SP:Iteration 6Q (21252.220000 sec): 3 clusters Score: Raw -298590.764249 + Penalty 3765.313095 = -294825.451154 nChanged 102 SP:Iteration 7F (21252.400000 sec): 3 clusters Score: Raw -298714.927210 + Penalty 3765.313095 = -294949.614115 nChanged 71 SP:Iteration 8Q (21252.580000 sec): 3 clusters Score: Raw -298792.878143 + Penalty 3765.313095 = -295027.565048 nChanged 48 SP:Iteration 9Q (21252.790000 sec): 3 clusters Score: Raw -298850.510650 + Penalty 3765.313095 = -295085.197554 nChanged 36 SP:Iteration 10Q (21252.970000 sec): 3 clusters Score: Raw -298880.188489 + Penalty 3765.313095 = -295114.875394 nChanged 26 SP:Iteration 11Q (21253.160000 sec): 3 clusters Score: Raw -298910.348911 + Penalty 3765.313095 = -295145.035815 nChanged 17 SP:Iteration 12Q (21253.320000 sec): 3 clusters Score: Raw -298929.802262 + Penalty 3765.313095 = -295164.489167 nChanged 17 SP:Iteration 13Q (21253.500000 sec): 3 clusters Score: Raw -298943.240094 + Penalty 3765.313095 = -295177.926999 nChanged 14 SP:Iteration 14Q (21253.690000 sec): 3 clusters Score: Raw -298954.386191 + Penalty 3765.313095 = -295189.073095 nChanged 11 SP:Iteration 15Q (21253.890000 sec): 3 clusters Score: Raw -298964.500453 + Penalty 3765.313095 = -295199.187358 nChanged 7 SP:Iteration 16Q (21254.080000 sec): 3 clusters Score: Raw -298970.495017 + Penalty 3765.313095 = -295205.181922 nChanged 3 SP:Iteration 17Q (21254.250000 sec): 3 clusters Score: Raw -298972.726244 + Penalty 3765.313095 = -295207.413149 nChanged 4 SP:Iteration 18Q (21254.460000 sec): 3 clusters Score: Raw -298976.156924 + Penalty 3765.313095 = -295210.843829 nChanged 7 SP:Iteration 19Q (21254.610000 sec): 3 clusters Score: Raw -298983.850291 + Penalty 3765.313095 = -295218.537196 nChanged 8 SP:Iteration 20F (21254.800000 sec): 3 clusters Score: Raw -298992.097338 + Penalty 3765.313095 = -295226.784242 nChanged 9 SP:Iteration 21Q (21254.980000 sec): 3 clusters Score: Raw -299000.176549 + Penalty 3765.313095 = -295234.863454 nChanged 6 SP:Iteration 22Q (21255.140000 sec): 3 clusters Score: Raw -299006.679726 + Penalty 3765.313095 = -295241.366630 nChanged 6 SP:Iteration 23Q (21255.310000 sec): 3 clusters Score: Raw -299015.162983 + Penalty 3765.313095 = -295249.849887 nChanged 9 SP:Iteration 24Q (21255.470000 sec): 3 clusters Score: Raw -299021.909740 + Penalty 3765.313095 = -295256.596644 nChanged 2 SP:Iteration 25Q (21255.660000 sec): 3 clusters Score: Raw -299023.853107 + Penalty 3765.313095 = -295258.540011 nChanged 3 SP:Iteration 26Q (21255.840000 sec): 3 clusters Score: Raw -299025.528885 + Penalty 3765.313095 = -295260.215790 nChanged 3 SP:Iteration 27Q (21256.030000 sec): 3 clusters Score: Raw -299028.303917 + Penalty 3765.313095 = -295262.990821 nChanged 1 SP:Iteration 28Q (21256.230000 sec): 3 clusters Score: Raw -299028.711365 + Penalty 3765.313095 = -295263.398270 nChanged 0 SP:Iteration 29F (21256.410000 sec): 3 clusters Score: Raw -299028.711365 + Penalty 3765.313095 = -295263.398270 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (2915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21256.540000 sec): 2 clusters Score: Raw -431501.456205 + Penalty 1978.451024 = -429523.005181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21256.730000 sec): 3 clusters Score: Raw -430313.953610 + Penalty 3956.902049 = -426357.051561 nChanged 1035 SP:Iteration 1F (21256.880000 sec): 3 clusters Score: Raw -431157.647970 + Penalty 3956.902049 = -427200.745921 nChanged 253 SP:Iteration 2F (21257.050000 sec): 3 clusters Score: Raw -431478.885687 + Penalty 3956.902049 = -427521.983638 nChanged 200 SP:Iteration 3F (21257.230000 sec): 3 clusters Score: Raw -431716.472871 + Penalty 3956.902049 = -427759.570822 nChanged 175 SP:Iteration 4F (21257.420000 sec): 3 clusters Score: Raw -431928.697672 + Penalty 3956.902049 = -427971.795623 nChanged 150 SP:Iteration 5F (21257.600000 sec): 3 clusters Score: Raw -432087.274979 + Penalty 3956.902049 = -428130.372930 nChanged 97 SP:Iteration 6Q (21257.750000 sec): 3 clusters Score: Raw -432179.109424 + Penalty 3956.902049 = -428222.207375 nChanged 60 SP:Iteration 7Q (21257.960000 sec): 3 clusters Score: Raw -432231.205479 + Penalty 3956.902049 = -428274.303430 nChanged 54 SP:Iteration 8Q (21258.130000 sec): 3 clusters Score: Raw -432279.850867 + Penalty 3956.902049 = -428322.948818 nChanged 48 SP:Iteration 9Q (21258.330000 sec): 3 clusters Score: Raw -432321.714472 + Penalty 3956.902049 = -428364.812423 nChanged 31 SP:Iteration 10Q (21258.520000 sec): 3 clusters Score: Raw -432369.705592 + Penalty 3956.902049 = -428412.803543 nChanged 31 SP:Iteration 11Q (21258.710000 sec): 3 clusters Score: Raw -432401.625346 + Penalty 3956.902049 = -428444.723297 nChanged 28 SP:Iteration 12Q (21258.900000 sec): 3 clusters Score: Raw -432431.386194 + Penalty 3956.902049 = -428474.484145 nChanged 21 SP:Iteration 13Q (21259.080000 sec): 3 clusters Score: Raw -432452.066267 + Penalty 3956.902049 = -428495.164218 nChanged 26 SP:Iteration 14Q (21259.260000 sec): 3 clusters Score: Raw -432475.920995 + Penalty 3956.902049 = -428519.018946 nChanged 16 SP:Iteration 15Q (21259.450000 sec): 3 clusters Score: Raw -432489.557236 + Penalty 3956.902049 = -428532.655187 nChanged 16 SP:Iteration 16Q (21259.620000 sec): 3 clusters Score: Raw -432500.808631 + Penalty 3956.902049 = -428543.906582 nChanged 9 SP:Iteration 17Q (21259.780000 sec): 3 clusters Score: Raw -432511.443976 + Penalty 3956.902049 = -428554.541927 nChanged 12 SP:Iteration 18Q (21259.960000 sec): 3 clusters Score: Raw -432519.176704 + Penalty 3956.902049 = -428562.274655 nChanged 5 SP:Iteration 19Q (21260.160000 sec): 3 clusters Score: Raw -432521.416388 + Penalty 3956.902049 = -428564.514339 nChanged 2 SP:Iteration 20F (21260.320000 sec): 3 clusters Score: Raw -432522.025812 + Penalty 3956.902049 = -428565.123763 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (21103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21260.510000 sec): 2 clusters Score: Raw -3219042.346949 + Penalty 2469.378281 = -3216572.968668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21260.770000 sec): 3 clusters Score: Raw -3206581.383990 + Penalty 4938.756563 = -3201642.627428 nChanged 9472 SP:Iteration 1F (21261.080000 sec): 3 clusters Score: Raw -3211803.104421 + Penalty 4938.756563 = -3206864.347859 nChanged 1240 SP:Iteration 2F (21261.330000 sec): 3 clusters Score: Raw -3212454.548715 + Penalty 4938.756563 = -3207515.792152 nChanged 1289 SP:Iteration 3F (21261.590000 sec): 3 clusters Score: Raw -3213185.441773 + Penalty 4938.756563 = -3208246.685210 nChanged 1360 SP:Iteration 4F (21261.890000 sec): 3 clusters Score: Raw -3214084.188383 + Penalty 4938.756563 = -3209145.431820 nChanged 1506 SP:Iteration 5F (21262.150000 sec): 3 clusters Score: Raw -3215110.771492 + Penalty 4938.756563 = -3210172.014929 nChanged 1409 SP:Iteration 6F (21262.390000 sec): 3 clusters Score: Raw -3215970.026868 + Penalty 4938.756563 = -3211031.270306 nChanged 1160 SP:Iteration 7F (21262.650000 sec): 3 clusters Score: Raw -3216582.059105 + Penalty 4938.756563 = -3211643.302542 nChanged 863 SP:Iteration 8Q (21262.930000 sec): 3 clusters Score: Raw -3216966.146874 + Penalty 4938.756563 = -3212027.390311 nChanged 656 SP:Iteration 9Q (21263.190000 sec): 3 clusters Score: Raw -3217216.114167 + Penalty 4938.756563 = -3212277.357604 nChanged 489 SP:Iteration 10Q (21263.480000 sec): 3 clusters Score: Raw -3217371.858686 + Penalty 4938.756563 = -3212433.102124 nChanged 396 SP:Iteration 11Q (21263.800000 sec): 3 clusters Score: Raw -3217485.777528 + Penalty 4938.756563 = -3212547.020965 nChanged 311 SP:Iteration 12Q (21264.090000 sec): 3 clusters Score: Raw -3217569.211556 + Penalty 4938.756563 = -3212630.454994 nChanged 261 SP:Iteration 13Q (21264.370000 sec): 3 clusters Score: Raw -3217641.788969 + Penalty 4938.756563 = -3212703.032406 nChanged 263 SP:Iteration 14Q (21264.640000 sec): 3 clusters Score: Raw -3217725.354027 + Penalty 4938.756563 = -3212786.597464 nChanged 291 SP:Iteration 15Q (21264.910000 sec): 3 clusters Score: Raw -3217825.009960 + Penalty 4938.756563 = -3212886.253397 nChanged 331 SP:Iteration 16Q (21265.190000 sec): 3 clusters Score: Raw -3217959.019407 + Penalty 4938.756563 = -3213020.262844 nChanged 400 SP:Iteration 17Q (21265.490000 sec): 3 clusters Score: Raw -3218133.880929 + Penalty 4938.756563 = -3213195.124366 nChanged 415 SP:Iteration 18Q (21265.770000 sec): 3 clusters Score: Raw -3218333.194415 + Penalty 4938.756563 = -3213394.437852 nChanged 424 SP:Iteration 19Q (21266.030000 sec): 3 clusters Score: Raw -3218539.470735 + Penalty 4938.756563 = -3213600.714172 nChanged 421 SP:Iteration 20F (21266.360000 sec): 3 clusters Score: Raw -3218732.216435 + Penalty 4938.756563 = -3213793.459873 nChanged 396 SP:Iteration 21Q (21266.610000 sec): 3 clusters Score: Raw -3218905.028396 + Penalty 4938.756563 = -3213966.271833 nChanged 374 SP:Iteration 22Q (21266.910000 sec): 3 clusters Score: Raw -3219052.819308 + Penalty 4938.756563 = -3214114.062745 nChanged 316 SP:Iteration 23Q (21267.210000 sec): 3 clusters Score: Raw -3219176.506023 + Penalty 4938.756563 = -3214237.749460 nChanged 285 SP:Iteration 24Q (21267.470000 sec): 3 clusters Score: Raw -3219279.986824 + Penalty 4938.756563 = -3214341.230261 nChanged 233 SP:Iteration 25Q (21267.720000 sec): 3 clusters Score: Raw -3219355.550417 + Penalty 4938.756563 = -3214416.793854 nChanged 194 SP:Iteration 26Q (21268.030000 sec): 3 clusters Score: Raw -3219409.320779 + Penalty 4938.756563 = -3214470.564217 nChanged 166 SP:Iteration 27Q (21268.320000 sec): 3 clusters Score: Raw -3219452.680857 + Penalty 4938.756563 = -3214513.924295 nChanged 151 SP:Iteration 28Q (21268.590000 sec): 3 clusters Score: Raw -3219484.543934 + Penalty 4938.756563 = -3214545.787372 nChanged 106 SP:Iteration 29Q (21268.860000 sec): 3 clusters Score: Raw -3219501.222618 + Penalty 4938.756563 = -3214562.466055 nChanged 79 SP:Iteration 30Q (21269.150000 sec): 3 clusters Score: Raw -3219512.999018 + Penalty 4938.756563 = -3214574.242455 nChanged 72 SP:Iteration 31Q (21269.380000 sec): 3 clusters Score: Raw -3219524.028607 + Penalty 4938.756563 = -3214585.272045 nChanged 71 SP:Iteration 32Q (21269.640000 sec): 3 clusters Score: Raw -3219535.929634 + Penalty 4938.756563 = -3214597.173072 nChanged 73 SP:Iteration 33Q (21269.940000 sec): 3 clusters Score: Raw -3219546.494413 + Penalty 4938.756563 = -3214607.737850 nChanged 58 SP:Iteration 34Q (21270.190000 sec): 3 clusters Score: Raw -3219554.165315 + Penalty 4938.756563 = -3214615.408752 nChanged 48 SP:Iteration 35Q (21270.460000 sec): 3 clusters Score: Raw -3219559.861033 + Penalty 4938.756563 = -3214621.104470 nChanged 39 SP:Iteration 36Q (21270.740000 sec): 3 clusters Score: Raw -3219563.864730 + Penalty 4938.756563 = -3214625.108167 nChanged 40 SP:Iteration 37Q (21271.000000 sec): 3 clusters Score: Raw -3219567.984407 + Penalty 4938.756563 = -3214629.227844 nChanged 37 SP:Iteration 38Q (21271.310000 sec): 3 clusters Score: Raw -3219572.373466 + Penalty 4938.756563 = -3214633.616903 nChanged 42 SP:Iteration 39Q (21271.570000 sec): 3 clusters Score: Raw -3219577.615003 + Penalty 4938.756563 = -3214638.858441 nChanged 44 SP:Iteration 40F (21271.860000 sec): 3 clusters Score: Raw -3219583.468959 + Penalty 4938.756563 = -3214644.712396 nChanged 44 SP:Iteration 41Q (21272.140000 sec): 3 clusters Score: Raw -3219589.996618 + Penalty 4938.756563 = -3214651.240055 nChanged 47 SP:Iteration 42Q (21272.460000 sec): 3 clusters Score: Raw -3219595.872663 + Penalty 4938.756563 = -3214657.116100 nChanged 38 SP:Iteration 43Q (21272.740000 sec): 3 clusters Score: Raw -3219600.055038 + Penalty 4938.756563 = -3214661.298475 nChanged 34 SP:Iteration 44Q (21272.990000 sec): 3 clusters Score: Raw -3219604.693216 + Penalty 4938.756563 = -3214665.936653 nChanged 43 SP:Iteration 45Q (21273.280000 sec): 3 clusters Score: Raw -3219609.620067 + Penalty 4938.756563 = -3214670.863505 nChanged 43 SP:Iteration 46Q (21273.530000 sec): 3 clusters Score: Raw -3219615.522351 + Penalty 4938.756563 = -3214676.765788 nChanged 48 SP:Iteration 47Q (21273.790000 sec): 3 clusters Score: Raw -3219620.563894 + Penalty 4938.756563 = -3214681.807331 nChanged 44 SP:Iteration 48Q (21274.080000 sec): 3 clusters Score: Raw -3219625.222135 + Penalty 4938.756563 = -3214686.465572 nChanged 46 SP:Iteration 49Q (21274.380000 sec): 3 clusters Score: Raw -3219630.101169 + Penalty 4938.756563 = -3214691.344607 nChanged 34 SP:Iteration 50Q (21274.630000 sec): 3 clusters Score: Raw -3219635.362119 + Penalty 4938.756563 = -3214696.605556 nChanged 46 SP:Iteration 51Q (21274.940000 sec): 3 clusters Score: Raw -3219641.719254 + Penalty 4938.756563 = -3214702.962691 nChanged 43 SP:Iteration 52Q (21275.160000 sec): 3 clusters Score: Raw -3219646.415246 + Penalty 4938.756563 = -3214707.658683 nChanged 34 SP:Iteration 53Q (21275.440000 sec): 3 clusters Score: Raw -3219649.990044 + Penalty 4938.756563 = -3214711.233481 nChanged 30 SP:Iteration 54Q (21275.680000 sec): 3 clusters Score: Raw -3219653.968400 + Penalty 4938.756563 = -3214715.211837 nChanged 38 SP:Iteration 55Q (21275.980000 sec): 3 clusters Score: Raw -3219658.930611 + Penalty 4938.756563 = -3214720.174049 nChanged 29 SP:Iteration 56Q (21276.210000 sec): 3 clusters Score: Raw -3219662.249763 + Penalty 4938.756563 = -3214723.493200 nChanged 26 SP:Iteration 57Q (21276.520000 sec): 3 clusters Score: Raw -3219664.681037 + Penalty 4938.756563 = -3214725.924474 nChanged 15 SP:Iteration 58Q (21276.780000 sec): 3 clusters Score: Raw -3219666.565082 + Penalty 4938.756563 = -3214727.808520 nChanged 23 SP:Iteration 59Q (21277.000000 sec): 3 clusters Score: Raw -3219669.061459 + Penalty 4938.756563 = -3214730.304896 nChanged 21 SP:Iteration 60F (21277.280000 sec): 3 clusters Score: Raw -3219671.512332 + Penalty 4938.756563 = -3214732.755769 nChanged 19 SP:Iteration 61Q (21277.540000 sec): 3 clusters Score: Raw -3219673.636527 + Penalty 4938.756563 = -3214734.879964 nChanged 25 SP:Iteration 62Q (21277.830000 sec): 3 clusters Score: Raw -3219676.371851 + Penalty 4938.756563 = -3214737.615288 nChanged 18 SP:Iteration 63Q (21278.100000 sec): 3 clusters Score: Raw -3219678.234465 + Penalty 4938.756563 = -3214739.477902 nChanged 22 SP:Iteration 64Q (21278.340000 sec): 3 clusters Score: Raw -3219680.707089 + Penalty 4938.756563 = -3214741.950526 nChanged 25 SP:Iteration 65Q (21278.600000 sec): 3 clusters Score: Raw -3219683.686782 + Penalty 4938.756563 = -3214744.930219 nChanged 29 SP:Iteration 66Q (21278.880000 sec): 3 clusters Score: Raw -3219686.523758 + Penalty 4938.756563 = -3214747.767195 nChanged 23 SP:Iteration 67Q (21279.190000 sec): 3 clusters Score: Raw -3219688.109911 + Penalty 4938.756563 = -3214749.353348 nChanged 15 SP:Iteration 68Q (21279.450000 sec): 3 clusters Score: Raw -3219689.232347 + Penalty 4938.756563 = -3214750.475785 nChanged 14 SP:Iteration 69Q (21279.730000 sec): 3 clusters Score: Raw -3219690.153765 + Penalty 4938.756563 = -3214751.397202 nChanged 16 SP:Iteration 70Q (21280.050000 sec): 3 clusters Score: Raw -3219691.275909 + Penalty 4938.756563 = -3214752.519346 nChanged 9 SP:Iteration 71Q (21280.300000 sec): 3 clusters Score: Raw -3219691.977200 + Penalty 4938.756563 = -3214753.220637 nChanged 11 SP:Iteration 72Q (21280.580000 sec): 3 clusters Score: Raw -3219692.819606 + Penalty 4938.756563 = -3214754.063043 nChanged 15 SP:Iteration 73Q (21280.870000 sec): 3 clusters Score: Raw -3219694.237581 + Penalty 4938.756563 = -3214755.481018 nChanged 11 SP:Iteration 74Q (21281.160000 sec): 3 clusters Score: Raw -3219695.168615 + Penalty 4938.756563 = -3214756.412052 nChanged 11 SP:Iteration 75Q (21281.420000 sec): 3 clusters Score: Raw -3219696.063856 + Penalty 4938.756563 = -3214757.307293 nChanged 12 SP:Iteration 76Q (21281.700000 sec): 3 clusters Score: Raw -3219697.186532 + Penalty 4938.756563 = -3214758.429969 nChanged 11 SP:Iteration 77Q (21281.980000 sec): 3 clusters Score: Raw -3219698.178890 + Penalty 4938.756563 = -3214759.422327 nChanged 13 SP:Iteration 78Q (21282.250000 sec): 3 clusters Score: Raw -3219699.258606 + Penalty 4938.756563 = -3214760.502043 nChanged 11 SP:Iteration 79Q (21282.500000 sec): 3 clusters Score: Raw -3219700.145936 + Penalty 4938.756563 = -3214761.389373 nChanged 6 SP:Iteration 80F (21282.760000 sec): 3 clusters Score: Raw -3219700.807800 + Penalty 4938.756563 = -3214762.051237 nChanged 6 SP:Iteration 81Q (21283.050000 sec): 3 clusters Score: Raw -3219701.245522 + Penalty 4938.756563 = -3214762.488960 nChanged 7 SP:Iteration 82Q (21283.320000 sec): 3 clusters Score: Raw -3219701.650333 + Penalty 4938.756563 = -3214762.893770 nChanged 6 SP:Iteration 83Q (21283.640000 sec): 3 clusters Score: Raw -3219701.938896 + Penalty 4938.756563 = -3214763.182334 nChanged 5 SP:Iteration 84Q (21283.920000 sec): 3 clusters Score: Raw -3219702.381854 + Penalty 4938.756563 = -3214763.625292 nChanged 2 SP:Iteration 85Q (21284.120000 sec): 3 clusters Score: Raw -3219702.490780 + Penalty 4938.756563 = -3214763.734217 nChanged 2 SP:Iteration 86Q (21284.400000 sec): 3 clusters Score: Raw -3219702.596100 + Penalty 4938.756563 = -3214763.839537 nChanged 1 SP:Iteration 87Q (21284.670000 sec): 3 clusters Score: Raw -3219702.637337 + Penalty 4938.756563 = -3214763.880775 nChanged 0 SP:Iteration 88F (21284.990000 sec): 3 clusters Score: Raw -3219702.637337 + Penalty 4938.756563 = -3214763.880775 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (144363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21285.690000 sec): 2 clusters Score: Raw -21862980.033221 + Penalty 2946.261388 = -21860033.771834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21286.580000 sec): 3 clusters Score: Raw -21769474.199694 + Penalty 5892.522775 = -21763581.676919 nChanged 68772 SP:Iteration 1F (21287.460000 sec): 3 clusters Score: Raw -21810266.654241 + Penalty 5892.522775 = -21804374.131466 nChanged 6023 SP:Iteration 2Q (21288.360000 sec): 3 clusters Score: Raw -21812385.289530 + Penalty 5892.522775 = -21806492.766755 nChanged 7549 SP:Iteration 3F (21289.210000 sec): 3 clusters Score: Raw -21815953.011758 + Penalty 5892.522775 = -21810060.488983 nChanged 9561 SP:Iteration 4F (21290.120000 sec): 3 clusters Score: Raw -21821843.416352 + Penalty 5892.522775 = -21815950.893577 nChanged 11392 SP:Iteration 5F (21291.020000 sec): 3 clusters Score: Raw -21830356.557434 + Penalty 5892.522775 = -21824464.034659 nChanged 11830 SP:Iteration 6F (21291.950000 sec): 3 clusters Score: Raw -21840229.648065 + Penalty 5892.522775 = -21834337.125290 nChanged 10216 SP:Iteration 7F (21292.880000 sec): 3 clusters Score: Raw -21849044.586389 + Penalty 5892.522775 = -21843152.063614 nChanged 7501 SP:Iteration 8F (21293.780000 sec): 3 clusters Score: Raw -21855392.450742 + Penalty 5892.522775 = -21849499.927967 nChanged 4843 SP:Iteration 9Q (21294.730000 sec): 3 clusters Score: Raw -21859222.525476 + Penalty 5892.522775 = -21853330.002701 nChanged 2750 SP:Iteration 10Q (21295.710000 sec): 3 clusters Score: Raw -21861213.792206 + Penalty 5892.522775 = -21855321.269431 nChanged 1559 SP:Iteration 11Q (21296.610000 sec): 3 clusters Score: Raw -21862279.889090 + Penalty 5892.522775 = -21856387.366315 nChanged 839 SP:Iteration 12Q (21297.490000 sec): 3 clusters Score: Raw -21862818.177624 + Penalty 5892.522775 = -21856925.654849 nChanged 461 SP:Iteration 13Q (21298.300000 sec): 3 clusters Score: Raw -21863107.861050 + Penalty 5892.522775 = -21857215.338275 nChanged 239 SP:Iteration 14Q (21299.050000 sec): 3 clusters Score: Raw -21863247.381981 + Penalty 5892.522775 = -21857354.859206 nChanged 129 SP:Iteration 15Q (21299.830000 sec): 3 clusters Score: Raw -21863310.431328 + Penalty 5892.522775 = -21857417.908553 nChanged 88 SP:Iteration 16Q (21300.610000 sec): 3 clusters Score: Raw -21863352.992365 + Penalty 5892.522775 = -21857460.469590 nChanged 71 SP:Iteration 17Q (21301.410000 sec): 3 clusters Score: Raw -21863390.868144 + Penalty 5892.522775 = -21857498.345369 nChanged 51 SP:Iteration 18Q (21302.130000 sec): 3 clusters Score: Raw -21863418.428979 + Penalty 5892.522775 = -21857525.906204 nChanged 39 SP:Iteration 19Q (21302.930000 sec): 3 clusters Score: Raw -21863443.827709 + Penalty 5892.522775 = -21857551.304934 nChanged 35 SP:Iteration 20F (21303.820000 sec): 3 clusters Score: Raw -21863467.245447 + Penalty 5892.522775 = -21857574.722672 nChanged 36 SP:Iteration 21Q (21304.590000 sec): 3 clusters Score: Raw -21863489.772270 + Penalty 5892.522775 = -21857597.249495 nChanged 26 SP:Iteration 22Q (21305.350000 sec): 3 clusters Score: Raw -21863504.652767 + Penalty 5892.522775 = -21857612.129992 nChanged 18 SP:Iteration 23Q (21306.190000 sec): 3 clusters Score: Raw -21863516.365363 + Penalty 5892.522775 = -21857623.842588 nChanged 19 SP:Iteration 24Q (21306.980000 sec): 3 clusters Score: Raw -21863522.638663 + Penalty 5892.522775 = -21857630.115888 nChanged 10 SP:Iteration 25Q (21307.740000 sec): 3 clusters Score: Raw -21863527.705383 + Penalty 5892.522775 = -21857635.182608 nChanged 8 SP:Iteration 26Q (21308.530000 sec): 3 clusters Score: Raw -21863531.423137 + Penalty 5892.522775 = -21857638.900362 nChanged 8 SP:Iteration 27Q (21309.310000 sec): 3 clusters Score: Raw -21863535.307581 + Penalty 5892.522775 = -21857642.784806 nChanged 4 SP:Iteration 28Q (21310.090000 sec): 3 clusters Score: Raw -21863536.844946 + Penalty 5892.522775 = -21857644.322171 nChanged 2 SP:Iteration 29Q (21310.850000 sec): 3 clusters Score: Raw -21863537.636755 + Penalty 5892.522775 = -21857645.113980 nChanged 3 SP:Iteration 30Q (21311.670000 sec): 3 clusters Score: Raw -21863538.887377 + Penalty 5892.522775 = -21857646.364602 nChanged 1 SP:Iteration 31Q (21312.430000 sec): 3 clusters Score: Raw -21863539.710026 + Penalty 5892.522775 = -21857647.187251 nChanged 2 SP:Iteration 32Q (21313.260000 sec): 3 clusters Score: Raw -21863541.234322 + Penalty 5892.522775 = -21857648.711547 nChanged 4 SP:Iteration 33Q (21314.110000 sec): 3 clusters Score: Raw -21863544.909797 + Penalty 5892.522775 = -21857652.387022 nChanged 9 SP:Iteration 34Q (21314.930000 sec): 3 clusters Score: Raw -21863551.176273 + Penalty 5892.522775 = -21857658.653498 nChanged 10 SP:Iteration 35Q (21315.830000 sec): 3 clusters Score: Raw -21863555.963141 + Penalty 5892.522775 = -21857663.440366 nChanged 7 SP:Iteration 36Q (21316.630000 sec): 3 clusters Score: Raw -21863558.213594 + Penalty 5892.522775 = -21857665.690819 nChanged 4 SP:Iteration 37Q (21317.460000 sec): 3 clusters Score: Raw -21863559.859067 + Penalty 5892.522775 = -21857667.336292 nChanged 2 SP:Iteration 38Q (21318.290000 sec): 3 clusters Score: Raw -21863560.750519 + Penalty 5892.522775 = -21857668.227743 nChanged 3 SP:Iteration 39Q (21319.160000 sec): 3 clusters Score: Raw -21863562.409117 + Penalty 5892.522775 = -21857669.886342 nChanged 5 SP:Iteration 40F (21320.070000 sec): 3 clusters Score: Raw -21863565.002274 + Penalty 5892.522775 = -21857672.479499 nChanged 5 SP:Iteration 41Q (21320.870000 sec): 3 clusters Score: Raw -21863567.773417 + Penalty 5892.522775 = -21857675.250642 nChanged 3 SP:Iteration 42Q (21321.650000 sec): 3 clusters Score: Raw -21863570.112175 + Penalty 5892.522775 = -21857677.589400 nChanged 1 SP:Iteration 43Q (21322.360000 sec): 3 clusters Score: Raw -21863570.830235 + Penalty 5892.522775 = -21857678.307460 nChanged 1 SP:Iteration 44Q (21323.080000 sec): 3 clusters Score: Raw -21863571.305345 + Penalty 5892.522775 = -21857678.782570 nChanged 1 SP:Iteration 45Q (21323.850000 sec): 3 clusters Score: Raw -21863572.071611 + Penalty 5892.522775 = -21857679.548836 nChanged 0 SP:Iteration 46F (21324.760000 sec): 3 clusters Score: Raw -21863572.071611 + Penalty 5892.522775 = -21857679.548836 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (17646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21325.010000 sec): 2 clusters Score: Raw -2673269.375075 + Penalty 2425.009573 = -2670844.365502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21325.300000 sec): 3 clusters Score: Raw -2663092.600480 + Penalty 4850.019146 = -2658242.581333 nChanged 7740 SP:Iteration 1F (21325.570000 sec): 3 clusters Score: Raw -2667251.680188 + Penalty 4850.019146 = -2662401.661042 nChanged 982 SP:Iteration 2F (21325.850000 sec): 3 clusters Score: Raw -2667605.076428 + Penalty 4850.019146 = -2662755.057281 nChanged 761 SP:Iteration 3Q (21326.110000 sec): 3 clusters Score: Raw -2667852.952862 + Penalty 4850.019146 = -2663002.933716 nChanged 656 SP:Iteration 4Q (21326.380000 sec): 3 clusters Score: Raw -2668070.305043 + Penalty 4850.019146 = -2663220.285897 nChanged 641 SP:Iteration 5Q (21326.680000 sec): 3 clusters Score: Raw -2668276.514021 + Penalty 4850.019146 = -2663426.494874 nChanged 617 SP:Iteration 6Q (21326.960000 sec): 3 clusters Score: Raw -2668502.259637 + Penalty 4850.019146 = -2663652.240491 nChanged 656 SP:Iteration 7Q (21327.270000 sec): 3 clusters Score: Raw -2668785.910495 + Penalty 4850.019146 = -2663935.891349 nChanged 762 SP:Iteration 8Q (21327.520000 sec): 3 clusters Score: Raw -2669175.255719 + Penalty 4850.019146 = -2664325.236573 nChanged 843 SP:Iteration 9Q (21327.850000 sec): 3 clusters Score: Raw -2669672.964443 + Penalty 4850.019146 = -2664822.945296 nChanged 887 SP:Iteration 10F (21328.160000 sec): 3 clusters Score: Raw -2670248.888332 + Penalty 4850.019146 = -2665398.869186 nChanged 882 SP:Iteration 11Q (21328.470000 sec): 3 clusters Score: Raw -2670857.106717 + Penalty 4850.019146 = -2666007.087570 nChanged 828 SP:Iteration 12Q (21328.780000 sec): 3 clusters Score: Raw -2671488.450068 + Penalty 4850.019146 = -2666638.430922 nChanged 730 SP:Iteration 13Q (21329.020000 sec): 3 clusters Score: Raw -2672069.257192 + Penalty 4850.019146 = -2667219.238045 nChanged 546 SP:Iteration 14Q (21329.330000 sec): 3 clusters Score: Raw -2672510.769671 + Penalty 4850.019146 = -2667660.750525 nChanged 397 SP:Iteration 15Q (21329.600000 sec): 3 clusters Score: Raw -2672834.023387 + Penalty 4850.019146 = -2667984.004241 nChanged 274 SP:Iteration 16Q (21329.910000 sec): 3 clusters Score: Raw -2673073.619302 + Penalty 4850.019146 = -2668223.600156 nChanged 198 SP:Iteration 17Q (21330.130000 sec): 3 clusters Score: Raw -2673254.136605 + Penalty 4850.019146 = -2668404.117459 nChanged 120 SP:Iteration 18Q (21330.380000 sec): 3 clusters Score: Raw -2673357.153722 + Penalty 4850.019146 = -2668507.134576 nChanged 62 SP:Iteration 19Q (21330.690000 sec): 3 clusters Score: Raw -2673413.599273 + Penalty 4850.019146 = -2668563.580127 nChanged 41 SP:Iteration 20F (21330.970000 sec): 3 clusters Score: Raw -2673447.287262 + Penalty 4850.019146 = -2668597.268116 nChanged 29 SP:Iteration 21Q (21331.220000 sec): 3 clusters Score: Raw -2673470.266448 + Penalty 4850.019146 = -2668620.247301 nChanged 18 SP:Iteration 22Q (21331.460000 sec): 3 clusters Score: Raw -2673487.127759 + Penalty 4850.019146 = -2668637.108613 nChanged 18 SP:Iteration 23Q (21331.700000 sec): 3 clusters Score: Raw -2673504.847583 + Penalty 4850.019146 = -2668654.828436 nChanged 14 SP:Iteration 24Q (21331.970000 sec): 3 clusters Score: Raw -2673519.030573 + Penalty 4850.019146 = -2668669.011427 nChanged 8 SP:Iteration 25Q (21332.190000 sec): 3 clusters Score: Raw -2673523.054724 + Penalty 4850.019146 = -2668673.035578 nChanged 10 SP:Iteration 26Q (21332.450000 sec): 3 clusters Score: Raw -2673530.238690 + Penalty 4850.019146 = -2668680.219544 nChanged 7 SP:Iteration 27Q (21332.690000 sec): 3 clusters Score: Raw -2673537.610035 + Penalty 4850.019146 = -2668687.590889 nChanged 6 SP:Iteration 28Q (21332.980000 sec): 3 clusters Score: Raw -2673543.074617 + Penalty 4850.019146 = -2668693.055470 nChanged 3 SP:Iteration 29Q (21333.260000 sec): 3 clusters Score: Raw -2673548.678128 + Penalty 4850.019146 = -2668698.658982 nChanged 9 SP:Iteration 30Q (21333.510000 sec): 3 clusters Score: Raw -2673559.397151 + Penalty 4850.019146 = -2668709.378005 nChanged 2 SP:Iteration 31Q (21333.750000 sec): 3 clusters Score: Raw -2673561.195265 + Penalty 4850.019146 = -2668711.176119 nChanged 2 SP:Iteration 32Q (21334.010000 sec): 3 clusters Score: Raw -2673562.415961 + Penalty 4850.019146 = -2668712.396815 nChanged 3 SP:Iteration 33Q (21334.290000 sec): 3 clusters Score: Raw -2673564.957770 + Penalty 4850.019146 = -2668714.938624 nChanged 2 SP:Iteration 34Q (21334.510000 sec): 3 clusters Score: Raw -2673565.999306 + Penalty 4850.019146 = -2668715.980160 nChanged 0 SP:Iteration 35F (21334.810000 sec): 3 clusters Score: Raw -2673565.999306 + Penalty 4850.019146 = -2668715.980160 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21334.900000 sec): 2 clusters Score: Raw -9150.667727 + Penalty 1158.861551 = -7991.806176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21335.100000 sec): 3 clusters Score: Raw -9684.087288 + Penalty 2317.723102 = -7366.364186 nChanged 10 SP:Iteration 1F (21335.320000 sec): 3 clusters Score: Raw -9791.574614 + Penalty 2317.723102 = -7473.851512 nChanged 4 SP:Iteration 2Q (21335.490000 sec): 3 clusters Score: Raw -9899.065140 + Penalty 2317.723102 = -7581.342038 nChanged 1 SP:Iteration 3Q (21335.650000 sec): 3 clusters Score: Raw -9971.929553 + Penalty 2317.723102 = -7654.206451 nChanged 1 SP:Iteration 4Q (21335.830000 sec): 3 clusters Score: Raw -9991.415247 + Penalty 2317.723102 = -7673.692146 nChanged 0 SP:Iteration 5F (21335.990000 sec): 3 clusters Score: Raw -9991.415247 + Penalty 2317.723102 = -7673.692146 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (4595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21336.100000 sec): 2 clusters Score: Raw -667277.041570 + Penalty 2091.315561 = -665185.726009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21336.340000 sec): 3 clusters Score: Raw -665089.627768 + Penalty 4182.631121 = -660906.996647 nChanged 1758 SP:Iteration 1F (21336.530000 sec): 3 clusters Score: Raw -666079.952846 + Penalty 4182.631121 = -661897.321725 nChanged 338 SP:Iteration 2F (21336.720000 sec): 3 clusters Score: Raw -666276.537386 + Penalty 4182.631121 = -662093.906264 nChanged 242 SP:Iteration 3F (21336.940000 sec): 3 clusters Score: Raw -666430.720997 + Penalty 4182.631121 = -662248.089875 nChanged 182 SP:Iteration 4Q (21337.110000 sec): 3 clusters Score: Raw -666528.753637 + Penalty 4182.631121 = -662346.122516 nChanged 128 SP:Iteration 5Q (21337.350000 sec): 3 clusters Score: Raw -666585.405587 + Penalty 4182.631121 = -662402.774466 nChanged 110 SP:Iteration 6Q (21337.530000 sec): 3 clusters Score: Raw -666637.813752 + Penalty 4182.631121 = -662455.182630 nChanged 81 SP:Iteration 7Q (21337.730000 sec): 3 clusters Score: Raw -666676.277380 + Penalty 4182.631121 = -662493.646259 nChanged 77 SP:Iteration 8Q (21337.960000 sec): 3 clusters Score: Raw -666713.502671 + Penalty 4182.631121 = -662530.871549 nChanged 76 SP:Iteration 9Q (21338.160000 sec): 3 clusters Score: Raw -666756.885709 + Penalty 4182.631121 = -662574.254587 nChanged 84 SP:Iteration 10Q (21338.390000 sec): 3 clusters Score: Raw -666803.571876 + Penalty 4182.631121 = -662620.940755 nChanged 91 SP:Iteration 11Q (21338.610000 sec): 3 clusters Score: Raw -666867.484855 + Penalty 4182.631121 = -662684.853734 nChanged 98 SP:Iteration 12Q (21338.780000 sec): 3 clusters Score: Raw -666947.180681 + Penalty 4182.631121 = -662764.549559 nChanged 127 SP:Iteration 13Q (21338.990000 sec): 3 clusters Score: Raw -667053.743248 + Penalty 4182.631121 = -662871.112127 nChanged 149 SP:Iteration 14Q (21339.190000 sec): 3 clusters Score: Raw -667177.197476 + Penalty 4182.631121 = -662994.566354 nChanged 157 SP:Iteration 15Q (21339.330000 sec): 3 clusters Score: Raw -667315.047919 + Penalty 4182.631121 = -663132.416798 nChanged 174 SP:Iteration 16Q (21339.540000 sec): 3 clusters Score: Raw -667467.305361 + Penalty 4182.631121 = -663284.674240 nChanged 176 SP:Iteration 17Q (21339.690000 sec): 3 clusters Score: Raw -667625.935163 + Penalty 4182.631121 = -663443.304041 nChanged 163 SP:Iteration 18Q (21339.880000 sec): 3 clusters Score: Raw -667757.647927 + Penalty 4182.631121 = -663575.016806 nChanged 146 SP:Iteration 19Q (21340.080000 sec): 3 clusters Score: Raw -667867.053625 + Penalty 4182.631121 = -663684.422504 nChanged 127 SP:Iteration 20F (21340.270000 sec): 3 clusters Score: Raw -667954.192660 + Penalty 4182.631121 = -663771.561539 nChanged 99 SP:Iteration 21Q (21340.450000 sec): 3 clusters Score: Raw -668007.382001 + Penalty 4182.631121 = -663824.750880 nChanged 69 SP:Iteration 22Q (21340.670000 sec): 3 clusters Score: Raw -668042.794504 + Penalty 4182.631121 = -663860.163382 nChanged 50 SP:Iteration 23Q (21340.860000 sec): 3 clusters Score: Raw -668065.404310 + Penalty 4182.631121 = -663882.773189 nChanged 36 SP:Iteration 24Q (21341.040000 sec): 3 clusters Score: Raw -668080.188116 + Penalty 4182.631121 = -663897.556994 nChanged 37 SP:Iteration 25Q (21341.230000 sec): 3 clusters Score: Raw -668094.705693 + Penalty 4182.631121 = -663912.074572 nChanged 31 SP:Iteration 26Q (21341.420000 sec): 3 clusters Score: Raw -668105.925994 + Penalty 4182.631121 = -663923.294873 nChanged 28 SP:Iteration 27Q (21341.640000 sec): 3 clusters Score: Raw -668116.043667 + Penalty 4182.631121 = -663933.412546 nChanged 15 SP:Iteration 28Q (21341.830000 sec): 3 clusters Score: Raw -668120.926227 + Penalty 4182.631121 = -663938.295106 nChanged 13 SP:Iteration 29Q (21342.070000 sec): 3 clusters Score: Raw -668125.802462 + Penalty 4182.631121 = -663943.171341 nChanged 13 SP:Iteration 30Q (21342.340000 sec): 3 clusters Score: Raw -668130.726427 + Penalty 4182.631121 = -663948.095306 nChanged 13 SP:Iteration 31Q (21342.570000 sec): 3 clusters Score: Raw -668135.037082 + Penalty 4182.631121 = -663952.405961 nChanged 11 SP:Iteration 32Q (21342.750000 sec): 3 clusters Score: Raw -668138.547795 + Penalty 4182.631121 = -663955.916674 nChanged 10 SP:Iteration 33Q (21342.950000 sec): 3 clusters Score: Raw -668141.735640 + Penalty 4182.631121 = -663959.104518 nChanged 6 SP:Iteration 34Q (21343.130000 sec): 3 clusters Score: Raw -668143.402290 + Penalty 4182.631121 = -663960.771168 nChanged 7 SP:Iteration 35Q (21343.360000 sec): 3 clusters Score: Raw -668146.182342 + Penalty 4182.631121 = -663963.551221 nChanged 9 SP:Iteration 36Q (21343.530000 sec): 3 clusters Score: Raw -668148.861242 + Penalty 4182.631121 = -663966.230121 nChanged 6 SP:Iteration 37Q (21343.730000 sec): 3 clusters Score: Raw -668150.584537 + Penalty 4182.631121 = -663967.953416 nChanged 6 SP:Iteration 38Q (21343.910000 sec): 3 clusters Score: Raw -668152.933648 + Penalty 4182.631121 = -663970.302526 nChanged 7 SP:Iteration 39Q (21344.100000 sec): 3 clusters Score: Raw -668156.303508 + Penalty 4182.631121 = -663973.672387 nChanged 15 SP:Iteration 40F (21344.290000 sec): 3 clusters Score: Raw -668163.204705 + Penalty 4182.631121 = -663980.573584 nChanged 14 SP:Iteration 41Q (21344.470000 sec): 3 clusters Score: Raw -668169.875919 + Penalty 4182.631121 = -663987.244798 nChanged 23 SP:Iteration 42Q (21344.670000 sec): 3 clusters Score: Raw -668180.421973 + Penalty 4182.631121 = -663997.790852 nChanged 19 SP:Iteration 43Q (21344.880000 sec): 3 clusters Score: Raw -668189.357963 + Penalty 4182.631121 = -664006.726842 nChanged 17 SP:Iteration 44Q (21345.060000 sec): 3 clusters Score: Raw -668196.630147 + Penalty 4182.631121 = -664013.999026 nChanged 16 SP:Iteration 45Q (21345.300000 sec): 3 clusters Score: Raw -668202.683784 + Penalty 4182.631121 = -664020.052663 nChanged 20 SP:Iteration 46Q (21345.460000 sec): 3 clusters Score: Raw -668210.292287 + Penalty 4182.631121 = -664027.661165 nChanged 17 SP:Iteration 47Q (21345.640000 sec): 3 clusters Score: Raw -668217.643766 + Penalty 4182.631121 = -664035.012645 nChanged 20 SP:Iteration 48Q (21345.870000 sec): 3 clusters Score: Raw -668227.596955 + Penalty 4182.631121 = -664044.965833 nChanged 16 SP:Iteration 49Q (21346.060000 sec): 3 clusters Score: Raw -668232.173204 + Penalty 4182.631121 = -664049.542083 nChanged 15 SP:Iteration 50Q (21346.250000 sec): 3 clusters Score: Raw -668236.697035 + Penalty 4182.631121 = -664054.065914 nChanged 17 SP:Iteration 51Q (21346.460000 sec): 3 clusters Score: Raw -668241.077683 + Penalty 4182.631121 = -664058.446562 nChanged 5 SP:Iteration 52Q (21346.670000 sec): 3 clusters Score: Raw -668242.192732 + Penalty 4182.631121 = -664059.561610 nChanged 4 SP:Iteration 53Q (21346.820000 sec): 3 clusters Score: Raw -668243.576165 + Penalty 4182.631121 = -664060.945044 nChanged 2 SP:Iteration 54Q (21347.030000 sec): 3 clusters Score: Raw -668244.051869 + Penalty 4182.631121 = -664061.420747 nChanged 0 SP:Iteration 55F (21347.230000 sec): 3 clusters Score: Raw -668244.051869 + Penalty 4182.631121 = -664061.420747 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21347.360000 sec): 2 clusters Score: Raw -63811.521251 + Penalty 1486.502434 = -62325.018817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21347.520000 sec): 3 clusters Score: Raw -64091.567714 + Penalty 2973.004868 = -61118.562846 nChanged 74 SP:Iteration 1F (21347.700000 sec): 3 clusters Score: Raw -64420.349563 + Penalty 2973.004868 = -61447.344696 nChanged 32 SP:Iteration 2F (21347.900000 sec): 3 clusters Score: Raw -64656.650949 + Penalty 2973.004868 = -61683.646081 nChanged 20 SP:Iteration 3Q (21348.020000 sec): 3 clusters Score: Raw -64763.470285 + Penalty 2973.004868 = -61790.465417 nChanged 11 SP:Iteration 4Q (21348.210000 sec): 3 clusters Score: Raw -64816.373668 + Penalty 2973.004868 = -61843.368800 nChanged 2 SP:Iteration 5Q (21348.410000 sec): 3 clusters Score: Raw -64841.176918 + Penalty 2973.004868 = -61868.172050 nChanged 0 SP:Iteration 6F (21348.580000 sec): 3 clusters Score: Raw -64843.644600 + Penalty 2973.004868 = -61870.639732 nChanged 1 SP:Iteration 7Q (21348.750000 sec): 3 clusters Score: Raw -64853.990021 + Penalty 2973.004868 = -61880.985153 nChanged 0 SP:Iteration 8F (21348.940000 sec): 3 clusters Score: Raw -64853.990021 + Penalty 2973.004868 = -61880.985153 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21349.040000 sec): 2 clusters Score: Raw -41849.974343 + Penalty 1418.637321 = -40431.337022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21349.210000 sec): 3 clusters Score: Raw -41983.961535 + Penalty 2837.274641 = -39146.686894 nChanged 47 SP:Iteration 1F (21349.380000 sec): 3 clusters Score: Raw -42114.147384 + Penalty 2837.274641 = -39276.872743 nChanged 14 SP:Iteration 2Q (21349.610000 sec): 3 clusters Score: Raw -42161.810648 + Penalty 2837.274641 = -39324.536007 nChanged 2 SP:Iteration 3Q (21349.780000 sec): 3 clusters Score: Raw -42170.961906 + Penalty 2837.274641 = -39333.687265 nChanged 2 SP:Iteration 4Q (21349.960000 sec): 3 clusters Score: Raw -42176.679175 + Penalty 2837.274641 = -39339.404534 nChanged 3 SP:Iteration 5Q (21350.180000 sec): 3 clusters Score: Raw -42229.539308 + Penalty 2837.274641 = -39392.264667 nChanged 7 SP:Iteration 6Q (21350.340000 sec): 3 clusters Score: Raw -42273.027040 + Penalty 2837.274641 = -39435.752399 nChanged 14 SP:Iteration 7Q (21350.540000 sec): 3 clusters Score: Raw -42394.079140 + Penalty 2837.274641 = -39556.804499 nChanged 13 SP:Iteration 8Q (21350.770000 sec): 3 clusters Score: Raw -42437.853342 + Penalty 2837.274641 = -39600.578701 nChanged 7 SP:Iteration 9Q (21350.920000 sec): 3 clusters Score: Raw -42467.434080 + Penalty 2837.274641 = -39630.159439 nChanged 7 SP:Iteration 10Q (21351.140000 sec): 3 clusters Score: Raw -42503.094655 + Penalty 2837.274641 = -39665.820014 nChanged 8 SP:Iteration 11Q (21351.300000 sec): 3 clusters Score: Raw -42542.264836 + Penalty 2837.274641 = -39704.990195 nChanged 4 SP:Iteration 12Q (21351.470000 sec): 3 clusters Score: Raw -42562.009848 + Penalty 2837.274641 = -39724.735207 nChanged 5 SP:Iteration 13Q (21351.610000 sec): 3 clusters Score: Raw -42588.791401 + Penalty 2837.274641 = -39751.516760 nChanged 2 SP:Iteration 14Q (21351.770000 sec): 3 clusters Score: Raw -42597.159794 + Penalty 2837.274641 = -39759.885153 nChanged 1 SP:Iteration 15Q (21351.990000 sec): 3 clusters Score: Raw -42599.785473 + Penalty 2837.274641 = -39762.510832 nChanged 0 SP:Iteration 16F (21352.140000 sec): 3 clusters Score: Raw -42599.785473 + Penalty 2837.274641 = -39762.510832 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21352.240000 sec): 2 clusters Score: Raw -41226.113208 + Penalty 1410.369888 = -39815.743319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21352.410000 sec): 3 clusters Score: Raw -41350.496521 + Penalty 2820.739777 = -38529.756745 nChanged 32 SP:Iteration 1F (21352.610000 sec): 3 clusters Score: Raw -41468.463543 + Penalty 2820.739777 = -38647.723766 nChanged 7 SP:Iteration 2Q (21352.770000 sec): 3 clusters Score: Raw -41505.769517 + Penalty 2820.739777 = -38685.029740 nChanged 6 SP:Iteration 3Q (21352.940000 sec): 3 clusters Score: Raw -41526.356198 + Penalty 2820.739777 = -38705.616422 nChanged 3 SP:Iteration 4Q (21353.160000 sec): 3 clusters Score: Raw -41537.446289 + Penalty 2820.739777 = -38716.706512 nChanged 1 SP:Iteration 5Q (21353.310000 sec): 3 clusters Score: Raw -41542.745993 + Penalty 2820.739777 = -38722.006216 nChanged 1 SP:Iteration 6Q (21353.490000 sec): 3 clusters Score: Raw -41545.233122 + Penalty 2820.739777 = -38724.493345 nChanged 1 SP:Iteration 7Q (21353.670000 sec): 3 clusters Score: Raw -41546.422049 + Penalty 2820.739777 = -38725.682272 nChanged 0 SP:Iteration 8F (21353.860000 sec): 3 clusters Score: Raw -41546.422049 + Penalty 2820.739777 = -38725.682272 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21353.960000 sec): 2 clusters Score: Raw -24635.523514 + Penalty 1412.045570 = -23223.477943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21354.150000 sec): 3 clusters Score: Raw -24908.831235 + Penalty 2824.091141 = -22084.740094 nChanged 53 SP:Iteration 1F (21354.370000 sec): 3 clusters Score: Raw -25169.834402 + Penalty 2824.091141 = -22345.743262 nChanged 16 SP:Iteration 2F (21354.550000 sec): 3 clusters Score: Raw -25252.484726 + Penalty 2824.091141 = -22428.393585 nChanged 11 SP:Iteration 3Q (21354.690000 sec): 3 clusters Score: Raw -25303.541201 + Penalty 2824.091141 = -22479.450061 nChanged 8 SP:Iteration 4Q (21354.930000 sec): 3 clusters Score: Raw -25446.906512 + Penalty 2824.091141 = -22622.815371 nChanged 9 SP:Iteration 5Q (21355.100000 sec): 3 clusters Score: Raw -25505.043564 + Penalty 2824.091141 = -22680.952423 nChanged 4 SP:Iteration 6Q (21355.280000 sec): 3 clusters Score: Raw -25545.081101 + Penalty 2824.091141 = -22720.989960 nChanged 4 SP:Iteration 7Q (21355.560000 sec): 3 clusters Score: Raw -25627.642048 + Penalty 2824.091141 = -22803.550907 nChanged 4 SP:Iteration 8Q (21355.740000 sec): 3 clusters Score: Raw -25683.821986 + Penalty 2824.091141 = -22859.730845 nChanged 4 SP:Iteration 9Q (21356.030000 sec): 3 clusters Score: Raw -25700.842308 + Penalty 2824.091141 = -22876.751167 nChanged 4 SP:Iteration 10Q (21356.260000 sec): 3 clusters Score: Raw -25736.845845 + Penalty 2824.091141 = -22912.754704 nChanged 7 SP:Iteration 11Q (21356.440000 sec): 3 clusters Score: Raw -25772.905042 + Penalty 2824.091141 = -22948.813901 nChanged 5 SP:Iteration 12Q (21356.600000 sec): 3 clusters Score: Raw -25811.318243 + Penalty 2824.091141 = -22987.227102 nChanged 8 SP:Iteration 13Q (21356.810000 sec): 3 clusters Score: Raw -25890.632779 + Penalty 2824.091141 = -23066.541638 nChanged 2 SP:Iteration 14Q (21357.030000 sec): 3 clusters Score: Raw -25923.450873 + Penalty 2824.091141 = -23099.359732 nChanged 2 SP:Iteration 15Q (21357.170000 sec): 3 clusters Score: Raw -25934.842049 + Penalty 2824.091141 = -23110.750908 nChanged 3 SP:Iteration 16Q (21357.390000 sec): 3 clusters Score: Raw -25948.985265 + Penalty 2824.091141 = -23124.894124 nChanged 1 SP:Iteration 17Q (21357.530000 sec): 3 clusters Score: Raw -25952.438199 + Penalty 2824.091141 = -23128.347058 nChanged 1 SP:Iteration 18Q (21357.690000 sec): 3 clusters Score: Raw -25965.661779 + Penalty 2824.091141 = -23141.570638 nChanged 1 SP:Iteration 19Q (21357.890000 sec): 3 clusters Score: Raw -25984.182040 + Penalty 2824.091141 = -23160.090900 nChanged 1 SP:Iteration 20F (21358.070000 sec): 3 clusters Score: Raw -25997.826013 + Penalty 2824.091141 = -23173.734872 nChanged 2 SP:Iteration 21Q (21358.300000 sec): 3 clusters Score: Raw -26037.084080 + Penalty 2824.091141 = -23212.992939 nChanged 2 SP:Iteration 22Q (21358.460000 sec): 3 clusters Score: Raw -26060.484135 + Penalty 2824.091141 = -23236.392994 nChanged 3 SP:Iteration 23Q (21358.640000 sec): 3 clusters Score: Raw -26083.696563 + Penalty 2824.091141 = -23259.605423 nChanged 3 SP:Iteration 24Q (21358.850000 sec): 3 clusters Score: Raw -26150.780765 + Penalty 2824.091141 = -23326.689624 nChanged 1 SP:Iteration 25Q (21359.030000 sec): 3 clusters Score: Raw -26154.711943 + Penalty 2824.091141 = -23330.620802 nChanged 0 SP:Iteration 26F (21359.210000 sec): 3 clusters Score: Raw -26154.711943 + Penalty 2824.091141 = -23330.620802 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 70. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21359.290000 sec): 2 clusters Score: Raw -10159.098412 + Penalty 1098.842566 = -9060.255846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21359.460000 sec): 3 clusters Score: Raw -10567.727044 + Penalty 2197.685132 = -8370.041912 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (3983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21359.580000 sec): 2 clusters Score: Raw -606915.494336 + Penalty 2055.868065 = -604859.626271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21359.770000 sec): 3 clusters Score: Raw -605060.826605 + Penalty 4111.736129 = -600949.090475 nChanged 1465 SP:Iteration 1F (21359.950000 sec): 3 clusters Score: Raw -605987.277644 + Penalty 4111.736129 = -601875.541515 nChanged 343 SP:Iteration 2F (21360.180000 sec): 3 clusters Score: Raw -606255.632560 + Penalty 4111.736129 = -602143.896431 nChanged 243 SP:Iteration 3F (21360.390000 sec): 3 clusters Score: Raw -606485.952258 + Penalty 4111.736129 = -602374.216128 nChanged 210 SP:Iteration 4F (21360.590000 sec): 3 clusters Score: Raw -606725.043426 + Penalty 4111.736129 = -602613.307297 nChanged 217 SP:Iteration 5F (21360.790000 sec): 3 clusters Score: Raw -606962.654120 + Penalty 4111.736129 = -602850.917991 nChanged 195 SP:Iteration 6Q (21360.960000 sec): 3 clusters Score: Raw -607163.146623 + Penalty 4111.736129 = -603051.410494 nChanged 151 SP:Iteration 7Q (21361.210000 sec): 3 clusters Score: Raw -607298.330670 + Penalty 4111.736129 = -603186.594540 nChanged 143 SP:Iteration 8Q (21361.380000 sec): 3 clusters Score: Raw -607410.508409 + Penalty 4111.736129 = -603298.772280 nChanged 110 SP:Iteration 9Q (21361.590000 sec): 3 clusters Score: Raw -607490.720591 + Penalty 4111.736129 = -603378.984462 nChanged 87 SP:Iteration 10Q (21361.770000 sec): 3 clusters Score: Raw -607553.550491 + Penalty 4111.736129 = -603441.814362 nChanged 73 SP:Iteration 11Q (21361.960000 sec): 3 clusters Score: Raw -607599.635525 + Penalty 4111.736129 = -603487.899396 nChanged 48 SP:Iteration 12Q (21362.150000 sec): 3 clusters Score: Raw -607632.243636 + Penalty 4111.736129 = -603520.507507 nChanged 43 SP:Iteration 13Q (21362.340000 sec): 3 clusters Score: Raw -607656.852005 + Penalty 4111.736129 = -603545.115875 nChanged 29 SP:Iteration 14Q (21362.550000 sec): 3 clusters Score: Raw -607673.771740 + Penalty 4111.736129 = -603562.035611 nChanged 25 SP:Iteration 15Q (21362.760000 sec): 3 clusters Score: Raw -607691.393565 + Penalty 4111.736129 = -603579.657436 nChanged 27 SP:Iteration 16Q (21362.930000 sec): 3 clusters Score: Raw -607708.479444 + Penalty 4111.736129 = -603596.743315 nChanged 21 SP:Iteration 17Q (21363.150000 sec): 3 clusters Score: Raw -607720.768269 + Penalty 4111.736129 = -603609.032140 nChanged 16 SP:Iteration 18Q (21363.340000 sec): 3 clusters Score: Raw -607728.913665 + Penalty 4111.736129 = -603617.177536 nChanged 22 SP:Iteration 19Q (21363.550000 sec): 3 clusters Score: Raw -607738.921416 + Penalty 4111.736129 = -603627.185286 nChanged 11 SP:Iteration 20F (21363.770000 sec): 3 clusters Score: Raw -607743.961434 + Penalty 4111.736129 = -603632.225305 nChanged 5 SP:Iteration 21Q (21363.970000 sec): 3 clusters Score: Raw -607745.929557 + Penalty 4111.736129 = -603634.193428 nChanged 2 SP:Iteration 22Q (21364.160000 sec): 3 clusters Score: Raw -607746.431351 + Penalty 4111.736129 = -603634.695222 nChanged 1 SP:Iteration 23Q (21364.350000 sec): 3 clusters Score: Raw -607747.020968 + Penalty 4111.736129 = -603635.284838 nChanged 1 SP:Iteration 24Q (21364.560000 sec): 3 clusters Score: Raw -607747.605673 + Penalty 4111.736129 = -603635.869544 nChanged 1 SP:Iteration 25Q (21364.760000 sec): 3 clusters Score: Raw -607747.921033 + Penalty 4111.736129 = -603636.184904 nChanged 0 SP:Iteration 26F (21364.950000 sec): 3 clusters Score: Raw -607747.921033 + Penalty 4111.736129 = -603636.184904 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21365.080000 sec): 2 clusters Score: Raw -37519.636952 + Penalty 1396.540522 = -36123.096430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21365.250000 sec): 3 clusters Score: Raw -37710.792845 + Penalty 2793.081044 = -34917.711801 nChanged 42 SP:Iteration 1F (21365.420000 sec): 3 clusters Score: Raw -37870.754973 + Penalty 2793.081044 = -35077.673929 nChanged 12 SP:Iteration 2Q (21365.580000 sec): 3 clusters Score: Raw -37928.610375 + Penalty 2793.081044 = -35135.529331 nChanged 3 SP:Iteration 3Q (21365.770000 sec): 3 clusters Score: Raw -37944.691416 + Penalty 2793.081044 = -35151.610372 nChanged 0 SP:Iteration 4F (21365.910000 sec): 3 clusters Score: Raw -37944.691416 + Penalty 2793.081044 = -35151.610372 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21366.000000 sec): 2 clusters Score: Raw -43537.732142 + Penalty 1406.984170 = -42130.747972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21366.170000 sec): 3 clusters Score: Raw -43672.886435 + Penalty 2813.968341 = -40858.918095 nChanged 31 SP:Iteration 1F (21366.380000 sec): 3 clusters Score: Raw -43788.221604 + Penalty 2813.968341 = -40974.253263 nChanged 10 SP:Iteration 2Q (21366.540000 sec): 3 clusters Score: Raw -43833.606377 + Penalty 2813.968341 = -41019.638036 nChanged 8 SP:Iteration 3Q (21366.740000 sec): 3 clusters Score: Raw -43873.188764 + Penalty 2813.968341 = -41059.220424 nChanged 2 SP:Iteration 4Q (21366.930000 sec): 3 clusters Score: Raw -43880.158264 + Penalty 2813.968341 = -41066.189924 nChanged 1 SP:Iteration 5Q (21367.090000 sec): 3 clusters Score: Raw -43882.876294 + Penalty 2813.968341 = -41068.907954 nChanged 1 SP:Iteration 6Q (21367.270000 sec): 3 clusters Score: Raw -43883.844154 + Penalty 2813.968341 = -41069.875813 nChanged 1 SP:Iteration 7Q (21367.500000 sec): 3 clusters Score: Raw -43893.881741 + Penalty 2813.968341 = -41079.913401 nChanged 1 SP:Iteration 8Q (21367.660000 sec): 3 clusters Score: Raw -43900.200266 + Penalty 2813.968341 = -41086.231925 nChanged 0 SP:Iteration 9F (21367.820000 sec): 3 clusters Score: Raw -43900.200266 + Penalty 2813.968341 = -41086.231925 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (6506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21367.910000 sec): 2 clusters Score: Raw -981762.340870 + Penalty 2177.559067 = -979584.781804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21368.110000 sec): 3 clusters Score: Raw -978503.406377 + Penalty 4355.118133 = -974148.288244 nChanged 2587 SP:Iteration 1F (21368.320000 sec): 3 clusters Score: Raw -980038.455808 + Penalty 4355.118133 = -975683.337675 nChanged 488 SP:Iteration 2F (21368.540000 sec): 3 clusters Score: Raw -980327.515891 + Penalty 4355.118133 = -975972.397758 nChanged 366 SP:Iteration 3F (21368.760000 sec): 3 clusters Score: Raw -980534.347328 + Penalty 4355.118133 = -976179.229195 nChanged 296 SP:Iteration 4Q (21368.940000 sec): 3 clusters Score: Raw -980709.325996 + Penalty 4355.118133 = -976354.207863 nChanged 248 SP:Iteration 5Q (21369.150000 sec): 3 clusters Score: Raw -980879.713739 + Penalty 4355.118133 = -976524.595606 nChanged 263 SP:Iteration 6Q (21369.390000 sec): 3 clusters Score: Raw -981057.973212 + Penalty 4355.118133 = -976702.855079 nChanged 242 SP:Iteration 7Q (21369.590000 sec): 3 clusters Score: Raw -981219.924832 + Penalty 4355.118133 = -976864.806699 nChanged 228 SP:Iteration 8Q (21369.800000 sec): 3 clusters Score: Raw -981356.030352 + Penalty 4355.118133 = -977000.912219 nChanged 195 SP:Iteration 9Q (21370.010000 sec): 3 clusters Score: Raw -981469.445791 + Penalty 4355.118133 = -977114.327658 nChanged 171 SP:Iteration 10Q (21370.200000 sec): 3 clusters Score: Raw -981562.870086 + Penalty 4355.118133 = -977207.751953 nChanged 135 SP:Iteration 11Q (21370.450000 sec): 3 clusters Score: Raw -981641.140000 + Penalty 4355.118133 = -977286.021867 nChanged 139 SP:Iteration 12Q (21370.690000 sec): 3 clusters Score: Raw -981717.396588 + Penalty 4355.118133 = -977362.278455 nChanged 148 SP:Iteration 13Q (21370.910000 sec): 3 clusters Score: Raw -981801.073085 + Penalty 4355.118133 = -977445.954952 nChanged 144 SP:Iteration 14Q (21371.160000 sec): 3 clusters Score: Raw -981887.792282 + Penalty 4355.118133 = -977532.674149 nChanged 156 SP:Iteration 15Q (21371.410000 sec): 3 clusters Score: Raw -981979.370237 + Penalty 4355.118133 = -977624.252104 nChanged 139 SP:Iteration 16Q (21371.630000 sec): 3 clusters Score: Raw -982062.167351 + Penalty 4355.118133 = -977707.049218 nChanged 150 SP:Iteration 17Q (21371.850000 sec): 3 clusters Score: Raw -982136.102580 + Penalty 4355.118133 = -977780.984447 nChanged 124 SP:Iteration 18Q (21372.080000 sec): 3 clusters Score: Raw -982187.784860 + Penalty 4355.118133 = -977832.666727 nChanged 85 SP:Iteration 19Q (21372.260000 sec): 3 clusters Score: Raw -982220.209515 + Penalty 4355.118133 = -977865.091382 nChanged 82 SP:Iteration 20F (21372.460000 sec): 3 clusters Score: Raw -982249.738704 + Penalty 4355.118133 = -977894.620571 nChanged 65 SP:Iteration 21Q (21372.690000 sec): 3 clusters Score: Raw -982274.073762 + Penalty 4355.118133 = -977918.955629 nChanged 69 SP:Iteration 22Q (21372.910000 sec): 3 clusters Score: Raw -982299.668390 + Penalty 4355.118133 = -977944.550256 nChanged 57 SP:Iteration 23Q (21373.170000 sec): 3 clusters Score: Raw -982317.418754 + Penalty 4355.118133 = -977962.300621 nChanged 59 SP:Iteration 24Q (21373.420000 sec): 3 clusters Score: Raw -982336.139980 + Penalty 4355.118133 = -977981.021847 nChanged 56 SP:Iteration 25Q (21373.780000 sec): 3 clusters Score: Raw -982351.931891 + Penalty 4355.118133 = -977996.813758 nChanged 44 SP:Iteration 26Q (21374.010000 sec): 3 clusters Score: Raw -982365.684561 + Penalty 4355.118133 = -978010.566427 nChanged 38 SP:Iteration 27Q (21374.250000 sec): 3 clusters Score: Raw -982375.205401 + Penalty 4355.118133 = -978020.087268 nChanged 28 SP:Iteration 28Q (21374.430000 sec): 3 clusters Score: Raw -982382.500686 + Penalty 4355.118133 = -978027.382553 nChanged 36 SP:Iteration 29Q (21374.660000 sec): 3 clusters Score: Raw -982393.459847 + Penalty 4355.118133 = -978038.341714 nChanged 36 SP:Iteration 30Q (21374.840000 sec): 3 clusters Score: Raw -982404.743009 + Penalty 4355.118133 = -978049.624876 nChanged 34 SP:Iteration 31Q (21375.050000 sec): 3 clusters Score: Raw -982414.311494 + Penalty 4355.118133 = -978059.193361 nChanged 37 SP:Iteration 32Q (21375.260000 sec): 3 clusters Score: Raw -982424.432495 + Penalty 4355.118133 = -978069.314362 nChanged 24 SP:Iteration 33Q (21375.460000 sec): 3 clusters Score: Raw -982430.785318 + Penalty 4355.118133 = -978075.667185 nChanged 21 SP:Iteration 34Q (21375.710000 sec): 3 clusters Score: Raw -982436.610472 + Penalty 4355.118133 = -978081.492339 nChanged 24 SP:Iteration 35Q (21375.910000 sec): 3 clusters Score: Raw -982442.416775 + Penalty 4355.118133 = -978087.298642 nChanged 22 SP:Iteration 36Q (21376.140000 sec): 3 clusters Score: Raw -982447.651451 + Penalty 4355.118133 = -978092.533318 nChanged 19 SP:Iteration 37Q (21376.380000 sec): 3 clusters Score: Raw -982453.082573 + Penalty 4355.118133 = -978097.964440 nChanged 20 SP:Iteration 38Q (21376.590000 sec): 3 clusters Score: Raw -982459.158316 + Penalty 4355.118133 = -978104.040183 nChanged 16 SP:Iteration 39Q (21376.840000 sec): 3 clusters Score: Raw -982463.639342 + Penalty 4355.118133 = -978108.521209 nChanged 26 SP:Iteration 40F (21377.050000 sec): 3 clusters Score: Raw -982469.457083 + Penalty 4355.118133 = -978114.338949 nChanged 20 SP:Iteration 41Q (21377.300000 sec): 3 clusters Score: Raw -982474.564163 + Penalty 4355.118133 = -978119.446030 nChanged 10 SP:Iteration 42Q (21377.470000 sec): 3 clusters Score: Raw -982476.833285 + Penalty 4355.118133 = -978121.715152 nChanged 12 SP:Iteration 43Q (21377.690000 sec): 3 clusters Score: Raw -982479.996903 + Penalty 4355.118133 = -978124.878770 nChanged 13 SP:Iteration 44Q (21377.930000 sec): 3 clusters Score: Raw -982483.190326 + Penalty 4355.118133 = -978128.072192 nChanged 13 SP:Iteration 45Q (21378.130000 sec): 3 clusters Score: Raw -982487.229490 + Penalty 4355.118133 = -978132.111357 nChanged 16 SP:Iteration 46Q (21378.310000 sec): 3 clusters Score: Raw -982491.247936 + Penalty 4355.118133 = -978136.129803 nChanged 25 SP:Iteration 47Q (21378.530000 sec): 3 clusters Score: Raw -982497.543107 + Penalty 4355.118133 = -978142.424974 nChanged 22 SP:Iteration 48Q (21378.750000 sec): 3 clusters Score: Raw -982506.228600 + Penalty 4355.118133 = -978151.110467 nChanged 37 SP:Iteration 49Q (21379.000000 sec): 3 clusters Score: Raw -982520.059852 + Penalty 4355.118133 = -978164.941719 nChanged 42 SP:Iteration 50Q (21379.230000 sec): 3 clusters Score: Raw -982540.247562 + Penalty 4355.118133 = -978185.129429 nChanged 45 SP:Iteration 51Q (21379.490000 sec): 3 clusters Score: Raw -982559.018068 + Penalty 4355.118133 = -978203.899935 nChanged 46 SP:Iteration 52Q (21379.710000 sec): 3 clusters Score: Raw -982577.379818 + Penalty 4355.118133 = -978222.261685 nChanged 39 SP:Iteration 53Q (21379.890000 sec): 3 clusters Score: Raw -982593.730764 + Penalty 4355.118133 = -978238.612631 nChanged 42 SP:Iteration 54Q (21380.090000 sec): 3 clusters Score: Raw -982609.752973 + Penalty 4355.118133 = -978254.634840 nChanged 47 SP:Iteration 55Q (21380.340000 sec): 3 clusters Score: Raw -982626.573121 + Penalty 4355.118133 = -978271.454988 nChanged 40 SP:Iteration 56Q (21380.570000 sec): 3 clusters Score: Raw -982642.155945 + Penalty 4355.118133 = -978287.037812 nChanged 44 SP:Iteration 57Q (21380.770000 sec): 3 clusters Score: Raw -982658.357403 + Penalty 4355.118133 = -978303.239270 nChanged 28 SP:Iteration 58Q (21381.010000 sec): 3 clusters Score: Raw -982669.016399 + Penalty 4355.118133 = -978313.898265 nChanged 36 SP:Iteration 59Q (21381.220000 sec): 3 clusters Score: Raw -982684.551851 + Penalty 4355.118133 = -978329.433718 nChanged 30 SP:Iteration 60F (21381.380000 sec): 3 clusters Score: Raw -982696.740050 + Penalty 4355.118133 = -978341.621917 nChanged 30 SP:Iteration 61Q (21381.600000 sec): 3 clusters Score: Raw -982707.780801 + Penalty 4355.118133 = -978352.662668 nChanged 23 SP:Iteration 62Q (21381.770000 sec): 3 clusters Score: Raw -982715.852252 + Penalty 4355.118133 = -978360.734119 nChanged 22 SP:Iteration 63Q (21381.980000 sec): 3 clusters Score: Raw -982723.643199 + Penalty 4355.118133 = -978368.525066 nChanged 18 SP:Iteration 64Q (21382.150000 sec): 3 clusters Score: Raw -982729.559838 + Penalty 4355.118133 = -978374.441705 nChanged 13 SP:Iteration 65Q (21382.340000 sec): 3 clusters Score: Raw -982734.232305 + Penalty 4355.118133 = -978379.114172 nChanged 10 SP:Iteration 66Q (21382.520000 sec): 3 clusters Score: Raw -982737.174049 + Penalty 4355.118133 = -978382.055916 nChanged 6 SP:Iteration 67Q (21382.690000 sec): 3 clusters Score: Raw -982738.848795 + Penalty 4355.118133 = -978383.730662 nChanged 6 SP:Iteration 68Q (21382.880000 sec): 3 clusters Score: Raw -982740.680829 + Penalty 4355.118133 = -978385.562696 nChanged 5 SP:Iteration 69Q (21383.140000 sec): 3 clusters Score: Raw -982742.471694 + Penalty 4355.118133 = -978387.353561 nChanged 2 SP:Iteration 70Q (21383.290000 sec): 3 clusters Score: Raw -982742.720321 + Penalty 4355.118133 = -978387.602188 nChanged 2 SP:Iteration 71Q (21383.530000 sec): 3 clusters Score: Raw -982743.105556 + Penalty 4355.118133 = -978387.987423 nChanged 0 SP:Iteration 72F (21383.650000 sec): 3 clusters Score: Raw -982743.105556 + Penalty 4355.118133 = -978387.987423 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (2432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21383.730000 sec): 2 clusters Score: Raw -371769.546785 + Penalty 1933.524372 = -369836.022412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21383.910000 sec): 3 clusters Score: Raw -370826.117074 + Penalty 3867.048745 = -366959.068330 nChanged 810 SP:Iteration 1F (21384.120000 sec): 3 clusters Score: Raw -371347.727100 + Penalty 3867.048745 = -367480.678356 nChanged 177 SP:Iteration 2F (21384.290000 sec): 3 clusters Score: Raw -371477.123331 + Penalty 3867.048745 = -367610.074587 nChanged 113 SP:Iteration 3Q (21384.480000 sec): 3 clusters Score: Raw -371561.915919 + Penalty 3867.048745 = -367694.867174 nChanged 78 SP:Iteration 4Q (21384.630000 sec): 3 clusters Score: Raw -371622.829885 + Penalty 3867.048745 = -367755.781140 nChanged 59 SP:Iteration 5Q (21384.850000 sec): 3 clusters Score: Raw -371662.432220 + Penalty 3867.048745 = -367795.383475 nChanged 41 SP:Iteration 6Q (21384.990000 sec): 3 clusters Score: Raw -371693.005498 + Penalty 3867.048745 = -367825.956753 nChanged 33 SP:Iteration 7Q (21385.160000 sec): 3 clusters Score: Raw -371716.356076 + Penalty 3867.048745 = -367849.307331 nChanged 21 SP:Iteration 8Q (21385.370000 sec): 3 clusters Score: Raw -371728.186770 + Penalty 3867.048745 = -367861.138026 nChanged 13 SP:Iteration 9Q (21385.600000 sec): 3 clusters Score: Raw -371739.343930 + Penalty 3867.048745 = -367872.295185 nChanged 8 SP:Iteration 10Q (21385.720000 sec): 3 clusters Score: Raw -371744.795811 + Penalty 3867.048745 = -367877.747066 nChanged 6 SP:Iteration 11Q (21385.870000 sec): 3 clusters Score: Raw -371746.834483 + Penalty 3867.048745 = -367879.785739 nChanged 5 SP:Iteration 12Q (21386.070000 sec): 3 clusters Score: Raw -371748.723826 + Penalty 3867.048745 = -367881.675082 nChanged 4 SP:Iteration 13Q (21386.270000 sec): 3 clusters Score: Raw -371750.391428 + Penalty 3867.048745 = -367883.342683 nChanged 4 SP:Iteration 14Q (21386.430000 sec): 3 clusters Score: Raw -371752.077470 + Penalty 3867.048745 = -367885.028725 nChanged 1 SP:Iteration 15Q (21386.620000 sec): 3 clusters Score: Raw -371752.773425 + Penalty 3867.048745 = -367885.724681 nChanged 2 SP:Iteration 16Q (21386.800000 sec): 3 clusters Score: Raw -371753.233050 + Penalty 3867.048745 = -367886.184305 nChanged 0 SP:Iteration 17F (21387.010000 sec): 3 clusters Score: Raw -371753.233050 + Penalty 3867.048745 = -367886.184305 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21387.120000 sec): 2 clusters Score: Raw -15804.561611 + Penalty 1232.513698 = -14572.047912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21387.350000 sec): 3 clusters Score: Raw -16156.800948 + Penalty 2465.027397 = -13691.773552 nChanged 19 SP:Iteration 1F (21387.560000 sec): 3 clusters Score: Raw -16269.655836 + Penalty 2465.027397 = -13804.628439 nChanged 2 SP:Iteration 2Q (21387.730000 sec): 3 clusters Score: Raw -16309.838689 + Penalty 2465.027397 = -13844.811292 nChanged 1 SP:Iteration 3Q (21387.900000 sec): 3 clusters Score: Raw -16327.447988 + Penalty 2465.027397 = -13862.420591 nChanged 1 SP:Iteration 4Q (21388.120000 sec): 3 clusters Score: Raw -16345.568592 + Penalty 2465.027397 = -13880.541195 nChanged 2 SP:Iteration 5Q (21388.270000 sec): 3 clusters Score: Raw -16362.250621 + Penalty 2465.027397 = -13897.223224 nChanged 2 SP:Iteration 6Q (21388.400000 sec): 3 clusters Score: Raw -16376.140796 + Penalty 2465.027397 = -13911.113399 nChanged 0 SP:Iteration 7F (21388.620000 sec): 3 clusters Score: Raw -16376.140796 + Penalty 2465.027397 = -13911.113399 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (2274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21388.730000 sec): 2 clusters Score: Raw -317756.678815 + Penalty 1916.865327 = -315839.813488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21388.930000 sec): 3 clusters Score: Raw -316903.460125 + Penalty 3833.730654 = -313069.729471 nChanged 808 SP:Iteration 1F (21389.090000 sec): 3 clusters Score: Raw -317723.390407 + Penalty 3833.730654 = -313889.659752 nChanged 260 SP:Iteration 2F (21389.240000 sec): 3 clusters Score: Raw -318066.947140 + Penalty 3833.730654 = -314233.216485 nChanged 169 SP:Iteration 3F (21389.390000 sec): 3 clusters Score: Raw -318277.069297 + Penalty 3833.730654 = -314443.338643 nChanged 106 SP:Iteration 4Q (21389.550000 sec): 3 clusters Score: Raw -318382.105596 + Penalty 3833.730654 = -314548.374942 nChanged 87 SP:Iteration 5Q (21389.690000 sec): 3 clusters Score: Raw -318476.987699 + Penalty 3833.730654 = -314643.257045 nChanged 59 SP:Iteration 6Q (21389.880000 sec): 3 clusters Score: Raw -318543.429024 + Penalty 3833.730654 = -314709.698370 nChanged 54 SP:Iteration 7Q (21390.030000 sec): 3 clusters Score: Raw -318597.541628 + Penalty 3833.730654 = -314763.810974 nChanged 42 SP:Iteration 8Q (21390.200000 sec): 3 clusters Score: Raw -318635.426091 + Penalty 3833.730654 = -314801.695437 nChanged 27 SP:Iteration 9Q (21390.370000 sec): 3 clusters Score: Raw -318658.757749 + Penalty 3833.730654 = -314825.027095 nChanged 21 SP:Iteration 10Q (21390.540000 sec): 3 clusters Score: Raw -318673.393241 + Penalty 3833.730654 = -314839.662586 nChanged 14 SP:Iteration 11Q (21390.740000 sec): 3 clusters Score: Raw -318680.765304 + Penalty 3833.730654 = -314847.034649 nChanged 10 SP:Iteration 12Q (21390.870000 sec): 3 clusters Score: Raw -318687.725528 + Penalty 3833.730654 = -314853.994874 nChanged 4 SP:Iteration 13Q (21391.040000 sec): 3 clusters Score: Raw -318690.111468 + Penalty 3833.730654 = -314856.380814 nChanged 3 SP:Iteration 14Q (21391.260000 sec): 3 clusters Score: Raw -318693.043395 + Penalty 3833.730654 = -314859.312741 nChanged 6 SP:Iteration 15Q (21391.470000 sec): 3 clusters Score: Raw -318699.874790 + Penalty 3833.730654 = -314866.144135 nChanged 6 SP:Iteration 16Q (21391.640000 sec): 3 clusters Score: Raw -318707.246110 + Penalty 3833.730654 = -314873.515455 nChanged 11 SP:Iteration 17Q (21391.850000 sec): 3 clusters Score: Raw -318714.338293 + Penalty 3833.730654 = -314880.607638 nChanged 5 SP:Iteration 18Q (21392.050000 sec): 3 clusters Score: Raw -318718.817280 + Penalty 3833.730654 = -314885.086625 nChanged 9 SP:Iteration 19Q (21392.270000 sec): 3 clusters Score: Raw -318726.263364 + Penalty 3833.730654 = -314892.532710 nChanged 13 SP:Iteration 20F (21392.450000 sec): 3 clusters Score: Raw -318739.013162 + Penalty 3833.730654 = -314905.282508 nChanged 7 SP:Iteration 21Q (21392.660000 sec): 3 clusters Score: Raw -318744.175230 + Penalty 3833.730654 = -314910.444575 nChanged 5 SP:Iteration 22Q (21392.810000 sec): 3 clusters Score: Raw -318747.196180 + Penalty 3833.730654 = -314913.465525 nChanged 3 SP:Iteration 23Q (21392.990000 sec): 3 clusters Score: Raw -318748.393390 + Penalty 3833.730654 = -314914.662736 nChanged 1 SP:Iteration 24Q (21393.160000 sec): 3 clusters Score: Raw -318749.281779 + Penalty 3833.730654 = -314915.551124 nChanged 2 SP:Iteration 25Q (21393.380000 sec): 3 clusters Score: Raw -318750.496321 + Penalty 3833.730654 = -314916.765667 nChanged 2 SP:Iteration 26Q (21393.560000 sec): 3 clusters Score: Raw -318752.234993 + Penalty 3833.730654 = -314918.504339 nChanged 2 SP:Iteration 27Q (21393.770000 sec): 3 clusters Score: Raw -318753.449881 + Penalty 3833.730654 = -314919.719226 nChanged 1 SP:Iteration 28Q (21393.940000 sec): 3 clusters Score: Raw -318754.147713 + Penalty 3833.730654 = -314920.417058 nChanged 1 SP:Iteration 29Q (21394.120000 sec): 3 clusters Score: Raw -318755.482195 + Penalty 3833.730654 = -314921.751541 nChanged 3 SP:Iteration 30Q (21394.290000 sec): 3 clusters Score: Raw -318761.841011 + Penalty 3833.730654 = -314928.110357 nChanged 4 SP:Iteration 31Q (21394.480000 sec): 3 clusters Score: Raw -318765.663499 + Penalty 3833.730654 = -314931.932844 nChanged 5 SP:Iteration 32Q (21394.680000 sec): 3 clusters Score: Raw -318768.412689 + Penalty 3833.730654 = -314934.682035 nChanged 4 SP:Iteration 33Q (21394.840000 sec): 3 clusters Score: Raw -318771.569850 + Penalty 3833.730654 = -314937.839196 nChanged 2 SP:Iteration 34Q (21395.060000 sec): 3 clusters Score: Raw -318774.121014 + Penalty 3833.730654 = -314940.390359 nChanged 3 SP:Iteration 35Q (21395.210000 sec): 3 clusters Score: Raw -318777.579086 + Penalty 3833.730654 = -314943.848431 nChanged 4 SP:Iteration 36Q (21395.380000 sec): 3 clusters Score: Raw -318780.833347 + Penalty 3833.730654 = -314947.102692 nChanged 4 SP:Iteration 37Q (21395.580000 sec): 3 clusters Score: Raw -318783.231566 + Penalty 3833.730654 = -314949.500912 nChanged 3 SP:Iteration 38Q (21395.790000 sec): 3 clusters Score: Raw -318785.355570 + Penalty 3833.730654 = -314951.624916 nChanged 3 SP:Iteration 39Q (21395.970000 sec): 3 clusters Score: Raw -318786.401693 + Penalty 3833.730654 = -314952.671038 nChanged 0 SP:Iteration 40F (21396.110000 sec): 3 clusters Score: Raw -318786.401693 + Penalty 3833.730654 = -314952.671038 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21396.190000 sec): 2 clusters Score: Raw -27807.915177 + Penalty 1364.312036 = -26443.603141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21396.430000 sec): 3 clusters Score: Raw -28540.952167 + Penalty 2728.624072 = -25812.328094 nChanged 52 SP:Iteration 1F (21396.620000 sec): 3 clusters Score: Raw -28782.038619 + Penalty 2728.624072 = -26053.414546 nChanged 11 SP:Iteration 2Q (21396.770000 sec): 3 clusters Score: Raw -28861.905788 + Penalty 2728.624072 = -26133.281715 nChanged 3 SP:Iteration 3Q (21396.990000 sec): 3 clusters Score: Raw -28878.013845 + Penalty 2728.624072 = -26149.389772 nChanged 4 SP:Iteration 4Q (21397.180000 sec): 3 clusters Score: Raw -28898.350374 + Penalty 2728.624072 = -26169.726301 nChanged 1 SP:Iteration 5Q (21397.360000 sec): 3 clusters Score: Raw -28903.492605 + Penalty 2728.624072 = -26174.868532 nChanged 2 SP:Iteration 6Q (21397.500000 sec): 3 clusters Score: Raw -28914.447389 + Penalty 2728.624072 = -26185.823317 nChanged 0 SP:Iteration 7F (21397.720000 sec): 3 clusters Score: Raw -28914.447389 + Penalty 2728.624072 = -26185.823317 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (14856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21397.870000 sec): 2 clusters Score: Raw -2222102.627138 + Penalty 2382.327458 = -2219720.299681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21398.130000 sec): 3 clusters Score: Raw -2213716.853678 + Penalty 4764.654915 = -2208952.198763 nChanged 6408 SP:Iteration 1F (21398.360000 sec): 3 clusters Score: Raw -2217207.952246 + Penalty 4764.654915 = -2212443.297331 nChanged 988 SP:Iteration 2F (21398.570000 sec): 3 clusters Score: Raw -2217704.120538 + Penalty 4764.654915 = -2212939.465623 nChanged 836 SP:Iteration 3F (21398.850000 sec): 3 clusters Score: Raw -2218120.784536 + Penalty 4764.654915 = -2213356.129621 nChanged 761 SP:Iteration 4F (21399.100000 sec): 3 clusters Score: Raw -2218490.077120 + Penalty 4764.654915 = -2213725.422204 nChanged 677 SP:Iteration 5Q (21399.340000 sec): 3 clusters Score: Raw -2218844.375440 + Penalty 4764.654915 = -2214079.720525 nChanged 673 SP:Iteration 6Q (21399.630000 sec): 3 clusters Score: Raw -2219177.803150 + Penalty 4764.654915 = -2214413.148235 nChanged 640 SP:Iteration 7Q (21399.870000 sec): 3 clusters Score: Raw -2219469.876340 + Penalty 4764.654915 = -2214705.221425 nChanged 585 SP:Iteration 8Q (21400.130000 sec): 3 clusters Score: Raw -2219737.776065 + Penalty 4764.654915 = -2214973.121150 nChanged 535 SP:Iteration 9Q (21400.400000 sec): 3 clusters Score: Raw -2219992.312568 + Penalty 4764.654915 = -2215227.657653 nChanged 483 SP:Iteration 10Q (21400.660000 sec): 3 clusters Score: Raw -2220198.710345 + Penalty 4764.654915 = -2215434.055430 nChanged 398 SP:Iteration 11Q (21400.900000 sec): 3 clusters Score: Raw -2220359.706528 + Penalty 4764.654915 = -2215595.051613 nChanged 348 SP:Iteration 12Q (21401.160000 sec): 3 clusters Score: Raw -2220496.511710 + Penalty 4764.654915 = -2215731.856795 nChanged 344 SP:Iteration 13Q (21401.380000 sec): 3 clusters Score: Raw -2220623.169736 + Penalty 4764.654915 = -2215858.514821 nChanged 290 SP:Iteration 14Q (21401.670000 sec): 3 clusters Score: Raw -2220724.000642 + Penalty 4764.654915 = -2215959.345726 nChanged 272 SP:Iteration 15Q (21401.950000 sec): 3 clusters Score: Raw -2220806.116770 + Penalty 4764.654915 = -2216041.461855 nChanged 241 SP:Iteration 16Q (21402.190000 sec): 3 clusters Score: Raw -2220878.782110 + Penalty 4764.654915 = -2216114.127195 nChanged 214 SP:Iteration 17Q (21402.470000 sec): 3 clusters Score: Raw -2220944.039791 + Penalty 4764.654915 = -2216179.384875 nChanged 195 SP:Iteration 18Q (21402.710000 sec): 3 clusters Score: Raw -2221003.462138 + Penalty 4764.654915 = -2216238.807223 nChanged 169 SP:Iteration 19Q (21403.000000 sec): 3 clusters Score: Raw -2221049.293355 + Penalty 4764.654915 = -2216284.638440 nChanged 131 SP:Iteration 20F (21403.230000 sec): 3 clusters Score: Raw -2221080.031239 + Penalty 4764.654915 = -2216315.376324 nChanged 106 SP:Iteration 21Q (21403.470000 sec): 3 clusters Score: Raw -2221103.144955 + Penalty 4764.654915 = -2216338.490040 nChanged 89 SP:Iteration 22Q (21403.750000 sec): 3 clusters Score: Raw -2221120.085702 + Penalty 4764.654915 = -2216355.430787 nChanged 84 SP:Iteration 23Q (21403.970000 sec): 3 clusters Score: Raw -2221134.697736 + Penalty 4764.654915 = -2216370.042821 nChanged 64 SP:Iteration 24Q (21404.200000 sec): 3 clusters Score: Raw -2221143.139028 + Penalty 4764.654915 = -2216378.484112 nChanged 50 SP:Iteration 25Q (21404.460000 sec): 3 clusters Score: Raw -2221150.112691 + Penalty 4764.654915 = -2216385.457776 nChanged 50 SP:Iteration 26Q (21404.690000 sec): 3 clusters Score: Raw -2221157.900120 + Penalty 4764.654915 = -2216393.245205 nChanged 54 SP:Iteration 27Q (21404.940000 sec): 3 clusters Score: Raw -2221164.724421 + Penalty 4764.654915 = -2216400.069506 nChanged 38 SP:Iteration 28Q (21405.160000 sec): 3 clusters Score: Raw -2221169.568045 + Penalty 4764.654915 = -2216404.913130 nChanged 28 SP:Iteration 29Q (21405.410000 sec): 3 clusters Score: Raw -2221172.364991 + Penalty 4764.654915 = -2216407.710076 nChanged 16 SP:Iteration 30Q (21405.710000 sec): 3 clusters Score: Raw -2221174.457351 + Penalty 4764.654915 = -2216409.802436 nChanged 17 SP:Iteration 31Q (21405.970000 sec): 3 clusters Score: Raw -2221176.750503 + Penalty 4764.654915 = -2216412.095588 nChanged 15 SP:Iteration 32Q (21406.240000 sec): 3 clusters Score: Raw -2221178.275711 + Penalty 4764.654915 = -2216413.620795 nChanged 14 SP:Iteration 33Q (21406.480000 sec): 3 clusters Score: Raw -2221179.848635 + Penalty 4764.654915 = -2216415.193720 nChanged 13 SP:Iteration 34Q (21406.740000 sec): 3 clusters Score: Raw -2221180.918834 + Penalty 4764.654915 = -2216416.263919 nChanged 9 SP:Iteration 35Q (21407.000000 sec): 3 clusters Score: Raw -2221181.969195 + Penalty 4764.654915 = -2216417.314280 nChanged 10 SP:Iteration 36Q (21407.250000 sec): 3 clusters Score: Raw -2221182.965330 + Penalty 4764.654915 = -2216418.310415 nChanged 12 SP:Iteration 37Q (21407.490000 sec): 3 clusters Score: Raw -2221184.043463 + Penalty 4764.654915 = -2216419.388548 nChanged 11 SP:Iteration 38Q (21407.790000 sec): 3 clusters Score: Raw -2221185.114702 + Penalty 4764.654915 = -2216420.459787 nChanged 9 SP:Iteration 39Q (21408.010000 sec): 3 clusters Score: Raw -2221186.023032 + Penalty 4764.654915 = -2216421.368117 nChanged 7 SP:Iteration 40F (21408.260000 sec): 3 clusters Score: Raw -2221186.742575 + Penalty 4764.654915 = -2216422.087660 nChanged 7 SP:Iteration 41Q (21408.550000 sec): 3 clusters Score: Raw -2221187.463057 + Penalty 4764.654915 = -2216422.808142 nChanged 9 SP:Iteration 42Q (21408.820000 sec): 3 clusters Score: Raw -2221188.529491 + Penalty 4764.654915 = -2216423.874576 nChanged 11 SP:Iteration 43Q (21409.030000 sec): 3 clusters Score: Raw -2221189.967347 + Penalty 4764.654915 = -2216425.312432 nChanged 10 SP:Iteration 44Q (21409.280000 sec): 3 clusters Score: Raw -2221191.033987 + Penalty 4764.654915 = -2216426.379072 nChanged 9 SP:Iteration 45Q (21409.580000 sec): 3 clusters Score: Raw -2221191.851575 + Penalty 4764.654915 = -2216427.196660 nChanged 3 SP:Iteration 46Q (21409.830000 sec): 3 clusters Score: Raw -2221192.148159 + Penalty 4764.654915 = -2216427.493243 nChanged 3 SP:Iteration 47Q (21410.040000 sec): 3 clusters Score: Raw -2221192.394378 + Penalty 4764.654915 = -2216427.739463 nChanged 4 SP:Iteration 48Q (21410.320000 sec): 3 clusters Score: Raw -2221192.828695 + Penalty 4764.654915 = -2216428.173780 nChanged 7 SP:Iteration 49Q (21410.510000 sec): 3 clusters Score: Raw -2221193.720066 + Penalty 4764.654915 = -2216429.065151 nChanged 9 SP:Iteration 50Q (21410.780000 sec): 3 clusters Score: Raw -2221194.452781 + Penalty 4764.654915 = -2216429.797866 nChanged 6 SP:Iteration 51Q (21411.020000 sec): 3 clusters Score: Raw -2221194.964577 + Penalty 4764.654915 = -2216430.309662 nChanged 4 SP:Iteration 52Q (21411.280000 sec): 3 clusters Score: Raw -2221195.464848 + Penalty 4764.654915 = -2216430.809933 nChanged 3 SP:Iteration 53Q (21411.500000 sec): 3 clusters Score: Raw -2221195.701489 + Penalty 4764.654915 = -2216431.046574 nChanged 7 SP:Iteration 54Q (21411.770000 sec): 3 clusters Score: Raw -2221196.487856 + Penalty 4764.654915 = -2216431.832941 nChanged 2 SP:Iteration 55Q (21412.020000 sec): 3 clusters Score: Raw -2221196.578770 + Penalty 4764.654915 = -2216431.923854 nChanged 1 SP:Iteration 56Q (21412.260000 sec): 3 clusters Score: Raw -2221196.716908 + Penalty 4764.654915 = -2216432.061993 nChanged 1 SP:Iteration 57Q (21412.540000 sec): 3 clusters Score: Raw -2221196.835304 + Penalty 4764.654915 = -2216432.180389 nChanged 1 SP:Iteration 58Q (21412.810000 sec): 3 clusters Score: Raw -2221197.252476 + Penalty 4764.654915 = -2216432.597561 nChanged 3 SP:Iteration 59Q (21413.040000 sec): 3 clusters Score: Raw -2221197.644946 + Penalty 4764.654915 = -2216432.990031 nChanged 7 SP:Iteration 60F (21413.270000 sec): 3 clusters Score: Raw -2221198.609043 + Penalty 4764.654915 = -2216433.954128 nChanged 6 SP:Iteration 61Q (21413.530000 sec): 3 clusters Score: Raw -2221199.384496 + Penalty 4764.654915 = -2216434.729581 nChanged 3 SP:Iteration 62Q (21413.760000 sec): 3 clusters Score: Raw -2221199.592472 + Penalty 4764.654915 = -2216434.937557 nChanged 4 SP:Iteration 63Q (21414.020000 sec): 3 clusters Score: Raw -2221199.878412 + Penalty 4764.654915 = -2216435.223497 nChanged 5 SP:Iteration 64Q (21414.270000 sec): 3 clusters Score: Raw -2221200.290828 + Penalty 4764.654915 = -2216435.635913 nChanged 4 SP:Iteration 65Q (21414.470000 sec): 3 clusters Score: Raw -2221200.650502 + Penalty 4764.654915 = -2216435.995587 nChanged 10 SP:Iteration 66Q (21414.750000 sec): 3 clusters Score: Raw -2221201.678462 + Penalty 4764.654915 = -2216437.023547 nChanged 5 SP:Iteration 67Q (21414.990000 sec): 3 clusters Score: Raw -2221202.030126 + Penalty 4764.654915 = -2216437.375211 nChanged 5 SP:Iteration 68Q (21415.250000 sec): 3 clusters Score: Raw -2221202.461707 + Penalty 4764.654915 = -2216437.806792 nChanged 4 SP:Iteration 69Q (21415.530000 sec): 3 clusters Score: Raw -2221202.763042 + Penalty 4764.654915 = -2216438.108127 nChanged 4 SP:Iteration 70Q (21415.790000 sec): 3 clusters Score: Raw -2221203.078897 + Penalty 4764.654915 = -2216438.423982 nChanged 4 SP:Iteration 71Q (21416.030000 sec): 3 clusters Score: Raw -2221203.364666 + Penalty 4764.654915 = -2216438.709751 nChanged 1 SP:Iteration 72Q (21416.300000 sec): 3 clusters Score: Raw -2221203.416885 + Penalty 4764.654915 = -2216438.761970 nChanged 1 SP:Iteration 73Q (21416.530000 sec): 3 clusters Score: Raw -2221203.474028 + Penalty 4764.654915 = -2216438.819112 nChanged 1 SP:Iteration 74Q (21416.780000 sec): 3 clusters Score: Raw -2221203.538429 + Penalty 4764.654915 = -2216438.883514 nChanged 1 SP:Iteration 75Q (21417.040000 sec): 3 clusters Score: Raw -2221203.613384 + Penalty 4764.654915 = -2216438.958469 nChanged 1 SP:Iteration 76Q (21417.240000 sec): 3 clusters Score: Raw -2221203.929795 + Penalty 4764.654915 = -2216439.274880 nChanged 1 SP:Iteration 77Q (21417.500000 sec): 3 clusters Score: Raw -2221204.050194 + Penalty 4764.654915 = -2216439.395279 nChanged 2 SP:Iteration 78Q (21417.750000 sec): 3 clusters Score: Raw -2221204.229319 + Penalty 4764.654915 = -2216439.574404 nChanged 1 SP:Iteration 79Q (21417.950000 sec): 3 clusters Score: Raw -2221204.293128 + Penalty 4764.654915 = -2216439.638213 nChanged 1 SP:Iteration 80F (21418.230000 sec): 3 clusters Score: Raw -2221204.355540 + Penalty 4764.654915 = -2216439.700625 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21418.310000 sec): 2 clusters Score: Raw -117530.428245 + Penalty 1656.540598 = -115873.887647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21418.520000 sec): 3 clusters Score: Raw -117381.134724 + Penalty 3313.081196 = -114068.053527 nChanged 180 SP:Iteration 1F (21418.710000 sec): 3 clusters Score: Raw -117603.278847 + Penalty 3313.081196 = -114290.197651 nChanged 43 SP:Iteration 2F (21418.890000 sec): 3 clusters Score: Raw -117671.291013 + Penalty 3313.081196 = -114358.209817 nChanged 27 SP:Iteration 3Q (21419.070000 sec): 3 clusters Score: Raw -117714.378160 + Penalty 3313.081196 = -114401.296964 nChanged 11 SP:Iteration 4Q (21419.220000 sec): 3 clusters Score: Raw -117727.275916 + Penalty 3313.081196 = -114414.194720 nChanged 7 SP:Iteration 5Q (21419.440000 sec): 3 clusters Score: Raw -117734.253407 + Penalty 3313.081196 = -114421.172211 nChanged 5 SP:Iteration 6Q (21419.590000 sec): 3 clusters Score: Raw -117740.170405 + Penalty 3313.081196 = -114427.089209 nChanged 1 SP:Iteration 7Q (21419.790000 sec): 3 clusters Score: Raw -117740.594885 + Penalty 3313.081196 = -114427.513688 nChanged 1 SP:Iteration 8Q (21419.970000 sec): 3 clusters Score: Raw -117741.249782 + Penalty 3313.081196 = -114428.168586 nChanged 1 SP:Iteration 9Q (21420.150000 sec): 3 clusters Score: Raw -117742.215404 + Penalty 3313.081196 = -114429.134208 nChanged 1 SP:Iteration 10Q (21420.310000 sec): 3 clusters Score: Raw -117743.960629 + Penalty 3313.081196 = -114430.879433 nChanged 0 SP:Iteration 11F (21420.520000 sec): 3 clusters Score: Raw -117743.960629 + Penalty 3313.081196 = -114430.879433 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21420.590000 sec): 2 clusters Score: Raw -76175.975225 + Penalty 1553.794701 = -74622.180524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21420.780000 sec): 3 clusters Score: Raw -76163.451365 + Penalty 3107.589402 = -73055.861964 nChanged 96 SP:Iteration 1F (21420.940000 sec): 3 clusters Score: Raw -76353.745535 + Penalty 3107.589402 = -73246.156134 nChanged 34 SP:Iteration 2F (21421.120000 sec): 3 clusters Score: Raw -76455.819929 + Penalty 3107.589402 = -73348.230527 nChanged 22 SP:Iteration 3Q (21421.320000 sec): 3 clusters Score: Raw -76516.649484 + Penalty 3107.589402 = -73409.060082 nChanged 17 SP:Iteration 4Q (21421.520000 sec): 3 clusters Score: Raw -76563.130417 + Penalty 3107.589402 = -73455.541016 nChanged 6 SP:Iteration 5Q (21421.670000 sec): 3 clusters Score: Raw -76580.019778 + Penalty 3107.589402 = -73472.430376 nChanged 3 SP:Iteration 6Q (21421.850000 sec): 3 clusters Score: Raw -76589.853802 + Penalty 3107.589402 = -73482.264401 nChanged 2 SP:Iteration 7Q (21422.030000 sec): 3 clusters Score: Raw -76598.743918 + Penalty 3107.589402 = -73491.154517 nChanged 3 SP:Iteration 8Q (21422.260000 sec): 3 clusters Score: Raw -76603.717905 + Penalty 3107.589402 = -73496.128504 nChanged 1 SP:Iteration 9Q (21422.420000 sec): 3 clusters Score: Raw -76605.346475 + Penalty 3107.589402 = -73497.757074 nChanged 0 SP:Iteration 10F (21422.620000 sec): 3 clusters Score: Raw -76605.346475 + Penalty 3107.589402 = -73497.757074 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21422.660000 sec): 2 clusters Score: Raw -39909.394216 + Penalty 1406.130469 = -38503.263747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21422.880000 sec): 3 clusters Score: Raw -40049.828557 + Penalty 2812.260938 = -37237.567619 nChanged 39 SP:Iteration 1F (21423.070000 sec): 3 clusters Score: Raw -40209.416125 + Penalty 2812.260938 = -37397.155188 nChanged 14 SP:Iteration 2Q (21423.260000 sec): 3 clusters Score: Raw -40274.137426 + Penalty 2812.260938 = -37461.876488 nChanged 7 SP:Iteration 3Q (21423.430000 sec): 3 clusters Score: Raw -40299.753963 + Penalty 2812.260938 = -37487.493025 nChanged 3 SP:Iteration 4Q (21423.600000 sec): 3 clusters Score: Raw -40310.643893 + Penalty 2812.260938 = -37498.382955 nChanged 1 SP:Iteration 5Q (21423.750000 sec): 3 clusters Score: Raw -40312.510182 + Penalty 2812.260938 = -37500.249244 nChanged 0 SP:Iteration 6F (21423.980000 sec): 3 clusters Score: Raw -40312.510182 + Penalty 2812.260938 = -37500.249244 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21424.040000 sec): 2 clusters Score: Raw -24743.026630 + Penalty 1313.982707 = -23429.043923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21424.270000 sec): 3 clusters Score: Raw -25019.485454 + Penalty 2627.965414 = -22391.520040 nChanged 20 SP:Iteration 1F (21424.420000 sec): 3 clusters Score: Raw -25133.154143 + Penalty 2627.965414 = -22505.188729 nChanged 4 SP:Iteration 2Q (21424.590000 sec): 3 clusters Score: Raw -25170.858519 + Penalty 2627.965414 = -22542.893105 nChanged 4 SP:Iteration 3Q (21424.780000 sec): 3 clusters Score: Raw -25217.677344 + Penalty 2627.965414 = -22589.711931 nChanged 2 SP:Iteration 4Q (21424.980000 sec): 3 clusters Score: Raw -25231.060223 + Penalty 2627.965414 = -22603.094810 nChanged 1 SP:Iteration 5Q (21425.180000 sec): 3 clusters Score: Raw -25240.871654 + Penalty 2627.965414 = -22612.906240 nChanged 2 SP:Iteration 6Q (21425.350000 sec): 3 clusters Score: Raw -25259.878669 + Penalty 2627.965414 = -22631.913256 nChanged 4 SP:Iteration 7Q (21425.570000 sec): 3 clusters Score: Raw -25292.693589 + Penalty 2627.965414 = -22664.728175 nChanged 1 SP:Iteration 8Q (21425.730000 sec): 3 clusters Score: Raw -25296.184904 + Penalty 2627.965414 = -22668.219490 nChanged 0 SP:Iteration 9F (21425.940000 sec): 3 clusters Score: Raw -25296.184904 + Penalty 2627.965414 = -22668.219490 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21426.020000 sec): 2 clusters Score: Raw -119991.844662 + Penalty 1654.977896 = -118336.866766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21426.180000 sec): 3 clusters Score: Raw -119838.832832 + Penalty 3309.955792 = -116528.877040 nChanged 185 SP:Iteration 1F (21426.400000 sec): 3 clusters Score: Raw -120071.840358 + Penalty 3309.955792 = -116761.884566 nChanged 52 SP:Iteration 2F (21426.560000 sec): 3 clusters Score: Raw -120187.939271 + Penalty 3309.955792 = -116877.983479 nChanged 40 SP:Iteration 3F (21426.710000 sec): 3 clusters Score: Raw -120268.633491 + Penalty 3309.955792 = -116958.677699 nChanged 33 SP:Iteration 4Q (21426.890000 sec): 3 clusters Score: Raw -120348.484791 + Penalty 3309.955792 = -117038.528999 nChanged 27 SP:Iteration 5Q (21427.080000 sec): 3 clusters Score: Raw -120421.135277 + Penalty 3309.955792 = -117111.179484 nChanged 13 SP:Iteration 6Q (21427.270000 sec): 3 clusters Score: Raw -120449.790792 + Penalty 3309.955792 = -117139.835000 nChanged 9 SP:Iteration 7Q (21427.460000 sec): 3 clusters Score: Raw -120470.357145 + Penalty 3309.955792 = -117160.401353 nChanged 9 SP:Iteration 8Q (21427.650000 sec): 3 clusters Score: Raw -120496.489453 + Penalty 3309.955792 = -117186.533661 nChanged 12 SP:Iteration 9Q (21427.820000 sec): 3 clusters Score: Raw -120521.384344 + Penalty 3309.955792 = -117211.428552 nChanged 5 SP:Iteration 10Q (21427.980000 sec): 3 clusters Score: Raw -120529.563390 + Penalty 3309.955792 = -117219.607598 nChanged 3 SP:Iteration 11Q (21428.170000 sec): 3 clusters Score: Raw -120534.382397 + Penalty 3309.955792 = -117224.426605 nChanged 3 SP:Iteration 12Q (21428.370000 sec): 3 clusters Score: Raw -120538.692646 + Penalty 3309.955792 = -117228.736854 nChanged 3 SP:Iteration 13Q (21428.560000 sec): 3 clusters Score: Raw -120545.670296 + Penalty 3309.955792 = -117235.714504 nChanged 0 SP:Iteration 14F (21428.740000 sec): 3 clusters Score: Raw -120545.670296 + Penalty 3309.955792 = -117235.714504 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21428.800000 sec): 2 clusters Score: Raw -115623.391286 + Penalty 1651.504892 = -113971.886394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21429.030000 sec): 3 clusters Score: Raw -115499.814918 + Penalty 3303.009784 = -112196.805134 nChanged 196 SP:Iteration 1F (21429.230000 sec): 3 clusters Score: Raw -115761.986835 + Penalty 3303.009784 = -112458.977051 nChanged 33 SP:Iteration 2Q (21429.380000 sec): 3 clusters Score: Raw -115816.890824 + Penalty 3303.009784 = -112513.881040 nChanged 16 SP:Iteration 3Q (21429.570000 sec): 3 clusters Score: Raw -115845.702280 + Penalty 3303.009784 = -112542.692496 nChanged 9 SP:Iteration 4Q (21429.740000 sec): 3 clusters Score: Raw -115865.561777 + Penalty 3303.009784 = -112562.551993 nChanged 11 SP:Iteration 5Q (21429.940000 sec): 3 clusters Score: Raw -115892.730892 + Penalty 3303.009784 = -112589.721108 nChanged 9 SP:Iteration 6Q (21430.140000 sec): 3 clusters Score: Raw -115911.843774 + Penalty 3303.009784 = -112608.833990 nChanged 7 SP:Iteration 7Q (21430.320000 sec): 3 clusters Score: Raw -115924.557707 + Penalty 3303.009784 = -112621.547923 nChanged 4 SP:Iteration 8Q (21430.500000 sec): 3 clusters Score: Raw -115932.250240 + Penalty 3303.009784 = -112629.240456 nChanged 2 SP:Iteration 9Q (21430.680000 sec): 3 clusters Score: Raw -115939.321823 + Penalty 3303.009784 = -112636.312039 nChanged 3 SP:Iteration 10Q (21430.890000 sec): 3 clusters Score: Raw -115950.162436 + Penalty 3303.009784 = -112647.152652 nChanged 6 SP:Iteration 11Q (21431.100000 sec): 3 clusters Score: Raw -115963.112855 + Penalty 3303.009784 = -112660.103071 nChanged 4 SP:Iteration 12Q (21431.280000 sec): 3 clusters Score: Raw -115967.845338 + Penalty 3303.009784 = -112664.835554 nChanged 3 SP:Iteration 13Q (21431.420000 sec): 3 clusters Score: Raw -115973.896831 + Penalty 3303.009784 = -112670.887046 nChanged 3 SP:Iteration 14Q (21431.660000 sec): 3 clusters Score: Raw -115977.111590 + Penalty 3303.009784 = -112674.101806 nChanged 1 SP:Iteration 15Q (21431.810000 sec): 3 clusters Score: Raw -115978.926391 + Penalty 3303.009784 = -112675.916607 nChanged 0 SP:Iteration 16F (21431.980000 sec): 3 clusters Score: Raw -115978.926391 + Penalty 3303.009784 = -112675.916607 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21432.060000 sec): 2 clusters Score: Raw -35125.097534 + Penalty 1368.328318 = -33756.769216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21432.240000 sec): 3 clusters Score: Raw -35314.535069 + Penalty 2736.656637 = -32577.878433 nChanged 27 SP:Iteration 1F (21432.430000 sec): 3 clusters Score: Raw -35409.598657 + Penalty 2736.656637 = -32672.942021 nChanged 5 SP:Iteration 2Q (21432.610000 sec): 3 clusters Score: Raw -35430.927982 + Penalty 2736.656637 = -32694.271345 nChanged 2 SP:Iteration 3Q (21432.800000 sec): 3 clusters Score: Raw -35448.413605 + Penalty 2736.656637 = -32711.756969 nChanged 3 SP:Iteration 4Q (21433.000000 sec): 3 clusters Score: Raw -35467.426582 + Penalty 2736.656637 = -32730.769945 nChanged 2 SP:Iteration 5Q (21433.160000 sec): 3 clusters Score: Raw -35478.919074 + Penalty 2736.656637 = -32742.262437 nChanged 1 SP:Iteration 6Q (21433.380000 sec): 3 clusters Score: Raw -35480.365402 + Penalty 2736.656637 = -32743.708765 nChanged 1 SP:Iteration 7Q (21433.520000 sec): 3 clusters Score: Raw -35482.983824 + Penalty 2736.656637 = -32746.327187 nChanged 0 SP:Iteration 8F (21433.690000 sec): 3 clusters Score: Raw -35482.983824 + Penalty 2736.656637 = -32746.327187 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (59231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21434.040000 sec): 2 clusters Score: Raw -8981819.243994 + Penalty 2725.321682 = -8979093.922312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21434.540000 sec): 3 clusters Score: Raw -8944686.995526 + Penalty 5450.643365 = -8939236.352161 nChanged 27483 SP:Iteration 1F (21434.980000 sec): 3 clusters Score: Raw -8959997.763492 + Penalty 5450.643365 = -8954547.120128 nChanged 2179 SP:Iteration 2Q (21435.460000 sec): 3 clusters Score: Raw -8960551.995052 + Penalty 5450.643365 = -8955101.351687 nChanged 2032 SP:Iteration 3Q (21435.920000 sec): 3 clusters Score: Raw -8961104.446978 + Penalty 5450.643365 = -8955653.803613 nChanged 2146 SP:Iteration 4Q (21436.400000 sec): 3 clusters Score: Raw -8961759.123860 + Penalty 5450.643365 = -8956308.480495 nChanged 2463 SP:Iteration 5Q (21436.870000 sec): 3 clusters Score: Raw -8962681.163248 + Penalty 5450.643365 = -8957230.519883 nChanged 2985 SP:Iteration 6F (21437.360000 sec): 3 clusters Score: Raw -8964096.543104 + Penalty 5450.643365 = -8958645.899739 nChanged 3798 SP:Iteration 7F (21437.810000 sec): 3 clusters Score: Raw -8966443.462104 + Penalty 5450.643365 = -8960992.818739 nChanged 4566 SP:Iteration 8F (21438.300000 sec): 3 clusters Score: Raw -8969846.795309 + Penalty 5450.643365 = -8964396.151944 nChanged 4595 SP:Iteration 9F (21438.780000 sec): 3 clusters Score: Raw -8973791.584885 + Penalty 5450.643365 = -8968340.941520 nChanged 3822 SP:Iteration 10F (21439.280000 sec): 3 clusters Score: Raw -8977223.668372 + Penalty 5450.643365 = -8971773.025007 nChanged 2606 SP:Iteration 11Q (21439.820000 sec): 3 clusters Score: Raw -8979643.572237 + Penalty 5450.643365 = -8974192.928872 nChanged 1501 SP:Iteration 12Q (21440.290000 sec): 3 clusters Score: Raw -8980997.687293 + Penalty 5450.643365 = -8975547.043928 nChanged 779 SP:Iteration 13Q (21440.780000 sec): 3 clusters Score: Raw -8981747.914527 + Penalty 5450.643365 = -8976297.271162 nChanged 425 SP:Iteration 14Q (21441.280000 sec): 3 clusters Score: Raw -8982163.566413 + Penalty 5450.643365 = -8976712.923048 nChanged 260 SP:Iteration 15Q (21441.740000 sec): 3 clusters Score: Raw -8982386.723781 + Penalty 5450.643365 = -8976936.080416 nChanged 170 SP:Iteration 16Q (21442.220000 sec): 3 clusters Score: Raw -8982513.422865 + Penalty 5450.643365 = -8977062.779500 nChanged 107 SP:Iteration 17Q (21442.650000 sec): 3 clusters Score: Raw -8982573.588819 + Penalty 5450.643365 = -8977122.945454 nChanged 77 SP:Iteration 18Q (21443.100000 sec): 3 clusters Score: Raw -8982620.868741 + Penalty 5450.643365 = -8977170.225377 nChanged 74 SP:Iteration 19Q (21443.530000 sec): 3 clusters Score: Raw -8982659.614935 + Penalty 5450.643365 = -8977208.971570 nChanged 60 SP:Iteration 20F (21443.950000 sec): 3 clusters Score: Raw -8982687.701515 + Penalty 5450.643365 = -8977237.058150 nChanged 49 SP:Iteration 21Q (21444.380000 sec): 3 clusters Score: Raw -8982708.071801 + Penalty 5450.643365 = -8977257.428436 nChanged 35 SP:Iteration 22Q (21444.860000 sec): 3 clusters Score: Raw -8982720.095105 + Penalty 5450.643365 = -8977269.451740 nChanged 17 SP:Iteration 23Q (21445.230000 sec): 3 clusters Score: Raw -8982726.601693 + Penalty 5450.643365 = -8977275.958329 nChanged 24 SP:Iteration 24Q (21445.640000 sec): 3 clusters Score: Raw -8982737.563961 + Penalty 5450.643365 = -8977286.920596 nChanged 22 SP:Iteration 25Q (21446.080000 sec): 3 clusters Score: Raw -8982748.618603 + Penalty 5450.643365 = -8977297.975239 nChanged 20 SP:Iteration 26Q (21446.530000 sec): 3 clusters Score: Raw -8982758.006091 + Penalty 5450.643365 = -8977307.362726 nChanged 16 SP:Iteration 27Q (21446.980000 sec): 3 clusters Score: Raw -8982763.045922 + Penalty 5450.643365 = -8977312.402557 nChanged 14 SP:Iteration 28Q (21447.390000 sec): 3 clusters Score: Raw -8982768.463916 + Penalty 5450.643365 = -8977317.820551 nChanged 9 SP:Iteration 29Q (21447.810000 sec): 3 clusters Score: Raw -8982771.458654 + Penalty 5450.643365 = -8977320.815290 nChanged 5 SP:Iteration 30Q (21448.300000 sec): 3 clusters Score: Raw -8982772.514437 + Penalty 5450.643365 = -8977321.871072 nChanged 6 SP:Iteration 31Q (21448.740000 sec): 3 clusters Score: Raw -8982774.534137 + Penalty 5450.643365 = -8977323.890772 nChanged 9 SP:Iteration 32Q (21449.160000 sec): 3 clusters Score: Raw -8982777.048326 + Penalty 5450.643365 = -8977326.404961 nChanged 4 SP:Iteration 33Q (21449.640000 sec): 3 clusters Score: Raw -8982778.064275 + Penalty 5450.643365 = -8977327.420910 nChanged 2 SP:Iteration 34Q (21450.060000 sec): 3 clusters Score: Raw -8982778.598818 + Penalty 5450.643365 = -8977327.955453 nChanged 1 SP:Iteration 35Q (21450.460000 sec): 3 clusters Score: Raw -8982778.792775 + Penalty 5450.643365 = -8977328.149411 nChanged 0 SP:Iteration 36F (21450.930000 sec): 3 clusters Score: Raw -8982778.792775 + Penalty 5450.643365 = -8977328.149411 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21451.060000 sec): 2 clusters Score: Raw -54086.849777 + Penalty 1482.763670 = -52604.086107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21451.250000 sec): 3 clusters Score: Raw -54192.909672 + Penalty 2965.527339 = -51227.382332 nChanged 69 SP:Iteration 1F (21451.390000 sec): 3 clusters Score: Raw -54365.581997 + Penalty 2965.527339 = -51400.054658 nChanged 23 SP:Iteration 2F (21451.560000 sec): 3 clusters Score: Raw -54430.046979 + Penalty 2965.527339 = -51464.519639 nChanged 8 SP:Iteration 3Q (21451.750000 sec): 3 clusters Score: Raw -54456.473646 + Penalty 2965.527339 = -51490.946307 nChanged 5 SP:Iteration 4Q (21451.960000 sec): 3 clusters Score: Raw -54466.463872 + Penalty 2965.527339 = -51500.936532 nChanged 0 SP:Iteration 5F (21452.140000 sec): 3 clusters Score: Raw -54466.463872 + Penalty 2965.527339 = -51500.936532 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21452.250000 sec): 2 clusters Score: Raw -160550.226437 + Penalty 1741.007296 = -158809.219142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21452.400000 sec): 3 clusters Score: Raw -160252.273759 + Penalty 3482.014591 = -156770.259168 nChanged 302 SP:Iteration 1F (21452.550000 sec): 3 clusters Score: Raw -160552.120208 + Penalty 3482.014591 = -157070.105617 nChanged 78 SP:Iteration 2F (21452.740000 sec): 3 clusters Score: Raw -160662.197643 + Penalty 3482.014591 = -157180.183051 nChanged 40 SP:Iteration 3Q (21452.930000 sec): 3 clusters Score: Raw -160741.268944 + Penalty 3482.014591 = -157259.254353 nChanged 37 SP:Iteration 4Q (21453.100000 sec): 3 clusters Score: Raw -160802.353995 + Penalty 3482.014591 = -157320.339404 nChanged 31 SP:Iteration 5Q (21453.290000 sec): 3 clusters Score: Raw -160843.750060 + Penalty 3482.014591 = -157361.735469 nChanged 19 SP:Iteration 6Q (21453.430000 sec): 3 clusters Score: Raw -160864.939858 + Penalty 3482.014591 = -157382.925266 nChanged 10 SP:Iteration 7Q (21453.630000 sec): 3 clusters Score: Raw -160874.475926 + Penalty 3482.014591 = -157392.461335 nChanged 7 SP:Iteration 8Q (21453.790000 sec): 3 clusters Score: Raw -160882.925326 + Penalty 3482.014591 = -157400.910734 nChanged 8 SP:Iteration 9Q (21453.920000 sec): 3 clusters Score: Raw -160890.756477 + Penalty 3482.014591 = -157408.741886 nChanged 6 SP:Iteration 10Q (21454.160000 sec): 3 clusters Score: Raw -160896.882619 + Penalty 3482.014591 = -157414.868028 nChanged 5 SP:Iteration 11Q (21454.300000 sec): 3 clusters Score: Raw -160903.496534 + Penalty 3482.014591 = -157421.481943 nChanged 7 SP:Iteration 12Q (21454.470000 sec): 3 clusters Score: Raw -160916.452289 + Penalty 3482.014591 = -157434.437698 nChanged 13 SP:Iteration 13Q (21454.670000 sec): 3 clusters Score: Raw -160932.728414 + Penalty 3482.014591 = -157450.713822 nChanged 15 SP:Iteration 14Q (21454.840000 sec): 3 clusters Score: Raw -160953.248526 + Penalty 3482.014591 = -157471.233935 nChanged 12 SP:Iteration 15Q (21455.000000 sec): 3 clusters Score: Raw -160974.619681 + Penalty 3482.014591 = -157492.605090 nChanged 13 SP:Iteration 16Q (21455.170000 sec): 3 clusters Score: Raw -160993.122608 + Penalty 3482.014591 = -157511.108017 nChanged 14 SP:Iteration 17Q (21455.330000 sec): 3 clusters Score: Raw -161010.730756 + Penalty 3482.014591 = -157528.716165 nChanged 10 SP:Iteration 18Q (21455.500000 sec): 3 clusters Score: Raw -161023.408093 + Penalty 3482.014591 = -157541.393502 nChanged 6 SP:Iteration 19Q (21455.680000 sec): 3 clusters Score: Raw -161027.066408 + Penalty 3482.014591 = -157545.051817 nChanged 7 SP:Iteration 20F (21455.890000 sec): 3 clusters Score: Raw -161035.773364 + Penalty 3482.014591 = -157553.758772 nChanged 10 SP:Iteration 21Q (21456.050000 sec): 3 clusters Score: Raw -161043.795921 + Penalty 3482.014591 = -157561.781329 nChanged 5 SP:Iteration 22Q (21456.240000 sec): 3 clusters Score: Raw -161050.583575 + Penalty 3482.014591 = -157568.568984 nChanged 6 SP:Iteration 23Q (21456.420000 sec): 3 clusters Score: Raw -161059.046544 + Penalty 3482.014591 = -157577.031952 nChanged 8 SP:Iteration 24Q (21456.650000 sec): 3 clusters Score: Raw -161067.287243 + Penalty 3482.014591 = -157585.272651 nChanged 9 SP:Iteration 25Q (21456.810000 sec): 3 clusters Score: Raw -161080.722717 + Penalty 3482.014591 = -157598.708126 nChanged 9 SP:Iteration 26Q (21457.010000 sec): 3 clusters Score: Raw -161096.043038 + Penalty 3482.014591 = -157614.028447 nChanged 12 SP:Iteration 27Q (21457.180000 sec): 3 clusters Score: Raw -161112.587699 + Penalty 3482.014591 = -157630.573107 nChanged 15 SP:Iteration 28Q (21457.370000 sec): 3 clusters Score: Raw -161135.717893 + Penalty 3482.014591 = -157653.703302 nChanged 10 SP:Iteration 29Q (21457.530000 sec): 3 clusters Score: Raw -161149.772888 + Penalty 3482.014591 = -157667.758297 nChanged 5 SP:Iteration 30Q (21457.710000 sec): 3 clusters Score: Raw -161154.140673 + Penalty 3482.014591 = -157672.126082 nChanged 4 SP:Iteration 31Q (21457.880000 sec): 3 clusters Score: Raw -161162.580884 + Penalty 3482.014591 = -157680.566293 nChanged 6 SP:Iteration 32Q (21458.050000 sec): 3 clusters Score: Raw -161170.278988 + Penalty 3482.014591 = -157688.264396 nChanged 4 SP:Iteration 33Q (21458.240000 sec): 3 clusters Score: Raw -161176.864629 + Penalty 3482.014591 = -157694.850038 nChanged 4 SP:Iteration 34Q (21458.410000 sec): 3 clusters Score: Raw -161181.060871 + Penalty 3482.014591 = -157699.046280 nChanged 2 SP:Iteration 35Q (21458.630000 sec): 3 clusters Score: Raw -161183.380020 + Penalty 3482.014591 = -157701.365429 nChanged 4 SP:Iteration 36Q (21458.790000 sec): 3 clusters Score: Raw -161187.789790 + Penalty 3482.014591 = -157705.775199 nChanged 5 SP:Iteration 37Q (21458.950000 sec): 3 clusters Score: Raw -161193.373821 + Penalty 3482.014591 = -157711.359229 nChanged 3 SP:Iteration 38Q (21459.130000 sec): 3 clusters Score: Raw -161199.237066 + Penalty 3482.014591 = -157717.222474 nChanged 5 SP:Iteration 39Q (21459.330000 sec): 3 clusters Score: Raw -161207.515791 + Penalty 3482.014591 = -157725.501200 nChanged 5 SP:Iteration 40F (21459.510000 sec): 3 clusters Score: Raw -161213.137003 + Penalty 3482.014591 = -157731.122412 nChanged 6 SP:Iteration 41Q (21459.700000 sec): 3 clusters Score: Raw -161222.719060 + Penalty 3482.014591 = -157740.704469 nChanged 5 SP:Iteration 42Q (21459.920000 sec): 3 clusters Score: Raw -161229.524088 + Penalty 3482.014591 = -157747.509497 nChanged 5 SP:Iteration 43Q (21460.090000 sec): 3 clusters Score: Raw -161235.265064 + Penalty 3482.014591 = -157753.250473 nChanged 4 SP:Iteration 44Q (21460.240000 sec): 3 clusters Score: Raw -161240.169332 + Penalty 3482.014591 = -157758.154741 nChanged 2 SP:Iteration 45Q (21460.430000 sec): 3 clusters Score: Raw -161242.689555 + Penalty 3482.014591 = -157760.674964 nChanged 4 SP:Iteration 46Q (21460.600000 sec): 3 clusters Score: Raw -161246.427006 + Penalty 3482.014591 = -157764.412415 nChanged 0 SP:Iteration 47F (21460.760000 sec): 3 clusters Score: Raw -161246.427006 + Penalty 3482.014591 = -157764.412415 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21460.870000 sec): 2 clusters Score: Raw -20988.700445 + Penalty 1261.723891 = -19726.976554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21461.040000 sec): 3 clusters Score: Raw -21238.556411 + Penalty 2523.447782 = -18715.108629 nChanged 5 SP:Iteration 1Q (21461.230000 sec): 3 clusters Score: Raw -21258.629594 + Penalty 2523.447782 = -18735.181812 nChanged 1 SP:Iteration 2Q (21461.410000 sec): 3 clusters Score: Raw -21262.360259 + Penalty 2523.447782 = -18738.912476 nChanged 0 SP:Iteration 3F (21461.590000 sec): 3 clusters Score: Raw -21262.360259 + Penalty 2523.447782 = -18738.912476 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21461.680000 sec): 2 clusters Score: Raw -124413.375127 + Penalty 1670.767806 = -122742.607322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21461.870000 sec): 3 clusters Score: Raw -124316.689067 + Penalty 3341.535611 = -120975.153456 nChanged 210 SP:Iteration 1F (21462.050000 sec): 3 clusters Score: Raw -124617.757725 + Penalty 3341.535611 = -121276.222114 nChanged 70 SP:Iteration 2F (21462.250000 sec): 3 clusters Score: Raw -124751.289404 + Penalty 3341.535611 = -121409.753793 nChanged 40 SP:Iteration 3Q (21462.410000 sec): 3 clusters Score: Raw -124844.164344 + Penalty 3341.535611 = -121502.628733 nChanged 26 SP:Iteration 4Q (21462.620000 sec): 3 clusters Score: Raw -124914.789328 + Penalty 3341.535611 = -121573.253717 nChanged 25 SP:Iteration 5Q (21462.820000 sec): 3 clusters Score: Raw -124974.114144 + Penalty 3341.535611 = -121632.578533 nChanged 21 SP:Iteration 6Q (21462.980000 sec): 3 clusters Score: Raw -125037.828656 + Penalty 3341.535611 = -121696.293045 nChanged 23 SP:Iteration 7Q (21463.150000 sec): 3 clusters Score: Raw -125112.466839 + Penalty 3341.535611 = -121770.931228 nChanged 28 SP:Iteration 8Q (21463.320000 sec): 3 clusters Score: Raw -125196.584526 + Penalty 3341.535611 = -121855.048915 nChanged 31 SP:Iteration 9Q (21463.510000 sec): 3 clusters Score: Raw -125299.424934 + Penalty 3341.535611 = -121957.889323 nChanged 26 SP:Iteration 10Q (21463.680000 sec): 3 clusters Score: Raw -125403.756025 + Penalty 3341.535611 = -122062.220414 nChanged 28 SP:Iteration 11Q (21463.890000 sec): 3 clusters Score: Raw -125470.451100 + Penalty 3341.535611 = -122128.915489 nChanged 17 SP:Iteration 12Q (21464.020000 sec): 3 clusters Score: Raw -125521.309726 + Penalty 3341.535611 = -122179.774115 nChanged 11 SP:Iteration 13Q (21464.250000 sec): 3 clusters Score: Raw -125559.992263 + Penalty 3341.535611 = -122218.456652 nChanged 12 SP:Iteration 14Q (21464.440000 sec): 3 clusters Score: Raw -125611.986940 + Penalty 3341.535611 = -122270.451329 nChanged 21 SP:Iteration 15Q (21464.590000 sec): 3 clusters Score: Raw -125693.266012 + Penalty 3341.535611 = -122351.730401 nChanged 24 SP:Iteration 16Q (21464.790000 sec): 3 clusters Score: Raw -125790.611129 + Penalty 3341.535611 = -122449.075518 nChanged 21 SP:Iteration 17Q (21464.950000 sec): 3 clusters Score: Raw -125878.458184 + Penalty 3341.535611 = -122536.922573 nChanged 9 SP:Iteration 18Q (21465.130000 sec): 3 clusters Score: Raw -125914.919013 + Penalty 3341.535611 = -122573.383402 nChanged 5 SP:Iteration 19Q (21465.320000 sec): 3 clusters Score: Raw -125931.607996 + Penalty 3341.535611 = -122590.072384 nChanged 2 SP:Iteration 20F (21465.510000 sec): 3 clusters Score: Raw -125942.144060 + Penalty 3341.535611 = -122600.608449 nChanged 2 SP:Iteration 21Q (21465.700000 sec): 3 clusters Score: Raw -125950.392634 + Penalty 3341.535611 = -122608.857022 nChanged 1 SP:Iteration 22Q (21465.900000 sec): 3 clusters Score: Raw -125951.239715 + Penalty 3341.535611 = -122609.704104 nChanged 0 SP:Iteration 23F (21466.070000 sec): 3 clusters Score: Raw -125951.239715 + Penalty 3341.535611 = -122609.704104 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21466.170000 sec): 2 clusters Score: Raw -26515.477247 + Penalty 1310.234525 = -25205.242722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21466.320000 sec): 3 clusters Score: Raw -26746.778691 + Penalty 2620.469049 = -24126.309641 nChanged 16 SP:Iteration 1F (21466.490000 sec): 3 clusters Score: Raw -26810.901982 + Penalty 2620.469049 = -24190.432933 nChanged 4 SP:Iteration 2Q (21466.660000 sec): 3 clusters Score: Raw -26834.386753 + Penalty 2620.469049 = -24213.917703 nChanged 1 SP:Iteration 3Q (21466.830000 sec): 3 clusters Score: Raw -26839.015755 + Penalty 2620.469049 = -24218.546705 nChanged 0 SP:Iteration 4F (21467.050000 sec): 3 clusters Score: Raw -26839.015755 + Penalty 2620.469049 = -24218.546705 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21467.130000 sec): 2 clusters Score: Raw -110382.134612 + Penalty 1636.092134 = -108746.042478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21467.300000 sec): 3 clusters Score: Raw -110281.891836 + Penalty 3272.184268 = -107009.707568 nChanged 156 SP:Iteration 1F (21467.440000 sec): 3 clusters Score: Raw -110551.639817 + Penalty 3272.184268 = -107279.455548 nChanged 54 SP:Iteration 2F (21467.650000 sec): 3 clusters Score: Raw -110698.668589 + Penalty 3272.184268 = -107426.484321 nChanged 43 SP:Iteration 3F (21467.790000 sec): 3 clusters Score: Raw -110801.992838 + Penalty 3272.184268 = -107529.808570 nChanged 24 SP:Iteration 4Q (21467.950000 sec): 3 clusters Score: Raw -110844.622325 + Penalty 3272.184268 = -107572.438057 nChanged 15 SP:Iteration 5Q (21468.140000 sec): 3 clusters Score: Raw -110869.894854 + Penalty 3272.184268 = -107597.710586 nChanged 17 SP:Iteration 6Q (21468.300000 sec): 3 clusters Score: Raw -110900.236332 + Penalty 3272.184268 = -107628.052064 nChanged 11 SP:Iteration 7Q (21468.520000 sec): 3 clusters Score: Raw -110925.700520 + Penalty 3272.184268 = -107653.516252 nChanged 15 SP:Iteration 8Q (21468.680000 sec): 3 clusters Score: Raw -110967.050357 + Penalty 3272.184268 = -107694.866089 nChanged 15 SP:Iteration 9Q (21468.850000 sec): 3 clusters Score: Raw -111012.697742 + Penalty 3272.184268 = -107740.513474 nChanged 19 SP:Iteration 10Q (21468.980000 sec): 3 clusters Score: Raw -111071.629150 + Penalty 3272.184268 = -107799.444882 nChanged 19 SP:Iteration 11Q (21469.180000 sec): 3 clusters Score: Raw -111140.393140 + Penalty 3272.184268 = -107868.208872 nChanged 18 SP:Iteration 12Q (21469.350000 sec): 3 clusters Score: Raw -111191.031887 + Penalty 3272.184268 = -107918.847619 nChanged 12 SP:Iteration 13Q (21469.500000 sec): 3 clusters Score: Raw -111218.119722 + Penalty 3272.184268 = -107945.935454 nChanged 8 SP:Iteration 14Q (21469.650000 sec): 3 clusters Score: Raw -111236.095955 + Penalty 3272.184268 = -107963.911687 nChanged 9 SP:Iteration 15Q (21469.840000 sec): 3 clusters Score: Raw -111257.210187 + Penalty 3272.184268 = -107985.025918 nChanged 7 SP:Iteration 16Q (21470.030000 sec): 3 clusters Score: Raw -111275.127759 + Penalty 3272.184268 = -108002.943491 nChanged 2 SP:Iteration 17Q (21470.170000 sec): 3 clusters Score: Raw -111288.230139 + Penalty 3272.184268 = -108016.045871 nChanged 1 SP:Iteration 18Q (21470.350000 sec): 3 clusters Score: Raw -111290.293268 + Penalty 3272.184268 = -108018.109000 nChanged 1 SP:Iteration 19Q (21470.530000 sec): 3 clusters Score: Raw -111293.545771 + Penalty 3272.184268 = -108021.361503 nChanged 3 SP:Iteration 20F (21470.740000 sec): 3 clusters Score: Raw -111303.059163 + Penalty 3272.184268 = -108030.874895 nChanged 1 SP:Iteration 21Q (21470.890000 sec): 3 clusters Score: Raw -111304.410992 + Penalty 3272.184268 = -108032.226724 nChanged 0 SP:Iteration 22F (21471.080000 sec): 3 clusters Score: Raw -111304.410992 + Penalty 3272.184268 = -108032.226724 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (72465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21471.480000 sec): 2 clusters Score: Raw -10889006.985146 + Penalty 2775.333023 = -10886231.652123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21471.990000 sec): 3 clusters Score: Raw -10843531.314963 + Penalty 5550.666047 = -10837980.648916 nChanged 33844 SP:Iteration 1F (21472.500000 sec): 3 clusters Score: Raw -10862512.424845 + Penalty 5550.666047 = -10856961.758798 nChanged 2593 SP:Iteration 2Q (21473.040000 sec): 3 clusters Score: Raw -10863221.345511 + Penalty 5550.666047 = -10857670.679464 nChanged 2723 SP:Iteration 3Q (21473.650000 sec): 3 clusters Score: Raw -10864080.307778 + Penalty 5550.666047 = -10858529.641731 nChanged 2877 SP:Iteration 4Q (21474.200000 sec): 3 clusters Score: Raw -10865073.417257 + Penalty 5550.666047 = -10859522.751210 nChanged 2997 SP:Iteration 5Q (21474.740000 sec): 3 clusters Score: Raw -10866236.756606 + Penalty 5550.666047 = -10860686.090559 nChanged 3299 SP:Iteration 6Q (21475.260000 sec): 3 clusters Score: Raw -10867658.271255 + Penalty 5550.666047 = -10862107.605208 nChanged 3565 SP:Iteration 7Q (21475.790000 sec): 3 clusters Score: Raw -10869314.200287 + Penalty 5550.666047 = -10863763.534240 nChanged 3747 SP:Iteration 8F (21476.300000 sec): 3 clusters Score: Raw -10871148.773910 + Penalty 5550.666047 = -10865598.107863 nChanged 3722 SP:Iteration 9F (21476.850000 sec): 3 clusters Score: Raw -10873061.051305 + Penalty 5550.666047 = -10867510.385258 nChanged 3584 SP:Iteration 10Q (21477.370000 sec): 3 clusters Score: Raw -10874901.796754 + Penalty 5550.666047 = -10869351.130707 nChanged 3105 SP:Iteration 11Q (21477.950000 sec): 3 clusters Score: Raw -10876498.665298 + Penalty 5550.666047 = -10870947.999251 nChanged 2709 SP:Iteration 12Q (21478.540000 sec): 3 clusters Score: Raw -10877863.780467 + Penalty 5550.666047 = -10872313.114420 nChanged 2317 SP:Iteration 13Q (21479.130000 sec): 3 clusters Score: Raw -10879010.947061 + Penalty 5550.666047 = -10873460.281014 nChanged 2015 SP:Iteration 14Q (21479.720000 sec): 3 clusters Score: Raw -10879907.938141 + Penalty 5550.666047 = -10874357.272094 nChanged 1783 SP:Iteration 15Q (21480.290000 sec): 3 clusters Score: Raw -10880649.588489 + Penalty 5550.666047 = -10875098.922442 nChanged 1728 SP:Iteration 16Q (21480.830000 sec): 3 clusters Score: Raw -10881351.498679 + Penalty 5550.666047 = -10875800.832632 nChanged 1701 SP:Iteration 17Q (21481.400000 sec): 3 clusters Score: Raw -10882055.601387 + Penalty 5550.666047 = -10876504.935340 nChanged 1686 SP:Iteration 18Q (21481.970000 sec): 3 clusters Score: Raw -10882829.661282 + Penalty 5550.666047 = -10877278.995235 nChanged 1736 SP:Iteration 19Q (21482.520000 sec): 3 clusters Score: Raw -10883698.312669 + Penalty 5550.666047 = -10878147.646622 nChanged 1674 SP:Iteration 20F (21483.050000 sec): 3 clusters Score: Raw -10884586.165062 + Penalty 5550.666047 = -10879035.499015 nChanged 1651 SP:Iteration 21Q (21483.560000 sec): 3 clusters Score: Raw -10885483.888802 + Penalty 5550.666047 = -10879933.222755 nChanged 1500 SP:Iteration 22Q (21484.050000 sec): 3 clusters Score: Raw -10886322.146546 + Penalty 5550.666047 = -10880771.480499 nChanged 1313 SP:Iteration 23Q (21484.520000 sec): 3 clusters Score: Raw -10887059.986447 + Penalty 5550.666047 = -10881509.320400 nChanged 1073 SP:Iteration 24Q (21484.990000 sec): 3 clusters Score: Raw -10887674.902028 + Penalty 5550.666047 = -10882124.235981 nChanged 901 SP:Iteration 25Q (21485.430000 sec): 3 clusters Score: Raw -10888172.937100 + Penalty 5550.666047 = -10882622.271053 nChanged 717 SP:Iteration 26Q (21485.890000 sec): 3 clusters Score: Raw -10888566.921989 + Penalty 5550.666047 = -10883016.255942 nChanged 585 SP:Iteration 27Q (21486.350000 sec): 3 clusters Score: Raw -10888881.451980 + Penalty 5550.666047 = -10883330.785933 nChanged 422 SP:Iteration 28Q (21486.850000 sec): 3 clusters Score: Raw -10889090.634079 + Penalty 5550.666047 = -10883539.968032 nChanged 314 SP:Iteration 29Q (21487.310000 sec): 3 clusters Score: Raw -10889240.890385 + Penalty 5550.666047 = -10883690.224338 nChanged 236 SP:Iteration 30Q (21487.790000 sec): 3 clusters Score: Raw -10889341.208095 + Penalty 5550.666047 = -10883790.542048 nChanged 159 SP:Iteration 31Q (21488.280000 sec): 3 clusters Score: Raw -10889406.999026 + Penalty 5550.666047 = -10883856.332979 nChanged 119 SP:Iteration 32Q (21488.800000 sec): 3 clusters Score: Raw -10889452.133102 + Penalty 5550.666047 = -10883901.467055 nChanged 93 SP:Iteration 33Q (21489.250000 sec): 3 clusters Score: Raw -10889488.304946 + Penalty 5550.666047 = -10883937.638899 nChanged 66 SP:Iteration 34Q (21489.720000 sec): 3 clusters Score: Raw -10889518.613985 + Penalty 5550.666047 = -10883967.947938 nChanged 62 SP:Iteration 35Q (21490.200000 sec): 3 clusters Score: Raw -10889544.992734 + Penalty 5550.666047 = -10883994.326687 nChanged 55 SP:Iteration 36Q (21490.650000 sec): 3 clusters Score: Raw -10889569.385481 + Penalty 5550.666047 = -10884018.719434 nChanged 46 SP:Iteration 37Q (21491.140000 sec): 3 clusters Score: Raw -10889588.509818 + Penalty 5550.666047 = -10884037.843771 nChanged 29 SP:Iteration 38Q (21491.580000 sec): 3 clusters Score: Raw -10889601.950544 + Penalty 5550.666047 = -10884051.284497 nChanged 35 SP:Iteration 39Q (21492.040000 sec): 3 clusters Score: Raw -10889613.351817 + Penalty 5550.666047 = -10884062.685770 nChanged 26 SP:Iteration 40F (21492.560000 sec): 3 clusters Score: Raw -10889621.689784 + Penalty 5550.666047 = -10884071.023737 nChanged 30 SP:Iteration 41Q (21493.040000 sec): 3 clusters Score: Raw -10889631.074313 + Penalty 5550.666047 = -10884080.408266 nChanged 16 SP:Iteration 42Q (21493.500000 sec): 3 clusters Score: Raw -10889637.062616 + Penalty 5550.666047 = -10884086.396570 nChanged 24 SP:Iteration 43Q (21493.960000 sec): 3 clusters Score: Raw -10889644.417913 + Penalty 5550.666047 = -10884093.751866 nChanged 19 SP:Iteration 44Q (21494.440000 sec): 3 clusters Score: Raw -10889649.962214 + Penalty 5550.666047 = -10884099.296167 nChanged 17 SP:Iteration 45Q (21494.940000 sec): 3 clusters Score: Raw -10889654.623532 + Penalty 5550.666047 = -10884103.957485 nChanged 8 SP:Iteration 46Q (21495.470000 sec): 3 clusters Score: Raw -10889657.707976 + Penalty 5550.666047 = -10884107.041929 nChanged 13 SP:Iteration 47Q (21496.030000 sec): 3 clusters Score: Raw -10889661.299292 + Penalty 5550.666047 = -10884110.633245 nChanged 11 SP:Iteration 48Q (21496.520000 sec): 3 clusters Score: Raw -10889664.213476 + Penalty 5550.666047 = -10884113.547429 nChanged 8 SP:Iteration 49Q (21497.060000 sec): 3 clusters Score: Raw -10889667.669423 + Penalty 5550.666047 = -10884117.003376 nChanged 10 SP:Iteration 50Q (21497.560000 sec): 3 clusters Score: Raw -10889671.363385 + Penalty 5550.666047 = -10884120.697338 nChanged 8 SP:Iteration 51Q (21498.020000 sec): 3 clusters Score: Raw -10889673.931143 + Penalty 5550.666047 = -10884123.265096 nChanged 9 SP:Iteration 52Q (21498.460000 sec): 3 clusters Score: Raw -10889675.892426 + Penalty 5550.666047 = -10884125.226379 nChanged 1 SP:Iteration 53Q (21498.960000 sec): 3 clusters Score: Raw -10889676.224479 + Penalty 5550.666047 = -10884125.558432 nChanged 1 SP:Iteration 54Q (21499.510000 sec): 3 clusters Score: Raw -10889676.585690 + Penalty 5550.666047 = -10884125.919643 nChanged 1 SP:Iteration 55Q (21499.970000 sec): 3 clusters Score: Raw -10889676.853439 + Penalty 5550.666047 = -10884126.187392 nChanged 0 SP:Iteration 56F (21500.500000 sec): 3 clusters Score: Raw -10889676.853439 + Penalty 5550.666047 = -10884126.187392 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (1288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21500.620000 sec): 2 clusters Score: Raw -178026.603488 + Penalty 1775.889785 = -176250.713704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21500.790000 sec): 3 clusters Score: Raw -177722.220555 + Penalty 3551.779570 = -174170.440985 nChanged 381 SP:Iteration 1F (21500.990000 sec): 3 clusters Score: Raw -178126.240881 + Penalty 3551.779570 = -174574.461311 nChanged 99 SP:Iteration 2F (21501.180000 sec): 3 clusters Score: Raw -178303.944558 + Penalty 3551.779570 = -174752.164988 nChanged 64 SP:Iteration 3Q (21501.360000 sec): 3 clusters Score: Raw -178407.068201 + Penalty 3551.779570 = -174855.288631 nChanged 48 SP:Iteration 4Q (21501.560000 sec): 3 clusters Score: Raw -178495.493200 + Penalty 3551.779570 = -174943.713631 nChanged 51 SP:Iteration 5Q (21501.760000 sec): 3 clusters Score: Raw -178588.996680 + Penalty 3551.779570 = -175037.217110 nChanged 56 SP:Iteration 6Q (21501.920000 sec): 3 clusters Score: Raw -178701.141728 + Penalty 3551.779570 = -175149.362158 nChanged 58 SP:Iteration 7Q (21502.110000 sec): 3 clusters Score: Raw -178880.810550 + Penalty 3551.779570 = -175329.030980 nChanged 64 SP:Iteration 8Q (21502.320000 sec): 3 clusters Score: Raw -179048.871711 + Penalty 3551.779570 = -175497.092141 nChanged 48 SP:Iteration 9Q (21502.470000 sec): 3 clusters Score: Raw -179153.536702 + Penalty 3551.779570 = -175601.757133 nChanged 34 SP:Iteration 10Q (21502.620000 sec): 3 clusters Score: Raw -179224.325500 + Penalty 3551.779570 = -175672.545930 nChanged 23 SP:Iteration 11Q (21502.810000 sec): 3 clusters Score: Raw -179266.107335 + Penalty 3551.779570 = -175714.327765 nChanged 16 SP:Iteration 12Q (21502.990000 sec): 3 clusters Score: Raw -179286.506342 + Penalty 3551.779570 = -175734.726772 nChanged 10 SP:Iteration 13Q (21503.190000 sec): 3 clusters Score: Raw -179303.173520 + Penalty 3551.779570 = -175751.393950 nChanged 5 SP:Iteration 14Q (21503.400000 sec): 3 clusters Score: Raw -179307.759901 + Penalty 3551.779570 = -175755.980331 nChanged 2 SP:Iteration 15Q (21503.590000 sec): 3 clusters Score: Raw -179310.262577 + Penalty 3551.779570 = -175758.483007 nChanged 2 SP:Iteration 16Q (21503.730000 sec): 3 clusters Score: Raw -179312.431809 + Penalty 3551.779570 = -175760.652239 nChanged 0 SP:Iteration 17F (21503.890000 sec): 3 clusters Score: Raw -179312.431809 + Penalty 3551.779570 = -175760.652239 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21503.980000 sec): 2 clusters Score: Raw -16122.182843 + Penalty 1189.356055 = -14932.826787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21504.130000 sec): 3 clusters Score: Raw -16420.519881 + Penalty 2378.712111 = -14041.807771 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21504.220000 sec): 2 clusters Score: Raw -96456.693848 + Penalty 1609.322823 = -94847.371025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21504.370000 sec): 3 clusters Score: Raw -96414.992010 + Penalty 3218.645646 = -93196.346364 nChanged 133 SP:Iteration 1F (21504.560000 sec): 3 clusters Score: Raw -96631.877445 + Penalty 3218.645646 = -93413.231799 nChanged 31 SP:Iteration 2Q (21504.700000 sec): 3 clusters Score: Raw -96690.999668 + Penalty 3218.645646 = -93472.354022 nChanged 17 SP:Iteration 3Q (21504.850000 sec): 3 clusters Score: Raw -96717.011118 + Penalty 3218.645646 = -93498.365472 nChanged 8 SP:Iteration 4Q (21505.010000 sec): 3 clusters Score: Raw -96731.928699 + Penalty 3218.645646 = -93513.283053 nChanged 5 SP:Iteration 5Q (21505.200000 sec): 3 clusters Score: Raw -96739.906195 + Penalty 3218.645646 = -93521.260549 nChanged 3 SP:Iteration 6Q (21505.340000 sec): 3 clusters Score: Raw -96743.543974 + Penalty 3218.645646 = -93524.898328 nChanged 2 SP:Iteration 7Q (21505.550000 sec): 3 clusters Score: Raw -96752.188078 + Penalty 3218.645646 = -93533.542432 nChanged 2 SP:Iteration 8Q (21505.700000 sec): 3 clusters Score: Raw -96755.428494 + Penalty 3218.645646 = -93536.782848 nChanged 2 SP:Iteration 9Q (21505.890000 sec): 3 clusters Score: Raw -96757.769895 + Penalty 3218.645646 = -93539.124249 nChanged 0 SP:Iteration 10F (21506.050000 sec): 3 clusters Score: Raw -96757.769895 + Penalty 3218.645646 = -93539.124249 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21506.160000 sec): 2 clusters Score: Raw -40982.754173 + Penalty 1415.363346 = -39567.390827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21506.310000 sec): 3 clusters Score: Raw -41100.746311 + Penalty 2830.726691 = -38270.019620 nChanged 35 SP:Iteration 1F (21506.530000 sec): 3 clusters Score: Raw -41208.733552 + Penalty 2830.726691 = -38378.006861 nChanged 12 SP:Iteration 2Q (21506.690000 sec): 3 clusters Score: Raw -41241.968235 + Penalty 2830.726691 = -38411.241543 nChanged 6 SP:Iteration 3Q (21506.880000 sec): 3 clusters Score: Raw -41271.784425 + Penalty 2830.726691 = -38441.057734 nChanged 4 SP:Iteration 4Q (21507.010000 sec): 3 clusters Score: Raw -41283.963262 + Penalty 2830.726691 = -38453.236570 nChanged 3 SP:Iteration 5Q (21507.200000 sec): 3 clusters Score: Raw -41293.364500 + Penalty 2830.726691 = -38462.637809 nChanged 1 SP:Iteration 6Q (21507.360000 sec): 3 clusters Score: Raw -41298.234918 + Penalty 2830.726691 = -38467.508226 nChanged 0 SP:Iteration 7F (21507.580000 sec): 3 clusters Score: Raw -41298.234918 + Penalty 2830.726691 = -38467.508226 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21507.670000 sec): 2 clusters Score: Raw -73226.016007 + Penalty 1549.514633 = -71676.501374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21507.830000 sec): 3 clusters Score: Raw -73265.639476 + Penalty 3099.029266 = -70166.610210 nChanged 88 SP:Iteration 1F (21507.950000 sec): 3 clusters Score: Raw -73472.055732 + Penalty 3099.029266 = -70373.026466 nChanged 34 SP:Iteration 2F (21508.080000 sec): 3 clusters Score: Raw -73657.134316 + Penalty 3099.029266 = -70558.105050 nChanged 25 SP:Iteration 3Q (21508.250000 sec): 3 clusters Score: Raw -73752.389876 + Penalty 3099.029266 = -70653.360610 nChanged 25 SP:Iteration 4Q (21508.410000 sec): 3 clusters Score: Raw -73828.435753 + Penalty 3099.029266 = -70729.406488 nChanged 11 SP:Iteration 5Q (21508.580000 sec): 3 clusters Score: Raw -73854.188726 + Penalty 3099.029266 = -70755.159460 nChanged 5 SP:Iteration 6Q (21508.740000 sec): 3 clusters Score: Raw -73871.054225 + Penalty 3099.029266 = -70772.024959 nChanged 3 SP:Iteration 7Q (21508.890000 sec): 3 clusters Score: Raw -73885.770723 + Penalty 3099.029266 = -70786.741457 nChanged 4 SP:Iteration 8Q (21509.030000 sec): 3 clusters Score: Raw -73901.491334 + Penalty 3099.029266 = -70802.462068 nChanged 7 SP:Iteration 9Q (21509.170000 sec): 3 clusters Score: Raw -73929.044756 + Penalty 3099.029266 = -70830.015490 nChanged 6 SP:Iteration 10Q (21509.390000 sec): 3 clusters Score: Raw -73959.232380 + Penalty 3099.029266 = -70860.203115 nChanged 8 SP:Iteration 11Q (21509.540000 sec): 3 clusters Score: Raw -74003.715269 + Penalty 3099.029266 = -70904.686003 nChanged 6 SP:Iteration 12Q (21509.690000 sec): 3 clusters Score: Raw -74032.573314 + Penalty 3099.029266 = -70933.544049 nChanged 3 SP:Iteration 13Q (21509.790000 sec): 3 clusters Score: Raw -74036.185465 + Penalty 3099.029266 = -70937.156199 nChanged 2 SP:Iteration 14Q (21509.960000 sec): 3 clusters Score: Raw -74040.021898 + Penalty 3099.029266 = -70940.992632 nChanged 0 SP:Iteration 15F (21510.130000 sec): 3 clusters Score: Raw -74040.021898 + Penalty 3099.029266 = -70940.992632 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21510.220000 sec): 2 clusters Score: Raw -15803.590455 + Penalty 1229.045110 = -14574.545345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21510.390000 sec): 3 clusters Score: Raw -16176.086640 + Penalty 2458.090221 = -13717.996420 nChanged 11 SP:Iteration 1F (21510.550000 sec): 3 clusters Score: Raw -16267.242578 + Penalty 2458.090221 = -13809.152357 nChanged 1 SP:Iteration 2Q (21510.680000 sec): 3 clusters Score: Raw -16279.922609 + Penalty 2458.090221 = -13821.832389 nChanged 2 SP:Iteration 3Q (21510.810000 sec): 3 clusters Score: Raw -16303.969038 + Penalty 2458.090221 = -13845.878818 nChanged 1 SP:Iteration 4Q (21510.940000 sec): 3 clusters Score: Raw -16310.738165 + Penalty 2458.090221 = -13852.647944 nChanged 0 SP:Iteration 5F (21511.120000 sec): 3 clusters Score: Raw -16310.738165 + Penalty 2458.090221 = -13852.647944 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (20519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21511.330000 sec): 2 clusters Score: Raw -3270867.722178 + Penalty 2462.418428 = -3268405.303750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21511.610000 sec): 3 clusters Score: Raw -3258846.260820 + Penalty 4924.836856 = -3253921.423964 nChanged 9103 SP:Iteration 1F (21511.950000 sec): 3 clusters Score: Raw -3263737.307091 + Penalty 4924.836856 = -3258812.470235 nChanged 1103 SP:Iteration 2F (21512.200000 sec): 3 clusters Score: Raw -3264153.064436 + Penalty 4924.836856 = -3259228.227579 nChanged 924 SP:Iteration 3Q (21512.470000 sec): 3 clusters Score: Raw -3264478.048457 + Penalty 4924.836856 = -3259553.211601 nChanged 841 SP:Iteration 4Q (21512.770000 sec): 3 clusters Score: Raw -3264757.558975 + Penalty 4924.836856 = -3259832.722119 nChanged 730 SP:Iteration 5Q (21513.030000 sec): 3 clusters Score: Raw -3264990.530034 + Penalty 4924.836856 = -3260065.693177 nChanged 669 SP:Iteration 6Q (21513.340000 sec): 3 clusters Score: Raw -3265229.656614 + Penalty 4924.836856 = -3260304.819758 nChanged 683 SP:Iteration 7Q (21513.600000 sec): 3 clusters Score: Raw -3265467.189947 + Penalty 4924.836856 = -3260542.353091 nChanged 647 SP:Iteration 8Q (21513.920000 sec): 3 clusters Score: Raw -3265687.509691 + Penalty 4924.836856 = -3260762.672835 nChanged 635 SP:Iteration 9Q (21514.200000 sec): 3 clusters Score: Raw -3265915.059116 + Penalty 4924.836856 = -3260990.222260 nChanged 657 SP:Iteration 10Q (21514.470000 sec): 3 clusters Score: Raw -3266157.809072 + Penalty 4924.836856 = -3261232.972216 nChanged 605 SP:Iteration 11Q (21514.780000 sec): 3 clusters Score: Raw -3266390.833523 + Penalty 4924.836856 = -3261465.996666 nChanged 621 SP:Iteration 12Q (21515.080000 sec): 3 clusters Score: Raw -3266650.300406 + Penalty 4924.836856 = -3261725.463550 nChanged 695 SP:Iteration 13Q (21515.420000 sec): 3 clusters Score: Raw -3266968.807942 + Penalty 4924.836856 = -3262043.971085 nChanged 730 SP:Iteration 14Q (21515.740000 sec): 3 clusters Score: Raw -3267343.836018 + Penalty 4924.836856 = -3262418.999162 nChanged 710 SP:Iteration 15Q (21516.040000 sec): 3 clusters Score: Raw -3267709.726205 + Penalty 4924.836856 = -3262784.889348 nChanged 683 SP:Iteration 16Q (21516.340000 sec): 3 clusters Score: Raw -3268071.542860 + Penalty 4924.836856 = -3263146.706004 nChanged 655 SP:Iteration 17Q (21516.610000 sec): 3 clusters Score: Raw -3268435.723683 + Penalty 4924.836856 = -3263510.886827 nChanged 579 SP:Iteration 18Q (21516.950000 sec): 3 clusters Score: Raw -3268759.180969 + Penalty 4924.836856 = -3263834.344113 nChanged 530 SP:Iteration 19Q (21517.250000 sec): 3 clusters Score: Raw -3269045.340175 + Penalty 4924.836856 = -3264120.503319 nChanged 451 SP:Iteration 20F (21517.490000 sec): 3 clusters Score: Raw -3269266.767601 + Penalty 4924.836856 = -3264341.930745 nChanged 402 SP:Iteration 21Q (21517.780000 sec): 3 clusters Score: Raw -3269466.937619 + Penalty 4924.836856 = -3264542.100763 nChanged 354 SP:Iteration 22Q (21518.050000 sec): 3 clusters Score: Raw -3269657.414368 + Penalty 4924.836856 = -3264732.577511 nChanged 327 SP:Iteration 23Q (21518.280000 sec): 3 clusters Score: Raw -3269825.654261 + Penalty 4924.836856 = -3264900.817405 nChanged 298 SP:Iteration 24Q (21518.570000 sec): 3 clusters Score: Raw -3269980.977398 + Penalty 4924.836856 = -3265056.140542 nChanged 271 SP:Iteration 25Q (21518.860000 sec): 3 clusters Score: Raw -3270116.844993 + Penalty 4924.836856 = -3265192.008137 nChanged 245 SP:Iteration 26Q (21519.170000 sec): 3 clusters Score: Raw -3270238.011463 + Penalty 4924.836856 = -3265313.174607 nChanged 220 SP:Iteration 27Q (21519.420000 sec): 3 clusters Score: Raw -3270355.497222 + Penalty 4924.836856 = -3265430.660366 nChanged 225 SP:Iteration 28Q (21519.700000 sec): 3 clusters Score: Raw -3270475.180131 + Penalty 4924.836856 = -3265550.343275 nChanged 175 SP:Iteration 29Q (21520.020000 sec): 3 clusters Score: Raw -3270565.587727 + Penalty 4924.836856 = -3265640.750871 nChanged 161 SP:Iteration 30Q (21520.310000 sec): 3 clusters Score: Raw -3270642.683357 + Penalty 4924.836856 = -3265717.846500 nChanged 132 SP:Iteration 31Q (21520.550000 sec): 3 clusters Score: Raw -3270703.022159 + Penalty 4924.836856 = -3265778.185302 nChanged 115 SP:Iteration 32Q (21520.820000 sec): 3 clusters Score: Raw -3270752.363407 + Penalty 4924.836856 = -3265827.526551 nChanged 81 SP:Iteration 33Q (21521.080000 sec): 3 clusters Score: Raw -3270782.215293 + Penalty 4924.836856 = -3265857.378436 nChanged 77 SP:Iteration 34Q (21521.330000 sec): 3 clusters Score: Raw -3270813.976429 + Penalty 4924.836856 = -3265889.139573 nChanged 77 SP:Iteration 35Q (21521.620000 sec): 3 clusters Score: Raw -3270848.842992 + Penalty 4924.836856 = -3265924.006135 nChanged 70 SP:Iteration 36Q (21521.850000 sec): 3 clusters Score: Raw -3270880.556709 + Penalty 4924.836856 = -3265955.719853 nChanged 60 SP:Iteration 37Q (21522.170000 sec): 3 clusters Score: Raw -3270913.071215 + Penalty 4924.836856 = -3265988.234358 nChanged 68 SP:Iteration 38Q (21522.460000 sec): 3 clusters Score: Raw -3270947.575750 + Penalty 4924.836856 = -3266022.738893 nChanged 55 SP:Iteration 39Q (21522.750000 sec): 3 clusters Score: Raw -3270976.321452 + Penalty 4924.836856 = -3266051.484595 nChanged 52 SP:Iteration 40F (21523.090000 sec): 3 clusters Score: Raw -3271005.095999 + Penalty 4924.836856 = -3266080.259143 nChanged 48 SP:Iteration 41Q (21523.420000 sec): 3 clusters Score: Raw -3271038.210989 + Penalty 4924.836856 = -3266113.374133 nChanged 43 SP:Iteration 42Q (21523.680000 sec): 3 clusters Score: Raw -3271069.262359 + Penalty 4924.836856 = -3266144.425503 nChanged 33 SP:Iteration 43Q (21523.990000 sec): 3 clusters Score: Raw -3271088.393728 + Penalty 4924.836856 = -3266163.556872 nChanged 24 SP:Iteration 44Q (21524.310000 sec): 3 clusters Score: Raw -3271103.303505 + Penalty 4924.836856 = -3266178.466649 nChanged 28 SP:Iteration 45Q (21524.580000 sec): 3 clusters Score: Raw -3271119.811595 + Penalty 4924.836856 = -3266194.974739 nChanged 19 SP:Iteration 46Q (21524.860000 sec): 3 clusters Score: Raw -3271129.929847 + Penalty 4924.836856 = -3266205.092991 nChanged 20 SP:Iteration 47Q (21525.220000 sec): 3 clusters Score: Raw -3271143.755627 + Penalty 4924.836856 = -3266218.918771 nChanged 16 SP:Iteration 48Q (21525.480000 sec): 3 clusters Score: Raw -3271153.857162 + Penalty 4924.836856 = -3266229.020306 nChanged 18 SP:Iteration 49Q (21525.720000 sec): 3 clusters Score: Raw -3271162.836890 + Penalty 4924.836856 = -3266238.000034 nChanged 11 SP:Iteration 50Q (21526.020000 sec): 3 clusters Score: Raw -3271168.976552 + Penalty 4924.836856 = -3266244.139696 nChanged 6 SP:Iteration 51Q (21526.280000 sec): 3 clusters Score: Raw -3271172.693468 + Penalty 4924.836856 = -3266247.856612 nChanged 4 SP:Iteration 52Q (21526.600000 sec): 3 clusters Score: Raw -3271174.466928 + Penalty 4924.836856 = -3266249.630072 nChanged 4 SP:Iteration 53Q (21526.910000 sec): 3 clusters Score: Raw -3271176.405604 + Penalty 4924.836856 = -3266251.568748 nChanged 1 SP:Iteration 54Q (21527.200000 sec): 3 clusters Score: Raw -3271177.262754 + Penalty 4924.836856 = -3266252.425898 nChanged 0 SP:Iteration 55F (21527.480000 sec): 3 clusters Score: Raw -3271177.262754 + Penalty 4924.836856 = -3266252.425898 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21527.590000 sec): 2 clusters Score: Raw -10025.467168 + Penalty 1163.454275 = -8862.012893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21527.780000 sec): 3 clusters Score: Raw -10345.307182 + Penalty 2326.908550 = -8018.398632 nChanged 3 SP:Iteration 1Q (21527.950000 sec): 3 clusters Score: Raw -10370.550334 + Penalty 2326.908550 = -8043.641785 nChanged 0 SP:Iteration 2F (21528.120000 sec): 3 clusters Score: Raw -10370.550334 + Penalty 2326.908550 = -8043.641785 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21528.240000 sec): 2 clusters Score: Raw -162628.671111 + Penalty 1756.680186 = -160871.990925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21528.440000 sec): 3 clusters Score: Raw -162407.789757 + Penalty 3513.360372 = -158894.429384 nChanged 349 SP:Iteration 1F (21528.570000 sec): 3 clusters Score: Raw -162757.259860 + Penalty 3513.360372 = -159243.899488 nChanged 89 SP:Iteration 2F (21528.760000 sec): 3 clusters Score: Raw -162853.719571 + Penalty 3513.360372 = -159340.359199 nChanged 35 SP:Iteration 3Q (21528.920000 sec): 3 clusters Score: Raw -162903.357090 + Penalty 3513.360372 = -159389.996717 nChanged 30 SP:Iteration 4Q (21529.160000 sec): 3 clusters Score: Raw -162959.206687 + Penalty 3513.360372 = -159445.846315 nChanged 28 SP:Iteration 5Q (21529.350000 sec): 3 clusters Score: Raw -162996.077388 + Penalty 3513.360372 = -159482.717016 nChanged 17 SP:Iteration 6Q (21529.540000 sec): 3 clusters Score: Raw -163021.895819 + Penalty 3513.360372 = -159508.535447 nChanged 22 SP:Iteration 7Q (21529.680000 sec): 3 clusters Score: Raw -163054.387746 + Penalty 3513.360372 = -159541.027374 nChanged 26 SP:Iteration 8Q (21529.850000 sec): 3 clusters Score: Raw -163101.582707 + Penalty 3513.360372 = -159588.222334 nChanged 40 SP:Iteration 9Q (21529.990000 sec): 3 clusters Score: Raw -163179.851766 + Penalty 3513.360372 = -159666.491393 nChanged 61 SP:Iteration 10F (21530.180000 sec): 3 clusters Score: Raw -163319.123715 + Penalty 3513.360372 = -159805.763343 nChanged 69 SP:Iteration 11F (21530.330000 sec): 3 clusters Score: Raw -163507.507312 + Penalty 3513.360372 = -159994.146940 nChanged 67 SP:Iteration 12F (21530.470000 sec): 3 clusters Score: Raw -163685.692516 + Penalty 3513.360372 = -160172.332144 nChanged 52 SP:Iteration 13Q (21530.680000 sec): 3 clusters Score: Raw -163796.904290 + Penalty 3513.360372 = -160283.543918 nChanged 35 SP:Iteration 14Q (21530.890000 sec): 3 clusters Score: Raw -163866.457105 + Penalty 3513.360372 = -160353.096732 nChanged 27 SP:Iteration 15Q (21531.080000 sec): 3 clusters Score: Raw -163919.367511 + Penalty 3513.360372 = -160406.007138 nChanged 20 SP:Iteration 16Q (21531.240000 sec): 3 clusters Score: Raw -163952.226739 + Penalty 3513.360372 = -160438.866367 nChanged 16 SP:Iteration 17Q (21531.460000 sec): 3 clusters Score: Raw -163979.987833 + Penalty 3513.360372 = -160466.627461 nChanged 10 SP:Iteration 18Q (21531.630000 sec): 3 clusters Score: Raw -163998.034013 + Penalty 3513.360372 = -160484.673641 nChanged 4 SP:Iteration 19Q (21531.780000 sec): 3 clusters Score: Raw -164002.726896 + Penalty 3513.360372 = -160489.366524 nChanged 3 SP:Iteration 20F (21532.000000 sec): 3 clusters Score: Raw -164006.323701 + Penalty 3513.360372 = -160492.963329 nChanged 2 SP:Iteration 21Q (21532.220000 sec): 3 clusters Score: Raw -164010.216887 + Penalty 3513.360372 = -160496.856515 nChanged 1 SP:Iteration 22Q (21532.430000 sec): 3 clusters Score: Raw -164011.204813 + Penalty 3513.360372 = -160497.844440 nChanged 0 SP:Iteration 23F (21532.600000 sec): 3 clusters Score: Raw -164011.204813 + Penalty 3513.360372 = -160497.844440 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21532.700000 sec): 2 clusters Score: Raw -72695.884473 + Penalty 1522.156309 = -71173.728164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21532.870000 sec): 3 clusters Score: Raw -72773.659471 + Penalty 3044.312619 = -69729.346852 nChanged 73 SP:Iteration 1F (21533.100000 sec): 3 clusters Score: Raw -72921.951870 + Penalty 3044.312619 = -69877.639251 nChanged 13 SP:Iteration 2Q (21533.290000 sec): 3 clusters Score: Raw -72962.810573 + Penalty 3044.312619 = -69918.497954 nChanged 13 SP:Iteration 3Q (21533.460000 sec): 3 clusters Score: Raw -73001.293202 + Penalty 3044.312619 = -69956.980583 nChanged 5 SP:Iteration 4Q (21533.610000 sec): 3 clusters Score: Raw -73012.119341 + Penalty 3044.312619 = -69967.806722 nChanged 2 SP:Iteration 5Q (21533.790000 sec): 3 clusters Score: Raw -73015.074058 + Penalty 3044.312619 = -69970.761439 nChanged 1 SP:Iteration 6Q (21533.990000 sec): 3 clusters Score: Raw -73018.896441 + Penalty 3044.312619 = -69974.583822 nChanged 1 SP:Iteration 7Q (21534.170000 sec): 3 clusters Score: Raw -73019.595836 + Penalty 3044.312619 = -69975.283217 nChanged 1 SP:Iteration 8Q (21534.360000 sec): 3 clusters Score: Raw -73023.375887 + Penalty 3044.312619 = -69979.063268 nChanged 2 SP:Iteration 9Q (21534.500000 sec): 3 clusters Score: Raw -73034.173571 + Penalty 3044.312619 = -69989.860953 nChanged 4 SP:Iteration 10Q (21534.680000 sec): 3 clusters Score: Raw -73056.755647 + Penalty 3044.312619 = -70012.443028 nChanged 4 SP:Iteration 11Q (21534.890000 sec): 3 clusters Score: Raw -73104.206350 + Penalty 3044.312619 = -70059.893731 nChanged 5 SP:Iteration 12Q (21535.030000 sec): 3 clusters Score: Raw -73162.664550 + Penalty 3044.312619 = -70118.351931 nChanged 10 SP:Iteration 13Q (21535.240000 sec): 3 clusters Score: Raw -73187.376464 + Penalty 3044.312619 = -70143.063845 nChanged 4 SP:Iteration 14Q (21535.420000 sec): 3 clusters Score: Raw -73195.846168 + Penalty 3044.312619 = -70151.533549 nChanged 3 SP:Iteration 15Q (21535.570000 sec): 3 clusters Score: Raw -73205.298702 + Penalty 3044.312619 = -70160.986083 nChanged 3 SP:Iteration 16Q (21535.730000 sec): 3 clusters Score: Raw -73225.896911 + Penalty 3044.312619 = -70181.584292 nChanged 4 SP:Iteration 17Q (21535.920000 sec): 3 clusters Score: Raw -73241.316246 + Penalty 3044.312619 = -70197.003627 nChanged 3 SP:Iteration 18Q (21536.090000 sec): 3 clusters Score: Raw -73253.458767 + Penalty 3044.312619 = -70209.146148 nChanged 3 SP:Iteration 19Q (21536.320000 sec): 3 clusters Score: Raw -73260.991760 + Penalty 3044.312619 = -70216.679141 nChanged 0 SP:Iteration 20F (21536.480000 sec): 3 clusters Score: Raw -73260.991760 + Penalty 3044.312619 = -70216.679141 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (10386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21536.670000 sec): 2 clusters Score: Raw -1550565.902872 + Penalty 2293.557078 = -1548272.345794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21536.960000 sec): 3 clusters Score: Raw -1544913.395584 + Penalty 4587.114156 = -1540326.281428 nChanged 4368 SP:Iteration 1F (21537.190000 sec): 3 clusters Score: Raw -1547190.779685 + Penalty 4587.114156 = -1542603.665529 nChanged 611 SP:Iteration 2F (21537.450000 sec): 3 clusters Score: Raw -1547448.701188 + Penalty 4587.114156 = -1542861.587032 nChanged 488 SP:Iteration 3Q (21537.700000 sec): 3 clusters Score: Raw -1547665.075235 + Penalty 4587.114156 = -1543077.961079 nChanged 409 SP:Iteration 4Q (21537.920000 sec): 3 clusters Score: Raw -1547827.537005 + Penalty 4587.114156 = -1543240.422849 nChanged 341 SP:Iteration 5Q (21538.170000 sec): 3 clusters Score: Raw -1547971.067309 + Penalty 4587.114156 = -1543383.953153 nChanged 333 SP:Iteration 6Q (21538.380000 sec): 3 clusters Score: Raw -1548106.652336 + Penalty 4587.114156 = -1543519.538180 nChanged 354 SP:Iteration 7Q (21538.610000 sec): 3 clusters Score: Raw -1548256.433635 + Penalty 4587.114156 = -1543669.319478 nChanged 360 SP:Iteration 8Q (21538.860000 sec): 3 clusters Score: Raw -1548425.222890 + Penalty 4587.114156 = -1543838.108733 nChanged 393 SP:Iteration 9Q (21539.020000 sec): 3 clusters Score: Raw -1548615.291533 + Penalty 4587.114156 = -1544028.177377 nChanged 407 SP:Iteration 10Q (21539.290000 sec): 3 clusters Score: Raw -1548836.999068 + Penalty 4587.114156 = -1544249.884912 nChanged 434 SP:Iteration 11Q (21539.500000 sec): 3 clusters Score: Raw -1549111.800698 + Penalty 4587.114156 = -1544524.686542 nChanged 473 SP:Iteration 12Q (21539.760000 sec): 3 clusters Score: Raw -1549452.304366 + Penalty 4587.114156 = -1544865.190210 nChanged 449 SP:Iteration 13Q (21540.020000 sec): 3 clusters Score: Raw -1549779.706485 + Penalty 4587.114156 = -1545192.592329 nChanged 357 SP:Iteration 14Q (21540.290000 sec): 3 clusters Score: Raw -1550080.663685 + Penalty 4587.114156 = -1545493.549528 nChanged 320 SP:Iteration 15Q (21540.480000 sec): 3 clusters Score: Raw -1550369.413520 + Penalty 4587.114156 = -1545782.299363 nChanged 254 SP:Iteration 16Q (21540.730000 sec): 3 clusters Score: Raw -1550576.517926 + Penalty 4587.114156 = -1545989.403770 nChanged 162 SP:Iteration 17Q (21540.940000 sec): 3 clusters Score: Raw -1550699.120556 + Penalty 4587.114156 = -1546112.006400 nChanged 129 SP:Iteration 18Q (21541.210000 sec): 3 clusters Score: Raw -1550787.159600 + Penalty 4587.114156 = -1546200.045444 nChanged 94 SP:Iteration 19Q (21541.450000 sec): 3 clusters Score: Raw -1550840.192152 + Penalty 4587.114156 = -1546253.077996 nChanged 74 SP:Iteration 20F (21541.710000 sec): 3 clusters Score: Raw -1550878.016642 + Penalty 4587.114156 = -1546290.902486 nChanged 52 SP:Iteration 21Q (21541.930000 sec): 3 clusters Score: Raw -1550903.456083 + Penalty 4587.114156 = -1546316.341927 nChanged 42 SP:Iteration 22Q (21542.140000 sec): 3 clusters Score: Raw -1550924.438818 + Penalty 4587.114156 = -1546337.324661 nChanged 44 SP:Iteration 23Q (21542.390000 sec): 3 clusters Score: Raw -1550944.356105 + Penalty 4587.114156 = -1546357.241949 nChanged 35 SP:Iteration 24Q (21542.640000 sec): 3 clusters Score: Raw -1550958.820816 + Penalty 4587.114156 = -1546371.706660 nChanged 25 SP:Iteration 25Q (21542.920000 sec): 3 clusters Score: Raw -1550969.515987 + Penalty 4587.114156 = -1546382.401831 nChanged 23 SP:Iteration 26Q (21543.170000 sec): 3 clusters Score: Raw -1550979.536706 + Penalty 4587.114156 = -1546392.422550 nChanged 19 SP:Iteration 27Q (21543.420000 sec): 3 clusters Score: Raw -1550988.210059 + Penalty 4587.114156 = -1546401.095903 nChanged 20 SP:Iteration 28Q (21543.630000 sec): 3 clusters Score: Raw -1550995.837795 + Penalty 4587.114156 = -1546408.723639 nChanged 18 SP:Iteration 29Q (21543.900000 sec): 3 clusters Score: Raw -1551002.990765 + Penalty 4587.114156 = -1546415.876609 nChanged 10 SP:Iteration 30Q (21544.110000 sec): 3 clusters Score: Raw -1551006.716168 + Penalty 4587.114156 = -1546419.602012 nChanged 10 SP:Iteration 31Q (21544.340000 sec): 3 clusters Score: Raw -1551010.940345 + Penalty 4587.114156 = -1546423.826189 nChanged 8 SP:Iteration 32Q (21544.590000 sec): 3 clusters Score: Raw -1551013.647405 + Penalty 4587.114156 = -1546426.533249 nChanged 7 SP:Iteration 33Q (21544.790000 sec): 3 clusters Score: Raw -1551017.227231 + Penalty 4587.114156 = -1546430.113075 nChanged 8 SP:Iteration 34Q (21545.030000 sec): 3 clusters Score: Raw -1551020.453338 + Penalty 4587.114156 = -1546433.339182 nChanged 10 SP:Iteration 35Q (21545.270000 sec): 3 clusters Score: Raw -1551025.289597 + Penalty 4587.114156 = -1546438.175441 nChanged 10 SP:Iteration 36Q (21545.470000 sec): 3 clusters Score: Raw -1551028.430645 + Penalty 4587.114156 = -1546441.316488 nChanged 10 SP:Iteration 37Q (21545.720000 sec): 3 clusters Score: Raw -1551032.038622 + Penalty 4587.114156 = -1546444.924466 nChanged 8 SP:Iteration 38Q (21545.930000 sec): 3 clusters Score: Raw -1551034.330581 + Penalty 4587.114156 = -1546447.216425 nChanged 2 SP:Iteration 39Q (21546.150000 sec): 3 clusters Score: Raw -1551034.998953 + Penalty 4587.114156 = -1546447.884796 nChanged 3 SP:Iteration 40F (21546.380000 sec): 3 clusters Score: Raw -1551036.562196 + Penalty 4587.114156 = -1546449.448040 nChanged 5 SP:Iteration 41Q (21546.590000 sec): 3 clusters Score: Raw -1551038.123107 + Penalty 4587.114156 = -1546451.008951 nChanged 4 SP:Iteration 42Q (21546.860000 sec): 3 clusters Score: Raw -1551039.694525 + Penalty 4587.114156 = -1546452.580369 nChanged 6 SP:Iteration 43Q (21547.070000 sec): 3 clusters Score: Raw -1551041.416990 + Penalty 4587.114156 = -1546454.302834 nChanged 2 SP:Iteration 44Q (21547.280000 sec): 3 clusters Score: Raw -1551041.791647 + Penalty 4587.114156 = -1546454.677491 nChanged 1 SP:Iteration 45Q (21547.520000 sec): 3 clusters Score: Raw -1551042.019618 + Penalty 4587.114156 = -1546454.905462 nChanged 1 SP:Iteration 46Q (21547.760000 sec): 3 clusters Score: Raw -1551042.167590 + Penalty 4587.114156 = -1546455.053434 nChanged 0 SP:Iteration 47F (21548.000000 sec): 3 clusters Score: Raw -1551042.167590 + Penalty 4587.114156 = -1546455.053434 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21548.090000 sec): 2 clusters Score: Raw -51412.730055 + Penalty 1465.877568 = -49946.852487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21548.270000 sec): 3 clusters Score: Raw -51475.917433 + Penalty 2931.755135 = -48544.162298 nChanged 63 SP:Iteration 1F (21548.470000 sec): 3 clusters Score: Raw -51676.919227 + Penalty 2931.755135 = -48745.164091 nChanged 17 SP:Iteration 2Q (21548.620000 sec): 3 clusters Score: Raw -51729.467388 + Penalty 2931.755135 = -48797.712253 nChanged 5 SP:Iteration 3Q (21548.820000 sec): 3 clusters Score: Raw -51751.468311 + Penalty 2931.755135 = -48819.713175 nChanged 2 SP:Iteration 4Q (21549.050000 sec): 3 clusters Score: Raw -51758.840220 + Penalty 2931.755135 = -48827.085084 nChanged 2 SP:Iteration 5Q (21549.230000 sec): 3 clusters Score: Raw -51764.943045 + Penalty 2931.755135 = -48833.187909 nChanged 0 SP:Iteration 6F (21549.410000 sec): 3 clusters Score: Raw -51764.943045 + Penalty 2931.755135 = -48833.187909 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21549.520000 sec): 2 clusters Score: Raw -20267.898556 + Penalty 1220.155270 = -19047.743287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21549.670000 sec): 3 clusters Score: Raw -20547.385176 + Penalty 2440.310539 = -18107.074636 nChanged 8 SP:Iteration 1F (21549.860000 sec): 3 clusters Score: Raw -20601.052034 + Penalty 2440.310539 = -18160.741495 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (5178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21549.990000 sec): 2 clusters Score: Raw -791644.695638 + Penalty 2120.939192 = -789523.756446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21550.210000 sec): 3 clusters Score: Raw -789125.500088 + Penalty 4241.878384 = -784883.621704 nChanged 1970 SP:Iteration 1F (21550.420000 sec): 3 clusters Score: Raw -790199.820941 + Penalty 4241.878384 = -785957.942558 nChanged 401 SP:Iteration 2F (21550.610000 sec): 3 clusters Score: Raw -790430.623416 + Penalty 4241.878384 = -786188.745032 nChanged 253 SP:Iteration 3Q (21550.820000 sec): 3 clusters Score: Raw -790551.499891 + Penalty 4241.878384 = -786309.621508 nChanged 177 SP:Iteration 4Q (21551.030000 sec): 3 clusters Score: Raw -790629.693343 + Penalty 4241.878384 = -786387.814960 nChanged 110 SP:Iteration 5Q (21551.240000 sec): 3 clusters Score: Raw -790675.362459 + Penalty 4241.878384 = -786433.484075 nChanged 107 SP:Iteration 6Q (21551.470000 sec): 3 clusters Score: Raw -790717.180423 + Penalty 4241.878384 = -786475.302040 nChanged 93 SP:Iteration 7Q (21551.660000 sec): 3 clusters Score: Raw -790752.525250 + Penalty 4241.878384 = -786510.646867 nChanged 87 SP:Iteration 8Q (21551.920000 sec): 3 clusters Score: Raw -790785.122305 + Penalty 4241.878384 = -786543.243921 nChanged 79 SP:Iteration 9Q (21552.160000 sec): 3 clusters Score: Raw -790815.563718 + Penalty 4241.878384 = -786573.685335 nChanged 63 SP:Iteration 10Q (21552.410000 sec): 3 clusters Score: Raw -790835.526907 + Penalty 4241.878384 = -786593.648523 nChanged 52 SP:Iteration 11Q (21552.600000 sec): 3 clusters Score: Raw -790851.423026 + Penalty 4241.878384 = -786609.544643 nChanged 56 SP:Iteration 12Q (21552.790000 sec): 3 clusters Score: Raw -790873.297985 + Penalty 4241.878384 = -786631.419601 nChanged 62 SP:Iteration 13Q (21552.970000 sec): 3 clusters Score: Raw -790896.942950 + Penalty 4241.878384 = -786655.064567 nChanged 64 SP:Iteration 14Q (21553.200000 sec): 3 clusters Score: Raw -790918.064971 + Penalty 4241.878384 = -786676.186587 nChanged 57 SP:Iteration 15Q (21553.400000 sec): 3 clusters Score: Raw -790939.599302 + Penalty 4241.878384 = -786697.720919 nChanged 56 SP:Iteration 16Q (21553.590000 sec): 3 clusters Score: Raw -790959.388098 + Penalty 4241.878384 = -786717.509714 nChanged 62 SP:Iteration 17Q (21553.830000 sec): 3 clusters Score: Raw -790978.508180 + Penalty 4241.878384 = -786736.629797 nChanged 50 SP:Iteration 18Q (21554.020000 sec): 3 clusters Score: Raw -790999.687516 + Penalty 4241.878384 = -786757.809132 nChanged 53 SP:Iteration 19Q (21554.260000 sec): 3 clusters Score: Raw -791019.207018 + Penalty 4241.878384 = -786777.328635 nChanged 52 SP:Iteration 20F (21554.470000 sec): 3 clusters Score: Raw -791034.763405 + Penalty 4241.878384 = -786792.885021 nChanged 44 SP:Iteration 21Q (21554.660000 sec): 3 clusters Score: Raw -791051.590000 + Penalty 4241.878384 = -786809.711617 nChanged 51 SP:Iteration 22Q (21554.890000 sec): 3 clusters Score: Raw -791075.851525 + Penalty 4241.878384 = -786833.973141 nChanged 59 SP:Iteration 23Q (21555.140000 sec): 3 clusters Score: Raw -791099.423638 + Penalty 4241.878384 = -786857.545255 nChanged 52 SP:Iteration 24Q (21555.400000 sec): 3 clusters Score: Raw -791119.398093 + Penalty 4241.878384 = -786877.519709 nChanged 50 SP:Iteration 25Q (21555.670000 sec): 3 clusters Score: Raw -791141.980498 + Penalty 4241.878384 = -786900.102115 nChanged 52 SP:Iteration 26Q (21555.880000 sec): 3 clusters Score: Raw -791161.995004 + Penalty 4241.878384 = -786920.116620 nChanged 55 SP:Iteration 27Q (21556.080000 sec): 3 clusters Score: Raw -791188.545910 + Penalty 4241.878384 = -786946.667526 nChanged 63 SP:Iteration 28Q (21556.280000 sec): 3 clusters Score: Raw -791218.455807 + Penalty 4241.878384 = -786976.577424 nChanged 68 SP:Iteration 29Q (21556.470000 sec): 3 clusters Score: Raw -791250.814359 + Penalty 4241.878384 = -787008.935976 nChanged 63 SP:Iteration 30Q (21556.630000 sec): 3 clusters Score: Raw -791283.202439 + Penalty 4241.878384 = -787041.324056 nChanged 53 SP:Iteration 31Q (21556.840000 sec): 3 clusters Score: Raw -791310.194131 + Penalty 4241.878384 = -787068.315747 nChanged 59 SP:Iteration 32Q (21557.050000 sec): 3 clusters Score: Raw -791338.658772 + Penalty 4241.878384 = -787096.780389 nChanged 61 SP:Iteration 33Q (21557.260000 sec): 3 clusters Score: Raw -791370.170753 + Penalty 4241.878384 = -787128.292370 nChanged 54 SP:Iteration 34Q (21557.440000 sec): 3 clusters Score: Raw -791395.950212 + Penalty 4241.878384 = -787154.071829 nChanged 57 SP:Iteration 35Q (21557.660000 sec): 3 clusters Score: Raw -791426.160187 + Penalty 4241.878384 = -787184.281804 nChanged 39 SP:Iteration 36Q (21557.950000 sec): 3 clusters Score: Raw -791450.500151 + Penalty 4241.878384 = -787208.621767 nChanged 47 SP:Iteration 37Q (21558.140000 sec): 3 clusters Score: Raw -791475.874785 + Penalty 4241.878384 = -787233.996401 nChanged 47 SP:Iteration 38Q (21558.380000 sec): 3 clusters Score: Raw -791498.557105 + Penalty 4241.878384 = -787256.678722 nChanged 46 SP:Iteration 39Q (21558.610000 sec): 3 clusters Score: Raw -791522.556989 + Penalty 4241.878384 = -787280.678605 nChanged 35 SP:Iteration 40F (21558.780000 sec): 3 clusters Score: Raw -791543.543962 + Penalty 4241.878384 = -787301.665578 nChanged 34 SP:Iteration 41Q (21559.020000 sec): 3 clusters Score: Raw -791560.393838 + Penalty 4241.878384 = -787318.515455 nChanged 26 SP:Iteration 42Q (21559.220000 sec): 3 clusters Score: Raw -791574.750504 + Penalty 4241.878384 = -787332.872120 nChanged 23 SP:Iteration 43Q (21559.460000 sec): 3 clusters Score: Raw -791586.204881 + Penalty 4241.878384 = -787344.326497 nChanged 30 SP:Iteration 44Q (21559.670000 sec): 3 clusters Score: Raw -791603.333531 + Penalty 4241.878384 = -787361.455148 nChanged 31 SP:Iteration 45Q (21559.850000 sec): 3 clusters Score: Raw -791623.319162 + Penalty 4241.878384 = -787381.440779 nChanged 38 SP:Iteration 46Q (21560.100000 sec): 3 clusters Score: Raw -791647.973488 + Penalty 4241.878384 = -787406.095105 nChanged 39 SP:Iteration 47Q (21560.320000 sec): 3 clusters Score: Raw -791670.256778 + Penalty 4241.878384 = -787428.378395 nChanged 36 SP:Iteration 48Q (21560.550000 sec): 3 clusters Score: Raw -791697.891717 + Penalty 4241.878384 = -787456.013334 nChanged 29 SP:Iteration 49Q (21560.800000 sec): 3 clusters Score: Raw -791716.451606 + Penalty 4241.878384 = -787474.573223 nChanged 34 SP:Iteration 50Q (21561.030000 sec): 3 clusters Score: Raw -791741.042816 + Penalty 4241.878384 = -787499.164432 nChanged 19 SP:Iteration 51Q (21561.260000 sec): 3 clusters Score: Raw -791754.265481 + Penalty 4241.878384 = -787512.387097 nChanged 13 SP:Iteration 52Q (21561.470000 sec): 3 clusters Score: Raw -791763.618162 + Penalty 4241.878384 = -787521.739778 nChanged 10 SP:Iteration 53Q (21561.690000 sec): 3 clusters Score: Raw -791771.849852 + Penalty 4241.878384 = -787529.971469 nChanged 12 SP:Iteration 54Q (21561.900000 sec): 3 clusters Score: Raw -791778.827104 + Penalty 4241.878384 = -787536.948721 nChanged 14 SP:Iteration 55Q (21562.120000 sec): 3 clusters Score: Raw -791788.172478 + Penalty 4241.878384 = -787546.294094 nChanged 14 SP:Iteration 56Q (21562.370000 sec): 3 clusters Score: Raw -791796.995100 + Penalty 4241.878384 = -787555.116716 nChanged 14 SP:Iteration 57Q (21562.570000 sec): 3 clusters Score: Raw -791806.979848 + Penalty 4241.878384 = -787565.101464 nChanged 8 SP:Iteration 58Q (21562.770000 sec): 3 clusters Score: Raw -791813.532035 + Penalty 4241.878384 = -787571.653652 nChanged 3 SP:Iteration 59Q (21562.960000 sec): 3 clusters Score: Raw -791815.484893 + Penalty 4241.878384 = -787573.606510 nChanged 1 SP:Iteration 60F (21563.220000 sec): 3 clusters Score: Raw -791815.937047 + Penalty 4241.878384 = -787574.058663 nChanged 2 SP:Iteration 61Q (21563.380000 sec): 3 clusters Score: Raw -791817.452557 + Penalty 4241.878384 = -787575.574174 nChanged 1 SP:Iteration 62Q (21563.570000 sec): 3 clusters Score: Raw -791817.921103 + Penalty 4241.878384 = -787576.042719 nChanged 1 SP:Iteration 63Q (21563.730000 sec): 3 clusters Score: Raw -791818.209977 + Penalty 4241.878384 = -787576.331594 nChanged 1 SP:Iteration 64Q (21563.940000 sec): 3 clusters Score: Raw -791818.504300 + Penalty 4241.878384 = -787576.625917 nChanged 0 SP:Iteration 65F (21564.190000 sec): 3 clusters Score: Raw -791818.504300 + Penalty 4241.878384 = -787576.625917 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 56 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21564.280000 sec): 2 clusters Score: Raw -17766.461915 + Penalty 1252.364290 = -16514.097625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21564.480000 sec): 3 clusters Score: Raw -18040.092475 + Penalty 2504.728580 = -15535.363895 nChanged 10 SP:Iteration 1F (21564.620000 sec): 3 clusters Score: Raw -18103.396026 + Penalty 2504.728580 = -15598.667446 nChanged 4 SP:Iteration 2Q (21564.850000 sec): 3 clusters Score: Raw -18124.654640 + Penalty 2504.728580 = -15619.926060 nChanged 3 SP:Iteration 3Q (21565.060000 sec): 3 clusters Score: Raw -18139.995038 + Penalty 2504.728580 = -15635.266458 nChanged 2 SP:Iteration 4Q (21565.290000 sec): 3 clusters Score: Raw -18159.557124 + Penalty 2504.728580 = -15654.828544 nChanged 1 SP:Iteration 5Q (21565.490000 sec): 3 clusters Score: Raw -18172.115069 + Penalty 2504.728580 = -15667.386489 nChanged 0 SP:Iteration 6F (21565.680000 sec): 3 clusters Score: Raw -18172.115069 + Penalty 2504.728580 = -15667.386489 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 57 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21565.770000 sec): 2 clusters Score: Raw -52573.030301 + Penalty 1479.604391 = -51093.425909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21566.000000 sec): 3 clusters Score: Raw -52667.502274 + Penalty 2959.208783 = -49708.293491 nChanged 63 SP:Iteration 1F (21566.160000 sec): 3 clusters Score: Raw -52867.565595 + Penalty 2959.208783 = -49908.356812 nChanged 9 SP:Iteration 2Q (21566.390000 sec): 3 clusters Score: Raw -52887.293586 + Penalty 2959.208783 = -49928.084804 nChanged 3 SP:Iteration 3Q (21566.640000 sec): 3 clusters Score: Raw -52894.300572 + Penalty 2959.208783 = -49935.091789 nChanged 1 SP:Iteration 4Q (21566.790000 sec): 3 clusters Score: Raw -52897.095931 + Penalty 2959.208783 = -49937.887148 nChanged 1 SP:Iteration 5Q (21567.030000 sec): 3 clusters Score: Raw -52899.457379 + Penalty 2959.208783 = -49940.248596 nChanged 1 SP:Iteration 6Q (21567.240000 sec): 3 clusters Score: Raw -52905.102255 + Penalty 2959.208783 = -49945.893473 nChanged 3 SP:Iteration 7Q (21567.450000 sec): 3 clusters Score: Raw -52913.764296 + Penalty 2959.208783 = -49954.555513 nChanged 0 SP:Iteration 8F (21567.650000 sec): 3 clusters Score: Raw -52913.764296 + Penalty 2959.208783 = -49954.555513 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 58 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21567.740000 sec): 2 clusters Score: Raw -47564.522372 + Penalty 1423.468642 = -46141.053730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21567.940000 sec): 3 clusters Score: Raw -47688.150092 + Penalty 2846.937284 = -44841.212808 nChanged 49 SP:Iteration 1F (21568.130000 sec): 3 clusters Score: Raw -47852.292729 + Penalty 2846.937284 = -45005.355445 nChanged 15 SP:Iteration 2Q (21568.330000 sec): 3 clusters Score: Raw -47917.874055 + Penalty 2846.937284 = -45070.936770 nChanged 4 SP:Iteration 3Q (21568.560000 sec): 3 clusters Score: Raw -47933.599324 + Penalty 2846.937284 = -45086.662039 nChanged 4 SP:Iteration 4Q (21568.720000 sec): 3 clusters Score: Raw -47948.437412 + Penalty 2846.937284 = -45101.500127 nChanged 1 SP:Iteration 5Q (21568.910000 sec): 3 clusters Score: Raw -47953.940303 + Penalty 2846.937284 = -45107.003019 nChanged 1 SP:Iteration 6Q (21569.120000 sec): 3 clusters Score: Raw -47956.647803 + Penalty 2846.937284 = -45109.710518 nChanged 0 SP:Iteration 7F (21569.310000 sec): 3 clusters Score: Raw -47956.647803 + Penalty 2846.937284 = -45109.710518 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 59 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21569.410000 sec): 2 clusters Score: Raw -43420.892172 + Penalty 1481.504784 = -41939.387389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21569.570000 sec): 3 clusters Score: Raw -43629.711795 + Penalty 2963.009567 = -40666.702228 nChanged 89 SP:Iteration 1F (21569.770000 sec): 3 clusters Score: Raw -44023.614464 + Penalty 2963.009567 = -41060.604897 nChanged 31 SP:Iteration 2F (21569.950000 sec): 3 clusters Score: Raw -44160.815431 + Penalty 2963.009567 = -41197.805864 nChanged 15 SP:Iteration 3Q (21570.140000 sec): 3 clusters Score: Raw -44236.166252 + Penalty 2963.009567 = -41273.156685 nChanged 10 SP:Iteration 4Q (21570.300000 sec): 3 clusters Score: Raw -44305.235094 + Penalty 2963.009567 = -41342.225526 nChanged 4 SP:Iteration 5Q (21570.530000 sec): 3 clusters Score: Raw -44360.872321 + Penalty 2963.009567 = -41397.862753 nChanged 3 SP:Iteration 6Q (21570.680000 sec): 3 clusters Score: Raw -44394.696012 + Penalty 2963.009567 = -41431.686445 nChanged 2 SP:Iteration 7Q (21570.880000 sec): 3 clusters Score: Raw -44400.718966 + Penalty 2963.009567 = -41437.709398 nChanged 1 SP:Iteration 8Q (21571.100000 sec): 3 clusters Score: Raw -44403.738095 + Penalty 2963.009567 = -41440.728528 nChanged 0 SP:Iteration 9F (21571.340000 sec): 3 clusters Score: Raw -44403.738095 + Penalty 2963.009567 = -41440.728528 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 60 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21571.380000 sec): 2 clusters Score: Raw -35001.507615 + Penalty 1441.904372 = -33559.603244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21571.650000 sec): 3 clusters Score: Raw -35165.061308 + Penalty 2883.808744 = -32281.252564 nChanged 49 SP:Iteration 1F (21571.800000 sec): 3 clusters Score: Raw -35333.334033 + Penalty 2883.808744 = -32449.525290 nChanged 19 SP:Iteration 2F (21571.970000 sec): 3 clusters Score: Raw -35411.582842 + Penalty 2883.808744 = -32527.774098 nChanged 10 SP:Iteration 3Q (21572.160000 sec): 3 clusters Score: Raw -35469.479689 + Penalty 2883.808744 = -32585.670945 nChanged 8 SP:Iteration 4Q (21572.380000 sec): 3 clusters Score: Raw -35498.882100 + Penalty 2883.808744 = -32615.073356 nChanged 3 SP:Iteration 5Q (21572.530000 sec): 3 clusters Score: Raw -35512.776776 + Penalty 2883.808744 = -32628.968032 nChanged 2 SP:Iteration 6Q (21572.710000 sec): 3 clusters Score: Raw -35517.377412 + Penalty 2883.808744 = -32633.568668 nChanged 1 SP:Iteration 7Q (21572.940000 sec): 3 clusters Score: Raw -35519.754580 + Penalty 2883.808744 = -32635.945837 nChanged 0 SP:Iteration 8F (21573.130000 sec): 3 clusters Score: Raw -35519.754580 + Penalty 2883.808744 = -32635.945837 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 61 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21573.220000 sec): 2 clusters Score: Raw -13270.837246 + Penalty 1178.890367 = -12091.946878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21573.440000 sec): 3 clusters Score: Raw -13626.791321 + Penalty 2357.780735 = -11269.010586 nChanged 3 SP:Iteration 1Q (21573.570000 sec): 3 clusters Score: Raw -13643.631424 + Penalty 2357.780735 = -11285.850690 nChanged 0 SP:Iteration 2F (21573.760000 sec): 3 clusters Score: Raw -13643.631424 + Penalty 2357.780735 = -11285.850690 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 62 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21573.890000 sec): 2 clusters Score: Raw -20141.627851 + Penalty 1267.772972 = -18873.854879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21574.040000 sec): 3 clusters Score: Raw -20396.651047 + Penalty 2535.545943 = -17861.105103 nChanged 6 SP:Iteration 1Q (21574.210000 sec): 3 clusters Score: Raw -20433.399612 + Penalty 2535.545943 = -17897.853669 nChanged 4 SP:Iteration 2Q (21574.430000 sec): 3 clusters Score: Raw -20456.281863 + Penalty 2535.545943 = -17920.735920 nChanged 3 SP:Iteration 3Q (21574.600000 sec): 3 clusters Score: Raw -20479.302273 + Penalty 2535.545943 = -17943.756330 nChanged 2 SP:Iteration 4Q (21574.780000 sec): 3 clusters Score: Raw -20492.384533 + Penalty 2535.545943 = -17956.838590 nChanged 0 SP:Iteration 5F (21574.940000 sec): 3 clusters Score: Raw -20492.384533 + Penalty 2535.545943 = -17956.838590 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 63 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21575.030000 sec): 2 clusters Score: Raw -79942.746621 + Penalty 1567.996180 = -78374.750441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21575.170000 sec): 3 clusters Score: Raw -79942.096747 + Penalty 3135.992359 = -76806.104388 nChanged 90 SP:Iteration 1F (21575.340000 sec): 3 clusters Score: Raw -80108.831538 + Penalty 3135.992359 = -76972.839179 nChanged 35 SP:Iteration 2F (21575.520000 sec): 3 clusters Score: Raw -80192.749222 + Penalty 3135.992359 = -77056.756863 nChanged 19 SP:Iteration 3Q (21575.680000 sec): 3 clusters Score: Raw -80239.184419 + Penalty 3135.992359 = -77103.192060 nChanged 16 SP:Iteration 4Q (21575.870000 sec): 3 clusters Score: Raw -80281.360009 + Penalty 3135.992359 = -77145.367650 nChanged 17 SP:Iteration 5Q (21576.070000 sec): 3 clusters Score: Raw -80328.643906 + Penalty 3135.992359 = -77192.651547 nChanged 11 SP:Iteration 6Q (21576.210000 sec): 3 clusters Score: Raw -80352.718499 + Penalty 3135.992359 = -77216.726140 nChanged 7 SP:Iteration 7Q (21576.440000 sec): 3 clusters Score: Raw -80370.904693 + Penalty 3135.992359 = -77234.912334 nChanged 5 SP:Iteration 8Q (21576.600000 sec): 3 clusters Score: Raw -80390.316092 + Penalty 3135.992359 = -77254.323733 nChanged 1 SP:Iteration 9Q (21576.770000 sec): 3 clusters Score: Raw -80391.314023 + Penalty 3135.992359 = -77255.321664 nChanged 0 SP:Iteration 10F (21576.960000 sec): 3 clusters Score: Raw -80391.314023 + Penalty 3135.992359 = -77255.321664 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 64 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21577.070000 sec): 2 clusters Score: Raw -20879.824056 + Penalty 1278.016315 = -19601.807741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21577.270000 sec): 3 clusters Score: Raw -21265.694845 + Penalty 2556.032631 = -18709.662215 nChanged 17 SP:Iteration 1F (21577.480000 sec): 3 clusters Score: Raw -21327.150399 + Penalty 2556.032631 = -18771.117768 nChanged 9 SP:Iteration 2F (21577.630000 sec): 3 clusters Score: Raw -21383.485021 + Penalty 2556.032631 = -18827.452390 nChanged 7 SP:Iteration 3Q (21577.860000 sec): 3 clusters Score: Raw -21415.553483 + Penalty 2556.032631 = -18859.520852 nChanged 6 SP:Iteration 4Q (21578.010000 sec): 3 clusters Score: Raw -21442.162925 + Penalty 2556.032631 = -18886.130294 nChanged 2 SP:Iteration 5Q (21578.240000 sec): 3 clusters Score: Raw -21452.740016 + Penalty 2556.032631 = -18896.707385 nChanged 0 SP:Iteration 6F (21578.420000 sec): 3 clusters Score: Raw -21452.740016 + Penalty 2556.032631 = -18896.707385 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 65 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21578.530000 sec): 2 clusters Score: Raw -29384.219970 + Penalty 1386.564771 = -27997.655199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21578.760000 sec): 3 clusters Score: Raw -29559.557588 + Penalty 2773.129542 = -26786.428046 nChanged 29 SP:Iteration 1F (21578.950000 sec): 3 clusters Score: Raw -29671.820549 + Penalty 2773.129542 = -26898.691007 nChanged 12 SP:Iteration 2Q (21579.140000 sec): 3 clusters Score: Raw -29711.118994 + Penalty 2773.129542 = -26937.989451 nChanged 7 SP:Iteration 3Q (21579.320000 sec): 3 clusters Score: Raw -29745.563683 + Penalty 2773.129542 = -26972.434141 nChanged 4 SP:Iteration 4Q (21579.580000 sec): 3 clusters Score: Raw -29762.971948 + Penalty 2773.129542 = -26989.842406 nChanged 5 SP:Iteration 5Q (21579.770000 sec): 3 clusters Score: Raw -29810.981455 + Penalty 2773.129542 = -27037.851913 nChanged 8 SP:Iteration 6Q (21579.950000 sec): 3 clusters Score: Raw -29881.622788 + Penalty 2773.129542 = -27108.493245 nChanged 5 SP:Iteration 7Q (21580.160000 sec): 3 clusters Score: Raw -29910.769416 + Penalty 2773.129542 = -27137.639874 nChanged 4 SP:Iteration 8Q (21580.320000 sec): 3 clusters Score: Raw -29923.493738 + Penalty 2773.129542 = -27150.364196 nChanged 3 SP:Iteration 9Q (21580.520000 sec): 3 clusters Score: Raw -29939.803457 + Penalty 2773.129542 = -27166.673915 nChanged 1 SP:Iteration 10Q (21580.720000 sec): 3 clusters Score: Raw -29942.500080 + Penalty 2773.129542 = -27169.370537 nChanged 0 SP:Iteration 11F (21580.890000 sec): 3 clusters Score: Raw -29942.500080 + Penalty 2773.129542 = -27169.370537 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 66 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21580.960000 sec): 2 clusters Score: Raw -28048.499623 + Penalty 1340.978599 = -26707.521023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21581.160000 sec): 3 clusters Score: Raw -28283.584023 + Penalty 2681.957199 = -25601.626824 nChanged 26 SP:Iteration 1F (21581.360000 sec): 3 clusters Score: Raw -28419.902948 + Penalty 2681.957199 = -25737.945750 nChanged 5 SP:Iteration 2Q (21581.540000 sec): 3 clusters Score: Raw -28450.192623 + Penalty 2681.957199 = -25768.235424 nChanged 3 SP:Iteration 3Q (21581.700000 sec): 3 clusters Score: Raw -28465.973260 + Penalty 2681.957199 = -25784.016062 nChanged 0 SP:Iteration 4F (21581.880000 sec): 3 clusters Score: Raw -28465.973260 + Penalty 2681.957199 = -25784.016062 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 67 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21581.940000 sec): 2 clusters Score: Raw -11438.981330 + Penalty 1183.129787 = -10255.851544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21582.090000 sec): 3 clusters Score: Raw -12045.009616 + Penalty 2366.259574 = -9678.750042 nChanged 4 SP:Iteration 1Q (21582.260000 sec): 3 clusters Score: Raw -12070.448547 + Penalty 2366.259574 = -9704.188973 nChanged 1 SP:Iteration 2Q (21582.400000 sec): 3 clusters Score: Raw -12076.758886 + Penalty 2366.259574 = -9710.499312 nChanged 2 SP:Iteration 3Q (21582.560000 sec): 3 clusters Score: Raw -12090.489917 + Penalty 2366.259574 = -9724.230343 nChanged 1 SP:Iteration 4Q (21582.740000 sec): 3 clusters Score: Raw -12097.241315 + Penalty 2366.259574 = -9730.981741 nChanged 0 SP:Iteration 5F (21582.920000 sec): 3 clusters Score: Raw -12097.241315 + Penalty 2366.259574 = -9730.981741 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 68 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21583.010000 sec): 2 clusters Score: Raw -14091.300464 + Penalty 1207.148544 = -12884.151920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21583.200000 sec): 3 clusters Score: Raw -14470.643677 + Penalty 2414.297087 = -12056.346589 nChanged 4 SP:Iteration 1Q (21583.340000 sec): 3 clusters Score: Raw -14499.668321 + Penalty 2414.297087 = -12085.371234 nChanged 1 SP:Iteration 2Q (21583.500000 sec): 3 clusters Score: Raw -14506.433249 + Penalty 2414.297087 = -12092.136161 nChanged 0 SP:Iteration 3F (21583.720000 sec): 3 clusters Score: Raw -14506.433249 + Penalty 2414.297087 = -12092.136161 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 69 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21583.810000 sec): 2 clusters Score: Raw -16420.394253 + Penalty 1212.806584 = -15207.587669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21583.930000 sec): 3 clusters Score: Raw -16741.843801 + Penalty 2425.613168 = -14316.230633 nChanged 4 SP:Iteration 1Q (21584.170000 sec): 3 clusters Score: Raw -16777.131143 + Penalty 2425.613168 = -14351.517975 nChanged 1 SP:Iteration 2Q (21584.340000 sec): 3 clusters Score: Raw -16788.023758 + Penalty 2425.613168 = -14362.410590 nChanged 0 SP:Iteration 3F (21584.490000 sec): 3 clusters Score: Raw -16788.023758 + Penalty 2425.613168 = -14362.410590 nChanged 0 Iteration 296F (21648.060000 sec): 71 clusters Score: Raw -67237508.709320 + Penalty 226158.331752 = -67011350.377568 nChanged 1 Iteration 297F (21715.220000 sec): 71 clusters Score: Raw -67237512.127009 + Penalty 226158.331752 = -67011353.795257 nChanged 0 Writing temp clu file Because OldScore, -67011350.377568, is greater than current (better) Score,-67011353.795257 Compute initial score before splitting: Score: Raw -67237512.127009 + Penalty 226158.331752 = -67011353.795257 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21715.410000 sec): 2 clusters Score: Raw -206664.677172 + Penalty 1791.738845 = -204872.938328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21715.600000 sec): 3 clusters Score: Raw -206272.617838 + Penalty 3583.477689 = -202689.140148 nChanged 388 SP:Iteration 1F (21715.850000 sec): 3 clusters Score: Raw -206667.175791 + Penalty 3583.477689 = -203083.698102 nChanged 96 SP:Iteration 2F (21716.010000 sec): 3 clusters Score: Raw -206782.941310 + Penalty 3583.477689 = -203199.463621 nChanged 63 SP:Iteration 3Q (21716.180000 sec): 3 clusters Score: Raw -206855.532774 + Penalty 3583.477689 = -203272.055085 nChanged 30 SP:Iteration 4Q (21716.380000 sec): 3 clusters Score: Raw -206890.090108 + Penalty 3583.477689 = -203306.612419 nChanged 26 SP:Iteration 5Q (21716.540000 sec): 3 clusters Score: Raw -206924.362964 + Penalty 3583.477689 = -203340.885274 nChanged 23 SP:Iteration 6Q (21716.740000 sec): 3 clusters Score: Raw -206949.512157 + Penalty 3583.477689 = -203366.034467 nChanged 26 SP:Iteration 7Q (21717.000000 sec): 3 clusters Score: Raw -206981.584150 + Penalty 3583.477689 = -203398.106461 nChanged 26 SP:Iteration 8Q (21717.190000 sec): 3 clusters Score: Raw -207015.963235 + Penalty 3583.477689 = -203432.485546 nChanged 23 SP:Iteration 9Q (21717.370000 sec): 3 clusters Score: Raw -207045.442036 + Penalty 3583.477689 = -203461.964347 nChanged 25 SP:Iteration 10Q (21717.530000 sec): 3 clusters Score: Raw -207070.093807 + Penalty 3583.477689 = -203486.616117 nChanged 25 SP:Iteration 11Q (21717.750000 sec): 3 clusters Score: Raw -207097.788066 + Penalty 3583.477689 = -203514.310377 nChanged 32 SP:Iteration 12Q (21717.920000 sec): 3 clusters Score: Raw -207142.768506 + Penalty 3583.477689 = -203559.290817 nChanged 34 SP:Iteration 13Q (21718.110000 sec): 3 clusters Score: Raw -207196.150242 + Penalty 3583.477689 = -203612.672553 nChanged 32 SP:Iteration 14Q (21718.310000 sec): 3 clusters Score: Raw -207248.281338 + Penalty 3583.477689 = -203664.803648 nChanged 26 SP:Iteration 15Q (21718.520000 sec): 3 clusters Score: Raw -207288.750690 + Penalty 3583.477689 = -203705.273001 nChanged 16 SP:Iteration 16Q (21718.680000 sec): 3 clusters Score: Raw -207311.707055 + Penalty 3583.477689 = -203728.229366 nChanged 13 SP:Iteration 17Q (21718.860000 sec): 3 clusters Score: Raw -207326.465742 + Penalty 3583.477689 = -203742.988052 nChanged 13 SP:Iteration 18Q (21719.060000 sec): 3 clusters Score: Raw -207343.029485 + Penalty 3583.477689 = -203759.551796 nChanged 10 SP:Iteration 19Q (21719.240000 sec): 3 clusters Score: Raw -207356.790594 + Penalty 3583.477689 = -203773.312904 nChanged 8 SP:Iteration 20F (21719.420000 sec): 3 clusters Score: Raw -207372.286101 + Penalty 3583.477689 = -203788.808412 nChanged 13 SP:Iteration 21Q (21719.620000 sec): 3 clusters Score: Raw -207389.629228 + Penalty 3583.477689 = -203806.151538 nChanged 18 SP:Iteration 22Q (21719.830000 sec): 3 clusters Score: Raw -207420.341291 + Penalty 3583.477689 = -203836.863602 nChanged 17 SP:Iteration 23Q (21720.020000 sec): 3 clusters Score: Raw -207443.633504 + Penalty 3583.477689 = -203860.155814 nChanged 17 SP:Iteration 24Q (21720.240000 sec): 3 clusters Score: Raw -207466.100274 + Penalty 3583.477689 = -203882.622585 nChanged 19 SP:Iteration 25Q (21720.420000 sec): 3 clusters Score: Raw -207499.128530 + Penalty 3583.477689 = -203915.650841 nChanged 23 SP:Iteration 26Q (21720.640000 sec): 3 clusters Score: Raw -207544.355998 + Penalty 3583.477689 = -203960.878308 nChanged 25 SP:Iteration 27Q (21720.820000 sec): 3 clusters Score: Raw -207581.925646 + Penalty 3583.477689 = -203998.447957 nChanged 15 SP:Iteration 28Q (21721.020000 sec): 3 clusters Score: Raw -207607.439229 + Penalty 3583.477689 = -204023.961540 nChanged 15 SP:Iteration 29Q (21721.170000 sec): 3 clusters Score: Raw -207637.416905 + Penalty 3583.477689 = -204053.939216 nChanged 21 SP:Iteration 30Q (21721.330000 sec): 3 clusters Score: Raw -207685.697624 + Penalty 3583.477689 = -204102.219934 nChanged 17 SP:Iteration 31Q (21721.550000 sec): 3 clusters Score: Raw -207720.475070 + Penalty 3583.477689 = -204136.997381 nChanged 12 SP:Iteration 32Q (21721.700000 sec): 3 clusters Score: Raw -207740.585305 + Penalty 3583.477689 = -204157.107616 nChanged 11 SP:Iteration 33Q (21721.890000 sec): 3 clusters Score: Raw -207761.378060 + Penalty 3583.477689 = -204177.900371 nChanged 4 SP:Iteration 34Q (21722.170000 sec): 3 clusters Score: Raw -207766.159469 + Penalty 3583.477689 = -204182.681779 nChanged 5 SP:Iteration 35Q (21722.360000 sec): 3 clusters Score: Raw -207771.466350 + Penalty 3583.477689 = -204187.988660 nChanged 3 SP:Iteration 36Q (21722.620000 sec): 3 clusters Score: Raw -207777.630679 + Penalty 3583.477689 = -204194.152990 nChanged 4 SP:Iteration 37Q (21722.820000 sec): 3 clusters Score: Raw -207781.347321 + Penalty 3583.477689 = -204197.869632 nChanged 4 SP:Iteration 38Q (21723.010000 sec): 3 clusters Score: Raw -207785.866010 + Penalty 3583.477689 = -204202.388321 nChanged 2 SP:Iteration 39Q (21723.170000 sec): 3 clusters Score: Raw -207788.028925 + Penalty 3583.477689 = -204204.551236 nChanged 2 SP:Iteration 40F (21723.370000 sec): 3 clusters Score: Raw -207790.089604 + Penalty 3583.477689 = -204206.611915 nChanged 2 SP:Iteration 41Q (21723.540000 sec): 3 clusters Score: Raw -207791.762482 + Penalty 3583.477689 = -204208.284793 nChanged 3 SP:Iteration 42Q (21723.750000 sec): 3 clusters Score: Raw -207793.719375 + Penalty 3583.477689 = -204210.241686 nChanged 0 SP:Iteration 43F (21723.940000 sec): 3 clusters Score: Raw -207793.719375 + Penalty 3583.477689 = -204210.241686 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (7797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21724.060000 sec): 2 clusters Score: Raw -1136566.359673 + Penalty 2222.450592 = -1134343.909081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21724.310000 sec): 3 clusters Score: Raw -1132497.879091 + Penalty 4444.901184 = -1128052.977906 nChanged 3228 SP:Iteration 1F (21724.600000 sec): 3 clusters Score: Raw -1134313.051586 + Penalty 4444.901184 = -1129868.150401 nChanged 502 SP:Iteration 2F (21724.860000 sec): 3 clusters Score: Raw -1134577.738629 + Penalty 4444.901184 = -1130132.837445 nChanged 379 SP:Iteration 3Q (21725.150000 sec): 3 clusters Score: Raw -1134791.917870 + Penalty 4444.901184 = -1130347.016686 nChanged 351 SP:Iteration 4Q (21725.340000 sec): 3 clusters Score: Raw -1135016.281507 + Penalty 4444.901184 = -1130571.380322 nChanged 348 SP:Iteration 5Q (21725.550000 sec): 3 clusters Score: Raw -1135244.932813 + Penalty 4444.901184 = -1130800.031628 nChanged 360 SP:Iteration 6Q (21725.840000 sec): 3 clusters Score: Raw -1135482.936754 + Penalty 4444.901184 = -1131038.035569 nChanged 330 SP:Iteration 7Q (21726.080000 sec): 3 clusters Score: Raw -1135709.381391 + Penalty 4444.901184 = -1131264.480206 nChanged 327 SP:Iteration 8Q (21726.280000 sec): 3 clusters Score: Raw -1135944.802280 + Penalty 4444.901184 = -1131499.901096 nChanged 311 SP:Iteration 9Q (21726.480000 sec): 3 clusters Score: Raw -1136138.020717 + Penalty 4444.901184 = -1131693.119533 nChanged 304 SP:Iteration 10Q (21726.710000 sec): 3 clusters Score: Raw -1136345.429054 + Penalty 4444.901184 = -1131900.527870 nChanged 264 SP:Iteration 11Q (21726.930000 sec): 3 clusters Score: Raw -1136518.529475 + Penalty 4444.901184 = -1132073.628291 nChanged 221 SP:Iteration 12Q (21727.150000 sec): 3 clusters Score: Raw -1136635.418463 + Penalty 4444.901184 = -1132190.517278 nChanged 174 SP:Iteration 13Q (21727.380000 sec): 3 clusters Score: Raw -1136738.036889 + Penalty 4444.901184 = -1132293.135704 nChanged 175 SP:Iteration 14Q (21727.570000 sec): 3 clusters Score: Raw -1136834.862254 + Penalty 4444.901184 = -1132389.961070 nChanged 147 SP:Iteration 15Q (21727.790000 sec): 3 clusters Score: Raw -1136908.282204 + Penalty 4444.901184 = -1132463.381020 nChanged 131 SP:Iteration 16Q (21728.020000 sec): 3 clusters Score: Raw -1136970.278545 + Penalty 4444.901184 = -1132525.377360 nChanged 102 SP:Iteration 17Q (21728.270000 sec): 3 clusters Score: Raw -1137014.389134 + Penalty 4444.901184 = -1132569.487949 nChanged 103 SP:Iteration 18Q (21728.470000 sec): 3 clusters Score: Raw -1137057.218568 + Penalty 4444.901184 = -1132612.317384 nChanged 96 SP:Iteration 19Q (21728.700000 sec): 3 clusters Score: Raw -1137096.470799 + Penalty 4444.901184 = -1132651.569615 nChanged 90 SP:Iteration 20F (21728.970000 sec): 3 clusters Score: Raw -1137131.951822 + Penalty 4444.901184 = -1132687.050638 nChanged 72 SP:Iteration 21Q (21729.170000 sec): 3 clusters Score: Raw -1137159.904308 + Penalty 4444.901184 = -1132715.003123 nChanged 76 SP:Iteration 22Q (21729.430000 sec): 3 clusters Score: Raw -1137191.051158 + Penalty 4444.901184 = -1132746.149974 nChanged 54 SP:Iteration 23Q (21729.680000 sec): 3 clusters Score: Raw -1137207.426097 + Penalty 4444.901184 = -1132762.524912 nChanged 50 SP:Iteration 24Q (21729.940000 sec): 3 clusters Score: Raw -1137223.925630 + Penalty 4444.901184 = -1132779.024446 nChanged 45 SP:Iteration 25Q (21730.130000 sec): 3 clusters Score: Raw -1137237.516262 + Penalty 4444.901184 = -1132792.615078 nChanged 44 SP:Iteration 26Q (21730.410000 sec): 3 clusters Score: Raw -1137253.975068 + Penalty 4444.901184 = -1132809.073884 nChanged 52 SP:Iteration 27Q (21730.660000 sec): 3 clusters Score: Raw -1137276.576479 + Penalty 4444.901184 = -1132831.675294 nChanged 50 SP:Iteration 28Q (21730.880000 sec): 3 clusters Score: Raw -1137294.393473 + Penalty 4444.901184 = -1132849.492289 nChanged 41 SP:Iteration 29Q (21731.120000 sec): 3 clusters Score: Raw -1137309.358015 + Penalty 4444.901184 = -1132864.456830 nChanged 47 SP:Iteration 30Q (21731.330000 sec): 3 clusters Score: Raw -1137325.611308 + Penalty 4444.901184 = -1132880.710124 nChanged 41 SP:Iteration 31Q (21731.570000 sec): 3 clusters Score: Raw -1137338.357684 + Penalty 4444.901184 = -1132893.456499 nChanged 33 SP:Iteration 32Q (21731.810000 sec): 3 clusters Score: Raw -1137347.664573 + Penalty 4444.901184 = -1132902.763389 nChanged 30 SP:Iteration 33Q (21732.030000 sec): 3 clusters Score: Raw -1137355.758375 + Penalty 4444.901184 = -1132910.857190 nChanged 23 SP:Iteration 34Q (21732.280000 sec): 3 clusters Score: Raw -1137362.871508 + Penalty 4444.901184 = -1132917.970323 nChanged 22 SP:Iteration 35Q (21732.560000 sec): 3 clusters Score: Raw -1137368.201987 + Penalty 4444.901184 = -1132923.300802 nChanged 18 SP:Iteration 36Q (21732.790000 sec): 3 clusters Score: Raw -1137372.021891 + Penalty 4444.901184 = -1132927.120707 nChanged 9 SP:Iteration 37Q (21733.040000 sec): 3 clusters Score: Raw -1137373.886360 + Penalty 4444.901184 = -1132928.985176 nChanged 10 SP:Iteration 38Q (21733.260000 sec): 3 clusters Score: Raw -1137376.421182 + Penalty 4444.901184 = -1132931.519997 nChanged 12 SP:Iteration 39Q (21733.490000 sec): 3 clusters Score: Raw -1137380.285752 + Penalty 4444.901184 = -1132935.384568 nChanged 15 SP:Iteration 40F (21733.740000 sec): 3 clusters Score: Raw -1137385.042382 + Penalty 4444.901184 = -1132940.141197 nChanged 17 SP:Iteration 41Q (21734.000000 sec): 3 clusters Score: Raw -1137389.243219 + Penalty 4444.901184 = -1132944.342035 nChanged 14 SP:Iteration 42Q (21734.200000 sec): 3 clusters Score: Raw -1137392.987271 + Penalty 4444.901184 = -1132948.086086 nChanged 14 SP:Iteration 43Q (21734.450000 sec): 3 clusters Score: Raw -1137396.901586 + Penalty 4444.901184 = -1132952.000402 nChanged 14 SP:Iteration 44Q (21734.660000 sec): 3 clusters Score: Raw -1137399.877763 + Penalty 4444.901184 = -1132954.976578 nChanged 14 SP:Iteration 45Q (21734.860000 sec): 3 clusters Score: Raw -1137402.540489 + Penalty 4444.901184 = -1132957.639304 nChanged 12 SP:Iteration 46Q (21735.080000 sec): 3 clusters Score: Raw -1137404.635511 + Penalty 4444.901184 = -1132959.734327 nChanged 10 SP:Iteration 47Q (21735.340000 sec): 3 clusters Score: Raw -1137406.225693 + Penalty 4444.901184 = -1132961.324508 nChanged 5 SP:Iteration 48Q (21735.550000 sec): 3 clusters Score: Raw -1137407.095694 + Penalty 4444.901184 = -1132962.194510 nChanged 3 SP:Iteration 49Q (21735.760000 sec): 3 clusters Score: Raw -1137407.654713 + Penalty 4444.901184 = -1132962.753529 nChanged 5 SP:Iteration 50Q (21735.930000 sec): 3 clusters Score: Raw -1137408.639600 + Penalty 4444.901184 = -1132963.738415 nChanged 5 SP:Iteration 51Q (21736.210000 sec): 3 clusters Score: Raw -1137409.516029 + Penalty 4444.901184 = -1132964.614845 nChanged 5 SP:Iteration 52Q (21736.420000 sec): 3 clusters Score: Raw -1137410.352377 + Penalty 4444.901184 = -1132965.451192 nChanged 4 SP:Iteration 53Q (21736.690000 sec): 3 clusters Score: Raw -1137410.924590 + Penalty 4444.901184 = -1132966.023406 nChanged 1 SP:Iteration 54Q (21736.930000 sec): 3 clusters Score: Raw -1137411.103531 + Penalty 4444.901184 = -1132966.202347 nChanged 3 SP:Iteration 55Q (21737.210000 sec): 3 clusters Score: Raw -1137411.734791 + Penalty 4444.901184 = -1132966.833606 nChanged 1 SP:Iteration 56Q (21737.430000 sec): 3 clusters Score: Raw -1137411.902850 + Penalty 4444.901184 = -1132967.001666 nChanged 2 SP:Iteration 57Q (21737.630000 sec): 3 clusters Score: Raw -1137412.780780 + Penalty 4444.901184 = -1132967.879596 nChanged 4 SP:Iteration 58Q (21737.880000 sec): 3 clusters Score: Raw -1137413.316331 + Penalty 4444.901184 = -1132968.415146 nChanged 3 SP:Iteration 59Q (21738.060000 sec): 3 clusters Score: Raw -1137414.111040 + Penalty 4444.901184 = -1132969.209856 nChanged 2 SP:Iteration 60F (21738.280000 sec): 3 clusters Score: Raw -1137414.446623 + Penalty 4444.901184 = -1132969.545439 nChanged 3 SP:Iteration 61Q (21738.480000 sec): 3 clusters Score: Raw -1137415.049714 + Penalty 4444.901184 = -1132970.148530 nChanged 3 SP:Iteration 62Q (21738.700000 sec): 3 clusters Score: Raw -1137415.796900 + Penalty 4444.901184 = -1132970.895715 nChanged 5 SP:Iteration 63Q (21738.910000 sec): 3 clusters Score: Raw -1137416.925112 + Penalty 4444.901184 = -1132972.023927 nChanged 4 SP:Iteration 64Q (21739.130000 sec): 3 clusters Score: Raw -1137417.830064 + Penalty 4444.901184 = -1132972.928880 nChanged 4 SP:Iteration 65Q (21739.350000 sec): 3 clusters Score: Raw -1137418.640732 + Penalty 4444.901184 = -1132973.739548 nChanged 2 SP:Iteration 66Q (21739.580000 sec): 3 clusters Score: Raw -1137419.090783 + Penalty 4444.901184 = -1132974.189598 nChanged 3 SP:Iteration 67Q (21739.800000 sec): 3 clusters Score: Raw -1137419.646052 + Penalty 4444.901184 = -1132974.744868 nChanged 4 SP:Iteration 68Q (21739.990000 sec): 3 clusters Score: Raw -1137420.326139 + Penalty 4444.901184 = -1132975.424955 nChanged 6 SP:Iteration 69Q (21740.190000 sec): 3 clusters Score: Raw -1137421.608238 + Penalty 4444.901184 = -1132976.707054 nChanged 3 SP:Iteration 70Q (21740.420000 sec): 3 clusters Score: Raw -1137422.129969 + Penalty 4444.901184 = -1132977.228785 nChanged 4 SP:Iteration 71Q (21740.670000 sec): 3 clusters Score: Raw -1137423.073138 + Penalty 4444.901184 = -1132978.171953 nChanged 5 SP:Iteration 72Q (21740.860000 sec): 3 clusters Score: Raw -1137424.254074 + Penalty 4444.901184 = -1132979.352890 nChanged 3 SP:Iteration 73Q (21741.100000 sec): 3 clusters Score: Raw -1137424.796681 + Penalty 4444.901184 = -1132979.895496 nChanged 3 SP:Iteration 74Q (21741.310000 sec): 3 clusters Score: Raw -1137425.270273 + Penalty 4444.901184 = -1132980.369088 nChanged 2 SP:Iteration 75Q (21741.580000 sec): 3 clusters Score: Raw -1137425.661872 + Penalty 4444.901184 = -1132980.760688 nChanged 1 SP:Iteration 76Q (21741.780000 sec): 3 clusters Score: Raw -1137425.798736 + Penalty 4444.901184 = -1132980.897552 nChanged 0 SP:Iteration 77F (21742.060000 sec): 3 clusters Score: Raw -1137425.798736 + Penalty 4444.901184 = -1132980.897552 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (6769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21742.200000 sec): 2 clusters Score: Raw -980621.636991 + Penalty 2187.386944 = -978434.250048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21742.450000 sec): 3 clusters Score: Raw -977213.652101 + Penalty 4374.773888 = -972838.878213 nChanged 2668 SP:Iteration 1F (21742.710000 sec): 3 clusters Score: Raw -978713.305451 + Penalty 4374.773888 = -974338.531564 nChanged 488 SP:Iteration 2F (21742.910000 sec): 3 clusters Score: Raw -979010.954264 + Penalty 4374.773888 = -974636.180377 nChanged 395 SP:Iteration 3F (21743.140000 sec): 3 clusters Score: Raw -979279.096715 + Penalty 4374.773888 = -974904.322827 nChanged 392 SP:Iteration 4F (21743.320000 sec): 3 clusters Score: Raw -979550.996532 + Penalty 4374.773888 = -975176.222644 nChanged 369 SP:Iteration 5F (21743.610000 sec): 3 clusters Score: Raw -979790.776303 + Penalty 4374.773888 = -975416.002415 nChanged 312 SP:Iteration 6Q (21743.790000 sec): 3 clusters Score: Raw -980015.554542 + Penalty 4374.773888 = -975640.780654 nChanged 292 SP:Iteration 7Q (21744.030000 sec): 3 clusters Score: Raw -980198.011133 + Penalty 4374.773888 = -975823.237245 nChanged 239 SP:Iteration 8Q (21744.240000 sec): 3 clusters Score: Raw -980352.679932 + Penalty 4374.773888 = -975977.906044 nChanged 191 SP:Iteration 9Q (21744.490000 sec): 3 clusters Score: Raw -980475.125359 + Penalty 4374.773888 = -976100.351471 nChanged 174 SP:Iteration 10Q (21744.740000 sec): 3 clusters Score: Raw -980573.842670 + Penalty 4374.773888 = -976199.068783 nChanged 135 SP:Iteration 11Q (21745.010000 sec): 3 clusters Score: Raw -980646.620320 + Penalty 4374.773888 = -976271.846432 nChanged 118 SP:Iteration 12Q (21745.230000 sec): 3 clusters Score: Raw -980708.701939 + Penalty 4374.773888 = -976333.928051 nChanged 93 SP:Iteration 13Q (21745.480000 sec): 3 clusters Score: Raw -980759.766834 + Penalty 4374.773888 = -976384.992947 nChanged 69 SP:Iteration 14Q (21745.710000 sec): 3 clusters Score: Raw -980792.125734 + Penalty 4374.773888 = -976417.351847 nChanged 61 SP:Iteration 15Q (21745.920000 sec): 3 clusters Score: Raw -980822.279437 + Penalty 4374.773888 = -976447.505550 nChanged 44 SP:Iteration 16Q (21746.170000 sec): 3 clusters Score: Raw -980841.602451 + Penalty 4374.773888 = -976466.828563 nChanged 38 SP:Iteration 17Q (21746.410000 sec): 3 clusters Score: Raw -980856.550972 + Penalty 4374.773888 = -976481.777084 nChanged 31 SP:Iteration 18Q (21746.650000 sec): 3 clusters Score: Raw -980868.178603 + Penalty 4374.773888 = -976493.404715 nChanged 26 SP:Iteration 19Q (21746.900000 sec): 3 clusters Score: Raw -980881.210984 + Penalty 4374.773888 = -976506.437096 nChanged 36 SP:Iteration 20F (21747.110000 sec): 3 clusters Score: Raw -980896.316118 + Penalty 4374.773888 = -976521.542230 nChanged 32 SP:Iteration 21Q (21747.330000 sec): 3 clusters Score: Raw -980909.668555 + Penalty 4374.773888 = -976534.894668 nChanged 32 SP:Iteration 22Q (21747.590000 sec): 3 clusters Score: Raw -980922.131427 + Penalty 4374.773888 = -976547.357539 nChanged 35 SP:Iteration 23Q (21747.810000 sec): 3 clusters Score: Raw -980934.296701 + Penalty 4374.773888 = -976559.522814 nChanged 30 SP:Iteration 24Q (21748.030000 sec): 3 clusters Score: Raw -980944.801859 + Penalty 4374.773888 = -976570.027971 nChanged 22 SP:Iteration 25Q (21748.210000 sec): 3 clusters Score: Raw -980952.658077 + Penalty 4374.773888 = -976577.884189 nChanged 15 SP:Iteration 26Q (21748.490000 sec): 3 clusters Score: Raw -980960.232658 + Penalty 4374.773888 = -976585.458770 nChanged 18 SP:Iteration 27Q (21748.690000 sec): 3 clusters Score: Raw -980966.460421 + Penalty 4374.773888 = -976591.686534 nChanged 13 SP:Iteration 28Q (21748.910000 sec): 3 clusters Score: Raw -980969.956181 + Penalty 4374.773888 = -976595.182293 nChanged 15 SP:Iteration 29Q (21749.110000 sec): 3 clusters Score: Raw -980973.566965 + Penalty 4374.773888 = -976598.793077 nChanged 6 SP:Iteration 30Q (21749.370000 sec): 3 clusters Score: Raw -980975.516277 + Penalty 4374.773888 = -976600.742389 nChanged 4 SP:Iteration 31Q (21749.600000 sec): 3 clusters Score: Raw -980976.362084 + Penalty 4374.773888 = -976601.588197 nChanged 3 SP:Iteration 32Q (21749.770000 sec): 3 clusters Score: Raw -980977.253704 + Penalty 4374.773888 = -976602.479817 nChanged 3 SP:Iteration 33Q (21749.990000 sec): 3 clusters Score: Raw -980977.840401 + Penalty 4374.773888 = -976603.066514 nChanged 5 SP:Iteration 34Q (21750.190000 sec): 3 clusters Score: Raw -980979.496865 + Penalty 4374.773888 = -976604.722978 nChanged 4 SP:Iteration 35Q (21750.410000 sec): 3 clusters Score: Raw -980979.989182 + Penalty 4374.773888 = -976605.215294 nChanged 3 SP:Iteration 36Q (21750.610000 sec): 3 clusters Score: Raw -980980.556415 + Penalty 4374.773888 = -976605.782527 nChanged 2 SP:Iteration 37Q (21750.800000 sec): 3 clusters Score: Raw -980980.895679 + Penalty 4374.773888 = -976606.121791 nChanged 0 SP:Iteration 38F (21751.010000 sec): 3 clusters Score: Raw -980980.895679 + Penalty 4374.773888 = -976606.121791 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (28254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21751.240000 sec): 2 clusters Score: Raw -4306049.352614 + Penalty 2541.749599 = -4303507.603015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21751.550000 sec): 3 clusters Score: Raw -4289141.817125 + Penalty 5083.499198 = -4284058.317927 nChanged 12806 SP:Iteration 1F (21751.850000 sec): 3 clusters Score: Raw -4296091.468232 + Penalty 5083.499198 = -4291007.969034 nChanged 1473 SP:Iteration 2F (21752.210000 sec): 3 clusters Score: Raw -4296723.635000 + Penalty 5083.499198 = -4291640.135802 nChanged 1583 SP:Iteration 3F (21752.550000 sec): 3 clusters Score: Raw -4297554.273885 + Penalty 5083.499198 = -4292470.774686 nChanged 1737 SP:Iteration 4F (21752.900000 sec): 3 clusters Score: Raw -4298651.623688 + Penalty 5083.499198 = -4293568.124489 nChanged 1817 SP:Iteration 5F (21753.270000 sec): 3 clusters Score: Raw -4299855.746299 + Penalty 5083.499198 = -4294772.247101 nChanged 1789 SP:Iteration 6F (21753.640000 sec): 3 clusters Score: Raw -4300968.239847 + Penalty 5083.499198 = -4295884.740649 nChanged 1587 SP:Iteration 7F (21754.030000 sec): 3 clusters Score: Raw -4301845.882380 + Penalty 5083.499198 = -4296762.383182 nChanged 1300 SP:Iteration 8Q (21754.350000 sec): 3 clusters Score: Raw -4302521.597822 + Penalty 5083.499198 = -4297438.098623 nChanged 1061 SP:Iteration 9Q (21754.700000 sec): 3 clusters Score: Raw -4303052.450829 + Penalty 5083.499198 = -4297968.951631 nChanged 846 SP:Iteration 10Q (21755.110000 sec): 3 clusters Score: Raw -4303478.504271 + Penalty 5083.499198 = -4298395.005072 nChanged 709 SP:Iteration 11Q (21755.440000 sec): 3 clusters Score: Raw -4303881.091613 + Penalty 5083.499198 = -4298797.592415 nChanged 686 SP:Iteration 12Q (21755.760000 sec): 3 clusters Score: Raw -4304359.743880 + Penalty 5083.499198 = -4299276.244682 nChanged 610 SP:Iteration 13Q (21756.120000 sec): 3 clusters Score: Raw -4304875.866527 + Penalty 5083.499198 = -4299792.367329 nChanged 541 SP:Iteration 14Q (21756.470000 sec): 3 clusters Score: Raw -4305358.488390 + Penalty 5083.499198 = -4300274.989192 nChanged 472 SP:Iteration 15Q (21756.790000 sec): 3 clusters Score: Raw -4305811.657778 + Penalty 5083.499198 = -4300728.158579 nChanged 440 SP:Iteration 16Q (21757.100000 sec): 3 clusters Score: Raw -4306177.371192 + Penalty 5083.499198 = -4301093.871993 nChanged 354 SP:Iteration 17Q (21757.460000 sec): 3 clusters Score: Raw -4306450.269037 + Penalty 5083.499198 = -4301366.769839 nChanged 269 SP:Iteration 18Q (21757.830000 sec): 3 clusters Score: Raw -4306650.058476 + Penalty 5083.499198 = -4301566.559277 nChanged 220 SP:Iteration 19Q (21758.190000 sec): 3 clusters Score: Raw -4306809.743248 + Penalty 5083.499198 = -4301726.244050 nChanged 184 SP:Iteration 20F (21758.560000 sec): 3 clusters Score: Raw -4306930.560623 + Penalty 5083.499198 = -4301847.061425 nChanged 158 SP:Iteration 21Q (21758.920000 sec): 3 clusters Score: Raw -4307052.861295 + Penalty 5083.499198 = -4301969.362096 nChanged 165 SP:Iteration 22Q (21759.250000 sec): 3 clusters Score: Raw -4307208.101534 + Penalty 5083.499198 = -4302124.602335 nChanged 156 SP:Iteration 23Q (21759.610000 sec): 3 clusters Score: Raw -4307357.388672 + Penalty 5083.499198 = -4302273.889474 nChanged 153 SP:Iteration 24Q (21759.940000 sec): 3 clusters Score: Raw -4307468.918508 + Penalty 5083.499198 = -4302385.419310 nChanged 131 SP:Iteration 25Q (21760.240000 sec): 3 clusters Score: Raw -4307556.026313 + Penalty 5083.499198 = -4302472.527115 nChanged 118 SP:Iteration 26Q (21760.510000 sec): 3 clusters Score: Raw -4307621.996138 + Penalty 5083.499198 = -4302538.496939 nChanged 93 SP:Iteration 27Q (21760.850000 sec): 3 clusters Score: Raw -4307660.380223 + Penalty 5083.499198 = -4302576.881025 nChanged 67 SP:Iteration 28Q (21761.160000 sec): 3 clusters Score: Raw -4307685.575046 + Penalty 5083.499198 = -4302602.075848 nChanged 55 SP:Iteration 29Q (21761.470000 sec): 3 clusters Score: Raw -4307703.050897 + Penalty 5083.499198 = -4302619.551699 nChanged 47 SP:Iteration 30Q (21761.790000 sec): 3 clusters Score: Raw -4307713.163205 + Penalty 5083.499198 = -4302629.664007 nChanged 28 SP:Iteration 31Q (21762.080000 sec): 3 clusters Score: Raw -4307718.293222 + Penalty 5083.499198 = -4302634.794023 nChanged 17 SP:Iteration 32Q (21762.390000 sec): 3 clusters Score: Raw -4307722.294377 + Penalty 5083.499198 = -4302638.795179 nChanged 12 SP:Iteration 33Q (21762.670000 sec): 3 clusters Score: Raw -4307725.520782 + Penalty 5083.499198 = -4302642.021584 nChanged 9 SP:Iteration 34Q (21762.970000 sec): 3 clusters Score: Raw -4307727.623841 + Penalty 5083.499198 = -4302644.124642 nChanged 11 SP:Iteration 35Q (21763.270000 sec): 3 clusters Score: Raw -4307729.659403 + Penalty 5083.499198 = -4302646.160205 nChanged 3 SP:Iteration 36Q (21763.630000 sec): 3 clusters Score: Raw -4307730.153630 + Penalty 5083.499198 = -4302646.654432 nChanged 1 SP:Iteration 37Q (21763.980000 sec): 3 clusters Score: Raw -4307730.311603 + Penalty 5083.499198 = -4302646.812405 nChanged 2 SP:Iteration 38Q (21764.330000 sec): 3 clusters Score: Raw -4307730.616214 + Penalty 5083.499198 = -4302647.117015 nChanged 3 SP:Iteration 39Q (21764.640000 sec): 3 clusters Score: Raw -4307731.365061 + Penalty 5083.499198 = -4302647.865863 nChanged 1 SP:Iteration 40F (21765.020000 sec): 3 clusters Score: Raw -4307731.529506 + Penalty 5083.499198 = -4302648.030308 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21765.120000 sec): 2 clusters Score: Raw -79898.629608 + Penalty 1578.884671 = -78319.744936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21765.320000 sec): 3 clusters Score: Raw -79912.008201 + Penalty 3157.769342 = -76754.238859 nChanged 131 SP:Iteration 1F (21765.520000 sec): 3 clusters Score: Raw -80175.458237 + Penalty 3157.769342 = -77017.688894 nChanged 43 SP:Iteration 2F (21765.780000 sec): 3 clusters Score: Raw -80284.089019 + Penalty 3157.769342 = -77126.319677 nChanged 31 SP:Iteration 3F (21765.960000 sec): 3 clusters Score: Raw -80435.130204 + Penalty 3157.769342 = -77277.360862 nChanged 32 SP:Iteration 4F (21766.200000 sec): 3 clusters Score: Raw -80546.945162 + Penalty 3157.769342 = -77389.175820 nChanged 21 SP:Iteration 5Q (21766.430000 sec): 3 clusters Score: Raw -80603.168202 + Penalty 3157.769342 = -77445.398860 nChanged 11 SP:Iteration 6Q (21766.660000 sec): 3 clusters Score: Raw -80651.815022 + Penalty 3157.769342 = -77494.045680 nChanged 11 SP:Iteration 7Q (21766.840000 sec): 3 clusters Score: Raw -80706.206250 + Penalty 3157.769342 = -77548.436908 nChanged 5 SP:Iteration 8Q (21767.020000 sec): 3 clusters Score: Raw -80720.827238 + Penalty 3157.769342 = -77563.057896 nChanged 4 SP:Iteration 9Q (21767.220000 sec): 3 clusters Score: Raw -80728.896934 + Penalty 3157.769342 = -77571.127592 nChanged 2 SP:Iteration 10Q (21767.350000 sec): 3 clusters Score: Raw -80733.550273 + Penalty 3157.769342 = -77575.780931 nChanged 1 SP:Iteration 11Q (21767.580000 sec): 3 clusters Score: Raw -80735.509905 + Penalty 3157.769342 = -77577.740563 nChanged 0 SP:Iteration 12F (21767.760000 sec): 3 clusters Score: Raw -80735.509905 + Penalty 3157.769342 = -77577.740563 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21767.850000 sec): 2 clusters Score: Raw -297990.568751 + Penalty 1882.656548 = -296107.912204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21768.030000 sec): 3 clusters Score: Raw -297293.462023 + Penalty 3765.313095 = -293528.148927 nChanged 644 SP:Iteration 1F (21768.200000 sec): 3 clusters Score: Raw -297860.774077 + Penalty 3765.313095 = -294095.460982 nChanged 200 SP:Iteration 2F (21768.350000 sec): 3 clusters Score: Raw -298220.314552 + Penalty 3765.313095 = -294455.001457 nChanged 161 SP:Iteration 3F (21768.550000 sec): 3 clusters Score: Raw -298448.649784 + Penalty 3765.313095 = -294683.336689 nChanged 104 SP:Iteration 4F (21768.740000 sec): 3 clusters Score: Raw -298578.720750 + Penalty 3765.313095 = -294813.407655 nChanged 77 SP:Iteration 5Q (21768.970000 sec): 3 clusters Score: Raw -298657.473048 + Penalty 3765.313095 = -294892.159952 nChanged 44 SP:Iteration 6Q (21769.170000 sec): 3 clusters Score: Raw -298698.823525 + Penalty 3765.313095 = -294933.510430 nChanged 33 SP:Iteration 7Q (21769.340000 sec): 3 clusters Score: Raw -298727.810385 + Penalty 3765.313095 = -294962.497290 nChanged 26 SP:Iteration 8Q (21769.520000 sec): 3 clusters Score: Raw -298753.570670 + Penalty 3765.313095 = -294988.257575 nChanged 19 SP:Iteration 9Q (21769.710000 sec): 3 clusters Score: Raw -298772.038435 + Penalty 3765.313095 = -295006.725340 nChanged 16 SP:Iteration 10Q (21769.900000 sec): 3 clusters Score: Raw -298788.797361 + Penalty 3765.313095 = -295023.484266 nChanged 14 SP:Iteration 11Q (21770.050000 sec): 3 clusters Score: Raw -298802.499687 + Penalty 3765.313095 = -295037.186592 nChanged 8 SP:Iteration 12Q (21770.200000 sec): 3 clusters Score: Raw -298811.611062 + Penalty 3765.313095 = -295046.297967 nChanged 13 SP:Iteration 13Q (21770.380000 sec): 3 clusters Score: Raw -298825.459332 + Penalty 3765.313095 = -295060.146237 nChanged 11 SP:Iteration 14Q (21770.590000 sec): 3 clusters Score: Raw -298833.996968 + Penalty 3765.313095 = -295068.683873 nChanged 8 SP:Iteration 15Q (21770.810000 sec): 3 clusters Score: Raw -298840.333615 + Penalty 3765.313095 = -295075.020520 nChanged 6 SP:Iteration 16Q (21770.970000 sec): 3 clusters Score: Raw -298844.841051 + Penalty 3765.313095 = -295079.527956 nChanged 2 SP:Iteration 17Q (21771.180000 sec): 3 clusters Score: Raw -298845.698539 + Penalty 3765.313095 = -295080.385444 nChanged 0 SP:Iteration 18F (21771.360000 sec): 3 clusters Score: Raw -298845.698539 + Penalty 3765.313095 = -295080.385444 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (2915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21771.450000 sec): 2 clusters Score: Raw -431501.456205 + Penalty 1978.451024 = -429523.005181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21771.660000 sec): 3 clusters Score: Raw -430301.405970 + Penalty 3956.902049 = -426344.503921 nChanged 972 SP:Iteration 1F (21771.880000 sec): 3 clusters Score: Raw -430924.818864 + Penalty 3956.902049 = -426967.916815 nChanged 248 SP:Iteration 2F (21772.070000 sec): 3 clusters Score: Raw -431116.927044 + Penalty 3956.902049 = -427160.024995 nChanged 171 SP:Iteration 3F (21772.270000 sec): 3 clusters Score: Raw -431258.077590 + Penalty 3956.902049 = -427301.175541 nChanged 121 SP:Iteration 4Q (21772.440000 sec): 3 clusters Score: Raw -431354.087945 + Penalty 3956.902049 = -427397.185896 nChanged 100 SP:Iteration 5Q (21772.620000 sec): 3 clusters Score: Raw -431447.236584 + Penalty 3956.902049 = -427490.334535 nChanged 98 SP:Iteration 6Q (21772.830000 sec): 3 clusters Score: Raw -431527.401606 + Penalty 3956.902049 = -427570.499557 nChanged 88 SP:Iteration 7Q (21772.990000 sec): 3 clusters Score: Raw -431617.518374 + Penalty 3956.902049 = -427660.616325 nChanged 85 SP:Iteration 8Q (21773.200000 sec): 3 clusters Score: Raw -431697.277436 + Penalty 3956.902049 = -427740.375387 nChanged 92 SP:Iteration 9Q (21773.400000 sec): 3 clusters Score: Raw -431785.639781 + Penalty 3956.902049 = -427828.737732 nChanged 91 SP:Iteration 10Q (21773.640000 sec): 3 clusters Score: Raw -431877.567018 + Penalty 3956.902049 = -427920.664969 nChanged 89 SP:Iteration 11Q (21773.810000 sec): 3 clusters Score: Raw -431952.565318 + Penalty 3956.902049 = -427995.663269 nChanged 73 SP:Iteration 12Q (21774.010000 sec): 3 clusters Score: Raw -432018.618274 + Penalty 3956.902049 = -428061.716225 nChanged 72 SP:Iteration 13Q (21774.200000 sec): 3 clusters Score: Raw -432087.839069 + Penalty 3956.902049 = -428130.937020 nChanged 65 SP:Iteration 14Q (21774.350000 sec): 3 clusters Score: Raw -432148.354564 + Penalty 3956.902049 = -428191.452515 nChanged 55 SP:Iteration 15Q (21774.540000 sec): 3 clusters Score: Raw -432191.575238 + Penalty 3956.902049 = -428234.673189 nChanged 41 SP:Iteration 16Q (21774.740000 sec): 3 clusters Score: Raw -432220.029478 + Penalty 3956.902049 = -428263.127429 nChanged 37 SP:Iteration 17Q (21774.950000 sec): 3 clusters Score: Raw -432244.059889 + Penalty 3956.902049 = -428287.157840 nChanged 29 SP:Iteration 18Q (21775.100000 sec): 3 clusters Score: Raw -432265.659727 + Penalty 3956.902049 = -428308.757678 nChanged 33 SP:Iteration 19Q (21775.270000 sec): 3 clusters Score: Raw -432288.172189 + Penalty 3956.902049 = -428331.270140 nChanged 28 SP:Iteration 20F (21775.440000 sec): 3 clusters Score: Raw -432309.515638 + Penalty 3956.902049 = -428352.613589 nChanged 26 SP:Iteration 21Q (21775.620000 sec): 3 clusters Score: Raw -432339.001913 + Penalty 3956.902049 = -428382.099864 nChanged 34 SP:Iteration 22Q (21775.800000 sec): 3 clusters Score: Raw -432377.804777 + Penalty 3956.902049 = -428420.902728 nChanged 41 SP:Iteration 23Q (21775.980000 sec): 3 clusters Score: Raw -432430.286659 + Penalty 3956.902049 = -428473.384610 nChanged 33 SP:Iteration 24Q (21776.220000 sec): 3 clusters Score: Raw -432469.000803 + Penalty 3956.902049 = -428512.098754 nChanged 28 SP:Iteration 25Q (21776.370000 sec): 3 clusters Score: Raw -432494.716710 + Penalty 3956.902049 = -428537.814661 nChanged 26 SP:Iteration 26Q (21776.580000 sec): 3 clusters Score: Raw -432518.994748 + Penalty 3956.902049 = -428562.092699 nChanged 17 SP:Iteration 27Q (21776.800000 sec): 3 clusters Score: Raw -432530.895378 + Penalty 3956.902049 = -428573.993329 nChanged 6 SP:Iteration 28Q (21776.980000 sec): 3 clusters Score: Raw -432534.224648 + Penalty 3956.902049 = -428577.322599 nChanged 3 SP:Iteration 29Q (21777.210000 sec): 3 clusters Score: Raw -432536.239257 + Penalty 3956.902049 = -428579.337208 nChanged 1 SP:Iteration 30Q (21777.350000 sec): 3 clusters Score: Raw -432536.888128 + Penalty 3956.902049 = -428579.986079 nChanged 0 SP:Iteration 31F (21777.560000 sec): 3 clusters Score: Raw -432536.888128 + Penalty 3956.902049 = -428579.986079 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (21103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21777.760000 sec): 2 clusters Score: Raw -3219042.346949 + Penalty 2469.378281 = -3216572.968668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21778.080000 sec): 3 clusters Score: Raw -3206772.979591 + Penalty 4938.756563 = -3201834.223029 nChanged 9206 SP:Iteration 1F (21778.390000 sec): 3 clusters Score: Raw -3211513.767623 + Penalty 4938.756563 = -3206575.011060 nChanged 1106 SP:Iteration 2F (21778.640000 sec): 3 clusters Score: Raw -3211931.500383 + Penalty 4938.756563 = -3206992.743820 nChanged 990 SP:Iteration 3Q (21778.940000 sec): 3 clusters Score: Raw -3212289.765357 + Penalty 4938.756563 = -3207351.008794 nChanged 894 SP:Iteration 4Q (21779.200000 sec): 3 clusters Score: Raw -3212610.808336 + Penalty 4938.756563 = -3207672.051773 nChanged 782 SP:Iteration 5Q (21779.560000 sec): 3 clusters Score: Raw -3212894.984349 + Penalty 4938.756563 = -3207956.227786 nChanged 729 SP:Iteration 6Q (21779.840000 sec): 3 clusters Score: Raw -3213158.605216 + Penalty 4938.756563 = -3208219.848653 nChanged 771 SP:Iteration 7Q (21780.100000 sec): 3 clusters Score: Raw -3213471.475658 + Penalty 4938.756563 = -3208532.719095 nChanged 873 SP:Iteration 8Q (21780.380000 sec): 3 clusters Score: Raw -3213853.868411 + Penalty 4938.756563 = -3208915.111849 nChanged 921 SP:Iteration 9Q (21780.680000 sec): 3 clusters Score: Raw -3214309.954753 + Penalty 4938.756563 = -3209371.198190 nChanged 1035 SP:Iteration 10Q (21780.960000 sec): 3 clusters Score: Raw -3214891.702612 + Penalty 4938.756563 = -3209952.946049 nChanged 1112 SP:Iteration 11F (21781.270000 sec): 3 clusters Score: Raw -3215605.800661 + Penalty 4938.756563 = -3210667.044098 nChanged 1168 SP:Iteration 12F (21781.540000 sec): 3 clusters Score: Raw -3216421.534919 + Penalty 4938.756563 = -3211482.778357 nChanged 1098 SP:Iteration 13F (21781.820000 sec): 3 clusters Score: Raw -3217291.423642 + Penalty 4938.756563 = -3212352.667080 nChanged 955 SP:Iteration 14Q (21782.130000 sec): 3 clusters Score: Raw -3218099.539114 + Penalty 4938.756563 = -3213160.782551 nChanged 680 SP:Iteration 15Q (21782.400000 sec): 3 clusters Score: Raw -3218689.149930 + Penalty 4938.756563 = -3213750.393368 nChanged 405 SP:Iteration 16Q (21782.720000 sec): 3 clusters Score: Raw -3219019.178128 + Penalty 4938.756563 = -3214080.421565 nChanged 237 SP:Iteration 17Q (21782.990000 sec): 3 clusters Score: Raw -3219217.876440 + Penalty 4938.756563 = -3214279.119878 nChanged 143 SP:Iteration 18Q (21783.310000 sec): 3 clusters Score: Raw -3219328.438341 + Penalty 4938.756563 = -3214389.681779 nChanged 86 SP:Iteration 19Q (21783.600000 sec): 3 clusters Score: Raw -3219389.561097 + Penalty 4938.756563 = -3214450.804534 nChanged 52 SP:Iteration 20F (21783.880000 sec): 3 clusters Score: Raw -3219424.249928 + Penalty 4938.756563 = -3214485.493365 nChanged 36 SP:Iteration 21Q (21784.170000 sec): 3 clusters Score: Raw -3219450.742202 + Penalty 4938.756563 = -3214511.985639 nChanged 25 SP:Iteration 22Q (21784.440000 sec): 3 clusters Score: Raw -3219468.915022 + Penalty 4938.756563 = -3214530.158459 nChanged 16 SP:Iteration 23Q (21784.750000 sec): 3 clusters Score: Raw -3219478.392133 + Penalty 4938.756563 = -3214539.635570 nChanged 6 SP:Iteration 24Q (21785.020000 sec): 3 clusters Score: Raw -3219481.234773 + Penalty 4938.756563 = -3214542.478211 nChanged 5 SP:Iteration 25Q (21785.290000 sec): 3 clusters Score: Raw -3219484.820397 + Penalty 4938.756563 = -3214546.063834 nChanged 4 SP:Iteration 26Q (21785.560000 sec): 3 clusters Score: Raw -3219487.683080 + Penalty 4938.756563 = -3214548.926517 nChanged 3 SP:Iteration 27Q (21785.880000 sec): 3 clusters Score: Raw -3219488.815526 + Penalty 4938.756563 = -3214550.058963 nChanged 5 SP:Iteration 28Q (21786.170000 sec): 3 clusters Score: Raw -3219492.808639 + Penalty 4938.756563 = -3214554.052077 nChanged 4 SP:Iteration 29Q (21786.470000 sec): 3 clusters Score: Raw -3219496.023920 + Penalty 4938.756563 = -3214557.267357 nChanged 3 SP:Iteration 30Q (21786.790000 sec): 3 clusters Score: Raw -3219498.424483 + Penalty 4938.756563 = -3214559.667920 nChanged 3 SP:Iteration 31Q (21787.090000 sec): 3 clusters Score: Raw -3219500.384611 + Penalty 4938.756563 = -3214561.628048 nChanged 1 SP:Iteration 32Q (21787.370000 sec): 3 clusters Score: Raw -3219500.995659 + Penalty 4938.756563 = -3214562.239096 nChanged 0 SP:Iteration 33F (21787.750000 sec): 3 clusters Score: Raw -3219500.995659 + Penalty 4938.756563 = -3214562.239096 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (144363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21788.490000 sec): 2 clusters Score: Raw -21862980.033221 + Penalty 2946.261388 = -21860033.771834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21789.390000 sec): 3 clusters Score: Raw -21769117.438072 + Penalty 5892.522775 = -21763224.915297 nChanged 68924 SP:Iteration 1F (21790.320000 sec): 3 clusters Score: Raw -21809675.438804 + Penalty 5892.522775 = -21803782.916029 nChanged 5489 SP:Iteration 2Q (21791.190000 sec): 3 clusters Score: Raw -21811455.417675 + Penalty 5892.522775 = -21805562.894900 nChanged 5998 SP:Iteration 3Q (21792.110000 sec): 3 clusters Score: Raw -21813760.769927 + Penalty 5892.522775 = -21807868.247152 nChanged 6693 SP:Iteration 4Q (21793.100000 sec): 3 clusters Score: Raw -21816783.900511 + Penalty 5892.522775 = -21810891.377736 nChanged 7380 SP:Iteration 5F (21793.990000 sec): 3 clusters Score: Raw -21820540.203755 + Penalty 5892.522775 = -21814647.680980 nChanged 7864 SP:Iteration 6F (21794.890000 sec): 3 clusters Score: Raw -21824957.778718 + Penalty 5892.522775 = -21819065.255943 nChanged 7936 SP:Iteration 7F (21795.820000 sec): 3 clusters Score: Raw -21829484.517453 + Penalty 5892.522775 = -21823591.994678 nChanged 7744 SP:Iteration 8F (21796.690000 sec): 3 clusters Score: Raw -21834063.263126 + Penalty 5892.522775 = -21828170.740351 nChanged 7528 SP:Iteration 9F (21797.560000 sec): 3 clusters Score: Raw -21838644.757808 + Penalty 5892.522775 = -21832752.235033 nChanged 7392 SP:Iteration 10F (21798.490000 sec): 3 clusters Score: Raw -21843256.696706 + Penalty 5892.522775 = -21837364.173931 nChanged 6992 SP:Iteration 11Q (21799.410000 sec): 3 clusters Score: Raw -21847747.224704 + Penalty 5892.522775 = -21841854.701929 nChanged 6381 SP:Iteration 12Q (21800.280000 sec): 3 clusters Score: Raw -21851982.602742 + Penalty 5892.522775 = -21846090.079967 nChanged 5380 SP:Iteration 13Q (21801.090000 sec): 3 clusters Score: Raw -21855660.266243 + Penalty 5892.522775 = -21849767.743468 nChanged 4094 SP:Iteration 14Q (21801.830000 sec): 3 clusters Score: Raw -21858449.146511 + Penalty 5892.522775 = -21852556.623736 nChanged 2897 SP:Iteration 15Q (21802.560000 sec): 3 clusters Score: Raw -21860411.327185 + Penalty 5892.522775 = -21854518.804410 nChanged 1887 SP:Iteration 16Q (21803.290000 sec): 3 clusters Score: Raw -21861651.722790 + Penalty 5892.522775 = -21855759.200015 nChanged 1150 SP:Iteration 17Q (21804.020000 sec): 3 clusters Score: Raw -21862398.494808 + Penalty 5892.522775 = -21856505.972033 nChanged 640 SP:Iteration 18Q (21804.830000 sec): 3 clusters Score: Raw -21862809.247566 + Penalty 5892.522775 = -21856916.724791 nChanged 397 SP:Iteration 19Q (21805.620000 sec): 3 clusters Score: Raw -21863055.110198 + Penalty 5892.522775 = -21857162.587423 nChanged 240 SP:Iteration 20F (21806.490000 sec): 3 clusters Score: Raw -21863201.996302 + Penalty 5892.522775 = -21857309.473527 nChanged 156 SP:Iteration 21Q (21807.250000 sec): 3 clusters Score: Raw -21863286.240461 + Penalty 5892.522775 = -21857393.717686 nChanged 96 SP:Iteration 22Q (21808.010000 sec): 3 clusters Score: Raw -21863336.074455 + Penalty 5892.522775 = -21857443.551680 nChanged 60 SP:Iteration 23Q (21808.770000 sec): 3 clusters Score: Raw -21863370.519481 + Penalty 5892.522775 = -21857477.996706 nChanged 50 SP:Iteration 24Q (21809.510000 sec): 3 clusters Score: Raw -21863395.411835 + Penalty 5892.522775 = -21857502.889060 nChanged 45 SP:Iteration 25Q (21810.270000 sec): 3 clusters Score: Raw -21863418.459974 + Penalty 5892.522775 = -21857525.937199 nChanged 32 SP:Iteration 26Q (21811.000000 sec): 3 clusters Score: Raw -21863435.765438 + Penalty 5892.522775 = -21857543.242663 nChanged 32 SP:Iteration 27Q (21811.820000 sec): 3 clusters Score: Raw -21863453.003358 + Penalty 5892.522775 = -21857560.480583 nChanged 19 SP:Iteration 28Q (21812.590000 sec): 3 clusters Score: Raw -21863463.026491 + Penalty 5892.522775 = -21857570.503716 nChanged 21 SP:Iteration 29Q (21813.290000 sec): 3 clusters Score: Raw -21863473.153327 + Penalty 5892.522775 = -21857580.630552 nChanged 20 SP:Iteration 30Q (21814.030000 sec): 3 clusters Score: Raw -21863482.416989 + Penalty 5892.522775 = -21857589.894214 nChanged 14 SP:Iteration 31Q (21814.740000 sec): 3 clusters Score: Raw -21863489.070190 + Penalty 5892.522775 = -21857596.547415 nChanged 14 SP:Iteration 32Q (21815.510000 sec): 3 clusters Score: Raw -21863496.289361 + Penalty 5892.522775 = -21857603.766586 nChanged 6 SP:Iteration 33Q (21816.280000 sec): 3 clusters Score: Raw -21863498.877156 + Penalty 5892.522775 = -21857606.354381 nChanged 6 SP:Iteration 34Q (21817.030000 sec): 3 clusters Score: Raw -21863502.486165 + Penalty 5892.522775 = -21857609.963390 nChanged 6 SP:Iteration 35Q (21817.800000 sec): 3 clusters Score: Raw -21863505.095764 + Penalty 5892.522775 = -21857612.572989 nChanged 7 SP:Iteration 36Q (21818.600000 sec): 3 clusters Score: Raw -21863508.343762 + Penalty 5892.522775 = -21857615.820987 nChanged 6 SP:Iteration 37Q (21819.370000 sec): 3 clusters Score: Raw -21863510.732859 + Penalty 5892.522775 = -21857618.210084 nChanged 5 SP:Iteration 38Q (21820.130000 sec): 3 clusters Score: Raw -21863512.952771 + Penalty 5892.522775 = -21857620.429996 nChanged 6 SP:Iteration 39Q (21820.910000 sec): 3 clusters Score: Raw -21863515.288335 + Penalty 5892.522775 = -21857622.765560 nChanged 4 SP:Iteration 40F (21821.830000 sec): 3 clusters Score: Raw -21863517.807302 + Penalty 5892.522775 = -21857625.284527 nChanged 7 SP:Iteration 41Q (21822.680000 sec): 3 clusters Score: Raw -21863520.813250 + Penalty 5892.522775 = -21857628.290475 nChanged 2 SP:Iteration 42Q (21823.630000 sec): 3 clusters Score: Raw -21863521.377271 + Penalty 5892.522775 = -21857628.854496 nChanged 2 SP:Iteration 43Q (21824.520000 sec): 3 clusters Score: Raw -21863522.009637 + Penalty 5892.522775 = -21857629.486862 nChanged 4 SP:Iteration 44Q (21825.400000 sec): 3 clusters Score: Raw -21863523.429200 + Penalty 5892.522775 = -21857630.906425 nChanged 3 SP:Iteration 45Q (21826.130000 sec): 3 clusters Score: Raw -21863524.621347 + Penalty 5892.522775 = -21857632.098572 nChanged 3 SP:Iteration 46Q (21826.970000 sec): 3 clusters Score: Raw -21863525.699124 + Penalty 5892.522775 = -21857633.176349 nChanged 2 SP:Iteration 47Q (21827.760000 sec): 3 clusters Score: Raw -21863526.923939 + Penalty 5892.522775 = -21857634.401164 nChanged 2 SP:Iteration 48Q (21828.550000 sec): 3 clusters Score: Raw -21863527.517698 + Penalty 5892.522775 = -21857634.994923 nChanged 2 SP:Iteration 49Q (21829.350000 sec): 3 clusters Score: Raw -21863528.275815 + Penalty 5892.522775 = -21857635.753040 nChanged 2 SP:Iteration 50Q (21830.160000 sec): 3 clusters Score: Raw -21863529.521782 + Penalty 5892.522775 = -21857636.999007 nChanged 2 SP:Iteration 51Q (21830.950000 sec): 3 clusters Score: Raw -21863530.099444 + Penalty 5892.522775 = -21857637.576669 nChanged 1 SP:Iteration 52Q (21831.750000 sec): 3 clusters Score: Raw -21863530.550110 + Penalty 5892.522775 = -21857638.027335 nChanged 2 SP:Iteration 53Q (21832.480000 sec): 3 clusters Score: Raw -21863531.323524 + Penalty 5892.522775 = -21857638.800749 nChanged 2 SP:Iteration 54Q (21833.170000 sec): 3 clusters Score: Raw -21863532.220210 + Penalty 5892.522775 = -21857639.697435 nChanged 3 SP:Iteration 55Q (21833.980000 sec): 3 clusters Score: Raw -21863533.820928 + Penalty 5892.522775 = -21857641.298153 nChanged 3 SP:Iteration 56Q (21834.690000 sec): 3 clusters Score: Raw -21863535.207990 + Penalty 5892.522775 = -21857642.685215 nChanged 1 SP:Iteration 57Q (21835.400000 sec): 3 clusters Score: Raw -21863535.547699 + Penalty 5892.522775 = -21857643.024924 nChanged 2 SP:Iteration 58Q (21836.150000 sec): 3 clusters Score: Raw -21863536.582874 + Penalty 5892.522775 = -21857644.060099 nChanged 2 SP:Iteration 59Q (21836.870000 sec): 3 clusters Score: Raw -21863537.850832 + Penalty 5892.522775 = -21857645.328057 nChanged 0 SP:Iteration 60F (21837.710000 sec): 3 clusters Score: Raw -21863537.850832 + Penalty 5892.522775 = -21857645.328057 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (17646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21837.890000 sec): 2 clusters Score: Raw -2673269.375075 + Penalty 2425.009573 = -2670844.365502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21838.200000 sec): 3 clusters Score: Raw -2663040.317453 + Penalty 4850.019146 = -2658190.298306 nChanged 7796 SP:Iteration 1F (21838.470000 sec): 3 clusters Score: Raw -2667441.511075 + Penalty 4850.019146 = -2662591.491928 nChanged 1079 SP:Iteration 2F (21838.710000 sec): 3 clusters Score: Raw -2667984.479986 + Penalty 4850.019146 = -2663134.460840 nChanged 945 SP:Iteration 3F (21839.010000 sec): 3 clusters Score: Raw -2668510.532281 + Penalty 4850.019146 = -2663660.513135 nChanged 957 SP:Iteration 4F (21839.290000 sec): 3 clusters Score: Raw -2669101.265360 + Penalty 4850.019146 = -2664251.246214 nChanged 963 SP:Iteration 5F (21839.550000 sec): 3 clusters Score: Raw -2669809.360972 + Penalty 4850.019146 = -2664959.341825 nChanged 947 SP:Iteration 6F (21839.840000 sec): 3 clusters Score: Raw -2670540.840020 + Penalty 4850.019146 = -2665690.820874 nChanged 910 SP:Iteration 7F (21840.070000 sec): 3 clusters Score: Raw -2671228.266323 + Penalty 4850.019146 = -2666378.247177 nChanged 830 SP:Iteration 8Q (21840.380000 sec): 3 clusters Score: Raw -2671834.015445 + Penalty 4850.019146 = -2666983.996299 nChanged 691 SP:Iteration 9Q (21840.660000 sec): 3 clusters Score: Raw -2672255.072932 + Penalty 4850.019146 = -2667405.053786 nChanged 518 SP:Iteration 10Q (21840.920000 sec): 3 clusters Score: Raw -2672508.489627 + Penalty 4850.019146 = -2667658.470480 nChanged 427 SP:Iteration 11Q (21841.140000 sec): 3 clusters Score: Raw -2672697.821876 + Penalty 4850.019146 = -2667847.802730 nChanged 354 SP:Iteration 12Q (21841.380000 sec): 3 clusters Score: Raw -2672853.938091 + Penalty 4850.019146 = -2668003.918945 nChanged 302 SP:Iteration 13Q (21841.600000 sec): 3 clusters Score: Raw -2672962.231562 + Penalty 4850.019146 = -2668112.212416 nChanged 246 SP:Iteration 14Q (21841.880000 sec): 3 clusters Score: Raw -2673047.899380 + Penalty 4850.019146 = -2668197.880234 nChanged 211 SP:Iteration 15Q (21842.150000 sec): 3 clusters Score: Raw -2673115.327855 + Penalty 4850.019146 = -2668265.308709 nChanged 182 SP:Iteration 16Q (21842.430000 sec): 3 clusters Score: Raw -2673167.067412 + Penalty 4850.019146 = -2668317.048266 nChanged 155 SP:Iteration 17Q (21842.670000 sec): 3 clusters Score: Raw -2673208.757705 + Penalty 4850.019146 = -2668358.738559 nChanged 130 SP:Iteration 18Q (21842.950000 sec): 3 clusters Score: Raw -2673243.002849 + Penalty 4850.019146 = -2668392.983703 nChanged 124 SP:Iteration 19Q (21843.200000 sec): 3 clusters Score: Raw -2673274.499882 + Penalty 4850.019146 = -2668424.480735 nChanged 108 SP:Iteration 20F (21843.430000 sec): 3 clusters Score: Raw -2673298.599568 + Penalty 4850.019146 = -2668448.580421 nChanged 96 SP:Iteration 21Q (21843.680000 sec): 3 clusters Score: Raw -2673318.250363 + Penalty 4850.019146 = -2668468.231217 nChanged 63 SP:Iteration 22Q (21843.970000 sec): 3 clusters Score: Raw -2673330.571827 + Penalty 4850.019146 = -2668480.552681 nChanged 60 SP:Iteration 23Q (21844.260000 sec): 3 clusters Score: Raw -2673340.886688 + Penalty 4850.019146 = -2668490.867542 nChanged 53 SP:Iteration 24Q (21844.540000 sec): 3 clusters Score: Raw -2673352.212896 + Penalty 4850.019146 = -2668502.193750 nChanged 47 SP:Iteration 25Q (21844.790000 sec): 3 clusters Score: Raw -2673361.755131 + Penalty 4850.019146 = -2668511.735984 nChanged 47 SP:Iteration 26Q (21845.040000 sec): 3 clusters Score: Raw -2673370.378319 + Penalty 4850.019146 = -2668520.359173 nChanged 44 SP:Iteration 27Q (21845.300000 sec): 3 clusters Score: Raw -2673378.681900 + Penalty 4850.019146 = -2668528.662753 nChanged 37 SP:Iteration 28Q (21845.550000 sec): 3 clusters Score: Raw -2673385.472618 + Penalty 4850.019146 = -2668535.453472 nChanged 41 SP:Iteration 29Q (21845.850000 sec): 3 clusters Score: Raw -2673392.730263 + Penalty 4850.019146 = -2668542.711116 nChanged 42 SP:Iteration 30Q (21846.110000 sec): 3 clusters Score: Raw -2673400.207729 + Penalty 4850.019146 = -2668550.188583 nChanged 30 SP:Iteration 31Q (21846.400000 sec): 3 clusters Score: Raw -2673405.592146 + Penalty 4850.019146 = -2668555.573000 nChanged 32 SP:Iteration 32Q (21846.680000 sec): 3 clusters Score: Raw -2673411.772781 + Penalty 4850.019146 = -2668561.753634 nChanged 39 SP:Iteration 33Q (21847.000000 sec): 3 clusters Score: Raw -2673418.926855 + Penalty 4850.019146 = -2668568.907709 nChanged 33 SP:Iteration 34Q (21847.280000 sec): 3 clusters Score: Raw -2673425.508468 + Penalty 4850.019146 = -2668575.489322 nChanged 37 SP:Iteration 35Q (21847.560000 sec): 3 clusters Score: Raw -2673432.761758 + Penalty 4850.019146 = -2668582.742612 nChanged 37 SP:Iteration 36Q (21847.830000 sec): 3 clusters Score: Raw -2673440.190084 + Penalty 4850.019146 = -2668590.170938 nChanged 36 SP:Iteration 37Q (21848.080000 sec): 3 clusters Score: Raw -2673447.355847 + Penalty 4850.019146 = -2668597.336701 nChanged 38 SP:Iteration 38Q (21848.360000 sec): 3 clusters Score: Raw -2673456.618592 + Penalty 4850.019146 = -2668606.599446 nChanged 41 SP:Iteration 39Q (21848.660000 sec): 3 clusters Score: Raw -2673464.198619 + Penalty 4850.019146 = -2668614.179473 nChanged 29 SP:Iteration 40F (21848.900000 sec): 3 clusters Score: Raw -2673468.864342 + Penalty 4850.019146 = -2668618.845195 nChanged 24 SP:Iteration 41Q (21849.180000 sec): 3 clusters Score: Raw -2673472.770710 + Penalty 4850.019146 = -2668622.751564 nChanged 17 SP:Iteration 42Q (21849.440000 sec): 3 clusters Score: Raw -2673475.469788 + Penalty 4850.019146 = -2668625.450641 nChanged 16 SP:Iteration 43Q (21849.730000 sec): 3 clusters Score: Raw -2673478.585782 + Penalty 4850.019146 = -2668628.566635 nChanged 18 SP:Iteration 44Q (21849.990000 sec): 3 clusters Score: Raw -2673481.606647 + Penalty 4850.019146 = -2668631.587501 nChanged 14 SP:Iteration 45Q (21850.230000 sec): 3 clusters Score: Raw -2673483.581109 + Penalty 4850.019146 = -2668633.561963 nChanged 12 SP:Iteration 46Q (21850.470000 sec): 3 clusters Score: Raw -2673485.978332 + Penalty 4850.019146 = -2668635.959185 nChanged 20 SP:Iteration 47Q (21850.730000 sec): 3 clusters Score: Raw -2673489.391481 + Penalty 4850.019146 = -2668639.372335 nChanged 16 SP:Iteration 48Q (21851.000000 sec): 3 clusters Score: Raw -2673492.333336 + Penalty 4850.019146 = -2668642.314190 nChanged 19 SP:Iteration 49Q (21851.240000 sec): 3 clusters Score: Raw -2673495.248071 + Penalty 4850.019146 = -2668645.228924 nChanged 8 SP:Iteration 50Q (21851.480000 sec): 3 clusters Score: Raw -2673496.623861 + Penalty 4850.019146 = -2668646.604715 nChanged 4 SP:Iteration 51Q (21851.790000 sec): 3 clusters Score: Raw -2673497.157549 + Penalty 4850.019146 = -2668647.138403 nChanged 2 SP:Iteration 52Q (21851.980000 sec): 3 clusters Score: Raw -2673497.482453 + Penalty 4850.019146 = -2668647.463306 nChanged 4 SP:Iteration 53Q (21852.240000 sec): 3 clusters Score: Raw -2673498.483565 + Penalty 4850.019146 = -2668648.464418 nChanged 8 SP:Iteration 54Q (21852.520000 sec): 3 clusters Score: Raw -2673499.880293 + Penalty 4850.019146 = -2668649.861147 nChanged 15 SP:Iteration 55Q (21852.800000 sec): 3 clusters Score: Raw -2673502.881321 + Penalty 4850.019146 = -2668652.862174 nChanged 9 SP:Iteration 56Q (21853.070000 sec): 3 clusters Score: Raw -2673504.680658 + Penalty 4850.019146 = -2668654.661512 nChanged 8 SP:Iteration 57Q (21853.380000 sec): 3 clusters Score: Raw -2673505.836493 + Penalty 4850.019146 = -2668655.817346 nChanged 7 SP:Iteration 58Q (21853.680000 sec): 3 clusters Score: Raw -2673506.713318 + Penalty 4850.019146 = -2668656.694171 nChanged 10 SP:Iteration 59Q (21853.960000 sec): 3 clusters Score: Raw -2673507.840108 + Penalty 4850.019146 = -2668657.820962 nChanged 9 SP:Iteration 60F (21854.290000 sec): 3 clusters Score: Raw -2673509.112454 + Penalty 4850.019146 = -2668659.093308 nChanged 6 SP:Iteration 61Q (21854.590000 sec): 3 clusters Score: Raw -2673510.038306 + Penalty 4850.019146 = -2668660.019159 nChanged 9 SP:Iteration 62Q (21854.900000 sec): 3 clusters Score: Raw -2673511.069065 + Penalty 4850.019146 = -2668661.049919 nChanged 8 SP:Iteration 63Q (21855.210000 sec): 3 clusters Score: Raw -2673511.997718 + Penalty 4850.019146 = -2668661.978572 nChanged 7 SP:Iteration 64Q (21855.440000 sec): 3 clusters Score: Raw -2673512.795386 + Penalty 4850.019146 = -2668662.776240 nChanged 11 SP:Iteration 65Q (21855.790000 sec): 3 clusters Score: Raw -2673514.437829 + Penalty 4850.019146 = -2668664.418682 nChanged 5 SP:Iteration 66Q (21856.060000 sec): 3 clusters Score: Raw -2673515.486683 + Penalty 4850.019146 = -2668665.467537 nChanged 8 SP:Iteration 67Q (21856.340000 sec): 3 clusters Score: Raw -2673516.926016 + Penalty 4850.019146 = -2668666.906869 nChanged 11 SP:Iteration 68Q (21856.600000 sec): 3 clusters Score: Raw -2673518.629985 + Penalty 4850.019146 = -2668668.610839 nChanged 10 SP:Iteration 69Q (21856.870000 sec): 3 clusters Score: Raw -2673520.758626 + Penalty 4850.019146 = -2668670.739480 nChanged 6 SP:Iteration 70Q (21857.110000 sec): 3 clusters Score: Raw -2673522.239830 + Penalty 4850.019146 = -2668672.220684 nChanged 16 SP:Iteration 71Q (21857.370000 sec): 3 clusters Score: Raw -2673525.249785 + Penalty 4850.019146 = -2668675.230639 nChanged 16 SP:Iteration 72Q (21857.600000 sec): 3 clusters Score: Raw -2673527.160552 + Penalty 4850.019146 = -2668677.141406 nChanged 4 SP:Iteration 73Q (21857.920000 sec): 3 clusters Score: Raw -2673527.497365 + Penalty 4850.019146 = -2668677.478218 nChanged 4 SP:Iteration 74Q (21858.180000 sec): 3 clusters Score: Raw -2673527.929517 + Penalty 4850.019146 = -2668677.910371 nChanged 5 SP:Iteration 75Q (21858.470000 sec): 3 clusters Score: Raw -2673528.390229 + Penalty 4850.019146 = -2668678.371083 nChanged 5 SP:Iteration 76Q (21858.700000 sec): 3 clusters Score: Raw -2673528.885986 + Penalty 4850.019146 = -2668678.866840 nChanged 2 SP:Iteration 77Q (21858.970000 sec): 3 clusters Score: Raw -2673529.061517 + Penalty 4850.019146 = -2668679.042371 nChanged 2 SP:Iteration 78Q (21859.270000 sec): 3 clusters Score: Raw -2673529.700971 + Penalty 4850.019146 = -2668679.681825 nChanged 5 SP:Iteration 79Q (21859.510000 sec): 3 clusters Score: Raw -2673530.855930 + Penalty 4850.019146 = -2668680.836783 nChanged 8 SP:Iteration 80F (21859.810000 sec): 3 clusters Score: Raw -2673532.148127 + Penalty 4850.019146 = -2668682.128981 nChanged 4 SP:Iteration 81Q (21860.070000 sec): 3 clusters Score: Raw -2673532.632789 + Penalty 4850.019146 = -2668682.613643 nChanged 1 SP:Iteration 82Q (21860.310000 sec): 3 clusters Score: Raw -2673532.784284 + Penalty 4850.019146 = -2668682.765138 nChanged 1 SP:Iteration 83Q (21860.570000 sec): 3 clusters Score: Raw -2673532.953032 + Penalty 4850.019146 = -2668682.933885 nChanged 1 SP:Iteration 84Q (21860.870000 sec): 3 clusters Score: Raw -2673533.048441 + Penalty 4850.019146 = -2668683.029295 nChanged 0 SP:Iteration 85F (21861.150000 sec): 3 clusters Score: Raw -2673533.048441 + Penalty 4850.019146 = -2668683.029295 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21861.250000 sec): 2 clusters Score: Raw -9150.667727 + Penalty 1158.861551 = -7991.806176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21861.470000 sec): 3 clusters Score: Raw -9631.777443 + Penalty 2317.723102 = -7314.054341 nChanged 4 SP:Iteration 1Q (21861.650000 sec): 3 clusters Score: Raw -9672.616831 + Penalty 2317.723102 = -7354.893729 nChanged 2 SP:Iteration 2Q (21861.850000 sec): 3 clusters Score: Raw -9687.202802 + Penalty 2317.723102 = -7369.479700 nChanged 0 SP:Iteration 3F (21862.030000 sec): 3 clusters Score: Raw -9687.202802 + Penalty 2317.723102 = -7369.479700 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (4595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21862.150000 sec): 2 clusters Score: Raw -667277.041570 + Penalty 2091.315561 = -665185.726009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21862.390000 sec): 3 clusters Score: Raw -665152.563615 + Penalty 4182.631121 = -660969.932494 nChanged 1684 SP:Iteration 1F (21862.570000 sec): 3 clusters Score: Raw -666124.345496 + Penalty 4182.631121 = -661941.714375 nChanged 334 SP:Iteration 2F (21862.770000 sec): 3 clusters Score: Raw -666351.417005 + Penalty 4182.631121 = -662168.785884 nChanged 242 SP:Iteration 3F (21862.990000 sec): 3 clusters Score: Raw -666529.985813 + Penalty 4182.631121 = -662347.354692 nChanged 201 SP:Iteration 4Q (21863.150000 sec): 3 clusters Score: Raw -666674.129293 + Penalty 4182.631121 = -662491.498171 nChanged 196 SP:Iteration 5Q (21863.360000 sec): 3 clusters Score: Raw -666831.925512 + Penalty 4182.631121 = -662649.294391 nChanged 197 SP:Iteration 6Q (21863.580000 sec): 3 clusters Score: Raw -667013.049796 + Penalty 4182.631121 = -662830.418674 nChanged 193 SP:Iteration 7Q (21863.790000 sec): 3 clusters Score: Raw -667182.153948 + Penalty 4182.631121 = -662999.522826 nChanged 192 SP:Iteration 8Q (21863.980000 sec): 3 clusters Score: Raw -667350.733662 + Penalty 4182.631121 = -663168.102540 nChanged 189 SP:Iteration 9Q (21864.190000 sec): 3 clusters Score: Raw -667517.539909 + Penalty 4182.631121 = -663334.908788 nChanged 169 SP:Iteration 10Q (21864.390000 sec): 3 clusters Score: Raw -667672.604621 + Penalty 4182.631121 = -663489.973500 nChanged 161 SP:Iteration 11Q (21864.640000 sec): 3 clusters Score: Raw -667795.432752 + Penalty 4182.631121 = -663612.801631 nChanged 131 SP:Iteration 12Q (21864.830000 sec): 3 clusters Score: Raw -667900.203560 + Penalty 4182.631121 = -663717.572439 nChanged 117 SP:Iteration 13Q (21865.050000 sec): 3 clusters Score: Raw -667978.286840 + Penalty 4182.631121 = -663795.655718 nChanged 111 SP:Iteration 14Q (21865.270000 sec): 3 clusters Score: Raw -668047.537266 + Penalty 4182.631121 = -663864.906145 nChanged 83 SP:Iteration 15Q (21865.480000 sec): 3 clusters Score: Raw -668096.645598 + Penalty 4182.631121 = -663914.014477 nChanged 63 SP:Iteration 16Q (21865.650000 sec): 3 clusters Score: Raw -668132.080254 + Penalty 4182.631121 = -663949.449133 nChanged 49 SP:Iteration 17Q (21865.890000 sec): 3 clusters Score: Raw -668162.983246 + Penalty 4182.631121 = -663980.352125 nChanged 52 SP:Iteration 18Q (21866.080000 sec): 3 clusters Score: Raw -668190.948857 + Penalty 4182.631121 = -664008.317736 nChanged 45 SP:Iteration 19Q (21866.310000 sec): 3 clusters Score: Raw -668212.442444 + Penalty 4182.631121 = -664029.811322 nChanged 38 SP:Iteration 20F (21866.510000 sec): 3 clusters Score: Raw -668232.759060 + Penalty 4182.631121 = -664050.127939 nChanged 38 SP:Iteration 21Q (21866.770000 sec): 3 clusters Score: Raw -668250.819519 + Penalty 4182.631121 = -664068.188398 nChanged 31 SP:Iteration 22Q (21867.010000 sec): 3 clusters Score: Raw -668264.439284 + Penalty 4182.631121 = -664081.808163 nChanged 26 SP:Iteration 23Q (21867.230000 sec): 3 clusters Score: Raw -668275.814233 + Penalty 4182.631121 = -664093.183111 nChanged 16 SP:Iteration 24Q (21867.450000 sec): 3 clusters Score: Raw -668279.701416 + Penalty 4182.631121 = -664097.070295 nChanged 10 SP:Iteration 25Q (21867.630000 sec): 3 clusters Score: Raw -668282.971878 + Penalty 4182.631121 = -664100.340757 nChanged 4 SP:Iteration 26Q (21867.870000 sec): 3 clusters Score: Raw -668284.306076 + Penalty 4182.631121 = -664101.674955 nChanged 6 SP:Iteration 27Q (21868.070000 sec): 3 clusters Score: Raw -668285.738732 + Penalty 4182.631121 = -664103.107611 nChanged 5 SP:Iteration 28Q (21868.340000 sec): 3 clusters Score: Raw -668287.001665 + Penalty 4182.631121 = -664104.370544 nChanged 3 SP:Iteration 29Q (21868.550000 sec): 3 clusters Score: Raw -668288.195795 + Penalty 4182.631121 = -664105.564674 nChanged 3 SP:Iteration 30Q (21868.760000 sec): 3 clusters Score: Raw -668289.275277 + Penalty 4182.631121 = -664106.644156 nChanged 4 SP:Iteration 31Q (21868.980000 sec): 3 clusters Score: Raw -668290.424415 + Penalty 4182.631121 = -664107.793294 nChanged 2 SP:Iteration 32Q (21869.220000 sec): 3 clusters Score: Raw -668291.033520 + Penalty 4182.631121 = -664108.402399 nChanged 2 SP:Iteration 33Q (21869.390000 sec): 3 clusters Score: Raw -668291.595585 + Penalty 4182.631121 = -664108.964464 nChanged 0 SP:Iteration 34F (21869.590000 sec): 3 clusters Score: Raw -668291.595585 + Penalty 4182.631121 = -664108.964464 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21869.700000 sec): 2 clusters Score: Raw -63811.521251 + Penalty 1486.502434 = -62325.018817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21869.910000 sec): 3 clusters Score: Raw -64026.875973 + Penalty 2973.004868 = -61053.871105 nChanged 82 SP:Iteration 1F (21870.180000 sec): 3 clusters Score: Raw -64191.976584 + Penalty 2973.004868 = -61218.971716 nChanged 16 SP:Iteration 2Q (21870.390000 sec): 3 clusters Score: Raw -64235.438136 + Penalty 2973.004868 = -61262.433268 nChanged 9 SP:Iteration 3Q (21870.680000 sec): 3 clusters Score: Raw -64276.996451 + Penalty 2973.004868 = -61303.991583 nChanged 13 SP:Iteration 4Q (21870.930000 sec): 3 clusters Score: Raw -64307.609779 + Penalty 2973.004868 = -61334.604911 nChanged 15 SP:Iteration 5Q (21871.140000 sec): 3 clusters Score: Raw -64368.834337 + Penalty 2973.004868 = -61395.829469 nChanged 23 SP:Iteration 6F (21871.310000 sec): 3 clusters Score: Raw -64474.465920 + Penalty 2973.004868 = -61501.461052 nChanged 16 SP:Iteration 7Q (21871.510000 sec): 3 clusters Score: Raw -64513.435736 + Penalty 2973.004868 = -61540.430868 nChanged 5 SP:Iteration 8Q (21871.780000 sec): 3 clusters Score: Raw -64519.900860 + Penalty 2973.004868 = -61546.895992 nChanged 4 SP:Iteration 9Q (21871.990000 sec): 3 clusters Score: Raw -64526.181101 + Penalty 2973.004868 = -61553.176233 nChanged 2 SP:Iteration 10Q (21872.130000 sec): 3 clusters Score: Raw -64534.732513 + Penalty 2973.004868 = -61561.727645 nChanged 1 SP:Iteration 11Q (21872.340000 sec): 3 clusters Score: Raw -64538.307687 + Penalty 2973.004868 = -61565.302819 nChanged 0 SP:Iteration 12F (21872.610000 sec): 3 clusters Score: Raw -64538.307687 + Penalty 2973.004868 = -61565.302819 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21872.680000 sec): 2 clusters Score: Raw -41849.974343 + Penalty 1418.637321 = -40431.337022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21872.880000 sec): 3 clusters Score: Raw -42031.245585 + Penalty 2837.274641 = -39193.970944 nChanged 35 SP:Iteration 1F (21873.060000 sec): 3 clusters Score: Raw -42151.015080 + Penalty 2837.274641 = -39313.740439 nChanged 14 SP:Iteration 2Q (21873.260000 sec): 3 clusters Score: Raw -42213.999027 + Penalty 2837.274641 = -39376.724386 nChanged 9 SP:Iteration 3Q (21873.430000 sec): 3 clusters Score: Raw -42239.688817 + Penalty 2837.274641 = -39402.414176 nChanged 1 SP:Iteration 4Q (21873.680000 sec): 3 clusters Score: Raw -42244.790721 + Penalty 2837.274641 = -39407.516080 nChanged 0 SP:Iteration 5F (21873.810000 sec): 3 clusters Score: Raw -42244.790721 + Penalty 2837.274641 = -39407.516080 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21873.880000 sec): 2 clusters Score: Raw -41226.113208 + Penalty 1410.369888 = -39815.743319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21874.050000 sec): 3 clusters Score: Raw -41372.009368 + Penalty 2820.739777 = -38551.269591 nChanged 39 SP:Iteration 1F (21874.260000 sec): 3 clusters Score: Raw -41513.982260 + Penalty 2820.739777 = -38693.242483 nChanged 17 SP:Iteration 2F (21874.450000 sec): 3 clusters Score: Raw -41592.828768 + Penalty 2820.739777 = -38772.088991 nChanged 8 SP:Iteration 3Q (21874.650000 sec): 3 clusters Score: Raw -41646.535034 + Penalty 2820.739777 = -38825.795258 nChanged 4 SP:Iteration 4Q (21874.850000 sec): 3 clusters Score: Raw -41661.967900 + Penalty 2820.739777 = -38841.228124 nChanged 4 SP:Iteration 5Q (21875.030000 sec): 3 clusters Score: Raw -41683.094635 + Penalty 2820.739777 = -38862.354859 nChanged 5 SP:Iteration 6Q (21875.210000 sec): 3 clusters Score: Raw -41703.402895 + Penalty 2820.739777 = -38882.663118 nChanged 4 SP:Iteration 7Q (21875.400000 sec): 3 clusters Score: Raw -41725.590607 + Penalty 2820.739777 = -38904.850830 nChanged 0 SP:Iteration 8F (21875.590000 sec): 3 clusters Score: Raw -41725.590607 + Penalty 2820.739777 = -38904.850830 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21875.700000 sec): 2 clusters Score: Raw -13135.798408 + Penalty 1237.627282 = -11898.171126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21875.870000 sec): 3 clusters Score: Raw -13552.932732 + Penalty 2475.254563 = -11077.678169 nChanged 13 SP:Iteration 1F (21876.070000 sec): 3 clusters Score: Raw -13656.530692 + Penalty 2475.254563 = -11181.276129 nChanged 4 SP:Iteration 2Q (21876.290000 sec): 3 clusters Score: Raw -13692.747758 + Penalty 2475.254563 = -11217.493195 nChanged 2 SP:Iteration 3Q (21876.440000 sec): 3 clusters Score: Raw -13708.151155 + Penalty 2475.254563 = -11232.896592 nChanged 3 SP:Iteration 4Q (21876.660000 sec): 3 clusters Score: Raw -13744.864479 + Penalty 2475.254563 = -11269.609916 nChanged 0 SP:Iteration 5F (21876.850000 sec): 3 clusters Score: Raw -13744.864479 + Penalty 2475.254563 = -11269.609916 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21876.960000 sec): 2 clusters Score: Raw -10159.098412 + Penalty 1098.842566 = -9060.255846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21877.210000 sec): 3 clusters Score: Raw -10595.869148 + Penalty 2197.685132 = -8398.184016 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (3983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21877.300000 sec): 2 clusters Score: Raw -606915.494336 + Penalty 2055.868065 = -604859.626271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21877.520000 sec): 3 clusters Score: Raw -605126.778499 + Penalty 4111.736129 = -601015.042370 nChanged 1430 SP:Iteration 1F (21877.750000 sec): 3 clusters Score: Raw -605927.437020 + Penalty 4111.736129 = -601815.700891 nChanged 280 SP:Iteration 2F (21877.980000 sec): 3 clusters Score: Raw -606098.924726 + Penalty 4111.736129 = -601987.188597 nChanged 174 SP:Iteration 3Q (21878.180000 sec): 3 clusters Score: Raw -606208.467002 + Penalty 4111.736129 = -602096.730872 nChanged 152 SP:Iteration 4Q (21878.390000 sec): 3 clusters Score: Raw -606298.106778 + Penalty 4111.736129 = -602186.370649 nChanged 137 SP:Iteration 5Q (21878.580000 sec): 3 clusters Score: Raw -606383.671985 + Penalty 4111.736129 = -602271.935856 nChanged 112 SP:Iteration 6Q (21878.800000 sec): 3 clusters Score: Raw -606444.530590 + Penalty 4111.736129 = -602332.794460 nChanged 78 SP:Iteration 7Q (21878.960000 sec): 3 clusters Score: Raw -606487.203525 + Penalty 4111.736129 = -602375.467395 nChanged 64 SP:Iteration 8Q (21879.150000 sec): 3 clusters Score: Raw -606524.229848 + Penalty 4111.736129 = -602412.493719 nChanged 70 SP:Iteration 9Q (21879.370000 sec): 3 clusters Score: Raw -606552.841310 + Penalty 4111.736129 = -602441.105181 nChanged 55 SP:Iteration 10Q (21879.570000 sec): 3 clusters Score: Raw -606576.840798 + Penalty 4111.736129 = -602465.104669 nChanged 39 SP:Iteration 11Q (21879.770000 sec): 3 clusters Score: Raw -606592.789349 + Penalty 4111.736129 = -602481.053220 nChanged 38 SP:Iteration 12Q (21879.990000 sec): 3 clusters Score: Raw -606607.288971 + Penalty 4111.736129 = -602495.552842 nChanged 36 SP:Iteration 13Q (21880.190000 sec): 3 clusters Score: Raw -606619.779409 + Penalty 4111.736129 = -602508.043280 nChanged 25 SP:Iteration 14Q (21880.410000 sec): 3 clusters Score: Raw -606628.479186 + Penalty 4111.736129 = -602516.743057 nChanged 22 SP:Iteration 15Q (21880.650000 sec): 3 clusters Score: Raw -606635.077419 + Penalty 4111.736129 = -602523.341290 nChanged 13 SP:Iteration 16Q (21880.850000 sec): 3 clusters Score: Raw -606640.401865 + Penalty 4111.736129 = -602528.665736 nChanged 11 SP:Iteration 17Q (21881.080000 sec): 3 clusters Score: Raw -606645.899069 + Penalty 4111.736129 = -602534.162940 nChanged 14 SP:Iteration 18Q (21881.290000 sec): 3 clusters Score: Raw -606650.746339 + Penalty 4111.736129 = -602539.010210 nChanged 16 SP:Iteration 19Q (21881.500000 sec): 3 clusters Score: Raw -606657.230337 + Penalty 4111.736129 = -602545.494207 nChanged 18 SP:Iteration 20F (21881.710000 sec): 3 clusters Score: Raw -606662.977746 + Penalty 4111.736129 = -602551.241616 nChanged 9 SP:Iteration 21Q (21881.930000 sec): 3 clusters Score: Raw -606666.307600 + Penalty 4111.736129 = -602554.571470 nChanged 4 SP:Iteration 22Q (21882.150000 sec): 3 clusters Score: Raw -606666.939776 + Penalty 4111.736129 = -602555.203647 nChanged 2 SP:Iteration 23Q (21882.430000 sec): 3 clusters Score: Raw -606667.188216 + Penalty 4111.736129 = -602555.452086 nChanged 0 SP:Iteration 24F (21882.630000 sec): 3 clusters Score: Raw -606667.188216 + Penalty 4111.736129 = -602555.452086 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21882.780000 sec): 2 clusters Score: Raw -37519.636952 + Penalty 1396.540522 = -36123.096430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21882.940000 sec): 3 clusters Score: Raw -37691.798315 + Penalty 2793.081044 = -34898.717271 nChanged 25 SP:Iteration 1F (21883.110000 sec): 3 clusters Score: Raw -37776.292834 + Penalty 2793.081044 = -34983.211790 nChanged 6 SP:Iteration 2Q (21883.300000 sec): 3 clusters Score: Raw -37808.577598 + Penalty 2793.081044 = -35015.496554 nChanged 3 SP:Iteration 3Q (21883.450000 sec): 3 clusters Score: Raw -37828.156526 + Penalty 2793.081044 = -35035.075482 nChanged 3 SP:Iteration 4Q (21883.650000 sec): 3 clusters Score: Raw -37837.398655 + Penalty 2793.081044 = -35044.317612 nChanged 0 SP:Iteration 5F (21883.800000 sec): 3 clusters Score: Raw -37837.398655 + Penalty 2793.081044 = -35044.317612 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21883.900000 sec): 2 clusters Score: Raw -43537.732142 + Penalty 1406.984170 = -42130.747972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21884.110000 sec): 3 clusters Score: Raw -43690.954252 + Penalty 2813.968341 = -40876.985911 nChanged 31 SP:Iteration 1F (21884.280000 sec): 3 clusters Score: Raw -43784.855598 + Penalty 2813.968341 = -40970.887257 nChanged 8 SP:Iteration 2Q (21884.500000 sec): 3 clusters Score: Raw -43834.543201 + Penalty 2813.968341 = -41020.574860 nChanged 3 SP:Iteration 3Q (21884.630000 sec): 3 clusters Score: Raw -43841.851374 + Penalty 2813.968341 = -41027.883033 nChanged 0 SP:Iteration 4F (21884.830000 sec): 3 clusters Score: Raw -43841.851374 + Penalty 2813.968341 = -41027.883033 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (6506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21884.910000 sec): 2 clusters Score: Raw -981762.340870 + Penalty 2177.559067 = -979584.781804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21885.150000 sec): 3 clusters Score: Raw -978419.225824 + Penalty 4355.118133 = -974064.107690 nChanged 2563 SP:Iteration 1F (21885.350000 sec): 3 clusters Score: Raw -979876.469645 + Penalty 4355.118133 = -975521.351511 nChanged 516 SP:Iteration 2F (21885.620000 sec): 3 clusters Score: Raw -980174.451384 + Penalty 4355.118133 = -975819.333251 nChanged 399 SP:Iteration 3F (21885.860000 sec): 3 clusters Score: Raw -980397.001068 + Penalty 4355.118133 = -976041.882935 nChanged 321 SP:Iteration 4Q (21886.130000 sec): 3 clusters Score: Raw -980581.722031 + Penalty 4355.118133 = -976226.603898 nChanged 245 SP:Iteration 5Q (21886.330000 sec): 3 clusters Score: Raw -980724.553730 + Penalty 4355.118133 = -976369.435597 nChanged 228 SP:Iteration 6Q (21886.580000 sec): 3 clusters Score: Raw -980863.190897 + Penalty 4355.118133 = -976508.072764 nChanged 219 SP:Iteration 7Q (21886.790000 sec): 3 clusters Score: Raw -980997.939894 + Penalty 4355.118133 = -976642.821761 nChanged 197 SP:Iteration 8Q (21887.040000 sec): 3 clusters Score: Raw -981115.203543 + Penalty 4355.118133 = -976760.085410 nChanged 179 SP:Iteration 9Q (21887.220000 sec): 3 clusters Score: Raw -981229.466392 + Penalty 4355.118133 = -976874.348259 nChanged 202 SP:Iteration 10Q (21887.470000 sec): 3 clusters Score: Raw -981344.817731 + Penalty 4355.118133 = -976989.699598 nChanged 183 SP:Iteration 11Q (21887.680000 sec): 3 clusters Score: Raw -981467.875503 + Penalty 4355.118133 = -977112.757370 nChanged 207 SP:Iteration 12Q (21887.920000 sec): 3 clusters Score: Raw -981604.141624 + Penalty 4355.118133 = -977249.023491 nChanged 201 SP:Iteration 13Q (21888.120000 sec): 3 clusters Score: Raw -981745.273897 + Penalty 4355.118133 = -977390.155764 nChanged 165 SP:Iteration 14Q (21888.370000 sec): 3 clusters Score: Raw -981840.758335 + Penalty 4355.118133 = -977485.640202 nChanged 154 SP:Iteration 15Q (21888.650000 sec): 3 clusters Score: Raw -981915.784262 + Penalty 4355.118133 = -977560.666129 nChanged 118 SP:Iteration 16Q (21888.830000 sec): 3 clusters Score: Raw -981971.855095 + Penalty 4355.118133 = -977616.736962 nChanged 92 SP:Iteration 17Q (21889.090000 sec): 3 clusters Score: Raw -982006.099145 + Penalty 4355.118133 = -977650.981012 nChanged 63 SP:Iteration 18Q (21889.340000 sec): 3 clusters Score: Raw -982031.574572 + Penalty 4355.118133 = -977676.456439 nChanged 66 SP:Iteration 19Q (21889.570000 sec): 3 clusters Score: Raw -982055.035150 + Penalty 4355.118133 = -977699.917017 nChanged 57 SP:Iteration 20F (21889.860000 sec): 3 clusters Score: Raw -982081.195645 + Penalty 4355.118133 = -977726.077512 nChanged 57 SP:Iteration 21Q (21890.100000 sec): 3 clusters Score: Raw -982105.069592 + Penalty 4355.118133 = -977749.951459 nChanged 43 SP:Iteration 22Q (21890.370000 sec): 3 clusters Score: Raw -982127.538983 + Penalty 4355.118133 = -977772.420850 nChanged 47 SP:Iteration 23Q (21890.620000 sec): 3 clusters Score: Raw -982147.698577 + Penalty 4355.118133 = -977792.580444 nChanged 49 SP:Iteration 24Q (21890.810000 sec): 3 clusters Score: Raw -982168.916789 + Penalty 4355.118133 = -977813.798656 nChanged 50 SP:Iteration 25Q (21891.030000 sec): 3 clusters Score: Raw -982190.492512 + Penalty 4355.118133 = -977835.374379 nChanged 45 SP:Iteration 26Q (21891.210000 sec): 3 clusters Score: Raw -982206.660323 + Penalty 4355.118133 = -977851.542190 nChanged 33 SP:Iteration 27Q (21891.430000 sec): 3 clusters Score: Raw -982219.541195 + Penalty 4355.118133 = -977864.423062 nChanged 44 SP:Iteration 28Q (21891.610000 sec): 3 clusters Score: Raw -982236.556216 + Penalty 4355.118133 = -977881.438083 nChanged 31 SP:Iteration 29Q (21891.810000 sec): 3 clusters Score: Raw -982246.429226 + Penalty 4355.118133 = -977891.311093 nChanged 27 SP:Iteration 30Q (21892.040000 sec): 3 clusters Score: Raw -982255.619275 + Penalty 4355.118133 = -977900.501142 nChanged 27 SP:Iteration 31Q (21892.250000 sec): 3 clusters Score: Raw -982264.955521 + Penalty 4355.118133 = -977909.837388 nChanged 28 SP:Iteration 32Q (21892.470000 sec): 3 clusters Score: Raw -982278.056663 + Penalty 4355.118133 = -977922.938530 nChanged 34 SP:Iteration 33Q (21892.660000 sec): 3 clusters Score: Raw -982292.087940 + Penalty 4355.118133 = -977936.969807 nChanged 38 SP:Iteration 34Q (21892.920000 sec): 3 clusters Score: Raw -982308.902242 + Penalty 4355.118133 = -977953.784109 nChanged 36 SP:Iteration 35Q (21893.110000 sec): 3 clusters Score: Raw -982324.900975 + Penalty 4355.118133 = -977969.782842 nChanged 25 SP:Iteration 36Q (21893.340000 sec): 3 clusters Score: Raw -982333.115945 + Penalty 4355.118133 = -977977.997812 nChanged 23 SP:Iteration 37Q (21893.590000 sec): 3 clusters Score: Raw -982342.157301 + Penalty 4355.118133 = -977987.039168 nChanged 25 SP:Iteration 38Q (21893.820000 sec): 3 clusters Score: Raw -982350.483174 + Penalty 4355.118133 = -977995.365041 nChanged 28 SP:Iteration 39Q (21894.010000 sec): 3 clusters Score: Raw -982359.898264 + Penalty 4355.118133 = -978004.780131 nChanged 28 SP:Iteration 40F (21894.240000 sec): 3 clusters Score: Raw -982370.347988 + Penalty 4355.118133 = -978015.229854 nChanged 22 SP:Iteration 41Q (21894.460000 sec): 3 clusters Score: Raw -982377.197278 + Penalty 4355.118133 = -978022.079145 nChanged 19 SP:Iteration 42Q (21894.710000 sec): 3 clusters Score: Raw -982384.259431 + Penalty 4355.118133 = -978029.141298 nChanged 11 SP:Iteration 43Q (21894.890000 sec): 3 clusters Score: Raw -982387.081731 + Penalty 4355.118133 = -978031.963598 nChanged 13 SP:Iteration 44Q (21895.090000 sec): 3 clusters Score: Raw -982391.700387 + Penalty 4355.118133 = -978036.582254 nChanged 12 SP:Iteration 45Q (21895.250000 sec): 3 clusters Score: Raw -982394.518538 + Penalty 4355.118133 = -978039.400405 nChanged 9 SP:Iteration 46Q (21895.460000 sec): 3 clusters Score: Raw -982396.962044 + Penalty 4355.118133 = -978041.843911 nChanged 9 SP:Iteration 47Q (21895.650000 sec): 3 clusters Score: Raw -982401.208946 + Penalty 4355.118133 = -978046.090813 nChanged 14 SP:Iteration 48Q (21895.870000 sec): 3 clusters Score: Raw -982406.391090 + Penalty 4355.118133 = -978051.272957 nChanged 11 SP:Iteration 49Q (21896.070000 sec): 3 clusters Score: Raw -982409.410299 + Penalty 4355.118133 = -978054.292165 nChanged 11 SP:Iteration 50Q (21896.280000 sec): 3 clusters Score: Raw -982411.813179 + Penalty 4355.118133 = -978056.695046 nChanged 4 SP:Iteration 51Q (21896.470000 sec): 3 clusters Score: Raw -982412.833753 + Penalty 4355.118133 = -978057.715620 nChanged 4 SP:Iteration 52Q (21896.660000 sec): 3 clusters Score: Raw -982413.847907 + Penalty 4355.118133 = -978058.729774 nChanged 5 SP:Iteration 53Q (21896.860000 sec): 3 clusters Score: Raw -982415.145055 + Penalty 4355.118133 = -978060.026922 nChanged 3 SP:Iteration 54Q (21897.090000 sec): 3 clusters Score: Raw -982415.666956 + Penalty 4355.118133 = -978060.548823 nChanged 2 SP:Iteration 55Q (21897.360000 sec): 3 clusters Score: Raw -982416.014503 + Penalty 4355.118133 = -978060.896370 nChanged 5 SP:Iteration 56Q (21897.560000 sec): 3 clusters Score: Raw -982417.523259 + Penalty 4355.118133 = -978062.405126 nChanged 4 SP:Iteration 57Q (21897.800000 sec): 3 clusters Score: Raw -982418.243003 + Penalty 4355.118133 = -978063.124870 nChanged 4 SP:Iteration 58Q (21897.980000 sec): 3 clusters Score: Raw -982419.385016 + Penalty 4355.118133 = -978064.266883 nChanged 2 SP:Iteration 59Q (21898.200000 sec): 3 clusters Score: Raw -982419.707006 + Penalty 4355.118133 = -978064.588873 nChanged 1 SP:Iteration 60F (21898.430000 sec): 3 clusters Score: Raw -982419.963142 + Penalty 4355.118133 = -978064.845009 nChanged 1 SP:Iteration 61Q (21898.590000 sec): 3 clusters Score: Raw -982420.137930 + Penalty 4355.118133 = -978065.019797 nChanged 0 SP:Iteration 62F (21898.800000 sec): 3 clusters Score: Raw -982420.137930 + Penalty 4355.118133 = -978065.019797 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (2432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21898.910000 sec): 2 clusters Score: Raw -371769.546785 + Penalty 1933.524372 = -369836.022412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21899.120000 sec): 3 clusters Score: Raw -370804.075160 + Penalty 3867.048745 = -366937.026416 nChanged 783 SP:Iteration 1F (21899.330000 sec): 3 clusters Score: Raw -371362.752233 + Penalty 3867.048745 = -367495.703488 nChanged 194 SP:Iteration 2F (21899.480000 sec): 3 clusters Score: Raw -371508.266115 + Penalty 3867.048745 = -367641.217370 nChanged 101 SP:Iteration 3Q (21899.710000 sec): 3 clusters Score: Raw -371594.263636 + Penalty 3867.048745 = -367727.214892 nChanged 67 SP:Iteration 4Q (21899.950000 sec): 3 clusters Score: Raw -371639.740594 + Penalty 3867.048745 = -367772.691850 nChanged 44 SP:Iteration 5Q (21900.100000 sec): 3 clusters Score: Raw -371668.631147 + Penalty 3867.048745 = -367801.582402 nChanged 35 SP:Iteration 6Q (21900.290000 sec): 3 clusters Score: Raw -371692.619671 + Penalty 3867.048745 = -367825.570926 nChanged 31 SP:Iteration 7Q (21900.470000 sec): 3 clusters Score: Raw -371719.481295 + Penalty 3867.048745 = -367852.432551 nChanged 31 SP:Iteration 8Q (21900.590000 sec): 3 clusters Score: Raw -371743.990978 + Penalty 3867.048745 = -367876.942234 nChanged 23 SP:Iteration 9Q (21900.770000 sec): 3 clusters Score: Raw -371759.520553 + Penalty 3867.048745 = -367892.471809 nChanged 16 SP:Iteration 10Q (21901.010000 sec): 3 clusters Score: Raw -371768.851217 + Penalty 3867.048745 = -367901.802472 nChanged 13 SP:Iteration 11Q (21901.200000 sec): 3 clusters Score: Raw -371775.877482 + Penalty 3867.048745 = -367908.828737 nChanged 5 SP:Iteration 12Q (21901.390000 sec): 3 clusters Score: Raw -371779.256177 + Penalty 3867.048745 = -367912.207432 nChanged 6 SP:Iteration 13Q (21901.540000 sec): 3 clusters Score: Raw -371782.304779 + Penalty 3867.048745 = -367915.256035 nChanged 7 SP:Iteration 14Q (21901.760000 sec): 3 clusters Score: Raw -371786.777275 + Penalty 3867.048745 = -367919.728531 nChanged 5 SP:Iteration 15Q (21901.960000 sec): 3 clusters Score: Raw -371788.224226 + Penalty 3867.048745 = -367921.175482 nChanged 0 SP:Iteration 16F (21902.120000 sec): 3 clusters Score: Raw -371788.224226 + Penalty 3867.048745 = -367921.175482 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21902.240000 sec): 2 clusters Score: Raw -15804.561611 + Penalty 1232.513698 = -14572.047912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21902.390000 sec): 3 clusters Score: Raw -16159.619413 + Penalty 2465.027397 = -13694.592016 nChanged 13 SP:Iteration 1F (21902.550000 sec): 3 clusters Score: Raw -16253.344664 + Penalty 2465.027397 = -13788.317268 nChanged 5 SP:Iteration 2Q (21902.720000 sec): 3 clusters Score: Raw -16292.325795 + Penalty 2465.027397 = -13827.298398 nChanged 1 SP:Iteration 3Q (21902.870000 sec): 3 clusters Score: Raw -16299.001920 + Penalty 2465.027397 = -13833.974523 nChanged 1 SP:Iteration 4Q (21903.060000 sec): 3 clusters Score: Raw -16302.966127 + Penalty 2465.027397 = -13837.938730 nChanged 0 SP:Iteration 5F (21903.300000 sec): 3 clusters Score: Raw -16302.966127 + Penalty 2465.027397 = -13837.938730 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (2274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21903.370000 sec): 2 clusters Score: Raw -317756.678815 + Penalty 1916.865327 = -315839.813488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21903.560000 sec): 3 clusters Score: Raw -316969.698911 + Penalty 3833.730654 = -313135.968256 nChanged 763 SP:Iteration 1F (21903.730000 sec): 3 clusters Score: Raw -317579.001359 + Penalty 3833.730654 = -313745.270705 nChanged 176 SP:Iteration 2F (21903.960000 sec): 3 clusters Score: Raw -317735.687994 + Penalty 3833.730654 = -313901.957339 nChanged 96 SP:Iteration 3Q (21904.160000 sec): 3 clusters Score: Raw -317821.928268 + Penalty 3833.730654 = -313988.197614 nChanged 64 SP:Iteration 4Q (21904.350000 sec): 3 clusters Score: Raw -317890.966891 + Penalty 3833.730654 = -314057.236236 nChanged 65 SP:Iteration 5Q (21904.540000 sec): 3 clusters Score: Raw -317958.944455 + Penalty 3833.730654 = -314125.213801 nChanged 66 SP:Iteration 6Q (21904.790000 sec): 3 clusters Score: Raw -318042.606031 + Penalty 3833.730654 = -314208.875376 nChanged 76 SP:Iteration 7Q (21904.960000 sec): 3 clusters Score: Raw -318134.794353 + Penalty 3833.730654 = -314301.063699 nChanged 63 SP:Iteration 8Q (21905.150000 sec): 3 clusters Score: Raw -318197.783053 + Penalty 3833.730654 = -314364.052399 nChanged 53 SP:Iteration 9Q (21905.360000 sec): 3 clusters Score: Raw -318245.803982 + Penalty 3833.730654 = -314412.073327 nChanged 39 SP:Iteration 10Q (21905.550000 sec): 3 clusters Score: Raw -318278.637945 + Penalty 3833.730654 = -314444.907290 nChanged 38 SP:Iteration 11Q (21905.700000 sec): 3 clusters Score: Raw -318307.588768 + Penalty 3833.730654 = -314473.858114 nChanged 38 SP:Iteration 12Q (21905.890000 sec): 3 clusters Score: Raw -318352.274897 + Penalty 3833.730654 = -314518.544243 nChanged 41 SP:Iteration 13Q (21906.060000 sec): 3 clusters Score: Raw -318393.551248 + Penalty 3833.730654 = -314559.820594 nChanged 29 SP:Iteration 14Q (21906.250000 sec): 3 clusters Score: Raw -318412.024153 + Penalty 3833.730654 = -314578.293499 nChanged 22 SP:Iteration 15Q (21906.430000 sec): 3 clusters Score: Raw -318431.129443 + Penalty 3833.730654 = -314597.398788 nChanged 28 SP:Iteration 16Q (21906.600000 sec): 3 clusters Score: Raw -318453.351995 + Penalty 3833.730654 = -314619.621341 nChanged 24 SP:Iteration 17Q (21906.780000 sec): 3 clusters Score: Raw -318472.143887 + Penalty 3833.730654 = -314638.413233 nChanged 23 SP:Iteration 18Q (21907.010000 sec): 3 clusters Score: Raw -318488.417588 + Penalty 3833.730654 = -314654.686933 nChanged 22 SP:Iteration 19Q (21907.200000 sec): 3 clusters Score: Raw -318501.802569 + Penalty 3833.730654 = -314668.071914 nChanged 14 SP:Iteration 20F (21907.400000 sec): 3 clusters Score: Raw -318512.464175 + Penalty 3833.730654 = -314678.733521 nChanged 13 SP:Iteration 21Q (21907.630000 sec): 3 clusters Score: Raw -318521.412694 + Penalty 3833.730654 = -314687.682039 nChanged 13 SP:Iteration 22Q (21907.840000 sec): 3 clusters Score: Raw -318529.819469 + Penalty 3833.730654 = -314696.088815 nChanged 11 SP:Iteration 23Q (21908.050000 sec): 3 clusters Score: Raw -318535.860717 + Penalty 3833.730654 = -314702.130063 nChanged 13 SP:Iteration 24Q (21908.280000 sec): 3 clusters Score: Raw -318541.882049 + Penalty 3833.730654 = -314708.151395 nChanged 11 SP:Iteration 25Q (21908.450000 sec): 3 clusters Score: Raw -318548.225685 + Penalty 3833.730654 = -314714.495031 nChanged 8 SP:Iteration 26Q (21908.680000 sec): 3 clusters Score: Raw -318553.353285 + Penalty 3833.730654 = -314719.622630 nChanged 9 SP:Iteration 27Q (21908.900000 sec): 3 clusters Score: Raw -318560.135189 + Penalty 3833.730654 = -314726.404534 nChanged 9 SP:Iteration 28Q (21909.050000 sec): 3 clusters Score: Raw -318566.961762 + Penalty 3833.730654 = -314733.231107 nChanged 13 SP:Iteration 29Q (21909.220000 sec): 3 clusters Score: Raw -318573.740381 + Penalty 3833.730654 = -314740.009727 nChanged 15 SP:Iteration 30Q (21909.380000 sec): 3 clusters Score: Raw -318582.123856 + Penalty 3833.730654 = -314748.393202 nChanged 13 SP:Iteration 31Q (21909.540000 sec): 3 clusters Score: Raw -318589.821923 + Penalty 3833.730654 = -314756.091268 nChanged 16 SP:Iteration 32Q (21909.730000 sec): 3 clusters Score: Raw -318597.600398 + Penalty 3833.730654 = -314763.869744 nChanged 11 SP:Iteration 33Q (21909.920000 sec): 3 clusters Score: Raw -318603.148307 + Penalty 3833.730654 = -314769.417653 nChanged 6 SP:Iteration 34Q (21910.120000 sec): 3 clusters Score: Raw -318607.081506 + Penalty 3833.730654 = -314773.350851 nChanged 3 SP:Iteration 35Q (21910.370000 sec): 3 clusters Score: Raw -318611.729266 + Penalty 3833.730654 = -314777.998612 nChanged 5 SP:Iteration 36Q (21910.550000 sec): 3 clusters Score: Raw -318613.885122 + Penalty 3833.730654 = -314780.154468 nChanged 6 SP:Iteration 37Q (21910.750000 sec): 3 clusters Score: Raw -318616.153090 + Penalty 3833.730654 = -314782.422435 nChanged 2 SP:Iteration 38Q (21910.980000 sec): 3 clusters Score: Raw -318616.823283 + Penalty 3833.730654 = -314783.092629 nChanged 2 SP:Iteration 39Q (21911.160000 sec): 3 clusters Score: Raw -318617.994190 + Penalty 3833.730654 = -314784.263536 nChanged 5 SP:Iteration 40F (21911.360000 sec): 3 clusters Score: Raw -318620.703903 + Penalty 3833.730654 = -314786.973248 nChanged 7 SP:Iteration 41Q (21911.570000 sec): 3 clusters Score: Raw -318623.252221 + Penalty 3833.730654 = -314789.521567 nChanged 2 SP:Iteration 42Q (21911.770000 sec): 3 clusters Score: Raw -318624.068196 + Penalty 3833.730654 = -314790.337541 nChanged 1 SP:Iteration 43Q (21911.950000 sec): 3 clusters Score: Raw -318624.295347 + Penalty 3833.730654 = -314790.564693 nChanged 1 SP:Iteration 44Q (21912.160000 sec): 3 clusters Score: Raw -318624.675279 + Penalty 3833.730654 = -314790.944625 nChanged 0 SP:Iteration 45F (21912.350000 sec): 3 clusters Score: Raw -318624.675279 + Penalty 3833.730654 = -314790.944625 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21912.430000 sec): 2 clusters Score: Raw -27807.915177 + Penalty 1364.312036 = -26443.603141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21912.590000 sec): 3 clusters Score: Raw -28728.597456 + Penalty 2728.624072 = -25999.973383 nChanged 37 SP:Iteration 1F (21912.780000 sec): 3 clusters Score: Raw -28962.226238 + Penalty 2728.624072 = -26233.602165 nChanged 18 SP:Iteration 2F (21912.990000 sec): 3 clusters Score: Raw -29096.324141 + Penalty 2728.624072 = -26367.700068 nChanged 12 SP:Iteration 3Q (21913.150000 sec): 3 clusters Score: Raw -29220.338751 + Penalty 2728.624072 = -26491.714679 nChanged 12 SP:Iteration 4Q (21913.370000 sec): 3 clusters Score: Raw -29389.165289 + Penalty 2728.624072 = -26660.541217 nChanged 12 SP:Iteration 5Q (21913.520000 sec): 3 clusters Score: Raw -29491.229391 + Penalty 2728.624072 = -26762.605318 nChanged 9 SP:Iteration 6Q (21913.740000 sec): 3 clusters Score: Raw -29666.767485 + Penalty 2728.624072 = -26938.143413 nChanged 5 SP:Iteration 7Q (21913.920000 sec): 3 clusters Score: Raw -29716.089240 + Penalty 2728.624072 = -26987.465168 nChanged 3 SP:Iteration 8Q (21914.120000 sec): 3 clusters Score: Raw -29759.748673 + Penalty 2728.624072 = -27031.124601 nChanged 3 SP:Iteration 9Q (21914.250000 sec): 3 clusters Score: Raw -29795.866346 + Penalty 2728.624072 = -27067.242274 nChanged 3 SP:Iteration 10Q (21914.500000 sec): 3 clusters Score: Raw -29819.314710 + Penalty 2728.624072 = -27090.690637 nChanged 1 SP:Iteration 11Q (21914.690000 sec): 3 clusters Score: Raw -29845.295281 + Penalty 2728.624072 = -27116.671208 nChanged 2 SP:Iteration 12Q (21914.860000 sec): 3 clusters Score: Raw -29882.015869 + Penalty 2728.624072 = -27153.391796 nChanged 1 SP:Iteration 13Q (21915.070000 sec): 3 clusters Score: Raw -29900.086621 + Penalty 2728.624072 = -27171.462548 nChanged 0 SP:Iteration 14F (21915.270000 sec): 3 clusters Score: Raw -29900.148720 + Penalty 2728.624072 = -27171.524648 nChanged 1 SP:Iteration 15Q (21915.430000 sec): 3 clusters Score: Raw -29914.203560 + Penalty 2728.624072 = -27185.579487 nChanged 3 SP:Iteration 16Q (21915.640000 sec): 3 clusters Score: Raw -30003.063428 + Penalty 2728.624072 = -27274.439355 nChanged 1 SP:Iteration 17Q (21915.830000 sec): 3 clusters Score: Raw -30061.864366 + Penalty 2728.624072 = -27333.240293 nChanged 0 SP:Iteration 18F (21916.030000 sec): 3 clusters Score: Raw -30061.864366 + Penalty 2728.624072 = -27333.240293 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 71. Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (14856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21916.200000 sec): 2 clusters Score: Raw -2222102.627138 + Penalty 2382.327458 = -2219720.299681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21916.510000 sec): 3 clusters Score: Raw -2213644.993163 + Penalty 4764.654915 = -2208880.338248 nChanged 6520 SP:Iteration 1F (21916.800000 sec): 3 clusters Score: Raw -2217267.227008 + Penalty 4764.654915 = -2212502.572093 nChanged 905 SP:Iteration 2F (21917.080000 sec): 3 clusters Score: Raw -2217650.824406 + Penalty 4764.654915 = -2212886.169491 nChanged 724 SP:Iteration 3Q (21917.390000 sec): 3 clusters Score: Raw -2217940.212866 + Penalty 4764.654915 = -2213175.557951 nChanged 605 SP:Iteration 4Q (21917.690000 sec): 3 clusters Score: Raw -2218194.281679 + Penalty 4764.654915 = -2213429.626764 nChanged 553 SP:Iteration 5Q (21917.990000 sec): 3 clusters Score: Raw -2218463.515232 + Penalty 4764.654915 = -2213698.860317 nChanged 576 SP:Iteration 6Q (21918.260000 sec): 3 clusters Score: Raw -2218764.405550 + Penalty 4764.654915 = -2213999.750635 nChanged 563 SP:Iteration 7Q (21918.550000 sec): 3 clusters Score: Raw -2219103.214670 + Penalty 4764.654915 = -2214338.559755 nChanged 638 SP:Iteration 8Q (21918.840000 sec): 3 clusters Score: Raw -2219540.795002 + Penalty 4764.654915 = -2214776.140086 nChanged 694 SP:Iteration 9Q (21919.100000 sec): 3 clusters Score: Raw -2220052.307968 + Penalty 4764.654915 = -2215287.653053 nChanged 702 SP:Iteration 10Q (21919.400000 sec): 3 clusters Score: Raw -2220558.469002 + Penalty 4764.654915 = -2215793.814087 nChanged 603 SP:Iteration 11Q (21919.660000 sec): 3 clusters Score: Raw -2220919.955174 + Penalty 4764.654915 = -2216155.300259 nChanged 471 SP:Iteration 12Q (21919.960000 sec): 3 clusters Score: Raw -2221157.905963 + Penalty 4764.654915 = -2216393.251048 nChanged 356 SP:Iteration 13Q (21920.240000 sec): 3 clusters Score: Raw -2221303.878911 + Penalty 4764.654915 = -2216539.223996 nChanged 264 SP:Iteration 14Q (21920.550000 sec): 3 clusters Score: Raw -2221402.850635 + Penalty 4764.654915 = -2216638.195720 nChanged 211 SP:Iteration 15Q (21920.810000 sec): 3 clusters Score: Raw -2221481.465596 + Penalty 4764.654915 = -2216716.810681 nChanged 192 SP:Iteration 16Q (21921.060000 sec): 3 clusters Score: Raw -2221544.052357 + Penalty 4764.654915 = -2216779.397442 nChanged 151 SP:Iteration 17Q (21921.390000 sec): 3 clusters Score: Raw -2221588.589623 + Penalty 4764.654915 = -2216823.934708 nChanged 121 SP:Iteration 18Q (21921.700000 sec): 3 clusters Score: Raw -2221623.319415 + Penalty 4764.654915 = -2216858.664499 nChanged 115 SP:Iteration 19Q (21922.010000 sec): 3 clusters Score: Raw -2221656.544238 + Penalty 4764.654915 = -2216891.889323 nChanged 119 SP:Iteration 20F (21922.300000 sec): 3 clusters Score: Raw -2221692.545479 + Penalty 4764.654915 = -2216927.890564 nChanged 114 SP:Iteration 21Q (21922.530000 sec): 3 clusters Score: Raw -2221729.606027 + Penalty 4764.654915 = -2216964.951112 nChanged 125 SP:Iteration 22Q (21922.800000 sec): 3 clusters Score: Raw -2221770.594856 + Penalty 4764.654915 = -2217005.939941 nChanged 106 SP:Iteration 23Q (21923.080000 sec): 3 clusters Score: Raw -2221799.397386 + Penalty 4764.654915 = -2217034.742471 nChanged 99 SP:Iteration 24Q (21923.300000 sec): 3 clusters Score: Raw -2221823.059814 + Penalty 4764.654915 = -2217058.404899 nChanged 78 SP:Iteration 25Q (21923.520000 sec): 3 clusters Score: Raw -2221840.667590 + Penalty 4764.654915 = -2217076.012675 nChanged 69 SP:Iteration 26Q (21923.770000 sec): 3 clusters Score: Raw -2221856.333206 + Penalty 4764.654915 = -2217091.678291 nChanged 63 SP:Iteration 27Q (21924.070000 sec): 3 clusters Score: Raw -2221872.765602 + Penalty 4764.654915 = -2217108.110687 nChanged 63 SP:Iteration 28Q (21924.310000 sec): 3 clusters Score: Raw -2221887.254703 + Penalty 4764.654915 = -2217122.599788 nChanged 54 SP:Iteration 29Q (21924.520000 sec): 3 clusters Score: Raw -2221900.717934 + Penalty 4764.654915 = -2217136.063019 nChanged 55 SP:Iteration 30Q (21924.810000 sec): 3 clusters Score: Raw -2221912.487822 + Penalty 4764.654915 = -2217147.832907 nChanged 50 SP:Iteration 31Q (21925.080000 sec): 3 clusters Score: Raw -2221923.431576 + Penalty 4764.654915 = -2217158.776661 nChanged 45 SP:Iteration 32Q (21925.360000 sec): 3 clusters Score: Raw -2221932.585941 + Penalty 4764.654915 = -2217167.931026 nChanged 46 SP:Iteration 33Q (21925.600000 sec): 3 clusters Score: Raw -2221941.812186 + Penalty 4764.654915 = -2217177.157271 nChanged 50 SP:Iteration 34Q (21925.900000 sec): 3 clusters Score: Raw -2221953.716616 + Penalty 4764.654915 = -2217189.061701 nChanged 49 SP:Iteration 35Q (21926.170000 sec): 3 clusters Score: Raw -2221963.423289 + Penalty 4764.654915 = -2217198.768374 nChanged 50 SP:Iteration 36Q (21926.420000 sec): 3 clusters Score: Raw -2221975.146455 + Penalty 4764.654915 = -2217210.491540 nChanged 50 SP:Iteration 37Q (21926.740000 sec): 3 clusters Score: Raw -2221986.214062 + Penalty 4764.654915 = -2217221.559147 nChanged 58 SP:Iteration 38Q (21926.980000 sec): 3 clusters Score: Raw -2221999.382061 + Penalty 4764.654915 = -2217234.727146 nChanged 49 SP:Iteration 39Q (21927.250000 sec): 3 clusters Score: Raw -2222010.286582 + Penalty 4764.654915 = -2217245.631667 nChanged 50 SP:Iteration 40F (21927.550000 sec): 3 clusters Score: Raw -2222021.067392 + Penalty 4764.654915 = -2217256.412476 nChanged 39 SP:Iteration 41Q (21927.770000 sec): 3 clusters Score: Raw -2222028.832130 + Penalty 4764.654915 = -2217264.177215 nChanged 39 SP:Iteration 42Q (21928.080000 sec): 3 clusters Score: Raw -2222036.422924 + Penalty 4764.654915 = -2217271.768009 nChanged 34 SP:Iteration 43Q (21928.310000 sec): 3 clusters Score: Raw -2222042.593285 + Penalty 4764.654915 = -2217277.938370 nChanged 27 SP:Iteration 44Q (21928.640000 sec): 3 clusters Score: Raw -2222047.149108 + Penalty 4764.654915 = -2217282.494193 nChanged 35 SP:Iteration 45Q (21928.880000 sec): 3 clusters Score: Raw -2222053.320362 + Penalty 4764.654915 = -2217288.665447 nChanged 33 SP:Iteration 46Q (21929.130000 sec): 3 clusters Score: Raw -2222060.007134 + Penalty 4764.654915 = -2217295.352218 nChanged 34 SP:Iteration 47Q (21929.450000 sec): 3 clusters Score: Raw -2222069.074211 + Penalty 4764.654915 = -2217304.419296 nChanged 49 SP:Iteration 48Q (21929.680000 sec): 3 clusters Score: Raw -2222080.945248 + Penalty 4764.654915 = -2217316.290333 nChanged 45 SP:Iteration 49Q (21929.940000 sec): 3 clusters Score: Raw -2222092.060926 + Penalty 4764.654915 = -2217327.406011 nChanged 39 SP:Iteration 50Q (21930.210000 sec): 3 clusters Score: Raw -2222100.559007 + Penalty 4764.654915 = -2217335.904092 nChanged 36 SP:Iteration 51Q (21930.470000 sec): 3 clusters Score: Raw -2222108.446288 + Penalty 4764.654915 = -2217343.791373 nChanged 46 SP:Iteration 52Q (21930.750000 sec): 3 clusters Score: Raw -2222120.190109 + Penalty 4764.654915 = -2217355.535194 nChanged 35 SP:Iteration 53Q (21931.060000 sec): 3 clusters Score: Raw -2222127.990842 + Penalty 4764.654915 = -2217363.335927 nChanged 47 SP:Iteration 54Q (21931.320000 sec): 3 clusters Score: Raw -2222139.490457 + Penalty 4764.654915 = -2217374.835542 nChanged 45 SP:Iteration 55Q (21931.570000 sec): 3 clusters Score: Raw -2222148.994161 + Penalty 4764.654915 = -2217384.339246 nChanged 42 SP:Iteration 56Q (21931.790000 sec): 3 clusters Score: Raw -2222156.867975 + Penalty 4764.654915 = -2217392.213060 nChanged 45 SP:Iteration 57Q (21932.140000 sec): 3 clusters Score: Raw -2222167.007184 + Penalty 4764.654915 = -2217402.352268 nChanged 35 SP:Iteration 58Q (21932.420000 sec): 3 clusters Score: Raw -2222174.978903 + Penalty 4764.654915 = -2217410.323988 nChanged 32 SP:Iteration 59Q (21932.660000 sec): 3 clusters Score: Raw -2222183.371964 + Penalty 4764.654915 = -2217418.717049 nChanged 26 SP:Iteration 60F (21932.900000 sec): 3 clusters Score: Raw -2222189.397657 + Penalty 4764.654915 = -2217424.742742 nChanged 22 SP:Iteration 61Q (21933.160000 sec): 3 clusters Score: Raw -2222194.512920 + Penalty 4764.654915 = -2217429.858005 nChanged 27 SP:Iteration 62Q (21933.350000 sec): 3 clusters Score: Raw -2222200.383727 + Penalty 4764.654915 = -2217435.728812 nChanged 30 SP:Iteration 63Q (21933.640000 sec): 3 clusters Score: Raw -2222208.678821 + Penalty 4764.654915 = -2217444.023906 nChanged 27 SP:Iteration 64Q (21933.910000 sec): 3 clusters Score: Raw -2222215.447203 + Penalty 4764.654915 = -2217450.792288 nChanged 26 SP:Iteration 65Q (21934.190000 sec): 3 clusters Score: Raw -2222224.103092 + Penalty 4764.654915 = -2217459.448177 nChanged 35 SP:Iteration 66Q (21934.430000 sec): 3 clusters Score: Raw -2222234.138283 + Penalty 4764.654915 = -2217469.483368 nChanged 31 SP:Iteration 67Q (21934.660000 sec): 3 clusters Score: Raw -2222242.262203 + Penalty 4764.654915 = -2217477.607288 nChanged 27 SP:Iteration 68Q (21934.950000 sec): 3 clusters Score: Raw -2222248.678608 + Penalty 4764.654915 = -2217484.023693 nChanged 28 SP:Iteration 69Q (21935.230000 sec): 3 clusters Score: Raw -2222254.567328 + Penalty 4764.654915 = -2217489.912413 nChanged 17 SP:Iteration 70Q (21935.510000 sec): 3 clusters Score: Raw -2222257.630366 + Penalty 4764.654915 = -2217492.975451 nChanged 16 SP:Iteration 71Q (21935.750000 sec): 3 clusters Score: Raw -2222260.997887 + Penalty 4764.654915 = -2217496.342972 nChanged 17 SP:Iteration 72Q (21936.030000 sec): 3 clusters Score: Raw -2222265.097141 + Penalty 4764.654915 = -2217500.442226 nChanged 21 SP:Iteration 73Q (21936.280000 sec): 3 clusters Score: Raw -2222271.218473 + Penalty 4764.654915 = -2217506.563558 nChanged 24 SP:Iteration 74Q (21936.550000 sec): 3 clusters Score: Raw -2222277.792406 + Penalty 4764.654915 = -2217513.137490 nChanged 19 SP:Iteration 75Q (21936.790000 sec): 3 clusters Score: Raw -2222283.278639 + Penalty 4764.654915 = -2217518.623724 nChanged 19 SP:Iteration 76Q (21937.030000 sec): 3 clusters Score: Raw -2222288.700846 + Penalty 4764.654915 = -2217524.045931 nChanged 18 SP:Iteration 77Q (21937.320000 sec): 3 clusters Score: Raw -2222293.282108 + Penalty 4764.654915 = -2217528.627193 nChanged 14 SP:Iteration 78Q (21937.600000 sec): 3 clusters Score: Raw -2222296.351845 + Penalty 4764.654915 = -2217531.696930 nChanged 14 SP:Iteration 79Q (21937.860000 sec): 3 clusters Score: Raw -2222299.775109 + Penalty 4764.654915 = -2217535.120194 nChanged 15 SP:Iteration 80F (21938.130000 sec): 3 clusters Score: Raw -2222302.863088 + Penalty 4764.654915 = -2217538.208173 nChanged 13 SP:Iteration 81Q (21938.410000 sec): 3 clusters Score: Raw -2222305.844121 + Penalty 4764.654915 = -2217541.189206 nChanged 12 SP:Iteration 82Q (21938.640000 sec): 3 clusters Score: Raw -2222309.104427 + Penalty 4764.654915 = -2217544.449512 nChanged 23 SP:Iteration 83Q (21938.890000 sec): 3 clusters Score: Raw -2222313.627721 + Penalty 4764.654915 = -2217548.972806 nChanged 13 SP:Iteration 84Q (21939.150000 sec): 3 clusters Score: Raw -2222316.987494 + Penalty 4764.654915 = -2217552.332579 nChanged 12 SP:Iteration 85Q (21939.410000 sec): 3 clusters Score: Raw -2222319.412137 + Penalty 4764.654915 = -2217554.757222 nChanged 5 SP:Iteration 86Q (21939.700000 sec): 3 clusters Score: Raw -2222320.835183 + Penalty 4764.654915 = -2217556.180268 nChanged 6 SP:Iteration 87Q (21939.990000 sec): 3 clusters Score: Raw -2222322.366453 + Penalty 4764.654915 = -2217557.711538 nChanged 6 SP:Iteration 88Q (21940.210000 sec): 3 clusters Score: Raw -2222323.849623 + Penalty 4764.654915 = -2217559.194708 nChanged 8 SP:Iteration 89Q (21940.480000 sec): 3 clusters Score: Raw -2222325.300971 + Penalty 4764.654915 = -2217560.646055 nChanged 10 SP:Iteration 90Q (21940.710000 sec): 3 clusters Score: Raw -2222328.044663 + Penalty 4764.654915 = -2217563.389748 nChanged 14 SP:Iteration 91Q (21941.040000 sec): 3 clusters Score: Raw -2222331.743411 + Penalty 4764.654915 = -2217567.088496 nChanged 11 SP:Iteration 92Q (21941.300000 sec): 3 clusters Score: Raw -2222334.770467 + Penalty 4764.654915 = -2217570.115552 nChanged 11 SP:Iteration 93Q (21941.600000 sec): 3 clusters Score: Raw -2222337.321629 + Penalty 4764.654915 = -2217572.666713 nChanged 8 SP:Iteration 94Q (21941.850000 sec): 3 clusters Score: Raw -2222338.934617 + Penalty 4764.654915 = -2217574.279702 nChanged 3 SP:Iteration 95Q (21942.170000 sec): 3 clusters Score: Raw -2222339.700080 + Penalty 4764.654915 = -2217575.045165 nChanged 0 SP:Iteration 96F (21942.460000 sec): 3 clusters Score: Raw -2222339.700080 + Penalty 4764.654915 = -2217575.045165 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21942.570000 sec): 2 clusters Score: Raw -117530.428245 + Penalty 1656.540598 = -115873.887647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21942.820000 sec): 3 clusters Score: Raw -117379.815432 + Penalty 3313.081196 = -114066.734235 nChanged 167 SP:Iteration 1F (21942.980000 sec): 3 clusters Score: Raw -117594.776219 + Penalty 3313.081196 = -114281.695023 nChanged 51 SP:Iteration 2F (21943.180000 sec): 3 clusters Score: Raw -117677.221044 + Penalty 3313.081196 = -114364.139848 nChanged 23 SP:Iteration 3Q (21943.330000 sec): 3 clusters Score: Raw -117725.543230 + Penalty 3313.081196 = -114412.462034 nChanged 20 SP:Iteration 4Q (21943.550000 sec): 3 clusters Score: Raw -117755.287004 + Penalty 3313.081196 = -114442.205808 nChanged 9 SP:Iteration 5Q (21943.750000 sec): 3 clusters Score: Raw -117767.390107 + Penalty 3313.081196 = -114454.308910 nChanged 4 SP:Iteration 6Q (21943.960000 sec): 3 clusters Score: Raw -117772.846338 + Penalty 3313.081196 = -114459.765142 nChanged 6 SP:Iteration 7Q (21944.170000 sec): 3 clusters Score: Raw -117780.088828 + Penalty 3313.081196 = -114467.007632 nChanged 3 SP:Iteration 8Q (21944.340000 sec): 3 clusters Score: Raw -117782.365699 + Penalty 3313.081196 = -114469.284503 nChanged 3 SP:Iteration 9Q (21944.520000 sec): 3 clusters Score: Raw -117785.546499 + Penalty 3313.081196 = -114472.465303 nChanged 1 SP:Iteration 10Q (21944.690000 sec): 3 clusters Score: Raw -117786.495529 + Penalty 3313.081196 = -114473.414333 nChanged 1 SP:Iteration 11Q (21944.860000 sec): 3 clusters Score: Raw -117787.234269 + Penalty 3313.081196 = -114474.153073 nChanged 1 SP:Iteration 12Q (21945.050000 sec): 3 clusters Score: Raw -117787.689333 + Penalty 3313.081196 = -114474.608137 nChanged 2 SP:Iteration 13Q (21945.200000 sec): 3 clusters Score: Raw -117789.725686 + Penalty 3313.081196 = -114476.644489 nChanged 1 SP:Iteration 14Q (21945.400000 sec): 3 clusters Score: Raw -117792.038383 + Penalty 3313.081196 = -114478.957187 nChanged 1 SP:Iteration 15Q (21945.640000 sec): 3 clusters Score: Raw -117793.070881 + Penalty 3313.081196 = -114479.989685 nChanged 0 SP:Iteration 16F (21945.810000 sec): 3 clusters Score: Raw -117793.070881 + Penalty 3313.081196 = -114479.989685 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21945.910000 sec): 2 clusters Score: Raw -76175.975225 + Penalty 1553.794701 = -74622.180524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21946.120000 sec): 3 clusters Score: Raw -76210.601030 + Penalty 3107.589402 = -73103.011628 nChanged 98 SP:Iteration 1F (21946.350000 sec): 3 clusters Score: Raw -76396.780594 + Penalty 3107.589402 = -73289.191193 nChanged 23 SP:Iteration 2Q (21946.560000 sec): 3 clusters Score: Raw -76465.033157 + Penalty 3107.589402 = -73357.443756 nChanged 11 SP:Iteration 3Q (21946.840000 sec): 3 clusters Score: Raw -76494.651005 + Penalty 3107.589402 = -73387.061603 nChanged 12 SP:Iteration 4Q (21947.100000 sec): 3 clusters Score: Raw -76528.594900 + Penalty 3107.589402 = -73421.005499 nChanged 5 SP:Iteration 5Q (21947.310000 sec): 3 clusters Score: Raw -76539.260576 + Penalty 3107.589402 = -73431.671174 nChanged 3 SP:Iteration 6Q (21947.500000 sec): 3 clusters Score: Raw -76552.952052 + Penalty 3107.589402 = -73445.362650 nChanged 3 SP:Iteration 7Q (21947.680000 sec): 3 clusters Score: Raw -76560.346027 + Penalty 3107.589402 = -73452.756626 nChanged 0 SP:Iteration 8F (21947.870000 sec): 3 clusters Score: Raw -76560.346027 + Penalty 3107.589402 = -73452.756626 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21947.970000 sec): 2 clusters Score: Raw -39909.394216 + Penalty 1406.130469 = -38503.263747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21948.130000 sec): 3 clusters Score: Raw -40047.497908 + Penalty 2812.260938 = -37235.236970 nChanged 34 SP:Iteration 1F (21948.330000 sec): 3 clusters Score: Raw -40167.473570 + Penalty 2812.260938 = -37355.212632 nChanged 9 SP:Iteration 2Q (21948.520000 sec): 3 clusters Score: Raw -40201.136327 + Penalty 2812.260938 = -37388.875389 nChanged 1 SP:Iteration 3Q (21948.710000 sec): 3 clusters Score: Raw -40207.018175 + Penalty 2812.260938 = -37394.757238 nChanged 1 SP:Iteration 4Q (21948.890000 sec): 3 clusters Score: Raw -40209.590743 + Penalty 2812.260938 = -37397.329805 nChanged 0 SP:Iteration 5F (21949.050000 sec): 3 clusters Score: Raw -40209.590743 + Penalty 2812.260938 = -37397.329805 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21949.160000 sec): 2 clusters Score: Raw -24743.026630 + Penalty 1313.982707 = -23429.043923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21949.370000 sec): 3 clusters Score: Raw -25044.663126 + Penalty 2627.965414 = -22416.697713 nChanged 14 SP:Iteration 1F (21949.570000 sec): 3 clusters Score: Raw -25107.264969 + Penalty 2627.965414 = -22479.299555 nChanged 6 SP:Iteration 2Q (21949.760000 sec): 3 clusters Score: Raw -25138.104459 + Penalty 2627.965414 = -22510.139045 nChanged 2 SP:Iteration 3Q (21949.950000 sec): 3 clusters Score: Raw -25150.304948 + Penalty 2627.965414 = -22522.339534 nChanged 4 SP:Iteration 4Q (21950.100000 sec): 3 clusters Score: Raw -25169.474845 + Penalty 2627.965414 = -22541.509431 nChanged 1 SP:Iteration 5Q (21950.350000 sec): 3 clusters Score: Raw -25171.743608 + Penalty 2627.965414 = -22543.778194 nChanged 0 SP:Iteration 6F (21950.570000 sec): 3 clusters Score: Raw -25171.743608 + Penalty 2627.965414 = -22543.778194 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21950.650000 sec): 2 clusters Score: Raw -119991.844662 + Penalty 1654.977896 = -118336.866766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21950.820000 sec): 3 clusters Score: Raw -119880.947787 + Penalty 3309.955792 = -116570.991995 nChanged 170 SP:Iteration 1F (21951.030000 sec): 3 clusters Score: Raw -120098.585530 + Penalty 3309.955792 = -116788.629738 nChanged 43 SP:Iteration 2F (21951.200000 sec): 3 clusters Score: Raw -120175.911862 + Penalty 3309.955792 = -116865.956070 nChanged 29 SP:Iteration 3Q (21951.400000 sec): 3 clusters Score: Raw -120242.719806 + Penalty 3309.955792 = -116932.764014 nChanged 29 SP:Iteration 4Q (21951.560000 sec): 3 clusters Score: Raw -120319.472148 + Penalty 3309.955792 = -117009.516356 nChanged 23 SP:Iteration 5Q (21951.730000 sec): 3 clusters Score: Raw -120375.429497 + Penalty 3309.955792 = -117065.473705 nChanged 19 SP:Iteration 6Q (21951.960000 sec): 3 clusters Score: Raw -120435.137165 + Penalty 3309.955792 = -117125.181373 nChanged 25 SP:Iteration 7Q (21952.180000 sec): 3 clusters Score: Raw -120508.864934 + Penalty 3309.955792 = -117198.909142 nChanged 26 SP:Iteration 8Q (21952.380000 sec): 3 clusters Score: Raw -120597.594308 + Penalty 3309.955792 = -117287.638516 nChanged 22 SP:Iteration 9Q (21952.530000 sec): 3 clusters Score: Raw -120663.140228 + Penalty 3309.955792 = -117353.184436 nChanged 11 SP:Iteration 10Q (21952.670000 sec): 3 clusters Score: Raw -120684.925038 + Penalty 3309.955792 = -117374.969246 nChanged 11 SP:Iteration 11Q (21952.860000 sec): 3 clusters Score: Raw -120715.666307 + Penalty 3309.955792 = -117405.710515 nChanged 14 SP:Iteration 12Q (21953.000000 sec): 3 clusters Score: Raw -120743.533394 + Penalty 3309.955792 = -117433.577602 nChanged 12 SP:Iteration 13Q (21953.200000 sec): 3 clusters Score: Raw -120766.234804 + Penalty 3309.955792 = -117456.279012 nChanged 7 SP:Iteration 14Q (21953.380000 sec): 3 clusters Score: Raw -120775.415269 + Penalty 3309.955792 = -117465.459477 nChanged 8 SP:Iteration 15Q (21953.550000 sec): 3 clusters Score: Raw -120786.957368 + Penalty 3309.955792 = -117477.001576 nChanged 3 SP:Iteration 16Q (21953.700000 sec): 3 clusters Score: Raw -120791.147909 + Penalty 3309.955792 = -117481.192117 nChanged 2 SP:Iteration 17Q (21953.960000 sec): 3 clusters Score: Raw -120793.486504 + Penalty 3309.955792 = -117483.530712 nChanged 1 SP:Iteration 18Q (21954.170000 sec): 3 clusters Score: Raw -120794.781157 + Penalty 3309.955792 = -117484.825365 nChanged 1 SP:Iteration 19Q (21954.380000 sec): 3 clusters Score: Raw -120797.331053 + Penalty 3309.955792 = -117487.375261 nChanged 1 SP:Iteration 20F (21954.600000 sec): 3 clusters Score: Raw -120798.723742 + Penalty 3309.955792 = -117488.767950 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21954.710000 sec): 2 clusters Score: Raw -115623.391286 + Penalty 1651.504892 = -113971.886394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21954.920000 sec): 3 clusters Score: Raw -115473.178100 + Penalty 3303.009784 = -112170.168316 nChanged 171 SP:Iteration 1F (21955.140000 sec): 3 clusters Score: Raw -115726.063970 + Penalty 3303.009784 = -112423.054186 nChanged 42 SP:Iteration 2F (21955.280000 sec): 3 clusters Score: Raw -115816.632555 + Penalty 3303.009784 = -112513.622771 nChanged 36 SP:Iteration 3Q (21955.480000 sec): 3 clusters Score: Raw -115900.499173 + Penalty 3303.009784 = -112597.489388 nChanged 26 SP:Iteration 4Q (21955.670000 sec): 3 clusters Score: Raw -115962.931363 + Penalty 3303.009784 = -112659.921578 nChanged 27 SP:Iteration 5Q (21955.880000 sec): 3 clusters Score: Raw -116080.290157 + Penalty 3303.009784 = -112777.280373 nChanged 29 SP:Iteration 6Q (21956.060000 sec): 3 clusters Score: Raw -116164.232933 + Penalty 3303.009784 = -112861.223149 nChanged 31 SP:Iteration 7Q (21956.240000 sec): 3 clusters Score: Raw -116246.793650 + Penalty 3303.009784 = -112943.783866 nChanged 23 SP:Iteration 8Q (21956.440000 sec): 3 clusters Score: Raw -116334.599037 + Penalty 3303.009784 = -113031.589253 nChanged 24 SP:Iteration 9Q (21956.660000 sec): 3 clusters Score: Raw -116437.655728 + Penalty 3303.009784 = -113134.645944 nChanged 27 SP:Iteration 10Q (21956.840000 sec): 3 clusters Score: Raw -116519.202767 + Penalty 3303.009784 = -113216.192983 nChanged 25 SP:Iteration 11Q (21957.040000 sec): 3 clusters Score: Raw -116572.464689 + Penalty 3303.009784 = -113269.454905 nChanged 16 SP:Iteration 12Q (21957.200000 sec): 3 clusters Score: Raw -116605.807296 + Penalty 3303.009784 = -113302.797512 nChanged 7 SP:Iteration 13Q (21957.360000 sec): 3 clusters Score: Raw -116619.510384 + Penalty 3303.009784 = -113316.500600 nChanged 3 SP:Iteration 14Q (21957.540000 sec): 3 clusters Score: Raw -116627.071029 + Penalty 3303.009784 = -113324.061244 nChanged 3 SP:Iteration 15Q (21957.740000 sec): 3 clusters Score: Raw -116633.209585 + Penalty 3303.009784 = -113330.199801 nChanged 2 SP:Iteration 16Q (21957.900000 sec): 3 clusters Score: Raw -116636.383503 + Penalty 3303.009784 = -113333.373719 nChanged 3 SP:Iteration 17Q (21958.080000 sec): 3 clusters Score: Raw -116640.771536 + Penalty 3303.009784 = -113337.761752 nChanged 1 SP:Iteration 18Q (21958.210000 sec): 3 clusters Score: Raw -116642.605050 + Penalty 3303.009784 = -113339.595266 nChanged 1 SP:Iteration 19Q (21958.470000 sec): 3 clusters Score: Raw -116645.260878 + Penalty 3303.009784 = -113342.251094 nChanged 0 SP:Iteration 20F (21958.690000 sec): 3 clusters Score: Raw -116645.260878 + Penalty 3303.009784 = -113342.251094 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21958.770000 sec): 2 clusters Score: Raw -35125.097534 + Penalty 1368.328318 = -33756.769216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21959.030000 sec): 3 clusters Score: Raw -35305.516091 + Penalty 2736.656637 = -32568.859455 nChanged 18 SP:Iteration 1F (21959.270000 sec): 3 clusters Score: Raw -35396.103101 + Penalty 2736.656637 = -32659.446465 nChanged 13 SP:Iteration 2F (21959.470000 sec): 3 clusters Score: Raw -35453.998117 + Penalty 2736.656637 = -32717.341480 nChanged 1 SP:Iteration 3Q (21959.620000 sec): 3 clusters Score: Raw -35460.724413 + Penalty 2736.656637 = -32724.067776 nChanged 0 SP:Iteration 4F (21959.860000 sec): 3 clusters Score: Raw -35460.724413 + Penalty 2736.656637 = -32724.067776 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (59231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21960.220000 sec): 2 clusters Score: Raw -8981819.243994 + Penalty 2725.321682 = -8979093.922312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21960.760000 sec): 3 clusters Score: Raw -8944788.377382 + Penalty 5450.643365 = -8939337.734017 nChanged 27565 SP:Iteration 1F (21961.250000 sec): 3 clusters Score: Raw -8960102.362345 + Penalty 5450.643365 = -8954651.718980 nChanged 2343 SP:Iteration 2Q (21961.790000 sec): 3 clusters Score: Raw -8960757.252503 + Penalty 5450.643365 = -8955306.609138 nChanged 2451 SP:Iteration 3Q (21962.360000 sec): 3 clusters Score: Raw -8961594.606975 + Penalty 5450.643365 = -8956143.963610 nChanged 2885 SP:Iteration 4Q (21963.000000 sec): 3 clusters Score: Raw -8962810.602659 + Penalty 5450.643365 = -8957359.959294 nChanged 3449 SP:Iteration 5F (21963.560000 sec): 3 clusters Score: Raw -8964619.831786 + Penalty 5450.643365 = -8959169.188421 nChanged 3939 SP:Iteration 6F (21964.120000 sec): 3 clusters Score: Raw -8967142.405169 + Penalty 5450.643365 = -8961691.761805 nChanged 4213 SP:Iteration 7F (21964.680000 sec): 3 clusters Score: Raw -8970160.905721 + Penalty 5450.643365 = -8964710.262356 nChanged 3967 SP:Iteration 8F (21965.220000 sec): 3 clusters Score: Raw -8973187.599324 + Penalty 5450.643365 = -8967736.955959 nChanged 3436 SP:Iteration 9F (21965.710000 sec): 3 clusters Score: Raw -8976021.104422 + Penalty 5450.643365 = -8970570.461057 nChanged 2801 SP:Iteration 10Q (21966.310000 sec): 3 clusters Score: Raw -8978453.525900 + Penalty 5450.643365 = -8973002.882535 nChanged 1873 SP:Iteration 11Q (21966.780000 sec): 3 clusters Score: Raw -8980080.557499 + Penalty 5450.643365 = -8974629.914134 nChanged 1125 SP:Iteration 12Q (21967.270000 sec): 3 clusters Score: Raw -8981041.637809 + Penalty 5450.643365 = -8975590.994444 nChanged 613 SP:Iteration 13Q (21967.780000 sec): 3 clusters Score: Raw -8981558.238517 + Penalty 5450.643365 = -8976107.595152 nChanged 302 SP:Iteration 14Q (21968.220000 sec): 3 clusters Score: Raw -8981821.462368 + Penalty 5450.643365 = -8976370.819004 nChanged 161 SP:Iteration 15Q (21968.610000 sec): 3 clusters Score: Raw -8981969.707673 + Penalty 5450.643365 = -8976519.064308 nChanged 83 SP:Iteration 16Q (21969.100000 sec): 3 clusters Score: Raw -8982052.594331 + Penalty 5450.643365 = -8976601.950967 nChanged 57 SP:Iteration 17Q (21969.620000 sec): 3 clusters Score: Raw -8982102.724346 + Penalty 5450.643365 = -8976652.080981 nChanged 32 SP:Iteration 18Q (21970.130000 sec): 3 clusters Score: Raw -8982129.035031 + Penalty 5450.643365 = -8976678.391666 nChanged 19 SP:Iteration 19Q (21970.620000 sec): 3 clusters Score: Raw -8982145.415263 + Penalty 5450.643365 = -8976694.771898 nChanged 9 SP:Iteration 20F (21971.150000 sec): 3 clusters Score: Raw -8982151.609008 + Penalty 5450.643365 = -8976700.965643 nChanged 4 SP:Iteration 21Q (21971.600000 sec): 3 clusters Score: Raw -8982154.932275 + Penalty 5450.643365 = -8976704.288910 nChanged 7 SP:Iteration 22Q (21972.100000 sec): 3 clusters Score: Raw -8982161.013647 + Penalty 5450.643365 = -8976710.370282 nChanged 5 SP:Iteration 23Q (21972.560000 sec): 3 clusters Score: Raw -8982167.077613 + Penalty 5450.643365 = -8976716.434248 nChanged 4 SP:Iteration 24Q (21972.980000 sec): 3 clusters Score: Raw -8982170.961762 + Penalty 5450.643365 = -8976720.318397 nChanged 2 SP:Iteration 25Q (21973.390000 sec): 3 clusters Score: Raw -8982171.855256 + Penalty 5450.643365 = -8976721.211891 nChanged 1 SP:Iteration 26Q (21973.780000 sec): 3 clusters Score: Raw -8982172.294604 + Penalty 5450.643365 = -8976721.651239 nChanged 0 SP:Iteration 27F (21974.190000 sec): 3 clusters Score: Raw -8982172.294604 + Penalty 5450.643365 = -8976721.651239 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21974.320000 sec): 2 clusters Score: Raw -54086.849777 + Penalty 1482.763670 = -52604.086107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21974.550000 sec): 3 clusters Score: Raw -54233.198612 + Penalty 2965.527339 = -51267.671272 nChanged 80 SP:Iteration 1F (21974.710000 sec): 3 clusters Score: Raw -54420.122839 + Penalty 2965.527339 = -51454.595500 nChanged 21 SP:Iteration 2F (21974.880000 sec): 3 clusters Score: Raw -54489.310580 + Penalty 2965.527339 = -51523.783241 nChanged 12 SP:Iteration 3Q (21975.080000 sec): 3 clusters Score: Raw -54516.549010 + Penalty 2965.527339 = -51551.021670 nChanged 7 SP:Iteration 4Q (21975.280000 sec): 3 clusters Score: Raw -54538.428033 + Penalty 2965.527339 = -51572.900693 nChanged 0 SP:Iteration 5F (21975.480000 sec): 3 clusters Score: Raw -54538.428033 + Penalty 2965.527339 = -51572.900693 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21975.590000 sec): 2 clusters Score: Raw -160550.226437 + Penalty 1741.007296 = -158809.219142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21975.730000 sec): 3 clusters Score: Raw -160273.569543 + Penalty 3482.014591 = -156791.554952 nChanged 306 SP:Iteration 1F (21975.920000 sec): 3 clusters Score: Raw -160593.092718 + Penalty 3482.014591 = -157111.078127 nChanged 74 SP:Iteration 2F (21976.110000 sec): 3 clusters Score: Raw -160688.913633 + Penalty 3482.014591 = -157206.899042 nChanged 40 SP:Iteration 3Q (21976.260000 sec): 3 clusters Score: Raw -160746.140723 + Penalty 3482.014591 = -157264.126132 nChanged 25 SP:Iteration 4Q (21976.480000 sec): 3 clusters Score: Raw -160774.764427 + Penalty 3482.014591 = -157292.749835 nChanged 15 SP:Iteration 5Q (21976.640000 sec): 3 clusters Score: Raw -160792.476608 + Penalty 3482.014591 = -157310.462017 nChanged 7 SP:Iteration 6Q (21976.860000 sec): 3 clusters Score: Raw -160799.287127 + Penalty 3482.014591 = -157317.272536 nChanged 8 SP:Iteration 7Q (21977.020000 sec): 3 clusters Score: Raw -160804.186459 + Penalty 3482.014591 = -157322.171867 nChanged 4 SP:Iteration 8Q (21977.220000 sec): 3 clusters Score: Raw -160807.496448 + Penalty 3482.014591 = -157325.481857 nChanged 5 SP:Iteration 9Q (21977.400000 sec): 3 clusters Score: Raw -160811.016119 + Penalty 3482.014591 = -157329.001528 nChanged 2 SP:Iteration 10Q (21977.610000 sec): 3 clusters Score: Raw -160814.611787 + Penalty 3482.014591 = -157332.597195 nChanged 5 SP:Iteration 11Q (21977.780000 sec): 3 clusters Score: Raw -160820.951016 + Penalty 3482.014591 = -157338.936424 nChanged 2 SP:Iteration 12Q (21977.980000 sec): 3 clusters Score: Raw -160833.261157 + Penalty 3482.014591 = -157351.246565 nChanged 8 SP:Iteration 13Q (21978.140000 sec): 3 clusters Score: Raw -160861.859627 + Penalty 3482.014591 = -157379.845035 nChanged 21 SP:Iteration 14Q (21978.330000 sec): 3 clusters Score: Raw -160927.356765 + Penalty 3482.014591 = -157445.342174 nChanged 34 SP:Iteration 15Q (21978.520000 sec): 3 clusters Score: Raw -160985.266331 + Penalty 3482.014591 = -157503.251739 nChanged 31 SP:Iteration 16Q (21978.730000 sec): 3 clusters Score: Raw -161039.968765 + Penalty 3482.014591 = -157557.954174 nChanged 24 SP:Iteration 17Q (21978.880000 sec): 3 clusters Score: Raw -161078.476202 + Penalty 3482.014591 = -157596.461611 nChanged 16 SP:Iteration 18Q (21979.090000 sec): 3 clusters Score: Raw -161101.440741 + Penalty 3482.014591 = -157619.426150 nChanged 18 SP:Iteration 19Q (21979.280000 sec): 3 clusters Score: Raw -161133.528856 + Penalty 3482.014591 = -157651.514265 nChanged 24 SP:Iteration 20F (21979.480000 sec): 3 clusters Score: Raw -161174.741876 + Penalty 3482.014591 = -157692.727285 nChanged 23 SP:Iteration 21Q (21979.680000 sec): 3 clusters Score: Raw -161210.817477 + Penalty 3482.014591 = -157728.802886 nChanged 15 SP:Iteration 22Q (21979.890000 sec): 3 clusters Score: Raw -161233.280708 + Penalty 3482.014591 = -157751.266116 nChanged 11 SP:Iteration 23Q (21980.070000 sec): 3 clusters Score: Raw -161244.962700 + Penalty 3482.014591 = -157762.948109 nChanged 9 SP:Iteration 24Q (21980.270000 sec): 3 clusters Score: Raw -161254.039387 + Penalty 3482.014591 = -157772.024796 nChanged 5 SP:Iteration 25Q (21980.490000 sec): 3 clusters Score: Raw -161258.879283 + Penalty 3482.014591 = -157776.864692 nChanged 5 SP:Iteration 26Q (21980.670000 sec): 3 clusters Score: Raw -161266.333893 + Penalty 3482.014591 = -157784.319301 nChanged 10 SP:Iteration 27Q (21980.890000 sec): 3 clusters Score: Raw -161283.096653 + Penalty 3482.014591 = -157801.082062 nChanged 5 SP:Iteration 28Q (21981.120000 sec): 3 clusters Score: Raw -161293.298075 + Penalty 3482.014591 = -157811.283484 nChanged 13 SP:Iteration 29Q (21981.290000 sec): 3 clusters Score: Raw -161322.536256 + Penalty 3482.014591 = -157840.521665 nChanged 10 SP:Iteration 30Q (21981.450000 sec): 3 clusters Score: Raw -161339.212746 + Penalty 3482.014591 = -157857.198155 nChanged 10 SP:Iteration 31Q (21981.670000 sec): 3 clusters Score: Raw -161356.522162 + Penalty 3482.014591 = -157874.507571 nChanged 9 SP:Iteration 32Q (21981.910000 sec): 3 clusters Score: Raw -161369.512574 + Penalty 3482.014591 = -157887.497982 nChanged 6 SP:Iteration 33Q (21982.080000 sec): 3 clusters Score: Raw -161380.461357 + Penalty 3482.014591 = -157898.446766 nChanged 2 SP:Iteration 34Q (21982.310000 sec): 3 clusters Score: Raw -161383.012610 + Penalty 3482.014591 = -157900.998019 nChanged 1 SP:Iteration 35Q (21982.510000 sec): 3 clusters Score: Raw -161385.027208 + Penalty 3482.014591 = -157903.012616 nChanged 0 SP:Iteration 36F (21982.720000 sec): 3 clusters Score: Raw -161385.027208 + Penalty 3482.014591 = -157903.012616 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21982.790000 sec): 2 clusters Score: Raw -20988.700445 + Penalty 1261.723891 = -19726.976554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21983.010000 sec): 3 clusters Score: Raw -21219.906446 + Penalty 2523.447782 = -18696.458664 nChanged 4 SP:Iteration 1Q (21983.160000 sec): 3 clusters Score: Raw -21271.038728 + Penalty 2523.447782 = -18747.590946 nChanged 0 SP:Iteration 2F (21983.360000 sec): 3 clusters Score: Raw -21271.038728 + Penalty 2523.447782 = -18747.590946 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21983.460000 sec): 2 clusters Score: Raw -124413.375127 + Penalty 1670.767806 = -122742.607322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21983.710000 sec): 3 clusters Score: Raw -124280.920232 + Penalty 3341.535611 = -120939.384621 nChanged 219 SP:Iteration 1F (21983.940000 sec): 3 clusters Score: Raw -124595.955294 + Penalty 3341.535611 = -121254.419682 nChanged 55 SP:Iteration 2F (21984.130000 sec): 3 clusters Score: Raw -124671.351869 + Penalty 3341.535611 = -121329.816258 nChanged 25 SP:Iteration 3Q (21984.330000 sec): 3 clusters Score: Raw -124714.675441 + Penalty 3341.535611 = -121373.139829 nChanged 27 SP:Iteration 4Q (21984.490000 sec): 3 clusters Score: Raw -124751.893355 + Penalty 3341.535611 = -121410.357744 nChanged 14 SP:Iteration 5Q (21984.720000 sec): 3 clusters Score: Raw -124772.298232 + Penalty 3341.535611 = -121430.762621 nChanged 8 SP:Iteration 6Q (21984.920000 sec): 3 clusters Score: Raw -124784.760348 + Penalty 3341.535611 = -121443.224737 nChanged 8 SP:Iteration 7Q (21985.120000 sec): 3 clusters Score: Raw -124800.441432 + Penalty 3341.535611 = -121458.905821 nChanged 2 SP:Iteration 8Q (21985.290000 sec): 3 clusters Score: Raw -124801.699861 + Penalty 3341.535611 = -121460.164250 nChanged 3 SP:Iteration 9Q (21985.460000 sec): 3 clusters Score: Raw -124807.323439 + Penalty 3341.535611 = -121465.787828 nChanged 5 SP:Iteration 10Q (21985.620000 sec): 3 clusters Score: Raw -124814.450448 + Penalty 3341.535611 = -121472.914836 nChanged 4 SP:Iteration 11Q (21985.770000 sec): 3 clusters Score: Raw -124820.864755 + Penalty 3341.535611 = -121479.329144 nChanged 3 SP:Iteration 12Q (21986.040000 sec): 3 clusters Score: Raw -124824.275477 + Penalty 3341.535611 = -121482.739865 nChanged 0 SP:Iteration 13F (21986.180000 sec): 3 clusters Score: Raw -124824.275477 + Penalty 3341.535611 = -121482.739865 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21986.280000 sec): 2 clusters Score: Raw -26515.477247 + Penalty 1310.234525 = -25205.242722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21986.500000 sec): 3 clusters Score: Raw -26769.542788 + Penalty 2620.469049 = -24149.073738 nChanged 11 SP:Iteration 1F (21986.670000 sec): 3 clusters Score: Raw -26825.857941 + Penalty 2620.469049 = -24205.388891 nChanged 2 SP:Iteration 2Q (21986.830000 sec): 3 clusters Score: Raw -26832.232689 + Penalty 2620.469049 = -24211.763639 nChanged 0 SP:Iteration 3F (21987.010000 sec): 3 clusters Score: Raw -26832.232689 + Penalty 2620.469049 = -24211.763639 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21987.100000 sec): 2 clusters Score: Raw -110382.134612 + Penalty 1636.092134 = -108746.042478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21987.280000 sec): 3 clusters Score: Raw -110348.321391 + Penalty 3272.184268 = -107076.137123 nChanged 165 SP:Iteration 1F (21987.470000 sec): 3 clusters Score: Raw -110593.898488 + Penalty 3272.184268 = -107321.714220 nChanged 51 SP:Iteration 2F (21987.670000 sec): 3 clusters Score: Raw -110722.817798 + Penalty 3272.184268 = -107450.633530 nChanged 42 SP:Iteration 3F (21987.830000 sec): 3 clusters Score: Raw -110825.558352 + Penalty 3272.184268 = -107553.374084 nChanged 29 SP:Iteration 4Q (21988.040000 sec): 3 clusters Score: Raw -110903.856965 + Penalty 3272.184268 = -107631.672697 nChanged 30 SP:Iteration 5Q (21988.180000 sec): 3 clusters Score: Raw -110999.377646 + Penalty 3272.184268 = -107727.193378 nChanged 30 SP:Iteration 6Q (21988.350000 sec): 3 clusters Score: Raw -111094.593984 + Penalty 3272.184268 = -107822.409716 nChanged 30 SP:Iteration 7Q (21988.540000 sec): 3 clusters Score: Raw -111184.051185 + Penalty 3272.184268 = -107911.866917 nChanged 24 SP:Iteration 8Q (21988.720000 sec): 3 clusters Score: Raw -111250.915335 + Penalty 3272.184268 = -107978.731067 nChanged 24 SP:Iteration 9Q (21988.900000 sec): 3 clusters Score: Raw -111303.910230 + Penalty 3272.184268 = -108031.725962 nChanged 12 SP:Iteration 10Q (21989.080000 sec): 3 clusters Score: Raw -111330.013188 + Penalty 3272.184268 = -108057.828920 nChanged 7 SP:Iteration 11Q (21989.280000 sec): 3 clusters Score: Raw -111341.755893 + Penalty 3272.184268 = -108069.571625 nChanged 1 SP:Iteration 12Q (21989.450000 sec): 3 clusters Score: Raw -111342.901456 + Penalty 3272.184268 = -108070.717188 nChanged 0 SP:Iteration 13F (21989.690000 sec): 3 clusters Score: Raw -111342.901456 + Penalty 3272.184268 = -108070.717188 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (72465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21990.150000 sec): 2 clusters Score: Raw -10889006.985146 + Penalty 2775.333023 = -10886231.652123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21990.720000 sec): 3 clusters Score: Raw -10843560.680707 + Penalty 5550.666047 = -10838010.014660 nChanged 33837 SP:Iteration 1F (21991.240000 sec): 3 clusters Score: Raw -10863217.313472 + Penalty 5550.666047 = -10857666.647425 nChanged 3430 SP:Iteration 2Q (21991.790000 sec): 3 clusters Score: Raw -10864518.269022 + Penalty 5550.666047 = -10858967.602975 nChanged 3671 SP:Iteration 3F (21992.340000 sec): 3 clusters Score: Raw -10866070.074683 + Penalty 5550.666047 = -10860519.408636 nChanged 3977 SP:Iteration 4F (21992.880000 sec): 3 clusters Score: Raw -10867928.466769 + Penalty 5550.666047 = -10862377.800722 nChanged 4098 SP:Iteration 5F (21993.460000 sec): 3 clusters Score: Raw -10869819.492934 + Penalty 5550.666047 = -10864268.826887 nChanged 3842 SP:Iteration 6F (21993.990000 sec): 3 clusters Score: Raw -10871458.611875 + Penalty 5550.666047 = -10865907.945828 nChanged 3475 SP:Iteration 7Q (21994.500000 sec): 3 clusters Score: Raw -10872785.687321 + Penalty 5550.666047 = -10867235.021274 nChanged 2892 SP:Iteration 8Q (21995.000000 sec): 3 clusters Score: Raw -10873733.230449 + Penalty 5550.666047 = -10868182.564402 nChanged 2374 SP:Iteration 9Q (21995.550000 sec): 3 clusters Score: Raw -10874385.594355 + Penalty 5550.666047 = -10868834.928308 nChanged 1915 SP:Iteration 10Q (21996.110000 sec): 3 clusters Score: Raw -10874817.557937 + Penalty 5550.666047 = -10869266.891890 nChanged 1555 SP:Iteration 11Q (21996.640000 sec): 3 clusters Score: Raw -10875147.752164 + Penalty 5550.666047 = -10869597.086117 nChanged 1348 SP:Iteration 12Q (21997.230000 sec): 3 clusters Score: Raw -10875398.437289 + Penalty 5550.666047 = -10869847.771242 nChanged 1218 SP:Iteration 13Q (21997.810000 sec): 3 clusters Score: Raw -10875629.302185 + Penalty 5550.666047 = -10870078.636138 nChanged 1208 SP:Iteration 14Q (21998.340000 sec): 3 clusters Score: Raw -10875876.198300 + Penalty 5550.666047 = -10870325.532253 nChanged 1309 SP:Iteration 15Q (21998.900000 sec): 3 clusters Score: Raw -10876174.682031 + Penalty 5550.666047 = -10870624.015984 nChanged 1505 SP:Iteration 16Q (21999.460000 sec): 3 clusters Score: Raw -10876570.017911 + Penalty 5550.666047 = -10871019.351865 nChanged 1651 SP:Iteration 17Q (22000.020000 sec): 3 clusters Score: Raw -10877065.190763 + Penalty 5550.666047 = -10871514.524716 nChanged 1895 SP:Iteration 18Q (22000.660000 sec): 3 clusters Score: Raw -10877734.815246 + Penalty 5550.666047 = -10872184.149199 nChanged 2295 SP:Iteration 19Q (22001.280000 sec): 3 clusters Score: Raw -10878750.400676 + Penalty 5550.666047 = -10873199.734629 nChanged 2546 SP:Iteration 20F (22001.920000 sec): 3 clusters Score: Raw -10880089.558688 + Penalty 5550.666047 = -10874538.892641 nChanged 2746 SP:Iteration 21Q (22002.490000 sec): 3 clusters Score: Raw -10881812.872116 + Penalty 5550.666047 = -10876262.206069 nChanged 2733 SP:Iteration 22Q (22003.030000 sec): 3 clusters Score: Raw -10883758.951504 + Penalty 5550.666047 = -10878208.285457 nChanged 2451 SP:Iteration 23Q (22003.630000 sec): 3 clusters Score: Raw -10885596.203943 + Penalty 5550.666047 = -10880045.537896 nChanged 1982 SP:Iteration 24Q (22004.220000 sec): 3 clusters Score: Raw -10887023.670590 + Penalty 5550.666047 = -10881473.004543 nChanged 1358 SP:Iteration 25Q (22004.730000 sec): 3 clusters Score: Raw -10887947.480888 + Penalty 5550.666047 = -10882396.814841 nChanged 947 SP:Iteration 26Q (22005.260000 sec): 3 clusters Score: Raw -10888576.657207 + Penalty 5550.666047 = -10883025.991160 nChanged 584 SP:Iteration 27Q (22005.750000 sec): 3 clusters Score: Raw -10888939.274430 + Penalty 5550.666047 = -10883388.608383 nChanged 356 SP:Iteration 28Q (22006.220000 sec): 3 clusters Score: Raw -10889173.150065 + Penalty 5550.666047 = -10883622.484018 nChanged 259 SP:Iteration 29Q (22006.670000 sec): 3 clusters Score: Raw -10889330.042468 + Penalty 5550.666047 = -10883779.376421 nChanged 158 SP:Iteration 30Q (22007.150000 sec): 3 clusters Score: Raw -10889435.906070 + Penalty 5550.666047 = -10883885.240023 nChanged 139 SP:Iteration 31Q (22007.590000 sec): 3 clusters Score: Raw -10889508.122998 + Penalty 5550.666047 = -10883957.456951 nChanged 101 SP:Iteration 32Q (22008.060000 sec): 3 clusters Score: Raw -10889552.815373 + Penalty 5550.666047 = -10884002.149326 nChanged 62 SP:Iteration 33Q (22008.540000 sec): 3 clusters Score: Raw -10889582.086638 + Penalty 5550.666047 = -10884031.420591 nChanged 48 SP:Iteration 34Q (22008.990000 sec): 3 clusters Score: Raw -10889603.734747 + Penalty 5550.666047 = -10884053.068700 nChanged 42 SP:Iteration 35Q (22009.430000 sec): 3 clusters Score: Raw -10889620.276361 + Penalty 5550.666047 = -10884069.610314 nChanged 30 SP:Iteration 36Q (22009.950000 sec): 3 clusters Score: Raw -10889632.041539 + Penalty 5550.666047 = -10884081.375492 nChanged 24 SP:Iteration 37Q (22010.490000 sec): 3 clusters Score: Raw -10889640.909364 + Penalty 5550.666047 = -10884090.243317 nChanged 18 SP:Iteration 38Q (22011.010000 sec): 3 clusters Score: Raw -10889647.242962 + Penalty 5550.666047 = -10884096.576915 nChanged 13 SP:Iteration 39Q (22011.640000 sec): 3 clusters Score: Raw -10889652.572429 + Penalty 5550.666047 = -10884101.906382 nChanged 14 SP:Iteration 40F (22012.250000 sec): 3 clusters Score: Raw -10889657.590061 + Penalty 5550.666047 = -10884106.924014 nChanged 16 SP:Iteration 41Q (22012.870000 sec): 3 clusters Score: Raw -10889665.949379 + Penalty 5550.666047 = -10884115.283332 nChanged 11 SP:Iteration 42Q (22013.470000 sec): 3 clusters Score: Raw -10889669.157878 + Penalty 5550.666047 = -10884118.491831 nChanged 3 SP:Iteration 43Q (22014.020000 sec): 3 clusters Score: Raw -10889670.132360 + Penalty 5550.666047 = -10884119.466313 nChanged 4 SP:Iteration 44Q (22014.580000 sec): 3 clusters Score: Raw -10889670.788661 + Penalty 5550.666047 = -10884120.122614 nChanged 1 SP:Iteration 45Q (22015.120000 sec): 3 clusters Score: Raw -10889671.017709 + Penalty 5550.666047 = -10884120.351662 nChanged 1 SP:Iteration 46Q (22015.680000 sec): 3 clusters Score: Raw -10889671.298697 + Penalty 5550.666047 = -10884120.632650 nChanged 0 SP:Iteration 47F (22016.350000 sec): 3 clusters Score: Raw -10889671.298697 + Penalty 5550.666047 = -10884120.632650 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (1288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22016.470000 sec): 2 clusters Score: Raw -178026.603488 + Penalty 1775.889785 = -176250.713704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22016.660000 sec): 3 clusters Score: Raw -177646.814345 + Penalty 3551.779570 = -174095.034776 nChanged 369 SP:Iteration 1F (22016.910000 sec): 3 clusters Score: Raw -178017.493629 + Penalty 3551.779570 = -174465.714059 nChanged 109 SP:Iteration 2F (22017.070000 sec): 3 clusters Score: Raw -178188.755900 + Penalty 3551.779570 = -174636.976330 nChanged 66 SP:Iteration 3F (22017.290000 sec): 3 clusters Score: Raw -178284.968717 + Penalty 3551.779570 = -174733.189147 nChanged 58 SP:Iteration 4Q (22017.500000 sec): 3 clusters Score: Raw -178373.011837 + Penalty 3551.779570 = -174821.232267 nChanged 56 SP:Iteration 5Q (22017.680000 sec): 3 clusters Score: Raw -178510.392289 + Penalty 3551.779570 = -174958.612719 nChanged 72 SP:Iteration 6F (22017.900000 sec): 3 clusters Score: Raw -178716.785688 + Penalty 3551.779570 = -175165.006118 nChanged 63 SP:Iteration 7Q (22018.120000 sec): 3 clusters Score: Raw -178852.520247 + Penalty 3551.779570 = -175300.740677 nChanged 48 SP:Iteration 8Q (22018.270000 sec): 3 clusters Score: Raw -178972.234244 + Penalty 3551.779570 = -175420.454674 nChanged 52 SP:Iteration 9Q (22018.490000 sec): 3 clusters Score: Raw -179096.683799 + Penalty 3551.779570 = -175544.904229 nChanged 44 SP:Iteration 10Q (22018.670000 sec): 3 clusters Score: Raw -179159.826706 + Penalty 3551.779570 = -175608.047137 nChanged 21 SP:Iteration 11Q (22018.860000 sec): 3 clusters Score: Raw -179187.199681 + Penalty 3551.779570 = -175635.420111 nChanged 19 SP:Iteration 12Q (22019.110000 sec): 3 clusters Score: Raw -179215.013816 + Penalty 3551.779570 = -175663.234246 nChanged 13 SP:Iteration 13Q (22019.270000 sec): 3 clusters Score: Raw -179232.862829 + Penalty 3551.779570 = -175681.083260 nChanged 12 SP:Iteration 14Q (22019.470000 sec): 3 clusters Score: Raw -179255.933468 + Penalty 3551.779570 = -175704.153898 nChanged 9 SP:Iteration 15Q (22019.650000 sec): 3 clusters Score: Raw -179265.639663 + Penalty 3551.779570 = -175713.860094 nChanged 4 SP:Iteration 16Q (22019.840000 sec): 3 clusters Score: Raw -179272.861660 + Penalty 3551.779570 = -175721.082090 nChanged 8 SP:Iteration 17Q (22020.040000 sec): 3 clusters Score: Raw -179280.925790 + Penalty 3551.779570 = -175729.146220 nChanged 2 SP:Iteration 18Q (22020.250000 sec): 3 clusters Score: Raw -179283.163457 + Penalty 3551.779570 = -175731.383887 nChanged 2 SP:Iteration 19Q (22020.410000 sec): 3 clusters Score: Raw -179285.744784 + Penalty 3551.779570 = -175733.965214 nChanged 0 SP:Iteration 20F (22020.580000 sec): 3 clusters Score: Raw -179285.744784 + Penalty 3551.779570 = -175733.965214 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22020.690000 sec): 2 clusters Score: Raw -16122.182843 + Penalty 1189.356055 = -14932.826787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22020.900000 sec): 3 clusters Score: Raw -16411.502375 + Penalty 2378.712111 = -14032.790265 nChanged 1 SP:Iteration 1Q (22021.070000 sec): 3 clusters Score: Raw -16429.806262 + Penalty 2378.712111 = -14051.094152 nChanged 0 SP:Iteration 2F (22021.240000 sec): 3 clusters Score: Raw -16429.806262 + Penalty 2378.712111 = -14051.094152 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22021.330000 sec): 2 clusters Score: Raw -96456.693848 + Penalty 1609.322823 = -94847.371025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22021.530000 sec): 3 clusters Score: Raw -96406.615114 + Penalty 3218.645646 = -93187.969468 nChanged 138 SP:Iteration 1F (22021.700000 sec): 3 clusters Score: Raw -96631.186170 + Penalty 3218.645646 = -93412.540524 nChanged 29 SP:Iteration 2Q (22021.870000 sec): 3 clusters Score: Raw -96675.177898 + Penalty 3218.645646 = -93456.532252 nChanged 11 SP:Iteration 3Q (22022.070000 sec): 3 clusters Score: Raw -96693.603462 + Penalty 3218.645646 = -93474.957816 nChanged 3 SP:Iteration 4Q (22022.260000 sec): 3 clusters Score: Raw -96697.510003 + Penalty 3218.645646 = -93478.864357 nChanged 3 SP:Iteration 5Q (22022.430000 sec): 3 clusters Score: Raw -96702.111330 + Penalty 3218.645646 = -93483.465684 nChanged 1 SP:Iteration 6Q (22022.590000 sec): 3 clusters Score: Raw -96703.895302 + Penalty 3218.645646 = -93485.249656 nChanged 2 SP:Iteration 7Q (22022.810000 sec): 3 clusters Score: Raw -96706.964828 + Penalty 3218.645646 = -93488.319182 nChanged 1 SP:Iteration 8Q (22022.990000 sec): 3 clusters Score: Raw -96709.464030 + Penalty 3218.645646 = -93490.818384 nChanged 2 SP:Iteration 9Q (22023.150000 sec): 3 clusters Score: Raw -96712.864404 + Penalty 3218.645646 = -93494.218758 nChanged 1 SP:Iteration 10Q (22023.380000 sec): 3 clusters Score: Raw -96713.547325 + Penalty 3218.645646 = -93494.901679 nChanged 0 SP:Iteration 11F (22023.540000 sec): 3 clusters Score: Raw -96713.547325 + Penalty 3218.645646 = -93494.901679 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22023.650000 sec): 2 clusters Score: Raw -40982.754173 + Penalty 1415.363346 = -39567.390827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22023.850000 sec): 3 clusters Score: Raw -41101.814485 + Penalty 2830.726691 = -38271.087794 nChanged 30 SP:Iteration 1F (22024.030000 sec): 3 clusters Score: Raw -41189.967546 + Penalty 2830.726691 = -38359.240855 nChanged 6 SP:Iteration 2Q (22024.190000 sec): 3 clusters Score: Raw -41209.240364 + Penalty 2830.726691 = -38378.513672 nChanged 2 SP:Iteration 3Q (22024.360000 sec): 3 clusters Score: Raw -41218.150952 + Penalty 2830.726691 = -38387.424261 nChanged 0 SP:Iteration 4F (22024.540000 sec): 3 clusters Score: Raw -41218.150952 + Penalty 2830.726691 = -38387.424261 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22024.660000 sec): 2 clusters Score: Raw -73226.016007 + Penalty 1549.514633 = -71676.501374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22024.830000 sec): 3 clusters Score: Raw -73249.128540 + Penalty 3099.029266 = -70150.099275 nChanged 96 SP:Iteration 1F (22025.040000 sec): 3 clusters Score: Raw -73431.055111 + Penalty 3099.029266 = -70332.025845 nChanged 21 SP:Iteration 2Q (22025.290000 sec): 3 clusters Score: Raw -73477.158365 + Penalty 3099.029266 = -70378.129100 nChanged 13 SP:Iteration 3Q (22025.450000 sec): 3 clusters Score: Raw -73508.027617 + Penalty 3099.029266 = -70408.998351 nChanged 9 SP:Iteration 4Q (22025.690000 sec): 3 clusters Score: Raw -73525.428119 + Penalty 3099.029266 = -70426.398853 nChanged 6 SP:Iteration 5Q (22025.910000 sec): 3 clusters Score: Raw -73538.246592 + Penalty 3099.029266 = -70439.217327 nChanged 5 SP:Iteration 6Q (22026.130000 sec): 3 clusters Score: Raw -73556.721424 + Penalty 3099.029266 = -70457.692159 nChanged 11 SP:Iteration 7Q (22026.270000 sec): 3 clusters Score: Raw -73612.029259 + Penalty 3099.029266 = -70512.999993 nChanged 14 SP:Iteration 8Q (22026.490000 sec): 3 clusters Score: Raw -73665.045386 + Penalty 3099.029266 = -70566.016121 nChanged 18 SP:Iteration 9Q (22026.690000 sec): 3 clusters Score: Raw -73769.553050 + Penalty 3099.029266 = -70670.523784 nChanged 14 SP:Iteration 10Q (22026.840000 sec): 3 clusters Score: Raw -73840.966056 + Penalty 3099.029266 = -70741.936790 nChanged 17 SP:Iteration 11Q (22027.030000 sec): 3 clusters Score: Raw -73946.298361 + Penalty 3099.029266 = -70847.269096 nChanged 11 SP:Iteration 12Q (22027.190000 sec): 3 clusters Score: Raw -74002.163613 + Penalty 3099.029266 = -70903.134348 nChanged 12 SP:Iteration 13Q (22027.370000 sec): 3 clusters Score: Raw -74049.603684 + Penalty 3099.029266 = -70950.574419 nChanged 11 SP:Iteration 14Q (22027.560000 sec): 3 clusters Score: Raw -74094.374286 + Penalty 3099.029266 = -70995.345020 nChanged 8 SP:Iteration 15Q (22027.760000 sec): 3 clusters Score: Raw -74139.163811 + Penalty 3099.029266 = -71040.134546 nChanged 9 SP:Iteration 16Q (22027.890000 sec): 3 clusters Score: Raw -74182.014316 + Penalty 3099.029266 = -71082.985051 nChanged 3 SP:Iteration 17Q (22028.090000 sec): 3 clusters Score: Raw -74190.212529 + Penalty 3099.029266 = -71091.183263 nChanged 1 SP:Iteration 18Q (22028.220000 sec): 3 clusters Score: Raw -74193.774983 + Penalty 3099.029266 = -71094.745718 nChanged 0 SP:Iteration 19F (22028.450000 sec): 3 clusters Score: Raw -74193.774983 + Penalty 3099.029266 = -71094.745718 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22028.530000 sec): 2 clusters Score: Raw -15803.590455 + Penalty 1229.045110 = -14574.545345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22028.670000 sec): 3 clusters Score: Raw -16190.258265 + Penalty 2458.090221 = -13732.168045 nChanged 7 SP:Iteration 1Q (22028.850000 sec): 3 clusters Score: Raw -16240.450117 + Penalty 2458.090221 = -13782.359896 nChanged 3 SP:Iteration 2Q (22029.040000 sec): 3 clusters Score: Raw -16263.778645 + Penalty 2458.090221 = -13805.688424 nChanged 2 SP:Iteration 3Q (22029.200000 sec): 3 clusters Score: Raw -16276.475404 + Penalty 2458.090221 = -13818.385183 nChanged 0 SP:Iteration 4F (22029.380000 sec): 3 clusters Score: Raw -16276.475404 + Penalty 2458.090221 = -13818.385183 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (20519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22029.570000 sec): 2 clusters Score: Raw -3270867.722178 + Penalty 2462.418428 = -3268405.303750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22029.860000 sec): 3 clusters Score: Raw -3258993.272249 + Penalty 4924.836856 = -3254068.435392 nChanged 8999 SP:Iteration 1F (22030.130000 sec): 3 clusters Score: Raw -3263892.059580 + Penalty 4924.836856 = -3258967.222723 nChanged 1140 SP:Iteration 2F (22030.460000 sec): 3 clusters Score: Raw -3264429.289956 + Penalty 4924.836856 = -3259504.453100 nChanged 1109 SP:Iteration 3F (22030.760000 sec): 3 clusters Score: Raw -3264941.285046 + Penalty 4924.836856 = -3260016.448190 nChanged 1054 SP:Iteration 4F (22031.040000 sec): 3 clusters Score: Raw -3265425.302252 + Penalty 4924.836856 = -3260500.465396 nChanged 1031 SP:Iteration 5F (22031.320000 sec): 3 clusters Score: Raw -3265939.892476 + Penalty 4924.836856 = -3261015.055619 nChanged 1052 SP:Iteration 6F (22031.570000 sec): 3 clusters Score: Raw -3266535.904883 + Penalty 4924.836856 = -3261611.068026 nChanged 1054 SP:Iteration 7F (22031.870000 sec): 3 clusters Score: Raw -3267224.685484 + Penalty 4924.836856 = -3262299.848628 nChanged 1038 SP:Iteration 8F (22032.150000 sec): 3 clusters Score: Raw -3267960.321348 + Penalty 4924.836856 = -3263035.484492 nChanged 970 SP:Iteration 9Q (22032.440000 sec): 3 clusters Score: Raw -3268735.047095 + Penalty 4924.836856 = -3263810.210239 nChanged 832 SP:Iteration 10Q (22032.730000 sec): 3 clusters Score: Raw -3269410.303536 + Penalty 4924.836856 = -3264485.466680 nChanged 647 SP:Iteration 11Q (22033.040000 sec): 3 clusters Score: Raw -3269865.191767 + Penalty 4924.836856 = -3264940.354910 nChanged 443 SP:Iteration 12Q (22033.310000 sec): 3 clusters Score: Raw -3270145.212239 + Penalty 4924.836856 = -3265220.375383 nChanged 347 SP:Iteration 13Q (22033.630000 sec): 3 clusters Score: Raw -3270395.018435 + Penalty 4924.836856 = -3265470.181579 nChanged 294 SP:Iteration 14Q (22033.880000 sec): 3 clusters Score: Raw -3270584.767209 + Penalty 4924.836856 = -3265659.930353 nChanged 230 SP:Iteration 15Q (22034.150000 sec): 3 clusters Score: Raw -3270733.634759 + Penalty 4924.836856 = -3265808.797902 nChanged 170 SP:Iteration 16Q (22034.370000 sec): 3 clusters Score: Raw -3270839.335906 + Penalty 4924.836856 = -3265914.499050 nChanged 126 SP:Iteration 17Q (22034.640000 sec): 3 clusters Score: Raw -3270921.776577 + Penalty 4924.836856 = -3265996.939721 nChanged 108 SP:Iteration 18Q (22034.930000 sec): 3 clusters Score: Raw -3270990.175094 + Penalty 4924.836856 = -3266065.338238 nChanged 85 SP:Iteration 19Q (22035.190000 sec): 3 clusters Score: Raw -3271051.015086 + Penalty 4924.836856 = -3266126.178230 nChanged 63 SP:Iteration 20F (22035.460000 sec): 3 clusters Score: Raw -3271095.070641 + Penalty 4924.836856 = -3266170.233785 nChanged 38 SP:Iteration 21Q (22035.760000 sec): 3 clusters Score: Raw -3271119.434040 + Penalty 4924.836856 = -3266194.597183 nChanged 27 SP:Iteration 22Q (22036.000000 sec): 3 clusters Score: Raw -3271136.049778 + Penalty 4924.836856 = -3266211.212921 nChanged 19 SP:Iteration 23Q (22036.270000 sec): 3 clusters Score: Raw -3271146.537155 + Penalty 4924.836856 = -3266221.700298 nChanged 13 SP:Iteration 24Q (22036.530000 sec): 3 clusters Score: Raw -3271154.870248 + Penalty 4924.836856 = -3266230.033391 nChanged 15 SP:Iteration 25Q (22036.790000 sec): 3 clusters Score: Raw -3271166.913473 + Penalty 4924.836856 = -3266242.076617 nChanged 17 SP:Iteration 26Q (22037.050000 sec): 3 clusters Score: Raw -3271176.545195 + Penalty 4924.836856 = -3266251.708339 nChanged 7 SP:Iteration 27Q (22037.350000 sec): 3 clusters Score: Raw -3271180.631006 + Penalty 4924.836856 = -3266255.794150 nChanged 4 SP:Iteration 28Q (22037.680000 sec): 3 clusters Score: Raw -3271182.963251 + Penalty 4924.836856 = -3266258.126394 nChanged 3 SP:Iteration 29Q (22037.970000 sec): 3 clusters Score: Raw -3271186.474461 + Penalty 4924.836856 = -3266261.637604 nChanged 5 SP:Iteration 30Q (22038.300000 sec): 3 clusters Score: Raw -3271190.175808 + Penalty 4924.836856 = -3266265.338952 nChanged 4 SP:Iteration 31Q (22038.560000 sec): 3 clusters Score: Raw -3271192.985551 + Penalty 4924.836856 = -3266268.148695 nChanged 9 SP:Iteration 32Q (22038.850000 sec): 3 clusters Score: Raw -3271198.985600 + Penalty 4924.836856 = -3266274.148744 nChanged 6 SP:Iteration 33Q (22039.070000 sec): 3 clusters Score: Raw -3271203.206766 + Penalty 4924.836856 = -3266278.369910 nChanged 4 SP:Iteration 34Q (22039.330000 sec): 3 clusters Score: Raw -3271205.185056 + Penalty 4924.836856 = -3266280.348200 nChanged 2 SP:Iteration 35Q (22039.620000 sec): 3 clusters Score: Raw -3271206.189535 + Penalty 4924.836856 = -3266281.352678 nChanged 0 SP:Iteration 36F (22039.900000 sec): 3 clusters Score: Raw -3271206.189535 + Penalty 4924.836856 = -3266281.352678 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22040.020000 sec): 2 clusters Score: Raw -10025.467168 + Penalty 1163.454275 = -8862.012893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22040.200000 sec): 3 clusters Score: Raw -10344.173444 + Penalty 2326.908550 = -8017.264895 nChanged 3 SP:Iteration 1Q (22040.420000 sec): 3 clusters Score: Raw -10371.653304 + Penalty 2326.908550 = -8044.744754 nChanged 1 SP:Iteration 2Q (22040.600000 sec): 3 clusters Score: Raw -10380.678806 + Penalty 2326.908550 = -8053.770256 nChanged 0 SP:Iteration 3F (22040.790000 sec): 3 clusters Score: Raw -10380.678806 + Penalty 2326.908550 = -8053.770256 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22040.890000 sec): 2 clusters Score: Raw -162628.671111 + Penalty 1756.680186 = -160871.990925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22041.090000 sec): 3 clusters Score: Raw -162367.997696 + Penalty 3513.360372 = -158854.637323 nChanged 323 SP:Iteration 1F (22041.300000 sec): 3 clusters Score: Raw -162731.153147 + Penalty 3513.360372 = -159217.792775 nChanged 87 SP:Iteration 2F (22041.510000 sec): 3 clusters Score: Raw -162830.315916 + Penalty 3513.360372 = -159316.955543 nChanged 38 SP:Iteration 3Q (22041.730000 sec): 3 clusters Score: Raw -162878.309549 + Penalty 3513.360372 = -159364.949177 nChanged 28 SP:Iteration 4Q (22041.910000 sec): 3 clusters Score: Raw -162901.981219 + Penalty 3513.360372 = -159388.620846 nChanged 15 SP:Iteration 5Q (22042.110000 sec): 3 clusters Score: Raw -162920.308331 + Penalty 3513.360372 = -159406.947958 nChanged 17 SP:Iteration 6Q (22042.300000 sec): 3 clusters Score: Raw -162937.507158 + Penalty 3513.360372 = -159424.146786 nChanged 13 SP:Iteration 7Q (22042.480000 sec): 3 clusters Score: Raw -162950.643715 + Penalty 3513.360372 = -159437.283342 nChanged 9 SP:Iteration 8Q (22042.660000 sec): 3 clusters Score: Raw -162962.047006 + Penalty 3513.360372 = -159448.686634 nChanged 19 SP:Iteration 9Q (22042.830000 sec): 3 clusters Score: Raw -162984.252071 + Penalty 3513.360372 = -159470.891699 nChanged 13 SP:Iteration 10Q (22043.030000 sec): 3 clusters Score: Raw -162997.190685 + Penalty 3513.360372 = -159483.830313 nChanged 11 SP:Iteration 11Q (22043.240000 sec): 3 clusters Score: Raw -163009.098002 + Penalty 3513.360372 = -159495.737630 nChanged 11 SP:Iteration 12Q (22043.450000 sec): 3 clusters Score: Raw -163018.440118 + Penalty 3513.360372 = -159505.079745 nChanged 10 SP:Iteration 13Q (22043.640000 sec): 3 clusters Score: Raw -163066.465096 + Penalty 3513.360372 = -159553.104724 nChanged 23 SP:Iteration 14Q (22043.820000 sec): 3 clusters Score: Raw -163095.293850 + Penalty 3513.360372 = -159581.933477 nChanged 22 SP:Iteration 15Q (22044.000000 sec): 3 clusters Score: Raw -163117.754672 + Penalty 3513.360372 = -159604.394300 nChanged 23 SP:Iteration 16Q (22044.180000 sec): 3 clusters Score: Raw -163149.167553 + Penalty 3513.360372 = -159635.807180 nChanged 33 SP:Iteration 17Q (22044.390000 sec): 3 clusters Score: Raw -163200.947995 + Penalty 3513.360372 = -159687.587623 nChanged 43 SP:Iteration 18Q (22044.610000 sec): 3 clusters Score: Raw -163266.711598 + Penalty 3513.360372 = -159753.351226 nChanged 37 SP:Iteration 19Q (22044.750000 sec): 3 clusters Score: Raw -163343.207490 + Penalty 3513.360372 = -159829.847118 nChanged 33 SP:Iteration 20F (22044.930000 sec): 3 clusters Score: Raw -163423.217880 + Penalty 3513.360372 = -159909.857507 nChanged 46 SP:Iteration 21Q (22045.130000 sec): 3 clusters Score: Raw -163582.220403 + Penalty 3513.360372 = -160068.860031 nChanged 46 SP:Iteration 22Q (22045.310000 sec): 3 clusters Score: Raw -163760.182379 + Penalty 3513.360372 = -160246.822007 nChanged 45 SP:Iteration 23Q (22045.510000 sec): 3 clusters Score: Raw -163938.697623 + Penalty 3513.360372 = -160425.337250 nChanged 37 SP:Iteration 24Q (22045.710000 sec): 3 clusters Score: Raw -164050.120341 + Penalty 3513.360372 = -160536.759968 nChanged 25 SP:Iteration 25Q (22045.840000 sec): 3 clusters Score: Raw -164102.481652 + Penalty 3513.360372 = -160589.121280 nChanged 10 SP:Iteration 26Q (22046.050000 sec): 3 clusters Score: Raw -164115.451330 + Penalty 3513.360372 = -160602.090958 nChanged 7 SP:Iteration 27Q (22046.210000 sec): 3 clusters Score: Raw -164124.344044 + Penalty 3513.360372 = -160610.983672 nChanged 7 SP:Iteration 28Q (22046.430000 sec): 3 clusters Score: Raw -164132.150680 + Penalty 3513.360372 = -160618.790307 nChanged 4 SP:Iteration 29Q (22046.600000 sec): 3 clusters Score: Raw -164138.988772 + Penalty 3513.360372 = -160625.628400 nChanged 4 SP:Iteration 30Q (22046.790000 sec): 3 clusters Score: Raw -164147.498869 + Penalty 3513.360372 = -160634.138497 nChanged 1 SP:Iteration 31Q (22046.940000 sec): 3 clusters Score: Raw -164149.563899 + Penalty 3513.360372 = -160636.203526 nChanged 1 SP:Iteration 32Q (22047.120000 sec): 3 clusters Score: Raw -164150.458161 + Penalty 3513.360372 = -160637.097788 nChanged 0 SP:Iteration 33F (22047.290000 sec): 3 clusters Score: Raw -164150.458161 + Penalty 3513.360372 = -160637.097788 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22047.390000 sec): 2 clusters Score: Raw -72695.884473 + Penalty 1522.156309 = -71173.728164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22047.580000 sec): 3 clusters Score: Raw -72735.523212 + Penalty 3044.312619 = -69691.210593 nChanged 85 SP:Iteration 1F (22047.790000 sec): 3 clusters Score: Raw -72909.587057 + Penalty 3044.312619 = -69865.274438 nChanged 24 SP:Iteration 2F (22048.020000 sec): 3 clusters Score: Raw -72979.993353 + Penalty 3044.312619 = -69935.680735 nChanged 6 SP:Iteration 3Q (22048.230000 sec): 3 clusters Score: Raw -72994.650130 + Penalty 3044.312619 = -69950.337511 nChanged 4 SP:Iteration 4Q (22048.450000 sec): 3 clusters Score: Raw -73001.528925 + Penalty 3044.312619 = -69957.216306 nChanged 2 SP:Iteration 5Q (22048.680000 sec): 3 clusters Score: Raw -73003.214653 + Penalty 3044.312619 = -69958.902034 nChanged 1 SP:Iteration 6Q (22048.840000 sec): 3 clusters Score: Raw -73006.300104 + Penalty 3044.312619 = -69961.987485 nChanged 0 SP:Iteration 7F (22049.000000 sec): 3 clusters Score: Raw -73006.300104 + Penalty 3044.312619 = -69961.987485 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (10386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22049.190000 sec): 2 clusters Score: Raw -1550565.902872 + Penalty 2293.557078 = -1548272.345794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22049.470000 sec): 3 clusters Score: Raw -1544958.540566 + Penalty 4587.114156 = -1540371.426410 nChanged 4380 SP:Iteration 1F (22049.700000 sec): 3 clusters Score: Raw -1547357.122667 + Penalty 4587.114156 = -1542770.008511 nChanged 751 SP:Iteration 2F (22049.940000 sec): 3 clusters Score: Raw -1547743.041354 + Penalty 4587.114156 = -1543155.927198 nChanged 636 SP:Iteration 3F (22050.160000 sec): 3 clusters Score: Raw -1548123.025231 + Penalty 4587.114156 = -1543535.911075 nChanged 593 SP:Iteration 4F (22050.430000 sec): 3 clusters Score: Raw -1548493.989374 + Penalty 4587.114156 = -1543906.875218 nChanged 568 SP:Iteration 5F (22050.680000 sec): 3 clusters Score: Raw -1548831.650659 + Penalty 4587.114156 = -1544244.536503 nChanged 516 SP:Iteration 6Q (22050.950000 sec): 3 clusters Score: Raw -1549147.042162 + Penalty 4587.114156 = -1544559.928006 nChanged 478 SP:Iteration 7Q (22051.170000 sec): 3 clusters Score: Raw -1549460.610248 + Penalty 4587.114156 = -1544873.496091 nChanged 473 SP:Iteration 8Q (22051.400000 sec): 3 clusters Score: Raw -1549764.276306 + Penalty 4587.114156 = -1545177.162150 nChanged 339 SP:Iteration 9Q (22051.630000 sec): 3 clusters Score: Raw -1549966.336302 + Penalty 4587.114156 = -1545379.222146 nChanged 288 SP:Iteration 10Q (22051.840000 sec): 3 clusters Score: Raw -1550104.685676 + Penalty 4587.114156 = -1545517.571520 nChanged 227 SP:Iteration 11Q (22052.070000 sec): 3 clusters Score: Raw -1550218.963255 + Penalty 4587.114156 = -1545631.849099 nChanged 190 SP:Iteration 12Q (22052.290000 sec): 3 clusters Score: Raw -1550314.836634 + Penalty 4587.114156 = -1545727.722478 nChanged 177 SP:Iteration 13Q (22052.520000 sec): 3 clusters Score: Raw -1550401.961065 + Penalty 4587.114156 = -1545814.846909 nChanged 138 SP:Iteration 14Q (22052.790000 sec): 3 clusters Score: Raw -1550464.499455 + Penalty 4587.114156 = -1545877.385299 nChanged 120 SP:Iteration 15Q (22053.050000 sec): 3 clusters Score: Raw -1550523.246054 + Penalty 4587.114156 = -1545936.131898 nChanged 104 SP:Iteration 16Q (22053.300000 sec): 3 clusters Score: Raw -1550559.725317 + Penalty 4587.114156 = -1545972.611161 nChanged 85 SP:Iteration 17Q (22053.580000 sec): 3 clusters Score: Raw -1550591.572222 + Penalty 4587.114156 = -1546004.458065 nChanged 71 SP:Iteration 18Q (22053.790000 sec): 3 clusters Score: Raw -1550614.355553 + Penalty 4587.114156 = -1546027.241397 nChanged 66 SP:Iteration 19Q (22053.980000 sec): 3 clusters Score: Raw -1550634.427847 + Penalty 4587.114156 = -1546047.313691 nChanged 58 SP:Iteration 20F (22054.220000 sec): 3 clusters Score: Raw -1550650.417047 + Penalty 4587.114156 = -1546063.302891 nChanged 46 SP:Iteration 21Q (22054.480000 sec): 3 clusters Score: Raw -1550663.076005 + Penalty 4587.114156 = -1546075.961849 nChanged 37 SP:Iteration 22Q (22054.670000 sec): 3 clusters Score: Raw -1550674.396746 + Penalty 4587.114156 = -1546087.282590 nChanged 45 SP:Iteration 23Q (22054.860000 sec): 3 clusters Score: Raw -1550687.462209 + Penalty 4587.114156 = -1546100.348053 nChanged 34 SP:Iteration 24Q (22055.080000 sec): 3 clusters Score: Raw -1550695.328138 + Penalty 4587.114156 = -1546108.213982 nChanged 32 SP:Iteration 25Q (22055.290000 sec): 3 clusters Score: Raw -1550704.771159 + Penalty 4587.114156 = -1546117.657003 nChanged 26 SP:Iteration 26Q (22055.520000 sec): 3 clusters Score: Raw -1550712.154749 + Penalty 4587.114156 = -1546125.040593 nChanged 24 SP:Iteration 27Q (22055.760000 sec): 3 clusters Score: Raw -1550716.258023 + Penalty 4587.114156 = -1546129.143867 nChanged 18 SP:Iteration 28Q (22056.030000 sec): 3 clusters Score: Raw -1550720.537193 + Penalty 4587.114156 = -1546133.423037 nChanged 15 SP:Iteration 29Q (22056.290000 sec): 3 clusters Score: Raw -1550724.064845 + Penalty 4587.114156 = -1546136.950688 nChanged 14 SP:Iteration 30Q (22056.590000 sec): 3 clusters Score: Raw -1550726.500053 + Penalty 4587.114156 = -1546139.385897 nChanged 10 SP:Iteration 31Q (22056.780000 sec): 3 clusters Score: Raw -1550727.962905 + Penalty 4587.114156 = -1546140.848749 nChanged 6 SP:Iteration 32Q (22057.010000 sec): 3 clusters Score: Raw -1550728.792220 + Penalty 4587.114156 = -1546141.678064 nChanged 5 SP:Iteration 33Q (22057.230000 sec): 3 clusters Score: Raw -1550729.380684 + Penalty 4587.114156 = -1546142.266528 nChanged 3 SP:Iteration 34Q (22057.440000 sec): 3 clusters Score: Raw -1550729.900377 + Penalty 4587.114156 = -1546142.786221 nChanged 2 SP:Iteration 35Q (22057.650000 sec): 3 clusters Score: Raw -1550730.076895 + Penalty 4587.114156 = -1546142.962739 nChanged 1 SP:Iteration 36Q (22057.910000 sec): 3 clusters Score: Raw -1550730.228826 + Penalty 4587.114156 = -1546143.114670 nChanged 0 SP:Iteration 37F (22058.120000 sec): 3 clusters Score: Raw -1550730.228826 + Penalty 4587.114156 = -1546143.114670 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22058.240000 sec): 2 clusters Score: Raw -51412.730055 + Penalty 1465.877568 = -49946.852487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22058.470000 sec): 3 clusters Score: Raw -51471.516121 + Penalty 2931.755135 = -48539.760985 nChanged 52 SP:Iteration 1F (22058.640000 sec): 3 clusters Score: Raw -51622.793464 + Penalty 2931.755135 = -48691.038328 nChanged 22 SP:Iteration 2F (22058.840000 sec): 3 clusters Score: Raw -51700.391074 + Penalty 2931.755135 = -48768.635938 nChanged 9 SP:Iteration 3Q (22059.070000 sec): 3 clusters Score: Raw -51728.448646 + Penalty 2931.755135 = -48796.693511 nChanged 3 SP:Iteration 4Q (22059.240000 sec): 3 clusters Score: Raw -51738.162716 + Penalty 2931.755135 = -48806.407580 nChanged 2 SP:Iteration 5Q (22059.400000 sec): 3 clusters Score: Raw -51750.758019 + Penalty 2931.755135 = -48819.002883 nChanged 3 SP:Iteration 6Q (22059.570000 sec): 3 clusters Score: Raw -51763.577393 + Penalty 2931.755135 = -48831.822258 nChanged 3 SP:Iteration 7Q (22059.730000 sec): 3 clusters Score: Raw -51771.976621 + Penalty 2931.755135 = -48840.221486 nChanged 0 SP:Iteration 8F (22059.950000 sec): 3 clusters Score: Raw -51771.976621 + Penalty 2931.755135 = -48840.221486 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22060.010000 sec): 2 clusters Score: Raw -20267.898556 + Penalty 1220.155270 = -19047.743287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22060.220000 sec): 3 clusters Score: Raw -20547.557965 + Penalty 2440.310539 = -18107.247426 nChanged 3 SP:Iteration 1Q (22060.400000 sec): 3 clusters Score: Raw -20565.806729 + Penalty 2440.310539 = -18125.496190 nChanged 0 SP:Iteration 2F (22060.640000 sec): 3 clusters Score: Raw -20565.806729 + Penalty 2440.310539 = -18125.496190 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (5178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22060.700000 sec): 2 clusters Score: Raw -791644.695638 + Penalty 2120.939192 = -789523.756446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22060.930000 sec): 3 clusters Score: Raw -789150.814070 + Penalty 4241.878384 = -784908.935686 nChanged 1992 SP:Iteration 1F (22061.140000 sec): 3 clusters Score: Raw -790221.209713 + Penalty 4241.878384 = -785979.331330 nChanged 346 SP:Iteration 2F (22061.420000 sec): 3 clusters Score: Raw -790392.531516 + Penalty 4241.878384 = -786150.653133 nChanged 220 SP:Iteration 3Q (22061.580000 sec): 3 clusters Score: Raw -790491.333204 + Penalty 4241.878384 = -786249.454820 nChanged 153 SP:Iteration 4Q (22061.750000 sec): 3 clusters Score: Raw -790551.353984 + Penalty 4241.878384 = -786309.475601 nChanged 113 SP:Iteration 5Q (22062.020000 sec): 3 clusters Score: Raw -790594.520919 + Penalty 4241.878384 = -786352.642535 nChanged 102 SP:Iteration 6Q (22062.210000 sec): 3 clusters Score: Raw -790633.222427 + Penalty 4241.878384 = -786391.344043 nChanged 78 SP:Iteration 7Q (22062.430000 sec): 3 clusters Score: Raw -790660.444290 + Penalty 4241.878384 = -786418.565907 nChanged 69 SP:Iteration 8Q (22062.650000 sec): 3 clusters Score: Raw -790685.609088 + Penalty 4241.878384 = -786443.730704 nChanged 58 SP:Iteration 9Q (22062.860000 sec): 3 clusters Score: Raw -790707.111702 + Penalty 4241.878384 = -786465.233319 nChanged 59 SP:Iteration 10Q (22063.130000 sec): 3 clusters Score: Raw -790725.076960 + Penalty 4241.878384 = -786483.198577 nChanged 50 SP:Iteration 11Q (22063.340000 sec): 3 clusters Score: Raw -790741.170763 + Penalty 4241.878384 = -786499.292380 nChanged 53 SP:Iteration 12Q (22063.540000 sec): 3 clusters Score: Raw -790760.515815 + Penalty 4241.878384 = -786518.637432 nChanged 56 SP:Iteration 13Q (22063.700000 sec): 3 clusters Score: Raw -790781.257923 + Penalty 4241.878384 = -786539.379539 nChanged 51 SP:Iteration 14Q (22063.910000 sec): 3 clusters Score: Raw -790802.102640 + Penalty 4241.878384 = -786560.224257 nChanged 63 SP:Iteration 15Q (22064.100000 sec): 3 clusters Score: Raw -790823.509706 + Penalty 4241.878384 = -786581.631322 nChanged 66 SP:Iteration 16Q (22064.300000 sec): 3 clusters Score: Raw -790849.227565 + Penalty 4241.878384 = -786607.349181 nChanged 70 SP:Iteration 17Q (22064.480000 sec): 3 clusters Score: Raw -790876.490724 + Penalty 4241.878384 = -786634.612341 nChanged 69 SP:Iteration 18Q (22064.680000 sec): 3 clusters Score: Raw -790899.685779 + Penalty 4241.878384 = -786657.807396 nChanged 60 SP:Iteration 19Q (22064.880000 sec): 3 clusters Score: Raw -790919.890499 + Penalty 4241.878384 = -786678.012116 nChanged 57 SP:Iteration 20F (22065.150000 sec): 3 clusters Score: Raw -790942.186344 + Penalty 4241.878384 = -786700.307961 nChanged 63 SP:Iteration 21Q (22065.330000 sec): 3 clusters Score: Raw -790968.093500 + Penalty 4241.878384 = -786726.215117 nChanged 69 SP:Iteration 22Q (22065.510000 sec): 3 clusters Score: Raw -790997.276011 + Penalty 4241.878384 = -786755.397628 nChanged 67 SP:Iteration 23Q (22065.730000 sec): 3 clusters Score: Raw -791027.056226 + Penalty 4241.878384 = -786785.177842 nChanged 74 SP:Iteration 24Q (22065.930000 sec): 3 clusters Score: Raw -791058.208921 + Penalty 4241.878384 = -786816.330538 nChanged 65 SP:Iteration 25Q (22066.180000 sec): 3 clusters Score: Raw -791088.986399 + Penalty 4241.878384 = -786847.108015 nChanged 76 SP:Iteration 26Q (22066.410000 sec): 3 clusters Score: Raw -791126.550067 + Penalty 4241.878384 = -786884.671683 nChanged 85 SP:Iteration 27Q (22066.580000 sec): 3 clusters Score: Raw -791171.803889 + Penalty 4241.878384 = -786929.925506 nChanged 78 SP:Iteration 28Q (22066.820000 sec): 3 clusters Score: Raw -791210.979487 + Penalty 4241.878384 = -786969.101103 nChanged 82 SP:Iteration 29Q (22067.010000 sec): 3 clusters Score: Raw -791256.555412 + Penalty 4241.878384 = -787014.677028 nChanged 90 SP:Iteration 30Q (22067.200000 sec): 3 clusters Score: Raw -791309.485779 + Penalty 4241.878384 = -787067.607395 nChanged 88 SP:Iteration 31Q (22067.430000 sec): 3 clusters Score: Raw -791367.837184 + Penalty 4241.878384 = -787125.958801 nChanged 86 SP:Iteration 32Q (22067.640000 sec): 3 clusters Score: Raw -791423.838448 + Penalty 4241.878384 = -787181.960064 nChanged 81 SP:Iteration 33Q (22067.900000 sec): 3 clusters Score: Raw -791485.720031 + Penalty 4241.878384 = -787243.841647 nChanged 69 SP:Iteration 34Q (22068.130000 sec): 3 clusters Score: Raw -791535.866866 + Penalty 4241.878384 = -787293.988482 nChanged 66 SP:Iteration 35Q (22068.290000 sec): 3 clusters Score: Raw -791582.335158 + Penalty 4241.878384 = -787340.456775 nChanged 51 SP:Iteration 36Q (22068.510000 sec): 3 clusters Score: Raw -791617.109031 + Penalty 4241.878384 = -787375.230648 nChanged 38 SP:Iteration 37Q (22068.690000 sec): 3 clusters Score: Raw -791648.411148 + Penalty 4241.878384 = -787406.532765 nChanged 45 SP:Iteration 38Q (22068.900000 sec): 3 clusters Score: Raw -791683.027512 + Penalty 4241.878384 = -787441.149128 nChanged 28 SP:Iteration 39Q (22069.090000 sec): 3 clusters Score: Raw -791704.756621 + Penalty 4241.878384 = -787462.878237 nChanged 26 SP:Iteration 40F (22069.290000 sec): 3 clusters Score: Raw -791725.521594 + Penalty 4241.878384 = -787483.643211 nChanged 23 SP:Iteration 41Q (22069.520000 sec): 3 clusters Score: Raw -791741.106321 + Penalty 4241.878384 = -787499.227938 nChanged 15 SP:Iteration 42Q (22069.710000 sec): 3 clusters Score: Raw -791751.180499 + Penalty 4241.878384 = -787509.302116 nChanged 12 SP:Iteration 43Q (22069.870000 sec): 3 clusters Score: Raw -791758.852740 + Penalty 4241.878384 = -787516.974356 nChanged 7 SP:Iteration 44Q (22070.100000 sec): 3 clusters Score: Raw -791765.217471 + Penalty 4241.878384 = -787523.339087 nChanged 11 SP:Iteration 45Q (22070.320000 sec): 3 clusters Score: Raw -791774.692793 + Penalty 4241.878384 = -787532.814410 nChanged 6 SP:Iteration 46Q (22070.500000 sec): 3 clusters Score: Raw -791778.693967 + Penalty 4241.878384 = -787536.815583 nChanged 2 SP:Iteration 47Q (22070.740000 sec): 3 clusters Score: Raw -791779.745269 + Penalty 4241.878384 = -787537.866886 nChanged 1 SP:Iteration 48Q (22070.960000 sec): 3 clusters Score: Raw -791780.427361 + Penalty 4241.878384 = -787538.548977 nChanged 0 SP:Iteration 49F (22071.130000 sec): 3 clusters Score: Raw -791780.427361 + Penalty 4241.878384 = -787538.548977 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 56 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22071.230000 sec): 2 clusters Score: Raw -17766.461915 + Penalty 1252.364290 = -16514.097625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22071.430000 sec): 3 clusters Score: Raw -18078.323170 + Penalty 2504.728580 = -15573.594591 nChanged 13 SP:Iteration 1F (22071.650000 sec): 3 clusters Score: Raw -18202.798354 + Penalty 2504.728580 = -15698.069775 nChanged 5 SP:Iteration 2Q (22071.870000 sec): 3 clusters Score: Raw -18254.690049 + Penalty 2504.728580 = -15749.961470 nChanged 2 SP:Iteration 3Q (22072.040000 sec): 3 clusters Score: Raw -18268.894174 + Penalty 2504.728580 = -15764.165594 nChanged 1 SP:Iteration 4Q (22072.250000 sec): 3 clusters Score: Raw -18273.242946 + Penalty 2504.728580 = -15768.514366 nChanged 1 SP:Iteration 5Q (22072.400000 sec): 3 clusters Score: Raw -18279.676305 + Penalty 2504.728580 = -15774.947726 nChanged 2 SP:Iteration 6Q (22072.550000 sec): 3 clusters Score: Raw -18284.126617 + Penalty 2504.728580 = -15779.398037 nChanged 0 SP:Iteration 7F (22072.770000 sec): 3 clusters Score: Raw -18284.126617 + Penalty 2504.728580 = -15779.398037 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 57 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22072.830000 sec): 2 clusters Score: Raw -52573.030301 + Penalty 1479.604391 = -51093.425909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22073.050000 sec): 3 clusters Score: Raw -52658.020778 + Penalty 2959.208783 = -49698.811995 nChanged 51 SP:Iteration 1F (22073.190000 sec): 3 clusters Score: Raw -52832.212577 + Penalty 2959.208783 = -49873.003795 nChanged 20 SP:Iteration 2F (22073.390000 sec): 3 clusters Score: Raw -52922.780768 + Penalty 2959.208783 = -49963.571985 nChanged 6 SP:Iteration 3Q (22073.590000 sec): 3 clusters Score: Raw -52945.983233 + Penalty 2959.208783 = -49986.774450 nChanged 7 SP:Iteration 4Q (22073.750000 sec): 3 clusters Score: Raw -52967.155614 + Penalty 2959.208783 = -50007.946832 nChanged 3 SP:Iteration 5Q (22073.940000 sec): 3 clusters Score: Raw -52974.335839 + Penalty 2959.208783 = -50015.127057 nChanged 2 SP:Iteration 6Q (22074.120000 sec): 3 clusters Score: Raw -52981.135748 + Penalty 2959.208783 = -50021.926965 nChanged 3 SP:Iteration 7Q (22074.310000 sec): 3 clusters Score: Raw -52988.934640 + Penalty 2959.208783 = -50029.725858 nChanged 3 SP:Iteration 8Q (22074.490000 sec): 3 clusters Score: Raw -52997.984600 + Penalty 2959.208783 = -50038.775818 nChanged 0 SP:Iteration 9F (22074.650000 sec): 3 clusters Score: Raw -52997.984600 + Penalty 2959.208783 = -50038.775818 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 58 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22074.770000 sec): 2 clusters Score: Raw -47564.522372 + Penalty 1423.468642 = -46141.053730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22074.940000 sec): 3 clusters Score: Raw -47688.040306 + Penalty 2846.937284 = -44841.103021 nChanged 38 SP:Iteration 1F (22075.160000 sec): 3 clusters Score: Raw -47838.546666 + Penalty 2846.937284 = -44991.609382 nChanged 22 SP:Iteration 2F (22075.330000 sec): 3 clusters Score: Raw -47947.094477 + Penalty 2846.937284 = -45100.157192 nChanged 9 SP:Iteration 3Q (22075.490000 sec): 3 clusters Score: Raw -48027.178432 + Penalty 2846.937284 = -45180.241147 nChanged 10 SP:Iteration 4Q (22075.650000 sec): 3 clusters Score: Raw -48106.880424 + Penalty 2846.937284 = -45259.943140 nChanged 7 SP:Iteration 5Q (22075.830000 sec): 3 clusters Score: Raw -48185.741281 + Penalty 2846.937284 = -45338.803997 nChanged 6 SP:Iteration 6Q (22076.050000 sec): 3 clusters Score: Raw -48218.782686 + Penalty 2846.937284 = -45371.845401 nChanged 4 SP:Iteration 7Q (22076.220000 sec): 3 clusters Score: Raw -48235.480716 + Penalty 2846.937284 = -45388.543432 nChanged 8 SP:Iteration 8Q (22076.410000 sec): 3 clusters Score: Raw -48272.030606 + Penalty 2846.937284 = -45425.093322 nChanged 4 SP:Iteration 9Q (22076.630000 sec): 3 clusters Score: Raw -48287.975150 + Penalty 2846.937284 = -45441.037866 nChanged 3 SP:Iteration 10Q (22076.780000 sec): 3 clusters Score: Raw -48313.528967 + Penalty 2846.937284 = -45466.591683 nChanged 4 SP:Iteration 11Q (22076.940000 sec): 3 clusters Score: Raw -48333.154567 + Penalty 2846.937284 = -45486.217283 nChanged 1 SP:Iteration 12Q (22077.160000 sec): 3 clusters Score: Raw -48344.205462 + Penalty 2846.937284 = -45497.268177 nChanged 1 SP:Iteration 13Q (22077.310000 sec): 3 clusters Score: Raw -48350.431664 + Penalty 2846.937284 = -45503.494379 nChanged 0 SP:Iteration 14F (22077.480000 sec): 3 clusters Score: Raw -48350.460867 + Penalty 2846.937284 = -45503.523583 nChanged 1 SP:Iteration 15Q (22077.640000 sec): 3 clusters Score: Raw -48357.224141 + Penalty 2846.937284 = -45510.286856 nChanged 2 SP:Iteration 16Q (22077.850000 sec): 3 clusters Score: Raw -48369.262681 + Penalty 2846.937284 = -45522.325396 nChanged 0 SP:Iteration 17F (22078.030000 sec): 3 clusters Score: Raw -48369.262681 + Penalty 2846.937284 = -45522.325396 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 59 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22078.120000 sec): 2 clusters Score: Raw -43331.039851 + Penalty 1480.872936 = -41850.166914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22078.300000 sec): 3 clusters Score: Raw -43501.792828 + Penalty 2961.745873 = -40540.046956 nChanged 72 SP:Iteration 1F (22078.500000 sec): 3 clusters Score: Raw -43762.816424 + Penalty 2961.745873 = -40801.070551 nChanged 20 SP:Iteration 2F (22078.680000 sec): 3 clusters Score: Raw -43858.978111 + Penalty 2961.745873 = -40897.232238 nChanged 16 SP:Iteration 3Q (22078.890000 sec): 3 clusters Score: Raw -43923.466951 + Penalty 2961.745873 = -40961.721078 nChanged 10 SP:Iteration 4Q (22079.060000 sec): 3 clusters Score: Raw -43979.628324 + Penalty 2961.745873 = -41017.882452 nChanged 6 SP:Iteration 5Q (22079.220000 sec): 3 clusters Score: Raw -44023.228047 + Penalty 2961.745873 = -41061.482175 nChanged 4 SP:Iteration 6Q (22079.420000 sec): 3 clusters Score: Raw -44044.588371 + Penalty 2961.745873 = -41082.842499 nChanged 7 SP:Iteration 7Q (22079.550000 sec): 3 clusters Score: Raw -44086.192910 + Penalty 2961.745873 = -41124.447038 nChanged 8 SP:Iteration 8Q (22079.750000 sec): 3 clusters Score: Raw -44123.881720 + Penalty 2961.745873 = -41162.135848 nChanged 6 SP:Iteration 9Q (22079.890000 sec): 3 clusters Score: Raw -44172.919970 + Penalty 2961.745873 = -41211.174097 nChanged 7 SP:Iteration 10Q (22080.090000 sec): 3 clusters Score: Raw -44219.797417 + Penalty 2961.745873 = -41258.051544 nChanged 5 SP:Iteration 11Q (22080.310000 sec): 3 clusters Score: Raw -44256.618385 + Penalty 2961.745873 = -41294.872513 nChanged 3 SP:Iteration 12Q (22080.500000 sec): 3 clusters Score: Raw -44266.814245 + Penalty 2961.745873 = -41305.068372 nChanged 3 SP:Iteration 13Q (22080.690000 sec): 3 clusters Score: Raw -44284.761039 + Penalty 2961.745873 = -41323.015166 nChanged 4 SP:Iteration 14Q (22080.860000 sec): 3 clusters Score: Raw -44305.601598 + Penalty 2961.745873 = -41343.855725 nChanged 3 SP:Iteration 15Q (22081.000000 sec): 3 clusters Score: Raw -44319.198224 + Penalty 2961.745873 = -41357.452352 nChanged 3 SP:Iteration 16Q (22081.210000 sec): 3 clusters Score: Raw -44332.914296 + Penalty 2961.745873 = -41371.168423 nChanged 1 SP:Iteration 17Q (22081.350000 sec): 3 clusters Score: Raw -44339.396455 + Penalty 2961.745873 = -41377.650583 nChanged 1 SP:Iteration 18Q (22081.570000 sec): 3 clusters Score: Raw -44353.670834 + Penalty 2961.745873 = -41391.924962 nChanged 4 SP:Iteration 19Q (22081.730000 sec): 3 clusters Score: Raw -44428.202574 + Penalty 2961.745873 = -41466.456702 nChanged 3 SP:Iteration 20F (22081.890000 sec): 3 clusters Score: Raw -44455.418095 + Penalty 2961.745873 = -41493.672223 nChanged 2 SP:Iteration 21Q (22082.110000 sec): 3 clusters Score: Raw -44503.471131 + Penalty 2961.745873 = -41541.725259 nChanged 0 SP:Iteration 22F (22082.290000 sec): 3 clusters Score: Raw -44503.471131 + Penalty 2961.745873 = -41541.725259 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 60 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22082.370000 sec): 2 clusters Score: Raw -35001.507615 + Penalty 1441.904372 = -33559.603244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22082.570000 sec): 3 clusters Score: Raw -35240.740861 + Penalty 2883.808744 = -32356.932117 nChanged 59 SP:Iteration 1F (22082.730000 sec): 3 clusters Score: Raw -35452.299695 + Penalty 2883.808744 = -32568.490951 nChanged 22 SP:Iteration 2F (22082.930000 sec): 3 clusters Score: Raw -35547.018429 + Penalty 2883.808744 = -32663.209685 nChanged 8 SP:Iteration 3Q (22083.130000 sec): 3 clusters Score: Raw -35589.950542 + Penalty 2883.808744 = -32706.141798 nChanged 6 SP:Iteration 4Q (22083.320000 sec): 3 clusters Score: Raw -35613.758710 + Penalty 2883.808744 = -32729.949966 nChanged 1 SP:Iteration 5Q (22083.470000 sec): 3 clusters Score: Raw -35615.945309 + Penalty 2883.808744 = -32732.136565 nChanged 0 SP:Iteration 6F (22083.650000 sec): 3 clusters Score: Raw -35615.945309 + Penalty 2883.808744 = -32732.136565 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 61 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22083.760000 sec): 2 clusters Score: Raw -13270.837246 + Penalty 1178.890367 = -12091.946878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22083.970000 sec): 3 clusters Score: Raw -13751.717690 + Penalty 2357.780735 = -11393.936955 nChanged 7 SP:Iteration 1F (22084.140000 sec): 3 clusters Score: Raw -13839.103744 + Penalty 2357.780735 = -11481.323010 nChanged 1 SP:Iteration 2Q (22084.350000 sec): 3 clusters Score: Raw -13844.359259 + Penalty 2357.780735 = -11486.578524 nChanged 0 SP:Iteration 3F (22084.560000 sec): 3 clusters Score: Raw -13844.359259 + Penalty 2357.780735 = -11486.578524 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 62 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22084.630000 sec): 2 clusters Score: Raw -20141.627851 + Penalty 1267.772972 = -18873.854879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22084.850000 sec): 3 clusters Score: Raw -20408.826427 + Penalty 2535.545943 = -17873.280484 nChanged 11 SP:Iteration 1F (22085.030000 sec): 3 clusters Score: Raw -20458.338675 + Penalty 2535.545943 = -17922.792732 nChanged 3 SP:Iteration 2Q (22085.190000 sec): 3 clusters Score: Raw -20469.783943 + Penalty 2535.545943 = -17934.238000 nChanged 1 SP:Iteration 3Q (22085.410000 sec): 3 clusters Score: Raw -20476.809431 + Penalty 2535.545943 = -17941.263488 nChanged 0 SP:Iteration 4F (22085.550000 sec): 3 clusters Score: Raw -20476.809431 + Penalty 2535.545943 = -17941.263488 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 63 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22085.600000 sec): 2 clusters Score: Raw -79942.746621 + Penalty 1567.996180 = -78374.750441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22085.740000 sec): 3 clusters Score: Raw -79925.800332 + Penalty 3135.992359 = -76789.807973 nChanged 111 SP:Iteration 1F (22085.900000 sec): 3 clusters Score: Raw -80153.066215 + Penalty 3135.992359 = -77017.073856 nChanged 39 SP:Iteration 2F (22086.060000 sec): 3 clusters Score: Raw -80250.099962 + Penalty 3135.992359 = -77114.107603 nChanged 15 SP:Iteration 3Q (22086.230000 sec): 3 clusters Score: Raw -80295.106368 + Penalty 3135.992359 = -77159.114009 nChanged 7 SP:Iteration 4Q (22086.420000 sec): 3 clusters Score: Raw -80325.185242 + Penalty 3135.992359 = -77189.192883 nChanged 8 SP:Iteration 5Q (22086.610000 sec): 3 clusters Score: Raw -80351.158419 + Penalty 3135.992359 = -77215.166060 nChanged 9 SP:Iteration 6Q (22086.810000 sec): 3 clusters Score: Raw -80378.231745 + Penalty 3135.992359 = -77242.239386 nChanged 6 SP:Iteration 7Q (22086.990000 sec): 3 clusters Score: Raw -80387.411445 + Penalty 3135.992359 = -77251.419086 nChanged 3 SP:Iteration 8Q (22087.150000 sec): 3 clusters Score: Raw -80394.896609 + Penalty 3135.992359 = -77258.904250 nChanged 4 SP:Iteration 9Q (22087.290000 sec): 3 clusters Score: Raw -80405.366673 + Penalty 3135.992359 = -77269.374314 nChanged 2 SP:Iteration 10Q (22087.430000 sec): 3 clusters Score: Raw -80408.212895 + Penalty 3135.992359 = -77272.220536 nChanged 1 SP:Iteration 11Q (22087.650000 sec): 3 clusters Score: Raw -80409.276979 + Penalty 3135.992359 = -77273.284620 nChanged 0 SP:Iteration 12F (22087.780000 sec): 3 clusters Score: Raw -80409.276979 + Penalty 3135.992359 = -77273.284620 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 64 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22087.910000 sec): 2 clusters Score: Raw -20879.824056 + Penalty 1278.016315 = -19601.807741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22088.100000 sec): 3 clusters Score: Raw -21339.514011 + Penalty 2556.032631 = -18783.481380 nChanged 21 SP:Iteration 1F (22088.270000 sec): 3 clusters Score: Raw -21426.224576 + Penalty 2556.032631 = -18870.191945 nChanged 5 SP:Iteration 2Q (22088.500000 sec): 3 clusters Score: Raw -21438.277382 + Penalty 2556.032631 = -18882.244751 nChanged 3 SP:Iteration 3Q (22088.680000 sec): 3 clusters Score: Raw -21451.621248 + Penalty 2556.032631 = -18895.588617 nChanged 2 SP:Iteration 4Q (22088.840000 sec): 3 clusters Score: Raw -21458.574737 + Penalty 2556.032631 = -18902.542106 nChanged 2 SP:Iteration 5Q (22089.040000 sec): 3 clusters Score: Raw -21471.605278 + Penalty 2556.032631 = -18915.572647 nChanged 2 SP:Iteration 6Q (22089.210000 sec): 3 clusters Score: Raw -21481.998287 + Penalty 2556.032631 = -18925.965656 nChanged 2 SP:Iteration 7Q (22089.410000 sec): 3 clusters Score: Raw -21527.178272 + Penalty 2556.032631 = -18971.145641 nChanged 2 SP:Iteration 8Q (22089.610000 sec): 3 clusters Score: Raw -21543.078453 + Penalty 2556.032631 = -18987.045822 nChanged 0 SP:Iteration 9F (22089.750000 sec): 3 clusters Score: Raw -21543.078453 + Penalty 2556.032631 = -18987.045822 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 65 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22089.830000 sec): 2 clusters Score: Raw -29384.219970 + Penalty 1386.564771 = -27997.655199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22090.050000 sec): 3 clusters Score: Raw -29585.541240 + Penalty 2773.129542 = -26812.411698 nChanged 37 SP:Iteration 1F (22090.270000 sec): 3 clusters Score: Raw -29762.238025 + Penalty 2773.129542 = -26989.108482 nChanged 14 SP:Iteration 2F (22090.430000 sec): 3 clusters Score: Raw -29841.463574 + Penalty 2773.129542 = -27068.334032 nChanged 8 SP:Iteration 3Q (22090.600000 sec): 3 clusters Score: Raw -29886.483151 + Penalty 2773.129542 = -27113.353609 nChanged 4 SP:Iteration 4Q (22090.790000 sec): 3 clusters Score: Raw -29909.789152 + Penalty 2773.129542 = -27136.659609 nChanged 0 SP:Iteration 5F (22091.010000 sec): 3 clusters Score: Raw -29909.789152 + Penalty 2773.129542 = -27136.659609 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 66 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22091.130000 sec): 2 clusters Score: Raw -28048.499623 + Penalty 1340.978599 = -26707.521023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22091.330000 sec): 3 clusters Score: Raw -28251.366783 + Penalty 2681.957199 = -25569.409584 nChanged 20 SP:Iteration 1F (22091.510000 sec): 3 clusters Score: Raw -28350.463509 + Penalty 2681.957199 = -25668.506311 nChanged 9 SP:Iteration 2Q (22091.750000 sec): 3 clusters Score: Raw -28399.633444 + Penalty 2681.957199 = -25717.676245 nChanged 1 SP:Iteration 3Q (22091.930000 sec): 3 clusters Score: Raw -28409.095985 + Penalty 2681.957199 = -25727.138786 nChanged 1 SP:Iteration 4Q (22092.140000 sec): 3 clusters Score: Raw -28415.438173 + Penalty 2681.957199 = -25733.480975 nChanged 0 SP:Iteration 5F (22092.300000 sec): 3 clusters Score: Raw -28415.438173 + Penalty 2681.957199 = -25733.480975 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 67 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22092.430000 sec): 2 clusters Score: Raw -11438.981330 + Penalty 1183.129787 = -10255.851544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22092.620000 sec): 3 clusters Score: Raw -12223.543991 + Penalty 2366.259574 = -9857.284417 nChanged 10 SP:Iteration 1F (22092.800000 sec): 3 clusters Score: Raw -12327.333791 + Penalty 2366.259574 = -9961.074218 nChanged 2 SP:Iteration 2Q (22092.980000 sec): 3 clusters Score: Raw -12363.149066 + Penalty 2366.259574 = -9996.889492 nChanged 0 SP:Iteration 3F (22093.190000 sec): 3 clusters Score: Raw -12363.149066 + Penalty 2366.259574 = -9996.889492 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 68 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22093.240000 sec): 2 clusters Score: Raw -14091.300464 + Penalty 1207.148544 = -12884.151920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22093.420000 sec): 3 clusters Score: Raw -14475.252873 + Penalty 2414.297087 = -12060.955786 nChanged 6 SP:Iteration 1Q (22093.570000 sec): 3 clusters Score: Raw -14511.726598 + Penalty 2414.297087 = -12097.429510 nChanged 2 SP:Iteration 2Q (22093.730000 sec): 3 clusters Score: Raw -14539.287685 + Penalty 2414.297087 = -12124.990597 nChanged 2 SP:Iteration 3Q (22093.900000 sec): 3 clusters Score: Raw -14556.630417 + Penalty 2414.297087 = -12142.333330 nChanged 0 SP:Iteration 4F (22094.140000 sec): 3 clusters Score: Raw -14556.630417 + Penalty 2414.297087 = -12142.333330 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 69 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22094.190000 sec): 2 clusters Score: Raw -16420.394253 + Penalty 1212.806584 = -15207.587669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22094.390000 sec): 3 clusters Score: Raw -16739.785902 + Penalty 2425.613168 = -14314.172734 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 70 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22094.480000 sec): 2 clusters Score: Raw -13322.976698 + Penalty 1244.285400 = -12078.691298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22094.640000 sec): 3 clusters Score: Raw -13756.327384 + Penalty 2488.570799 = -11267.756585 nChanged 23 SP:Iteration 1F (22094.840000 sec): 3 clusters Score: Raw -13919.200723 + Penalty 2488.570799 = -11430.629924 nChanged 2 SP:Iteration 2Q (22095.010000 sec): 3 clusters Score: Raw -13933.674865 + Penalty 2488.570799 = -11445.104066 nChanged 2 SP:Iteration 3Q (22095.220000 sec): 3 clusters Score: Raw -13945.981988 + Penalty 2488.570799 = -11457.411189 nChanged 1 SP:Iteration 4Q (22095.400000 sec): 3 clusters Score: Raw -13953.429915 + Penalty 2488.570799 = -11464.859116 nChanged 1 SP:Iteration 5Q (22095.610000 sec): 3 clusters Score: Raw -13959.581181 + Penalty 2488.570799 = -11471.010382 nChanged 1 SP:Iteration 6Q (22095.800000 sec): 3 clusters Score: Raw -13963.047513 + Penalty 2488.570799 = -11474.476714 nChanged 1 SP:Iteration 7Q (22095.950000 sec): 3 clusters Score: Raw -13966.959089 + Penalty 2488.570799 = -11478.388290 nChanged 1 SP:Iteration 8Q (22096.140000 sec): 3 clusters Score: Raw -13971.623125 + Penalty 2488.570799 = -11483.052326 nChanged 0 SP:Iteration 9F (22096.370000 sec): 3 clusters Score: Raw -13971.623125 + Penalty 2488.570799 = -11483.052326 nChanged 0 Iteration 298F (22163.480000 sec): 72 clusters Score: Raw -67239778.111792 + Penalty 229389.165063 = -67010388.946729 nChanged 2 Compute initial score before splitting: Score: Raw -67239778.111792 + Penalty 229389.165063 = -67010388.946729 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22163.590000 sec): 2 clusters Score: Raw -206664.677172 + Penalty 1791.738845 = -204872.938328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22163.760000 sec): 3 clusters Score: Raw -206273.520003 + Penalty 3583.477689 = -202690.042314 nChanged 367 SP:Iteration 1F (22163.960000 sec): 3 clusters Score: Raw -206599.266965 + Penalty 3583.477689 = -203015.789276 nChanged 95 SP:Iteration 2F (22164.150000 sec): 3 clusters Score: Raw -206696.828348 + Penalty 3583.477689 = -203113.350659 nChanged 53 SP:Iteration 3Q (22164.340000 sec): 3 clusters Score: Raw -206755.725349 + Penalty 3583.477689 = -203172.247660 nChanged 44 SP:Iteration 4Q (22164.550000 sec): 3 clusters Score: Raw -206793.455661 + Penalty 3583.477689 = -203209.977972 nChanged 19 SP:Iteration 5Q (22164.710000 sec): 3 clusters Score: Raw -206812.327224 + Penalty 3583.477689 = -203228.849535 nChanged 12 SP:Iteration 6Q (22164.900000 sec): 3 clusters Score: Raw -206823.849616 + Penalty 3583.477689 = -203240.371926 nChanged 11 SP:Iteration 7Q (22165.110000 sec): 3 clusters Score: Raw -206833.099696 + Penalty 3583.477689 = -203249.622007 nChanged 9 SP:Iteration 8Q (22165.280000 sec): 3 clusters Score: Raw -206843.694532 + Penalty 3583.477689 = -203260.216843 nChanged 9 SP:Iteration 9Q (22165.470000 sec): 3 clusters Score: Raw -206849.793845 + Penalty 3583.477689 = -203266.316156 nChanged 7 SP:Iteration 10Q (22165.640000 sec): 3 clusters Score: Raw -206856.677316 + Penalty 3583.477689 = -203273.199627 nChanged 2 SP:Iteration 11Q (22165.850000 sec): 3 clusters Score: Raw -206857.454588 + Penalty 3583.477689 = -203273.976899 nChanged 1 SP:Iteration 12Q (22166.040000 sec): 3 clusters Score: Raw -206858.359516 + Penalty 3583.477689 = -203274.881827 nChanged 0 SP:Iteration 13F (22166.220000 sec): 3 clusters Score: Raw -206858.359516 + Penalty 3583.477689 = -203274.881827 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (7797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22166.320000 sec): 2 clusters Score: Raw -1136566.359673 + Penalty 2222.450592 = -1134343.909081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22166.540000 sec): 3 clusters Score: Raw -1132465.829641 + Penalty 4444.901184 = -1128020.928457 nChanged 3178 SP:Iteration 1F (22166.800000 sec): 3 clusters Score: Raw -1134231.076137 + Penalty 4444.901184 = -1129786.174952 nChanged 614 SP:Iteration 2F (22166.970000 sec): 3 clusters Score: Raw -1134593.848379 + Penalty 4444.901184 = -1130148.947195 nChanged 474 SP:Iteration 3F (22167.180000 sec): 3 clusters Score: Raw -1134863.916012 + Penalty 4444.901184 = -1130419.014828 nChanged 385 SP:Iteration 4Q (22167.440000 sec): 3 clusters Score: Raw -1135071.349817 + Penalty 4444.901184 = -1130626.448633 nChanged 335 SP:Iteration 5Q (22167.680000 sec): 3 clusters Score: Raw -1135284.888053 + Penalty 4444.901184 = -1130839.986868 nChanged 337 SP:Iteration 6Q (22167.860000 sec): 3 clusters Score: Raw -1135531.560525 + Penalty 4444.901184 = -1131086.659341 nChanged 321 SP:Iteration 7Q (22168.130000 sec): 3 clusters Score: Raw -1135780.542178 + Penalty 4444.901184 = -1131335.640994 nChanged 312 SP:Iteration 8Q (22168.350000 sec): 3 clusters Score: Raw -1136032.134222 + Penalty 4444.901184 = -1131587.233037 nChanged 312 SP:Iteration 9Q (22168.590000 sec): 3 clusters Score: Raw -1136266.193766 + Penalty 4444.901184 = -1131821.292582 nChanged 284 SP:Iteration 10Q (22168.800000 sec): 3 clusters Score: Raw -1136478.232682 + Penalty 4444.901184 = -1132033.331497 nChanged 244 SP:Iteration 11Q (22169.050000 sec): 3 clusters Score: Raw -1136633.634500 + Penalty 4444.901184 = -1132188.733315 nChanged 208 SP:Iteration 12Q (22169.220000 sec): 3 clusters Score: Raw -1136767.860433 + Penalty 4444.901184 = -1132322.959249 nChanged 188 SP:Iteration 13Q (22169.440000 sec): 3 clusters Score: Raw -1136878.492759 + Penalty 4444.901184 = -1132433.591575 nChanged 152 SP:Iteration 14Q (22169.680000 sec): 3 clusters Score: Raw -1136961.889702 + Penalty 4444.901184 = -1132516.988517 nChanged 123 SP:Iteration 15Q (22169.900000 sec): 3 clusters Score: Raw -1137019.152883 + Penalty 4444.901184 = -1132574.251698 nChanged 103 SP:Iteration 16Q (22170.140000 sec): 3 clusters Score: Raw -1137064.141769 + Penalty 4444.901184 = -1132619.240585 nChanged 99 SP:Iteration 17Q (22170.340000 sec): 3 clusters Score: Raw -1137113.299082 + Penalty 4444.901184 = -1132668.397898 nChanged 87 SP:Iteration 18Q (22170.550000 sec): 3 clusters Score: Raw -1137146.677037 + Penalty 4444.901184 = -1132701.775853 nChanged 68 SP:Iteration 19Q (22170.750000 sec): 3 clusters Score: Raw -1137167.471642 + Penalty 4444.901184 = -1132722.570458 nChanged 51 SP:Iteration 20F (22171.020000 sec): 3 clusters Score: Raw -1137183.554064 + Penalty 4444.901184 = -1132738.652879 nChanged 50 SP:Iteration 21Q (22171.260000 sec): 3 clusters Score: Raw -1137199.606785 + Penalty 4444.901184 = -1132754.705601 nChanged 46 SP:Iteration 22Q (22171.500000 sec): 3 clusters Score: Raw -1137215.055195 + Penalty 4444.901184 = -1132770.154010 nChanged 42 SP:Iteration 23Q (22171.790000 sec): 3 clusters Score: Raw -1137226.359681 + Penalty 4444.901184 = -1132781.458497 nChanged 34 SP:Iteration 24Q (22172.050000 sec): 3 clusters Score: Raw -1137234.604797 + Penalty 4444.901184 = -1132789.703613 nChanged 24 SP:Iteration 25Q (22172.250000 sec): 3 clusters Score: Raw -1137240.898576 + Penalty 4444.901184 = -1132795.997392 nChanged 28 SP:Iteration 26Q (22172.500000 sec): 3 clusters Score: Raw -1137249.169592 + Penalty 4444.901184 = -1132804.268408 nChanged 24 SP:Iteration 27Q (22172.680000 sec): 3 clusters Score: Raw -1137255.247374 + Penalty 4444.901184 = -1132810.346189 nChanged 15 SP:Iteration 28Q (22172.900000 sec): 3 clusters Score: Raw -1137258.386744 + Penalty 4444.901184 = -1132813.485560 nChanged 17 SP:Iteration 29Q (22173.160000 sec): 3 clusters Score: Raw -1137262.244640 + Penalty 4444.901184 = -1132817.343456 nChanged 15 SP:Iteration 30Q (22173.410000 sec): 3 clusters Score: Raw -1137266.172306 + Penalty 4444.901184 = -1132821.271121 nChanged 22 SP:Iteration 31Q (22173.650000 sec): 3 clusters Score: Raw -1137271.147764 + Penalty 4444.901184 = -1132826.246579 nChanged 22 SP:Iteration 32Q (22173.880000 sec): 3 clusters Score: Raw -1137276.088270 + Penalty 4444.901184 = -1132831.187085 nChanged 19 SP:Iteration 33Q (22174.110000 sec): 3 clusters Score: Raw -1137279.985487 + Penalty 4444.901184 = -1132835.084303 nChanged 12 SP:Iteration 34Q (22174.360000 sec): 3 clusters Score: Raw -1137282.383943 + Penalty 4444.901184 = -1132837.482759 nChanged 12 SP:Iteration 35Q (22174.580000 sec): 3 clusters Score: Raw -1137284.196448 + Penalty 4444.901184 = -1132839.295263 nChanged 11 SP:Iteration 36Q (22174.820000 sec): 3 clusters Score: Raw -1137285.932723 + Penalty 4444.901184 = -1132841.031539 nChanged 7 SP:Iteration 37Q (22175.000000 sec): 3 clusters Score: Raw -1137287.784141 + Penalty 4444.901184 = -1132842.882957 nChanged 10 SP:Iteration 38Q (22175.200000 sec): 3 clusters Score: Raw -1137290.072325 + Penalty 4444.901184 = -1132845.171141 nChanged 10 SP:Iteration 39Q (22175.480000 sec): 3 clusters Score: Raw -1137292.782135 + Penalty 4444.901184 = -1132847.880951 nChanged 8 SP:Iteration 40F (22175.710000 sec): 3 clusters Score: Raw -1137294.996161 + Penalty 4444.901184 = -1132850.094977 nChanged 12 SP:Iteration 41Q (22175.910000 sec): 3 clusters Score: Raw -1137298.787544 + Penalty 4444.901184 = -1132853.886360 nChanged 13 SP:Iteration 42Q (22176.140000 sec): 3 clusters Score: Raw -1137301.102730 + Penalty 4444.901184 = -1132856.201546 nChanged 10 SP:Iteration 43Q (22176.360000 sec): 3 clusters Score: Raw -1137303.188296 + Penalty 4444.901184 = -1132858.287112 nChanged 10 SP:Iteration 44Q (22176.660000 sec): 3 clusters Score: Raw -1137306.189598 + Penalty 4444.901184 = -1132861.288414 nChanged 18 SP:Iteration 45Q (22176.890000 sec): 3 clusters Score: Raw -1137309.549227 + Penalty 4444.901184 = -1132864.648043 nChanged 9 SP:Iteration 46Q (22177.120000 sec): 3 clusters Score: Raw -1137311.460901 + Penalty 4444.901184 = -1132866.559717 nChanged 12 SP:Iteration 47Q (22177.370000 sec): 3 clusters Score: Raw -1137314.357035 + Penalty 4444.901184 = -1132869.455850 nChanged 12 SP:Iteration 48Q (22177.570000 sec): 3 clusters Score: Raw -1137316.835488 + Penalty 4444.901184 = -1132871.934303 nChanged 11 SP:Iteration 49Q (22177.760000 sec): 3 clusters Score: Raw -1137318.728214 + Penalty 4444.901184 = -1132873.827030 nChanged 10 SP:Iteration 50Q (22178.050000 sec): 3 clusters Score: Raw -1137320.498414 + Penalty 4444.901184 = -1132875.597229 nChanged 6 SP:Iteration 51Q (22178.240000 sec): 3 clusters Score: Raw -1137322.599855 + Penalty 4444.901184 = -1132877.698670 nChanged 8 SP:Iteration 52Q (22178.470000 sec): 3 clusters Score: Raw -1137324.377891 + Penalty 4444.901184 = -1132879.476707 nChanged 7 SP:Iteration 53Q (22178.720000 sec): 3 clusters Score: Raw -1137325.524508 + Penalty 4444.901184 = -1132880.623324 nChanged 9 SP:Iteration 54Q (22179.000000 sec): 3 clusters Score: Raw -1137327.099615 + Penalty 4444.901184 = -1132882.198430 nChanged 7 SP:Iteration 55Q (22179.230000 sec): 3 clusters Score: Raw -1137328.197193 + Penalty 4444.901184 = -1132883.296009 nChanged 4 SP:Iteration 56Q (22179.510000 sec): 3 clusters Score: Raw -1137328.828218 + Penalty 4444.901184 = -1132883.927034 nChanged 5 SP:Iteration 57Q (22179.760000 sec): 3 clusters Score: Raw -1137330.130303 + Penalty 4444.901184 = -1132885.229118 nChanged 13 SP:Iteration 58Q (22180.060000 sec): 3 clusters Score: Raw -1137332.245774 + Penalty 4444.901184 = -1132887.344590 nChanged 4 SP:Iteration 59Q (22180.290000 sec): 3 clusters Score: Raw -1137333.283703 + Penalty 4444.901184 = -1132888.382519 nChanged 5 SP:Iteration 60F (22180.560000 sec): 3 clusters Score: Raw -1137334.018864 + Penalty 4444.901184 = -1132889.117680 nChanged 5 SP:Iteration 61Q (22180.740000 sec): 3 clusters Score: Raw -1137335.110277 + Penalty 4444.901184 = -1132890.209093 nChanged 7 SP:Iteration 62Q (22181.000000 sec): 3 clusters Score: Raw -1137336.479272 + Penalty 4444.901184 = -1132891.578087 nChanged 7 SP:Iteration 63Q (22181.240000 sec): 3 clusters Score: Raw -1137338.201103 + Penalty 4444.901184 = -1132893.299919 nChanged 7 SP:Iteration 64Q (22181.450000 sec): 3 clusters Score: Raw -1137339.570256 + Penalty 4444.901184 = -1132894.669072 nChanged 4 SP:Iteration 65Q (22181.690000 sec): 3 clusters Score: Raw -1137340.231182 + Penalty 4444.901184 = -1132895.329997 nChanged 3 SP:Iteration 66Q (22181.920000 sec): 3 clusters Score: Raw -1137341.027986 + Penalty 4444.901184 = -1132896.126802 nChanged 5 SP:Iteration 67Q (22182.150000 sec): 3 clusters Score: Raw -1137341.888568 + Penalty 4444.901184 = -1132896.987383 nChanged 2 SP:Iteration 68Q (22182.370000 sec): 3 clusters Score: Raw -1137342.246198 + Penalty 4444.901184 = -1132897.345014 nChanged 1 SP:Iteration 69Q (22182.600000 sec): 3 clusters Score: Raw -1137342.340020 + Penalty 4444.901184 = -1132897.438836 nChanged 0 SP:Iteration 70F (22182.840000 sec): 3 clusters Score: Raw -1137342.340020 + Penalty 4444.901184 = -1132897.438836 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (6769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22182.920000 sec): 2 clusters Score: Raw -980621.636991 + Penalty 2187.386944 = -978434.250048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22183.140000 sec): 3 clusters Score: Raw -977232.881569 + Penalty 4374.773888 = -972858.107682 nChanged 2717 SP:Iteration 1F (22183.360000 sec): 3 clusters Score: Raw -978842.632450 + Penalty 4374.773888 = -974467.858563 nChanged 533 SP:Iteration 2F (22183.640000 sec): 3 clusters Score: Raw -979275.433939 + Penalty 4374.773888 = -974900.660051 nChanged 450 SP:Iteration 3F (22183.900000 sec): 3 clusters Score: Raw -979643.566373 + Penalty 4374.773888 = -975268.792485 nChanged 399 SP:Iteration 4F (22184.040000 sec): 3 clusters Score: Raw -979970.643429 + Penalty 4374.773888 = -975595.869542 nChanged 391 SP:Iteration 5F (22184.310000 sec): 3 clusters Score: Raw -980252.638337 + Penalty 4374.773888 = -975877.864450 nChanged 325 SP:Iteration 6Q (22184.540000 sec): 3 clusters Score: Raw -980446.483201 + Penalty 4374.773888 = -976071.709314 nChanged 243 SP:Iteration 7Q (22184.790000 sec): 3 clusters Score: Raw -980573.909829 + Penalty 4374.773888 = -976199.135942 nChanged 193 SP:Iteration 8Q (22185.010000 sec): 3 clusters Score: Raw -980665.314583 + Penalty 4374.773888 = -976290.540695 nChanged 137 SP:Iteration 9Q (22185.250000 sec): 3 clusters Score: Raw -980720.252445 + Penalty 4374.773888 = -976345.478557 nChanged 114 SP:Iteration 10Q (22185.460000 sec): 3 clusters Score: Raw -980754.550000 + Penalty 4374.773888 = -976379.776112 nChanged 76 SP:Iteration 11Q (22185.670000 sec): 3 clusters Score: Raw -980775.498331 + Penalty 4374.773888 = -976400.724443 nChanged 62 SP:Iteration 12Q (22185.910000 sec): 3 clusters Score: Raw -980791.569888 + Penalty 4374.773888 = -976416.796000 nChanged 41 SP:Iteration 13Q (22186.200000 sec): 3 clusters Score: Raw -980804.412907 + Penalty 4374.773888 = -976429.639019 nChanged 41 SP:Iteration 14Q (22186.480000 sec): 3 clusters Score: Raw -980814.941872 + Penalty 4374.773888 = -976440.167984 nChanged 25 SP:Iteration 15Q (22186.710000 sec): 3 clusters Score: Raw -980819.617653 + Penalty 4374.773888 = -976444.843765 nChanged 21 SP:Iteration 16Q (22186.890000 sec): 3 clusters Score: Raw -980825.413600 + Penalty 4374.773888 = -976450.639713 nChanged 22 SP:Iteration 17Q (22187.080000 sec): 3 clusters Score: Raw -980831.632377 + Penalty 4374.773888 = -976456.858489 nChanged 32 SP:Iteration 18Q (22187.300000 sec): 3 clusters Score: Raw -980839.282170 + Penalty 4374.773888 = -976464.508283 nChanged 32 SP:Iteration 19Q (22187.560000 sec): 3 clusters Score: Raw -980848.368817 + Penalty 4374.773888 = -976473.594929 nChanged 33 SP:Iteration 20F (22187.730000 sec): 3 clusters Score: Raw -980862.235695 + Penalty 4374.773888 = -976487.461808 nChanged 45 SP:Iteration 21Q (22187.970000 sec): 3 clusters Score: Raw -980878.271456 + Penalty 4374.773888 = -976503.497568 nChanged 43 SP:Iteration 22Q (22188.180000 sec): 3 clusters Score: Raw -980891.704635 + Penalty 4374.773888 = -976516.930748 nChanged 40 SP:Iteration 23Q (22188.380000 sec): 3 clusters Score: Raw -980903.052795 + Penalty 4374.773888 = -976528.278907 nChanged 37 SP:Iteration 24Q (22188.580000 sec): 3 clusters Score: Raw -980914.286685 + Penalty 4374.773888 = -976539.512797 nChanged 38 SP:Iteration 25Q (22188.880000 sec): 3 clusters Score: Raw -980926.670484 + Penalty 4374.773888 = -976551.896596 nChanged 39 SP:Iteration 26Q (22189.100000 sec): 3 clusters Score: Raw -980942.211089 + Penalty 4374.773888 = -976567.437201 nChanged 38 SP:Iteration 27Q (22189.300000 sec): 3 clusters Score: Raw -980953.290617 + Penalty 4374.773888 = -976578.516729 nChanged 26 SP:Iteration 28Q (22189.510000 sec): 3 clusters Score: Raw -980960.260017 + Penalty 4374.773888 = -976585.486129 nChanged 27 SP:Iteration 29Q (22189.720000 sec): 3 clusters Score: Raw -980967.247870 + Penalty 4374.773888 = -976592.473982 nChanged 32 SP:Iteration 30Q (22189.990000 sec): 3 clusters Score: Raw -980975.492736 + Penalty 4374.773888 = -976600.718848 nChanged 30 SP:Iteration 31Q (22190.180000 sec): 3 clusters Score: Raw -980983.622925 + Penalty 4374.773888 = -976608.849038 nChanged 33 SP:Iteration 32Q (22190.380000 sec): 3 clusters Score: Raw -980990.523856 + Penalty 4374.773888 = -976615.749968 nChanged 24 SP:Iteration 33Q (22190.570000 sec): 3 clusters Score: Raw -980997.126029 + Penalty 4374.773888 = -976622.352142 nChanged 29 SP:Iteration 34Q (22190.840000 sec): 3 clusters Score: Raw -981005.303732 + Penalty 4374.773888 = -976630.529844 nChanged 25 SP:Iteration 35Q (22191.050000 sec): 3 clusters Score: Raw -981011.680109 + Penalty 4374.773888 = -976636.906221 nChanged 19 SP:Iteration 36Q (22191.250000 sec): 3 clusters Score: Raw -981016.062702 + Penalty 4374.773888 = -976641.288814 nChanged 21 SP:Iteration 37Q (22191.500000 sec): 3 clusters Score: Raw -981020.007800 + Penalty 4374.773888 = -976645.233912 nChanged 20 SP:Iteration 38Q (22191.690000 sec): 3 clusters Score: Raw -981025.110424 + Penalty 4374.773888 = -976650.336536 nChanged 18 SP:Iteration 39Q (22191.930000 sec): 3 clusters Score: Raw -981030.593035 + Penalty 4374.773888 = -976655.819147 nChanged 15 SP:Iteration 40F (22192.130000 sec): 3 clusters Score: Raw -981035.509503 + Penalty 4374.773888 = -976660.735616 nChanged 26 SP:Iteration 41Q (22192.340000 sec): 3 clusters Score: Raw -981043.501577 + Penalty 4374.773888 = -976668.727689 nChanged 24 SP:Iteration 42Q (22192.550000 sec): 3 clusters Score: Raw -981049.792807 + Penalty 4374.773888 = -976675.018920 nChanged 22 SP:Iteration 43Q (22192.750000 sec): 3 clusters Score: Raw -981055.058966 + Penalty 4374.773888 = -976680.285078 nChanged 14 SP:Iteration 44Q (22192.990000 sec): 3 clusters Score: Raw -981058.964257 + Penalty 4374.773888 = -976684.190369 nChanged 15 SP:Iteration 45Q (22193.230000 sec): 3 clusters Score: Raw -981063.048785 + Penalty 4374.773888 = -976688.274897 nChanged 16 SP:Iteration 46Q (22193.410000 sec): 3 clusters Score: Raw -981066.872787 + Penalty 4374.773888 = -976692.098899 nChanged 15 SP:Iteration 47Q (22193.670000 sec): 3 clusters Score: Raw -981070.579061 + Penalty 4374.773888 = -976695.805173 nChanged 16 SP:Iteration 48Q (22193.860000 sec): 3 clusters Score: Raw -981075.178458 + Penalty 4374.773888 = -976700.404570 nChanged 22 SP:Iteration 49Q (22194.100000 sec): 3 clusters Score: Raw -981083.113121 + Penalty 4374.773888 = -976708.339233 nChanged 27 SP:Iteration 50Q (22194.290000 sec): 3 clusters Score: Raw -981090.239602 + Penalty 4374.773888 = -976715.465714 nChanged 22 SP:Iteration 51Q (22194.530000 sec): 3 clusters Score: Raw -981096.120943 + Penalty 4374.773888 = -976721.347055 nChanged 23 SP:Iteration 52Q (22194.760000 sec): 3 clusters Score: Raw -981104.087702 + Penalty 4374.773888 = -976729.313814 nChanged 24 SP:Iteration 53Q (22194.950000 sec): 3 clusters Score: Raw -981109.961328 + Penalty 4374.773888 = -976735.187441 nChanged 17 SP:Iteration 54Q (22195.150000 sec): 3 clusters Score: Raw -981114.086627 + Penalty 4374.773888 = -976739.312739 nChanged 15 SP:Iteration 55Q (22195.370000 sec): 3 clusters Score: Raw -981117.807461 + Penalty 4374.773888 = -976743.033574 nChanged 15 SP:Iteration 56Q (22195.610000 sec): 3 clusters Score: Raw -981121.685924 + Penalty 4374.773888 = -976746.912037 nChanged 14 SP:Iteration 57Q (22195.850000 sec): 3 clusters Score: Raw -981124.700113 + Penalty 4374.773888 = -976749.926225 nChanged 9 SP:Iteration 58Q (22196.080000 sec): 3 clusters Score: Raw -981126.901287 + Penalty 4374.773888 = -976752.127400 nChanged 11 SP:Iteration 59Q (22196.350000 sec): 3 clusters Score: Raw -981129.099152 + Penalty 4374.773888 = -976754.325264 nChanged 12 SP:Iteration 60F (22196.550000 sec): 3 clusters Score: Raw -981131.796398 + Penalty 4374.773888 = -976757.022510 nChanged 12 SP:Iteration 61Q (22196.760000 sec): 3 clusters Score: Raw -981134.053040 + Penalty 4374.773888 = -976759.279152 nChanged 12 SP:Iteration 62Q (22196.970000 sec): 3 clusters Score: Raw -981136.323356 + Penalty 4374.773888 = -976761.549468 nChanged 7 SP:Iteration 63Q (22197.220000 sec): 3 clusters Score: Raw -981137.978254 + Penalty 4374.773888 = -976763.204366 nChanged 7 SP:Iteration 64Q (22197.440000 sec): 3 clusters Score: Raw -981138.991210 + Penalty 4374.773888 = -976764.217322 nChanged 4 SP:Iteration 65Q (22197.670000 sec): 3 clusters Score: Raw -981139.493735 + Penalty 4374.773888 = -976764.719847 nChanged 4 SP:Iteration 66Q (22197.890000 sec): 3 clusters Score: Raw -981140.401902 + Penalty 4374.773888 = -976765.628014 nChanged 6 SP:Iteration 67Q (22198.130000 sec): 3 clusters Score: Raw -981141.745519 + Penalty 4374.773888 = -976766.971631 nChanged 4 SP:Iteration 68Q (22198.400000 sec): 3 clusters Score: Raw -981142.785421 + Penalty 4374.773888 = -976768.011533 nChanged 7 SP:Iteration 69Q (22198.650000 sec): 3 clusters Score: Raw -981144.745555 + Penalty 4374.773888 = -976769.971667 nChanged 5 SP:Iteration 70Q (22198.850000 sec): 3 clusters Score: Raw -981145.620283 + Penalty 4374.773888 = -976770.846395 nChanged 8 SP:Iteration 71Q (22199.130000 sec): 3 clusters Score: Raw -981147.349938 + Penalty 4374.773888 = -976772.576050 nChanged 6 SP:Iteration 72Q (22199.310000 sec): 3 clusters Score: Raw -981148.904229 + Penalty 4374.773888 = -976774.130341 nChanged 8 SP:Iteration 73Q (22199.510000 sec): 3 clusters Score: Raw -981150.873099 + Penalty 4374.773888 = -976776.099212 nChanged 12 SP:Iteration 74Q (22199.770000 sec): 3 clusters Score: Raw -981153.795997 + Penalty 4374.773888 = -976779.022109 nChanged 9 SP:Iteration 75Q (22200.000000 sec): 3 clusters Score: Raw -981156.515754 + Penalty 4374.773888 = -976781.741866 nChanged 18 SP:Iteration 76Q (22200.190000 sec): 3 clusters Score: Raw -981160.524309 + Penalty 4374.773888 = -976785.750422 nChanged 12 SP:Iteration 77Q (22200.410000 sec): 3 clusters Score: Raw -981163.644725 + Penalty 4374.773888 = -976788.870837 nChanged 11 SP:Iteration 78Q (22200.610000 sec): 3 clusters Score: Raw -981165.360972 + Penalty 4374.773888 = -976790.587085 nChanged 7 SP:Iteration 79Q (22200.790000 sec): 3 clusters Score: Raw -981167.063642 + Penalty 4374.773888 = -976792.289754 nChanged 6 SP:Iteration 80F (22200.980000 sec): 3 clusters Score: Raw -981167.883420 + Penalty 4374.773888 = -976793.109532 nChanged 3 SP:Iteration 81Q (22201.190000 sec): 3 clusters Score: Raw -981168.420794 + Penalty 4374.773888 = -976793.646907 nChanged 4 SP:Iteration 82Q (22201.410000 sec): 3 clusters Score: Raw -981169.228448 + Penalty 4374.773888 = -976794.454560 nChanged 4 SP:Iteration 83Q (22201.650000 sec): 3 clusters Score: Raw -981170.683651 + Penalty 4374.773888 = -976795.909763 nChanged 7 SP:Iteration 84Q (22201.890000 sec): 3 clusters Score: Raw -981172.148875 + Penalty 4374.773888 = -976797.374987 nChanged 5 SP:Iteration 85Q (22202.110000 sec): 3 clusters Score: Raw -981173.310779 + Penalty 4374.773888 = -976798.536891 nChanged 7 SP:Iteration 86Q (22202.350000 sec): 3 clusters Score: Raw -981175.663630 + Penalty 4374.773888 = -976800.889743 nChanged 5 SP:Iteration 87Q (22202.540000 sec): 3 clusters Score: Raw -981176.867532 + Penalty 4374.773888 = -976802.093644 nChanged 6 SP:Iteration 88Q (22202.790000 sec): 3 clusters Score: Raw -981178.354085 + Penalty 4374.773888 = -976803.580197 nChanged 9 SP:Iteration 89Q (22202.990000 sec): 3 clusters Score: Raw -981179.740679 + Penalty 4374.773888 = -976804.966792 nChanged 3 SP:Iteration 90Q (22203.190000 sec): 3 clusters Score: Raw -981180.227803 + Penalty 4374.773888 = -976805.453916 nChanged 2 SP:Iteration 91Q (22203.380000 sec): 3 clusters Score: Raw -981180.758573 + Penalty 4374.773888 = -976805.984686 nChanged 2 SP:Iteration 92Q (22203.610000 sec): 3 clusters Score: Raw -981181.123198 + Penalty 4374.773888 = -976806.349310 nChanged 3 SP:Iteration 93Q (22203.830000 sec): 3 clusters Score: Raw -981181.809464 + Penalty 4374.773888 = -976807.035577 nChanged 2 SP:Iteration 94Q (22204.060000 sec): 3 clusters Score: Raw -981182.186804 + Penalty 4374.773888 = -976807.412916 nChanged 4 SP:Iteration 95Q (22204.260000 sec): 3 clusters Score: Raw -981183.086048 + Penalty 4374.773888 = -976808.312161 nChanged 3 SP:Iteration 96Q (22204.500000 sec): 3 clusters Score: Raw -981183.732150 + Penalty 4374.773888 = -976808.958263 nChanged 2 SP:Iteration 97Q (22204.670000 sec): 3 clusters Score: Raw -981184.353396 + Penalty 4374.773888 = -976809.579508 nChanged 3 SP:Iteration 98Q (22204.870000 sec): 3 clusters Score: Raw -981187.309243 + Penalty 4374.773888 = -976812.535355 nChanged 6 SP:Iteration 99Q (22205.060000 sec): 3 clusters Score: Raw -981188.996828 + Penalty 4374.773888 = -976814.222941 nChanged 3 SP:Iteration 100F (22205.300000 sec): 3 clusters Score: Raw -981189.718029 + Penalty 4374.773888 = -976814.944141 nChanged 5 SP:Iteration 101Q (22205.500000 sec): 3 clusters Score: Raw -981190.432012 + Penalty 4374.773888 = -976815.658125 nChanged 6 SP:Iteration 102Q (22205.760000 sec): 3 clusters Score: Raw -981191.952931 + Penalty 4374.773888 = -976817.179044 nChanged 9 SP:Iteration 103Q (22205.980000 sec): 3 clusters Score: Raw -981193.449246 + Penalty 4374.773888 = -976818.675358 nChanged 8 SP:Iteration 104Q (22206.200000 sec): 3 clusters Score: Raw -981195.151044 + Penalty 4374.773888 = -976820.377156 nChanged 5 SP:Iteration 105Q (22206.390000 sec): 3 clusters Score: Raw -981196.473024 + Penalty 4374.773888 = -976821.699136 nChanged 8 SP:Iteration 106Q (22206.610000 sec): 3 clusters Score: Raw -981198.434593 + Penalty 4374.773888 = -976823.660705 nChanged 10 SP:Iteration 107Q (22206.850000 sec): 3 clusters Score: Raw -981200.780588 + Penalty 4374.773888 = -976826.006701 nChanged 7 SP:Iteration 108Q (22207.080000 sec): 3 clusters Score: Raw -981202.263347 + Penalty 4374.773888 = -976827.489460 nChanged 1 SP:Iteration 109Q (22207.290000 sec): 3 clusters Score: Raw -981202.515092 + Penalty 4374.773888 = -976827.741204 nChanged 2 SP:Iteration 110Q (22207.490000 sec): 3 clusters Score: Raw -981202.882080 + Penalty 4374.773888 = -976828.108192 nChanged 1 SP:Iteration 111Q (22207.690000 sec): 3 clusters Score: Raw -981203.033239 + Penalty 4374.773888 = -976828.259352 nChanged 0 SP:Iteration 112F (22207.930000 sec): 3 clusters Score: Raw -981203.033239 + Penalty 4374.773888 = -976828.259352 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (28254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22208.210000 sec): 2 clusters Score: Raw -4306049.352614 + Penalty 2541.749599 = -4303507.603015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22208.500000 sec): 3 clusters Score: Raw -4289293.752843 + Penalty 5083.499198 = -4284210.253645 nChanged 12547 SP:Iteration 1F (22208.840000 sec): 3 clusters Score: Raw -4296339.215177 + Penalty 5083.499198 = -4291255.715978 nChanged 1727 SP:Iteration 2F (22209.200000 sec): 3 clusters Score: Raw -4297405.438180 + Penalty 5083.499198 = -4292321.938981 nChanged 1904 SP:Iteration 3F (22209.510000 sec): 3 clusters Score: Raw -4298899.653191 + Penalty 5083.499198 = -4293816.153993 nChanged 2145 SP:Iteration 4F (22209.830000 sec): 3 clusters Score: Raw -4300662.278979 + Penalty 5083.499198 = -4295578.779781 nChanged 2044 SP:Iteration 5F (22210.130000 sec): 3 clusters Score: Raw -4302371.881847 + Penalty 5083.499198 = -4297288.382648 nChanged 1906 SP:Iteration 6F (22210.460000 sec): 3 clusters Score: Raw -4303679.894331 + Penalty 5083.499198 = -4298596.395133 nChanged 1458 SP:Iteration 7F (22210.790000 sec): 3 clusters Score: Raw -4304545.152812 + Penalty 5083.499198 = -4299461.653614 nChanged 1147 SP:Iteration 8Q (22211.120000 sec): 3 clusters Score: Raw -4305166.893033 + Penalty 5083.499198 = -4300083.393834 nChanged 971 SP:Iteration 9Q (22211.430000 sec): 3 clusters Score: Raw -4305649.191091 + Penalty 5083.499198 = -4300565.691893 nChanged 871 SP:Iteration 10Q (22211.750000 sec): 3 clusters Score: Raw -4306048.874197 + Penalty 5083.499198 = -4300965.374999 nChanged 768 SP:Iteration 11Q (22212.080000 sec): 3 clusters Score: Raw -4306372.662237 + Penalty 5083.499198 = -4301289.163038 nChanged 655 SP:Iteration 12Q (22212.400000 sec): 3 clusters Score: Raw -4306636.643770 + Penalty 5083.499198 = -4301553.144572 nChanged 569 SP:Iteration 13Q (22212.700000 sec): 3 clusters Score: Raw -4306846.811471 + Penalty 5083.499198 = -4301763.312272 nChanged 438 SP:Iteration 14Q (22213.050000 sec): 3 clusters Score: Raw -4306985.271321 + Penalty 5083.499198 = -4301901.772122 nChanged 388 SP:Iteration 15Q (22213.370000 sec): 3 clusters Score: Raw -4307105.743013 + Penalty 5083.499198 = -4302022.243814 nChanged 310 SP:Iteration 16Q (22213.700000 sec): 3 clusters Score: Raw -4307195.732964 + Penalty 5083.499198 = -4302112.233766 nChanged 275 SP:Iteration 17Q (22214.010000 sec): 3 clusters Score: Raw -4307268.537795 + Penalty 5083.499198 = -4302185.038597 nChanged 234 SP:Iteration 18Q (22214.340000 sec): 3 clusters Score: Raw -4307325.670847 + Penalty 5083.499198 = -4302242.171648 nChanged 183 SP:Iteration 19Q (22214.670000 sec): 3 clusters Score: Raw -4307365.669256 + Penalty 5083.499198 = -4302282.170057 nChanged 152 SP:Iteration 20F (22215.010000 sec): 3 clusters Score: Raw -4307395.842227 + Penalty 5083.499198 = -4302312.343028 nChanged 115 SP:Iteration 21Q (22215.370000 sec): 3 clusters Score: Raw -4307418.433375 + Penalty 5083.499198 = -4302334.934177 nChanged 86 SP:Iteration 22Q (22215.680000 sec): 3 clusters Score: Raw -4307433.227452 + Penalty 5083.499198 = -4302349.728253 nChanged 72 SP:Iteration 23Q (22216.020000 sec): 3 clusters Score: Raw -4307445.613001 + Penalty 5083.499198 = -4302362.113803 nChanged 64 SP:Iteration 24Q (22216.370000 sec): 3 clusters Score: Raw -4307456.908698 + Penalty 5083.499198 = -4302373.409500 nChanged 60 SP:Iteration 25Q (22216.670000 sec): 3 clusters Score: Raw -4307466.234139 + Penalty 5083.499198 = -4302382.734941 nChanged 46 SP:Iteration 26Q (22217.030000 sec): 3 clusters Score: Raw -4307473.720770 + Penalty 5083.499198 = -4302390.221571 nChanged 41 SP:Iteration 27Q (22217.400000 sec): 3 clusters Score: Raw -4307480.657069 + Penalty 5083.499198 = -4302397.157870 nChanged 40 SP:Iteration 28Q (22217.780000 sec): 3 clusters Score: Raw -4307486.377437 + Penalty 5083.499198 = -4302402.878238 nChanged 28 SP:Iteration 29Q (22218.090000 sec): 3 clusters Score: Raw -4307491.385943 + Penalty 5083.499198 = -4302407.886745 nChanged 32 SP:Iteration 30Q (22218.440000 sec): 3 clusters Score: Raw -4307496.991471 + Penalty 5083.499198 = -4302413.492273 nChanged 36 SP:Iteration 31Q (22218.750000 sec): 3 clusters Score: Raw -4307502.386822 + Penalty 5083.499198 = -4302418.887623 nChanged 34 SP:Iteration 32Q (22219.070000 sec): 3 clusters Score: Raw -4307508.005128 + Penalty 5083.499198 = -4302424.505929 nChanged 35 SP:Iteration 33Q (22219.410000 sec): 3 clusters Score: Raw -4307514.211778 + Penalty 5083.499198 = -4302430.712580 nChanged 27 SP:Iteration 34Q (22219.790000 sec): 3 clusters Score: Raw -4307518.786493 + Penalty 5083.499198 = -4302435.287295 nChanged 34 SP:Iteration 35Q (22220.050000 sec): 3 clusters Score: Raw -4307523.963268 + Penalty 5083.499198 = -4302440.464070 nChanged 24 SP:Iteration 36Q (22220.430000 sec): 3 clusters Score: Raw -4307527.209897 + Penalty 5083.499198 = -4302443.710699 nChanged 23 SP:Iteration 37Q (22220.710000 sec): 3 clusters Score: Raw -4307530.418328 + Penalty 5083.499198 = -4302446.919130 nChanged 22 SP:Iteration 38Q (22221.020000 sec): 3 clusters Score: Raw -4307534.068055 + Penalty 5083.499198 = -4302450.568857 nChanged 20 SP:Iteration 39Q (22221.350000 sec): 3 clusters Score: Raw -4307536.888878 + Penalty 5083.499198 = -4302453.389680 nChanged 13 SP:Iteration 40F (22221.680000 sec): 3 clusters Score: Raw -4307538.641127 + Penalty 5083.499198 = -4302455.141928 nChanged 13 SP:Iteration 41Q (22221.990000 sec): 3 clusters Score: Raw -4307540.617575 + Penalty 5083.499198 = -4302457.118376 nChanged 11 SP:Iteration 42Q (22222.380000 sec): 3 clusters Score: Raw -4307542.427026 + Penalty 5083.499198 = -4302458.927827 nChanged 11 SP:Iteration 43Q (22222.760000 sec): 3 clusters Score: Raw -4307543.695300 + Penalty 5083.499198 = -4302460.196101 nChanged 10 SP:Iteration 44Q (22223.090000 sec): 3 clusters Score: Raw -4307544.880513 + Penalty 5083.499198 = -4302461.381315 nChanged 9 SP:Iteration 45Q (22223.470000 sec): 3 clusters Score: Raw -4307546.377108 + Penalty 5083.499198 = -4302462.877910 nChanged 10 SP:Iteration 46Q (22223.840000 sec): 3 clusters Score: Raw -4307547.617680 + Penalty 5083.499198 = -4302464.118482 nChanged 5 SP:Iteration 47Q (22224.190000 sec): 3 clusters Score: Raw -4307547.997149 + Penalty 5083.499198 = -4302464.497951 nChanged 4 SP:Iteration 48Q (22224.560000 sec): 3 clusters Score: Raw -4307548.557497 + Penalty 5083.499198 = -4302465.058298 nChanged 7 SP:Iteration 49Q (22224.870000 sec): 3 clusters Score: Raw -4307549.497674 + Penalty 5083.499198 = -4302465.998476 nChanged 6 SP:Iteration 50Q (22225.210000 sec): 3 clusters Score: Raw -4307550.152945 + Penalty 5083.499198 = -4302466.653746 nChanged 5 SP:Iteration 51Q (22225.570000 sec): 3 clusters Score: Raw -4307550.797701 + Penalty 5083.499198 = -4302467.298503 nChanged 5 SP:Iteration 52Q (22225.930000 sec): 3 clusters Score: Raw -4307551.330469 + Penalty 5083.499198 = -4302467.831270 nChanged 4 SP:Iteration 53Q (22226.280000 sec): 3 clusters Score: Raw -4307551.790844 + Penalty 5083.499198 = -4302468.291646 nChanged 6 SP:Iteration 54Q (22226.590000 sec): 3 clusters Score: Raw -4307552.466090 + Penalty 5083.499198 = -4302468.966891 nChanged 6 SP:Iteration 55Q (22226.950000 sec): 3 clusters Score: Raw -4307553.225948 + Penalty 5083.499198 = -4302469.726750 nChanged 2 SP:Iteration 56Q (22227.290000 sec): 3 clusters Score: Raw -4307553.393142 + Penalty 5083.499198 = -4302469.893943 nChanged 3 SP:Iteration 57Q (22227.630000 sec): 3 clusters Score: Raw -4307553.636471 + Penalty 5083.499198 = -4302470.137273 nChanged 2 SP:Iteration 58Q (22227.950000 sec): 3 clusters Score: Raw -4307553.851373 + Penalty 5083.499198 = -4302470.352175 nChanged 3 SP:Iteration 59Q (22228.300000 sec): 3 clusters Score: Raw -4307554.291978 + Penalty 5083.499198 = -4302470.792779 nChanged 5 SP:Iteration 60F (22228.650000 sec): 3 clusters Score: Raw -4307554.686559 + Penalty 5083.499198 = -4302471.187360 nChanged 3 SP:Iteration 61Q (22229.010000 sec): 3 clusters Score: Raw -4307554.988616 + Penalty 5083.499198 = -4302471.489417 nChanged 1 SP:Iteration 62Q (22229.310000 sec): 3 clusters Score: Raw -4307555.159951 + Penalty 5083.499198 = -4302471.660753 nChanged 3 SP:Iteration 63Q (22229.630000 sec): 3 clusters Score: Raw -4307555.587806 + Penalty 5083.499198 = -4302472.088607 nChanged 1 SP:Iteration 64Q (22229.970000 sec): 3 clusters Score: Raw -4307555.699865 + Penalty 5083.499198 = -4302472.200667 nChanged 2 SP:Iteration 65Q (22230.260000 sec): 3 clusters Score: Raw -4307555.871762 + Penalty 5083.499198 = -4302472.372563 nChanged 1 SP:Iteration 66Q (22230.580000 sec): 3 clusters Score: Raw -4307555.964444 + Penalty 5083.499198 = -4302472.465246 nChanged 1 SP:Iteration 67Q (22230.840000 sec): 3 clusters Score: Raw -4307556.055252 + Penalty 5083.499198 = -4302472.556053 nChanged 0 SP:Iteration 68F (22231.190000 sec): 3 clusters Score: Raw -4307556.055252 + Penalty 5083.499198 = -4302472.556053 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22231.280000 sec): 2 clusters Score: Raw -79898.629608 + Penalty 1578.884671 = -78319.744936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22231.470000 sec): 3 clusters Score: Raw -79932.232313 + Penalty 3157.769342 = -76774.462971 nChanged 114 SP:Iteration 1F (22231.670000 sec): 3 clusters Score: Raw -80254.346725 + Penalty 3157.769342 = -77096.577383 nChanged 52 SP:Iteration 2F (22231.830000 sec): 3 clusters Score: Raw -80422.829141 + Penalty 3157.769342 = -77265.059799 nChanged 32 SP:Iteration 3F (22232.030000 sec): 3 clusters Score: Raw -80515.957989 + Penalty 3157.769342 = -77358.188647 nChanged 17 SP:Iteration 4Q (22232.160000 sec): 3 clusters Score: Raw -80561.683008 + Penalty 3157.769342 = -77403.913666 nChanged 8 SP:Iteration 5Q (22232.380000 sec): 3 clusters Score: Raw -80607.618025 + Penalty 3157.769342 = -77449.848683 nChanged 10 SP:Iteration 6Q (22232.510000 sec): 3 clusters Score: Raw -80628.579579 + Penalty 3157.769342 = -77470.810237 nChanged 8 SP:Iteration 7Q (22232.690000 sec): 3 clusters Score: Raw -80649.399793 + Penalty 3157.769342 = -77491.630451 nChanged 5 SP:Iteration 8Q (22232.840000 sec): 3 clusters Score: Raw -80663.470354 + Penalty 3157.769342 = -77505.701012 nChanged 5 SP:Iteration 9Q (22232.990000 sec): 3 clusters Score: Raw -80677.098259 + Penalty 3157.769342 = -77519.328917 nChanged 4 SP:Iteration 10Q (22233.120000 sec): 3 clusters Score: Raw -80691.074205 + Penalty 3157.769342 = -77533.304863 nChanged 5 SP:Iteration 11Q (22233.260000 sec): 3 clusters Score: Raw -80711.839632 + Penalty 3157.769342 = -77554.070290 nChanged 4 SP:Iteration 12Q (22233.490000 sec): 3 clusters Score: Raw -80739.495336 + Penalty 3157.769342 = -77581.725994 nChanged 10 SP:Iteration 13Q (22233.660000 sec): 3 clusters Score: Raw -80771.119962 + Penalty 3157.769342 = -77613.350620 nChanged 10 SP:Iteration 14Q (22233.890000 sec): 3 clusters Score: Raw -80815.998399 + Penalty 3157.769342 = -77658.229057 nChanged 10 SP:Iteration 15Q (22234.040000 sec): 3 clusters Score: Raw -80868.068940 + Penalty 3157.769342 = -77710.299598 nChanged 12 SP:Iteration 16Q (22234.210000 sec): 3 clusters Score: Raw -80900.553551 + Penalty 3157.769342 = -77742.784209 nChanged 7 SP:Iteration 17Q (22234.330000 sec): 3 clusters Score: Raw -80919.558708 + Penalty 3157.769342 = -77761.789366 nChanged 7 SP:Iteration 18Q (22234.520000 sec): 3 clusters Score: Raw -80936.335421 + Penalty 3157.769342 = -77778.566079 nChanged 11 SP:Iteration 19Q (22234.730000 sec): 3 clusters Score: Raw -80967.379090 + Penalty 3157.769342 = -77809.609748 nChanged 4 SP:Iteration 20F (22234.890000 sec): 3 clusters Score: Raw -80983.846749 + Penalty 3157.769342 = -77826.077407 nChanged 4 SP:Iteration 21Q (22235.090000 sec): 3 clusters Score: Raw -80995.610258 + Penalty 3157.769342 = -77837.840915 nChanged 3 SP:Iteration 22Q (22235.230000 sec): 3 clusters Score: Raw -81005.555354 + Penalty 3157.769342 = -77847.786012 nChanged 1 SP:Iteration 23Q (22235.430000 sec): 3 clusters Score: Raw -81006.744680 + Penalty 3157.769342 = -77848.975338 nChanged 1 SP:Iteration 24Q (22235.580000 sec): 3 clusters Score: Raw -81008.166113 + Penalty 3157.769342 = -77850.396771 nChanged 1 SP:Iteration 25Q (22235.750000 sec): 3 clusters Score: Raw -81010.414480 + Penalty 3157.769342 = -77852.645138 nChanged 1 SP:Iteration 26Q (22235.920000 sec): 3 clusters Score: Raw -81013.339040 + Penalty 3157.769342 = -77855.569698 nChanged 1 SP:Iteration 27Q (22236.110000 sec): 3 clusters Score: Raw -81015.195306 + Penalty 3157.769342 = -77857.425964 nChanged 1 SP:Iteration 28Q (22236.300000 sec): 3 clusters Score: Raw -81017.080438 + Penalty 3157.769342 = -77859.311096 nChanged 3 SP:Iteration 29Q (22236.480000 sec): 3 clusters Score: Raw -81026.918194 + Penalty 3157.769342 = -77869.148852 nChanged 2 SP:Iteration 30Q (22236.690000 sec): 3 clusters Score: Raw -81033.298099 + Penalty 3157.769342 = -77875.528757 nChanged 2 SP:Iteration 31Q (22236.880000 sec): 3 clusters Score: Raw -81043.335856 + Penalty 3157.769342 = -77885.566514 nChanged 3 SP:Iteration 32Q (22237.060000 sec): 3 clusters Score: Raw -81063.265378 + Penalty 3157.769342 = -77905.496036 nChanged 3 SP:Iteration 33Q (22237.260000 sec): 3 clusters Score: Raw -81082.070749 + Penalty 3157.769342 = -77924.301407 nChanged 3 SP:Iteration 34Q (22237.400000 sec): 3 clusters Score: Raw -81101.622747 + Penalty 3157.769342 = -77943.853405 nChanged 1 SP:Iteration 35Q (22237.550000 sec): 3 clusters Score: Raw -81111.782537 + Penalty 3157.769342 = -77954.013195 nChanged 1 SP:Iteration 36Q (22237.720000 sec): 3 clusters Score: Raw -81115.691788 + Penalty 3157.769342 = -77957.922446 nChanged 1 SP:Iteration 37Q (22237.950000 sec): 3 clusters Score: Raw -81117.674474 + Penalty 3157.769342 = -77959.905132 nChanged 1 SP:Iteration 38Q (22238.130000 sec): 3 clusters Score: Raw -81121.620223 + Penalty 3157.769342 = -77963.850881 nChanged 0 SP:Iteration 39F (22238.330000 sec): 3 clusters Score: Raw -81121.620223 + Penalty 3157.769342 = -77963.850881 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22238.410000 sec): 2 clusters Score: Raw -297990.568751 + Penalty 1882.656548 = -296107.912204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22238.600000 sec): 3 clusters Score: Raw -297293.874405 + Penalty 3765.313095 = -293528.561310 nChanged 627 SP:Iteration 1F (22238.720000 sec): 3 clusters Score: Raw -297872.499692 + Penalty 3765.313095 = -294107.186597 nChanged 177 SP:Iteration 2F (22238.900000 sec): 3 clusters Score: Raw -298097.830220 + Penalty 3765.313095 = -294332.517125 nChanged 102 SP:Iteration 3F (22239.120000 sec): 3 clusters Score: Raw -298221.321744 + Penalty 3765.313095 = -294456.008649 nChanged 89 SP:Iteration 4Q (22239.290000 sec): 3 clusters Score: Raw -298322.888640 + Penalty 3765.313095 = -294557.575545 nChanged 51 SP:Iteration 5Q (22239.450000 sec): 3 clusters Score: Raw -298371.240342 + Penalty 3765.313095 = -294605.927247 nChanged 52 SP:Iteration 6Q (22239.670000 sec): 3 clusters Score: Raw -298433.976025 + Penalty 3765.313095 = -294668.662930 nChanged 48 SP:Iteration 7Q (22239.870000 sec): 3 clusters Score: Raw -298477.916885 + Penalty 3765.313095 = -294712.603790 nChanged 45 SP:Iteration 8Q (22240.080000 sec): 3 clusters Score: Raw -298530.818963 + Penalty 3765.313095 = -294765.505868 nChanged 42 SP:Iteration 9Q (22240.270000 sec): 3 clusters Score: Raw -298581.459133 + Penalty 3765.313095 = -294816.146038 nChanged 35 SP:Iteration 10Q (22240.470000 sec): 3 clusters Score: Raw -298624.877817 + Penalty 3765.313095 = -294859.564722 nChanged 39 SP:Iteration 11Q (22240.680000 sec): 3 clusters Score: Raw -298675.139466 + Penalty 3765.313095 = -294909.826371 nChanged 34 SP:Iteration 12Q (22240.860000 sec): 3 clusters Score: Raw -298720.658273 + Penalty 3765.313095 = -294955.345178 nChanged 33 SP:Iteration 13Q (22241.030000 sec): 3 clusters Score: Raw -298761.243608 + Penalty 3765.313095 = -294995.930513 nChanged 27 SP:Iteration 14Q (22241.220000 sec): 3 clusters Score: Raw -298795.304683 + Penalty 3765.313095 = -295029.991588 nChanged 27 SP:Iteration 15Q (22241.390000 sec): 3 clusters Score: Raw -298827.866272 + Penalty 3765.313095 = -295062.553177 nChanged 25 SP:Iteration 16Q (22241.610000 sec): 3 clusters Score: Raw -298853.830214 + Penalty 3765.313095 = -295088.517119 nChanged 18 SP:Iteration 17Q (22241.840000 sec): 3 clusters Score: Raw -298877.049139 + Penalty 3765.313095 = -295111.736044 nChanged 17 SP:Iteration 18Q (22242.010000 sec): 3 clusters Score: Raw -298897.509082 + Penalty 3765.313095 = -295132.195987 nChanged 24 SP:Iteration 19Q (22242.230000 sec): 3 clusters Score: Raw -298933.369821 + Penalty 3765.313095 = -295168.056726 nChanged 21 SP:Iteration 20F (22242.430000 sec): 3 clusters Score: Raw -298962.020387 + Penalty 3765.313095 = -295196.707292 nChanged 19 SP:Iteration 21Q (22242.630000 sec): 3 clusters Score: Raw -298981.580378 + Penalty 3765.313095 = -295216.267283 nChanged 12 SP:Iteration 22Q (22242.820000 sec): 3 clusters Score: Raw -298992.295172 + Penalty 3765.313095 = -295226.982077 nChanged 7 SP:Iteration 23Q (22243.010000 sec): 3 clusters Score: Raw -298998.094788 + Penalty 3765.313095 = -295232.781693 nChanged 5 SP:Iteration 24Q (22243.250000 sec): 3 clusters Score: Raw -299003.321703 + Penalty 3765.313095 = -295238.008608 nChanged 7 SP:Iteration 25Q (22243.370000 sec): 3 clusters Score: Raw -299010.742085 + Penalty 3765.313095 = -295245.428990 nChanged 3 SP:Iteration 26Q (22243.530000 sec): 3 clusters Score: Raw -299013.979434 + Penalty 3765.313095 = -295248.666339 nChanged 4 SP:Iteration 27Q (22243.690000 sec): 3 clusters Score: Raw -299019.562097 + Penalty 3765.313095 = -295254.249002 nChanged 4 SP:Iteration 28Q (22243.890000 sec): 3 clusters Score: Raw -299024.367426 + Penalty 3765.313095 = -295259.054331 nChanged 2 SP:Iteration 29Q (22244.090000 sec): 3 clusters Score: Raw -299026.789488 + Penalty 3765.313095 = -295261.476393 nChanged 3 SP:Iteration 30Q (22244.320000 sec): 3 clusters Score: Raw -299032.257460 + Penalty 3765.313095 = -295266.944364 nChanged 3 SP:Iteration 31Q (22244.510000 sec): 3 clusters Score: Raw -299034.702195 + Penalty 3765.313095 = -295269.389100 nChanged 2 SP:Iteration 32Q (22244.700000 sec): 3 clusters Score: Raw -299037.664609 + Penalty 3765.313095 = -295272.351513 nChanged 2 SP:Iteration 33Q (22244.920000 sec): 3 clusters Score: Raw -299038.322102 + Penalty 3765.313095 = -295273.009007 nChanged 0 SP:Iteration 34F (22245.110000 sec): 3 clusters Score: Raw -299038.322102 + Penalty 3765.313095 = -295273.009007 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (2915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22245.210000 sec): 2 clusters Score: Raw -431501.456205 + Penalty 1978.451024 = -429523.005181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22245.440000 sec): 3 clusters Score: Raw -430338.035839 + Penalty 3956.902049 = -426381.133790 nChanged 1019 SP:Iteration 1F (22245.620000 sec): 3 clusters Score: Raw -431061.492548 + Penalty 3956.902049 = -427104.590499 nChanged 244 SP:Iteration 2F (22245.850000 sec): 3 clusters Score: Raw -431304.094950 + Penalty 3956.902049 = -427347.192901 nChanged 189 SP:Iteration 3F (22246.030000 sec): 3 clusters Score: Raw -431528.187412 + Penalty 3956.902049 = -427571.285363 nChanged 200 SP:Iteration 4F (22246.230000 sec): 3 clusters Score: Raw -431733.642963 + Penalty 3956.902049 = -427776.740914 nChanged 143 SP:Iteration 5Q (22246.520000 sec): 3 clusters Score: Raw -431880.707295 + Penalty 3956.902049 = -427923.805246 nChanged 128 SP:Iteration 6Q (22246.710000 sec): 3 clusters Score: Raw -431989.647057 + Penalty 3956.902049 = -428032.745008 nChanged 73 SP:Iteration 7Q (22246.910000 sec): 3 clusters Score: Raw -432045.035060 + Penalty 3956.902049 = -428088.133011 nChanged 59 SP:Iteration 8Q (22247.120000 sec): 3 clusters Score: Raw -432086.752170 + Penalty 3956.902049 = -428129.850121 nChanged 56 SP:Iteration 9Q (22247.330000 sec): 3 clusters Score: Raw -432130.981534 + Penalty 3956.902049 = -428174.079485 nChanged 42 SP:Iteration 10Q (22247.550000 sec): 3 clusters Score: Raw -432163.640426 + Penalty 3956.902049 = -428206.738377 nChanged 38 SP:Iteration 11Q (22247.780000 sec): 3 clusters Score: Raw -432188.449347 + Penalty 3956.902049 = -428231.547298 nChanged 25 SP:Iteration 12Q (22247.950000 sec): 3 clusters Score: Raw -432209.046451 + Penalty 3956.902049 = -428252.144402 nChanged 19 SP:Iteration 13Q (22248.160000 sec): 3 clusters Score: Raw -432220.137138 + Penalty 3956.902049 = -428263.235089 nChanged 15 SP:Iteration 14Q (22248.320000 sec): 3 clusters Score: Raw -432231.379858 + Penalty 3956.902049 = -428274.477809 nChanged 13 SP:Iteration 15Q (22248.510000 sec): 3 clusters Score: Raw -432238.352567 + Penalty 3956.902049 = -428281.450518 nChanged 8 SP:Iteration 16Q (22248.680000 sec): 3 clusters Score: Raw -432242.022665 + Penalty 3956.902049 = -428285.120616 nChanged 10 SP:Iteration 17Q (22248.890000 sec): 3 clusters Score: Raw -432247.888041 + Penalty 3956.902049 = -428290.985992 nChanged 9 SP:Iteration 18Q (22249.110000 sec): 3 clusters Score: Raw -432253.019252 + Penalty 3956.902049 = -428296.117203 nChanged 12 SP:Iteration 19Q (22249.290000 sec): 3 clusters Score: Raw -432261.010756 + Penalty 3956.902049 = -428304.108707 nChanged 16 SP:Iteration 20F (22249.460000 sec): 3 clusters Score: Raw -432271.449204 + Penalty 3956.902049 = -428314.547155 nChanged 12 SP:Iteration 21Q (22249.660000 sec): 3 clusters Score: Raw -432281.664025 + Penalty 3956.902049 = -428324.761976 nChanged 11 SP:Iteration 22Q (22249.850000 sec): 3 clusters Score: Raw -432289.370954 + Penalty 3956.902049 = -428332.468905 nChanged 10 SP:Iteration 23Q (22250.040000 sec): 3 clusters Score: Raw -432294.539305 + Penalty 3956.902049 = -428337.637256 nChanged 10 SP:Iteration 24Q (22250.240000 sec): 3 clusters Score: Raw -432298.809442 + Penalty 3956.902049 = -428341.907393 nChanged 6 SP:Iteration 25Q (22250.420000 sec): 3 clusters Score: Raw -432302.299967 + Penalty 3956.902049 = -428345.397918 nChanged 6 SP:Iteration 26Q (22250.600000 sec): 3 clusters Score: Raw -432306.458921 + Penalty 3956.902049 = -428349.556872 nChanged 11 SP:Iteration 27Q (22250.760000 sec): 3 clusters Score: Raw -432312.191764 + Penalty 3956.902049 = -428355.289715 nChanged 9 SP:Iteration 28Q (22250.960000 sec): 3 clusters Score: Raw -432315.692909 + Penalty 3956.902049 = -428358.790860 nChanged 4 SP:Iteration 29Q (22251.160000 sec): 3 clusters Score: Raw -432317.774096 + Penalty 3956.902049 = -428360.872047 nChanged 6 SP:Iteration 30Q (22251.330000 sec): 3 clusters Score: Raw -432320.308705 + Penalty 3956.902049 = -428363.406656 nChanged 5 SP:Iteration 31Q (22251.520000 sec): 3 clusters Score: Raw -432323.106417 + Penalty 3956.902049 = -428366.204368 nChanged 5 SP:Iteration 32Q (22251.710000 sec): 3 clusters Score: Raw -432325.124748 + Penalty 3956.902049 = -428368.222699 nChanged 6 SP:Iteration 33Q (22251.950000 sec): 3 clusters Score: Raw -432328.304362 + Penalty 3956.902049 = -428371.402313 nChanged 7 SP:Iteration 34Q (22252.160000 sec): 3 clusters Score: Raw -432332.068167 + Penalty 3956.902049 = -428375.166118 nChanged 3 SP:Iteration 35Q (22252.410000 sec): 3 clusters Score: Raw -432334.760098 + Penalty 3956.902049 = -428377.858049 nChanged 4 SP:Iteration 36Q (22252.570000 sec): 3 clusters Score: Raw -432338.327664 + Penalty 3956.902049 = -428381.425615 nChanged 6 SP:Iteration 37Q (22252.820000 sec): 3 clusters Score: Raw -432341.323704 + Penalty 3956.902049 = -428384.421655 nChanged 6 SP:Iteration 38Q (22253.060000 sec): 3 clusters Score: Raw -432344.961442 + Penalty 3956.902049 = -428388.059393 nChanged 3 SP:Iteration 39Q (22253.270000 sec): 3 clusters Score: Raw -432345.723987 + Penalty 3956.902049 = -428388.821938 nChanged 1 SP:Iteration 40F (22253.470000 sec): 3 clusters Score: Raw -432345.890011 + Penalty 3956.902049 = -428388.987962 nChanged 1 SP:Iteration 41Q (22253.670000 sec): 3 clusters Score: Raw -432346.135854 + Penalty 3956.902049 = -428389.233805 nChanged 1 SP:Iteration 42Q (22253.880000 sec): 3 clusters Score: Raw -432346.544985 + Penalty 3956.902049 = -428389.642936 nChanged 0 SP:Iteration 43F (22254.090000 sec): 3 clusters Score: Raw -432346.544985 + Penalty 3956.902049 = -428389.642936 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (21103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22254.310000 sec): 2 clusters Score: Raw -3219042.346949 + Penalty 2469.378281 = -3216572.968668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22254.640000 sec): 3 clusters Score: Raw -3206694.483799 + Penalty 4938.756563 = -3201755.727236 nChanged 9325 SP:Iteration 1F (22255.010000 sec): 3 clusters Score: Raw -3211988.730091 + Penalty 4938.756563 = -3207049.973529 nChanged 1135 SP:Iteration 2F (22255.330000 sec): 3 clusters Score: Raw -3212430.583576 + Penalty 4938.756563 = -3207491.827013 nChanged 1011 SP:Iteration 3Q (22255.610000 sec): 3 clusters Score: Raw -3212865.031672 + Penalty 4938.756563 = -3207926.275109 nChanged 949 SP:Iteration 4Q (22255.930000 sec): 3 clusters Score: Raw -3213323.178357 + Penalty 4938.756563 = -3208384.421794 nChanged 928 SP:Iteration 5Q (22256.260000 sec): 3 clusters Score: Raw -3213743.938071 + Penalty 4938.756563 = -3208805.181508 nChanged 822 SP:Iteration 6Q (22256.590000 sec): 3 clusters Score: Raw -3214156.066450 + Penalty 4938.756563 = -3209217.309888 nChanged 840 SP:Iteration 7Q (22256.900000 sec): 3 clusters Score: Raw -3214617.132564 + Penalty 4938.756563 = -3209678.376001 nChanged 865 SP:Iteration 8Q (22257.200000 sec): 3 clusters Score: Raw -3215164.426824 + Penalty 4938.756563 = -3210225.670261 nChanged 956 SP:Iteration 9Q (22257.490000 sec): 3 clusters Score: Raw -3215821.344719 + Penalty 4938.756563 = -3210882.588156 nChanged 965 SP:Iteration 10Q (22257.830000 sec): 3 clusters Score: Raw -3216559.263603 + Penalty 4938.756563 = -3211620.507040 nChanged 908 SP:Iteration 11Q (22258.190000 sec): 3 clusters Score: Raw -3217299.290816 + Penalty 4938.756563 = -3212360.534254 nChanged 818 SP:Iteration 12Q (22258.500000 sec): 3 clusters Score: Raw -3217996.999572 + Penalty 4938.756563 = -3213058.243009 nChanged 683 SP:Iteration 13Q (22258.810000 sec): 3 clusters Score: Raw -3218589.918839 + Penalty 4938.756563 = -3213651.162276 nChanged 548 SP:Iteration 14Q (22259.130000 sec): 3 clusters Score: Raw -3219083.602896 + Penalty 4938.756563 = -3214144.846334 nChanged 403 SP:Iteration 15Q (22259.430000 sec): 3 clusters Score: Raw -3219427.379591 + Penalty 4938.756563 = -3214488.623028 nChanged 304 SP:Iteration 16Q (22259.740000 sec): 3 clusters Score: Raw -3219627.827714 + Penalty 4938.756563 = -3214689.071151 nChanged 215 SP:Iteration 17Q (22260.070000 sec): 3 clusters Score: Raw -3219752.077835 + Penalty 4938.756563 = -3214813.321272 nChanged 161 SP:Iteration 18Q (22260.340000 sec): 3 clusters Score: Raw -3219831.398841 + Penalty 4938.756563 = -3214892.642278 nChanged 111 SP:Iteration 19Q (22260.640000 sec): 3 clusters Score: Raw -3219877.918755 + Penalty 4938.756563 = -3214939.162192 nChanged 95 SP:Iteration 20F (22260.930000 sec): 3 clusters Score: Raw -3219913.676940 + Penalty 4938.756563 = -3214974.920377 nChanged 65 SP:Iteration 21Q (22261.220000 sec): 3 clusters Score: Raw -3219935.720026 + Penalty 4938.756563 = -3214996.963463 nChanged 45 SP:Iteration 22Q (22261.540000 sec): 3 clusters Score: Raw -3219949.322321 + Penalty 4938.756563 = -3215010.565758 nChanged 35 SP:Iteration 23Q (22261.810000 sec): 3 clusters Score: Raw -3219957.754778 + Penalty 4938.756563 = -3215018.998215 nChanged 25 SP:Iteration 24Q (22262.120000 sec): 3 clusters Score: Raw -3219964.380721 + Penalty 4938.756563 = -3215025.624158 nChanged 21 SP:Iteration 25Q (22262.450000 sec): 3 clusters Score: Raw -3219970.183268 + Penalty 4938.756563 = -3215031.426706 nChanged 23 SP:Iteration 26Q (22262.730000 sec): 3 clusters Score: Raw -3219976.127316 + Penalty 4938.756563 = -3215037.370753 nChanged 18 SP:Iteration 27Q (22263.050000 sec): 3 clusters Score: Raw -3219980.677627 + Penalty 4938.756563 = -3215041.921064 nChanged 10 SP:Iteration 28Q (22263.400000 sec): 3 clusters Score: Raw -3219983.006093 + Penalty 4938.756563 = -3215044.249530 nChanged 7 SP:Iteration 29Q (22263.690000 sec): 3 clusters Score: Raw -3219984.382562 + Penalty 4938.756563 = -3215045.626000 nChanged 6 SP:Iteration 30Q (22264.030000 sec): 3 clusters Score: Raw -3219985.824101 + Penalty 4938.756563 = -3215047.067538 nChanged 7 SP:Iteration 31Q (22264.340000 sec): 3 clusters Score: Raw -3219987.518100 + Penalty 4938.756563 = -3215048.761537 nChanged 7 SP:Iteration 32Q (22264.640000 sec): 3 clusters Score: Raw -3219989.368409 + Penalty 4938.756563 = -3215050.611846 nChanged 9 SP:Iteration 33Q (22264.900000 sec): 3 clusters Score: Raw -3219991.928491 + Penalty 4938.756563 = -3215053.171928 nChanged 5 SP:Iteration 34Q (22265.230000 sec): 3 clusters Score: Raw -3219992.836029 + Penalty 4938.756563 = -3215054.079467 nChanged 5 SP:Iteration 35Q (22265.530000 sec): 3 clusters Score: Raw -3219993.978103 + Penalty 4938.756563 = -3215055.221540 nChanged 2 SP:Iteration 36Q (22265.790000 sec): 3 clusters Score: Raw -3219994.828593 + Penalty 4938.756563 = -3215056.072030 nChanged 5 SP:Iteration 37Q (22266.120000 sec): 3 clusters Score: Raw -3219995.877797 + Penalty 4938.756563 = -3215057.121234 nChanged 4 SP:Iteration 38Q (22266.430000 sec): 3 clusters Score: Raw -3219996.946737 + Penalty 4938.756563 = -3215058.190174 nChanged 9 SP:Iteration 39Q (22266.760000 sec): 3 clusters Score: Raw -3219999.570493 + Penalty 4938.756563 = -3215060.813930 nChanged 9 SP:Iteration 40F (22267.130000 sec): 3 clusters Score: Raw -3220002.370824 + Penalty 4938.756563 = -3215063.614261 nChanged 7 SP:Iteration 41Q (22267.400000 sec): 3 clusters Score: Raw -3220003.774803 + Penalty 4938.756563 = -3215065.018240 nChanged 5 SP:Iteration 42Q (22267.690000 sec): 3 clusters Score: Raw -3220004.666036 + Penalty 4938.756563 = -3215065.909473 nChanged 2 SP:Iteration 43Q (22268.030000 sec): 3 clusters Score: Raw -3220005.122667 + Penalty 4938.756563 = -3215066.366104 nChanged 2 SP:Iteration 44Q (22268.370000 sec): 3 clusters Score: Raw -3220005.499866 + Penalty 4938.756563 = -3215066.743303 nChanged 1 SP:Iteration 45Q (22268.660000 sec): 3 clusters Score: Raw -3220005.708315 + Penalty 4938.756563 = -3215066.951753 nChanged 1 SP:Iteration 46Q (22268.930000 sec): 3 clusters Score: Raw -3220005.983440 + Penalty 4938.756563 = -3215067.226877 nChanged 1 SP:Iteration 47Q (22269.210000 sec): 3 clusters Score: Raw -3220006.215489 + Penalty 4938.756563 = -3215067.458926 nChanged 1 SP:Iteration 48Q (22269.500000 sec): 3 clusters Score: Raw -3220006.528285 + Penalty 4938.756563 = -3215067.771723 nChanged 2 SP:Iteration 49Q (22269.770000 sec): 3 clusters Score: Raw -3220006.818033 + Penalty 4938.756563 = -3215068.061470 nChanged 1 SP:Iteration 50Q (22270.060000 sec): 3 clusters Score: Raw -3220007.006235 + Penalty 4938.756563 = -3215068.249673 nChanged 1 SP:Iteration 51Q (22270.350000 sec): 3 clusters Score: Raw -3220007.149146 + Penalty 4938.756563 = -3215068.392583 nChanged 3 SP:Iteration 52Q (22270.640000 sec): 3 clusters Score: Raw -3220007.636326 + Penalty 4938.756563 = -3215068.879763 nChanged 0 SP:Iteration 53F (22270.950000 sec): 3 clusters Score: Raw -3220007.636326 + Penalty 4938.756563 = -3215068.879763 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (144363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22271.800000 sec): 2 clusters Score: Raw -21862980.033221 + Penalty 2946.261388 = -21860033.771834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22272.670000 sec): 3 clusters Score: Raw -21769441.988682 + Penalty 5892.522775 = -21763549.465907 nChanged 68688 SP:Iteration 1F (22273.630000 sec): 3 clusters Score: Raw -21809815.906204 + Penalty 5892.522775 = -21803923.383429 nChanged 5143 SP:Iteration 2Q (22274.630000 sec): 3 clusters Score: Raw -21811501.515939 + Penalty 5892.522775 = -21805608.993164 nChanged 5737 SP:Iteration 3Q (22275.650000 sec): 3 clusters Score: Raw -21813794.758192 + Penalty 5892.522775 = -21807902.235417 nChanged 6626 SP:Iteration 4Q (22276.760000 sec): 3 clusters Score: Raw -21816848.682654 + Penalty 5892.522775 = -21810956.159879 nChanged 7309 SP:Iteration 5F (22277.740000 sec): 3 clusters Score: Raw -21820769.545859 + Penalty 5892.522775 = -21814877.023084 nChanged 7951 SP:Iteration 6F (22278.710000 sec): 3 clusters Score: Raw -21825546.723608 + Penalty 5892.522775 = -21819654.200833 nChanged 8684 SP:Iteration 7F (22279.770000 sec): 3 clusters Score: Raw -21831471.516694 + Penalty 5892.522775 = -21825578.993919 nChanged 9605 SP:Iteration 8F (22280.690000 sec): 3 clusters Score: Raw -21838495.923502 + Penalty 5892.522775 = -21832603.400727 nChanged 9695 SP:Iteration 9F (22281.650000 sec): 3 clusters Score: Raw -21845942.856295 + Penalty 5892.522775 = -21840050.333520 nChanged 8619 SP:Iteration 10F (22282.550000 sec): 3 clusters Score: Raw -21852712.328544 + Penalty 5892.522775 = -21846819.805769 nChanged 6385 SP:Iteration 11Q (22283.610000 sec): 3 clusters Score: Raw -21857654.520522 + Penalty 5892.522775 = -21851761.997747 nChanged 3830 SP:Iteration 12Q (22284.490000 sec): 3 clusters Score: Raw -21860487.042399 + Penalty 5892.522775 = -21854594.519624 nChanged 2027 SP:Iteration 13Q (22285.290000 sec): 3 clusters Score: Raw -21861905.355390 + Penalty 5892.522775 = -21856012.832615 nChanged 937 SP:Iteration 14Q (22286.160000 sec): 3 clusters Score: Raw -21862562.727091 + Penalty 5892.522775 = -21856670.204316 nChanged 481 SP:Iteration 15Q (22287.000000 sec): 3 clusters Score: Raw -21862880.848617 + Penalty 5892.522775 = -21856988.325842 nChanged 248 SP:Iteration 16Q (22287.800000 sec): 3 clusters Score: Raw -21863043.470333 + Penalty 5892.522775 = -21857150.947558 nChanged 154 SP:Iteration 17Q (22288.660000 sec): 3 clusters Score: Raw -21863142.855768 + Penalty 5892.522775 = -21857250.332993 nChanged 94 SP:Iteration 18Q (22289.560000 sec): 3 clusters Score: Raw -21863215.621369 + Penalty 5892.522775 = -21857323.098594 nChanged 75 SP:Iteration 19Q (22290.460000 sec): 3 clusters Score: Raw -21863269.916690 + Penalty 5892.522775 = -21857377.393915 nChanged 48 SP:Iteration 20F (22291.370000 sec): 3 clusters Score: Raw -21863306.027405 + Penalty 5892.522775 = -21857413.504630 nChanged 34 SP:Iteration 21Q (22292.170000 sec): 3 clusters Score: Raw -21863330.408160 + Penalty 5892.522775 = -21857437.885385 nChanged 17 SP:Iteration 22Q (22292.990000 sec): 3 clusters Score: Raw -21863340.659873 + Penalty 5892.522775 = -21857448.137098 nChanged 14 SP:Iteration 23Q (22293.780000 sec): 3 clusters Score: Raw -21863347.199788 + Penalty 5892.522775 = -21857454.677013 nChanged 8 SP:Iteration 24Q (22294.510000 sec): 3 clusters Score: Raw -21863351.504538 + Penalty 5892.522775 = -21857458.981763 nChanged 5 SP:Iteration 25Q (22295.320000 sec): 3 clusters Score: Raw -21863354.144734 + Penalty 5892.522775 = -21857461.621959 nChanged 4 SP:Iteration 26Q (22296.140000 sec): 3 clusters Score: Raw -21863356.075862 + Penalty 5892.522775 = -21857463.553087 nChanged 2 SP:Iteration 27Q (22296.920000 sec): 3 clusters Score: Raw -21863356.856504 + Penalty 5892.522775 = -21857464.333729 nChanged 0 SP:Iteration 28F (22297.860000 sec): 3 clusters Score: Raw -21863356.856504 + Penalty 5892.522775 = -21857464.333729 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (17646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22298.100000 sec): 2 clusters Score: Raw -2673269.375075 + Penalty 2425.009573 = -2670844.365502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22298.380000 sec): 3 clusters Score: Raw -2663142.305331 + Penalty 4850.019146 = -2658292.286185 nChanged 7718 SP:Iteration 1F (22298.700000 sec): 3 clusters Score: Raw -2667355.412815 + Penalty 4850.019146 = -2662505.393668 nChanged 1064 SP:Iteration 2F (22299.000000 sec): 3 clusters Score: Raw -2667827.381188 + Penalty 4850.019146 = -2662977.362041 nChanged 928 SP:Iteration 3F (22299.330000 sec): 3 clusters Score: Raw -2668243.065406 + Penalty 4850.019146 = -2663393.046260 nChanged 836 SP:Iteration 4Q (22299.660000 sec): 3 clusters Score: Raw -2668594.048825 + Penalty 4850.019146 = -2663744.029679 nChanged 716 SP:Iteration 5Q (22299.940000 sec): 3 clusters Score: Raw -2668902.452911 + Penalty 4850.019146 = -2664052.433765 nChanged 669 SP:Iteration 6Q (22300.260000 sec): 3 clusters Score: Raw -2669198.544860 + Penalty 4850.019146 = -2664348.525713 nChanged 668 SP:Iteration 7Q (22300.550000 sec): 3 clusters Score: Raw -2669483.380225 + Penalty 4850.019146 = -2664633.361079 nChanged 669 SP:Iteration 8Q (22300.860000 sec): 3 clusters Score: Raw -2669795.037729 + Penalty 4850.019146 = -2664945.018583 nChanged 711 SP:Iteration 9Q (22301.120000 sec): 3 clusters Score: Raw -2670158.045474 + Penalty 4850.019146 = -2665308.026328 nChanged 710 SP:Iteration 10Q (22301.430000 sec): 3 clusters Score: Raw -2670528.224497 + Penalty 4850.019146 = -2665678.205350 nChanged 671 SP:Iteration 11Q (22301.750000 sec): 3 clusters Score: Raw -2670914.740982 + Penalty 4850.019146 = -2666064.721836 nChanged 714 SP:Iteration 12Q (22302.030000 sec): 3 clusters Score: Raw -2671371.338567 + Penalty 4850.019146 = -2666521.319421 nChanged 657 SP:Iteration 13Q (22302.330000 sec): 3 clusters Score: Raw -2671792.273331 + Penalty 4850.019146 = -2666942.254185 nChanged 577 SP:Iteration 14Q (22302.620000 sec): 3 clusters Score: Raw -2672091.372198 + Penalty 4850.019146 = -2667241.353052 nChanged 462 SP:Iteration 15Q (22302.920000 sec): 3 clusters Score: Raw -2672288.183562 + Penalty 4850.019146 = -2667438.164416 nChanged 326 SP:Iteration 16Q (22303.220000 sec): 3 clusters Score: Raw -2672404.339675 + Penalty 4850.019146 = -2667554.320529 nChanged 255 SP:Iteration 17Q (22303.500000 sec): 3 clusters Score: Raw -2672487.232981 + Penalty 4850.019146 = -2667637.213835 nChanged 203 SP:Iteration 18Q (22303.810000 sec): 3 clusters Score: Raw -2672543.071997 + Penalty 4850.019146 = -2667693.052851 nChanged 172 SP:Iteration 19Q (22304.070000 sec): 3 clusters Score: Raw -2672588.482112 + Penalty 4850.019146 = -2667738.462966 nChanged 156 SP:Iteration 20F (22304.310000 sec): 3 clusters Score: Raw -2672628.237863 + Penalty 4850.019146 = -2667778.218717 nChanged 142 SP:Iteration 21Q (22304.600000 sec): 3 clusters Score: Raw -2672666.759100 + Penalty 4850.019146 = -2667816.739954 nChanged 147 SP:Iteration 22Q (22304.850000 sec): 3 clusters Score: Raw -2672700.477869 + Penalty 4850.019146 = -2667850.458723 nChanged 124 SP:Iteration 23Q (22305.130000 sec): 3 clusters Score: Raw -2672724.373085 + Penalty 4850.019146 = -2667874.353938 nChanged 99 SP:Iteration 24Q (22305.440000 sec): 3 clusters Score: Raw -2672744.014075 + Penalty 4850.019146 = -2667893.994929 nChanged 91 SP:Iteration 25Q (22305.750000 sec): 3 clusters Score: Raw -2672761.031049 + Penalty 4850.019146 = -2667911.011903 nChanged 70 SP:Iteration 26Q (22306.010000 sec): 3 clusters Score: Raw -2672772.287519 + Penalty 4850.019146 = -2667922.268373 nChanged 67 SP:Iteration 27Q (22306.340000 sec): 3 clusters Score: Raw -2672782.489135 + Penalty 4850.019146 = -2667932.469989 nChanged 54 SP:Iteration 28Q (22306.610000 sec): 3 clusters Score: Raw -2672788.896212 + Penalty 4850.019146 = -2667938.877066 nChanged 40 SP:Iteration 29Q (22306.870000 sec): 3 clusters Score: Raw -2672793.182155 + Penalty 4850.019146 = -2667943.163008 nChanged 30 SP:Iteration 30Q (22307.140000 sec): 3 clusters Score: Raw -2672797.030899 + Penalty 4850.019146 = -2667947.011753 nChanged 31 SP:Iteration 31Q (22307.470000 sec): 3 clusters Score: Raw -2672800.086162 + Penalty 4850.019146 = -2667950.067016 nChanged 25 SP:Iteration 32Q (22307.760000 sec): 3 clusters Score: Raw -2672802.319279 + Penalty 4850.019146 = -2667952.300133 nChanged 22 SP:Iteration 33Q (22308.090000 sec): 3 clusters Score: Raw -2672804.282077 + Penalty 4850.019146 = -2667954.262931 nChanged 13 SP:Iteration 34Q (22308.450000 sec): 3 clusters Score: Raw -2672805.564123 + Penalty 4850.019146 = -2667955.544977 nChanged 14 SP:Iteration 35Q (22308.730000 sec): 3 clusters Score: Raw -2672806.867729 + Penalty 4850.019146 = -2667956.848582 nChanged 14 SP:Iteration 36Q (22309.030000 sec): 3 clusters Score: Raw -2672808.286023 + Penalty 4850.019146 = -2667958.266877 nChanged 16 SP:Iteration 37Q (22309.270000 sec): 3 clusters Score: Raw -2672810.514509 + Penalty 4850.019146 = -2667960.495363 nChanged 19 SP:Iteration 38Q (22309.580000 sec): 3 clusters Score: Raw -2672812.608093 + Penalty 4850.019146 = -2667962.588947 nChanged 18 SP:Iteration 39Q (22309.850000 sec): 3 clusters Score: Raw -2672814.286994 + Penalty 4850.019146 = -2667964.267848 nChanged 13 SP:Iteration 40F (22310.160000 sec): 3 clusters Score: Raw -2672815.603460 + Penalty 4850.019146 = -2667965.584314 nChanged 11 SP:Iteration 41Q (22310.450000 sec): 3 clusters Score: Raw -2672816.911750 + Penalty 4850.019146 = -2667966.892603 nChanged 11 SP:Iteration 42Q (22310.730000 sec): 3 clusters Score: Raw -2672818.285887 + Penalty 4850.019146 = -2667968.266741 nChanged 17 SP:Iteration 43Q (22311.080000 sec): 3 clusters Score: Raw -2672820.075904 + Penalty 4850.019146 = -2667970.056757 nChanged 21 SP:Iteration 44Q (22311.340000 sec): 3 clusters Score: Raw -2672822.104657 + Penalty 4850.019146 = -2667972.085510 nChanged 17 SP:Iteration 45Q (22311.660000 sec): 3 clusters Score: Raw -2672824.040087 + Penalty 4850.019146 = -2667974.020941 nChanged 17 SP:Iteration 46Q (22311.940000 sec): 3 clusters Score: Raw -2672826.213456 + Penalty 4850.019146 = -2667976.194310 nChanged 15 SP:Iteration 47Q (22312.230000 sec): 3 clusters Score: Raw -2672827.796244 + Penalty 4850.019146 = -2667977.777098 nChanged 18 SP:Iteration 48Q (22312.510000 sec): 3 clusters Score: Raw -2672829.809632 + Penalty 4850.019146 = -2667979.790486 nChanged 14 SP:Iteration 49Q (22312.820000 sec): 3 clusters Score: Raw -2672831.470467 + Penalty 4850.019146 = -2667981.451320 nChanged 13 SP:Iteration 50Q (22313.140000 sec): 3 clusters Score: Raw -2672832.611199 + Penalty 4850.019146 = -2667982.592052 nChanged 7 SP:Iteration 51Q (22313.440000 sec): 3 clusters Score: Raw -2672833.127386 + Penalty 4850.019146 = -2667983.108240 nChanged 3 SP:Iteration 52Q (22313.720000 sec): 3 clusters Score: Raw -2672833.337890 + Penalty 4850.019146 = -2667983.318744 nChanged 2 SP:Iteration 53Q (22314.000000 sec): 3 clusters Score: Raw -2672833.475622 + Penalty 4850.019146 = -2667983.456476 nChanged 1 SP:Iteration 54Q (22314.250000 sec): 3 clusters Score: Raw -2672833.577653 + Penalty 4850.019146 = -2667983.558506 nChanged 2 SP:Iteration 55Q (22314.590000 sec): 3 clusters Score: Raw -2672833.711101 + Penalty 4850.019146 = -2667983.691955 nChanged 4 SP:Iteration 56Q (22314.830000 sec): 3 clusters Score: Raw -2672834.027608 + Penalty 4850.019146 = -2667984.008461 nChanged 5 SP:Iteration 57Q (22315.100000 sec): 3 clusters Score: Raw -2672834.378380 + Penalty 4850.019146 = -2667984.359234 nChanged 6 SP:Iteration 58Q (22315.410000 sec): 3 clusters Score: Raw -2672834.770738 + Penalty 4850.019146 = -2667984.751591 nChanged 5 SP:Iteration 59Q (22315.760000 sec): 3 clusters Score: Raw -2672835.126157 + Penalty 4850.019146 = -2667985.107011 nChanged 2 SP:Iteration 60F (22316.040000 sec): 3 clusters Score: Raw -2672835.323899 + Penalty 4850.019146 = -2667985.304753 nChanged 3 SP:Iteration 61Q (22316.320000 sec): 3 clusters Score: Raw -2672835.491688 + Penalty 4850.019146 = -2667985.472542 nChanged 2 SP:Iteration 62Q (22316.580000 sec): 3 clusters Score: Raw -2672835.704925 + Penalty 4850.019146 = -2667985.685779 nChanged 2 SP:Iteration 63Q (22316.880000 sec): 3 clusters Score: Raw -2672835.926847 + Penalty 4850.019146 = -2667985.907700 nChanged 2 SP:Iteration 64Q (22317.160000 sec): 3 clusters Score: Raw -2672836.140750 + Penalty 4850.019146 = -2667986.121604 nChanged 0 SP:Iteration 65F (22317.440000 sec): 3 clusters Score: Raw -2672836.140750 + Penalty 4850.019146 = -2667986.121604 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22317.570000 sec): 2 clusters Score: Raw -9056.693623 + Penalty 1156.532895 = -7900.160727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22317.760000 sec): 3 clusters Score: Raw -9544.057652 + Penalty 2313.065791 = -7230.991861 nChanged 8 SP:Iteration 1F (22317.950000 sec): 3 clusters Score: Raw -9614.281625 + Penalty 2313.065791 = -7301.215835 nChanged 3 SP:Iteration 2Q (22318.120000 sec): 3 clusters Score: Raw -9652.309147 + Penalty 2313.065791 = -7339.243357 nChanged 2 SP:Iteration 3Q (22318.290000 sec): 3 clusters Score: Raw -9676.283479 + Penalty 2313.065791 = -7363.217689 nChanged 1 SP:Iteration 4Q (22318.470000 sec): 3 clusters Score: Raw -9728.093314 + Penalty 2313.065791 = -7415.027523 nChanged 0 SP:Iteration 5F (22318.680000 sec): 3 clusters Score: Raw -9728.093314 + Penalty 2313.065791 = -7415.027523 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (4595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22318.790000 sec): 2 clusters Score: Raw -667277.041570 + Penalty 2091.315561 = -665185.726009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22319.070000 sec): 3 clusters Score: Raw -665092.094273 + Penalty 4182.631121 = -660909.463152 nChanged 1732 SP:Iteration 1F (22319.260000 sec): 3 clusters Score: Raw -666153.450325 + Penalty 4182.631121 = -661970.819203 nChanged 341 SP:Iteration 2F (22319.530000 sec): 3 clusters Score: Raw -666354.235433 + Penalty 4182.631121 = -662171.604312 nChanged 231 SP:Iteration 3F (22319.730000 sec): 3 clusters Score: Raw -666492.823273 + Penalty 4182.631121 = -662310.192152 nChanged 154 SP:Iteration 4Q (22319.940000 sec): 3 clusters Score: Raw -666588.900085 + Penalty 4182.631121 = -662406.268964 nChanged 158 SP:Iteration 5Q (22320.120000 sec): 3 clusters Score: Raw -666701.214965 + Penalty 4182.631121 = -662518.583844 nChanged 160 SP:Iteration 6Q (22320.350000 sec): 3 clusters Score: Raw -666839.109536 + Penalty 4182.631121 = -662656.478414 nChanged 169 SP:Iteration 7Q (22320.530000 sec): 3 clusters Score: Raw -666984.095184 + Penalty 4182.631121 = -662801.464062 nChanged 189 SP:Iteration 8Q (22320.770000 sec): 3 clusters Score: Raw -667164.173334 + Penalty 4182.631121 = -662981.542213 nChanged 200 SP:Iteration 9Q (22320.940000 sec): 3 clusters Score: Raw -667339.544497 + Penalty 4182.631121 = -663156.913376 nChanged 195 SP:Iteration 10Q (22321.150000 sec): 3 clusters Score: Raw -667496.597383 + Penalty 4182.631121 = -663313.966262 nChanged 170 SP:Iteration 11Q (22321.380000 sec): 3 clusters Score: Raw -667645.285994 + Penalty 4182.631121 = -663462.654873 nChanged 168 SP:Iteration 12Q (22321.620000 sec): 3 clusters Score: Raw -667769.245790 + Penalty 4182.631121 = -663586.614669 nChanged 130 SP:Iteration 13Q (22321.810000 sec): 3 clusters Score: Raw -667853.772394 + Penalty 4182.631121 = -663671.141273 nChanged 111 SP:Iteration 14Q (22322.000000 sec): 3 clusters Score: Raw -667932.375469 + Penalty 4182.631121 = -663749.744348 nChanged 91 SP:Iteration 15Q (22322.280000 sec): 3 clusters Score: Raw -667993.535338 + Penalty 4182.631121 = -663810.904217 nChanged 65 SP:Iteration 16Q (22322.500000 sec): 3 clusters Score: Raw -668029.889448 + Penalty 4182.631121 = -663847.258327 nChanged 54 SP:Iteration 17Q (22322.690000 sec): 3 clusters Score: Raw -668056.151126 + Penalty 4182.631121 = -663873.520005 nChanged 48 SP:Iteration 18Q (22322.880000 sec): 3 clusters Score: Raw -668077.187789 + Penalty 4182.631121 = -663894.556668 nChanged 31 SP:Iteration 19Q (22323.080000 sec): 3 clusters Score: Raw -668088.247162 + Penalty 4182.631121 = -663905.616040 nChanged 21 SP:Iteration 20F (22323.290000 sec): 3 clusters Score: Raw -668096.141727 + Penalty 4182.631121 = -663913.510606 nChanged 17 SP:Iteration 21Q (22323.530000 sec): 3 clusters Score: Raw -668102.627846 + Penalty 4182.631121 = -663919.996725 nChanged 16 SP:Iteration 22Q (22323.790000 sec): 3 clusters Score: Raw -668109.115376 + Penalty 4182.631121 = -663926.484255 nChanged 18 SP:Iteration 23Q (22323.980000 sec): 3 clusters Score: Raw -668115.027350 + Penalty 4182.631121 = -663932.396229 nChanged 11 SP:Iteration 24Q (22324.220000 sec): 3 clusters Score: Raw -668118.714726 + Penalty 4182.631121 = -663936.083605 nChanged 8 SP:Iteration 25Q (22324.500000 sec): 3 clusters Score: Raw -668121.523821 + Penalty 4182.631121 = -663938.892699 nChanged 2 SP:Iteration 26Q (22324.710000 sec): 3 clusters Score: Raw -668122.002699 + Penalty 4182.631121 = -663939.371578 nChanged 4 SP:Iteration 27Q (22324.940000 sec): 3 clusters Score: Raw -668122.728426 + Penalty 4182.631121 = -663940.097305 nChanged 6 SP:Iteration 28Q (22325.140000 sec): 3 clusters Score: Raw -668124.641684 + Penalty 4182.631121 = -663942.010563 nChanged 5 SP:Iteration 29Q (22325.380000 sec): 3 clusters Score: Raw -668126.673620 + Penalty 4182.631121 = -663944.042498 nChanged 8 SP:Iteration 30Q (22325.570000 sec): 3 clusters Score: Raw -668129.545067 + Penalty 4182.631121 = -663946.913945 nChanged 9 SP:Iteration 31Q (22325.780000 sec): 3 clusters Score: Raw -668131.950797 + Penalty 4182.631121 = -663949.319676 nChanged 3 SP:Iteration 32Q (22326.030000 sec): 3 clusters Score: Raw -668132.527476 + Penalty 4182.631121 = -663949.896355 nChanged 1 SP:Iteration 33Q (22326.250000 sec): 3 clusters Score: Raw -668132.787272 + Penalty 4182.631121 = -663950.156151 nChanged 2 SP:Iteration 34Q (22326.460000 sec): 3 clusters Score: Raw -668133.196676 + Penalty 4182.631121 = -663950.565555 nChanged 1 SP:Iteration 35Q (22326.660000 sec): 3 clusters Score: Raw -668133.471105 + Penalty 4182.631121 = -663950.839984 nChanged 1 SP:Iteration 36Q (22326.900000 sec): 3 clusters Score: Raw -668133.778641 + Penalty 4182.631121 = -663951.147520 nChanged 2 SP:Iteration 37Q (22327.090000 sec): 3 clusters Score: Raw -668134.436357 + Penalty 4182.631121 = -663951.805235 nChanged 1 SP:Iteration 38Q (22327.300000 sec): 3 clusters Score: Raw -668134.633935 + Penalty 4182.631121 = -663952.002814 nChanged 0 SP:Iteration 39F (22327.520000 sec): 3 clusters Score: Raw -668134.633935 + Penalty 4182.631121 = -663952.002814 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22327.640000 sec): 2 clusters Score: Raw -63811.521251 + Penalty 1486.502434 = -62325.018817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22327.830000 sec): 3 clusters Score: Raw -63965.672585 + Penalty 2973.004868 = -60992.667717 nChanged 91 SP:Iteration 1F (22328.070000 sec): 3 clusters Score: Raw -64298.734164 + Penalty 2973.004868 = -61325.729296 nChanged 37 SP:Iteration 2F (22328.280000 sec): 3 clusters Score: Raw -64415.701404 + Penalty 2973.004868 = -61442.696536 nChanged 20 SP:Iteration 3Q (22328.420000 sec): 3 clusters Score: Raw -64618.404439 + Penalty 2973.004868 = -61645.399571 nChanged 15 SP:Iteration 4Q (22328.630000 sec): 3 clusters Score: Raw -64815.311343 + Penalty 2973.004868 = -61842.306475 nChanged 12 SP:Iteration 5Q (22328.800000 sec): 3 clusters Score: Raw -64897.264629 + Penalty 2973.004868 = -61924.259761 nChanged 5 SP:Iteration 6Q (22328.970000 sec): 3 clusters Score: Raw -64923.395965 + Penalty 2973.004868 = -61950.391097 nChanged 3 SP:Iteration 7Q (22329.140000 sec): 3 clusters Score: Raw -64943.395105 + Penalty 2973.004868 = -61970.390237 nChanged 1 SP:Iteration 8Q (22329.340000 sec): 3 clusters Score: Raw -64950.733127 + Penalty 2973.004868 = -61977.728259 nChanged 1 SP:Iteration 9Q (22329.480000 sec): 3 clusters Score: Raw -64951.672583 + Penalty 2973.004868 = -61978.667715 nChanged 0 SP:Iteration 10F (22329.700000 sec): 3 clusters Score: Raw -64951.672583 + Penalty 2973.004868 = -61978.667715 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22329.780000 sec): 2 clusters Score: Raw -41849.974343 + Penalty 1418.637321 = -40431.337022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22329.960000 sec): 3 clusters Score: Raw -42028.009461 + Penalty 2837.274641 = -39190.734820 nChanged 46 SP:Iteration 1F (22330.160000 sec): 3 clusters Score: Raw -42176.638476 + Penalty 2837.274641 = -39339.363835 nChanged 8 SP:Iteration 2Q (22330.340000 sec): 3 clusters Score: Raw -42208.417573 + Penalty 2837.274641 = -39371.142932 nChanged 6 SP:Iteration 3Q (22330.550000 sec): 3 clusters Score: Raw -42221.628890 + Penalty 2837.274641 = -39384.354249 nChanged 3 SP:Iteration 4Q (22330.680000 sec): 3 clusters Score: Raw -42230.639268 + Penalty 2837.274641 = -39393.364626 nChanged 0 SP:Iteration 5F (22330.900000 sec): 3 clusters Score: Raw -42230.639268 + Penalty 2837.274641 = -39393.364626 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22330.950000 sec): 2 clusters Score: Raw -41226.113208 + Penalty 1410.369888 = -39815.743319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22331.120000 sec): 3 clusters Score: Raw -41381.955516 + Penalty 2820.739777 = -38561.215739 nChanged 30 SP:Iteration 1F (22331.380000 sec): 3 clusters Score: Raw -41505.467002 + Penalty 2820.739777 = -38684.727225 nChanged 11 SP:Iteration 2Q (22331.520000 sec): 3 clusters Score: Raw -41551.155615 + Penalty 2820.739777 = -38730.415838 nChanged 5 SP:Iteration 3Q (22331.720000 sec): 3 clusters Score: Raw -41571.802285 + Penalty 2820.739777 = -38751.062508 nChanged 1 SP:Iteration 4Q (22331.950000 sec): 3 clusters Score: Raw -41574.637030 + Penalty 2820.739777 = -38753.897253 nChanged 0 SP:Iteration 5F (22332.130000 sec): 3 clusters Score: Raw -41574.637030 + Penalty 2820.739777 = -38753.897253 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22332.230000 sec): 2 clusters Score: Raw -13135.798408 + Penalty 1237.627282 = -11898.171126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22332.450000 sec): 3 clusters Score: Raw -13563.745007 + Penalty 2475.254563 = -11088.490444 nChanged 19 SP:Iteration 1F (22332.630000 sec): 3 clusters Score: Raw -13691.061185 + Penalty 2475.254563 = -11215.806622 nChanged 2 SP:Iteration 2Q (22332.870000 sec): 3 clusters Score: Raw -13719.935739 + Penalty 2475.254563 = -11244.681176 nChanged 1 SP:Iteration 3Q (22333.100000 sec): 3 clusters Score: Raw -13737.326925 + Penalty 2475.254563 = -11262.072362 nChanged 0 SP:Iteration 4F (22333.250000 sec): 3 clusters Score: Raw -13737.326925 + Penalty 2475.254563 = -11262.072362 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22333.350000 sec): 2 clusters Score: Raw -10159.098412 + Penalty 1098.842566 = -9060.255846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22333.510000 sec): 3 clusters Score: Raw -10601.446373 + Penalty 2197.685132 = -8403.761241 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (3983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22333.620000 sec): 2 clusters Score: Raw -606915.494336 + Penalty 2055.868065 = -604859.626271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22333.840000 sec): 3 clusters Score: Raw -605109.374810 + Penalty 4111.736129 = -600997.638681 nChanged 1483 SP:Iteration 1F (22334.070000 sec): 3 clusters Score: Raw -605953.254910 + Penalty 4111.736129 = -601841.518781 nChanged 295 SP:Iteration 2F (22334.270000 sec): 3 clusters Score: Raw -606149.551940 + Penalty 4111.736129 = -602037.815810 nChanged 198 SP:Iteration 3Q (22334.460000 sec): 3 clusters Score: Raw -606312.852869 + Penalty 4111.736129 = -602201.116740 nChanged 175 SP:Iteration 4Q (22334.650000 sec): 3 clusters Score: Raw -606484.726503 + Penalty 4111.736129 = -602372.990373 nChanged 163 SP:Iteration 5Q (22334.890000 sec): 3 clusters Score: Raw -606641.986919 + Penalty 4111.736129 = -602530.250789 nChanged 162 SP:Iteration 6Q (22335.060000 sec): 3 clusters Score: Raw -606772.490852 + Penalty 4111.736129 = -602660.754723 nChanged 147 SP:Iteration 7Q (22335.290000 sec): 3 clusters Score: Raw -606885.010495 + Penalty 4111.736129 = -602773.274366 nChanged 146 SP:Iteration 8Q (22335.470000 sec): 3 clusters Score: Raw -606999.901999 + Penalty 4111.736129 = -602888.165870 nChanged 153 SP:Iteration 9Q (22335.640000 sec): 3 clusters Score: Raw -607128.866329 + Penalty 4111.736129 = -603017.130200 nChanged 144 SP:Iteration 10Q (22335.860000 sec): 3 clusters Score: Raw -607249.296959 + Penalty 4111.736129 = -603137.560830 nChanged 121 SP:Iteration 11Q (22336.010000 sec): 3 clusters Score: Raw -607340.793646 + Penalty 4111.736129 = -603229.057517 nChanged 113 SP:Iteration 12Q (22336.190000 sec): 3 clusters Score: Raw -607424.701760 + Penalty 4111.736129 = -603312.965631 nChanged 98 SP:Iteration 13Q (22336.420000 sec): 3 clusters Score: Raw -607493.547332 + Penalty 4111.736129 = -603381.811202 nChanged 82 SP:Iteration 14Q (22336.630000 sec): 3 clusters Score: Raw -607549.283169 + Penalty 4111.736129 = -603437.547040 nChanged 67 SP:Iteration 15Q (22336.810000 sec): 3 clusters Score: Raw -607597.689385 + Penalty 4111.736129 = -603485.953255 nChanged 57 SP:Iteration 16Q (22336.990000 sec): 3 clusters Score: Raw -607638.064748 + Penalty 4111.736129 = -603526.328618 nChanged 40 SP:Iteration 17Q (22337.230000 sec): 3 clusters Score: Raw -607661.689286 + Penalty 4111.736129 = -603549.953157 nChanged 26 SP:Iteration 18Q (22337.410000 sec): 3 clusters Score: Raw -607674.548783 + Penalty 4111.736129 = -603562.812653 nChanged 22 SP:Iteration 19Q (22337.610000 sec): 3 clusters Score: Raw -607686.113905 + Penalty 4111.736129 = -603574.377776 nChanged 16 SP:Iteration 20F (22337.800000 sec): 3 clusters Score: Raw -607695.891843 + Penalty 4111.736129 = -603584.155713 nChanged 19 SP:Iteration 21Q (22337.990000 sec): 3 clusters Score: Raw -607704.587999 + Penalty 4111.736129 = -603592.851870 nChanged 14 SP:Iteration 22Q (22338.170000 sec): 3 clusters Score: Raw -607711.102628 + Penalty 4111.736129 = -603599.366499 nChanged 7 SP:Iteration 23Q (22338.340000 sec): 3 clusters Score: Raw -607714.257994 + Penalty 4111.736129 = -603602.521864 nChanged 8 SP:Iteration 24Q (22338.540000 sec): 3 clusters Score: Raw -607717.967192 + Penalty 4111.736129 = -603606.231062 nChanged 6 SP:Iteration 25Q (22338.730000 sec): 3 clusters Score: Raw -607721.336523 + Penalty 4111.736129 = -603609.600394 nChanged 9 SP:Iteration 26Q (22338.920000 sec): 3 clusters Score: Raw -607728.433819 + Penalty 4111.736129 = -603616.697690 nChanged 8 SP:Iteration 27Q (22339.100000 sec): 3 clusters Score: Raw -607732.593574 + Penalty 4111.736129 = -603620.857445 nChanged 4 SP:Iteration 28Q (22339.320000 sec): 3 clusters Score: Raw -607734.240217 + Penalty 4111.736129 = -603622.504088 nChanged 3 SP:Iteration 29Q (22339.520000 sec): 3 clusters Score: Raw -607735.057345 + Penalty 4111.736129 = -603623.321215 nChanged 1 SP:Iteration 30Q (22339.690000 sec): 3 clusters Score: Raw -607735.464750 + Penalty 4111.736129 = -603623.728621 nChanged 1 SP:Iteration 31Q (22339.870000 sec): 3 clusters Score: Raw -607735.812015 + Penalty 4111.736129 = -603624.075886 nChanged 1 SP:Iteration 32Q (22340.100000 sec): 3 clusters Score: Raw -607736.597530 + Penalty 4111.736129 = -603624.861401 nChanged 3 SP:Iteration 33Q (22340.270000 sec): 3 clusters Score: Raw -607737.566685 + Penalty 4111.736129 = -603625.830556 nChanged 1 SP:Iteration 34Q (22340.520000 sec): 3 clusters Score: Raw -607738.128714 + Penalty 4111.736129 = -603626.392584 nChanged 0 SP:Iteration 35F (22340.700000 sec): 3 clusters Score: Raw -607738.128714 + Penalty 4111.736129 = -603626.392584 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22340.820000 sec): 2 clusters Score: Raw -37519.636952 + Penalty 1396.540522 = -36123.096430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22340.980000 sec): 3 clusters Score: Raw -37704.705743 + Penalty 2793.081044 = -34911.624699 nChanged 42 SP:Iteration 1F (22341.130000 sec): 3 clusters Score: Raw -37844.174361 + Penalty 2793.081044 = -35051.093317 nChanged 11 SP:Iteration 2Q (22341.350000 sec): 3 clusters Score: Raw -37885.665006 + Penalty 2793.081044 = -35092.583962 nChanged 6 SP:Iteration 3Q (22341.540000 sec): 3 clusters Score: Raw -37910.744872 + Penalty 2793.081044 = -35117.663828 nChanged 2 SP:Iteration 4Q (22341.710000 sec): 3 clusters Score: Raw -37930.824366 + Penalty 2793.081044 = -35137.743322 nChanged 4 SP:Iteration 5Q (22341.900000 sec): 3 clusters Score: Raw -37948.934459 + Penalty 2793.081044 = -35155.853415 nChanged 0 SP:Iteration 6F (22342.060000 sec): 3 clusters Score: Raw -37948.934459 + Penalty 2793.081044 = -35155.853415 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22342.160000 sec): 2 clusters Score: Raw -43537.732142 + Penalty 1406.984170 = -42130.747972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22342.320000 sec): 3 clusters Score: Raw -43688.770228 + Penalty 2813.968341 = -40874.801888 nChanged 25 SP:Iteration 1F (22342.520000 sec): 3 clusters Score: Raw -43767.812489 + Penalty 2813.968341 = -40953.844148 nChanged 3 SP:Iteration 2Q (22342.710000 sec): 3 clusters Score: Raw -43777.428247 + Penalty 2813.968341 = -40963.459906 nChanged 1 SP:Iteration 3Q (22342.880000 sec): 3 clusters Score: Raw -43786.480746 + Penalty 2813.968341 = -40972.512406 nChanged 1 SP:Iteration 4Q (22343.060000 sec): 3 clusters Score: Raw -43787.334484 + Penalty 2813.968341 = -40973.366144 nChanged 0 SP:Iteration 5F (22343.200000 sec): 3 clusters Score: Raw -43787.334484 + Penalty 2813.968341 = -40973.366144 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (6506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22343.380000 sec): 2 clusters Score: Raw -981762.340870 + Penalty 2177.559067 = -979584.781804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22343.580000 sec): 3 clusters Score: Raw -978505.016016 + Penalty 4355.118133 = -974149.897882 nChanged 2535 SP:Iteration 1F (22343.790000 sec): 3 clusters Score: Raw -979911.906674 + Penalty 4355.118133 = -975556.788541 nChanged 517 SP:Iteration 2F (22343.990000 sec): 3 clusters Score: Raw -980223.923081 + Penalty 4355.118133 = -975868.804948 nChanged 394 SP:Iteration 3F (22344.190000 sec): 3 clusters Score: Raw -980446.361555 + Penalty 4355.118133 = -976091.243422 nChanged 316 SP:Iteration 4Q (22344.450000 sec): 3 clusters Score: Raw -980627.654618 + Penalty 4355.118133 = -976272.536485 nChanged 282 SP:Iteration 5Q (22344.650000 sec): 3 clusters Score: Raw -980787.358107 + Penalty 4355.118133 = -976432.239974 nChanged 257 SP:Iteration 6Q (22344.870000 sec): 3 clusters Score: Raw -980914.639676 + Penalty 4355.118133 = -976559.521543 nChanged 193 SP:Iteration 7Q (22345.060000 sec): 3 clusters Score: Raw -981021.498339 + Penalty 4355.118133 = -976666.380206 nChanged 190 SP:Iteration 8Q (22345.260000 sec): 3 clusters Score: Raw -981129.824872 + Penalty 4355.118133 = -976774.706739 nChanged 199 SP:Iteration 9Q (22345.480000 sec): 3 clusters Score: Raw -981247.837386 + Penalty 4355.118133 = -976892.719253 nChanged 191 SP:Iteration 10Q (22345.760000 sec): 3 clusters Score: Raw -981373.107602 + Penalty 4355.118133 = -977017.989468 nChanged 195 SP:Iteration 11Q (22345.960000 sec): 3 clusters Score: Raw -981500.585658 + Penalty 4355.118133 = -977145.467525 nChanged 183 SP:Iteration 12Q (22346.170000 sec): 3 clusters Score: Raw -981629.641298 + Penalty 4355.118133 = -977274.523165 nChanged 164 SP:Iteration 13Q (22346.410000 sec): 3 clusters Score: Raw -981739.756123 + Penalty 4355.118133 = -977384.637990 nChanged 121 SP:Iteration 14Q (22346.650000 sec): 3 clusters Score: Raw -981816.162362 + Penalty 4355.118133 = -977461.044229 nChanged 88 SP:Iteration 15Q (22346.860000 sec): 3 clusters Score: Raw -981866.160002 + Penalty 4355.118133 = -977511.041869 nChanged 63 SP:Iteration 16Q (22347.110000 sec): 3 clusters Score: Raw -981901.656517 + Penalty 4355.118133 = -977546.538384 nChanged 48 SP:Iteration 17Q (22347.270000 sec): 3 clusters Score: Raw -981934.062899 + Penalty 4355.118133 = -977578.944766 nChanged 49 SP:Iteration 18Q (22347.480000 sec): 3 clusters Score: Raw -981963.616467 + Penalty 4355.118133 = -977608.498334 nChanged 30 SP:Iteration 19Q (22347.680000 sec): 3 clusters Score: Raw -981983.351894 + Penalty 4355.118133 = -977628.233761 nChanged 18 SP:Iteration 20F (22347.890000 sec): 3 clusters Score: Raw -981993.416705 + Penalty 4355.118133 = -977638.298572 nChanged 19 SP:Iteration 21Q (22348.080000 sec): 3 clusters Score: Raw -982003.663046 + Penalty 4355.118133 = -977648.544913 nChanged 16 SP:Iteration 22Q (22348.310000 sec): 3 clusters Score: Raw -982011.655889 + Penalty 4355.118133 = -977656.537756 nChanged 17 SP:Iteration 23Q (22348.480000 sec): 3 clusters Score: Raw -982020.996357 + Penalty 4355.118133 = -977665.878224 nChanged 14 SP:Iteration 24Q (22348.720000 sec): 3 clusters Score: Raw -982030.425706 + Penalty 4355.118133 = -977675.307573 nChanged 12 SP:Iteration 25Q (22348.940000 sec): 3 clusters Score: Raw -982036.417892 + Penalty 4355.118133 = -977681.299759 nChanged 7 SP:Iteration 26Q (22349.130000 sec): 3 clusters Score: Raw -982043.614931 + Penalty 4355.118133 = -977688.496798 nChanged 12 SP:Iteration 27Q (22349.360000 sec): 3 clusters Score: Raw -982051.779446 + Penalty 4355.118133 = -977696.661313 nChanged 8 SP:Iteration 28Q (22349.530000 sec): 3 clusters Score: Raw -982056.236548 + Penalty 4355.118133 = -977701.118415 nChanged 4 SP:Iteration 29Q (22349.740000 sec): 3 clusters Score: Raw -982058.373998 + Penalty 4355.118133 = -977703.255865 nChanged 6 SP:Iteration 30Q (22349.900000 sec): 3 clusters Score: Raw -982061.630975 + Penalty 4355.118133 = -977706.512842 nChanged 6 SP:Iteration 31Q (22350.110000 sec): 3 clusters Score: Raw -982065.961251 + Penalty 4355.118133 = -977710.843118 nChanged 4 SP:Iteration 32Q (22350.300000 sec): 3 clusters Score: Raw -982068.033694 + Penalty 4355.118133 = -977712.915561 nChanged 5 SP:Iteration 33Q (22350.540000 sec): 3 clusters Score: Raw -982070.199063 + Penalty 4355.118133 = -977715.080930 nChanged 1 SP:Iteration 34Q (22350.740000 sec): 3 clusters Score: Raw -982070.503250 + Penalty 4355.118133 = -977715.385117 nChanged 1 SP:Iteration 35Q (22350.940000 sec): 3 clusters Score: Raw -982070.912807 + Penalty 4355.118133 = -977715.794674 nChanged 1 SP:Iteration 36Q (22351.160000 sec): 3 clusters Score: Raw -982071.079042 + Penalty 4355.118133 = -977715.960909 nChanged 0 SP:Iteration 37F (22351.410000 sec): 3 clusters Score: Raw -982071.079042 + Penalty 4355.118133 = -977715.960909 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (2432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22351.490000 sec): 2 clusters Score: Raw -371769.546785 + Penalty 1933.524372 = -369836.022412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22351.700000 sec): 3 clusters Score: Raw -370791.488976 + Penalty 3867.048745 = -366924.440232 nChanged 835 SP:Iteration 1F (22351.820000 sec): 3 clusters Score: Raw -371376.669260 + Penalty 3867.048745 = -367509.620515 nChanged 209 SP:Iteration 2F (22351.990000 sec): 3 clusters Score: Raw -371594.225516 + Penalty 3867.048745 = -367727.176772 nChanged 159 SP:Iteration 3F (22352.160000 sec): 3 clusters Score: Raw -371774.515713 + Penalty 3867.048745 = -367907.466969 nChanged 134 SP:Iteration 4F (22352.390000 sec): 3 clusters Score: Raw -371956.264879 + Penalty 3867.048745 = -368089.216134 nChanged 122 SP:Iteration 5F (22352.560000 sec): 3 clusters Score: Raw -372114.883455 + Penalty 3867.048745 = -368247.834711 nChanged 105 SP:Iteration 6Q (22352.730000 sec): 3 clusters Score: Raw -372231.592088 + Penalty 3867.048745 = -368364.543343 nChanged 100 SP:Iteration 7Q (22352.920000 sec): 3 clusters Score: Raw -372335.030060 + Penalty 3867.048745 = -368467.981315 nChanged 78 SP:Iteration 8Q (22353.130000 sec): 3 clusters Score: Raw -372410.137366 + Penalty 3867.048745 = -368543.088622 nChanged 56 SP:Iteration 9Q (22353.300000 sec): 3 clusters Score: Raw -372463.484943 + Penalty 3867.048745 = -368596.436198 nChanged 56 SP:Iteration 10Q (22353.440000 sec): 3 clusters Score: Raw -372514.599005 + Penalty 3867.048745 = -368647.550261 nChanged 34 SP:Iteration 11Q (22353.630000 sec): 3 clusters Score: Raw -372540.870477 + Penalty 3867.048745 = -368673.821733 nChanged 23 SP:Iteration 12Q (22353.870000 sec): 3 clusters Score: Raw -372556.564976 + Penalty 3867.048745 = -368689.516232 nChanged 9 SP:Iteration 13Q (22354.090000 sec): 3 clusters Score: Raw -372563.434365 + Penalty 3867.048745 = -368696.385620 nChanged 9 SP:Iteration 14Q (22354.220000 sec): 3 clusters Score: Raw -372570.534448 + Penalty 3867.048745 = -368703.485703 nChanged 7 SP:Iteration 15Q (22354.410000 sec): 3 clusters Score: Raw -372574.980493 + Penalty 3867.048745 = -368707.931748 nChanged 8 SP:Iteration 16Q (22354.560000 sec): 3 clusters Score: Raw -372580.131880 + Penalty 3867.048745 = -368713.083135 nChanged 9 SP:Iteration 17Q (22354.760000 sec): 3 clusters Score: Raw -372585.474549 + Penalty 3867.048745 = -368718.425804 nChanged 4 SP:Iteration 18Q (22354.910000 sec): 3 clusters Score: Raw -372588.538113 + Penalty 3867.048745 = -368721.489368 nChanged 5 SP:Iteration 19Q (22355.060000 sec): 3 clusters Score: Raw -372591.757885 + Penalty 3867.048745 = -368724.709141 nChanged 1 SP:Iteration 20F (22355.250000 sec): 3 clusters Score: Raw -372593.139653 + Penalty 3867.048745 = -368726.090908 nChanged 4 SP:Iteration 21Q (22355.430000 sec): 3 clusters Score: Raw -372595.662900 + Penalty 3867.048745 = -368728.614156 nChanged 1 SP:Iteration 22Q (22355.580000 sec): 3 clusters Score: Raw -372596.278630 + Penalty 3867.048745 = -368729.229885 nChanged 0 SP:Iteration 23F (22355.780000 sec): 3 clusters Score: Raw -372596.278630 + Penalty 3867.048745 = -368729.229885 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22355.840000 sec): 2 clusters Score: Raw -15804.561611 + Penalty 1232.513698 = -14572.047912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22356.030000 sec): 3 clusters Score: Raw -16213.108327 + Penalty 2465.027397 = -13748.080931 nChanged 18 SP:Iteration 1F (22356.210000 sec): 3 clusters Score: Raw -16379.174719 + Penalty 2465.027397 = -13914.147322 nChanged 4 SP:Iteration 2Q (22356.390000 sec): 3 clusters Score: Raw -16401.091120 + Penalty 2465.027397 = -13936.063723 nChanged 3 SP:Iteration 3Q (22356.550000 sec): 3 clusters Score: Raw -16412.451106 + Penalty 2465.027397 = -13947.423709 nChanged 1 SP:Iteration 4Q (22356.710000 sec): 3 clusters Score: Raw -16414.548079 + Penalty 2465.027397 = -13949.520683 nChanged 0 SP:Iteration 5F (22356.890000 sec): 3 clusters Score: Raw -16414.548079 + Penalty 2465.027397 = -13949.520683 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (2274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22356.990000 sec): 2 clusters Score: Raw -317756.678815 + Penalty 1916.865327 = -315839.813488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22357.170000 sec): 3 clusters Score: Raw -316915.103003 + Penalty 3833.730654 = -313081.372348 nChanged 771 SP:Iteration 1F (22357.410000 sec): 3 clusters Score: Raw -317641.281016 + Penalty 3833.730654 = -313807.550362 nChanged 226 SP:Iteration 2F (22357.550000 sec): 3 clusters Score: Raw -317916.089215 + Penalty 3833.730654 = -314082.358560 nChanged 137 SP:Iteration 3F (22357.740000 sec): 3 clusters Score: Raw -318052.940236 + Penalty 3833.730654 = -314219.209582 nChanged 87 SP:Iteration 4Q (22357.930000 sec): 3 clusters Score: Raw -318134.064481 + Penalty 3833.730654 = -314300.333827 nChanged 71 SP:Iteration 5Q (22358.100000 sec): 3 clusters Score: Raw -318193.005057 + Penalty 3833.730654 = -314359.274402 nChanged 49 SP:Iteration 6Q (22358.270000 sec): 3 clusters Score: Raw -318224.336381 + Penalty 3833.730654 = -314390.605726 nChanged 45 SP:Iteration 7Q (22358.480000 sec): 3 clusters Score: Raw -318262.016494 + Penalty 3833.730654 = -314428.285839 nChanged 51 SP:Iteration 8Q (22358.670000 sec): 3 clusters Score: Raw -318308.740569 + Penalty 3833.730654 = -314475.009914 nChanged 51 SP:Iteration 9Q (22358.890000 sec): 3 clusters Score: Raw -318342.091854 + Penalty 3833.730654 = -314508.361199 nChanged 30 SP:Iteration 10Q (22359.100000 sec): 3 clusters Score: Raw -318369.136802 + Penalty 3833.730654 = -314535.406148 nChanged 33 SP:Iteration 11Q (22359.240000 sec): 3 clusters Score: Raw -318392.825583 + Penalty 3833.730654 = -314559.094929 nChanged 34 SP:Iteration 12Q (22359.440000 sec): 3 clusters Score: Raw -318420.828645 + Penalty 3833.730654 = -314587.097991 nChanged 37 SP:Iteration 13Q (22359.600000 sec): 3 clusters Score: Raw -318445.863380 + Penalty 3833.730654 = -314612.132725 nChanged 18 SP:Iteration 14Q (22359.820000 sec): 3 clusters Score: Raw -318474.176671 + Penalty 3833.730654 = -314640.446017 nChanged 23 SP:Iteration 15Q (22359.970000 sec): 3 clusters Score: Raw -318492.719295 + Penalty 3833.730654 = -314658.988641 nChanged 22 SP:Iteration 16Q (22360.130000 sec): 3 clusters Score: Raw -318508.112896 + Penalty 3833.730654 = -314674.382242 nChanged 21 SP:Iteration 17Q (22360.310000 sec): 3 clusters Score: Raw -318526.514050 + Penalty 3833.730654 = -314692.783396 nChanged 24 SP:Iteration 18Q (22360.460000 sec): 3 clusters Score: Raw -318545.870366 + Penalty 3833.730654 = -314712.139712 nChanged 20 SP:Iteration 19Q (22360.660000 sec): 3 clusters Score: Raw -318560.239321 + Penalty 3833.730654 = -314726.508667 nChanged 15 SP:Iteration 20F (22360.880000 sec): 3 clusters Score: Raw -318578.239080 + Penalty 3833.730654 = -314744.508425 nChanged 20 SP:Iteration 21Q (22361.060000 sec): 3 clusters Score: Raw -318602.030591 + Penalty 3833.730654 = -314768.299936 nChanged 22 SP:Iteration 22Q (22361.250000 sec): 3 clusters Score: Raw -318622.514131 + Penalty 3833.730654 = -314788.783477 nChanged 23 SP:Iteration 23Q (22361.410000 sec): 3 clusters Score: Raw -318637.084781 + Penalty 3833.730654 = -314803.354127 nChanged 10 SP:Iteration 24Q (22361.600000 sec): 3 clusters Score: Raw -318643.908646 + Penalty 3833.730654 = -314810.177992 nChanged 12 SP:Iteration 25Q (22361.800000 sec): 3 clusters Score: Raw -318649.868338 + Penalty 3833.730654 = -314816.137683 nChanged 10 SP:Iteration 26Q (22361.970000 sec): 3 clusters Score: Raw -318655.737934 + Penalty 3833.730654 = -314822.007280 nChanged 13 SP:Iteration 27Q (22362.130000 sec): 3 clusters Score: Raw -318670.188928 + Penalty 3833.730654 = -314836.458273 nChanged 14 SP:Iteration 28Q (22362.340000 sec): 3 clusters Score: Raw -318676.750714 + Penalty 3833.730654 = -314843.020059 nChanged 3 SP:Iteration 29Q (22362.530000 sec): 3 clusters Score: Raw -318678.612188 + Penalty 3833.730654 = -314844.881534 nChanged 3 SP:Iteration 30Q (22362.700000 sec): 3 clusters Score: Raw -318681.136447 + Penalty 3833.730654 = -314847.405792 nChanged 6 SP:Iteration 31Q (22362.900000 sec): 3 clusters Score: Raw -318684.677775 + Penalty 3833.730654 = -314850.947120 nChanged 7 SP:Iteration 32Q (22363.110000 sec): 3 clusters Score: Raw -318689.450134 + Penalty 3833.730654 = -314855.719479 nChanged 3 SP:Iteration 33Q (22363.270000 sec): 3 clusters Score: Raw -318690.553943 + Penalty 3833.730654 = -314856.823288 nChanged 1 SP:Iteration 34Q (22363.430000 sec): 3 clusters Score: Raw -318690.741892 + Penalty 3833.730654 = -314857.011237 nChanged 0 SP:Iteration 35F (22363.620000 sec): 3 clusters Score: Raw -318690.741892 + Penalty 3833.730654 = -314857.011237 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22363.710000 sec): 2 clusters Score: Raw -17213.070910 + Penalty 1227.292453 = -15985.778457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22363.890000 sec): 3 clusters Score: Raw -17943.003628 + Penalty 2454.584906 = -15488.418723 nChanged 18 SP:Iteration 1F (22364.110000 sec): 3 clusters Score: Raw -18122.768628 + Penalty 2454.584906 = -15668.183722 nChanged 3 SP:Iteration 2Q (22364.310000 sec): 3 clusters Score: Raw -18149.042082 + Penalty 2454.584906 = -15694.457177 nChanged 3 SP:Iteration 3Q (22364.460000 sec): 3 clusters Score: Raw -18186.428339 + Penalty 2454.584906 = -15731.843433 nChanged 0 SP:Iteration 4F (22364.650000 sec): 3 clusters Score: Raw -18186.428339 + Penalty 2454.584906 = -15731.843433 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (14856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22364.830000 sec): 2 clusters Score: Raw -2222102.627138 + Penalty 2382.327458 = -2219720.299681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22365.100000 sec): 3 clusters Score: Raw -2213765.470252 + Penalty 4764.654915 = -2209000.815337 nChanged 6364 SP:Iteration 1F (22365.380000 sec): 3 clusters Score: Raw -2216947.890659 + Penalty 4764.654915 = -2212183.235744 nChanged 870 SP:Iteration 2F (22365.610000 sec): 3 clusters Score: Raw -2217305.931324 + Penalty 4764.654915 = -2212541.276409 nChanged 723 SP:Iteration 3Q (22365.860000 sec): 3 clusters Score: Raw -2217569.424113 + Penalty 4764.654915 = -2212804.769198 nChanged 577 SP:Iteration 4Q (22366.160000 sec): 3 clusters Score: Raw -2217776.086284 + Penalty 4764.654915 = -2213011.431369 nChanged 552 SP:Iteration 5Q (22366.410000 sec): 3 clusters Score: Raw -2217986.613195 + Penalty 4764.654915 = -2213221.958280 nChanged 526 SP:Iteration 6Q (22366.670000 sec): 3 clusters Score: Raw -2218201.140694 + Penalty 4764.654915 = -2213436.485779 nChanged 575 SP:Iteration 7Q (22366.900000 sec): 3 clusters Score: Raw -2218469.701688 + Penalty 4764.654915 = -2213705.046773 nChanged 622 SP:Iteration 8Q (22367.230000 sec): 3 clusters Score: Raw -2218805.323928 + Penalty 4764.654915 = -2214040.669013 nChanged 685 SP:Iteration 9Q (22367.510000 sec): 3 clusters Score: Raw -2219234.042657 + Penalty 4764.654915 = -2214469.387742 nChanged 704 SP:Iteration 10Q (22367.760000 sec): 3 clusters Score: Raw -2219682.246277 + Penalty 4764.654915 = -2214917.591362 nChanged 687 SP:Iteration 11Q (22368.060000 sec): 3 clusters Score: Raw -2220171.839146 + Penalty 4764.654915 = -2215407.184231 nChanged 609 SP:Iteration 12Q (22368.340000 sec): 3 clusters Score: Raw -2220656.856262 + Penalty 4764.654915 = -2215892.201347 nChanged 565 SP:Iteration 13Q (22368.590000 sec): 3 clusters Score: Raw -2221192.928397 + Penalty 4764.654915 = -2216428.273482 nChanged 483 SP:Iteration 14Q (22368.840000 sec): 3 clusters Score: Raw -2221685.068075 + Penalty 4764.654915 = -2216920.413159 nChanged 352 SP:Iteration 15Q (22369.140000 sec): 3 clusters Score: Raw -2221977.992275 + Penalty 4764.654915 = -2217213.337360 nChanged 239 SP:Iteration 16Q (22369.410000 sec): 3 clusters Score: Raw -2222133.269429 + Penalty 4764.654915 = -2217368.614514 nChanged 156 SP:Iteration 17Q (22369.700000 sec): 3 clusters Score: Raw -2222222.743403 + Penalty 4764.654915 = -2217458.088488 nChanged 114 SP:Iteration 18Q (22369.940000 sec): 3 clusters Score: Raw -2222279.909191 + Penalty 4764.654915 = -2217515.254276 nChanged 92 SP:Iteration 19Q (22370.280000 sec): 3 clusters Score: Raw -2222328.138311 + Penalty 4764.654915 = -2217563.483396 nChanged 78 SP:Iteration 20F (22370.570000 sec): 3 clusters Score: Raw -2222365.217597 + Penalty 4764.654915 = -2217600.562682 nChanged 52 SP:Iteration 21Q (22370.820000 sec): 3 clusters Score: Raw -2222387.071304 + Penalty 4764.654915 = -2217622.416389 nChanged 36 SP:Iteration 22Q (22371.100000 sec): 3 clusters Score: Raw -2222403.798388 + Penalty 4764.654915 = -2217639.143473 nChanged 32 SP:Iteration 23Q (22371.390000 sec): 3 clusters Score: Raw -2222419.719591 + Penalty 4764.654915 = -2217655.064676 nChanged 32 SP:Iteration 24Q (22371.640000 sec): 3 clusters Score: Raw -2222432.329992 + Penalty 4764.654915 = -2217667.675077 nChanged 25 SP:Iteration 25Q (22371.900000 sec): 3 clusters Score: Raw -2222443.283849 + Penalty 4764.654915 = -2217678.628934 nChanged 21 SP:Iteration 26Q (22372.110000 sec): 3 clusters Score: Raw -2222451.999080 + Penalty 4764.654915 = -2217687.344165 nChanged 26 SP:Iteration 27Q (22372.400000 sec): 3 clusters Score: Raw -2222462.730241 + Penalty 4764.654915 = -2217698.075326 nChanged 19 SP:Iteration 28Q (22372.620000 sec): 3 clusters Score: Raw -2222470.177257 + Penalty 4764.654915 = -2217705.522341 nChanged 15 SP:Iteration 29Q (22372.900000 sec): 3 clusters Score: Raw -2222475.368585 + Penalty 4764.654915 = -2217710.713670 nChanged 10 SP:Iteration 30Q (22373.180000 sec): 3 clusters Score: Raw -2222479.052727 + Penalty 4764.654915 = -2217714.397812 nChanged 13 SP:Iteration 31Q (22373.460000 sec): 3 clusters Score: Raw -2222482.837744 + Penalty 4764.654915 = -2217718.182829 nChanged 9 SP:Iteration 32Q (22373.710000 sec): 3 clusters Score: Raw -2222485.308912 + Penalty 4764.654915 = -2217720.653996 nChanged 7 SP:Iteration 33Q (22373.960000 sec): 3 clusters Score: Raw -2222487.685265 + Penalty 4764.654915 = -2217723.030350 nChanged 5 SP:Iteration 34Q (22374.190000 sec): 3 clusters Score: Raw -2222489.657697 + Penalty 4764.654915 = -2217725.002782 nChanged 4 SP:Iteration 35Q (22374.450000 sec): 3 clusters Score: Raw -2222490.796570 + Penalty 4764.654915 = -2217726.141655 nChanged 5 SP:Iteration 36Q (22374.690000 sec): 3 clusters Score: Raw -2222492.982116 + Penalty 4764.654915 = -2217728.327201 nChanged 4 SP:Iteration 37Q (22374.900000 sec): 3 clusters Score: Raw -2222494.243929 + Penalty 4764.654915 = -2217729.589014 nChanged 0 SP:Iteration 38F (22375.150000 sec): 3 clusters Score: Raw -2222494.243929 + Penalty 4764.654915 = -2217729.589014 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22375.270000 sec): 2 clusters Score: Raw -117530.428245 + Penalty 1656.540598 = -115873.887647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22375.450000 sec): 3 clusters Score: Raw -117372.583867 + Penalty 3313.081196 = -114059.502671 nChanged 188 SP:Iteration 1F (22375.600000 sec): 3 clusters Score: Raw -117605.478601 + Penalty 3313.081196 = -114292.397405 nChanged 42 SP:Iteration 2F (22375.780000 sec): 3 clusters Score: Raw -117672.011962 + Penalty 3313.081196 = -114358.930766 nChanged 19 SP:Iteration 3Q (22375.930000 sec): 3 clusters Score: Raw -117697.363207 + Penalty 3313.081196 = -114384.282011 nChanged 14 SP:Iteration 4Q (22376.100000 sec): 3 clusters Score: Raw -117723.142529 + Penalty 3313.081196 = -114410.061333 nChanged 8 SP:Iteration 5Q (22376.270000 sec): 3 clusters Score: Raw -117736.168195 + Penalty 3313.081196 = -114423.086999 nChanged 4 SP:Iteration 6Q (22376.450000 sec): 3 clusters Score: Raw -117742.032370 + Penalty 3313.081196 = -114428.951174 nChanged 5 SP:Iteration 7Q (22376.640000 sec): 3 clusters Score: Raw -117750.767763 + Penalty 3313.081196 = -114437.686567 nChanged 2 SP:Iteration 8Q (22376.810000 sec): 3 clusters Score: Raw -117753.003386 + Penalty 3313.081196 = -114439.922189 nChanged 2 SP:Iteration 9Q (22376.950000 sec): 3 clusters Score: Raw -117755.506558 + Penalty 3313.081196 = -114442.425362 nChanged 2 SP:Iteration 10Q (22377.110000 sec): 3 clusters Score: Raw -117758.235521 + Penalty 3313.081196 = -114445.154325 nChanged 4 SP:Iteration 11Q (22377.270000 sec): 3 clusters Score: Raw -117764.078415 + Penalty 3313.081196 = -114450.997219 nChanged 2 SP:Iteration 12Q (22377.470000 sec): 3 clusters Score: Raw -117765.806090 + Penalty 3313.081196 = -114452.724894 nChanged 1 SP:Iteration 13Q (22377.650000 sec): 3 clusters Score: Raw -117766.956903 + Penalty 3313.081196 = -114453.875707 nChanged 0 SP:Iteration 14F (22377.830000 sec): 3 clusters Score: Raw -117766.956903 + Penalty 3313.081196 = -114453.875707 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22377.900000 sec): 2 clusters Score: Raw -76175.975225 + Penalty 1553.794701 = -74622.180524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22378.090000 sec): 3 clusters Score: Raw -76181.768980 + Penalty 3107.589402 = -73074.179578 nChanged 102 SP:Iteration 1F (22378.270000 sec): 3 clusters Score: Raw -76357.970741 + Penalty 3107.589402 = -73250.381339 nChanged 22 SP:Iteration 2Q (22378.440000 sec): 3 clusters Score: Raw -76407.820982 + Penalty 3107.589402 = -73300.231581 nChanged 13 SP:Iteration 3Q (22378.650000 sec): 3 clusters Score: Raw -76450.073810 + Penalty 3107.589402 = -73342.484408 nChanged 11 SP:Iteration 4Q (22378.830000 sec): 3 clusters Score: Raw -76486.432261 + Penalty 3107.589402 = -73378.842859 nChanged 11 SP:Iteration 5Q (22378.990000 sec): 3 clusters Score: Raw -76512.060341 + Penalty 3107.589402 = -73404.470940 nChanged 9 SP:Iteration 6Q (22379.150000 sec): 3 clusters Score: Raw -76541.418007 + Penalty 3107.589402 = -73433.828606 nChanged 8 SP:Iteration 7Q (22379.310000 sec): 3 clusters Score: Raw -76562.039630 + Penalty 3107.589402 = -73454.450228 nChanged 4 SP:Iteration 8Q (22379.540000 sec): 3 clusters Score: Raw -76569.422557 + Penalty 3107.589402 = -73461.833156 nChanged 1 SP:Iteration 9Q (22379.720000 sec): 3 clusters Score: Raw -76574.539290 + Penalty 3107.589402 = -73466.949889 nChanged 1 SP:Iteration 10Q (22379.870000 sec): 3 clusters Score: Raw -76577.137421 + Penalty 3107.589402 = -73469.548020 nChanged 2 SP:Iteration 11Q (22380.050000 sec): 3 clusters Score: Raw -76580.564185 + Penalty 3107.589402 = -73472.974783 nChanged 4 SP:Iteration 12Q (22380.270000 sec): 3 clusters Score: Raw -76587.666105 + Penalty 3107.589402 = -73480.076704 nChanged 4 SP:Iteration 13Q (22380.410000 sec): 3 clusters Score: Raw -76597.222623 + Penalty 3107.589402 = -73489.633222 nChanged 3 SP:Iteration 14Q (22380.610000 sec): 3 clusters Score: Raw -76605.295624 + Penalty 3107.589402 = -73497.706223 nChanged 2 SP:Iteration 15Q (22380.790000 sec): 3 clusters Score: Raw -76611.044879 + Penalty 3107.589402 = -73503.455477 nChanged 3 SP:Iteration 16Q (22380.990000 sec): 3 clusters Score: Raw -76629.556625 + Penalty 3107.589402 = -73521.967224 nChanged 7 SP:Iteration 17Q (22381.210000 sec): 3 clusters Score: Raw -76659.642129 + Penalty 3107.589402 = -73552.052728 nChanged 6 SP:Iteration 18Q (22381.360000 sec): 3 clusters Score: Raw -76674.238436 + Penalty 3107.589402 = -73566.649035 nChanged 5 SP:Iteration 19Q (22381.520000 sec): 3 clusters Score: Raw -76692.972582 + Penalty 3107.589402 = -73585.383180 nChanged 5 SP:Iteration 20F (22381.720000 sec): 3 clusters Score: Raw -76706.650704 + Penalty 3107.589402 = -73599.061303 nChanged 5 SP:Iteration 21Q (22381.890000 sec): 3 clusters Score: Raw -76724.118082 + Penalty 3107.589402 = -73616.528680 nChanged 8 SP:Iteration 22Q (22382.040000 sec): 3 clusters Score: Raw -76754.118438 + Penalty 3107.589402 = -73646.529037 nChanged 11 SP:Iteration 23Q (22382.200000 sec): 3 clusters Score: Raw -76828.380103 + Penalty 3107.589402 = -73720.790701 nChanged 13 SP:Iteration 24Q (22382.450000 sec): 3 clusters Score: Raw -77016.104910 + Penalty 3107.589402 = -73908.515508 nChanged 18 SP:Iteration 25Q (22382.620000 sec): 3 clusters Score: Raw -77202.586851 + Penalty 3107.589402 = -74094.997449 nChanged 23 SP:Iteration 26Q (22382.790000 sec): 3 clusters Score: Raw -77344.955330 + Penalty 3107.589402 = -74237.365929 nChanged 11 SP:Iteration 27Q (22383.040000 sec): 3 clusters Score: Raw -77407.408660 + Penalty 3107.589402 = -74299.819259 nChanged 5 SP:Iteration 28Q (22383.200000 sec): 3 clusters Score: Raw -77435.341061 + Penalty 3107.589402 = -74327.751659 nChanged 2 SP:Iteration 29Q (22383.370000 sec): 3 clusters Score: Raw -77440.990687 + Penalty 3107.589402 = -74333.401286 nChanged 1 SP:Iteration 30Q (22383.590000 sec): 3 clusters Score: Raw -77442.793244 + Penalty 3107.589402 = -74335.203843 nChanged 0 SP:Iteration 31F (22383.760000 sec): 3 clusters Score: Raw -77450.147508 + Penalty 3107.589402 = -74342.558107 nChanged 2 SP:Iteration 32Q (22383.930000 sec): 3 clusters Score: Raw -77476.011102 + Penalty 3107.589402 = -74368.421701 nChanged 3 SP:Iteration 33Q (22384.140000 sec): 3 clusters Score: Raw -77480.930029 + Penalty 3107.589402 = -74373.340628 nChanged 0 SP:Iteration 34F (22384.310000 sec): 3 clusters Score: Raw -77480.930029 + Penalty 3107.589402 = -74373.340628 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22384.370000 sec): 2 clusters Score: Raw -39909.394216 + Penalty 1406.130469 = -38503.263747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22384.580000 sec): 3 clusters Score: Raw -39998.118781 + Penalty 2812.260938 = -37185.857844 nChanged 31 SP:Iteration 1F (22384.830000 sec): 3 clusters Score: Raw -40104.389762 + Penalty 2812.260938 = -37292.128824 nChanged 15 SP:Iteration 2F (22385.020000 sec): 3 clusters Score: Raw -40175.272580 + Penalty 2812.260938 = -37363.011643 nChanged 6 SP:Iteration 3Q (22385.200000 sec): 3 clusters Score: Raw -40195.090674 + Penalty 2812.260938 = -37382.829736 nChanged 2 SP:Iteration 4Q (22385.380000 sec): 3 clusters Score: Raw -40201.631831 + Penalty 2812.260938 = -37389.370893 nChanged 3 SP:Iteration 5Q (22385.560000 sec): 3 clusters Score: Raw -40209.150026 + Penalty 2812.260938 = -37396.889089 nChanged 0 SP:Iteration 6F (22385.800000 sec): 3 clusters Score: Raw -40209.150026 + Penalty 2812.260938 = -37396.889089 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22385.860000 sec): 2 clusters Score: Raw -24743.026630 + Penalty 1313.982707 = -23429.043923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22386.050000 sec): 3 clusters Score: Raw -25018.225183 + Penalty 2627.965414 = -22390.259769 nChanged 21 SP:Iteration 1F (22386.220000 sec): 3 clusters Score: Raw -25185.392642 + Penalty 2627.965414 = -22557.427228 nChanged 3 SP:Iteration 2Q (22386.390000 sec): 3 clusters Score: Raw -25212.669656 + Penalty 2627.965414 = -22584.704242 nChanged 2 SP:Iteration 3Q (22386.550000 sec): 3 clusters Score: Raw -25228.714950 + Penalty 2627.965414 = -22600.749536 nChanged 1 SP:Iteration 4Q (22386.760000 sec): 3 clusters Score: Raw -25233.040660 + Penalty 2627.965414 = -22605.075246 nChanged 0 SP:Iteration 5F (22386.940000 sec): 3 clusters Score: Raw -25233.040660 + Penalty 2627.965414 = -22605.075246 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22387.040000 sec): 2 clusters Score: Raw -119991.844662 + Penalty 1654.977896 = -118336.866766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22387.220000 sec): 3 clusters Score: Raw -119849.179812 + Penalty 3309.955792 = -116539.224020 nChanged 197 SP:Iteration 1F (22387.410000 sec): 3 clusters Score: Raw -120117.475916 + Penalty 3309.955792 = -116807.520124 nChanged 58 SP:Iteration 2F (22387.610000 sec): 3 clusters Score: Raw -120244.772875 + Penalty 3309.955792 = -116934.817083 nChanged 38 SP:Iteration 3Q (22387.800000 sec): 3 clusters Score: Raw -120332.389025 + Penalty 3309.955792 = -117022.433233 nChanged 29 SP:Iteration 4Q (22387.980000 sec): 3 clusters Score: Raw -120426.078780 + Penalty 3309.955792 = -117116.122988 nChanged 41 SP:Iteration 5F (22388.140000 sec): 3 clusters Score: Raw -120540.625333 + Penalty 3309.955792 = -117230.669541 nChanged 33 SP:Iteration 6Q (22388.320000 sec): 3 clusters Score: Raw -120615.043927 + Penalty 3309.955792 = -117305.088135 nChanged 20 SP:Iteration 7Q (22388.500000 sec): 3 clusters Score: Raw -120668.681763 + Penalty 3309.955792 = -117358.725971 nChanged 12 SP:Iteration 8Q (22388.690000 sec): 3 clusters Score: Raw -120712.942116 + Penalty 3309.955792 = -117402.986324 nChanged 13 SP:Iteration 9Q (22388.860000 sec): 3 clusters Score: Raw -120768.674410 + Penalty 3309.955792 = -117458.718618 nChanged 19 SP:Iteration 10Q (22389.040000 sec): 3 clusters Score: Raw -120819.971543 + Penalty 3309.955792 = -117510.015751 nChanged 9 SP:Iteration 11Q (22389.260000 sec): 3 clusters Score: Raw -120835.987988 + Penalty 3309.955792 = -117526.032196 nChanged 2 SP:Iteration 12Q (22389.440000 sec): 3 clusters Score: Raw -120838.726480 + Penalty 3309.955792 = -117528.770688 nChanged 2 SP:Iteration 13Q (22389.620000 sec): 3 clusters Score: Raw -120844.828181 + Penalty 3309.955792 = -117534.872389 nChanged 0 SP:Iteration 14F (22389.790000 sec): 3 clusters Score: Raw -120844.828181 + Penalty 3309.955792 = -117534.872389 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22389.900000 sec): 2 clusters Score: Raw -115623.391286 + Penalty 1651.504892 = -113971.886394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22390.060000 sec): 3 clusters Score: Raw -115557.074075 + Penalty 3303.009784 = -112254.064291 nChanged 173 SP:Iteration 1F (22390.240000 sec): 3 clusters Score: Raw -115781.689057 + Penalty 3303.009784 = -112478.679273 nChanged 36 SP:Iteration 2Q (22390.450000 sec): 3 clusters Score: Raw -115842.022522 + Penalty 3303.009784 = -112539.012738 nChanged 17 SP:Iteration 3Q (22390.650000 sec): 3 clusters Score: Raw -115868.537473 + Penalty 3303.009784 = -112565.527689 nChanged 11 SP:Iteration 4Q (22390.800000 sec): 3 clusters Score: Raw -115897.992108 + Penalty 3303.009784 = -112594.982324 nChanged 9 SP:Iteration 5Q (22391.030000 sec): 3 clusters Score: Raw -115910.792204 + Penalty 3303.009784 = -112607.782420 nChanged 8 SP:Iteration 6Q (22391.200000 sec): 3 clusters Score: Raw -115921.204278 + Penalty 3303.009784 = -112618.194493 nChanged 7 SP:Iteration 7Q (22391.360000 sec): 3 clusters Score: Raw -115930.765252 + Penalty 3303.009784 = -112627.755468 nChanged 7 SP:Iteration 8Q (22391.540000 sec): 3 clusters Score: Raw -115948.110374 + Penalty 3303.009784 = -112645.100590 nChanged 7 SP:Iteration 9Q (22391.750000 sec): 3 clusters Score: Raw -115963.762004 + Penalty 3303.009784 = -112660.752220 nChanged 8 SP:Iteration 10Q (22391.950000 sec): 3 clusters Score: Raw -115982.837501 + Penalty 3303.009784 = -112679.827717 nChanged 7 SP:Iteration 11Q (22392.120000 sec): 3 clusters Score: Raw -116011.393871 + Penalty 3303.009784 = -112708.384087 nChanged 15 SP:Iteration 12Q (22392.290000 sec): 3 clusters Score: Raw -116048.254232 + Penalty 3303.009784 = -112745.244448 nChanged 19 SP:Iteration 13Q (22392.470000 sec): 3 clusters Score: Raw -116095.465984 + Penalty 3303.009784 = -112792.456200 nChanged 19 SP:Iteration 14Q (22392.640000 sec): 3 clusters Score: Raw -116171.670724 + Penalty 3303.009784 = -112868.660940 nChanged 15 SP:Iteration 15Q (22392.810000 sec): 3 clusters Score: Raw -116238.442937 + Penalty 3303.009784 = -112935.433152 nChanged 21 SP:Iteration 16Q (22393.030000 sec): 3 clusters Score: Raw -116303.173956 + Penalty 3303.009784 = -113000.164172 nChanged 13 SP:Iteration 17Q (22393.200000 sec): 3 clusters Score: Raw -116333.061164 + Penalty 3303.009784 = -113030.051380 nChanged 6 SP:Iteration 18Q (22393.380000 sec): 3 clusters Score: Raw -116345.510690 + Penalty 3303.009784 = -113042.500906 nChanged 7 SP:Iteration 19Q (22393.540000 sec): 3 clusters Score: Raw -116360.575914 + Penalty 3303.009784 = -113057.566130 nChanged 5 SP:Iteration 20F (22393.680000 sec): 3 clusters Score: Raw -116375.183901 + Penalty 3303.009784 = -113072.174117 nChanged 3 SP:Iteration 21Q (22393.870000 sec): 3 clusters Score: Raw -116378.370647 + Penalty 3303.009784 = -113075.360862 nChanged 1 SP:Iteration 22Q (22394.010000 sec): 3 clusters Score: Raw -116378.910799 + Penalty 3303.009784 = -113075.901015 nChanged 0 SP:Iteration 23F (22394.190000 sec): 3 clusters Score: Raw -116378.910799 + Penalty 3303.009784 = -113075.901015 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22394.300000 sec): 2 clusters Score: Raw -35125.097534 + Penalty 1368.328318 = -33756.769216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22394.500000 sec): 3 clusters Score: Raw -35293.900367 + Penalty 2736.656637 = -32557.243730 nChanged 31 SP:Iteration 1F (22394.700000 sec): 3 clusters Score: Raw -35411.635976 + Penalty 2736.656637 = -32674.979339 nChanged 4 SP:Iteration 2Q (22394.880000 sec): 3 clusters Score: Raw -35426.394785 + Penalty 2736.656637 = -32689.738148 nChanged 0 SP:Iteration 3F (22395.080000 sec): 3 clusters Score: Raw -35426.394785 + Penalty 2736.656637 = -32689.738148 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (59231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22395.420000 sec): 2 clusters Score: Raw -8981819.243994 + Penalty 2725.321682 = -8979093.922312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22395.910000 sec): 3 clusters Score: Raw -8944709.494660 + Penalty 5450.643365 = -8939258.851295 nChanged 27575 SP:Iteration 1F (22396.380000 sec): 3 clusters Score: Raw -8960116.354419 + Penalty 5450.643365 = -8954665.711054 nChanged 2198 SP:Iteration 2Q (22396.890000 sec): 3 clusters Score: Raw -8960688.969477 + Penalty 5450.643365 = -8955238.326112 nChanged 2124 SP:Iteration 3Q (22397.390000 sec): 3 clusters Score: Raw -8961253.918702 + Penalty 5450.643365 = -8955803.275337 nChanged 2086 SP:Iteration 4Q (22397.860000 sec): 3 clusters Score: Raw -8961865.730774 + Penalty 5450.643365 = -8956415.087409 nChanged 2213 SP:Iteration 5Q (22398.420000 sec): 3 clusters Score: Raw -8962567.247635 + Penalty 5450.643365 = -8957116.604271 nChanged 2520 SP:Iteration 6Q (22398.920000 sec): 3 clusters Score: Raw -8963586.616333 + Penalty 5450.643365 = -8958135.972968 nChanged 3028 SP:Iteration 7F (22399.440000 sec): 3 clusters Score: Raw -8965117.405698 + Penalty 5450.643365 = -8959666.762334 nChanged 3663 SP:Iteration 8F (22399.940000 sec): 3 clusters Score: Raw -8967393.212778 + Penalty 5450.643365 = -8961942.569413 nChanged 4132 SP:Iteration 9F (22400.440000 sec): 3 clusters Score: Raw -8970443.369261 + Penalty 5450.643365 = -8964992.725896 nChanged 4156 SP:Iteration 10F (22400.970000 sec): 3 clusters Score: Raw -8973818.465711 + Penalty 5450.643365 = -8968367.822346 nChanged 3550 SP:Iteration 11F (22401.470000 sec): 3 clusters Score: Raw -8976741.886562 + Penalty 5450.643365 = -8971291.243197 nChanged 2591 SP:Iteration 12Q (22402.060000 sec): 3 clusters Score: Raw -8978847.013008 + Penalty 5450.643365 = -8973396.369643 nChanged 1643 SP:Iteration 13Q (22402.580000 sec): 3 clusters Score: Raw -8980143.012543 + Penalty 5450.643365 = -8974692.369178 nChanged 1099 SP:Iteration 14Q (22403.060000 sec): 3 clusters Score: Raw -8981014.920393 + Penalty 5450.643365 = -8975564.277028 nChanged 701 SP:Iteration 15Q (22403.580000 sec): 3 clusters Score: Raw -8981543.418604 + Penalty 5450.643365 = -8976092.775239 nChanged 465 SP:Iteration 16Q (22404.070000 sec): 3 clusters Score: Raw -8981899.360467 + Penalty 5450.643365 = -8976448.717102 nChanged 304 SP:Iteration 17Q (22404.530000 sec): 3 clusters Score: Raw -8982126.860097 + Penalty 5450.643365 = -8976676.216732 nChanged 188 SP:Iteration 18Q (22405.010000 sec): 3 clusters Score: Raw -8982259.454138 + Penalty 5450.643365 = -8976808.810773 nChanged 119 SP:Iteration 19Q (22405.490000 sec): 3 clusters Score: Raw -8982342.369095 + Penalty 5450.643365 = -8976891.725730 nChanged 104 SP:Iteration 20F (22406.040000 sec): 3 clusters Score: Raw -8982423.464689 + Penalty 5450.643365 = -8976972.821324 nChanged 72 SP:Iteration 21Q (22406.540000 sec): 3 clusters Score: Raw -8982474.033530 + Penalty 5450.643365 = -8977023.390165 nChanged 57 SP:Iteration 22Q (22406.990000 sec): 3 clusters Score: Raw -8982520.813373 + Penalty 5450.643365 = -8977070.170009 nChanged 48 SP:Iteration 23Q (22407.450000 sec): 3 clusters Score: Raw -8982557.318542 + Penalty 5450.643365 = -8977106.675177 nChanged 39 SP:Iteration 24Q (22407.960000 sec): 3 clusters Score: Raw -8982584.334051 + Penalty 5450.643365 = -8977133.690686 nChanged 38 SP:Iteration 25Q (22408.450000 sec): 3 clusters Score: Raw -8982610.021346 + Penalty 5450.643365 = -8977159.377981 nChanged 34 SP:Iteration 26Q (22408.870000 sec): 3 clusters Score: Raw -8982636.175329 + Penalty 5450.643365 = -8977185.531964 nChanged 27 SP:Iteration 27Q (22409.330000 sec): 3 clusters Score: Raw -8982657.580843 + Penalty 5450.643365 = -8977206.937478 nChanged 32 SP:Iteration 28Q (22409.760000 sec): 3 clusters Score: Raw -8982678.571283 + Penalty 5450.643365 = -8977227.927918 nChanged 22 SP:Iteration 29Q (22410.210000 sec): 3 clusters Score: Raw -8982690.938484 + Penalty 5450.643365 = -8977240.295119 nChanged 25 SP:Iteration 30Q (22410.600000 sec): 3 clusters Score: Raw -8982703.182451 + Penalty 5450.643365 = -8977252.539086 nChanged 13 SP:Iteration 31Q (22411.030000 sec): 3 clusters Score: Raw -8982708.510543 + Penalty 5450.643365 = -8977257.867178 nChanged 7 SP:Iteration 32Q (22411.470000 sec): 3 clusters Score: Raw -8982711.541135 + Penalty 5450.643365 = -8977260.897770 nChanged 3 SP:Iteration 33Q (22411.910000 sec): 3 clusters Score: Raw -8982712.789881 + Penalty 5450.643365 = -8977262.146516 nChanged 1 SP:Iteration 34Q (22412.360000 sec): 3 clusters Score: Raw -8982713.323179 + Penalty 5450.643365 = -8977262.679814 nChanged 1 SP:Iteration 35Q (22412.830000 sec): 3 clusters Score: Raw -8982713.846684 + Penalty 5450.643365 = -8977263.203319 nChanged 0 SP:Iteration 36F (22413.300000 sec): 3 clusters Score: Raw -8982713.846684 + Penalty 5450.643365 = -8977263.203319 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22413.410000 sec): 2 clusters Score: Raw -54086.849777 + Penalty 1482.763670 = -52604.086107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22413.620000 sec): 3 clusters Score: Raw -54178.959651 + Penalty 2965.527339 = -51213.432311 nChanged 72 SP:Iteration 1F (22413.830000 sec): 3 clusters Score: Raw -54330.754467 + Penalty 2965.527339 = -51365.227128 nChanged 20 SP:Iteration 2F (22413.990000 sec): 3 clusters Score: Raw -54374.378525 + Penalty 2965.527339 = -51408.851186 nChanged 9 SP:Iteration 3Q (22414.230000 sec): 3 clusters Score: Raw -54390.800439 + Penalty 2965.527339 = -51425.273099 nChanged 5 SP:Iteration 4Q (22414.390000 sec): 3 clusters Score: Raw -54409.879973 + Penalty 2965.527339 = -51444.352634 nChanged 4 SP:Iteration 5Q (22414.540000 sec): 3 clusters Score: Raw -54421.758362 + Penalty 2965.527339 = -51456.231023 nChanged 1 SP:Iteration 6Q (22414.730000 sec): 3 clusters Score: Raw -54434.780260 + Penalty 2965.527339 = -51469.252920 nChanged 2 SP:Iteration 7Q (22414.930000 sec): 3 clusters Score: Raw -54457.396524 + Penalty 2965.527339 = -51491.869185 nChanged 6 SP:Iteration 8Q (22415.100000 sec): 3 clusters Score: Raw -54471.344980 + Penalty 2965.527339 = -51505.817641 nChanged 7 SP:Iteration 9Q (22415.290000 sec): 3 clusters Score: Raw -54491.715501 + Penalty 2965.527339 = -51526.188162 nChanged 6 SP:Iteration 10Q (22415.450000 sec): 3 clusters Score: Raw -54502.334086 + Penalty 2965.527339 = -51536.806746 nChanged 3 SP:Iteration 11Q (22415.620000 sec): 3 clusters Score: Raw -54507.784651 + Penalty 2965.527339 = -51542.257312 nChanged 2 SP:Iteration 12Q (22415.780000 sec): 3 clusters Score: Raw -54510.423394 + Penalty 2965.527339 = -51544.896054 nChanged 2 SP:Iteration 13Q (22415.920000 sec): 3 clusters Score: Raw -54531.588985 + Penalty 2965.527339 = -51566.061646 nChanged 2 SP:Iteration 14Q (22416.100000 sec): 3 clusters Score: Raw -54538.828712 + Penalty 2965.527339 = -51573.301373 nChanged 2 SP:Iteration 15Q (22416.300000 sec): 3 clusters Score: Raw -54541.952151 + Penalty 2965.527339 = -51576.424812 nChanged 1 SP:Iteration 16Q (22416.460000 sec): 3 clusters Score: Raw -54543.191928 + Penalty 2965.527339 = -51577.664589 nChanged 0 SP:Iteration 17F (22416.620000 sec): 3 clusters Score: Raw -54549.203039 + Penalty 2965.527339 = -51583.675699 nChanged 1 SP:Iteration 18Q (22416.830000 sec): 3 clusters Score: Raw -54570.384575 + Penalty 2965.527339 = -51604.857235 nChanged 5 SP:Iteration 19Q (22417.020000 sec): 3 clusters Score: Raw -54601.229439 + Penalty 2965.527339 = -51635.702100 nChanged 3 SP:Iteration 20F (22417.160000 sec): 3 clusters Score: Raw -54606.012076 + Penalty 2965.527339 = -51640.484736 nChanged 1 SP:Iteration 21Q (22417.360000 sec): 3 clusters Score: Raw -54608.631974 + Penalty 2965.527339 = -51643.104634 nChanged 3 SP:Iteration 22Q (22417.500000 sec): 3 clusters Score: Raw -54619.056545 + Penalty 2965.527339 = -51653.529205 nChanged 2 SP:Iteration 23Q (22417.690000 sec): 3 clusters Score: Raw -54622.617651 + Penalty 2965.527339 = -51657.090311 nChanged 3 SP:Iteration 24Q (22417.830000 sec): 3 clusters Score: Raw -54632.151504 + Penalty 2965.527339 = -51666.624164 nChanged 1 SP:Iteration 25Q (22418.020000 sec): 3 clusters Score: Raw -54638.452029 + Penalty 2965.527339 = -51672.924690 nChanged 1 SP:Iteration 26Q (22418.230000 sec): 3 clusters Score: Raw -54645.441034 + Penalty 2965.527339 = -51679.913695 nChanged 3 SP:Iteration 27Q (22418.410000 sec): 3 clusters Score: Raw -54667.594102 + Penalty 2965.527339 = -51702.066763 nChanged 3 SP:Iteration 28Q (22418.560000 sec): 3 clusters Score: Raw -54686.135094 + Penalty 2965.527339 = -51720.607755 nChanged 1 SP:Iteration 29Q (22418.760000 sec): 3 clusters Score: Raw -54690.329283 + Penalty 2965.527339 = -51724.801944 nChanged 0 SP:Iteration 30F (22418.920000 sec): 3 clusters Score: Raw -54690.329283 + Penalty 2965.527339 = -51724.801944 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22419.060000 sec): 2 clusters Score: Raw -160550.226437 + Penalty 1741.007296 = -158809.219142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22419.220000 sec): 3 clusters Score: Raw -160278.640075 + Penalty 3482.014591 = -156796.625484 nChanged 303 SP:Iteration 1F (22419.380000 sec): 3 clusters Score: Raw -160654.009983 + Penalty 3482.014591 = -157171.995392 nChanged 96 SP:Iteration 2F (22419.580000 sec): 3 clusters Score: Raw -160800.132814 + Penalty 3482.014591 = -157318.118223 nChanged 50 SP:Iteration 3Q (22419.720000 sec): 3 clusters Score: Raw -160885.007098 + Penalty 3482.014591 = -157402.992507 nChanged 43 SP:Iteration 4Q (22419.910000 sec): 3 clusters Score: Raw -160940.853103 + Penalty 3482.014591 = -157458.838511 nChanged 32 SP:Iteration 5Q (22420.100000 sec): 3 clusters Score: Raw -160989.852557 + Penalty 3482.014591 = -157507.837966 nChanged 28 SP:Iteration 6Q (22420.250000 sec): 3 clusters Score: Raw -161040.354259 + Penalty 3482.014591 = -157558.339667 nChanged 25 SP:Iteration 7Q (22420.410000 sec): 3 clusters Score: Raw -161081.917612 + Penalty 3482.014591 = -157599.903021 nChanged 21 SP:Iteration 8Q (22420.580000 sec): 3 clusters Score: Raw -161131.228724 + Penalty 3482.014591 = -157649.214133 nChanged 24 SP:Iteration 9Q (22420.780000 sec): 3 clusters Score: Raw -161173.105778 + Penalty 3482.014591 = -157691.091187 nChanged 19 SP:Iteration 10Q (22420.940000 sec): 3 clusters Score: Raw -161204.342890 + Penalty 3482.014591 = -157722.328298 nChanged 17 SP:Iteration 11Q (22421.110000 sec): 3 clusters Score: Raw -161232.171718 + Penalty 3482.014591 = -157750.157127 nChanged 17 SP:Iteration 12Q (22421.310000 sec): 3 clusters Score: Raw -161263.055305 + Penalty 3482.014591 = -157781.040714 nChanged 17 SP:Iteration 13Q (22421.470000 sec): 3 clusters Score: Raw -161290.882827 + Penalty 3482.014591 = -157808.868235 nChanged 9 SP:Iteration 14Q (22421.640000 sec): 3 clusters Score: Raw -161302.552809 + Penalty 3482.014591 = -157820.538218 nChanged 6 SP:Iteration 15Q (22421.770000 sec): 3 clusters Score: Raw -161308.827350 + Penalty 3482.014591 = -157826.812759 nChanged 0 SP:Iteration 16F (22421.960000 sec): 3 clusters Score: Raw -161308.827350 + Penalty 3482.014591 = -157826.812759 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22422.060000 sec): 2 clusters Score: Raw -20988.700445 + Penalty 1261.723891 = -19726.976554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22422.220000 sec): 3 clusters Score: Raw -21226.850169 + Penalty 2523.447782 = -18703.402387 nChanged 7 SP:Iteration 1Q (22422.430000 sec): 3 clusters Score: Raw -21273.950026 + Penalty 2523.447782 = -18750.502243 nChanged 4 SP:Iteration 2Q (22422.600000 sec): 3 clusters Score: Raw -21295.856657 + Penalty 2523.447782 = -18772.408875 nChanged 1 SP:Iteration 3Q (22422.790000 sec): 3 clusters Score: Raw -21302.172177 + Penalty 2523.447782 = -18778.724394 nChanged 1 SP:Iteration 4Q (22422.980000 sec): 3 clusters Score: Raw -21316.703079 + Penalty 2523.447782 = -18793.255297 nChanged 0 SP:Iteration 5F (22423.170000 sec): 3 clusters Score: Raw -21316.703079 + Penalty 2523.447782 = -18793.255297 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22423.280000 sec): 2 clusters Score: Raw -124413.375127 + Penalty 1670.767806 = -122742.607322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22423.450000 sec): 3 clusters Score: Raw -124302.232400 + Penalty 3341.535611 = -120960.696789 nChanged 185 SP:Iteration 1F (22423.640000 sec): 3 clusters Score: Raw -124571.703217 + Penalty 3341.535611 = -121230.167606 nChanged 55 SP:Iteration 2F (22423.780000 sec): 3 clusters Score: Raw -124658.716805 + Penalty 3341.535611 = -121317.181193 nChanged 28 SP:Iteration 3Q (22423.960000 sec): 3 clusters Score: Raw -124705.315127 + Penalty 3341.535611 = -121363.779516 nChanged 15 SP:Iteration 4Q (22424.130000 sec): 3 clusters Score: Raw -124726.403770 + Penalty 3341.535611 = -121384.868159 nChanged 10 SP:Iteration 5Q (22424.350000 sec): 3 clusters Score: Raw -124738.600966 + Penalty 3341.535611 = -121397.065355 nChanged 7 SP:Iteration 6Q (22424.500000 sec): 3 clusters Score: Raw -124748.281405 + Penalty 3341.535611 = -121406.745794 nChanged 4 SP:Iteration 7Q (22424.690000 sec): 3 clusters Score: Raw -124755.271138 + Penalty 3341.535611 = -121413.735526 nChanged 3 SP:Iteration 8Q (22424.910000 sec): 3 clusters Score: Raw -124759.369157 + Penalty 3341.535611 = -121417.833546 nChanged 2 SP:Iteration 9Q (22425.060000 sec): 3 clusters Score: Raw -124763.172071 + Penalty 3341.535611 = -121421.636460 nChanged 1 SP:Iteration 10Q (22425.240000 sec): 3 clusters Score: Raw -124765.345110 + Penalty 3341.535611 = -121423.809499 nChanged 0 SP:Iteration 11F (22425.420000 sec): 3 clusters Score: Raw -124765.345110 + Penalty 3341.535611 = -121423.809499 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22425.470000 sec): 2 clusters Score: Raw -26515.477247 + Penalty 1310.234525 = -25205.242722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22425.630000 sec): 3 clusters Score: Raw -26742.215939 + Penalty 2620.469049 = -24121.746889 nChanged 16 SP:Iteration 1F (22425.840000 sec): 3 clusters Score: Raw -26826.793363 + Penalty 2620.469049 = -24206.324313 nChanged 6 SP:Iteration 2Q (22426.020000 sec): 3 clusters Score: Raw -26852.180934 + Penalty 2620.469049 = -24231.711884 nChanged 0 SP:Iteration 3F (22426.190000 sec): 3 clusters Score: Raw -26852.180934 + Penalty 2620.469049 = -24231.711884 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22426.280000 sec): 2 clusters Score: Raw -110382.134612 + Penalty 1636.092134 = -108746.042478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22426.440000 sec): 3 clusters Score: Raw -110264.086170 + Penalty 3272.184268 = -106991.901902 nChanged 167 SP:Iteration 1F (22426.590000 sec): 3 clusters Score: Raw -110511.957263 + Penalty 3272.184268 = -107239.772995 nChanged 44 SP:Iteration 2F (22426.760000 sec): 3 clusters Score: Raw -110594.051923 + Penalty 3272.184268 = -107321.867655 nChanged 26 SP:Iteration 3Q (22426.960000 sec): 3 clusters Score: Raw -110646.667964 + Penalty 3272.184268 = -107374.483696 nChanged 24 SP:Iteration 4Q (22427.080000 sec): 3 clusters Score: Raw -110722.760831 + Penalty 3272.184268 = -107450.576563 nChanged 17 SP:Iteration 5Q (22427.280000 sec): 3 clusters Score: Raw -110772.262046 + Penalty 3272.184268 = -107500.077778 nChanged 23 SP:Iteration 6Q (22427.430000 sec): 3 clusters Score: Raw -110816.280733 + Penalty 3272.184268 = -107544.096465 nChanged 15 SP:Iteration 7Q (22427.630000 sec): 3 clusters Score: Raw -110859.492745 + Penalty 3272.184268 = -107587.308477 nChanged 17 SP:Iteration 8Q (22427.770000 sec): 3 clusters Score: Raw -110899.612251 + Penalty 3272.184268 = -107627.427983 nChanged 17 SP:Iteration 9Q (22427.920000 sec): 3 clusters Score: Raw -110937.735752 + Penalty 3272.184268 = -107665.551483 nChanged 12 SP:Iteration 10Q (22428.080000 sec): 3 clusters Score: Raw -110968.057425 + Penalty 3272.184268 = -107695.873157 nChanged 14 SP:Iteration 11Q (22428.270000 sec): 3 clusters Score: Raw -110996.618045 + Penalty 3272.184268 = -107724.433777 nChanged 15 SP:Iteration 12Q (22428.430000 sec): 3 clusters Score: Raw -111024.254800 + Penalty 3272.184268 = -107752.070532 nChanged 13 SP:Iteration 13Q (22428.660000 sec): 3 clusters Score: Raw -111051.376753 + Penalty 3272.184268 = -107779.192485 nChanged 19 SP:Iteration 14Q (22428.850000 sec): 3 clusters Score: Raw -111093.753713 + Penalty 3272.184268 = -107821.569445 nChanged 14 SP:Iteration 15Q (22429.010000 sec): 3 clusters Score: Raw -111123.400003 + Penalty 3272.184268 = -107851.215735 nChanged 10 SP:Iteration 16Q (22429.190000 sec): 3 clusters Score: Raw -111150.871685 + Penalty 3272.184268 = -107878.687417 nChanged 6 SP:Iteration 17Q (22429.400000 sec): 3 clusters Score: Raw -111161.895606 + Penalty 3272.184268 = -107889.711337 nChanged 0 SP:Iteration 18F (22429.550000 sec): 3 clusters Score: Raw -111167.117120 + Penalty 3272.184268 = -107894.932852 nChanged 1 SP:Iteration 19Q (22429.730000 sec): 3 clusters Score: Raw -111179.509766 + Penalty 3272.184268 = -107907.325498 nChanged 2 SP:Iteration 20F (22429.920000 sec): 3 clusters Score: Raw -111183.595170 + Penalty 3272.184268 = -107911.410902 nChanged 1 SP:Iteration 21Q (22430.100000 sec): 3 clusters Score: Raw -111184.653701 + Penalty 3272.184268 = -107912.469433 nChanged 0 SP:Iteration 22F (22430.290000 sec): 3 clusters Score: Raw -111184.653701 + Penalty 3272.184268 = -107912.469433 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (72465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22430.680000 sec): 2 clusters Score: Raw -10889006.985146 + Penalty 2775.333023 = -10886231.652123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22431.240000 sec): 3 clusters Score: Raw -10843175.771985 + Penalty 5550.666047 = -10837625.105938 nChanged 33977 SP:Iteration 1F (22431.790000 sec): 3 clusters Score: Raw -10862160.862565 + Penalty 5550.666047 = -10856610.196518 nChanged 2680 SP:Iteration 2Q (22432.380000 sec): 3 clusters Score: Raw -10862892.182025 + Penalty 5550.666047 = -10857341.515978 nChanged 2662 SP:Iteration 3Q (22433.010000 sec): 3 clusters Score: Raw -10863702.468244 + Penalty 5550.666047 = -10858151.802197 nChanged 2828 SP:Iteration 4Q (22433.620000 sec): 3 clusters Score: Raw -10864783.020859 + Penalty 5550.666047 = -10859232.354812 nChanged 3200 SP:Iteration 5Q (22434.210000 sec): 3 clusters Score: Raw -10866133.643725 + Penalty 5550.666047 = -10860582.977678 nChanged 3508 SP:Iteration 6Q (22434.790000 sec): 3 clusters Score: Raw -10867792.921591 + Penalty 5550.666047 = -10862242.255544 nChanged 3648 SP:Iteration 7F (22435.350000 sec): 3 clusters Score: Raw -10869598.594598 + Penalty 5550.666047 = -10864047.928551 nChanged 3678 SP:Iteration 8F (22435.880000 sec): 3 clusters Score: Raw -10871397.049345 + Penalty 5550.666047 = -10865846.383298 nChanged 3412 SP:Iteration 9Q (22436.410000 sec): 3 clusters Score: Raw -10873116.924255 + Penalty 5550.666047 = -10867566.258208 nChanged 3140 SP:Iteration 10Q (22436.950000 sec): 3 clusters Score: Raw -10874671.754978 + Penalty 5550.666047 = -10869121.088931 nChanged 2862 SP:Iteration 11Q (22437.520000 sec): 3 clusters Score: Raw -10876141.223414 + Penalty 5550.666047 = -10870590.557367 nChanged 2659 SP:Iteration 12Q (22438.080000 sec): 3 clusters Score: Raw -10877578.054033 + Penalty 5550.666047 = -10872027.387986 nChanged 2393 SP:Iteration 13Q (22438.660000 sec): 3 clusters Score: Raw -10878772.756207 + Penalty 5550.666047 = -10873222.090160 nChanged 2093 SP:Iteration 14Q (22439.280000 sec): 3 clusters Score: Raw -10879676.067940 + Penalty 5550.666047 = -10874125.401894 nChanged 1669 SP:Iteration 15Q (22439.870000 sec): 3 clusters Score: Raw -10880281.488533 + Penalty 5550.666047 = -10874730.822486 nChanged 1327 SP:Iteration 16Q (22440.450000 sec): 3 clusters Score: Raw -10880701.637156 + Penalty 5550.666047 = -10875150.971109 nChanged 1083 SP:Iteration 17Q (22441.010000 sec): 3 clusters Score: Raw -10881033.168960 + Penalty 5550.666047 = -10875482.502913 nChanged 972 SP:Iteration 18Q (22441.570000 sec): 3 clusters Score: Raw -10881340.021013 + Penalty 5550.666047 = -10875789.354966 nChanged 932 SP:Iteration 19Q (22442.100000 sec): 3 clusters Score: Raw -10881641.879810 + Penalty 5550.666047 = -10876091.213763 nChanged 959 SP:Iteration 20F (22442.680000 sec): 3 clusters Score: Raw -10881962.103980 + Penalty 5550.666047 = -10876411.437933 nChanged 931 SP:Iteration 21Q (22443.340000 sec): 3 clusters Score: Raw -10882265.937664 + Penalty 5550.666047 = -10876715.271617 nChanged 969 SP:Iteration 22Q (22443.960000 sec): 3 clusters Score: Raw -10882610.230919 + Penalty 5550.666047 = -10877059.564872 nChanged 957 SP:Iteration 23Q (22444.540000 sec): 3 clusters Score: Raw -10882942.094530 + Penalty 5550.666047 = -10877391.428483 nChanged 925 SP:Iteration 24Q (22445.120000 sec): 3 clusters Score: Raw -10883266.260470 + Penalty 5550.666047 = -10877715.594423 nChanged 960 SP:Iteration 25Q (22445.690000 sec): 3 clusters Score: Raw -10883609.261373 + Penalty 5550.666047 = -10878058.595326 nChanged 930 SP:Iteration 26Q (22446.270000 sec): 3 clusters Score: Raw -10883933.939005 + Penalty 5550.666047 = -10878383.272959 nChanged 945 SP:Iteration 27Q (22446.890000 sec): 3 clusters Score: Raw -10884264.329024 + Penalty 5550.666047 = -10878713.662977 nChanged 954 SP:Iteration 28Q (22447.530000 sec): 3 clusters Score: Raw -10884621.193430 + Penalty 5550.666047 = -10879070.527383 nChanged 1007 SP:Iteration 29Q (22448.190000 sec): 3 clusters Score: Raw -10885011.284431 + Penalty 5550.666047 = -10879460.618384 nChanged 970 SP:Iteration 30Q (22448.820000 sec): 3 clusters Score: Raw -10885403.027867 + Penalty 5550.666047 = -10879852.361820 nChanged 941 SP:Iteration 31Q (22449.400000 sec): 3 clusters Score: Raw -10885796.149529 + Penalty 5550.666047 = -10880245.483482 nChanged 926 SP:Iteration 32Q (22450.030000 sec): 3 clusters Score: Raw -10886196.317061 + Penalty 5550.666047 = -10880645.651014 nChanged 849 SP:Iteration 33Q (22450.610000 sec): 3 clusters Score: Raw -10886585.740060 + Penalty 5550.666047 = -10881035.074013 nChanged 833 SP:Iteration 34Q (22451.170000 sec): 3 clusters Score: Raw -10886999.142952 + Penalty 5550.666047 = -10881448.476905 nChanged 799 SP:Iteration 35Q (22451.840000 sec): 3 clusters Score: Raw -10887408.185130 + Penalty 5550.666047 = -10881857.519083 nChanged 697 SP:Iteration 36Q (22452.470000 sec): 3 clusters Score: Raw -10887792.290710 + Penalty 5550.666047 = -10882241.624663 nChanged 591 SP:Iteration 37Q (22453.080000 sec): 3 clusters Score: Raw -10888126.138095 + Penalty 5550.666047 = -10882575.472049 nChanged 500 SP:Iteration 38Q (22453.670000 sec): 3 clusters Score: Raw -10888405.203175 + Penalty 5550.666047 = -10882854.537128 nChanged 424 SP:Iteration 39Q (22454.240000 sec): 3 clusters Score: Raw -10888644.153287 + Penalty 5550.666047 = -10883093.487240 nChanged 335 SP:Iteration 40F (22454.830000 sec): 3 clusters Score: Raw -10888840.492770 + Penalty 5550.666047 = -10883289.826723 nChanged 236 SP:Iteration 41Q (22455.480000 sec): 3 clusters Score: Raw -10888985.179681 + Penalty 5550.666047 = -10883434.513634 nChanged 196 SP:Iteration 42Q (22456.060000 sec): 3 clusters Score: Raw -10889106.589525 + Penalty 5550.666047 = -10883555.923478 nChanged 119 SP:Iteration 43Q (22456.610000 sec): 3 clusters Score: Raw -10889185.661916 + Penalty 5550.666047 = -10883634.995869 nChanged 79 SP:Iteration 44Q (22457.130000 sec): 3 clusters Score: Raw -10889239.457502 + Penalty 5550.666047 = -10883688.791455 nChanged 68 SP:Iteration 45Q (22457.750000 sec): 3 clusters Score: Raw -10889283.489873 + Penalty 5550.666047 = -10883732.823826 nChanged 45 SP:Iteration 46Q (22458.300000 sec): 3 clusters Score: Raw -10889316.750290 + Penalty 5550.666047 = -10883766.084243 nChanged 39 SP:Iteration 47Q (22458.780000 sec): 3 clusters Score: Raw -10889342.848219 + Penalty 5550.666047 = -10883792.182172 nChanged 22 SP:Iteration 48Q (22459.300000 sec): 3 clusters Score: Raw -10889354.234698 + Penalty 5550.666047 = -10883803.568651 nChanged 16 SP:Iteration 49Q (22459.930000 sec): 3 clusters Score: Raw -10889361.408262 + Penalty 5550.666047 = -10883810.742215 nChanged 11 SP:Iteration 50Q (22460.530000 sec): 3 clusters Score: Raw -10889369.056462 + Penalty 5550.666047 = -10883818.390415 nChanged 6 SP:Iteration 51Q (22461.130000 sec): 3 clusters Score: Raw -10889372.607976 + Penalty 5550.666047 = -10883821.941929 nChanged 7 SP:Iteration 52Q (22461.740000 sec): 3 clusters Score: Raw -10889375.234096 + Penalty 5550.666047 = -10883824.568049 nChanged 4 SP:Iteration 53Q (22462.290000 sec): 3 clusters Score: Raw -10889377.451348 + Penalty 5550.666047 = -10883826.785301 nChanged 4 SP:Iteration 54Q (22462.880000 sec): 3 clusters Score: Raw -10889379.736573 + Penalty 5550.666047 = -10883829.070526 nChanged 1 SP:Iteration 55Q (22463.570000 sec): 3 clusters Score: Raw -10889380.203505 + Penalty 5550.666047 = -10883829.537458 nChanged 1 SP:Iteration 56Q (22464.200000 sec): 3 clusters Score: Raw -10889380.840308 + Penalty 5550.666047 = -10883830.174261 nChanged 1 SP:Iteration 57Q (22464.760000 sec): 3 clusters Score: Raw -10889382.125803 + Penalty 5550.666047 = -10883831.459756 nChanged 1 SP:Iteration 58Q (22465.300000 sec): 3 clusters Score: Raw -10889382.523464 + Penalty 5550.666047 = -10883831.857417 nChanged 2 SP:Iteration 59Q (22465.920000 sec): 3 clusters Score: Raw -10889382.972746 + Penalty 5550.666047 = -10883832.306699 nChanged 0 SP:Iteration 60F (22466.610000 sec): 3 clusters Score: Raw -10889382.972746 + Penalty 5550.666047 = -10883832.306699 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (1288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22466.780000 sec): 2 clusters Score: Raw -178026.603488 + Penalty 1775.889785 = -176250.713704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22466.980000 sec): 3 clusters Score: Raw -177673.003752 + Penalty 3551.779570 = -174121.224183 nChanged 385 SP:Iteration 1F (22467.160000 sec): 3 clusters Score: Raw -178091.817607 + Penalty 3551.779570 = -174540.038037 nChanged 109 SP:Iteration 2F (22467.310000 sec): 3 clusters Score: Raw -178244.648731 + Penalty 3551.779570 = -174692.869162 nChanged 48 SP:Iteration 3Q (22467.510000 sec): 3 clusters Score: Raw -178319.331622 + Penalty 3551.779570 = -174767.552052 nChanged 44 SP:Iteration 4Q (22467.680000 sec): 3 clusters Score: Raw -178367.472853 + Penalty 3551.779570 = -174815.693283 nChanged 26 SP:Iteration 5Q (22467.890000 sec): 3 clusters Score: Raw -178412.649099 + Penalty 3551.779570 = -174860.869529 nChanged 27 SP:Iteration 6Q (22468.080000 sec): 3 clusters Score: Raw -178455.302919 + Penalty 3551.779570 = -174903.523349 nChanged 20 SP:Iteration 7Q (22468.250000 sec): 3 clusters Score: Raw -178477.073332 + Penalty 3551.779570 = -174925.293763 nChanged 17 SP:Iteration 8Q (22468.430000 sec): 3 clusters Score: Raw -178497.405300 + Penalty 3551.779570 = -174945.625730 nChanged 17 SP:Iteration 9Q (22468.590000 sec): 3 clusters Score: Raw -178526.154455 + Penalty 3551.779570 = -174974.374886 nChanged 23 SP:Iteration 10Q (22468.820000 sec): 3 clusters Score: Raw -178557.655043 + Penalty 3551.779570 = -175005.875473 nChanged 9 SP:Iteration 11Q (22468.980000 sec): 3 clusters Score: Raw -178572.550952 + Penalty 3551.779570 = -175020.771382 nChanged 13 SP:Iteration 12Q (22469.140000 sec): 3 clusters Score: Raw -178590.479739 + Penalty 3551.779570 = -175038.700170 nChanged 11 SP:Iteration 13Q (22469.320000 sec): 3 clusters Score: Raw -178608.835042 + Penalty 3551.779570 = -175057.055472 nChanged 16 SP:Iteration 14Q (22469.500000 sec): 3 clusters Score: Raw -178624.222441 + Penalty 3551.779570 = -175072.442871 nChanged 9 SP:Iteration 15Q (22469.700000 sec): 3 clusters Score: Raw -178632.358047 + Penalty 3551.779570 = -175080.578477 nChanged 8 SP:Iteration 16Q (22469.890000 sec): 3 clusters Score: Raw -178644.308844 + Penalty 3551.779570 = -175092.529274 nChanged 9 SP:Iteration 17Q (22470.100000 sec): 3 clusters Score: Raw -178650.259679 + Penalty 3551.779570 = -175098.480109 nChanged 6 SP:Iteration 18Q (22470.320000 sec): 3 clusters Score: Raw -178658.799784 + Penalty 3551.779570 = -175107.020214 nChanged 7 SP:Iteration 19Q (22470.500000 sec): 3 clusters Score: Raw -178666.638446 + Penalty 3551.779570 = -175114.858877 nChanged 5 SP:Iteration 20F (22470.780000 sec): 3 clusters Score: Raw -178669.193531 + Penalty 3551.779570 = -175117.413961 nChanged 4 SP:Iteration 21Q (22470.980000 sec): 3 clusters Score: Raw -178671.900843 + Penalty 3551.779570 = -175120.121273 nChanged 2 SP:Iteration 22Q (22471.160000 sec): 3 clusters Score: Raw -178673.995573 + Penalty 3551.779570 = -175122.216003 nChanged 2 SP:Iteration 23Q (22471.330000 sec): 3 clusters Score: Raw -178675.884067 + Penalty 3551.779570 = -175124.104497 nChanged 1 SP:Iteration 24Q (22471.520000 sec): 3 clusters Score: Raw -178676.371997 + Penalty 3551.779570 = -175124.592428 nChanged 0 SP:Iteration 25F (22471.670000 sec): 3 clusters Score: Raw -178676.371997 + Penalty 3551.779570 = -175124.592428 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22471.760000 sec): 2 clusters Score: Raw -16034.007462 + Penalty 1187.297952 = -14846.709510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22471.910000 sec): 3 clusters Score: Raw -16304.487996 + Penalty 2374.595904 = -13929.892092 nChanged 1 SP:Iteration 1Q (22472.120000 sec): 3 clusters Score: Raw -16315.170987 + Penalty 2374.595904 = -13940.575082 nChanged 0 SP:Iteration 2F (22472.290000 sec): 3 clusters Score: Raw -16315.170987 + Penalty 2374.595904 = -13940.575082 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22472.360000 sec): 2 clusters Score: Raw -96456.693848 + Penalty 1609.322823 = -94847.371025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22472.580000 sec): 3 clusters Score: Raw -96413.985931 + Penalty 3218.645646 = -93195.340285 nChanged 131 SP:Iteration 1F (22472.740000 sec): 3 clusters Score: Raw -96604.232685 + Penalty 3218.645646 = -93385.587039 nChanged 26 SP:Iteration 2Q (22472.930000 sec): 3 clusters Score: Raw -96664.066297 + Penalty 3218.645646 = -93445.420651 nChanged 16 SP:Iteration 3Q (22473.180000 sec): 3 clusters Score: Raw -96698.320249 + Penalty 3218.645646 = -93479.674603 nChanged 17 SP:Iteration 4Q (22473.320000 sec): 3 clusters Score: Raw -96733.795605 + Penalty 3218.645646 = -93515.149959 nChanged 8 SP:Iteration 5Q (22473.520000 sec): 3 clusters Score: Raw -96763.661191 + Penalty 3218.645646 = -93545.015545 nChanged 9 SP:Iteration 6Q (22473.700000 sec): 3 clusters Score: Raw -96781.431589 + Penalty 3218.645646 = -93562.785943 nChanged 6 SP:Iteration 7Q (22473.920000 sec): 3 clusters Score: Raw -96792.018561 + Penalty 3218.645646 = -93573.372916 nChanged 3 SP:Iteration 8Q (22474.130000 sec): 3 clusters Score: Raw -96795.990477 + Penalty 3218.645646 = -93577.344831 nChanged 2 SP:Iteration 9Q (22474.280000 sec): 3 clusters Score: Raw -96798.134372 + Penalty 3218.645646 = -93579.488726 nChanged 0 SP:Iteration 10F (22474.450000 sec): 3 clusters Score: Raw -96798.134372 + Penalty 3218.645646 = -93579.488726 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22474.540000 sec): 2 clusters Score: Raw -40982.754173 + Penalty 1415.363346 = -39567.390827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22474.670000 sec): 3 clusters Score: Raw -41113.777255 + Penalty 2830.726691 = -38283.050564 nChanged 23 SP:Iteration 1F (22474.840000 sec): 3 clusters Score: Raw -41207.269309 + Penalty 2830.726691 = -38376.542618 nChanged 9 SP:Iteration 2Q (22474.970000 sec): 3 clusters Score: Raw -41245.337274 + Penalty 2830.726691 = -38414.610583 nChanged 3 SP:Iteration 3Q (22475.150000 sec): 3 clusters Score: Raw -41255.660402 + Penalty 2830.726691 = -38424.933710 nChanged 4 SP:Iteration 4Q (22475.330000 sec): 3 clusters Score: Raw -41272.071825 + Penalty 2830.726691 = -38441.345134 nChanged 5 SP:Iteration 5Q (22475.520000 sec): 3 clusters Score: Raw -41286.173790 + Penalty 2830.726691 = -38455.447099 nChanged 2 SP:Iteration 6Q (22475.710000 sec): 3 clusters Score: Raw -41293.504388 + Penalty 2830.726691 = -38462.777697 nChanged 0 SP:Iteration 7F (22475.880000 sec): 3 clusters Score: Raw -41293.504388 + Penalty 2830.726691 = -38462.777697 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22475.990000 sec): 2 clusters Score: Raw -73226.016007 + Penalty 1549.514633 = -71676.501374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22476.190000 sec): 3 clusters Score: Raw -73228.953521 + Penalty 3099.029266 = -70129.924255 nChanged 107 SP:Iteration 1F (22476.340000 sec): 3 clusters Score: Raw -73412.264012 + Penalty 3099.029266 = -70313.234747 nChanged 23 SP:Iteration 2Q (22476.580000 sec): 3 clusters Score: Raw -73443.345703 + Penalty 3099.029266 = -70344.316437 nChanged 7 SP:Iteration 3Q (22476.800000 sec): 3 clusters Score: Raw -73455.489631 + Penalty 3099.029266 = -70356.460366 nChanged 5 SP:Iteration 4Q (22476.970000 sec): 3 clusters Score: Raw -73474.103082 + Penalty 3099.029266 = -70375.073816 nChanged 2 SP:Iteration 5Q (22477.140000 sec): 3 clusters Score: Raw -73480.178661 + Penalty 3099.029266 = -70381.149395 nChanged 3 SP:Iteration 6Q (22477.350000 sec): 3 clusters Score: Raw -73487.702128 + Penalty 3099.029266 = -70388.672863 nChanged 0 SP:Iteration 7F (22477.570000 sec): 3 clusters Score: Raw -73487.702128 + Penalty 3099.029266 = -70388.672863 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22477.610000 sec): 2 clusters Score: Raw -15803.590455 + Penalty 1229.045110 = -14574.545345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22477.790000 sec): 3 clusters Score: Raw -16193.330919 + Penalty 2458.090221 = -13735.240699 nChanged 8 SP:Iteration 1F (22477.900000 sec): 3 clusters Score: Raw -16253.820604 + Penalty 2458.090221 = -13795.730383 nChanged 1 SP:Iteration 2Q (22478.060000 sec): 3 clusters Score: Raw -16275.027124 + Penalty 2458.090221 = -13816.936904 nChanged 2 SP:Iteration 3Q (22478.230000 sec): 3 clusters Score: Raw -16294.695683 + Penalty 2458.090221 = -13836.605463 nChanged 3 SP:Iteration 4Q (22478.450000 sec): 3 clusters Score: Raw -16314.829297 + Penalty 2458.090221 = -13856.739077 nChanged 2 SP:Iteration 5Q (22478.600000 sec): 3 clusters Score: Raw -16330.154388 + Penalty 2458.090221 = -13872.064167 nChanged 0 SP:Iteration 6F (22478.810000 sec): 3 clusters Score: Raw -16330.154388 + Penalty 2458.090221 = -13872.064167 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (20519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22479.090000 sec): 2 clusters Score: Raw -3270867.722178 + Penalty 2462.418428 = -3268405.303750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22479.390000 sec): 3 clusters Score: Raw -3258815.519714 + Penalty 4924.836856 = -3253890.682858 nChanged 9066 SP:Iteration 1F (22479.710000 sec): 3 clusters Score: Raw -3263692.937770 + Penalty 4924.836856 = -3258768.100914 nChanged 1123 SP:Iteration 2F (22479.990000 sec): 3 clusters Score: Raw -3264110.737768 + Penalty 4924.836856 = -3259185.900911 nChanged 961 SP:Iteration 3Q (22480.320000 sec): 3 clusters Score: Raw -3264453.317256 + Penalty 4924.836856 = -3259528.480399 nChanged 855 SP:Iteration 4Q (22480.620000 sec): 3 clusters Score: Raw -3264756.189544 + Penalty 4924.836856 = -3259831.352688 nChanged 789 SP:Iteration 5Q (22480.940000 sec): 3 clusters Score: Raw -3265071.277237 + Penalty 4924.836856 = -3260146.440381 nChanged 866 SP:Iteration 6Q (22481.300000 sec): 3 clusters Score: Raw -3265445.406977 + Penalty 4924.836856 = -3260520.570121 nChanged 898 SP:Iteration 7Q (22481.650000 sec): 3 clusters Score: Raw -3265878.562443 + Penalty 4924.836856 = -3260953.725587 nChanged 911 SP:Iteration 8Q (22481.980000 sec): 3 clusters Score: Raw -3266369.904201 + Penalty 4924.836856 = -3261445.067345 nChanged 990 SP:Iteration 9Q (22482.350000 sec): 3 clusters Score: Raw -3266993.679338 + Penalty 4924.836856 = -3262068.842481 nChanged 1054 SP:Iteration 10F (22482.700000 sec): 3 clusters Score: Raw -3267720.577772 + Penalty 4924.836856 = -3262795.740916 nChanged 1016 SP:Iteration 11Q (22483.040000 sec): 3 clusters Score: Raw -3268488.051197 + Penalty 4924.836856 = -3263563.214341 nChanged 912 SP:Iteration 12Q (22483.360000 sec): 3 clusters Score: Raw -3269207.275578 + Penalty 4924.836856 = -3264282.438721 nChanged 750 SP:Iteration 13Q (22483.660000 sec): 3 clusters Score: Raw -3269776.958618 + Penalty 4924.836856 = -3264852.121762 nChanged 554 SP:Iteration 14Q (22484.000000 sec): 3 clusters Score: Raw -3270198.945370 + Penalty 4924.836856 = -3265274.108514 nChanged 387 SP:Iteration 15Q (22484.350000 sec): 3 clusters Score: Raw -3270479.163850 + Penalty 4924.836856 = -3265554.326994 nChanged 269 SP:Iteration 16Q (22484.640000 sec): 3 clusters Score: Raw -3270679.494463 + Penalty 4924.836856 = -3265754.657606 nChanged 181 SP:Iteration 17Q (22484.950000 sec): 3 clusters Score: Raw -3270805.958279 + Penalty 4924.836856 = -3265881.121422 nChanged 146 SP:Iteration 18Q (22485.230000 sec): 3 clusters Score: Raw -3270907.272102 + Penalty 4924.836856 = -3265982.435246 nChanged 120 SP:Iteration 19Q (22485.520000 sec): 3 clusters Score: Raw -3270988.722927 + Penalty 4924.836856 = -3266063.886070 nChanged 89 SP:Iteration 20F (22485.820000 sec): 3 clusters Score: Raw -3271046.576873 + Penalty 4924.836856 = -3266121.740017 nChanged 58 SP:Iteration 21Q (22486.090000 sec): 3 clusters Score: Raw -3271083.815871 + Penalty 4924.836856 = -3266158.979014 nChanged 38 SP:Iteration 22Q (22486.370000 sec): 3 clusters Score: Raw -3271112.096941 + Penalty 4924.836856 = -3266187.260084 nChanged 23 SP:Iteration 23Q (22486.720000 sec): 3 clusters Score: Raw -3271126.330288 + Penalty 4924.836856 = -3266201.493432 nChanged 16 SP:Iteration 24Q (22487.040000 sec): 3 clusters Score: Raw -3271138.277701 + Penalty 4924.836856 = -3266213.440845 nChanged 20 SP:Iteration 25Q (22487.370000 sec): 3 clusters Score: Raw -3271152.316648 + Penalty 4924.836856 = -3266227.479791 nChanged 16 SP:Iteration 26Q (22487.660000 sec): 3 clusters Score: Raw -3271163.175740 + Penalty 4924.836856 = -3266238.338883 nChanged 14 SP:Iteration 27Q (22487.930000 sec): 3 clusters Score: Raw -3271176.214633 + Penalty 4924.836856 = -3266251.377777 nChanged 13 SP:Iteration 28Q (22488.300000 sec): 3 clusters Score: Raw -3271185.963509 + Penalty 4924.836856 = -3266261.126653 nChanged 12 SP:Iteration 29Q (22488.640000 sec): 3 clusters Score: Raw -3271193.061074 + Penalty 4924.836856 = -3266268.224218 nChanged 5 SP:Iteration 30Q (22488.910000 sec): 3 clusters Score: Raw -3271195.915198 + Penalty 4924.836856 = -3266271.078342 nChanged 2 SP:Iteration 31Q (22489.240000 sec): 3 clusters Score: Raw -3271197.315288 + Penalty 4924.836856 = -3266272.478432 nChanged 2 SP:Iteration 32Q (22489.530000 sec): 3 clusters Score: Raw -3271198.433828 + Penalty 4924.836856 = -3266273.596972 nChanged 1 SP:Iteration 33Q (22489.900000 sec): 3 clusters Score: Raw -3271198.983167 + Penalty 4924.836856 = -3266274.146311 nChanged 1 SP:Iteration 34Q (22490.230000 sec): 3 clusters Score: Raw -3271199.501018 + Penalty 4924.836856 = -3266274.664162 nChanged 0 SP:Iteration 35F (22490.540000 sec): 3 clusters Score: Raw -3271199.501018 + Penalty 4924.836856 = -3266274.664162 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22490.670000 sec): 2 clusters Score: Raw -10025.467168 + Penalty 1163.454275 = -8862.012893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22490.880000 sec): 3 clusters Score: Raw -10355.483623 + Penalty 2326.908550 = -8028.575074 nChanged 6 SP:Iteration 1F (22491.130000 sec): 3 clusters Score: Raw -10401.817182 + Penalty 2326.908550 = -8074.908633 nChanged 1 SP:Iteration 2Q (22491.280000 sec): 3 clusters Score: Raw -10415.293663 + Penalty 2326.908550 = -8088.385113 nChanged 0 SP:Iteration 3F (22491.490000 sec): 3 clusters Score: Raw -10415.293663 + Penalty 2326.908550 = -8088.385113 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22491.550000 sec): 2 clusters Score: Raw -162628.671111 + Penalty 1756.680186 = -160871.990925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22491.780000 sec): 3 clusters Score: Raw -162393.025055 + Penalty 3513.360372 = -158879.664682 nChanged 317 SP:Iteration 1F (22491.940000 sec): 3 clusters Score: Raw -162717.238477 + Penalty 3513.360372 = -159203.878105 nChanged 102 SP:Iteration 2F (22492.160000 sec): 3 clusters Score: Raw -162866.445766 + Penalty 3513.360372 = -159353.085394 nChanged 78 SP:Iteration 3F (22492.380000 sec): 3 clusters Score: Raw -162980.623559 + Penalty 3513.360372 = -159467.263186 nChanged 59 SP:Iteration 4Q (22492.570000 sec): 3 clusters Score: Raw -163087.670903 + Penalty 3513.360372 = -159574.310530 nChanged 50 SP:Iteration 5Q (22492.730000 sec): 3 clusters Score: Raw -163168.771512 + Penalty 3513.360372 = -159655.411139 nChanged 42 SP:Iteration 6Q (22492.980000 sec): 3 clusters Score: Raw -163261.617760 + Penalty 3513.360372 = -159748.257387 nChanged 51 SP:Iteration 7Q (22493.150000 sec): 3 clusters Score: Raw -163379.363507 + Penalty 3513.360372 = -159866.003135 nChanged 40 SP:Iteration 8Q (22493.350000 sec): 3 clusters Score: Raw -163485.456954 + Penalty 3513.360372 = -159972.096582 nChanged 26 SP:Iteration 9Q (22493.510000 sec): 3 clusters Score: Raw -163548.083778 + Penalty 3513.360372 = -160034.723406 nChanged 16 SP:Iteration 10Q (22493.710000 sec): 3 clusters Score: Raw -163589.129158 + Penalty 3513.360372 = -160075.768786 nChanged 18 SP:Iteration 11Q (22493.890000 sec): 3 clusters Score: Raw -163642.566484 + Penalty 3513.360372 = -160129.206112 nChanged 19 SP:Iteration 12Q (22494.090000 sec): 3 clusters Score: Raw -163737.616926 + Penalty 3513.360372 = -160224.256553 nChanged 16 SP:Iteration 13Q (22494.250000 sec): 3 clusters Score: Raw -163856.962134 + Penalty 3513.360372 = -160343.601762 nChanged 19 SP:Iteration 14Q (22494.460000 sec): 3 clusters Score: Raw -163951.769685 + Penalty 3513.360372 = -160438.409313 nChanged 23 SP:Iteration 15Q (22494.660000 sec): 3 clusters Score: Raw -164025.525417 + Penalty 3513.360372 = -160512.165045 nChanged 11 SP:Iteration 16Q (22494.830000 sec): 3 clusters Score: Raw -164051.880607 + Penalty 3513.360372 = -160538.520234 nChanged 9 SP:Iteration 17Q (22495.020000 sec): 3 clusters Score: Raw -164065.983786 + Penalty 3513.360372 = -160552.623414 nChanged 5 SP:Iteration 18Q (22495.230000 sec): 3 clusters Score: Raw -164073.781222 + Penalty 3513.360372 = -160560.420849 nChanged 3 SP:Iteration 19Q (22495.410000 sec): 3 clusters Score: Raw -164077.862757 + Penalty 3513.360372 = -160564.502384 nChanged 1 SP:Iteration 20F (22495.590000 sec): 3 clusters Score: Raw -164080.244522 + Penalty 3513.360372 = -160566.884150 nChanged 2 SP:Iteration 21Q (22495.770000 sec): 3 clusters Score: Raw -164092.944937 + Penalty 3513.360372 = -160579.584565 nChanged 4 SP:Iteration 22Q (22495.920000 sec): 3 clusters Score: Raw -164100.490047 + Penalty 3513.360372 = -160587.129674 nChanged 2 SP:Iteration 23Q (22496.080000 sec): 3 clusters Score: Raw -164103.401687 + Penalty 3513.360372 = -160590.041315 nChanged 1 SP:Iteration 24Q (22496.220000 sec): 3 clusters Score: Raw -164104.889980 + Penalty 3513.360372 = -160591.529607 nChanged 0 SP:Iteration 25F (22496.380000 sec): 3 clusters Score: Raw -164104.889980 + Penalty 3513.360372 = -160591.529607 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22496.490000 sec): 2 clusters Score: Raw -72695.884473 + Penalty 1522.156309 = -71173.728164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22496.650000 sec): 3 clusters Score: Raw -72725.429786 + Penalty 3044.312619 = -69681.117167 nChanged 78 SP:Iteration 1F (22496.840000 sec): 3 clusters Score: Raw -72887.974480 + Penalty 3044.312619 = -69843.661861 nChanged 23 SP:Iteration 2Q (22496.960000 sec): 3 clusters Score: Raw -72931.804533 + Penalty 3044.312619 = -69887.491914 nChanged 9 SP:Iteration 3Q (22497.140000 sec): 3 clusters Score: Raw -72946.727737 + Penalty 3044.312619 = -69902.415118 nChanged 7 SP:Iteration 4Q (22497.310000 sec): 3 clusters Score: Raw -72960.421285 + Penalty 3044.312619 = -69916.108666 nChanged 8 SP:Iteration 5Q (22497.450000 sec): 3 clusters Score: Raw -72980.643628 + Penalty 3044.312619 = -69936.331009 nChanged 4 SP:Iteration 6Q (22497.600000 sec): 3 clusters Score: Raw -72989.795121 + Penalty 3044.312619 = -69945.482502 nChanged 4 SP:Iteration 7Q (22497.750000 sec): 3 clusters Score: Raw -72999.943707 + Penalty 3044.312619 = -69955.631088 nChanged 3 SP:Iteration 8Q (22497.910000 sec): 3 clusters Score: Raw -73006.383033 + Penalty 3044.312619 = -69962.070415 nChanged 1 SP:Iteration 9Q (22498.060000 sec): 3 clusters Score: Raw -73008.969586 + Penalty 3044.312619 = -69964.656967 nChanged 0 SP:Iteration 10F (22498.170000 sec): 3 clusters Score: Raw -73008.969586 + Penalty 3044.312619 = -69964.656967 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (10386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22498.320000 sec): 2 clusters Score: Raw -1550565.902872 + Penalty 2293.557078 = -1548272.345794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22498.590000 sec): 3 clusters Score: Raw -1544915.065889 + Penalty 4587.114156 = -1540327.951732 nChanged 4309 SP:Iteration 1F (22498.850000 sec): 3 clusters Score: Raw -1547248.890253 + Penalty 4587.114156 = -1542661.776097 nChanged 622 SP:Iteration 2F (22499.130000 sec): 3 clusters Score: Raw -1547521.214099 + Penalty 4587.114156 = -1542934.099943 nChanged 477 SP:Iteration 3Q (22499.430000 sec): 3 clusters Score: Raw -1547728.831595 + Penalty 4587.114156 = -1543141.717439 nChanged 447 SP:Iteration 4Q (22499.690000 sec): 3 clusters Score: Raw -1547891.560473 + Penalty 4587.114156 = -1543304.446317 nChanged 332 SP:Iteration 5Q (22499.910000 sec): 3 clusters Score: Raw -1548009.089480 + Penalty 4587.114156 = -1543421.975324 nChanged 298 SP:Iteration 6Q (22500.120000 sec): 3 clusters Score: Raw -1548122.931340 + Penalty 4587.114156 = -1543535.817184 nChanged 285 SP:Iteration 7Q (22500.330000 sec): 3 clusters Score: Raw -1548224.100744 + Penalty 4587.114156 = -1543636.986588 nChanged 278 SP:Iteration 8Q (22500.570000 sec): 3 clusters Score: Raw -1548318.217344 + Penalty 4587.114156 = -1543731.103188 nChanged 266 SP:Iteration 9Q (22500.770000 sec): 3 clusters Score: Raw -1548416.038091 + Penalty 4587.114156 = -1543828.923935 nChanged 286 SP:Iteration 10Q (22501.020000 sec): 3 clusters Score: Raw -1548539.929398 + Penalty 4587.114156 = -1543952.815242 nChanged 348 SP:Iteration 11Q (22501.270000 sec): 3 clusters Score: Raw -1548702.741197 + Penalty 4587.114156 = -1544115.627040 nChanged 380 SP:Iteration 12Q (22501.490000 sec): 3 clusters Score: Raw -1548878.803492 + Penalty 4587.114156 = -1544291.689336 nChanged 352 SP:Iteration 13Q (22501.690000 sec): 3 clusters Score: Raw -1549062.138803 + Penalty 4587.114156 = -1544475.024647 nChanged 345 SP:Iteration 14Q (22501.980000 sec): 3 clusters Score: Raw -1549249.134029 + Penalty 4587.114156 = -1544662.019873 nChanged 350 SP:Iteration 15Q (22502.250000 sec): 3 clusters Score: Raw -1549440.679375 + Penalty 4587.114156 = -1544853.565218 nChanged 328 SP:Iteration 16Q (22502.510000 sec): 3 clusters Score: Raw -1549624.288047 + Penalty 4587.114156 = -1545037.173891 nChanged 304 SP:Iteration 17Q (22502.750000 sec): 3 clusters Score: Raw -1549794.140416 + Penalty 4587.114156 = -1545207.026260 nChanged 266 SP:Iteration 18Q (22503.000000 sec): 3 clusters Score: Raw -1549944.944808 + Penalty 4587.114156 = -1545357.830652 nChanged 211 SP:Iteration 19Q (22503.250000 sec): 3 clusters Score: Raw -1550056.645989 + Penalty 4587.114156 = -1545469.531833 nChanged 190 SP:Iteration 20F (22503.480000 sec): 3 clusters Score: Raw -1550165.160858 + Penalty 4587.114156 = -1545578.046701 nChanged 184 SP:Iteration 21Q (22503.710000 sec): 3 clusters Score: Raw -1550283.826278 + Penalty 4587.114156 = -1545696.712122 nChanged 159 SP:Iteration 22Q (22503.990000 sec): 3 clusters Score: Raw -1550385.554514 + Penalty 4587.114156 = -1545798.440358 nChanged 130 SP:Iteration 23Q (22504.220000 sec): 3 clusters Score: Raw -1550473.544565 + Penalty 4587.114156 = -1545886.430409 nChanged 106 SP:Iteration 24Q (22504.480000 sec): 3 clusters Score: Raw -1550549.033417 + Penalty 4587.114156 = -1545961.919260 nChanged 84 SP:Iteration 25Q (22504.700000 sec): 3 clusters Score: Raw -1550608.295615 + Penalty 4587.114156 = -1546021.181458 nChanged 74 SP:Iteration 26Q (22504.960000 sec): 3 clusters Score: Raw -1550665.132569 + Penalty 4587.114156 = -1546078.018413 nChanged 64 SP:Iteration 27Q (22505.190000 sec): 3 clusters Score: Raw -1550713.326438 + Penalty 4587.114156 = -1546126.212282 nChanged 52 SP:Iteration 28Q (22505.450000 sec): 3 clusters Score: Raw -1550752.194336 + Penalty 4587.114156 = -1546165.080180 nChanged 37 SP:Iteration 29Q (22505.660000 sec): 3 clusters Score: Raw -1550778.867900 + Penalty 4587.114156 = -1546191.753744 nChanged 24 SP:Iteration 30Q (22505.940000 sec): 3 clusters Score: Raw -1550797.510849 + Penalty 4587.114156 = -1546210.396693 nChanged 25 SP:Iteration 31Q (22506.150000 sec): 3 clusters Score: Raw -1550813.161138 + Penalty 4587.114156 = -1546226.046982 nChanged 17 SP:Iteration 32Q (22506.380000 sec): 3 clusters Score: Raw -1550825.406611 + Penalty 4587.114156 = -1546238.292455 nChanged 11 SP:Iteration 33Q (22506.640000 sec): 3 clusters Score: Raw -1550831.927867 + Penalty 4587.114156 = -1546244.813711 nChanged 7 SP:Iteration 34Q (22506.860000 sec): 3 clusters Score: Raw -1550835.117151 + Penalty 4587.114156 = -1546248.002995 nChanged 4 SP:Iteration 35Q (22507.120000 sec): 3 clusters Score: Raw -1550838.146532 + Penalty 4587.114156 = -1546251.032376 nChanged 3 SP:Iteration 36Q (22507.410000 sec): 3 clusters Score: Raw -1550840.122522 + Penalty 4587.114156 = -1546253.008366 nChanged 5 SP:Iteration 37Q (22507.610000 sec): 3 clusters Score: Raw -1550842.356016 + Penalty 4587.114156 = -1546255.241860 nChanged 3 SP:Iteration 38Q (22507.870000 sec): 3 clusters Score: Raw -1550843.852068 + Penalty 4587.114156 = -1546256.737912 nChanged 3 SP:Iteration 39Q (22508.150000 sec): 3 clusters Score: Raw -1550845.058627 + Penalty 4587.114156 = -1546257.944471 nChanged 3 SP:Iteration 40F (22508.450000 sec): 3 clusters Score: Raw -1550847.589717 + Penalty 4587.114156 = -1546260.475561 nChanged 3 SP:Iteration 41Q (22508.690000 sec): 3 clusters Score: Raw -1550849.150352 + Penalty 4587.114156 = -1546262.036196 nChanged 4 SP:Iteration 42Q (22508.980000 sec): 3 clusters Score: Raw -1550852.252870 + Penalty 4587.114156 = -1546265.138714 nChanged 4 SP:Iteration 43Q (22509.240000 sec): 3 clusters Score: Raw -1550854.335246 + Penalty 4587.114156 = -1546267.221090 nChanged 1 SP:Iteration 44Q (22509.510000 sec): 3 clusters Score: Raw -1550854.829801 + Penalty 4587.114156 = -1546267.715645 nChanged 0 SP:Iteration 45F (22509.740000 sec): 3 clusters Score: Raw -1550854.829801 + Penalty 4587.114156 = -1546267.715645 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22509.840000 sec): 2 clusters Score: Raw -51412.730055 + Penalty 1465.877568 = -49946.852487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22510.040000 sec): 3 clusters Score: Raw -51543.326530 + Penalty 2931.755135 = -48611.571394 nChanged 63 SP:Iteration 1F (22510.210000 sec): 3 clusters Score: Raw -51713.046913 + Penalty 2931.755135 = -48781.291778 nChanged 14 SP:Iteration 2Q (22510.440000 sec): 3 clusters Score: Raw -51761.457034 + Penalty 2931.755135 = -48829.701899 nChanged 1 SP:Iteration 3Q (22510.660000 sec): 3 clusters Score: Raw -51762.776652 + Penalty 2931.755135 = -48831.021517 nChanged 0 SP:Iteration 4F (22510.820000 sec): 3 clusters Score: Raw -51762.776652 + Penalty 2931.755135 = -48831.021517 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22510.930000 sec): 2 clusters Score: Raw -20267.898556 + Penalty 1220.155270 = -19047.743287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22511.120000 sec): 3 clusters Score: Raw -20572.870255 + Penalty 2440.310539 = -18132.559716 nChanged 4 SP:Iteration 1Q (22511.330000 sec): 3 clusters Score: Raw -20587.041741 + Penalty 2440.310539 = -18146.731202 nChanged 1 SP:Iteration 2Q (22511.580000 sec): 3 clusters Score: Raw -20598.163291 + Penalty 2440.310539 = -18157.852752 nChanged 0 SP:Iteration 3F (22511.830000 sec): 3 clusters Score: Raw -20598.163291 + Penalty 2440.310539 = -18157.852752 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (5178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22511.930000 sec): 2 clusters Score: Raw -791644.695638 + Penalty 2120.939192 = -789523.756446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22512.190000 sec): 3 clusters Score: Raw -789111.342742 + Penalty 4241.878384 = -784869.464359 nChanged 2008 SP:Iteration 1F (22512.430000 sec): 3 clusters Score: Raw -790331.497632 + Penalty 4241.878384 = -786089.619249 nChanged 403 SP:Iteration 2F (22512.700000 sec): 3 clusters Score: Raw -790556.626545 + Penalty 4241.878384 = -786314.748161 nChanged 244 SP:Iteration 3Q (22512.960000 sec): 3 clusters Score: Raw -790662.469093 + Penalty 4241.878384 = -786420.590709 nChanged 164 SP:Iteration 4Q (22513.220000 sec): 3 clusters Score: Raw -790743.292417 + Penalty 4241.878384 = -786501.414033 nChanged 130 SP:Iteration 5Q (22513.470000 sec): 3 clusters Score: Raw -790799.477417 + Penalty 4241.878384 = -786557.599033 nChanged 104 SP:Iteration 6Q (22513.740000 sec): 3 clusters Score: Raw -790834.675133 + Penalty 4241.878384 = -786592.796750 nChanged 81 SP:Iteration 7Q (22514.010000 sec): 3 clusters Score: Raw -790865.096504 + Penalty 4241.878384 = -786623.218120 nChanged 75 SP:Iteration 8Q (22514.240000 sec): 3 clusters Score: Raw -790892.387773 + Penalty 4241.878384 = -786650.509389 nChanged 61 SP:Iteration 9Q (22514.420000 sec): 3 clusters Score: Raw -790913.525389 + Penalty 4241.878384 = -786671.647006 nChanged 43 SP:Iteration 10Q (22514.620000 sec): 3 clusters Score: Raw -790928.823681 + Penalty 4241.878384 = -786686.945297 nChanged 43 SP:Iteration 11Q (22514.820000 sec): 3 clusters Score: Raw -790942.276048 + Penalty 4241.878384 = -786700.397664 nChanged 35 SP:Iteration 12Q (22515.030000 sec): 3 clusters Score: Raw -790953.228915 + Penalty 4241.878384 = -786711.350531 nChanged 29 SP:Iteration 13Q (22515.220000 sec): 3 clusters Score: Raw -790963.990632 + Penalty 4241.878384 = -786722.112248 nChanged 34 SP:Iteration 14Q (22515.420000 sec): 3 clusters Score: Raw -790976.062023 + Penalty 4241.878384 = -786734.183639 nChanged 38 SP:Iteration 15Q (22515.670000 sec): 3 clusters Score: Raw -790986.902926 + Penalty 4241.878384 = -786745.024542 nChanged 28 SP:Iteration 16Q (22515.920000 sec): 3 clusters Score: Raw -790994.985229 + Penalty 4241.878384 = -786753.106845 nChanged 26 SP:Iteration 17Q (22516.100000 sec): 3 clusters Score: Raw -791002.056445 + Penalty 4241.878384 = -786760.178062 nChanged 17 SP:Iteration 18Q (22516.360000 sec): 3 clusters Score: Raw -791007.007959 + Penalty 4241.878384 = -786765.129576 nChanged 10 SP:Iteration 19Q (22516.580000 sec): 3 clusters Score: Raw -791009.689852 + Penalty 4241.878384 = -786767.811469 nChanged 12 SP:Iteration 20F (22516.780000 sec): 3 clusters Score: Raw -791012.566938 + Penalty 4241.878384 = -786770.688555 nChanged 11 SP:Iteration 21Q (22517.050000 sec): 3 clusters Score: Raw -791015.564063 + Penalty 4241.878384 = -786773.685679 nChanged 15 SP:Iteration 22Q (22517.270000 sec): 3 clusters Score: Raw -791018.792187 + Penalty 4241.878384 = -786776.913803 nChanged 11 SP:Iteration 23Q (22517.480000 sec): 3 clusters Score: Raw -791020.675814 + Penalty 4241.878384 = -786778.797431 nChanged 8 SP:Iteration 24Q (22517.700000 sec): 3 clusters Score: Raw -791022.160996 + Penalty 4241.878384 = -786780.282612 nChanged 5 SP:Iteration 25Q (22517.890000 sec): 3 clusters Score: Raw -791022.957880 + Penalty 4241.878384 = -786781.079497 nChanged 1 SP:Iteration 26Q (22518.100000 sec): 3 clusters Score: Raw -791023.070375 + Penalty 4241.878384 = -786781.191991 nChanged 0 SP:Iteration 27F (22518.310000 sec): 3 clusters Score: Raw -791023.070375 + Penalty 4241.878384 = -786781.191991 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 56 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22518.390000 sec): 2 clusters Score: Raw -17766.461915 + Penalty 1252.364290 = -16514.097625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22518.550000 sec): 3 clusters Score: Raw -18031.898870 + Penalty 2504.728580 = -15527.170290 nChanged 9 SP:Iteration 1F (22518.700000 sec): 3 clusters Score: Raw -18081.879502 + Penalty 2504.728580 = -15577.150922 nChanged 2 SP:Iteration 2Q (22518.900000 sec): 3 clusters Score: Raw -18094.117982 + Penalty 2504.728580 = -15589.389403 nChanged 0 SP:Iteration 3F (22519.050000 sec): 3 clusters Score: Raw -18094.117982 + Penalty 2504.728580 = -15589.389403 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 57 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22519.150000 sec): 2 clusters Score: Raw -52573.030301 + Penalty 1479.604391 = -51093.425909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22519.310000 sec): 3 clusters Score: Raw -52654.098205 + Penalty 2959.208783 = -49694.889423 nChanged 60 SP:Iteration 1F (22519.470000 sec): 3 clusters Score: Raw -52854.600053 + Penalty 2959.208783 = -49895.391270 nChanged 20 SP:Iteration 2F (22519.610000 sec): 3 clusters Score: Raw -52924.218944 + Penalty 2959.208783 = -49965.010161 nChanged 11 SP:Iteration 3Q (22519.820000 sec): 3 clusters Score: Raw -52962.754601 + Penalty 2959.208783 = -50003.545819 nChanged 5 SP:Iteration 4Q (22519.990000 sec): 3 clusters Score: Raw -52988.164567 + Penalty 2959.208783 = -50028.955785 nChanged 3 SP:Iteration 5Q (22520.140000 sec): 3 clusters Score: Raw -53004.473617 + Penalty 2959.208783 = -50045.264835 nChanged 2 SP:Iteration 6Q (22520.370000 sec): 3 clusters Score: Raw -53011.629236 + Penalty 2959.208783 = -50052.420453 nChanged 2 SP:Iteration 7Q (22520.520000 sec): 3 clusters Score: Raw -53019.076482 + Penalty 2959.208783 = -50059.867699 nChanged 1 SP:Iteration 8Q (22520.710000 sec): 3 clusters Score: Raw -53024.470781 + Penalty 2959.208783 = -50065.261998 nChanged 4 SP:Iteration 9Q (22520.910000 sec): 3 clusters Score: Raw -53040.616880 + Penalty 2959.208783 = -50081.408098 nChanged 4 SP:Iteration 10Q (22521.110000 sec): 3 clusters Score: Raw -53061.330144 + Penalty 2959.208783 = -50102.121362 nChanged 5 SP:Iteration 11Q (22521.320000 sec): 3 clusters Score: Raw -53095.736526 + Penalty 2959.208783 = -50136.527743 nChanged 3 SP:Iteration 12Q (22521.470000 sec): 3 clusters Score: Raw -53114.373098 + Penalty 2959.208783 = -50155.164315 nChanged 2 SP:Iteration 13Q (22521.650000 sec): 3 clusters Score: Raw -53123.020705 + Penalty 2959.208783 = -50163.811922 nChanged 2 SP:Iteration 14Q (22521.810000 sec): 3 clusters Score: Raw -53131.248090 + Penalty 2959.208783 = -50172.039307 nChanged 1 SP:Iteration 15Q (22521.980000 sec): 3 clusters Score: Raw -53137.534948 + Penalty 2959.208783 = -50178.326166 nChanged 1 SP:Iteration 16Q (22522.150000 sec): 3 clusters Score: Raw -53140.161380 + Penalty 2959.208783 = -50180.952598 nChanged 2 SP:Iteration 17Q (22522.330000 sec): 3 clusters Score: Raw -53151.939285 + Penalty 2959.208783 = -50192.730503 nChanged 2 SP:Iteration 18Q (22522.550000 sec): 3 clusters Score: Raw -53158.112326 + Penalty 2959.208783 = -50198.903544 nChanged 1 SP:Iteration 19Q (22522.730000 sec): 3 clusters Score: Raw -53165.667622 + Penalty 2959.208783 = -50206.458840 nChanged 0 SP:Iteration 20F (22522.860000 sec): 3 clusters Score: Raw -53165.667622 + Penalty 2959.208783 = -50206.458840 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 58 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22522.950000 sec): 2 clusters Score: Raw -47564.522372 + Penalty 1423.468642 = -46141.053730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22523.120000 sec): 3 clusters Score: Raw -47693.971504 + Penalty 2846.937284 = -44847.034220 nChanged 42 SP:Iteration 1F (22523.340000 sec): 3 clusters Score: Raw -47826.410659 + Penalty 2846.937284 = -44979.473375 nChanged 13 SP:Iteration 2Q (22523.510000 sec): 3 clusters Score: Raw -47863.815960 + Penalty 2846.937284 = -45016.878676 nChanged 6 SP:Iteration 3Q (22523.680000 sec): 3 clusters Score: Raw -47881.132956 + Penalty 2846.937284 = -45034.195671 nChanged 2 SP:Iteration 4Q (22523.870000 sec): 3 clusters Score: Raw -47886.413782 + Penalty 2846.937284 = -45039.476497 nChanged 1 SP:Iteration 5Q (22524.100000 sec): 3 clusters Score: Raw -47890.683482 + Penalty 2846.937284 = -45043.746197 nChanged 1 SP:Iteration 6Q (22524.260000 sec): 3 clusters Score: Raw -47891.617929 + Penalty 2846.937284 = -45044.680644 nChanged 0 SP:Iteration 7F (22524.420000 sec): 3 clusters Score: Raw -47891.617929 + Penalty 2846.937284 = -45044.680644 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 59 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22524.510000 sec): 2 clusters Score: Raw -43331.039851 + Penalty 1480.872936 = -41850.166914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22524.700000 sec): 3 clusters Score: Raw -43433.143034 + Penalty 2961.745873 = -40471.397162 nChanged 86 SP:Iteration 1F (22524.900000 sec): 3 clusters Score: Raw -43716.851709 + Penalty 2961.745873 = -40755.105837 nChanged 26 SP:Iteration 2F (22525.110000 sec): 3 clusters Score: Raw -43862.860856 + Penalty 2961.745873 = -40901.114983 nChanged 19 SP:Iteration 3Q (22525.260000 sec): 3 clusters Score: Raw -43993.779817 + Penalty 2961.745873 = -41032.033945 nChanged 14 SP:Iteration 4Q (22525.470000 sec): 3 clusters Score: Raw -44075.392539 + Penalty 2961.745873 = -41113.646666 nChanged 7 SP:Iteration 5Q (22525.620000 sec): 3 clusters Score: Raw -44114.307387 + Penalty 2961.745873 = -41152.561515 nChanged 4 SP:Iteration 6Q (22525.790000 sec): 3 clusters Score: Raw -44129.659347 + Penalty 2961.745873 = -41167.913475 nChanged 1 SP:Iteration 7Q (22526.000000 sec): 3 clusters Score: Raw -44132.010916 + Penalty 2961.745873 = -41170.265044 nChanged 1 SP:Iteration 8Q (22526.210000 sec): 3 clusters Score: Raw -44137.010621 + Penalty 2961.745873 = -41175.264749 nChanged 0 SP:Iteration 9F (22526.430000 sec): 3 clusters Score: Raw -44137.010621 + Penalty 2961.745873 = -41175.264749 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 60 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22526.500000 sec): 2 clusters Score: Raw -35001.507615 + Penalty 1441.904372 = -33559.603244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22526.660000 sec): 3 clusters Score: Raw -35201.895759 + Penalty 2883.808744 = -32318.087015 nChanged 54 SP:Iteration 1F (22526.870000 sec): 3 clusters Score: Raw -35393.969447 + Penalty 2883.808744 = -32510.160703 nChanged 17 SP:Iteration 2F (22527.040000 sec): 3 clusters Score: Raw -35461.301585 + Penalty 2883.808744 = -32577.492841 nChanged 7 SP:Iteration 3Q (22527.220000 sec): 3 clusters Score: Raw -35491.007615 + Penalty 2883.808744 = -32607.198871 nChanged 6 SP:Iteration 4Q (22527.400000 sec): 3 clusters Score: Raw -35515.245261 + Penalty 2883.808744 = -32631.436517 nChanged 4 SP:Iteration 5Q (22527.580000 sec): 3 clusters Score: Raw -35524.721111 + Penalty 2883.808744 = -32640.912367 nChanged 1 SP:Iteration 6Q (22527.770000 sec): 3 clusters Score: Raw -35527.999564 + Penalty 2883.808744 = -32644.190820 nChanged 3 SP:Iteration 7Q (22527.920000 sec): 3 clusters Score: Raw -35540.864644 + Penalty 2883.808744 = -32657.055900 nChanged 2 SP:Iteration 8Q (22528.110000 sec): 3 clusters Score: Raw -35548.041618 + Penalty 2883.808744 = -32664.232874 nChanged 0 SP:Iteration 9F (22528.290000 sec): 3 clusters Score: Raw -35548.041618 + Penalty 2883.808744 = -32664.232874 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 61 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22528.360000 sec): 2 clusters Score: Raw -13270.837246 + Penalty 1178.890367 = -12091.946878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22528.520000 sec): 3 clusters Score: Raw -13654.828790 + Penalty 2357.780735 = -11297.048055 nChanged 7 SP:Iteration 1F (22528.680000 sec): 3 clusters Score: Raw -13697.044001 + Penalty 2357.780735 = -11339.263267 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 62 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22528.760000 sec): 2 clusters Score: Raw -20141.627851 + Penalty 1267.772972 = -18873.854879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22528.910000 sec): 3 clusters Score: Raw -20448.898268 + Penalty 2535.545943 = -17913.352325 nChanged 13 SP:Iteration 1F (22529.120000 sec): 3 clusters Score: Raw -20533.984499 + Penalty 2535.545943 = -17998.438556 nChanged 6 SP:Iteration 2Q (22529.340000 sec): 3 clusters Score: Raw -20564.771435 + Penalty 2535.545943 = -18029.225492 nChanged 1 SP:Iteration 3Q (22529.490000 sec): 3 clusters Score: Raw -20572.615192 + Penalty 2535.545943 = -18037.069249 nChanged 0 SP:Iteration 4F (22529.620000 sec): 3 clusters Score: Raw -20572.615192 + Penalty 2535.545943 = -18037.069249 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 63 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22529.740000 sec): 2 clusters Score: Raw -79942.746621 + Penalty 1567.996180 = -78374.750441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22529.920000 sec): 3 clusters Score: Raw -79915.362102 + Penalty 3135.992359 = -76779.369743 nChanged 98 SP:Iteration 1F (22530.120000 sec): 3 clusters Score: Raw -80104.907158 + Penalty 3135.992359 = -76968.914799 nChanged 24 SP:Iteration 2Q (22530.270000 sec): 3 clusters Score: Raw -80151.671450 + Penalty 3135.992359 = -77015.679091 nChanged 10 SP:Iteration 3Q (22530.460000 sec): 3 clusters Score: Raw -80167.433897 + Penalty 3135.992359 = -77031.441538 nChanged 5 SP:Iteration 4Q (22530.630000 sec): 3 clusters Score: Raw -80174.213746 + Penalty 3135.992359 = -77038.221387 nChanged 2 SP:Iteration 5Q (22530.830000 sec): 3 clusters Score: Raw -80179.245809 + Penalty 3135.992359 = -77043.253450 nChanged 0 SP:Iteration 6F (22531.040000 sec): 3 clusters Score: Raw -80179.245809 + Penalty 3135.992359 = -77043.253450 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 64 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22531.080000 sec): 2 clusters Score: Raw -20879.824056 + Penalty 1278.016315 = -19601.807741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22531.260000 sec): 3 clusters Score: Raw -21390.763704 + Penalty 2556.032631 = -18834.731073 nChanged 32 SP:Iteration 1F (22531.480000 sec): 3 clusters Score: Raw -21572.500668 + Penalty 2556.032631 = -19016.468037 nChanged 7 SP:Iteration 2Q (22531.690000 sec): 3 clusters Score: Raw -21648.166355 + Penalty 2556.032631 = -19092.133724 nChanged 1 SP:Iteration 3Q (22531.890000 sec): 3 clusters Score: Raw -21660.987865 + Penalty 2556.032631 = -19104.955235 nChanged 1 SP:Iteration 4Q (22532.040000 sec): 3 clusters Score: Raw -21674.391673 + Penalty 2556.032631 = -19118.359042 nChanged 0 SP:Iteration 5F (22532.240000 sec): 3 clusters Score: Raw -21674.391673 + Penalty 2556.032631 = -19118.359042 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 65 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22532.350000 sec): 2 clusters Score: Raw -29384.219970 + Penalty 1386.564771 = -27997.655199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22532.540000 sec): 3 clusters Score: Raw -29547.313481 + Penalty 2773.129542 = -26774.183939 nChanged 30 SP:Iteration 1F (22532.690000 sec): 3 clusters Score: Raw -29661.750717 + Penalty 2773.129542 = -26888.621175 nChanged 14 SP:Iteration 2F (22532.880000 sec): 3 clusters Score: Raw -29732.076507 + Penalty 2773.129542 = -26958.946965 nChanged 6 SP:Iteration 3Q (22533.100000 sec): 3 clusters Score: Raw -29760.619857 + Penalty 2773.129542 = -26987.490315 nChanged 3 SP:Iteration 4Q (22533.280000 sec): 3 clusters Score: Raw -29784.822575 + Penalty 2773.129542 = -27011.693032 nChanged 1 SP:Iteration 5Q (22533.440000 sec): 3 clusters Score: Raw -29791.177534 + Penalty 2773.129542 = -27018.047991 nChanged 0 SP:Iteration 6F (22533.610000 sec): 3 clusters Score: Raw -29791.177534 + Penalty 2773.129542 = -27018.047991 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 66 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22533.710000 sec): 2 clusters Score: Raw -28048.499623 + Penalty 1340.978599 = -26707.521023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22533.920000 sec): 3 clusters Score: Raw -28226.525013 + Penalty 2681.957199 = -25544.567815 nChanged 26 SP:Iteration 1F (22534.120000 sec): 3 clusters Score: Raw -28364.649774 + Penalty 2681.957199 = -25682.692575 nChanged 8 SP:Iteration 2Q (22534.310000 sec): 3 clusters Score: Raw -28427.079816 + Penalty 2681.957199 = -25745.122618 nChanged 1 SP:Iteration 3Q (22534.510000 sec): 3 clusters Score: Raw -28433.707302 + Penalty 2681.957199 = -25751.750103 nChanged 1 SP:Iteration 4Q (22534.660000 sec): 3 clusters Score: Raw -28440.978621 + Penalty 2681.957199 = -25759.021423 nChanged 1 SP:Iteration 5Q (22534.860000 sec): 3 clusters Score: Raw -28451.295909 + Penalty 2681.957199 = -25769.338711 nChanged 1 SP:Iteration 6Q (22535.010000 sec): 3 clusters Score: Raw -28460.750294 + Penalty 2681.957199 = -25778.793096 nChanged 1 SP:Iteration 7Q (22535.180000 sec): 3 clusters Score: Raw -28468.606155 + Penalty 2681.957199 = -25786.648956 nChanged 2 SP:Iteration 8Q (22535.330000 sec): 3 clusters Score: Raw -28478.559046 + Penalty 2681.957199 = -25796.601848 nChanged 1 SP:Iteration 9Q (22535.560000 sec): 3 clusters Score: Raw -28481.432018 + Penalty 2681.957199 = -25799.474819 nChanged 0 SP:Iteration 10F (22535.700000 sec): 3 clusters Score: Raw -28481.432018 + Penalty 2681.957199 = -25799.474819 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 67 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22535.820000 sec): 2 clusters Score: Raw -11438.981330 + Penalty 1183.129787 = -10255.851544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22535.970000 sec): 3 clusters Score: Raw -12051.651698 + Penalty 2366.259574 = -9685.392124 nChanged 3 SP:Iteration 1Q (22536.180000 sec): 3 clusters Score: Raw -12080.871739 + Penalty 2366.259574 = -9714.612165 nChanged 1 SP:Iteration 2Q (22536.370000 sec): 3 clusters Score: Raw -12087.325652 + Penalty 2366.259574 = -9721.066078 nChanged 0 SP:Iteration 3F (22536.610000 sec): 3 clusters Score: Raw -12087.325652 + Penalty 2366.259574 = -9721.066078 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 68 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22536.660000 sec): 2 clusters Score: Raw -14091.300464 + Penalty 1207.148544 = -12884.151920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22536.820000 sec): 3 clusters Score: Raw -14509.817181 + Penalty 2414.297087 = -12095.520093 nChanged 6 SP:Iteration 1Q (22537.050000 sec): 3 clusters Score: Raw -14564.467218 + Penalty 2414.297087 = -12150.170131 nChanged 3 SP:Iteration 2Q (22537.180000 sec): 3 clusters Score: Raw -14584.731474 + Penalty 2414.297087 = -12170.434386 nChanged 2 SP:Iteration 3Q (22537.340000 sec): 3 clusters Score: Raw -14598.255337 + Penalty 2414.297087 = -12183.958250 nChanged 0 SP:Iteration 4F (22537.540000 sec): 3 clusters Score: Raw -14598.255337 + Penalty 2414.297087 = -12183.958250 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 69 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22537.610000 sec): 2 clusters Score: Raw -16420.394253 + Penalty 1212.806584 = -15207.587669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22537.750000 sec): 3 clusters Score: Raw -16750.445246 + Penalty 2425.613168 = -14324.832079 nChanged 4 SP:Iteration 1Q (22537.920000 sec): 3 clusters Score: Raw -16771.454986 + Penalty 2425.613168 = -14345.841819 nChanged 0 SP:Iteration 2F (22538.110000 sec): 3 clusters Score: Raw -16771.454986 + Penalty 2425.613168 = -14345.841819 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 70 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22538.190000 sec): 2 clusters Score: Raw -13322.976698 + Penalty 1244.285400 = -12078.691298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22538.320000 sec): 3 clusters Score: Raw -13757.750750 + Penalty 2488.570799 = -11269.179951 nChanged 15 SP:Iteration 1F (22538.500000 sec): 3 clusters Score: Raw -13829.648529 + Penalty 2488.570799 = -11341.077730 nChanged 3 SP:Iteration 2Q (22538.690000 sec): 3 clusters Score: Raw -13854.705147 + Penalty 2488.570799 = -11366.134348 nChanged 1 SP:Iteration 3Q (22538.840000 sec): 3 clusters Score: Raw -13857.396638 + Penalty 2488.570799 = -11368.825839 nChanged 0 SP:Iteration 4F (22539.040000 sec): 3 clusters Score: Raw -13857.396638 + Penalty 2488.570799 = -11368.825839 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 71 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22539.140000 sec): 2 clusters Score: Raw -13243.699829 + Penalty 1156.532895 = -12087.166933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22539.280000 sec): 3 clusters Score: Raw -13945.771653 + Penalty 2313.065791 = -11632.705862 nChanged 3 SP:Iteration 1Q (22539.420000 sec): 3 clusters Score: Raw -13981.232607 + Penalty 2313.065791 = -11668.166816 nChanged 0 SP:Iteration 2F (22539.620000 sec): 3 clusters Score: Raw -13981.232607 + Penalty 2313.065791 = -11668.166816 nChanged 0 Iteration 299F (22602.630000 sec): 72 clusters Score: Raw -67239813.108413 + Penalty 229389.165063 = -67010423.943351 nChanged 1 Iteration 300F (22668.140000 sec): 72 clusters Score: Raw -67239854.907597 + Penalty 229389.165063 = -67010465.742534 nChanged 0 Writing temp clu file Because OldScore, -67010423.943351, is greater than current (better) Score,-67010465.742534 Compute initial score before splitting: Score: Raw -67239854.907597 + Penalty 229389.165063 = -67010465.742534 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 1 (1373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22668.370000 sec): 2 clusters Score: Raw -206664.677172 + Penalty 1791.738845 = -204872.938328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22668.580000 sec): 3 clusters Score: Raw -206245.903096 + Penalty 3583.477689 = -202662.425407 nChanged 381 SP:Iteration 1F (22668.800000 sec): 3 clusters Score: Raw -206603.623539 + Penalty 3583.477689 = -203020.145850 nChanged 99 SP:Iteration 2F (22669.010000 sec): 3 clusters Score: Raw -206714.353816 + Penalty 3583.477689 = -203130.876127 nChanged 56 SP:Iteration 3Q (22669.240000 sec): 3 clusters Score: Raw -206786.999795 + Penalty 3583.477689 = -203203.522106 nChanged 34 SP:Iteration 4Q (22669.490000 sec): 3 clusters Score: Raw -206820.947351 + Penalty 3583.477689 = -203237.469662 nChanged 26 SP:Iteration 5Q (22669.680000 sec): 3 clusters Score: Raw -206851.290656 + Penalty 3583.477689 = -203267.812967 nChanged 17 SP:Iteration 6Q (22669.900000 sec): 3 clusters Score: Raw -206867.903249 + Penalty 3583.477689 = -203284.425560 nChanged 13 SP:Iteration 7Q (22670.090000 sec): 3 clusters Score: Raw -206879.975055 + Penalty 3583.477689 = -203296.497366 nChanged 12 SP:Iteration 8Q (22670.300000 sec): 3 clusters Score: Raw -206889.072464 + Penalty 3583.477689 = -203305.594775 nChanged 6 SP:Iteration 9Q (22670.530000 sec): 3 clusters Score: Raw -206894.377859 + Penalty 3583.477689 = -203310.900170 nChanged 5 SP:Iteration 10Q (22670.650000 sec): 3 clusters Score: Raw -206896.774517 + Penalty 3583.477689 = -203313.296828 nChanged 1 SP:Iteration 11Q (22670.860000 sec): 3 clusters Score: Raw -206897.967428 + Penalty 3583.477689 = -203314.489739 nChanged 1 SP:Iteration 12Q (22671.030000 sec): 3 clusters Score: Raw -206900.429810 + Penalty 3583.477689 = -203316.952121 nChanged 0 SP:Iteration 13F (22671.180000 sec): 3 clusters Score: Raw -206900.429810 + Penalty 3583.477689 = -203316.952121 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 2 (7797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22671.310000 sec): 2 clusters Score: Raw -1136566.359673 + Penalty 2222.450592 = -1134343.909081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22671.560000 sec): 3 clusters Score: Raw -1132508.664694 + Penalty 4444.901184 = -1128063.763510 nChanged 3160 SP:Iteration 1F (22671.760000 sec): 3 clusters Score: Raw -1134201.574207 + Penalty 4444.901184 = -1129756.673023 nChanged 531 SP:Iteration 2F (22671.980000 sec): 3 clusters Score: Raw -1134514.380698 + Penalty 4444.901184 = -1130069.479514 nChanged 449 SP:Iteration 3F (22672.180000 sec): 3 clusters Score: Raw -1134785.472243 + Penalty 4444.901184 = -1130340.571059 nChanged 359 SP:Iteration 4Q (22672.380000 sec): 3 clusters Score: Raw -1134982.389918 + Penalty 4444.901184 = -1130537.488734 nChanged 289 SP:Iteration 5Q (22672.590000 sec): 3 clusters Score: Raw -1135130.402060 + Penalty 4444.901184 = -1130685.500875 nChanged 265 SP:Iteration 6Q (22672.790000 sec): 3 clusters Score: Raw -1135251.022347 + Penalty 4444.901184 = -1130806.121163 nChanged 224 SP:Iteration 7Q (22672.970000 sec): 3 clusters Score: Raw -1135367.475514 + Penalty 4444.901184 = -1130922.574330 nChanged 257 SP:Iteration 8Q (22673.210000 sec): 3 clusters Score: Raw -1135510.833388 + Penalty 4444.901184 = -1131065.932204 nChanged 286 SP:Iteration 9Q (22673.420000 sec): 3 clusters Score: Raw -1135680.613905 + Penalty 4444.901184 = -1131235.712720 nChanged 253 SP:Iteration 10Q (22673.580000 sec): 3 clusters Score: Raw -1135821.650675 + Penalty 4444.901184 = -1131376.749491 nChanged 241 SP:Iteration 11Q (22673.800000 sec): 3 clusters Score: Raw -1135983.393194 + Penalty 4444.901184 = -1131538.492009 nChanged 237 SP:Iteration 12Q (22674.020000 sec): 3 clusters Score: Raw -1136136.293846 + Penalty 4444.901184 = -1131691.392662 nChanged 229 SP:Iteration 13Q (22674.220000 sec): 3 clusters Score: Raw -1136286.607055 + Penalty 4444.901184 = -1131841.705871 nChanged 215 SP:Iteration 14Q (22674.460000 sec): 3 clusters Score: Raw -1136438.767081 + Penalty 4444.901184 = -1131993.865897 nChanged 194 SP:Iteration 15Q (22674.650000 sec): 3 clusters Score: Raw -1136573.752891 + Penalty 4444.901184 = -1132128.851706 nChanged 162 SP:Iteration 16Q (22674.870000 sec): 3 clusters Score: Raw -1136662.686069 + Penalty 4444.901184 = -1132217.784884 nChanged 140 SP:Iteration 17Q (22675.070000 sec): 3 clusters Score: Raw -1136748.042475 + Penalty 4444.901184 = -1132303.141290 nChanged 115 SP:Iteration 18Q (22675.250000 sec): 3 clusters Score: Raw -1136814.707838 + Penalty 4444.901184 = -1132369.806653 nChanged 99 SP:Iteration 19Q (22675.460000 sec): 3 clusters Score: Raw -1136865.091560 + Penalty 4444.901184 = -1132420.190376 nChanged 92 SP:Iteration 20F (22675.670000 sec): 3 clusters Score: Raw -1136909.696982 + Penalty 4444.901184 = -1132464.795798 nChanged 76 SP:Iteration 21Q (22675.900000 sec): 3 clusters Score: Raw -1136962.095476 + Penalty 4444.901184 = -1132517.194291 nChanged 84 SP:Iteration 22Q (22676.100000 sec): 3 clusters Score: Raw -1137027.078028 + Penalty 4444.901184 = -1132582.176844 nChanged 82 SP:Iteration 23Q (22676.300000 sec): 3 clusters Score: Raw -1137078.388022 + Penalty 4444.901184 = -1132633.486837 nChanged 74 SP:Iteration 24Q (22676.480000 sec): 3 clusters Score: Raw -1137122.333854 + Penalty 4444.901184 = -1132677.432669 nChanged 69 SP:Iteration 25Q (22676.680000 sec): 3 clusters Score: Raw -1137152.987597 + Penalty 4444.901184 = -1132708.086413 nChanged 58 SP:Iteration 26Q (22676.900000 sec): 3 clusters Score: Raw -1137181.532095 + Penalty 4444.901184 = -1132736.630910 nChanged 43 SP:Iteration 27Q (22677.070000 sec): 3 clusters Score: Raw -1137199.378027 + Penalty 4444.901184 = -1132754.476843 nChanged 40 SP:Iteration 28Q (22677.260000 sec): 3 clusters Score: Raw -1137216.248927 + Penalty 4444.901184 = -1132771.347743 nChanged 38 SP:Iteration 29Q (22677.460000 sec): 3 clusters Score: Raw -1137230.814823 + Penalty 4444.901184 = -1132785.913639 nChanged 29 SP:Iteration 30Q (22677.690000 sec): 3 clusters Score: Raw -1137241.157369 + Penalty 4444.901184 = -1132796.256184 nChanged 24 SP:Iteration 31Q (22677.900000 sec): 3 clusters Score: Raw -1137250.134382 + Penalty 4444.901184 = -1132805.233198 nChanged 37 SP:Iteration 32Q (22678.100000 sec): 3 clusters Score: Raw -1137262.703230 + Penalty 4444.901184 = -1132817.802046 nChanged 26 SP:Iteration 33Q (22678.300000 sec): 3 clusters Score: Raw -1137274.359171 + Penalty 4444.901184 = -1132829.457986 nChanged 30 SP:Iteration 34Q (22678.500000 sec): 3 clusters Score: Raw -1137284.155980 + Penalty 4444.901184 = -1132839.254795 nChanged 21 SP:Iteration 35Q (22678.680000 sec): 3 clusters Score: Raw -1137291.190819 + Penalty 4444.901184 = -1132846.289635 nChanged 20 SP:Iteration 36Q (22678.910000 sec): 3 clusters Score: Raw -1137296.765323 + Penalty 4444.901184 = -1132851.864138 nChanged 13 SP:Iteration 37Q (22679.100000 sec): 3 clusters Score: Raw -1137301.380031 + Penalty 4444.901184 = -1132856.478846 nChanged 9 SP:Iteration 38Q (22679.330000 sec): 3 clusters Score: Raw -1137304.449243 + Penalty 4444.901184 = -1132859.548058 nChanged 8 SP:Iteration 39Q (22679.520000 sec): 3 clusters Score: Raw -1137306.941245 + Penalty 4444.901184 = -1132862.040061 nChanged 8 SP:Iteration 40F (22679.710000 sec): 3 clusters Score: Raw -1137309.953819 + Penalty 4444.901184 = -1132865.052635 nChanged 9 SP:Iteration 41Q (22679.910000 sec): 3 clusters Score: Raw -1137312.744782 + Penalty 4444.901184 = -1132867.843597 nChanged 9 SP:Iteration 42Q (22680.160000 sec): 3 clusters Score: Raw -1137315.817531 + Penalty 4444.901184 = -1132870.916347 nChanged 4 SP:Iteration 43Q (22680.330000 sec): 3 clusters Score: Raw -1137316.792138 + Penalty 4444.901184 = -1132871.890954 nChanged 1 SP:Iteration 44Q (22680.570000 sec): 3 clusters Score: Raw -1137317.029399 + Penalty 4444.901184 = -1132872.128214 nChanged 2 SP:Iteration 45Q (22680.840000 sec): 3 clusters Score: Raw -1137317.208063 + Penalty 4444.901184 = -1132872.306878 nChanged 2 SP:Iteration 46Q (22681.030000 sec): 3 clusters Score: Raw -1137317.868861 + Penalty 4444.901184 = -1132872.967676 nChanged 4 SP:Iteration 47Q (22681.280000 sec): 3 clusters Score: Raw -1137319.088073 + Penalty 4444.901184 = -1132874.186888 nChanged 4 SP:Iteration 48Q (22681.530000 sec): 3 clusters Score: Raw -1137320.146379 + Penalty 4444.901184 = -1132875.245194 nChanged 2 SP:Iteration 49Q (22681.730000 sec): 3 clusters Score: Raw -1137320.786879 + Penalty 4444.901184 = -1132875.885695 nChanged 3 SP:Iteration 50Q (22681.920000 sec): 3 clusters Score: Raw -1137321.354631 + Penalty 4444.901184 = -1132876.453447 nChanged 3 SP:Iteration 51Q (22682.110000 sec): 3 clusters Score: Raw -1137322.217144 + Penalty 4444.901184 = -1132877.315960 nChanged 4 SP:Iteration 52Q (22682.310000 sec): 3 clusters Score: Raw -1137323.387211 + Penalty 4444.901184 = -1132878.486026 nChanged 6 SP:Iteration 53Q (22682.530000 sec): 3 clusters Score: Raw -1137325.178482 + Penalty 4444.901184 = -1132880.277298 nChanged 4 SP:Iteration 54Q (22682.740000 sec): 3 clusters Score: Raw -1137326.407992 + Penalty 4444.901184 = -1132881.506808 nChanged 5 SP:Iteration 55Q (22682.930000 sec): 3 clusters Score: Raw -1137327.657255 + Penalty 4444.901184 = -1132882.756070 nChanged 4 SP:Iteration 56Q (22683.170000 sec): 3 clusters Score: Raw -1137328.709561 + Penalty 4444.901184 = -1132883.808376 nChanged 6 SP:Iteration 57Q (22683.330000 sec): 3 clusters Score: Raw -1137330.011534 + Penalty 4444.901184 = -1132885.110349 nChanged 2 SP:Iteration 58Q (22683.570000 sec): 3 clusters Score: Raw -1137330.535352 + Penalty 4444.901184 = -1132885.634167 nChanged 1 SP:Iteration 59Q (22683.760000 sec): 3 clusters Score: Raw -1137330.921366 + Penalty 4444.901184 = -1132886.020182 nChanged 2 SP:Iteration 60F (22684.010000 sec): 3 clusters Score: Raw -1137331.784258 + Penalty 4444.901184 = -1132886.883074 nChanged 4 SP:Iteration 61Q (22684.230000 sec): 3 clusters Score: Raw -1137332.725334 + Penalty 4444.901184 = -1132887.824150 nChanged 6 SP:Iteration 62Q (22684.430000 sec): 3 clusters Score: Raw -1137334.392292 + Penalty 4444.901184 = -1132889.491108 nChanged 0 SP:Iteration 63F (22684.670000 sec): 3 clusters Score: Raw -1137334.392292 + Penalty 4444.901184 = -1132889.491108 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 3 (6769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22684.760000 sec): 2 clusters Score: Raw -980621.636991 + Penalty 2187.386944 = -978434.250048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22684.930000 sec): 3 clusters Score: Raw -977223.388889 + Penalty 4374.773888 = -972848.615002 nChanged 2694 SP:Iteration 1F (22685.140000 sec): 3 clusters Score: Raw -978737.991061 + Penalty 4374.773888 = -974363.217173 nChanged 520 SP:Iteration 2F (22685.370000 sec): 3 clusters Score: Raw -979088.477007 + Penalty 4374.773888 = -974713.703119 nChanged 388 SP:Iteration 3F (22685.570000 sec): 3 clusters Score: Raw -979339.352865 + Penalty 4374.773888 = -974964.578978 nChanged 322 SP:Iteration 4Q (22685.780000 sec): 3 clusters Score: Raw -979538.083437 + Penalty 4374.773888 = -975163.309549 nChanged 271 SP:Iteration 5Q (22685.970000 sec): 3 clusters Score: Raw -979708.595602 + Penalty 4374.773888 = -975333.821715 nChanged 260 SP:Iteration 6Q (22686.160000 sec): 3 clusters Score: Raw -979880.188520 + Penalty 4374.773888 = -975505.414632 nChanged 289 SP:Iteration 7Q (22686.420000 sec): 3 clusters Score: Raw -980056.374739 + Penalty 4374.773888 = -975681.600852 nChanged 233 SP:Iteration 8Q (22686.630000 sec): 3 clusters Score: Raw -980201.155739 + Penalty 4374.773888 = -975826.381851 nChanged 230 SP:Iteration 9Q (22686.820000 sec): 3 clusters Score: Raw -980340.145787 + Penalty 4374.773888 = -975965.371900 nChanged 205 SP:Iteration 10Q (22687.020000 sec): 3 clusters Score: Raw -980477.546841 + Penalty 4374.773888 = -976102.772954 nChanged 211 SP:Iteration 11Q (22687.240000 sec): 3 clusters Score: Raw -980608.367141 + Penalty 4374.773888 = -976233.593254 nChanged 182 SP:Iteration 12Q (22687.420000 sec): 3 clusters Score: Raw -980711.081372 + Penalty 4374.773888 = -976336.307485 nChanged 157 SP:Iteration 13Q (22687.630000 sec): 3 clusters Score: Raw -980795.153815 + Penalty 4374.773888 = -976420.379927 nChanged 158 SP:Iteration 14Q (22687.850000 sec): 3 clusters Score: Raw -980877.061402 + Penalty 4374.773888 = -976502.287514 nChanged 157 SP:Iteration 15Q (22688.030000 sec): 3 clusters Score: Raw -980957.734403 + Penalty 4374.773888 = -976582.960515 nChanged 134 SP:Iteration 16Q (22688.270000 sec): 3 clusters Score: Raw -981029.085184 + Penalty 4374.773888 = -976654.311296 nChanged 140 SP:Iteration 17Q (22688.490000 sec): 3 clusters Score: Raw -981109.418209 + Penalty 4374.773888 = -976734.644321 nChanged 132 SP:Iteration 18Q (22688.690000 sec): 3 clusters Score: Raw -981183.803363 + Penalty 4374.773888 = -976809.029475 nChanged 120 SP:Iteration 19Q (22688.900000 sec): 3 clusters Score: Raw -981241.562541 + Penalty 4374.773888 = -976866.788653 nChanged 103 SP:Iteration 20F (22689.110000 sec): 3 clusters Score: Raw -981291.014511 + Penalty 4374.773888 = -976916.240624 nChanged 86 SP:Iteration 21Q (22689.330000 sec): 3 clusters Score: Raw -981327.960411 + Penalty 4374.773888 = -976953.186524 nChanged 65 SP:Iteration 22Q (22689.490000 sec): 3 clusters Score: Raw -981354.577813 + Penalty 4374.773888 = -976979.803925 nChanged 49 SP:Iteration 23Q (22689.730000 sec): 3 clusters Score: Raw -981375.529732 + Penalty 4374.773888 = -977000.755844 nChanged 45 SP:Iteration 24Q (22689.910000 sec): 3 clusters Score: Raw -981392.304478 + Penalty 4374.773888 = -977017.530591 nChanged 37 SP:Iteration 25Q (22690.110000 sec): 3 clusters Score: Raw -981408.380835 + Penalty 4374.773888 = -977033.606947 nChanged 32 SP:Iteration 26Q (22690.310000 sec): 3 clusters Score: Raw -981422.304929 + Penalty 4374.773888 = -977047.531042 nChanged 26 SP:Iteration 27Q (22690.550000 sec): 3 clusters Score: Raw -981433.893484 + Penalty 4374.773888 = -977059.119597 nChanged 29 SP:Iteration 28Q (22690.740000 sec): 3 clusters Score: Raw -981445.418697 + Penalty 4374.773888 = -977070.644809 nChanged 19 SP:Iteration 29Q (22690.910000 sec): 3 clusters Score: Raw -981453.592431 + Penalty 4374.773888 = -977078.818543 nChanged 18 SP:Iteration 30Q (22691.160000 sec): 3 clusters Score: Raw -981460.338228 + Penalty 4374.773888 = -977085.564340 nChanged 17 SP:Iteration 31Q (22691.350000 sec): 3 clusters Score: Raw -981467.032110 + Penalty 4374.773888 = -977092.258222 nChanged 14 SP:Iteration 32Q (22691.590000 sec): 3 clusters Score: Raw -981472.305401 + Penalty 4374.773888 = -977097.531513 nChanged 15 SP:Iteration 33Q (22691.820000 sec): 3 clusters Score: Raw -981477.004774 + Penalty 4374.773888 = -977102.230886 nChanged 9 SP:Iteration 34Q (22692.070000 sec): 3 clusters Score: Raw -981480.012483 + Penalty 4374.773888 = -977105.238595 nChanged 5 SP:Iteration 35Q (22692.250000 sec): 3 clusters Score: Raw -981481.189297 + Penalty 4374.773888 = -977106.415409 nChanged 3 SP:Iteration 36Q (22692.460000 sec): 3 clusters Score: Raw -981482.174870 + Penalty 4374.773888 = -977107.400983 nChanged 7 SP:Iteration 37Q (22692.690000 sec): 3 clusters Score: Raw -981484.050119 + Penalty 4374.773888 = -977109.276232 nChanged 6 SP:Iteration 38Q (22692.880000 sec): 3 clusters Score: Raw -981485.933790 + Penalty 4374.773888 = -977111.159902 nChanged 1 SP:Iteration 39Q (22693.120000 sec): 3 clusters Score: Raw -981486.449146 + Penalty 4374.773888 = -977111.675259 nChanged 1 SP:Iteration 40F (22693.270000 sec): 3 clusters Score: Raw -981487.026129 + Penalty 4374.773888 = -977112.252242 nChanged 3 SP:Iteration 41Q (22693.490000 sec): 3 clusters Score: Raw -981488.024064 + Penalty 4374.773888 = -977113.250176 nChanged 3 SP:Iteration 42Q (22693.680000 sec): 3 clusters Score: Raw -981488.749980 + Penalty 4374.773888 = -977113.976093 nChanged 4 SP:Iteration 43Q (22693.900000 sec): 3 clusters Score: Raw -981490.356087 + Penalty 4374.773888 = -977115.582199 nChanged 6 SP:Iteration 44Q (22694.070000 sec): 3 clusters Score: Raw -981491.948416 + Penalty 4374.773888 = -977117.174528 nChanged 4 SP:Iteration 45Q (22694.270000 sec): 3 clusters Score: Raw -981493.492053 + Penalty 4374.773888 = -977118.718165 nChanged 2 SP:Iteration 46Q (22694.480000 sec): 3 clusters Score: Raw -981493.943376 + Penalty 4374.773888 = -977119.169488 nChanged 0 SP:Iteration 47F (22694.730000 sec): 3 clusters Score: Raw -981493.943376 + Penalty 4374.773888 = -977119.169488 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 4 (28254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22694.950000 sec): 2 clusters Score: Raw -4306049.352614 + Penalty 2541.749599 = -4303507.603015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22695.270000 sec): 3 clusters Score: Raw -4289238.405470 + Penalty 5083.499198 = -4284154.906271 nChanged 12809 SP:Iteration 1F (22695.610000 sec): 3 clusters Score: Raw -4296524.730396 + Penalty 5083.499198 = -4291441.231197 nChanged 1652 SP:Iteration 2F (22695.940000 sec): 3 clusters Score: Raw -4297337.925879 + Penalty 5083.499198 = -4292254.426680 nChanged 1693 SP:Iteration 3F (22696.300000 sec): 3 clusters Score: Raw -4298293.009374 + Penalty 5083.499198 = -4293209.510176 nChanged 1813 SP:Iteration 4F (22696.590000 sec): 3 clusters Score: Raw -4299391.580729 + Penalty 5083.499198 = -4294308.081530 nChanged 1761 SP:Iteration 5F (22696.920000 sec): 3 clusters Score: Raw -4300436.965486 + Penalty 5083.499198 = -4295353.466287 nChanged 1624 SP:Iteration 6F (22697.290000 sec): 3 clusters Score: Raw -4301340.602116 + Penalty 5083.499198 = -4296257.102917 nChanged 1445 SP:Iteration 7F (22697.640000 sec): 3 clusters Score: Raw -4302058.469452 + Penalty 5083.499198 = -4296974.970254 nChanged 1109 SP:Iteration 8Q (22698.030000 sec): 3 clusters Score: Raw -4302539.812503 + Penalty 5083.499198 = -4297456.313305 nChanged 892 SP:Iteration 9Q (22698.400000 sec): 3 clusters Score: Raw -4302912.788070 + Penalty 5083.499198 = -4297829.288872 nChanged 728 SP:Iteration 10Q (22698.780000 sec): 3 clusters Score: Raw -4303241.182645 + Penalty 5083.499198 = -4298157.683446 nChanged 655 SP:Iteration 11Q (22699.110000 sec): 3 clusters Score: Raw -4303557.649927 + Penalty 5083.499198 = -4298474.150728 nChanged 613 SP:Iteration 12Q (22699.470000 sec): 3 clusters Score: Raw -4303887.791626 + Penalty 5083.499198 = -4298804.292428 nChanged 589 SP:Iteration 13Q (22699.850000 sec): 3 clusters Score: Raw -4304227.409785 + Penalty 5083.499198 = -4299143.910587 nChanged 552 SP:Iteration 14Q (22700.180000 sec): 3 clusters Score: Raw -4304589.752717 + Penalty 5083.499198 = -4299506.253518 nChanged 509 SP:Iteration 15Q (22700.540000 sec): 3 clusters Score: Raw -4304931.582138 + Penalty 5083.499198 = -4299848.082939 nChanged 487 SP:Iteration 16Q (22700.910000 sec): 3 clusters Score: Raw -4305251.510263 + Penalty 5083.499198 = -4300168.011065 nChanged 415 SP:Iteration 17Q (22701.220000 sec): 3 clusters Score: Raw -4305527.838908 + Penalty 5083.499198 = -4300444.339710 nChanged 381 SP:Iteration 18Q (22701.580000 sec): 3 clusters Score: Raw -4305764.313961 + Penalty 5083.499198 = -4300680.814763 nChanged 316 SP:Iteration 19Q (22701.960000 sec): 3 clusters Score: Raw -4305963.053184 + Penalty 5083.499198 = -4300879.553985 nChanged 275 SP:Iteration 20F (22702.290000 sec): 3 clusters Score: Raw -4306147.715477 + Penalty 5083.499198 = -4301064.216278 nChanged 248 SP:Iteration 21Q (22702.620000 sec): 3 clusters Score: Raw -4306324.517291 + Penalty 5083.499198 = -4301241.018092 nChanged 224 SP:Iteration 22Q (22702.950000 sec): 3 clusters Score: Raw -4306489.348707 + Penalty 5083.499198 = -4301405.849508 nChanged 215 SP:Iteration 23Q (22703.280000 sec): 3 clusters Score: Raw -4306639.382475 + Penalty 5083.499198 = -4301555.883276 nChanged 190 SP:Iteration 24Q (22703.590000 sec): 3 clusters Score: Raw -4306777.370425 + Penalty 5083.499198 = -4301693.871226 nChanged 170 SP:Iteration 25Q (22703.930000 sec): 3 clusters Score: Raw -4306890.959314 + Penalty 5083.499198 = -4301807.460116 nChanged 174 SP:Iteration 26Q (22704.220000 sec): 3 clusters Score: Raw -4307021.152981 + Penalty 5083.499198 = -4301937.653783 nChanged 175 SP:Iteration 27Q (22704.500000 sec): 3 clusters Score: Raw -4307166.767632 + Penalty 5083.499198 = -4302083.268434 nChanged 164 SP:Iteration 28Q (22704.810000 sec): 3 clusters Score: Raw -4307314.399290 + Penalty 5083.499198 = -4302230.900092 nChanged 169 SP:Iteration 29Q (22705.090000 sec): 3 clusters Score: Raw -4307446.047464 + Penalty 5083.499198 = -4302362.548266 nChanged 134 SP:Iteration 30Q (22705.380000 sec): 3 clusters Score: Raw -4307534.357645 + Penalty 5083.499198 = -4302450.858447 nChanged 127 SP:Iteration 31Q (22705.690000 sec): 3 clusters Score: Raw -4307603.884684 + Penalty 5083.499198 = -4302520.385485 nChanged 99 SP:Iteration 32Q (22705.990000 sec): 3 clusters Score: Raw -4307643.781587 + Penalty 5083.499198 = -4302560.282389 nChanged 68 SP:Iteration 33Q (22706.270000 sec): 3 clusters Score: Raw -4307672.922426 + Penalty 5083.499198 = -4302589.423228 nChanged 55 SP:Iteration 34Q (22706.560000 sec): 3 clusters Score: Raw -4307690.476095 + Penalty 5083.499198 = -4302606.976896 nChanged 38 SP:Iteration 35Q (22706.830000 sec): 3 clusters Score: Raw -4307702.945808 + Penalty 5083.499198 = -4302619.446610 nChanged 37 SP:Iteration 36Q (22707.140000 sec): 3 clusters Score: Raw -4307711.103076 + Penalty 5083.499198 = -4302627.603878 nChanged 24 SP:Iteration 37Q (22707.400000 sec): 3 clusters Score: Raw -4307716.027149 + Penalty 5083.499198 = -4302632.527951 nChanged 17 SP:Iteration 38Q (22707.730000 sec): 3 clusters Score: Raw -4307720.865764 + Penalty 5083.499198 = -4302637.366566 nChanged 14 SP:Iteration 39Q (22708.070000 sec): 3 clusters Score: Raw -4307723.358679 + Penalty 5083.499198 = -4302639.859480 nChanged 10 SP:Iteration 40F (22708.420000 sec): 3 clusters Score: Raw -4307725.628605 + Penalty 5083.499198 = -4302642.129406 nChanged 11 SP:Iteration 41Q (22708.770000 sec): 3 clusters Score: Raw -4307727.465692 + Penalty 5083.499198 = -4302643.966494 nChanged 5 SP:Iteration 42Q (22709.170000 sec): 3 clusters Score: Raw -4307728.478880 + Penalty 5083.499198 = -4302644.979682 nChanged 6 SP:Iteration 43Q (22709.510000 sec): 3 clusters Score: Raw -4307729.324422 + Penalty 5083.499198 = -4302645.825224 nChanged 4 SP:Iteration 44Q (22709.870000 sec): 3 clusters Score: Raw -4307730.241971 + Penalty 5083.499198 = -4302646.742773 nChanged 1 SP:Iteration 45Q (22710.210000 sec): 3 clusters Score: Raw -4307730.332040 + Penalty 5083.499198 = -4302646.832842 nChanged 1 SP:Iteration 46Q (22710.590000 sec): 3 clusters Score: Raw -4307730.633810 + Penalty 5083.499198 = -4302647.134611 nChanged 1 SP:Iteration 47Q (22710.870000 sec): 3 clusters Score: Raw -4307730.822416 + Penalty 5083.499198 = -4302647.323218 nChanged 1 SP:Iteration 48Q (22711.130000 sec): 3 clusters Score: Raw -4307731.127122 + Penalty 5083.499198 = -4302647.627924 nChanged 2 SP:Iteration 49Q (22711.500000 sec): 3 clusters Score: Raw -4307731.407111 + Penalty 5083.499198 = -4302647.907913 nChanged 0 SP:Iteration 50F (22711.820000 sec): 3 clusters Score: Raw -4307731.407111 + Penalty 5083.499198 = -4302647.907913 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 5 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22711.950000 sec): 2 clusters Score: Raw -79898.629608 + Penalty 1578.884671 = -78319.744936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22712.200000 sec): 3 clusters Score: Raw -79914.042733 + Penalty 3157.769342 = -76756.273391 nChanged 127 SP:Iteration 1F (22712.380000 sec): 3 clusters Score: Raw -80163.907416 + Penalty 3157.769342 = -77006.138074 nChanged 40 SP:Iteration 2F (22712.540000 sec): 3 clusters Score: Raw -80268.481521 + Penalty 3157.769342 = -77110.712179 nChanged 21 SP:Iteration 3Q (22712.740000 sec): 3 clusters Score: Raw -80327.229706 + Penalty 3157.769342 = -77169.460364 nChanged 10 SP:Iteration 4Q (22712.920000 sec): 3 clusters Score: Raw -80345.144545 + Penalty 3157.769342 = -77187.375202 nChanged 6 SP:Iteration 5Q (22713.060000 sec): 3 clusters Score: Raw -80355.344716 + Penalty 3157.769342 = -77197.575374 nChanged 6 SP:Iteration 6Q (22713.240000 sec): 3 clusters Score: Raw -80367.301350 + Penalty 3157.769342 = -77209.532007 nChanged 3 SP:Iteration 7Q (22713.420000 sec): 3 clusters Score: Raw -80371.977268 + Penalty 3157.769342 = -77214.207926 nChanged 1 SP:Iteration 8Q (22713.630000 sec): 3 clusters Score: Raw -80377.626001 + Penalty 3157.769342 = -77219.856659 nChanged 4 SP:Iteration 9Q (22713.800000 sec): 3 clusters Score: Raw -80382.269831 + Penalty 3157.769342 = -77224.500489 nChanged 2 SP:Iteration 10Q (22713.980000 sec): 3 clusters Score: Raw -80384.895764 + Penalty 3157.769342 = -77227.126422 nChanged 1 SP:Iteration 11Q (22714.140000 sec): 3 clusters Score: Raw -80386.804821 + Penalty 3157.769342 = -77229.035479 nChanged 1 SP:Iteration 12Q (22714.360000 sec): 3 clusters Score: Raw -80388.162615 + Penalty 3157.769342 = -77230.393273 nChanged 0 SP:Iteration 13F (22714.500000 sec): 3 clusters Score: Raw -80388.162615 + Penalty 3157.769342 = -77230.393273 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 6 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22714.600000 sec): 2 clusters Score: Raw -297990.568751 + Penalty 1882.656548 = -296107.912204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22714.820000 sec): 3 clusters Score: Raw -297370.432963 + Penalty 3765.313095 = -293605.119868 nChanged 657 SP:Iteration 1F (22714.990000 sec): 3 clusters Score: Raw -298084.087021 + Penalty 3765.313095 = -294318.773926 nChanged 197 SP:Iteration 2F (22715.220000 sec): 3 clusters Score: Raw -298326.833664 + Penalty 3765.313095 = -294561.520568 nChanged 113 SP:Iteration 3F (22715.400000 sec): 3 clusters Score: Raw -298485.274655 + Penalty 3765.313095 = -294719.961560 nChanged 86 SP:Iteration 4Q (22715.580000 sec): 3 clusters Score: Raw -298596.589487 + Penalty 3765.313095 = -294831.276392 nChanged 62 SP:Iteration 5Q (22715.770000 sec): 3 clusters Score: Raw -298663.498042 + Penalty 3765.313095 = -294898.184947 nChanged 42 SP:Iteration 6Q (22715.940000 sec): 3 clusters Score: Raw -298704.702197 + Penalty 3765.313095 = -294939.389102 nChanged 31 SP:Iteration 7Q (22716.130000 sec): 3 clusters Score: Raw -298729.049027 + Penalty 3765.313095 = -294963.735932 nChanged 20 SP:Iteration 8Q (22716.260000 sec): 3 clusters Score: Raw -298745.057256 + Penalty 3765.313095 = -294979.744161 nChanged 23 SP:Iteration 9Q (22716.450000 sec): 3 clusters Score: Raw -298762.214118 + Penalty 3765.313095 = -294996.901023 nChanged 16 SP:Iteration 10Q (22716.600000 sec): 3 clusters Score: Raw -298775.334852 + Penalty 3765.313095 = -295010.021757 nChanged 16 SP:Iteration 11Q (22716.780000 sec): 3 clusters Score: Raw -298786.159155 + Penalty 3765.313095 = -295020.846060 nChanged 14 SP:Iteration 12Q (22716.940000 sec): 3 clusters Score: Raw -298797.834874 + Penalty 3765.313095 = -295032.521779 nChanged 11 SP:Iteration 13Q (22717.090000 sec): 3 clusters Score: Raw -298807.381939 + Penalty 3765.313095 = -295042.068844 nChanged 17 SP:Iteration 14Q (22717.250000 sec): 3 clusters Score: Raw -298821.940367 + Penalty 3765.313095 = -295056.627272 nChanged 14 SP:Iteration 15Q (22717.400000 sec): 3 clusters Score: Raw -298831.415052 + Penalty 3765.313095 = -295066.101956 nChanged 6 SP:Iteration 16Q (22717.550000 sec): 3 clusters Score: Raw -298835.281917 + Penalty 3765.313095 = -295069.968822 nChanged 5 SP:Iteration 17Q (22717.700000 sec): 3 clusters Score: Raw -298838.796778 + Penalty 3765.313095 = -295073.483683 nChanged 7 SP:Iteration 18Q (22717.860000 sec): 3 clusters Score: Raw -298844.500366 + Penalty 3765.313095 = -295079.187271 nChanged 7 SP:Iteration 19Q (22718.020000 sec): 3 clusters Score: Raw -298849.901901 + Penalty 3765.313095 = -295084.588806 nChanged 12 SP:Iteration 20F (22718.240000 sec): 3 clusters Score: Raw -298856.814977 + Penalty 3765.313095 = -295091.501882 nChanged 9 SP:Iteration 21Q (22718.400000 sec): 3 clusters Score: Raw -298865.865956 + Penalty 3765.313095 = -295100.552861 nChanged 10 SP:Iteration 22Q (22718.620000 sec): 3 clusters Score: Raw -298873.890861 + Penalty 3765.313095 = -295108.577766 nChanged 10 SP:Iteration 23Q (22718.790000 sec): 3 clusters Score: Raw -298881.612352 + Penalty 3765.313095 = -295116.299257 nChanged 9 SP:Iteration 24Q (22718.980000 sec): 3 clusters Score: Raw -298888.232113 + Penalty 3765.313095 = -295122.919018 nChanged 10 SP:Iteration 25Q (22719.180000 sec): 3 clusters Score: Raw -298894.703293 + Penalty 3765.313095 = -295129.390198 nChanged 6 SP:Iteration 26Q (22719.390000 sec): 3 clusters Score: Raw -298899.395148 + Penalty 3765.313095 = -295134.082053 nChanged 7 SP:Iteration 27Q (22719.590000 sec): 3 clusters Score: Raw -298905.015933 + Penalty 3765.313095 = -295139.702838 nChanged 6 SP:Iteration 28Q (22719.720000 sec): 3 clusters Score: Raw -298911.540738 + Penalty 3765.313095 = -295146.227643 nChanged 6 SP:Iteration 29Q (22719.940000 sec): 3 clusters Score: Raw -298915.943674 + Penalty 3765.313095 = -295150.630579 nChanged 1 SP:Iteration 30Q (22720.110000 sec): 3 clusters Score: Raw -298916.625258 + Penalty 3765.313095 = -295151.312163 nChanged 2 SP:Iteration 31Q (22720.320000 sec): 3 clusters Score: Raw -298917.837089 + Penalty 3765.313095 = -295152.523993 nChanged 5 SP:Iteration 32Q (22720.510000 sec): 3 clusters Score: Raw -298922.138078 + Penalty 3765.313095 = -295156.824983 nChanged 9 SP:Iteration 33Q (22720.720000 sec): 3 clusters Score: Raw -298927.496285 + Penalty 3765.313095 = -295162.183189 nChanged 2 SP:Iteration 34Q (22720.900000 sec): 3 clusters Score: Raw -298928.123319 + Penalty 3765.313095 = -295162.810224 nChanged 2 SP:Iteration 35Q (22721.080000 sec): 3 clusters Score: Raw -298930.076969 + Penalty 3765.313095 = -295164.763874 nChanged 4 SP:Iteration 36Q (22721.230000 sec): 3 clusters Score: Raw -298932.292752 + Penalty 3765.313095 = -295166.979656 nChanged 1 SP:Iteration 37Q (22721.390000 sec): 3 clusters Score: Raw -298932.957928 + Penalty 3765.313095 = -295167.644832 nChanged 3 SP:Iteration 38Q (22721.570000 sec): 3 clusters Score: Raw -298935.056496 + Penalty 3765.313095 = -295169.743401 nChanged 2 SP:Iteration 39Q (22721.750000 sec): 3 clusters Score: Raw -298937.161876 + Penalty 3765.313095 = -295171.848781 nChanged 5 SP:Iteration 40F (22721.920000 sec): 3 clusters Score: Raw -298940.580660 + Penalty 3765.313095 = -295175.267565 nChanged 2 SP:Iteration 41Q (22722.130000 sec): 3 clusters Score: Raw -298943.099419 + Penalty 3765.313095 = -295177.786324 nChanged 2 SP:Iteration 42Q (22722.330000 sec): 3 clusters Score: Raw -298945.078626 + Penalty 3765.313095 = -295179.765531 nChanged 1 SP:Iteration 43Q (22722.580000 sec): 3 clusters Score: Raw -298945.850210 + Penalty 3765.313095 = -295180.537115 nChanged 0 SP:Iteration 44F (22722.770000 sec): 3 clusters Score: Raw -298945.850210 + Penalty 3765.313095 = -295180.537115 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 7 (2915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22722.860000 sec): 2 clusters Score: Raw -431501.456205 + Penalty 1978.451024 = -429523.005181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22723.090000 sec): 3 clusters Score: Raw -430286.989894 + Penalty 3956.902049 = -426330.087845 nChanged 1014 SP:Iteration 1F (22723.280000 sec): 3 clusters Score: Raw -431037.560506 + Penalty 3956.902049 = -427080.658457 nChanged 282 SP:Iteration 2F (22723.480000 sec): 3 clusters Score: Raw -431376.753436 + Penalty 3956.902049 = -427419.851387 nChanged 235 SP:Iteration 3F (22723.640000 sec): 3 clusters Score: Raw -431714.108197 + Penalty 3956.902049 = -427757.206148 nChanged 200 SP:Iteration 4F (22723.860000 sec): 3 clusters Score: Raw -431962.289165 + Penalty 3956.902049 = -428005.387116 nChanged 144 SP:Iteration 5Q (22724.040000 sec): 3 clusters Score: Raw -432103.970145 + Penalty 3956.902049 = -428147.068096 nChanged 101 SP:Iteration 6Q (22724.310000 sec): 3 clusters Score: Raw -432189.328004 + Penalty 3956.902049 = -428232.425955 nChanged 64 SP:Iteration 7Q (22724.510000 sec): 3 clusters Score: Raw -432231.972531 + Penalty 3956.902049 = -428275.070482 nChanged 42 SP:Iteration 8Q (22724.690000 sec): 3 clusters Score: Raw -432262.785980 + Penalty 3956.902049 = -428305.883931 nChanged 34 SP:Iteration 9Q (22724.880000 sec): 3 clusters Score: Raw -432284.195221 + Penalty 3956.902049 = -428327.293172 nChanged 25 SP:Iteration 10Q (22725.080000 sec): 3 clusters Score: Raw -432301.404581 + Penalty 3956.902049 = -428344.502532 nChanged 25 SP:Iteration 11Q (22725.260000 sec): 3 clusters Score: Raw -432317.700841 + Penalty 3956.902049 = -428360.798792 nChanged 24 SP:Iteration 12Q (22725.440000 sec): 3 clusters Score: Raw -432332.869977 + Penalty 3956.902049 = -428375.967928 nChanged 25 SP:Iteration 13Q (22725.630000 sec): 3 clusters Score: Raw -432346.216690 + Penalty 3956.902049 = -428389.314641 nChanged 10 SP:Iteration 14Q (22725.870000 sec): 3 clusters Score: Raw -432352.552728 + Penalty 3956.902049 = -428395.650679 nChanged 11 SP:Iteration 15Q (22726.050000 sec): 3 clusters Score: Raw -432359.290141 + Penalty 3956.902049 = -428402.388092 nChanged 8 SP:Iteration 16Q (22726.230000 sec): 3 clusters Score: Raw -432363.015593 + Penalty 3956.902049 = -428406.113544 nChanged 10 SP:Iteration 17Q (22726.470000 sec): 3 clusters Score: Raw -432368.813897 + Penalty 3956.902049 = -428411.911848 nChanged 5 SP:Iteration 18Q (22726.620000 sec): 3 clusters Score: Raw -432371.451105 + Penalty 3956.902049 = -428414.549056 nChanged 8 SP:Iteration 19Q (22726.840000 sec): 3 clusters Score: Raw -432376.094073 + Penalty 3956.902049 = -428419.192024 nChanged 4 SP:Iteration 20F (22727.030000 sec): 3 clusters Score: Raw -432377.254116 + Penalty 3956.902049 = -428420.352067 nChanged 1 SP:Iteration 21Q (22727.220000 sec): 3 clusters Score: Raw -432378.051781 + Penalty 3956.902049 = -428421.149732 nChanged 0 SP:Iteration 22F (22727.440000 sec): 3 clusters Score: Raw -432378.051781 + Penalty 3956.902049 = -428421.149732 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 8 (21103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22727.640000 sec): 2 clusters Score: Raw -3219042.346949 + Penalty 2469.378281 = -3216572.968668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22727.930000 sec): 3 clusters Score: Raw -3206787.021580 + Penalty 4938.756563 = -3201848.265017 nChanged 9280 SP:Iteration 1F (22728.180000 sec): 3 clusters Score: Raw -3211803.472897 + Penalty 4938.756563 = -3206864.716334 nChanged 1142 SP:Iteration 2F (22728.500000 sec): 3 clusters Score: Raw -3212225.185414 + Penalty 4938.756563 = -3207286.428851 nChanged 932 SP:Iteration 3Q (22728.820000 sec): 3 clusters Score: Raw -3212542.228392 + Penalty 4938.756563 = -3207603.471829 nChanged 840 SP:Iteration 4Q (22729.170000 sec): 3 clusters Score: Raw -3212876.804939 + Penalty 4938.756563 = -3207938.048376 nChanged 833 SP:Iteration 5Q (22729.440000 sec): 3 clusters Score: Raw -3213202.086134 + Penalty 4938.756563 = -3208263.329572 nChanged 828 SP:Iteration 6Q (22729.710000 sec): 3 clusters Score: Raw -3213561.080863 + Penalty 4938.756563 = -3208622.324300 nChanged 844 SP:Iteration 7Q (22729.980000 sec): 3 clusters Score: Raw -3213987.979466 + Penalty 4938.756563 = -3209049.222903 nChanged 930 SP:Iteration 8Q (22730.280000 sec): 3 clusters Score: Raw -3214517.814847 + Penalty 4938.756563 = -3209579.058284 nChanged 1015 SP:Iteration 9Q (22730.560000 sec): 3 clusters Score: Raw -3215169.526036 + Penalty 4938.756563 = -3210230.769473 nChanged 1042 SP:Iteration 10Q (22730.860000 sec): 3 clusters Score: Raw -3215961.531113 + Penalty 4938.756563 = -3211022.774550 nChanged 1024 SP:Iteration 11Q (22731.220000 sec): 3 clusters Score: Raw -3216809.118395 + Penalty 4938.756563 = -3211870.361832 nChanged 882 SP:Iteration 12Q (22731.470000 sec): 3 clusters Score: Raw -3217507.945413 + Penalty 4938.756563 = -3212569.188850 nChanged 655 SP:Iteration 13Q (22731.780000 sec): 3 clusters Score: Raw -3217943.822020 + Penalty 4938.756563 = -3213005.065457 nChanged 539 SP:Iteration 14Q (22732.100000 sec): 3 clusters Score: Raw -3218245.316247 + Penalty 4938.756563 = -3213306.559684 nChanged 389 SP:Iteration 15Q (22732.420000 sec): 3 clusters Score: Raw -3218458.623289 + Penalty 4938.756563 = -3213519.866726 nChanged 302 SP:Iteration 16Q (22732.750000 sec): 3 clusters Score: Raw -3218582.928175 + Penalty 4938.756563 = -3213644.171612 nChanged 216 SP:Iteration 17Q (22733.070000 sec): 3 clusters Score: Raw -3218667.699951 + Penalty 4938.756563 = -3213728.943388 nChanged 163 SP:Iteration 18Q (22733.420000 sec): 3 clusters Score: Raw -3218714.874847 + Penalty 4938.756563 = -3213776.118285 nChanged 121 SP:Iteration 19Q (22733.770000 sec): 3 clusters Score: Raw -3218750.591511 + Penalty 4938.756563 = -3213811.834948 nChanged 113 SP:Iteration 20F (22734.150000 sec): 3 clusters Score: Raw -3218783.389255 + Penalty 4938.756563 = -3213844.632692 nChanged 96 SP:Iteration 21Q (22734.470000 sec): 3 clusters Score: Raw -3218807.644280 + Penalty 4938.756563 = -3213868.887717 nChanged 88 SP:Iteration 22Q (22734.800000 sec): 3 clusters Score: Raw -3218827.634403 + Penalty 4938.756563 = -3213888.877841 nChanged 72 SP:Iteration 23Q (22735.130000 sec): 3 clusters Score: Raw -3218842.462872 + Penalty 4938.756563 = -3213903.706309 nChanged 68 SP:Iteration 24Q (22735.420000 sec): 3 clusters Score: Raw -3218857.537277 + Penalty 4938.756563 = -3213918.780714 nChanged 58 SP:Iteration 25Q (22735.760000 sec): 3 clusters Score: Raw -3218866.240542 + Penalty 4938.756563 = -3213927.483979 nChanged 47 SP:Iteration 26Q (22736.080000 sec): 3 clusters Score: Raw -3218873.058846 + Penalty 4938.756563 = -3213934.302283 nChanged 40 SP:Iteration 27Q (22736.370000 sec): 3 clusters Score: Raw -3218879.861826 + Penalty 4938.756563 = -3213941.105263 nChanged 29 SP:Iteration 28Q (22736.730000 sec): 3 clusters Score: Raw -3218885.669677 + Penalty 4938.756563 = -3213946.913115 nChanged 35 SP:Iteration 29Q (22737.060000 sec): 3 clusters Score: Raw -3218892.457055 + Penalty 4938.756563 = -3213953.700492 nChanged 32 SP:Iteration 30Q (22737.350000 sec): 3 clusters Score: Raw -3218897.631887 + Penalty 4938.756563 = -3213958.875324 nChanged 29 SP:Iteration 31Q (22737.670000 sec): 3 clusters Score: Raw -3218902.526471 + Penalty 4938.756563 = -3213963.769909 nChanged 26 SP:Iteration 32Q (22737.940000 sec): 3 clusters Score: Raw -3218906.674140 + Penalty 4938.756563 = -3213967.917577 nChanged 19 SP:Iteration 33Q (22738.220000 sec): 3 clusters Score: Raw -3218909.839843 + Penalty 4938.756563 = -3213971.083281 nChanged 22 SP:Iteration 34Q (22738.530000 sec): 3 clusters Score: Raw -3218913.404217 + Penalty 4938.756563 = -3213974.647654 nChanged 20 SP:Iteration 35Q (22738.840000 sec): 3 clusters Score: Raw -3218916.307345 + Penalty 4938.756563 = -3213977.550782 nChanged 16 SP:Iteration 36Q (22739.120000 sec): 3 clusters Score: Raw -3218918.011910 + Penalty 4938.756563 = -3213979.255347 nChanged 8 SP:Iteration 37Q (22739.420000 sec): 3 clusters Score: Raw -3218918.757329 + Penalty 4938.756563 = -3213980.000766 nChanged 6 SP:Iteration 38Q (22739.690000 sec): 3 clusters Score: Raw -3218919.537465 + Penalty 4938.756563 = -3213980.780903 nChanged 6 SP:Iteration 39Q (22739.990000 sec): 3 clusters Score: Raw -3218920.370469 + Penalty 4938.756563 = -3213981.613907 nChanged 8 SP:Iteration 40F (22740.280000 sec): 3 clusters Score: Raw -3218921.521957 + Penalty 4938.756563 = -3213982.765394 nChanged 6 SP:Iteration 41Q (22740.560000 sec): 3 clusters Score: Raw -3218922.249267 + Penalty 4938.756563 = -3213983.492704 nChanged 8 SP:Iteration 42Q (22740.900000 sec): 3 clusters Score: Raw -3218923.475142 + Penalty 4938.756563 = -3213984.718579 nChanged 6 SP:Iteration 43Q (22741.140000 sec): 3 clusters Score: Raw -3218924.200736 + Penalty 4938.756563 = -3213985.444173 nChanged 2 SP:Iteration 44Q (22741.460000 sec): 3 clusters Score: Raw -3218924.653684 + Penalty 4938.756563 = -3213985.897122 nChanged 5 SP:Iteration 45Q (22741.760000 sec): 3 clusters Score: Raw -3218925.331899 + Penalty 4938.756563 = -3213986.575337 nChanged 6 SP:Iteration 46Q (22742.060000 sec): 3 clusters Score: Raw -3218925.927389 + Penalty 4938.756563 = -3213987.170826 nChanged 2 SP:Iteration 47Q (22742.310000 sec): 3 clusters Score: Raw -3218926.098304 + Penalty 4938.756563 = -3213987.341741 nChanged 5 SP:Iteration 48Q (22742.620000 sec): 3 clusters Score: Raw -3218926.593910 + Penalty 4938.756563 = -3213987.837347 nChanged 5 SP:Iteration 49Q (22742.900000 sec): 3 clusters Score: Raw -3218926.928687 + Penalty 4938.756563 = -3213988.172124 nChanged 4 SP:Iteration 50Q (22743.200000 sec): 3 clusters Score: Raw -3218927.296909 + Penalty 4938.756563 = -3213988.540346 nChanged 8 SP:Iteration 51Q (22743.490000 sec): 3 clusters Score: Raw -3218928.600454 + Penalty 4938.756563 = -3213989.843892 nChanged 4 SP:Iteration 52Q (22743.800000 sec): 3 clusters Score: Raw -3218928.936556 + Penalty 4938.756563 = -3213990.179994 nChanged 1 SP:Iteration 53Q (22744.060000 sec): 3 clusters Score: Raw -3218929.063555 + Penalty 4938.756563 = -3213990.306992 nChanged 3 SP:Iteration 54Q (22744.380000 sec): 3 clusters Score: Raw -3218929.536126 + Penalty 4938.756563 = -3213990.779563 nChanged 4 SP:Iteration 55Q (22744.680000 sec): 3 clusters Score: Raw -3218929.916041 + Penalty 4938.756563 = -3213991.159478 nChanged 2 SP:Iteration 56Q (22744.990000 sec): 3 clusters Score: Raw -3218930.030800 + Penalty 4938.756563 = -3213991.274238 nChanged 1 SP:Iteration 57Q (22745.250000 sec): 3 clusters Score: Raw -3218930.073701 + Penalty 4938.756563 = -3213991.317139 nChanged 0 SP:Iteration 58F (22745.560000 sec): 3 clusters Score: Raw -3218930.073701 + Penalty 4938.756563 = -3213991.317139 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 9 (144363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22746.300000 sec): 2 clusters Score: Raw -21862980.033221 + Penalty 2946.261388 = -21860033.771834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22747.240000 sec): 3 clusters Score: Raw -21769436.340865 + Penalty 5892.522775 = -21763543.818090 nChanged 68844 SP:Iteration 1F (22748.160000 sec): 3 clusters Score: Raw -21810193.163747 + Penalty 5892.522775 = -21804300.640972 nChanged 6712 SP:Iteration 2Q (22749.120000 sec): 3 clusters Score: Raw -21812901.355157 + Penalty 5892.522775 = -21807008.832382 nChanged 8762 SP:Iteration 3F (22750.100000 sec): 3 clusters Score: Raw -21817781.426831 + Penalty 5892.522775 = -21811888.904056 nChanged 11229 SP:Iteration 4F (22751.050000 sec): 3 clusters Score: Raw -21826088.816160 + Penalty 5892.522775 = -21820196.293385 nChanged 12830 SP:Iteration 5F (22751.950000 sec): 3 clusters Score: Raw -21837670.898708 + Penalty 5892.522775 = -21831778.375933 nChanged 11922 SP:Iteration 6F (22752.860000 sec): 3 clusters Score: Raw -21849270.133101 + Penalty 5892.522775 = -21843377.610326 nChanged 8189 SP:Iteration 7F (22753.800000 sec): 3 clusters Score: Raw -21856851.537773 + Penalty 5892.522775 = -21850959.014998 nChanged 4416 SP:Iteration 8Q (22754.800000 sec): 3 clusters Score: Raw -21860520.392326 + Penalty 5892.522775 = -21854627.869551 nChanged 2203 SP:Iteration 9Q (22755.710000 sec): 3 clusters Score: Raw -21862123.266960 + Penalty 5892.522775 = -21856230.744185 nChanged 1076 SP:Iteration 10Q (22756.590000 sec): 3 clusters Score: Raw -21862825.072861 + Penalty 5892.522775 = -21856932.550086 nChanged 543 SP:Iteration 11Q (22757.460000 sec): 3 clusters Score: Raw -21863135.603816 + Penalty 5892.522775 = -21857243.081041 nChanged 255 SP:Iteration 12Q (22758.250000 sec): 3 clusters Score: Raw -21863276.776031 + Penalty 5892.522775 = -21857384.253256 nChanged 151 SP:Iteration 13Q (22759.100000 sec): 3 clusters Score: Raw -21863362.777031 + Penalty 5892.522775 = -21857470.254256 nChanged 97 SP:Iteration 14Q (22759.940000 sec): 3 clusters Score: Raw -21863409.806685 + Penalty 5892.522775 = -21857517.283910 nChanged 62 SP:Iteration 15Q (22760.850000 sec): 3 clusters Score: Raw -21863441.680575 + Penalty 5892.522775 = -21857549.157800 nChanged 34 SP:Iteration 16Q (22761.690000 sec): 3 clusters Score: Raw -21863459.189057 + Penalty 5892.522775 = -21857566.666282 nChanged 34 SP:Iteration 17Q (22762.660000 sec): 3 clusters Score: Raw -21863478.581193 + Penalty 5892.522775 = -21857586.058418 nChanged 33 SP:Iteration 18Q (22763.530000 sec): 3 clusters Score: Raw -21863493.477119 + Penalty 5892.522775 = -21857600.954344 nChanged 20 SP:Iteration 19Q (22764.300000 sec): 3 clusters Score: Raw -21863502.061465 + Penalty 5892.522775 = -21857609.538690 nChanged 14 SP:Iteration 20F (22765.190000 sec): 3 clusters Score: Raw -21863508.014287 + Penalty 5892.522775 = -21857615.491512 nChanged 13 SP:Iteration 21Q (22766.040000 sec): 3 clusters Score: Raw -21863512.766158 + Penalty 5892.522775 = -21857620.243383 nChanged 14 SP:Iteration 22Q (22766.850000 sec): 3 clusters Score: Raw -21863517.911078 + Penalty 5892.522775 = -21857625.388303 nChanged 6 SP:Iteration 23Q (22767.650000 sec): 3 clusters Score: Raw -21863521.168946 + Penalty 5892.522775 = -21857628.646171 nChanged 9 SP:Iteration 24Q (22768.440000 sec): 3 clusters Score: Raw -21863526.048504 + Penalty 5892.522775 = -21857633.525729 nChanged 9 SP:Iteration 25Q (22769.180000 sec): 3 clusters Score: Raw -21863530.817951 + Penalty 5892.522775 = -21857638.295176 nChanged 10 SP:Iteration 26Q (22769.940000 sec): 3 clusters Score: Raw -21863535.761530 + Penalty 5892.522775 = -21857643.238755 nChanged 11 SP:Iteration 27Q (22770.770000 sec): 3 clusters Score: Raw -21863541.312927 + Penalty 5892.522775 = -21857648.790152 nChanged 9 SP:Iteration 28Q (22771.560000 sec): 3 clusters Score: Raw -21863545.179466 + Penalty 5892.522775 = -21857652.656691 nChanged 9 SP:Iteration 29Q (22772.310000 sec): 3 clusters Score: Raw -21863550.506263 + Penalty 5892.522775 = -21857657.983488 nChanged 11 SP:Iteration 30Q (22773.100000 sec): 3 clusters Score: Raw -21863557.117038 + Penalty 5892.522775 = -21857664.594263 nChanged 13 SP:Iteration 31Q (22773.850000 sec): 3 clusters Score: Raw -21863563.280606 + Penalty 5892.522775 = -21857670.757831 nChanged 6 SP:Iteration 32Q (22774.710000 sec): 3 clusters Score: Raw -21863567.578317 + Penalty 5892.522775 = -21857675.055542 nChanged 8 SP:Iteration 33Q (22775.570000 sec): 3 clusters Score: Raw -21863572.007268 + Penalty 5892.522775 = -21857679.484493 nChanged 6 SP:Iteration 34Q (22776.500000 sec): 3 clusters Score: Raw -21863574.348114 + Penalty 5892.522775 = -21857681.825339 nChanged 4 SP:Iteration 35Q (22777.380000 sec): 3 clusters Score: Raw -21863576.573239 + Penalty 5892.522775 = -21857684.050464 nChanged 5 SP:Iteration 36Q (22778.230000 sec): 3 clusters Score: Raw -21863579.367198 + Penalty 5892.522775 = -21857686.844423 nChanged 6 SP:Iteration 37Q (22779.060000 sec): 3 clusters Score: Raw -21863582.269357 + Penalty 5892.522775 = -21857689.746582 nChanged 5 SP:Iteration 38Q (22779.940000 sec): 3 clusters Score: Raw -21863585.986312 + Penalty 5892.522775 = -21857693.463537 nChanged 4 SP:Iteration 39Q (22780.800000 sec): 3 clusters Score: Raw -21863588.315220 + Penalty 5892.522775 = -21857695.792445 nChanged 4 SP:Iteration 40F (22781.680000 sec): 3 clusters Score: Raw -21863589.529701 + Penalty 5892.522775 = -21857697.006926 nChanged 2 SP:Iteration 41Q (22782.520000 sec): 3 clusters Score: Raw -21863590.208222 + Penalty 5892.522775 = -21857697.685447 nChanged 1 SP:Iteration 42Q (22783.330000 sec): 3 clusters Score: Raw -21863590.496668 + Penalty 5892.522775 = -21857697.973893 nChanged 0 SP:Iteration 43F (22784.250000 sec): 3 clusters Score: Raw -21863590.496668 + Penalty 5892.522775 = -21857697.973893 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 10 (17646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22784.500000 sec): 2 clusters Score: Raw -2673269.375075 + Penalty 2425.009573 = -2670844.365502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22784.750000 sec): 3 clusters Score: Raw -2663069.024673 + Penalty 4850.019146 = -2658219.005527 nChanged 7774 SP:Iteration 1F (22785.030000 sec): 3 clusters Score: Raw -2667337.170266 + Penalty 4850.019146 = -2662487.151119 nChanged 969 SP:Iteration 2F (22785.290000 sec): 3 clusters Score: Raw -2667683.927890 + Penalty 4850.019146 = -2662833.908743 nChanged 780 SP:Iteration 3Q (22785.610000 sec): 3 clusters Score: Raw -2667967.000055 + Penalty 4850.019146 = -2663116.980908 nChanged 698 SP:Iteration 4Q (22785.870000 sec): 3 clusters Score: Raw -2668234.544980 + Penalty 4850.019146 = -2663384.525834 nChanged 691 SP:Iteration 5Q (22786.120000 sec): 3 clusters Score: Raw -2668534.172273 + Penalty 4850.019146 = -2663684.153127 nChanged 712 SP:Iteration 6Q (22786.390000 sec): 3 clusters Score: Raw -2668892.297534 + Penalty 4850.019146 = -2664042.278387 nChanged 783 SP:Iteration 7Q (22786.640000 sec): 3 clusters Score: Raw -2669378.103949 + Penalty 4850.019146 = -2664528.084803 nChanged 829 SP:Iteration 8Q (22786.930000 sec): 3 clusters Score: Raw -2669985.973060 + Penalty 4850.019146 = -2665135.953914 nChanged 888 SP:Iteration 9F (22787.200000 sec): 3 clusters Score: Raw -2670661.225923 + Penalty 4850.019146 = -2665811.206777 nChanged 859 SP:Iteration 10Q (22787.440000 sec): 3 clusters Score: Raw -2671261.602224 + Penalty 4850.019146 = -2666411.583078 nChanged 785 SP:Iteration 11Q (22787.710000 sec): 3 clusters Score: Raw -2671771.577649 + Penalty 4850.019146 = -2666921.558503 nChanged 677 SP:Iteration 12Q (22787.930000 sec): 3 clusters Score: Raw -2672148.428752 + Penalty 4850.019146 = -2667298.409606 nChanged 535 SP:Iteration 13Q (22788.240000 sec): 3 clusters Score: Raw -2672410.727994 + Penalty 4850.019146 = -2667560.708848 nChanged 455 SP:Iteration 14Q (22788.460000 sec): 3 clusters Score: Raw -2672611.088306 + Penalty 4850.019146 = -2667761.069160 nChanged 367 SP:Iteration 15Q (22788.770000 sec): 3 clusters Score: Raw -2672742.629726 + Penalty 4850.019146 = -2667892.610580 nChanged 282 SP:Iteration 16Q (22789.030000 sec): 3 clusters Score: Raw -2672838.184401 + Penalty 4850.019146 = -2667988.165255 nChanged 239 SP:Iteration 17Q (22789.300000 sec): 3 clusters Score: Raw -2672919.044081 + Penalty 4850.019146 = -2668069.024935 nChanged 223 SP:Iteration 18Q (22789.550000 sec): 3 clusters Score: Raw -2672984.799970 + Penalty 4850.019146 = -2668134.780823 nChanged 194 SP:Iteration 19Q (22789.820000 sec): 3 clusters Score: Raw -2673036.863957 + Penalty 4850.019146 = -2668186.844811 nChanged 167 SP:Iteration 20F (22790.070000 sec): 3 clusters Score: Raw -2673080.368062 + Penalty 4850.019146 = -2668230.348916 nChanged 151 SP:Iteration 21Q (22790.350000 sec): 3 clusters Score: Raw -2673115.752700 + Penalty 4850.019146 = -2668265.733553 nChanged 144 SP:Iteration 22Q (22790.580000 sec): 3 clusters Score: Raw -2673151.416057 + Penalty 4850.019146 = -2668301.396911 nChanged 128 SP:Iteration 23Q (22790.840000 sec): 3 clusters Score: Raw -2673181.186009 + Penalty 4850.019146 = -2668331.166863 nChanged 106 SP:Iteration 24Q (22791.100000 sec): 3 clusters Score: Raw -2673204.344846 + Penalty 4850.019146 = -2668354.325700 nChanged 99 SP:Iteration 25Q (22791.360000 sec): 3 clusters Score: Raw -2673225.897329 + Penalty 4850.019146 = -2668375.878183 nChanged 83 SP:Iteration 26Q (22791.660000 sec): 3 clusters Score: Raw -2673241.637458 + Penalty 4850.019146 = -2668391.618312 nChanged 76 SP:Iteration 27Q (22791.920000 sec): 3 clusters Score: Raw -2673256.743506 + Penalty 4850.019146 = -2668406.724360 nChanged 73 SP:Iteration 28Q (22792.200000 sec): 3 clusters Score: Raw -2673271.944824 + Penalty 4850.019146 = -2668421.925678 nChanged 76 SP:Iteration 29Q (22792.480000 sec): 3 clusters Score: Raw -2673285.256657 + Penalty 4850.019146 = -2668435.237511 nChanged 65 SP:Iteration 30Q (22792.770000 sec): 3 clusters Score: Raw -2673297.668196 + Penalty 4850.019146 = -2668447.649050 nChanged 64 SP:Iteration 31Q (22793.080000 sec): 3 clusters Score: Raw -2673309.513545 + Penalty 4850.019146 = -2668459.494399 nChanged 54 SP:Iteration 32Q (22793.360000 sec): 3 clusters Score: Raw -2673319.807170 + Penalty 4850.019146 = -2668469.788024 nChanged 54 SP:Iteration 33Q (22793.640000 sec): 3 clusters Score: Raw -2673329.268618 + Penalty 4850.019146 = -2668479.249471 nChanged 50 SP:Iteration 34Q (22793.940000 sec): 3 clusters Score: Raw -2673337.336770 + Penalty 4850.019146 = -2668487.317624 nChanged 52 SP:Iteration 35Q (22794.210000 sec): 3 clusters Score: Raw -2673347.615253 + Penalty 4850.019146 = -2668497.596106 nChanged 57 SP:Iteration 36Q (22794.540000 sec): 3 clusters Score: Raw -2673357.567341 + Penalty 4850.019146 = -2668507.548194 nChanged 48 SP:Iteration 37Q (22794.840000 sec): 3 clusters Score: Raw -2673367.252026 + Penalty 4850.019146 = -2668517.232880 nChanged 50 SP:Iteration 38Q (22795.110000 sec): 3 clusters Score: Raw -2673376.747609 + Penalty 4850.019146 = -2668526.728462 nChanged 46 SP:Iteration 39Q (22795.400000 sec): 3 clusters Score: Raw -2673385.872154 + Penalty 4850.019146 = -2668535.853008 nChanged 51 SP:Iteration 40F (22795.720000 sec): 3 clusters Score: Raw -2673394.704759 + Penalty 4850.019146 = -2668544.685612 nChanged 39 SP:Iteration 41Q (22795.980000 sec): 3 clusters Score: Raw -2673401.582094 + Penalty 4850.019146 = -2668551.562948 nChanged 40 SP:Iteration 42Q (22796.300000 sec): 3 clusters Score: Raw -2673408.734960 + Penalty 4850.019146 = -2668558.715814 nChanged 37 SP:Iteration 43Q (22796.590000 sec): 3 clusters Score: Raw -2673414.548672 + Penalty 4850.019146 = -2668564.529526 nChanged 31 SP:Iteration 44Q (22796.920000 sec): 3 clusters Score: Raw -2673420.793481 + Penalty 4850.019146 = -2668570.774335 nChanged 33 SP:Iteration 45Q (22797.190000 sec): 3 clusters Score: Raw -2673426.965941 + Penalty 4850.019146 = -2668576.946795 nChanged 32 SP:Iteration 46Q (22797.490000 sec): 3 clusters Score: Raw -2673432.386979 + Penalty 4850.019146 = -2668582.367833 nChanged 34 SP:Iteration 47Q (22797.750000 sec): 3 clusters Score: Raw -2673437.854200 + Penalty 4850.019146 = -2668587.835053 nChanged 29 SP:Iteration 48Q (22798.080000 sec): 3 clusters Score: Raw -2673441.981611 + Penalty 4850.019146 = -2668591.962465 nChanged 25 SP:Iteration 49Q (22798.370000 sec): 3 clusters Score: Raw -2673446.238206 + Penalty 4850.019146 = -2668596.219060 nChanged 35 SP:Iteration 50Q (22798.710000 sec): 3 clusters Score: Raw -2673452.228665 + Penalty 4850.019146 = -2668602.209519 nChanged 26 SP:Iteration 51Q (22799.050000 sec): 3 clusters Score: Raw -2673456.874223 + Penalty 4850.019146 = -2668606.855076 nChanged 23 SP:Iteration 52Q (22799.300000 sec): 3 clusters Score: Raw -2673460.637423 + Penalty 4850.019146 = -2668610.618276 nChanged 20 SP:Iteration 53Q (22799.630000 sec): 3 clusters Score: Raw -2673463.808077 + Penalty 4850.019146 = -2668613.788931 nChanged 18 SP:Iteration 54Q (22799.920000 sec): 3 clusters Score: Raw -2673467.076049 + Penalty 4850.019146 = -2668617.056903 nChanged 20 SP:Iteration 55Q (22800.150000 sec): 3 clusters Score: Raw -2673469.825332 + Penalty 4850.019146 = -2668619.806186 nChanged 10 SP:Iteration 56Q (22800.400000 sec): 3 clusters Score: Raw -2673471.401467 + Penalty 4850.019146 = -2668621.382321 nChanged 12 SP:Iteration 57Q (22800.640000 sec): 3 clusters Score: Raw -2673473.591409 + Penalty 4850.019146 = -2668623.572262 nChanged 15 SP:Iteration 58Q (22800.920000 sec): 3 clusters Score: Raw -2673476.160353 + Penalty 4850.019146 = -2668626.141207 nChanged 9 SP:Iteration 59Q (22801.140000 sec): 3 clusters Score: Raw -2673477.293134 + Penalty 4850.019146 = -2668627.273988 nChanged 5 SP:Iteration 60F (22801.410000 sec): 3 clusters Score: Raw -2673478.037051 + Penalty 4850.019146 = -2668628.017905 nChanged 5 SP:Iteration 61Q (22801.670000 sec): 3 clusters Score: Raw -2673478.564488 + Penalty 4850.019146 = -2668628.545342 nChanged 2 SP:Iteration 62Q (22801.990000 sec): 3 clusters Score: Raw -2673478.858730 + Penalty 4850.019146 = -2668628.839584 nChanged 3 SP:Iteration 63Q (22802.210000 sec): 3 clusters Score: Raw -2673479.246763 + Penalty 4850.019146 = -2668629.227617 nChanged 2 SP:Iteration 64Q (22802.480000 sec): 3 clusters Score: Raw -2673479.521894 + Penalty 4850.019146 = -2668629.502747 nChanged 4 SP:Iteration 65Q (22802.770000 sec): 3 clusters Score: Raw -2673480.362983 + Penalty 4850.019146 = -2668630.343837 nChanged 7 SP:Iteration 66Q (22803.030000 sec): 3 clusters Score: Raw -2673481.771709 + Penalty 4850.019146 = -2668631.752563 nChanged 6 SP:Iteration 67Q (22803.290000 sec): 3 clusters Score: Raw -2673482.914454 + Penalty 4850.019146 = -2668632.895307 nChanged 5 SP:Iteration 68Q (22803.610000 sec): 3 clusters Score: Raw -2673483.841099 + Penalty 4850.019146 = -2668633.821953 nChanged 5 SP:Iteration 69Q (22803.850000 sec): 3 clusters Score: Raw -2673484.564723 + Penalty 4850.019146 = -2668634.545576 nChanged 2 SP:Iteration 70Q (22804.150000 sec): 3 clusters Score: Raw -2673484.805697 + Penalty 4850.019146 = -2668634.786551 nChanged 0 SP:Iteration 71F (22804.410000 sec): 3 clusters Score: Raw -2673484.805697 + Penalty 4850.019146 = -2668634.786551 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 11 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22804.530000 sec): 2 clusters Score: Raw -9101.420555 + Penalty 1158.861551 = -7942.559004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22804.740000 sec): 3 clusters Score: Raw -9599.374532 + Penalty 2317.723102 = -7281.651430 nChanged 9 SP:Iteration 1F (22804.930000 sec): 3 clusters Score: Raw -9654.643461 + Penalty 2317.723102 = -7336.920359 nChanged 1 SP:Iteration 2Q (22805.110000 sec): 3 clusters Score: Raw -9661.195662 + Penalty 2317.723102 = -7343.472560 nChanged 0 SP:Iteration 3F (22805.290000 sec): 3 clusters Score: Raw -9661.195662 + Penalty 2317.723102 = -7343.472560 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 12 (4595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22805.430000 sec): 2 clusters Score: Raw -667277.041570 + Penalty 2091.315561 = -665185.726009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22805.630000 sec): 3 clusters Score: Raw -665095.002254 + Penalty 4182.631121 = -660912.371132 nChanged 1672 SP:Iteration 1F (22805.820000 sec): 3 clusters Score: Raw -666042.019267 + Penalty 4182.631121 = -661859.388146 nChanged 323 SP:Iteration 2F (22806.030000 sec): 3 clusters Score: Raw -666235.801411 + Penalty 4182.631121 = -662053.170290 nChanged 225 SP:Iteration 3Q (22806.260000 sec): 3 clusters Score: Raw -666378.483922 + Penalty 4182.631121 = -662195.852800 nChanged 182 SP:Iteration 4Q (22806.440000 sec): 3 clusters Score: Raw -666481.468516 + Penalty 4182.631121 = -662298.837394 nChanged 136 SP:Iteration 5Q (22806.610000 sec): 3 clusters Score: Raw -666554.186808 + Penalty 4182.631121 = -662371.555687 nChanged 129 SP:Iteration 6Q (22806.840000 sec): 3 clusters Score: Raw -666627.825770 + Penalty 4182.631121 = -662445.194649 nChanged 108 SP:Iteration 7Q (22807.050000 sec): 3 clusters Score: Raw -666688.671394 + Penalty 4182.631121 = -662506.040273 nChanged 97 SP:Iteration 8Q (22807.240000 sec): 3 clusters Score: Raw -666747.268777 + Penalty 4182.631121 = -662564.637656 nChanged 99 SP:Iteration 9Q (22807.460000 sec): 3 clusters Score: Raw -666803.146142 + Penalty 4182.631121 = -662620.515021 nChanged 96 SP:Iteration 10Q (22807.680000 sec): 3 clusters Score: Raw -666867.174558 + Penalty 4182.631121 = -662684.543437 nChanged 112 SP:Iteration 11Q (22807.890000 sec): 3 clusters Score: Raw -666949.055391 + Penalty 4182.631121 = -662766.424270 nChanged 127 SP:Iteration 12Q (22808.050000 sec): 3 clusters Score: Raw -667040.755828 + Penalty 4182.631121 = -662858.124706 nChanged 129 SP:Iteration 13Q (22808.230000 sec): 3 clusters Score: Raw -667154.869794 + Penalty 4182.631121 = -662972.238672 nChanged 150 SP:Iteration 14Q (22808.430000 sec): 3 clusters Score: Raw -667276.569961 + Penalty 4182.631121 = -663093.938839 nChanged 132 SP:Iteration 15Q (22808.610000 sec): 3 clusters Score: Raw -667393.319328 + Penalty 4182.631121 = -663210.688206 nChanged 120 SP:Iteration 16Q (22808.850000 sec): 3 clusters Score: Raw -667510.752370 + Penalty 4182.631121 = -663328.121249 nChanged 137 SP:Iteration 17Q (22809.030000 sec): 3 clusters Score: Raw -667632.134885 + Penalty 4182.631121 = -663449.503764 nChanged 129 SP:Iteration 18Q (22809.230000 sec): 3 clusters Score: Raw -667748.329120 + Penalty 4182.631121 = -663565.697999 nChanged 112 SP:Iteration 19Q (22809.430000 sec): 3 clusters Score: Raw -667842.890670 + Penalty 4182.631121 = -663660.259549 nChanged 101 SP:Iteration 20F (22809.650000 sec): 3 clusters Score: Raw -667927.608534 + Penalty 4182.631121 = -663744.977413 nChanged 89 SP:Iteration 21Q (22809.840000 sec): 3 clusters Score: Raw -667999.287710 + Penalty 4182.631121 = -663816.656589 nChanged 82 SP:Iteration 22Q (22810.000000 sec): 3 clusters Score: Raw -668065.881911 + Penalty 4182.631121 = -663883.250790 nChanged 69 SP:Iteration 23Q (22810.220000 sec): 3 clusters Score: Raw -668114.728777 + Penalty 4182.631121 = -663932.097656 nChanged 77 SP:Iteration 24Q (22810.420000 sec): 3 clusters Score: Raw -668166.199623 + Penalty 4182.631121 = -663983.568502 nChanged 47 SP:Iteration 25Q (22810.640000 sec): 3 clusters Score: Raw -668195.755805 + Penalty 4182.631121 = -664013.124683 nChanged 33 SP:Iteration 26Q (22810.860000 sec): 3 clusters Score: Raw -668211.251817 + Penalty 4182.631121 = -664028.620696 nChanged 25 SP:Iteration 27Q (22811.030000 sec): 3 clusters Score: Raw -668220.312743 + Penalty 4182.631121 = -664037.681622 nChanged 14 SP:Iteration 28Q (22811.200000 sec): 3 clusters Score: Raw -668225.582239 + Penalty 4182.631121 = -664042.951118 nChanged 14 SP:Iteration 29Q (22811.410000 sec): 3 clusters Score: Raw -668232.109852 + Penalty 4182.631121 = -664049.478730 nChanged 9 SP:Iteration 30Q (22811.580000 sec): 3 clusters Score: Raw -668236.298704 + Penalty 4182.631121 = -664053.667583 nChanged 8 SP:Iteration 31Q (22811.790000 sec): 3 clusters Score: Raw -668239.688097 + Penalty 4182.631121 = -664057.056976 nChanged 13 SP:Iteration 32Q (22811.980000 sec): 3 clusters Score: Raw -668244.404179 + Penalty 4182.631121 = -664061.773058 nChanged 6 SP:Iteration 33Q (22812.210000 sec): 3 clusters Score: Raw -668247.088922 + Penalty 4182.631121 = -664064.457801 nChanged 5 SP:Iteration 34Q (22812.370000 sec): 3 clusters Score: Raw -668248.957616 + Penalty 4182.631121 = -664066.326495 nChanged 4 SP:Iteration 35Q (22812.570000 sec): 3 clusters Score: Raw -668250.515178 + Penalty 4182.631121 = -664067.884056 nChanged 3 SP:Iteration 36Q (22812.740000 sec): 3 clusters Score: Raw -668251.529767 + Penalty 4182.631121 = -664068.898646 nChanged 2 SP:Iteration 37Q (22812.910000 sec): 3 clusters Score: Raw -668251.988119 + Penalty 4182.631121 = -664069.356997 nChanged 2 SP:Iteration 38Q (22813.110000 sec): 3 clusters Score: Raw -668252.736172 + Penalty 4182.631121 = -664070.105051 nChanged 2 SP:Iteration 39Q (22813.330000 sec): 3 clusters Score: Raw -668253.141487 + Penalty 4182.631121 = -664070.510366 nChanged 1 SP:Iteration 40F (22813.520000 sec): 3 clusters Score: Raw -668253.312803 + Penalty 4182.631121 = -664070.681682 nChanged 3 SP:Iteration 41Q (22813.710000 sec): 3 clusters Score: Raw -668254.403922 + Penalty 4182.631121 = -664071.772801 nChanged 7 SP:Iteration 42Q (22813.900000 sec): 3 clusters Score: Raw -668255.965724 + Penalty 4182.631121 = -664073.334603 nChanged 3 SP:Iteration 43Q (22814.060000 sec): 3 clusters Score: Raw -668256.921316 + Penalty 4182.631121 = -664074.290195 nChanged 3 SP:Iteration 44Q (22814.260000 sec): 3 clusters Score: Raw -668257.429807 + Penalty 4182.631121 = -664074.798686 nChanged 1 SP:Iteration 45Q (22814.470000 sec): 3 clusters Score: Raw -668258.002154 + Penalty 4182.631121 = -664075.371033 nChanged 3 SP:Iteration 46Q (22814.650000 sec): 3 clusters Score: Raw -668258.841383 + Penalty 4182.631121 = -664076.210262 nChanged 0 SP:Iteration 47F (22814.830000 sec): 3 clusters Score: Raw -668258.841383 + Penalty 4182.631121 = -664076.210262 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 13 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22814.930000 sec): 2 clusters Score: Raw -63811.521251 + Penalty 1486.502434 = -62325.018817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22815.090000 sec): 3 clusters Score: Raw -63955.350595 + Penalty 2973.004868 = -60982.345727 nChanged 87 SP:Iteration 1F (22815.270000 sec): 3 clusters Score: Raw -64222.406351 + Penalty 2973.004868 = -61249.401483 nChanged 30 SP:Iteration 2F (22815.480000 sec): 3 clusters Score: Raw -64351.106275 + Penalty 2973.004868 = -61378.101407 nChanged 21 SP:Iteration 3F (22815.650000 sec): 3 clusters Score: Raw -64484.989028 + Penalty 2973.004868 = -61511.984160 nChanged 13 SP:Iteration 4Q (22815.830000 sec): 3 clusters Score: Raw -64587.302868 + Penalty 2973.004868 = -61614.298000 nChanged 9 SP:Iteration 5Q (22815.970000 sec): 3 clusters Score: Raw -64623.645903 + Penalty 2973.004868 = -61650.641035 nChanged 6 SP:Iteration 6Q (22816.170000 sec): 3 clusters Score: Raw -64640.188597 + Penalty 2973.004868 = -61667.183729 nChanged 3 SP:Iteration 7Q (22816.340000 sec): 3 clusters Score: Raw -64653.513732 + Penalty 2973.004868 = -61680.508864 nChanged 3 SP:Iteration 8Q (22816.510000 sec): 3 clusters Score: Raw -64664.241813 + Penalty 2973.004868 = -61691.236945 nChanged 3 SP:Iteration 9Q (22816.700000 sec): 3 clusters Score: Raw -64683.472762 + Penalty 2973.004868 = -61710.467894 nChanged 2 SP:Iteration 10Q (22816.890000 sec): 3 clusters Score: Raw -64689.762449 + Penalty 2973.004868 = -61716.757581 nChanged 1 SP:Iteration 11Q (22817.080000 sec): 3 clusters Score: Raw -64692.835216 + Penalty 2973.004868 = -61719.830348 nChanged 1 SP:Iteration 12Q (22817.250000 sec): 3 clusters Score: Raw -64695.131448 + Penalty 2973.004868 = -61722.126580 nChanged 0 SP:Iteration 13F (22817.400000 sec): 3 clusters Score: Raw -64695.131448 + Penalty 2973.004868 = -61722.126580 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 14 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22817.460000 sec): 2 clusters Score: Raw -41849.974343 + Penalty 1418.637321 = -40431.337022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22817.670000 sec): 3 clusters Score: Raw -42020.572111 + Penalty 2837.274641 = -39183.297470 nChanged 45 SP:Iteration 1F (22817.860000 sec): 3 clusters Score: Raw -42146.119774 + Penalty 2837.274641 = -39308.845133 nChanged 7 SP:Iteration 2Q (22818.020000 sec): 3 clusters Score: Raw -42187.422314 + Penalty 2837.274641 = -39350.147673 nChanged 7 SP:Iteration 3Q (22818.190000 sec): 3 clusters Score: Raw -42218.278276 + Penalty 2837.274641 = -39381.003634 nChanged 3 SP:Iteration 4Q (22818.400000 sec): 3 clusters Score: Raw -42236.092969 + Penalty 2837.274641 = -39398.818328 nChanged 0 SP:Iteration 5F (22818.580000 sec): 3 clusters Score: Raw -42236.092969 + Penalty 2837.274641 = -39398.818328 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 15 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22818.640000 sec): 2 clusters Score: Raw -41226.113208 + Penalty 1410.369888 = -39815.743319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22818.810000 sec): 3 clusters Score: Raw -41423.078187 + Penalty 2820.739777 = -38602.338410 nChanged 42 SP:Iteration 1F (22819.000000 sec): 3 clusters Score: Raw -41594.899279 + Penalty 2820.739777 = -38774.159502 nChanged 8 SP:Iteration 2Q (22819.140000 sec): 3 clusters Score: Raw -41646.970249 + Penalty 2820.739777 = -38826.230472 nChanged 2 SP:Iteration 3Q (22819.330000 sec): 3 clusters Score: Raw -41661.114967 + Penalty 2820.739777 = -38840.375190 nChanged 0 SP:Iteration 4F (22819.490000 sec): 3 clusters Score: Raw -41661.114967 + Penalty 2820.739777 = -38840.375190 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 16 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22819.590000 sec): 2 clusters Score: Raw -13135.798408 + Penalty 1237.627282 = -11898.171126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22819.760000 sec): 3 clusters Score: Raw -13550.818476 + Penalty 2475.254563 = -11075.563913 nChanged 14 SP:Iteration 1F (22819.900000 sec): 3 clusters Score: Raw -13663.361479 + Penalty 2475.254563 = -11188.106916 nChanged 10 SP:Iteration 2F (22820.100000 sec): 3 clusters Score: Raw -13780.236137 + Penalty 2475.254563 = -11304.981574 nChanged 3 SP:Iteration 3Q (22820.260000 sec): 3 clusters Score: Raw -13840.429210 + Penalty 2475.254563 = -11365.174647 nChanged 0 SP:Iteration 4F (22820.440000 sec): 3 clusters Score: Raw -13840.429210 + Penalty 2475.254563 = -11365.174647 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 17 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22820.520000 sec): 2 clusters Score: Raw -10159.098412 + Penalty 1098.842566 = -9060.255846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22820.730000 sec): 3 clusters Score: Raw -10617.022801 + Penalty 2197.685132 = -8419.337669 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 18 (3983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22820.860000 sec): 2 clusters Score: Raw -606915.494336 + Penalty 2055.868065 = -604859.626271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22821.060000 sec): 3 clusters Score: Raw -605076.469208 + Penalty 4111.736129 = -600964.733079 nChanged 1502 SP:Iteration 1F (22821.330000 sec): 3 clusters Score: Raw -605961.190043 + Penalty 4111.736129 = -601849.453914 nChanged 333 SP:Iteration 2F (22821.580000 sec): 3 clusters Score: Raw -606239.446601 + Penalty 4111.736129 = -602127.710472 nChanged 236 SP:Iteration 3F (22821.800000 sec): 3 clusters Score: Raw -606461.645480 + Penalty 4111.736129 = -602349.909351 nChanged 211 SP:Iteration 4F (22822.000000 sec): 3 clusters Score: Raw -606627.872897 + Penalty 4111.736129 = -602516.136768 nChanged 198 SP:Iteration 5Q (22822.220000 sec): 3 clusters Score: Raw -606752.758597 + Penalty 4111.736129 = -602641.022468 nChanged 153 SP:Iteration 6Q (22822.450000 sec): 3 clusters Score: Raw -606861.773332 + Penalty 4111.736129 = -602750.037203 nChanged 151 SP:Iteration 7Q (22822.680000 sec): 3 clusters Score: Raw -606971.294677 + Penalty 4111.736129 = -602859.558547 nChanged 140 SP:Iteration 8Q (22822.880000 sec): 3 clusters Score: Raw -607082.759217 + Penalty 4111.736129 = -602971.023088 nChanged 132 SP:Iteration 9Q (22823.100000 sec): 3 clusters Score: Raw -607209.918474 + Penalty 4111.736129 = -603098.182345 nChanged 150 SP:Iteration 10Q (22823.360000 sec): 3 clusters Score: Raw -607354.312106 + Penalty 4111.736129 = -603242.575976 nChanged 137 SP:Iteration 11Q (22823.570000 sec): 3 clusters Score: Raw -607480.681532 + Penalty 4111.736129 = -603368.945402 nChanged 117 SP:Iteration 12Q (22823.760000 sec): 3 clusters Score: Raw -607570.200532 + Penalty 4111.736129 = -603458.464403 nChanged 103 SP:Iteration 13Q (22823.960000 sec): 3 clusters Score: Raw -607643.761615 + Penalty 4111.736129 = -603532.025485 nChanged 75 SP:Iteration 14Q (22824.160000 sec): 3 clusters Score: Raw -607687.235431 + Penalty 4111.736129 = -603575.499302 nChanged 43 SP:Iteration 15Q (22824.360000 sec): 3 clusters Score: Raw -607711.116228 + Penalty 4111.736129 = -603599.380099 nChanged 29 SP:Iteration 16Q (22824.570000 sec): 3 clusters Score: Raw -607726.041406 + Penalty 4111.736129 = -603614.305277 nChanged 14 SP:Iteration 17Q (22824.740000 sec): 3 clusters Score: Raw -607732.581845 + Penalty 4111.736129 = -603620.845715 nChanged 7 SP:Iteration 18Q (22824.950000 sec): 3 clusters Score: Raw -607735.003165 + Penalty 4111.736129 = -603623.267036 nChanged 4 SP:Iteration 19Q (22825.130000 sec): 3 clusters Score: Raw -607736.303382 + Penalty 4111.736129 = -603624.567252 nChanged 2 SP:Iteration 20F (22825.360000 sec): 3 clusters Score: Raw -607736.987022 + Penalty 4111.736129 = -603625.250892 nChanged 1 SP:Iteration 21Q (22825.540000 sec): 3 clusters Score: Raw -607737.209748 + Penalty 4111.736129 = -603625.473619 nChanged 1 SP:Iteration 22Q (22825.760000 sec): 3 clusters Score: Raw -607737.969085 + Penalty 4111.736129 = -603626.232955 nChanged 0 SP:Iteration 23F (22825.950000 sec): 3 clusters Score: Raw -607737.969085 + Penalty 4111.736129 = -603626.232955 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 19 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22826.010000 sec): 2 clusters Score: Raw -37519.636952 + Penalty 1396.540522 = -36123.096430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22826.220000 sec): 3 clusters Score: Raw -37677.830906 + Penalty 2793.081044 = -34884.749862 nChanged 30 SP:Iteration 1F (22826.400000 sec): 3 clusters Score: Raw -37777.018712 + Penalty 2793.081044 = -34983.937668 nChanged 7 SP:Iteration 2Q (22826.570000 sec): 3 clusters Score: Raw -37806.659276 + Penalty 2793.081044 = -35013.578232 nChanged 1 SP:Iteration 3Q (22826.720000 sec): 3 clusters Score: Raw -37809.181774 + Penalty 2793.081044 = -35016.100730 nChanged 0 SP:Iteration 4F (22826.910000 sec): 3 clusters Score: Raw -37809.181774 + Penalty 2793.081044 = -35016.100730 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 20 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22827.000000 sec): 2 clusters Score: Raw -43537.732142 + Penalty 1406.984170 = -42130.747972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22827.180000 sec): 3 clusters Score: Raw -43660.509781 + Penalty 2813.968341 = -40846.541440 nChanged 33 SP:Iteration 1F (22827.400000 sec): 3 clusters Score: Raw -43772.968412 + Penalty 2813.968341 = -40959.000071 nChanged 7 SP:Iteration 2Q (22827.590000 sec): 3 clusters Score: Raw -43798.591408 + Penalty 2813.968341 = -40984.623068 nChanged 6 SP:Iteration 3Q (22827.780000 sec): 3 clusters Score: Raw -43821.458744 + Penalty 2813.968341 = -41007.490404 nChanged 2 SP:Iteration 4Q (22827.950000 sec): 3 clusters Score: Raw -43831.960918 + Penalty 2813.968341 = -41017.992577 nChanged 2 SP:Iteration 5Q (22828.120000 sec): 3 clusters Score: Raw -43838.814744 + Penalty 2813.968341 = -41024.846403 nChanged 0 SP:Iteration 6F (22828.310000 sec): 3 clusters Score: Raw -43838.814744 + Penalty 2813.968341 = -41024.846403 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 21 (6506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22828.420000 sec): 2 clusters Score: Raw -981762.340870 + Penalty 2177.559067 = -979584.781804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22828.680000 sec): 3 clusters Score: Raw -978462.590849 + Penalty 4355.118133 = -974107.472716 nChanged 2582 SP:Iteration 1F (22828.900000 sec): 3 clusters Score: Raw -979852.024457 + Penalty 4355.118133 = -975496.906324 nChanged 451 SP:Iteration 2F (22829.060000 sec): 3 clusters Score: Raw -980071.722433 + Penalty 4355.118133 = -975716.604300 nChanged 300 SP:Iteration 3Q (22829.270000 sec): 3 clusters Score: Raw -980201.206778 + Penalty 4355.118133 = -975846.088645 nChanged 222 SP:Iteration 4Q (22829.540000 sec): 3 clusters Score: Raw -980294.190471 + Penalty 4355.118133 = -975939.072338 nChanged 182 SP:Iteration 5Q (22829.720000 sec): 3 clusters Score: Raw -980361.541286 + Penalty 4355.118133 = -976006.423153 nChanged 148 SP:Iteration 6Q (22829.980000 sec): 3 clusters Score: Raw -980413.070240 + Penalty 4355.118133 = -976057.952107 nChanged 124 SP:Iteration 7Q (22830.170000 sec): 3 clusters Score: Raw -980456.935876 + Penalty 4355.118133 = -976101.817743 nChanged 107 SP:Iteration 8Q (22830.380000 sec): 3 clusters Score: Raw -980492.456729 + Penalty 4355.118133 = -976137.338595 nChanged 82 SP:Iteration 9Q (22830.610000 sec): 3 clusters Score: Raw -980521.046105 + Penalty 4355.118133 = -976165.927972 nChanged 78 SP:Iteration 10Q (22830.850000 sec): 3 clusters Score: Raw -980543.036441 + Penalty 4355.118133 = -976187.918308 nChanged 67 SP:Iteration 11Q (22831.070000 sec): 3 clusters Score: Raw -980563.657243 + Penalty 4355.118133 = -976208.539110 nChanged 75 SP:Iteration 12Q (22831.310000 sec): 3 clusters Score: Raw -980587.984343 + Penalty 4355.118133 = -976232.866209 nChanged 75 SP:Iteration 13Q (22831.560000 sec): 3 clusters Score: Raw -980612.712198 + Penalty 4355.118133 = -976257.594064 nChanged 87 SP:Iteration 14Q (22831.780000 sec): 3 clusters Score: Raw -980640.164665 + Penalty 4355.118133 = -976285.046532 nChanged 93 SP:Iteration 15Q (22831.970000 sec): 3 clusters Score: Raw -980672.662970 + Penalty 4355.118133 = -976317.544837 nChanged 95 SP:Iteration 16Q (22832.200000 sec): 3 clusters Score: Raw -980710.893127 + Penalty 4355.118133 = -976355.774994 nChanged 114 SP:Iteration 17Q (22832.450000 sec): 3 clusters Score: Raw -980760.751486 + Penalty 4355.118133 = -976405.633353 nChanged 139 SP:Iteration 18Q (22832.680000 sec): 3 clusters Score: Raw -980834.602355 + Penalty 4355.118133 = -976479.484222 nChanged 168 SP:Iteration 19Q (22832.910000 sec): 3 clusters Score: Raw -980925.981935 + Penalty 4355.118133 = -976570.863802 nChanged 180 SP:Iteration 20F (22833.120000 sec): 3 clusters Score: Raw -981031.673339 + Penalty 4355.118133 = -976676.555206 nChanged 174 SP:Iteration 21Q (22833.310000 sec): 3 clusters Score: Raw -981141.435576 + Penalty 4355.118133 = -976786.317443 nChanged 180 SP:Iteration 22Q (22833.510000 sec): 3 clusters Score: Raw -981252.789786 + Penalty 4355.118133 = -976897.671653 nChanged 181 SP:Iteration 23Q (22833.760000 sec): 3 clusters Score: Raw -981368.608905 + Penalty 4355.118133 = -977013.490772 nChanged 165 SP:Iteration 24Q (22833.950000 sec): 3 clusters Score: Raw -981471.500201 + Penalty 4355.118133 = -977116.382068 nChanged 130 SP:Iteration 25Q (22834.190000 sec): 3 clusters Score: Raw -981548.254867 + Penalty 4355.118133 = -977193.136734 nChanged 125 SP:Iteration 26Q (22834.370000 sec): 3 clusters Score: Raw -981633.840719 + Penalty 4355.118133 = -977278.722586 nChanged 118 SP:Iteration 27Q (22834.590000 sec): 3 clusters Score: Raw -981725.674040 + Penalty 4355.118133 = -977370.555907 nChanged 87 SP:Iteration 28Q (22834.790000 sec): 3 clusters Score: Raw -981792.168904 + Penalty 4355.118133 = -977437.050771 nChanged 80 SP:Iteration 29Q (22835.010000 sec): 3 clusters Score: Raw -981860.489553 + Penalty 4355.118133 = -977505.371420 nChanged 63 SP:Iteration 30Q (22835.210000 sec): 3 clusters Score: Raw -981911.086838 + Penalty 4355.118133 = -977555.968705 nChanged 49 SP:Iteration 31Q (22835.460000 sec): 3 clusters Score: Raw -981952.983253 + Penalty 4355.118133 = -977597.865120 nChanged 49 SP:Iteration 32Q (22835.650000 sec): 3 clusters Score: Raw -982002.522423 + Penalty 4355.118133 = -977647.404289 nChanged 34 SP:Iteration 33Q (22835.860000 sec): 3 clusters Score: Raw -982041.079299 + Penalty 4355.118133 = -977685.961166 nChanged 19 SP:Iteration 34Q (22836.070000 sec): 3 clusters Score: Raw -982060.074394 + Penalty 4355.118133 = -977704.956261 nChanged 13 SP:Iteration 35Q (22836.290000 sec): 3 clusters Score: Raw -982071.643018 + Penalty 4355.118133 = -977716.524885 nChanged 13 SP:Iteration 36Q (22836.500000 sec): 3 clusters Score: Raw -982084.471547 + Penalty 4355.118133 = -977729.353414 nChanged 6 SP:Iteration 37Q (22836.730000 sec): 3 clusters Score: Raw -982088.370501 + Penalty 4355.118133 = -977733.252368 nChanged 3 SP:Iteration 38Q (22836.910000 sec): 3 clusters Score: Raw -982092.019037 + Penalty 4355.118133 = -977736.900904 nChanged 3 SP:Iteration 39Q (22837.130000 sec): 3 clusters Score: Raw -982095.544708 + Penalty 4355.118133 = -977740.426575 nChanged 3 SP:Iteration 40F (22837.370000 sec): 3 clusters Score: Raw -982098.074075 + Penalty 4355.118133 = -977742.955942 nChanged 1 SP:Iteration 41Q (22837.610000 sec): 3 clusters Score: Raw -982098.270816 + Penalty 4355.118133 = -977743.152683 nChanged 0 SP:Iteration 42F (22837.780000 sec): 3 clusters Score: Raw -982098.270816 + Penalty 4355.118133 = -977743.152683 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 22 (2432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22837.930000 sec): 2 clusters Score: Raw -371769.546785 + Penalty 1933.524372 = -369836.022412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22838.170000 sec): 3 clusters Score: Raw -370779.561548 + Penalty 3867.048745 = -366912.512804 nChanged 835 SP:Iteration 1F (22838.370000 sec): 3 clusters Score: Raw -371351.056381 + Penalty 3867.048745 = -367484.007636 nChanged 177 SP:Iteration 2F (22838.560000 sec): 3 clusters Score: Raw -371510.025396 + Penalty 3867.048745 = -367642.976652 nChanged 130 SP:Iteration 3F (22838.750000 sec): 3 clusters Score: Raw -371641.442092 + Penalty 3867.048745 = -367774.393347 nChanged 123 SP:Iteration 4F (22838.930000 sec): 3 clusters Score: Raw -371757.517258 + Penalty 3867.048745 = -367890.468513 nChanged 85 SP:Iteration 5Q (22839.130000 sec): 3 clusters Score: Raw -371831.264807 + Penalty 3867.048745 = -367964.216063 nChanged 63 SP:Iteration 6Q (22839.320000 sec): 3 clusters Score: Raw -371876.509621 + Penalty 3867.048745 = -368009.460876 nChanged 55 SP:Iteration 7Q (22839.450000 sec): 3 clusters Score: Raw -371919.244832 + Penalty 3867.048745 = -368052.196087 nChanged 46 SP:Iteration 8Q (22839.660000 sec): 3 clusters Score: Raw -371948.867584 + Penalty 3867.048745 = -368081.818840 nChanged 43 SP:Iteration 9Q (22839.840000 sec): 3 clusters Score: Raw -371983.774162 + Penalty 3867.048745 = -368116.725417 nChanged 40 SP:Iteration 10Q (22839.970000 sec): 3 clusters Score: Raw -372013.482652 + Penalty 3867.048745 = -368146.433907 nChanged 33 SP:Iteration 11Q (22840.150000 sec): 3 clusters Score: Raw -372034.557327 + Penalty 3867.048745 = -368167.508582 nChanged 22 SP:Iteration 12Q (22840.360000 sec): 3 clusters Score: Raw -372047.229699 + Penalty 3867.048745 = -368180.180955 nChanged 14 SP:Iteration 13Q (22840.520000 sec): 3 clusters Score: Raw -372057.988412 + Penalty 3867.048745 = -368190.939668 nChanged 14 SP:Iteration 14Q (22840.710000 sec): 3 clusters Score: Raw -372067.537913 + Penalty 3867.048745 = -368200.489168 nChanged 17 SP:Iteration 15Q (22840.880000 sec): 3 clusters Score: Raw -372078.552817 + Penalty 3867.048745 = -368211.504073 nChanged 17 SP:Iteration 16Q (22841.070000 sec): 3 clusters Score: Raw -372088.696492 + Penalty 3867.048745 = -368221.647747 nChanged 9 SP:Iteration 17Q (22841.250000 sec): 3 clusters Score: Raw -372094.540588 + Penalty 3867.048745 = -368227.491844 nChanged 14 SP:Iteration 18Q (22841.420000 sec): 3 clusters Score: Raw -372102.609171 + Penalty 3867.048745 = -368235.560427 nChanged 15 SP:Iteration 19Q (22841.580000 sec): 3 clusters Score: Raw -372113.658738 + Penalty 3867.048745 = -368246.609993 nChanged 15 SP:Iteration 20F (22841.760000 sec): 3 clusters Score: Raw -372122.219660 + Penalty 3867.048745 = -368255.170916 nChanged 11 SP:Iteration 21Q (22842.010000 sec): 3 clusters Score: Raw -372129.658817 + Penalty 3867.048745 = -368262.610073 nChanged 7 SP:Iteration 22Q (22842.190000 sec): 3 clusters Score: Raw -372136.133205 + Penalty 3867.048745 = -368269.084460 nChanged 14 SP:Iteration 23Q (22842.400000 sec): 3 clusters Score: Raw -372144.554407 + Penalty 3867.048745 = -368277.505662 nChanged 9 SP:Iteration 24Q (22842.610000 sec): 3 clusters Score: Raw -372150.118333 + Penalty 3867.048745 = -368283.069588 nChanged 10 SP:Iteration 25Q (22842.810000 sec): 3 clusters Score: Raw -372156.471770 + Penalty 3867.048745 = -368289.423025 nChanged 12 SP:Iteration 26Q (22843.020000 sec): 3 clusters Score: Raw -372164.907134 + Penalty 3867.048745 = -368297.858390 nChanged 14 SP:Iteration 27Q (22843.210000 sec): 3 clusters Score: Raw -372176.437328 + Penalty 3867.048745 = -368309.388584 nChanged 15 SP:Iteration 28Q (22843.380000 sec): 3 clusters Score: Raw -372186.718620 + Penalty 3867.048745 = -368319.669876 nChanged 13 SP:Iteration 29Q (22843.590000 sec): 3 clusters Score: Raw -372197.823173 + Penalty 3867.048745 = -368330.774429 nChanged 11 SP:Iteration 30Q (22843.790000 sec): 3 clusters Score: Raw -372205.494254 + Penalty 3867.048745 = -368338.445510 nChanged 8 SP:Iteration 31Q (22844.030000 sec): 3 clusters Score: Raw -372210.569791 + Penalty 3867.048745 = -368343.521046 nChanged 11 SP:Iteration 32Q (22844.190000 sec): 3 clusters Score: Raw -372218.200776 + Penalty 3867.048745 = -368351.152031 nChanged 9 SP:Iteration 33Q (22844.400000 sec): 3 clusters Score: Raw -372223.783193 + Penalty 3867.048745 = -368356.734448 nChanged 10 SP:Iteration 34Q (22844.560000 sec): 3 clusters Score: Raw -372230.699392 + Penalty 3867.048745 = -368363.650647 nChanged 7 SP:Iteration 35Q (22844.750000 sec): 3 clusters Score: Raw -372237.118925 + Penalty 3867.048745 = -368370.070180 nChanged 6 SP:Iteration 36Q (22844.930000 sec): 3 clusters Score: Raw -372241.178971 + Penalty 3867.048745 = -368374.130226 nChanged 2 SP:Iteration 37Q (22845.130000 sec): 3 clusters Score: Raw -372241.781404 + Penalty 3867.048745 = -368374.732659 nChanged 3 SP:Iteration 38Q (22845.310000 sec): 3 clusters Score: Raw -372243.064357 + Penalty 3867.048745 = -368376.015613 nChanged 2 SP:Iteration 39Q (22845.490000 sec): 3 clusters Score: Raw -372244.326305 + Penalty 3867.048745 = -368377.277561 nChanged 3 SP:Iteration 40F (22845.690000 sec): 3 clusters Score: Raw -372245.841344 + Penalty 3867.048745 = -368378.792600 nChanged 1 SP:Iteration 41Q (22845.860000 sec): 3 clusters Score: Raw -372246.367983 + Penalty 3867.048745 = -368379.319239 nChanged 1 SP:Iteration 42Q (22846.090000 sec): 3 clusters Score: Raw -372246.972854 + Penalty 3867.048745 = -368379.924109 nChanged 1 SP:Iteration 43Q (22846.270000 sec): 3 clusters Score: Raw -372247.612824 + Penalty 3867.048745 = -368380.564079 nChanged 2 SP:Iteration 44Q (22846.430000 sec): 3 clusters Score: Raw -372251.320409 + Penalty 3867.048745 = -368384.271664 nChanged 0 SP:Iteration 45F (22846.630000 sec): 3 clusters Score: Raw -372251.320409 + Penalty 3867.048745 = -368384.271664 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 23 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22846.700000 sec): 2 clusters Score: Raw -15804.561611 + Penalty 1232.513698 = -14572.047912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22846.870000 sec): 3 clusters Score: Raw -16130.617294 + Penalty 2465.027397 = -13665.589897 nChanged 20 SP:Iteration 1F (22847.060000 sec): 3 clusters Score: Raw -16284.974096 + Penalty 2465.027397 = -13819.946700 nChanged 6 SP:Iteration 2Q (22847.240000 sec): 3 clusters Score: Raw -16339.105586 + Penalty 2465.027397 = -13874.078189 nChanged 1 SP:Iteration 3Q (22847.440000 sec): 3 clusters Score: Raw -16341.258354 + Penalty 2465.027397 = -13876.230958 nChanged 0 SP:Iteration 4F (22847.620000 sec): 3 clusters Score: Raw -16341.258354 + Penalty 2465.027397 = -13876.230958 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 24 (2274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22847.740000 sec): 2 clusters Score: Raw -317756.678815 + Penalty 1916.865327 = -315839.813488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22847.960000 sec): 3 clusters Score: Raw -316928.638801 + Penalty 3833.730654 = -313094.908146 nChanged 736 SP:Iteration 1F (22848.190000 sec): 3 clusters Score: Raw -317508.262690 + Penalty 3833.730654 = -313674.532036 nChanged 176 SP:Iteration 2F (22848.360000 sec): 3 clusters Score: Raw -317704.256729 + Penalty 3833.730654 = -313870.526074 nChanged 130 SP:Iteration 3F (22848.550000 sec): 3 clusters Score: Raw -317859.961058 + Penalty 3833.730654 = -314026.230404 nChanged 104 SP:Iteration 4Q (22848.740000 sec): 3 clusters Score: Raw -318010.530437 + Penalty 3833.730654 = -314176.799782 nChanged 116 SP:Iteration 5F (22848.970000 sec): 3 clusters Score: Raw -318137.232364 + Penalty 3833.730654 = -314303.501710 nChanged 94 SP:Iteration 6Q (22849.150000 sec): 3 clusters Score: Raw -318237.182007 + Penalty 3833.730654 = -314403.451352 nChanged 85 SP:Iteration 7Q (22849.330000 sec): 3 clusters Score: Raw -318343.205776 + Penalty 3833.730654 = -314509.475122 nChanged 93 SP:Iteration 8Q (22849.490000 sec): 3 clusters Score: Raw -318450.832102 + Penalty 3833.730654 = -314617.101448 nChanged 69 SP:Iteration 9Q (22849.690000 sec): 3 clusters Score: Raw -318527.548502 + Penalty 3833.730654 = -314693.817848 nChanged 59 SP:Iteration 10Q (22849.890000 sec): 3 clusters Score: Raw -318583.153278 + Penalty 3833.730654 = -314749.422623 nChanged 43 SP:Iteration 11Q (22850.100000 sec): 3 clusters Score: Raw -318626.180988 + Penalty 3833.730654 = -314792.450333 nChanged 34 SP:Iteration 12Q (22850.350000 sec): 3 clusters Score: Raw -318663.262753 + Penalty 3833.730654 = -314829.532099 nChanged 32 SP:Iteration 13Q (22850.550000 sec): 3 clusters Score: Raw -318699.441124 + Penalty 3833.730654 = -314865.710470 nChanged 22 SP:Iteration 14Q (22850.740000 sec): 3 clusters Score: Raw -318717.705749 + Penalty 3833.730654 = -314883.975094 nChanged 9 SP:Iteration 15Q (22850.990000 sec): 3 clusters Score: Raw -318727.881418 + Penalty 3833.730654 = -314894.150764 nChanged 14 SP:Iteration 16Q (22851.230000 sec): 3 clusters Score: Raw -318743.916362 + Penalty 3833.730654 = -314910.185707 nChanged 10 SP:Iteration 17Q (22851.400000 sec): 3 clusters Score: Raw -318753.632550 + Penalty 3833.730654 = -314919.901895 nChanged 6 SP:Iteration 18Q (22851.620000 sec): 3 clusters Score: Raw -318757.871027 + Penalty 3833.730654 = -314924.140373 nChanged 2 SP:Iteration 19Q (22851.850000 sec): 3 clusters Score: Raw -318759.243664 + Penalty 3833.730654 = -314925.513010 nChanged 2 SP:Iteration 20F (22852.070000 sec): 3 clusters Score: Raw -318760.535715 + Penalty 3833.730654 = -314926.805060 nChanged 1 SP:Iteration 21Q (22852.270000 sec): 3 clusters Score: Raw -318761.679458 + Penalty 3833.730654 = -314927.948804 nChanged 1 SP:Iteration 22Q (22852.430000 sec): 3 clusters Score: Raw -318762.404499 + Penalty 3833.730654 = -314928.673845 nChanged 1 SP:Iteration 23Q (22852.650000 sec): 3 clusters Score: Raw -318762.741616 + Penalty 3833.730654 = -314929.010962 nChanged 1 SP:Iteration 24Q (22852.860000 sec): 3 clusters Score: Raw -318762.967218 + Penalty 3833.730654 = -314929.236563 nChanged 0 SP:Iteration 25F (22853.010000 sec): 3 clusters Score: Raw -318762.967218 + Penalty 3833.730654 = -314929.236563 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 25 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22853.160000 sec): 2 clusters Score: Raw -17213.070910 + Penalty 1227.292453 = -15985.778457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22853.370000 sec): 3 clusters Score: Raw -17845.739895 + Penalty 2454.584906 = -15391.154989 nChanged 5 SP:Iteration 1Q (22853.570000 sec): 3 clusters Score: Raw -17921.503285 + Penalty 2454.584906 = -15466.918379 nChanged 0 SP:Iteration 2F (22853.820000 sec): 3 clusters Score: Raw -17921.503285 + Penalty 2454.584906 = -15466.918379 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 26 (14856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22853.990000 sec): 2 clusters Score: Raw -2222102.627138 + Penalty 2382.327458 = -2219720.299681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22854.260000 sec): 3 clusters Score: Raw -2213604.183950 + Penalty 4764.654915 = -2208839.529034 nChanged 6442 SP:Iteration 1F (22854.570000 sec): 3 clusters Score: Raw -2216998.522947 + Penalty 4764.654915 = -2212233.868032 nChanged 849 SP:Iteration 2F (22854.830000 sec): 3 clusters Score: Raw -2217348.655174 + Penalty 4764.654915 = -2212584.000259 nChanged 723 SP:Iteration 3Q (22855.060000 sec): 3 clusters Score: Raw -2217645.807267 + Penalty 4764.654915 = -2212881.152352 nChanged 657 SP:Iteration 4Q (22855.310000 sec): 3 clusters Score: Raw -2217947.922417 + Penalty 4764.654915 = -2213183.267502 nChanged 639 SP:Iteration 5Q (22855.550000 sec): 3 clusters Score: Raw -2218267.366616 + Penalty 4764.654915 = -2213502.711701 nChanged 668 SP:Iteration 6Q (22855.840000 sec): 3 clusters Score: Raw -2218640.929890 + Penalty 4764.654915 = -2213876.274974 nChanged 686 SP:Iteration 7Q (22856.110000 sec): 3 clusters Score: Raw -2219031.306722 + Penalty 4764.654915 = -2214266.651807 nChanged 680 SP:Iteration 8Q (22856.370000 sec): 3 clusters Score: Raw -2219452.466818 + Penalty 4764.654915 = -2214687.811903 nChanged 707 SP:Iteration 9Q (22856.630000 sec): 3 clusters Score: Raw -2219936.259398 + Penalty 4764.654915 = -2215171.604483 nChanged 687 SP:Iteration 10Q (22856.900000 sec): 3 clusters Score: Raw -2220466.815061 + Penalty 4764.654915 = -2215702.160146 nChanged 631 SP:Iteration 11Q (22857.180000 sec): 3 clusters Score: Raw -2220959.429783 + Penalty 4764.654915 = -2216194.774868 nChanged 501 SP:Iteration 12Q (22857.450000 sec): 3 clusters Score: Raw -2221350.524183 + Penalty 4764.654915 = -2216585.869268 nChanged 394 SP:Iteration 13Q (22857.690000 sec): 3 clusters Score: Raw -2221652.557919 + Penalty 4764.654915 = -2216887.903004 nChanged 307 SP:Iteration 14Q (22857.930000 sec): 3 clusters Score: Raw -2221881.191087 + Penalty 4764.654915 = -2217116.536171 nChanged 228 SP:Iteration 15Q (22858.190000 sec): 3 clusters Score: Raw -2222048.976168 + Penalty 4764.654915 = -2217284.321253 nChanged 174 SP:Iteration 16Q (22858.470000 sec): 3 clusters Score: Raw -2222163.248063 + Penalty 4764.654915 = -2217398.593148 nChanged 137 SP:Iteration 17Q (22858.680000 sec): 3 clusters Score: Raw -2222243.484023 + Penalty 4764.654915 = -2217478.829108 nChanged 93 SP:Iteration 18Q (22858.910000 sec): 3 clusters Score: Raw -2222296.973919 + Penalty 4764.654915 = -2217532.319004 nChanged 79 SP:Iteration 19Q (22859.160000 sec): 3 clusters Score: Raw -2222332.102402 + Penalty 4764.654915 = -2217567.447487 nChanged 58 SP:Iteration 20F (22859.440000 sec): 3 clusters Score: Raw -2222357.984543 + Penalty 4764.654915 = -2217593.329628 nChanged 47 SP:Iteration 21Q (22859.650000 sec): 3 clusters Score: Raw -2222379.358342 + Penalty 4764.654915 = -2217614.703427 nChanged 33 SP:Iteration 22Q (22859.920000 sec): 3 clusters Score: Raw -2222391.693239 + Penalty 4764.654915 = -2217627.038324 nChanged 22 SP:Iteration 23Q (22860.170000 sec): 3 clusters Score: Raw -2222398.969952 + Penalty 4764.654915 = -2217634.315036 nChanged 23 SP:Iteration 24Q (22860.370000 sec): 3 clusters Score: Raw -2222406.963491 + Penalty 4764.654915 = -2217642.308576 nChanged 16 SP:Iteration 25Q (22860.660000 sec): 3 clusters Score: Raw -2222413.121217 + Penalty 4764.654915 = -2217648.466302 nChanged 13 SP:Iteration 26Q (22860.850000 sec): 3 clusters Score: Raw -2222418.065737 + Penalty 4764.654915 = -2217653.410822 nChanged 18 SP:Iteration 27Q (22861.120000 sec): 3 clusters Score: Raw -2222425.441186 + Penalty 4764.654915 = -2217660.786271 nChanged 10 SP:Iteration 28Q (22861.350000 sec): 3 clusters Score: Raw -2222429.473438 + Penalty 4764.654915 = -2217664.818523 nChanged 11 SP:Iteration 29Q (22861.580000 sec): 3 clusters Score: Raw -2222432.768871 + Penalty 4764.654915 = -2217668.113955 nChanged 16 SP:Iteration 30Q (22861.840000 sec): 3 clusters Score: Raw -2222440.092888 + Penalty 4764.654915 = -2217675.437973 nChanged 19 SP:Iteration 31Q (22862.090000 sec): 3 clusters Score: Raw -2222447.184710 + Penalty 4764.654915 = -2217682.529795 nChanged 14 SP:Iteration 32Q (22862.340000 sec): 3 clusters Score: Raw -2222453.344994 + Penalty 4764.654915 = -2217688.690079 nChanged 9 SP:Iteration 33Q (22862.620000 sec): 3 clusters Score: Raw -2222456.257803 + Penalty 4764.654915 = -2217691.602888 nChanged 10 SP:Iteration 34Q (22862.870000 sec): 3 clusters Score: Raw -2222459.879594 + Penalty 4764.654915 = -2217695.224679 nChanged 12 SP:Iteration 35Q (22863.120000 sec): 3 clusters Score: Raw -2222464.937865 + Penalty 4764.654915 = -2217700.282950 nChanged 9 SP:Iteration 36Q (22863.380000 sec): 3 clusters Score: Raw -2222467.412566 + Penalty 4764.654915 = -2217702.757651 nChanged 8 SP:Iteration 37Q (22863.600000 sec): 3 clusters Score: Raw -2222469.997214 + Penalty 4764.654915 = -2217705.342299 nChanged 6 SP:Iteration 38Q (22863.890000 sec): 3 clusters Score: Raw -2222471.360736 + Penalty 4764.654915 = -2217706.705821 nChanged 5 SP:Iteration 39Q (22864.140000 sec): 3 clusters Score: Raw -2222472.105034 + Penalty 4764.654915 = -2217707.450119 nChanged 2 SP:Iteration 40F (22864.380000 sec): 3 clusters Score: Raw -2222472.534037 + Penalty 4764.654915 = -2217707.879122 nChanged 1 SP:Iteration 41Q (22864.640000 sec): 3 clusters Score: Raw -2222472.653448 + Penalty 4764.654915 = -2217707.998533 nChanged 0 SP:Iteration 42F (22864.870000 sec): 3 clusters Score: Raw -2222472.653448 + Penalty 4764.654915 = -2217707.998533 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 27 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22865.000000 sec): 2 clusters Score: Raw -117530.428245 + Penalty 1656.540598 = -115873.887647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22865.170000 sec): 3 clusters Score: Raw -117370.768975 + Penalty 3313.081196 = -114057.687779 nChanged 206 SP:Iteration 1F (22865.370000 sec): 3 clusters Score: Raw -117645.359031 + Penalty 3313.081196 = -114332.277834 nChanged 60 SP:Iteration 2F (22865.540000 sec): 3 clusters Score: Raw -117732.685004 + Penalty 3313.081196 = -114419.603807 nChanged 30 SP:Iteration 3Q (22865.740000 sec): 3 clusters Score: Raw -117786.399577 + Penalty 3313.081196 = -114473.318381 nChanged 12 SP:Iteration 4Q (22865.890000 sec): 3 clusters Score: Raw -117805.592842 + Penalty 3313.081196 = -114492.511646 nChanged 7 SP:Iteration 5Q (22866.080000 sec): 3 clusters Score: Raw -117815.604057 + Penalty 3313.081196 = -114502.522861 nChanged 2 SP:Iteration 6Q (22866.230000 sec): 3 clusters Score: Raw -117818.564543 + Penalty 3313.081196 = -114505.483347 nChanged 3 SP:Iteration 7Q (22866.410000 sec): 3 clusters Score: Raw -117820.706334 + Penalty 3313.081196 = -114507.625138 nChanged 1 SP:Iteration 8Q (22866.560000 sec): 3 clusters Score: Raw -117822.546773 + Penalty 3313.081196 = -114509.465577 nChanged 0 SP:Iteration 9F (22866.740000 sec): 3 clusters Score: Raw -117822.546773 + Penalty 3313.081196 = -114509.465577 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 28 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22866.860000 sec): 2 clusters Score: Raw -76175.975225 + Penalty 1553.794701 = -74622.180524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22866.950000 sec): 3 clusters Score: Raw -76183.686726 + Penalty 3107.589402 = -73076.097325 nChanged 101 SP:Iteration 1F (22867.140000 sec): 3 clusters Score: Raw -76385.140489 + Penalty 3107.589402 = -73277.551088 nChanged 26 SP:Iteration 2Q (22867.350000 sec): 3 clusters Score: Raw -76474.229546 + Penalty 3107.589402 = -73366.640144 nChanged 19 SP:Iteration 3Q (22867.540000 sec): 3 clusters Score: Raw -76530.715610 + Penalty 3107.589402 = -73423.126209 nChanged 16 SP:Iteration 4Q (22867.720000 sec): 3 clusters Score: Raw -76585.188844 + Penalty 3107.589402 = -73477.599443 nChanged 7 SP:Iteration 5Q (22867.870000 sec): 3 clusters Score: Raw -76613.143094 + Penalty 3107.589402 = -73505.553693 nChanged 4 SP:Iteration 6Q (22868.030000 sec): 3 clusters Score: Raw -76626.616637 + Penalty 3107.589402 = -73519.027236 nChanged 3 SP:Iteration 7Q (22868.210000 sec): 3 clusters Score: Raw -76632.355353 + Penalty 3107.589402 = -73524.765952 nChanged 2 SP:Iteration 8Q (22868.390000 sec): 3 clusters Score: Raw -76639.281958 + Penalty 3107.589402 = -73531.692556 nChanged 3 SP:Iteration 9Q (22868.620000 sec): 3 clusters Score: Raw -76644.755023 + Penalty 3107.589402 = -73537.165622 nChanged 2 SP:Iteration 10Q (22868.770000 sec): 3 clusters Score: Raw -76649.401962 + Penalty 3107.589402 = -73541.812560 nChanged 1 SP:Iteration 11Q (22868.920000 sec): 3 clusters Score: Raw -76650.640481 + Penalty 3107.589402 = -73543.051079 nChanged 0 SP:Iteration 12F (22869.120000 sec): 3 clusters Score: Raw -76650.640481 + Penalty 3107.589402 = -73543.051079 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 29 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22869.180000 sec): 2 clusters Score: Raw -39909.394216 + Penalty 1406.130469 = -38503.263747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22869.360000 sec): 3 clusters Score: Raw -40030.478168 + Penalty 2812.260938 = -37218.217230 nChanged 38 SP:Iteration 1F (22869.590000 sec): 3 clusters Score: Raw -40205.987717 + Penalty 2812.260938 = -37393.726779 nChanged 13 SP:Iteration 2Q (22869.780000 sec): 3 clusters Score: Raw -40268.802661 + Penalty 2812.260938 = -37456.541723 nChanged 6 SP:Iteration 3Q (22869.990000 sec): 3 clusters Score: Raw -40338.315399 + Penalty 2812.260938 = -37526.054462 nChanged 4 SP:Iteration 4Q (22870.150000 sec): 3 clusters Score: Raw -40382.002170 + Penalty 2812.260938 = -37569.741232 nChanged 7 SP:Iteration 5Q (22870.320000 sec): 3 clusters Score: Raw -40414.124262 + Penalty 2812.260938 = -37601.863324 nChanged 6 SP:Iteration 6Q (22870.520000 sec): 3 clusters Score: Raw -40443.289002 + Penalty 2812.260938 = -37631.028064 nChanged 4 SP:Iteration 7Q (22870.690000 sec): 3 clusters Score: Raw -40465.058795 + Penalty 2812.260938 = -37652.797857 nChanged 2 SP:Iteration 8Q (22870.910000 sec): 3 clusters Score: Raw -40474.002691 + Penalty 2812.260938 = -37661.741753 nChanged 3 SP:Iteration 9Q (22871.070000 sec): 3 clusters Score: Raw -40484.034081 + Penalty 2812.260938 = -37671.773143 nChanged 1 SP:Iteration 10Q (22871.290000 sec): 3 clusters Score: Raw -40486.180627 + Penalty 2812.260938 = -37673.919689 nChanged 0 SP:Iteration 11F (22871.470000 sec): 3 clusters Score: Raw -40486.180627 + Penalty 2812.260938 = -37673.919689 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 30 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22871.550000 sec): 2 clusters Score: Raw -24743.026630 + Penalty 1313.982707 = -23429.043923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22871.740000 sec): 3 clusters Score: Raw -25069.511267 + Penalty 2627.965414 = -22441.545853 nChanged 21 SP:Iteration 1F (22871.920000 sec): 3 clusters Score: Raw -25177.714306 + Penalty 2627.965414 = -22549.748892 nChanged 5 SP:Iteration 2Q (22872.110000 sec): 3 clusters Score: Raw -25223.420371 + Penalty 2627.965414 = -22595.454958 nChanged 2 SP:Iteration 3Q (22872.290000 sec): 3 clusters Score: Raw -25241.367083 + Penalty 2627.965414 = -22613.401669 nChanged 2 SP:Iteration 4Q (22872.450000 sec): 3 clusters Score: Raw -25274.986061 + Penalty 2627.965414 = -22647.020647 nChanged 2 SP:Iteration 5Q (22872.610000 sec): 3 clusters Score: Raw -25306.872469 + Penalty 2627.965414 = -22678.907055 nChanged 1 SP:Iteration 6Q (22872.770000 sec): 3 clusters Score: Raw -25310.391278 + Penalty 2627.965414 = -22682.425864 nChanged 0 SP:Iteration 7F (22872.930000 sec): 3 clusters Score: Raw -25310.391278 + Penalty 2627.965414 = -22682.425864 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 31 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22873.020000 sec): 2 clusters Score: Raw -119991.844662 + Penalty 1654.977896 = -118336.866766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22873.190000 sec): 3 clusters Score: Raw -119884.938786 + Penalty 3309.955792 = -116574.982994 nChanged 181 SP:Iteration 1F (22873.370000 sec): 3 clusters Score: Raw -120181.750846 + Penalty 3309.955792 = -116871.795054 nChanged 71 SP:Iteration 2F (22873.550000 sec): 3 clusters Score: Raw -120310.360450 + Penalty 3309.955792 = -117000.404658 nChanged 23 SP:Iteration 3Q (22873.700000 sec): 3 clusters Score: Raw -120360.353174 + Penalty 3309.955792 = -117050.397382 nChanged 14 SP:Iteration 4Q (22873.860000 sec): 3 clusters Score: Raw -120392.256725 + Penalty 3309.955792 = -117082.300933 nChanged 13 SP:Iteration 5Q (22874.070000 sec): 3 clusters Score: Raw -120407.772327 + Penalty 3309.955792 = -117097.816535 nChanged 8 SP:Iteration 6Q (22874.210000 sec): 3 clusters Score: Raw -120418.784639 + Penalty 3309.955792 = -117108.828847 nChanged 6 SP:Iteration 7Q (22874.400000 sec): 3 clusters Score: Raw -120432.714252 + Penalty 3309.955792 = -117122.758460 nChanged 9 SP:Iteration 8Q (22874.560000 sec): 3 clusters Score: Raw -120444.710496 + Penalty 3309.955792 = -117134.754704 nChanged 5 SP:Iteration 9Q (22874.750000 sec): 3 clusters Score: Raw -120457.738511 + Penalty 3309.955792 = -117147.782719 nChanged 4 SP:Iteration 10Q (22874.940000 sec): 3 clusters Score: Raw -120462.325200 + Penalty 3309.955792 = -117152.369408 nChanged 1 SP:Iteration 11Q (22875.130000 sec): 3 clusters Score: Raw -120464.227655 + Penalty 3309.955792 = -117154.271863 nChanged 1 SP:Iteration 12Q (22875.300000 sec): 3 clusters Score: Raw -120465.104681 + Penalty 3309.955792 = -117155.148889 nChanged 0 SP:Iteration 13F (22875.530000 sec): 3 clusters Score: Raw -120465.104681 + Penalty 3309.955792 = -117155.148889 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 32 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22875.580000 sec): 2 clusters Score: Raw -115623.391286 + Penalty 1651.504892 = -113971.886394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22875.760000 sec): 3 clusters Score: Raw -115489.924020 + Penalty 3303.009784 = -112186.914236 nChanged 176 SP:Iteration 1F (22875.960000 sec): 3 clusters Score: Raw -115712.305568 + Penalty 3303.009784 = -112409.295784 nChanged 43 SP:Iteration 2F (22876.160000 sec): 3 clusters Score: Raw -115799.010278 + Penalty 3303.009784 = -112496.000494 nChanged 23 SP:Iteration 3Q (22876.340000 sec): 3 clusters Score: Raw -115842.360676 + Penalty 3303.009784 = -112539.350892 nChanged 15 SP:Iteration 4Q (22876.500000 sec): 3 clusters Score: Raw -115882.529734 + Penalty 3303.009784 = -112579.519950 nChanged 13 SP:Iteration 5Q (22876.680000 sec): 3 clusters Score: Raw -115900.883257 + Penalty 3303.009784 = -112597.873473 nChanged 9 SP:Iteration 6Q (22876.820000 sec): 3 clusters Score: Raw -115917.691735 + Penalty 3303.009784 = -112614.681951 nChanged 6 SP:Iteration 7Q (22877.010000 sec): 3 clusters Score: Raw -115926.533491 + Penalty 3303.009784 = -112623.523707 nChanged 5 SP:Iteration 8Q (22877.200000 sec): 3 clusters Score: Raw -115931.368961 + Penalty 3303.009784 = -112628.359177 nChanged 4 SP:Iteration 9Q (22877.380000 sec): 3 clusters Score: Raw -115938.692146 + Penalty 3303.009784 = -112635.682362 nChanged 3 SP:Iteration 10Q (22877.540000 sec): 3 clusters Score: Raw -115941.912519 + Penalty 3303.009784 = -112638.902735 nChanged 4 SP:Iteration 11Q (22877.680000 sec): 3 clusters Score: Raw -115945.679733 + Penalty 3303.009784 = -112642.669949 nChanged 2 SP:Iteration 12Q (22877.870000 sec): 3 clusters Score: Raw -115948.207184 + Penalty 3303.009784 = -112645.197400 nChanged 2 SP:Iteration 13Q (22878.070000 sec): 3 clusters Score: Raw -115951.834769 + Penalty 3303.009784 = -112648.824985 nChanged 5 SP:Iteration 14Q (22878.230000 sec): 3 clusters Score: Raw -115958.486917 + Penalty 3303.009784 = -112655.477132 nChanged 1 SP:Iteration 15Q (22878.430000 sec): 3 clusters Score: Raw -115960.046386 + Penalty 3303.009784 = -112657.036601 nChanged 1 SP:Iteration 16Q (22878.600000 sec): 3 clusters Score: Raw -115960.783676 + Penalty 3303.009784 = -112657.773891 nChanged 1 SP:Iteration 17Q (22878.810000 sec): 3 clusters Score: Raw -115961.418059 + Penalty 3303.009784 = -112658.408275 nChanged 0 SP:Iteration 18F (22878.960000 sec): 3 clusters Score: Raw -115961.418059 + Penalty 3303.009784 = -112658.408275 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 33 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22879.070000 sec): 2 clusters Score: Raw -35125.097534 + Penalty 1368.328318 = -33756.769216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22879.210000 sec): 3 clusters Score: Raw -35291.274376 + Penalty 2736.656637 = -32554.617739 nChanged 17 SP:Iteration 1F (22879.370000 sec): 3 clusters Score: Raw -35356.344739 + Penalty 2736.656637 = -32619.688102 nChanged 7 SP:Iteration 2Q (22879.580000 sec): 3 clusters Score: Raw -35388.494563 + Penalty 2736.656637 = -32651.837926 nChanged 4 SP:Iteration 3Q (22879.760000 sec): 3 clusters Score: Raw -35398.372476 + Penalty 2736.656637 = -32661.715840 nChanged 0 SP:Iteration 4F (22879.910000 sec): 3 clusters Score: Raw -35398.372476 + Penalty 2736.656637 = -32661.715840 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 34 (59231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22880.310000 sec): 2 clusters Score: Raw -8981819.243994 + Penalty 2725.321682 = -8979093.922312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22880.920000 sec): 3 clusters Score: Raw -8944718.641201 + Penalty 5450.643365 = -8939267.997836 nChanged 27609 SP:Iteration 1F (22881.460000 sec): 3 clusters Score: Raw -8960383.561733 + Penalty 5450.643365 = -8954932.918368 nChanged 2436 SP:Iteration 2Q (22882.020000 sec): 3 clusters Score: Raw -8961214.063504 + Penalty 5450.643365 = -8955763.420139 nChanged 2620 SP:Iteration 3Q (22882.600000 sec): 3 clusters Score: Raw -8962365.397291 + Penalty 5450.643365 = -8956914.753926 nChanged 3000 SP:Iteration 4F (22883.140000 sec): 3 clusters Score: Raw -8964092.605172 + Penalty 5450.643365 = -8958641.961807 nChanged 3895 SP:Iteration 5F (22883.630000 sec): 3 clusters Score: Raw -8966904.733224 + Penalty 5450.643365 = -8961454.089859 nChanged 4638 SP:Iteration 6F (22884.120000 sec): 3 clusters Score: Raw -8970893.489425 + Penalty 5450.643365 = -8965442.846060 nChanged 4698 SP:Iteration 7F (22884.630000 sec): 3 clusters Score: Raw -8975320.596067 + Penalty 5450.643365 = -8969869.952702 nChanged 3604 SP:Iteration 8F (22885.170000 sec): 3 clusters Score: Raw -8978756.224914 + Penalty 5450.643365 = -8973305.581549 nChanged 2009 SP:Iteration 9Q (22885.670000 sec): 3 clusters Score: Raw -8980638.070376 + Penalty 5450.643365 = -8975187.427011 nChanged 887 SP:Iteration 10Q (22886.130000 sec): 3 clusters Score: Raw -8981439.487817 + Penalty 5450.643365 = -8975988.844452 nChanged 345 SP:Iteration 11Q (22886.550000 sec): 3 clusters Score: Raw -8981764.690839 + Penalty 5450.643365 = -8976314.047474 nChanged 154 SP:Iteration 12Q (22887.000000 sec): 3 clusters Score: Raw -8981930.540458 + Penalty 5450.643365 = -8976479.897093 nChanged 81 SP:Iteration 13Q (22887.440000 sec): 3 clusters Score: Raw -8982018.300530 + Penalty 5450.643365 = -8976567.657165 nChanged 44 SP:Iteration 14Q (22887.860000 sec): 3 clusters Score: Raw -8982061.831884 + Penalty 5450.643365 = -8976611.188519 nChanged 27 SP:Iteration 15Q (22888.300000 sec): 3 clusters Score: Raw -8982085.793091 + Penalty 5450.643365 = -8976635.149726 nChanged 16 SP:Iteration 16Q (22888.720000 sec): 3 clusters Score: Raw -8982102.391133 + Penalty 5450.643365 = -8976651.747768 nChanged 10 SP:Iteration 17Q (22889.100000 sec): 3 clusters Score: Raw -8982113.350410 + Penalty 5450.643365 = -8976662.707045 nChanged 13 SP:Iteration 18Q (22889.520000 sec): 3 clusters Score: Raw -8982127.756817 + Penalty 5450.643365 = -8976677.113452 nChanged 11 SP:Iteration 19Q (22889.940000 sec): 3 clusters Score: Raw -8982147.897919 + Penalty 5450.643365 = -8976697.254554 nChanged 9 SP:Iteration 20F (22890.400000 sec): 3 clusters Score: Raw -8982160.340866 + Penalty 5450.643365 = -8976709.697501 nChanged 7 SP:Iteration 21Q (22890.860000 sec): 3 clusters Score: Raw -8982170.293115 + Penalty 5450.643365 = -8976719.649750 nChanged 7 SP:Iteration 22Q (22891.250000 sec): 3 clusters Score: Raw -8982177.418430 + Penalty 5450.643365 = -8976726.775065 nChanged 4 SP:Iteration 23Q (22891.720000 sec): 3 clusters Score: Raw -8982184.180918 + Penalty 5450.643365 = -8976733.537553 nChanged 2 SP:Iteration 24Q (22892.170000 sec): 3 clusters Score: Raw -8982185.885943 + Penalty 5450.643365 = -8976735.242578 nChanged 0 SP:Iteration 25F (22892.620000 sec): 3 clusters Score: Raw -8982185.885943 + Penalty 5450.643365 = -8976735.242578 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 35 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22892.740000 sec): 2 clusters Score: Raw -54086.849777 + Penalty 1482.763670 = -52604.086107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22892.910000 sec): 3 clusters Score: Raw -54289.646067 + Penalty 2965.527339 = -51324.118728 nChanged 90 SP:Iteration 1F (22893.130000 sec): 3 clusters Score: Raw -54594.610807 + Penalty 2965.527339 = -51629.083468 nChanged 27 SP:Iteration 2F (22893.280000 sec): 3 clusters Score: Raw -54715.107095 + Penalty 2965.527339 = -51749.579755 nChanged 13 SP:Iteration 3Q (22893.470000 sec): 3 clusters Score: Raw -54769.502689 + Penalty 2965.527339 = -51803.975350 nChanged 15 SP:Iteration 4Q (22893.680000 sec): 3 clusters Score: Raw -54824.857736 + Penalty 2965.527339 = -51859.330397 nChanged 5 SP:Iteration 5Q (22893.830000 sec): 3 clusters Score: Raw -54841.381838 + Penalty 2965.527339 = -51875.854499 nChanged 4 SP:Iteration 6Q (22894.050000 sec): 3 clusters Score: Raw -54868.294104 + Penalty 2965.527339 = -51902.766765 nChanged 4 SP:Iteration 7Q (22894.190000 sec): 3 clusters Score: Raw -54884.912180 + Penalty 2965.527339 = -51919.384841 nChanged 3 SP:Iteration 8Q (22894.370000 sec): 3 clusters Score: Raw -54905.766127 + Penalty 2965.527339 = -51940.238788 nChanged 3 SP:Iteration 9Q (22894.550000 sec): 3 clusters Score: Raw -54916.116312 + Penalty 2965.527339 = -51950.588973 nChanged 1 SP:Iteration 10Q (22894.720000 sec): 3 clusters Score: Raw -54920.342270 + Penalty 2965.527339 = -51954.814931 nChanged 0 SP:Iteration 11F (22894.900000 sec): 3 clusters Score: Raw -54920.342270 + Penalty 2965.527339 = -51954.814931 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 36 (1119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22894.970000 sec): 2 clusters Score: Raw -160550.226437 + Penalty 1741.007296 = -158809.219142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22895.150000 sec): 3 clusters Score: Raw -160264.016487 + Penalty 3482.014591 = -156782.001896 nChanged 298 SP:Iteration 1F (22895.340000 sec): 3 clusters Score: Raw -160564.033036 + Penalty 3482.014591 = -157082.018444 nChanged 85 SP:Iteration 2F (22895.500000 sec): 3 clusters Score: Raw -160685.929134 + Penalty 3482.014591 = -157203.914543 nChanged 50 SP:Iteration 3Q (22895.650000 sec): 3 clusters Score: Raw -160751.645131 + Penalty 3482.014591 = -157269.630539 nChanged 26 SP:Iteration 4Q (22895.820000 sec): 3 clusters Score: Raw -160787.598900 + Penalty 3482.014591 = -157305.584309 nChanged 18 SP:Iteration 5Q (22896.030000 sec): 3 clusters Score: Raw -160816.284260 + Penalty 3482.014591 = -157334.269669 nChanged 13 SP:Iteration 6Q (22896.170000 sec): 3 clusters Score: Raw -160828.840591 + Penalty 3482.014591 = -157346.826000 nChanged 16 SP:Iteration 7Q (22896.360000 sec): 3 clusters Score: Raw -160846.755369 + Penalty 3482.014591 = -157364.740778 nChanged 9 SP:Iteration 8Q (22896.530000 sec): 3 clusters Score: Raw -160858.387618 + Penalty 3482.014591 = -157376.373027 nChanged 7 SP:Iteration 9Q (22896.720000 sec): 3 clusters Score: Raw -160865.996762 + Penalty 3482.014591 = -157383.982171 nChanged 8 SP:Iteration 10Q (22896.910000 sec): 3 clusters Score: Raw -160874.993914 + Penalty 3482.014591 = -157392.979322 nChanged 11 SP:Iteration 11Q (22897.080000 sec): 3 clusters Score: Raw -160886.000249 + Penalty 3482.014591 = -157403.985658 nChanged 6 SP:Iteration 12Q (22897.230000 sec): 3 clusters Score: Raw -160893.253365 + Penalty 3482.014591 = -157411.238773 nChanged 5 SP:Iteration 13Q (22897.430000 sec): 3 clusters Score: Raw -160898.073059 + Penalty 3482.014591 = -157416.058467 nChanged 3 SP:Iteration 14Q (22897.580000 sec): 3 clusters Score: Raw -160901.098879 + Penalty 3482.014591 = -157419.084288 nChanged 3 SP:Iteration 15Q (22897.790000 sec): 3 clusters Score: Raw -160906.114451 + Penalty 3482.014591 = -157424.099860 nChanged 2 SP:Iteration 16Q (22898.000000 sec): 3 clusters Score: Raw -160909.194829 + Penalty 3482.014591 = -157427.180237 nChanged 2 SP:Iteration 17Q (22898.190000 sec): 3 clusters Score: Raw -160910.839964 + Penalty 3482.014591 = -157428.825373 nChanged 1 SP:Iteration 18Q (22898.360000 sec): 3 clusters Score: Raw -160911.534735 + Penalty 3482.014591 = -157429.520143 nChanged 1 SP:Iteration 19Q (22898.550000 sec): 3 clusters Score: Raw -160912.090525 + Penalty 3482.014591 = -157430.075934 nChanged 0 SP:Iteration 20F (22898.740000 sec): 3 clusters Score: Raw -160912.090525 + Penalty 3482.014591 = -157430.075934 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 37 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22898.860000 sec): 2 clusters Score: Raw -20988.700445 + Penalty 1261.723891 = -19726.976554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22899.040000 sec): 3 clusters Score: Raw -21206.815353 + Penalty 2523.447782 = -18683.367571 nChanged 6 SP:Iteration 1Q (22899.260000 sec): 3 clusters Score: Raw -21238.015413 + Penalty 2523.447782 = -18714.567630 nChanged 1 SP:Iteration 2Q (22899.410000 sec): 3 clusters Score: Raw -21241.597914 + Penalty 2523.447782 = -18718.150132 nChanged 0 SP:Iteration 3F (22899.620000 sec): 3 clusters Score: Raw -21241.597914 + Penalty 2523.447782 = -18718.150132 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 38 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22899.720000 sec): 2 clusters Score: Raw -124413.375127 + Penalty 1670.767806 = -122742.607322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22899.900000 sec): 3 clusters Score: Raw -124278.572860 + Penalty 3341.535611 = -120937.037249 nChanged 195 SP:Iteration 1F (22900.080000 sec): 3 clusters Score: Raw -124537.128757 + Penalty 3341.535611 = -121195.593145 nChanged 49 SP:Iteration 2F (22900.250000 sec): 3 clusters Score: Raw -124614.054982 + Penalty 3341.535611 = -121272.519371 nChanged 22 SP:Iteration 3Q (22900.440000 sec): 3 clusters Score: Raw -124644.524605 + Penalty 3341.535611 = -121302.988994 nChanged 16 SP:Iteration 4Q (22900.610000 sec): 3 clusters Score: Raw -124674.900532 + Penalty 3341.535611 = -121333.364921 nChanged 13 SP:Iteration 5Q (22900.770000 sec): 3 clusters Score: Raw -124687.042408 + Penalty 3341.535611 = -121345.506796 nChanged 9 SP:Iteration 6Q (22900.940000 sec): 3 clusters Score: Raw -124695.713244 + Penalty 3341.535611 = -121354.177633 nChanged 5 SP:Iteration 7Q (22901.130000 sec): 3 clusters Score: Raw -124701.459314 + Penalty 3341.535611 = -121359.923703 nChanged 4 SP:Iteration 8Q (22901.310000 sec): 3 clusters Score: Raw -124708.009969 + Penalty 3341.535611 = -121366.474357 nChanged 0 SP:Iteration 9F (22901.490000 sec): 3 clusters Score: Raw -124708.009969 + Penalty 3341.535611 = -121366.474357 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 39 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22901.560000 sec): 2 clusters Score: Raw -26515.477247 + Penalty 1310.234525 = -25205.242722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22901.760000 sec): 3 clusters Score: Raw -26738.307586 + Penalty 2620.469049 = -24117.838537 nChanged 9 SP:Iteration 1Q (22901.960000 sec): 3 clusters Score: Raw -26778.007104 + Penalty 2620.469049 = -24157.538055 nChanged 3 SP:Iteration 2Q (22902.140000 sec): 3 clusters Score: Raw -26792.260199 + Penalty 2620.469049 = -24171.791149 nChanged 0 SP:Iteration 3F (22902.290000 sec): 3 clusters Score: Raw -26792.260199 + Penalty 2620.469049 = -24171.791149 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 40 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22902.420000 sec): 2 clusters Score: Raw -110382.134612 + Penalty 1636.092134 = -108746.042478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22902.590000 sec): 3 clusters Score: Raw -110332.083796 + Penalty 3272.184268 = -107059.899528 nChanged 158 SP:Iteration 1F (22902.790000 sec): 3 clusters Score: Raw -110551.668027 + Penalty 3272.184268 = -107279.483759 nChanged 58 SP:Iteration 2F (22902.960000 sec): 3 clusters Score: Raw -110688.374182 + Penalty 3272.184268 = -107416.189914 nChanged 50 SP:Iteration 3F (22903.090000 sec): 3 clusters Score: Raw -110803.421469 + Penalty 3272.184268 = -107531.237201 nChanged 40 SP:Iteration 4F (22903.250000 sec): 3 clusters Score: Raw -110908.255168 + Penalty 3272.184268 = -107636.070900 nChanged 36 SP:Iteration 5Q (22903.410000 sec): 3 clusters Score: Raw -111009.455105 + Penalty 3272.184268 = -107737.270837 nChanged 34 SP:Iteration 6Q (22903.640000 sec): 3 clusters Score: Raw -111114.685781 + Penalty 3272.184268 = -107842.501513 nChanged 20 SP:Iteration 7Q (22903.810000 sec): 3 clusters Score: Raw -111169.113228 + Penalty 3272.184268 = -107896.928960 nChanged 21 SP:Iteration 8Q (22904.010000 sec): 3 clusters Score: Raw -111248.021075 + Penalty 3272.184268 = -107975.836807 nChanged 20 SP:Iteration 9Q (22904.200000 sec): 3 clusters Score: Raw -111315.444935 + Penalty 3272.184268 = -108043.260667 nChanged 13 SP:Iteration 10Q (22904.360000 sec): 3 clusters Score: Raw -111359.921184 + Penalty 3272.184268 = -108087.736916 nChanged 10 SP:Iteration 11Q (22904.540000 sec): 3 clusters Score: Raw -111389.312131 + Penalty 3272.184268 = -108117.127863 nChanged 9 SP:Iteration 12Q (22904.730000 sec): 3 clusters Score: Raw -111426.781831 + Penalty 3272.184268 = -108154.597563 nChanged 9 SP:Iteration 13Q (22904.910000 sec): 3 clusters Score: Raw -111448.594481 + Penalty 3272.184268 = -108176.410213 nChanged 3 SP:Iteration 14Q (22905.100000 sec): 3 clusters Score: Raw -111460.429474 + Penalty 3272.184268 = -108188.245206 nChanged 1 SP:Iteration 15Q (22905.280000 sec): 3 clusters Score: Raw -111461.699054 + Penalty 3272.184268 = -108189.514785 nChanged 1 SP:Iteration 16Q (22905.460000 sec): 3 clusters Score: Raw -111462.854657 + Penalty 3272.184268 = -108190.670389 nChanged 1 SP:Iteration 17Q (22905.640000 sec): 3 clusters Score: Raw -111464.348618 + Penalty 3272.184268 = -108192.164350 nChanged 1 SP:Iteration 18Q (22905.820000 sec): 3 clusters Score: Raw -111466.342272 + Penalty 3272.184268 = -108194.158004 nChanged 0 SP:Iteration 19F (22906.040000 sec): 3 clusters Score: Raw -111466.342272 + Penalty 3272.184268 = -108194.158004 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 41 (72465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22906.430000 sec): 2 clusters Score: Raw -10889006.985146 + Penalty 2775.333023 = -10886231.652123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22906.990000 sec): 3 clusters Score: Raw -10843014.472119 + Penalty 5550.666047 = -10837463.806072 nChanged 34026 SP:Iteration 1F (22907.570000 sec): 3 clusters Score: Raw -10862041.000965 + Penalty 5550.666047 = -10856490.334918 nChanged 2450 SP:Iteration 2Q (22908.170000 sec): 3 clusters Score: Raw -10862677.745612 + Penalty 5550.666047 = -10857127.079565 nChanged 2540 SP:Iteration 3Q (22908.780000 sec): 3 clusters Score: Raw -10863390.239435 + Penalty 5550.666047 = -10857839.573388 nChanged 2612 SP:Iteration 4Q (22909.350000 sec): 3 clusters Score: Raw -10864262.007743 + Penalty 5550.666047 = -10858711.341696 nChanged 2988 SP:Iteration 5Q (22909.950000 sec): 3 clusters Score: Raw -10865475.464395 + Penalty 5550.666047 = -10859924.798348 nChanged 3353 SP:Iteration 6Q (22910.530000 sec): 3 clusters Score: Raw -10867065.644011 + Penalty 5550.666047 = -10861514.977964 nChanged 3773 SP:Iteration 7F (22911.130000 sec): 3 clusters Score: Raw -10869034.856635 + Penalty 5550.666047 = -10863484.190588 nChanged 4043 SP:Iteration 8F (22911.710000 sec): 3 clusters Score: Raw -10871195.262940 + Penalty 5550.666047 = -10865644.596893 nChanged 4045 SP:Iteration 9F (22912.280000 sec): 3 clusters Score: Raw -10873474.746825 + Penalty 5550.666047 = -10867924.080778 nChanged 4151 SP:Iteration 10F (22912.830000 sec): 3 clusters Score: Raw -10875915.009247 + Penalty 5550.666047 = -10870364.343200 nChanged 3843 SP:Iteration 11F (22913.380000 sec): 3 clusters Score: Raw -10878426.006252 + Penalty 5550.666047 = -10872875.340205 nChanged 3326 SP:Iteration 12Q (22914.020000 sec): 3 clusters Score: Raw -10880715.938750 + Penalty 5550.666047 = -10875165.272703 nChanged 2708 SP:Iteration 13Q (22914.580000 sec): 3 clusters Score: Raw -10882310.489385 + Penalty 5550.666047 = -10876759.823338 nChanged 2025 SP:Iteration 14Q (22915.200000 sec): 3 clusters Score: Raw -10883221.062408 + Penalty 5550.666047 = -10877670.396361 nChanged 1553 SP:Iteration 15Q (22915.800000 sec): 3 clusters Score: Raw -10883875.143783 + Penalty 5550.666047 = -10878324.477736 nChanged 1395 SP:Iteration 16Q (22916.350000 sec): 3 clusters Score: Raw -10884450.146420 + Penalty 5550.666047 = -10878899.480373 nChanged 1277 SP:Iteration 17Q (22916.950000 sec): 3 clusters Score: Raw -10884946.769220 + Penalty 5550.666047 = -10879396.103173 nChanged 1224 SP:Iteration 18Q (22917.500000 sec): 3 clusters Score: Raw -10885398.899734 + Penalty 5550.666047 = -10879848.233687 nChanged 1155 SP:Iteration 19Q (22918.080000 sec): 3 clusters Score: Raw -10885825.125726 + Penalty 5550.666047 = -10880274.459679 nChanged 1055 SP:Iteration 20F (22918.650000 sec): 3 clusters Score: Raw -10886207.016690 + Penalty 5550.666047 = -10880656.350643 nChanged 1012 SP:Iteration 21Q (22919.210000 sec): 3 clusters Score: Raw -10886566.802011 + Penalty 5550.666047 = -10881016.135964 nChanged 953 SP:Iteration 22Q (22919.750000 sec): 3 clusters Score: Raw -10886893.712024 + Penalty 5550.666047 = -10881343.045977 nChanged 872 SP:Iteration 23Q (22920.350000 sec): 3 clusters Score: Raw -10887181.860155 + Penalty 5550.666047 = -10881631.194108 nChanged 783 SP:Iteration 24Q (22920.910000 sec): 3 clusters Score: Raw -10887428.761461 + Penalty 5550.666047 = -10881878.095414 nChanged 725 SP:Iteration 25Q (22921.510000 sec): 3 clusters Score: Raw -10887650.406017 + Penalty 5550.666047 = -10882099.739970 nChanged 686 SP:Iteration 26Q (22922.110000 sec): 3 clusters Score: Raw -10887847.147657 + Penalty 5550.666047 = -10882296.481610 nChanged 584 SP:Iteration 27Q (22922.690000 sec): 3 clusters Score: Raw -10888006.379043 + Penalty 5550.666047 = -10882455.712996 nChanged 526 SP:Iteration 28Q (22923.230000 sec): 3 clusters Score: Raw -10888152.806358 + Penalty 5550.666047 = -10882602.140311 nChanged 496 SP:Iteration 29Q (22923.750000 sec): 3 clusters Score: Raw -10888283.101759 + Penalty 5550.666047 = -10882732.435712 nChanged 436 SP:Iteration 30Q (22924.270000 sec): 3 clusters Score: Raw -10888400.589254 + Penalty 5550.666047 = -10882849.923207 nChanged 389 SP:Iteration 31Q (22924.800000 sec): 3 clusters Score: Raw -10888504.639841 + Penalty 5550.666047 = -10882953.973794 nChanged 350 SP:Iteration 32Q (22925.330000 sec): 3 clusters Score: Raw -10888591.092166 + Penalty 5550.666047 = -10883040.426119 nChanged 301 SP:Iteration 33Q (22925.910000 sec): 3 clusters Score: Raw -10888666.463845 + Penalty 5550.666047 = -10883115.797798 nChanged 282 SP:Iteration 34Q (22926.530000 sec): 3 clusters Score: Raw -10888746.950079 + Penalty 5550.666047 = -10883196.284032 nChanged 298 SP:Iteration 35Q (22927.060000 sec): 3 clusters Score: Raw -10888835.296177 + Penalty 5550.666047 = -10883284.630130 nChanged 313 SP:Iteration 36Q (22927.620000 sec): 3 clusters Score: Raw -10888917.014864 + Penalty 5550.666047 = -10883366.348817 nChanged 268 SP:Iteration 37Q (22928.160000 sec): 3 clusters Score: Raw -10888983.207574 + Penalty 5550.666047 = -10883432.541527 nChanged 260 SP:Iteration 38Q (22928.730000 sec): 3 clusters Score: Raw -10889045.728244 + Penalty 5550.666047 = -10883495.062197 nChanged 237 SP:Iteration 39Q (22929.310000 sec): 3 clusters Score: Raw -10889099.620871 + Penalty 5550.666047 = -10883548.954824 nChanged 235 SP:Iteration 40F (22929.900000 sec): 3 clusters Score: Raw -10889151.722622 + Penalty 5550.666047 = -10883601.056575 nChanged 234 SP:Iteration 41Q (22930.430000 sec): 3 clusters Score: Raw -10889203.605817 + Penalty 5550.666047 = -10883652.939770 nChanged 197 SP:Iteration 42Q (22931.010000 sec): 3 clusters Score: Raw -10889245.539601 + Penalty 5550.666047 = -10883694.873554 nChanged 195 SP:Iteration 43Q (22931.590000 sec): 3 clusters Score: Raw -10889286.252805 + Penalty 5550.666047 = -10883735.586758 nChanged 185 SP:Iteration 44Q (22932.220000 sec): 3 clusters Score: Raw -10889323.189958 + Penalty 5550.666047 = -10883772.523911 nChanged 178 SP:Iteration 45Q (22932.810000 sec): 3 clusters Score: Raw -10889355.534297 + Penalty 5550.666047 = -10883804.868250 nChanged 182 SP:Iteration 46Q (22933.390000 sec): 3 clusters Score: Raw -10889389.958607 + Penalty 5550.666047 = -10883839.292560 nChanged 160 SP:Iteration 47Q (22933.970000 sec): 3 clusters Score: Raw -10889420.005555 + Penalty 5550.666047 = -10883869.339508 nChanged 131 SP:Iteration 48Q (22934.510000 sec): 3 clusters Score: Raw -10889441.361020 + Penalty 5550.666047 = -10883890.694973 nChanged 129 SP:Iteration 49Q (22935.080000 sec): 3 clusters Score: Raw -10889461.178924 + Penalty 5550.666047 = -10883910.512877 nChanged 112 SP:Iteration 50Q (22935.640000 sec): 3 clusters Score: Raw -10889477.538852 + Penalty 5550.666047 = -10883926.872805 nChanged 83 SP:Iteration 51Q (22936.150000 sec): 3 clusters Score: Raw -10889490.654395 + Penalty 5550.666047 = -10883939.988348 nChanged 111 SP:Iteration 52Q (22936.710000 sec): 3 clusters Score: Raw -10889507.492199 + Penalty 5550.666047 = -10883956.826152 nChanged 93 SP:Iteration 53Q (22937.280000 sec): 3 clusters Score: Raw -10889521.248308 + Penalty 5550.666047 = -10883970.582261 nChanged 97 SP:Iteration 54Q (22937.870000 sec): 3 clusters Score: Raw -10889535.767670 + Penalty 5550.666047 = -10883985.101623 nChanged 94 SP:Iteration 55Q (22938.450000 sec): 3 clusters Score: Raw -10889550.537870 + Penalty 5550.666047 = -10883999.871823 nChanged 100 SP:Iteration 56Q (22938.960000 sec): 3 clusters Score: Raw -10889564.785705 + Penalty 5550.666047 = -10884014.119658 nChanged 88 SP:Iteration 57Q (22939.420000 sec): 3 clusters Score: Raw -10889577.076549 + Penalty 5550.666047 = -10884026.410502 nChanged 85 SP:Iteration 58Q (22939.940000 sec): 3 clusters Score: Raw -10889587.280199 + Penalty 5550.666047 = -10884036.614152 nChanged 70 SP:Iteration 59Q (22940.420000 sec): 3 clusters Score: Raw -10889594.929421 + Penalty 5550.666047 = -10884044.263374 nChanged 58 SP:Iteration 60F (22940.990000 sec): 3 clusters Score: Raw -10889601.400561 + Penalty 5550.666047 = -10884050.734514 nChanged 67 SP:Iteration 61Q (22941.480000 sec): 3 clusters Score: Raw -10889609.563092 + Penalty 5550.666047 = -10884058.897045 nChanged 63 SP:Iteration 62Q (22942.070000 sec): 3 clusters Score: Raw -10889617.577769 + Penalty 5550.666047 = -10884066.911722 nChanged 64 SP:Iteration 63Q (22942.630000 sec): 3 clusters Score: Raw -10889625.822437 + Penalty 5550.666047 = -10884075.156390 nChanged 68 SP:Iteration 64Q (22943.210000 sec): 3 clusters Score: Raw -10889635.422631 + Penalty 5550.666047 = -10884084.756584 nChanged 74 SP:Iteration 65Q (22943.720000 sec): 3 clusters Score: Raw -10889644.947578 + Penalty 5550.666047 = -10884094.281531 nChanged 57 SP:Iteration 66Q (22944.240000 sec): 3 clusters Score: Raw -10889651.241821 + Penalty 5550.666047 = -10884100.575774 nChanged 52 SP:Iteration 67Q (22944.740000 sec): 3 clusters Score: Raw -10889656.094535 + Penalty 5550.666047 = -10884105.428488 nChanged 33 SP:Iteration 68Q (22945.220000 sec): 3 clusters Score: Raw -10889659.629070 + Penalty 5550.666047 = -10884108.963023 nChanged 28 SP:Iteration 69Q (22945.710000 sec): 3 clusters Score: Raw -10889662.395088 + Penalty 5550.666047 = -10884111.729041 nChanged 27 SP:Iteration 70Q (22946.200000 sec): 3 clusters Score: Raw -10889664.319841 + Penalty 5550.666047 = -10884113.653794 nChanged 25 SP:Iteration 71Q (22946.710000 sec): 3 clusters Score: Raw -10889666.280596 + Penalty 5550.666047 = -10884115.614549 nChanged 20 SP:Iteration 72Q (22947.140000 sec): 3 clusters Score: Raw -10889667.962682 + Penalty 5550.666047 = -10884117.296635 nChanged 25 SP:Iteration 73Q (22947.610000 sec): 3 clusters Score: Raw -10889669.778736 + Penalty 5550.666047 = -10884119.112689 nChanged 19 SP:Iteration 74Q (22948.060000 sec): 3 clusters Score: Raw -10889671.419944 + Penalty 5550.666047 = -10884120.753897 nChanged 20 SP:Iteration 75Q (22948.530000 sec): 3 clusters Score: Raw -10889672.688905 + Penalty 5550.666047 = -10884122.022858 nChanged 13 SP:Iteration 76Q (22949.070000 sec): 3 clusters Score: Raw -10889673.623577 + Penalty 5550.666047 = -10884122.957530 nChanged 11 SP:Iteration 77Q (22949.620000 sec): 3 clusters Score: Raw -10889674.535731 + Penalty 5550.666047 = -10884123.869684 nChanged 10 SP:Iteration 78Q (22950.250000 sec): 3 clusters Score: Raw -10889675.153457 + Penalty 5550.666047 = -10884124.487410 nChanged 11 SP:Iteration 79Q (22950.850000 sec): 3 clusters Score: Raw -10889675.879385 + Penalty 5550.666047 = -10884125.213338 nChanged 10 SP:Iteration 80F (22951.420000 sec): 3 clusters Score: Raw -10889676.823606 + Penalty 5550.666047 = -10884126.157559 nChanged 12 SP:Iteration 81Q (22951.910000 sec): 3 clusters Score: Raw -10889677.695058 + Penalty 5550.666047 = -10884127.029011 nChanged 11 SP:Iteration 82Q (22952.440000 sec): 3 clusters Score: Raw -10889678.380099 + Penalty 5550.666047 = -10884127.714052 nChanged 9 SP:Iteration 83Q (22953.000000 sec): 3 clusters Score: Raw -10889678.778739 + Penalty 5550.666047 = -10884128.112692 nChanged 3 SP:Iteration 84Q (22953.630000 sec): 3 clusters Score: Raw -10889678.930499 + Penalty 5550.666047 = -10884128.264452 nChanged 5 SP:Iteration 85Q (22954.190000 sec): 3 clusters Score: Raw -10889679.216121 + Penalty 5550.666047 = -10884128.550074 nChanged 5 SP:Iteration 86Q (22954.780000 sec): 3 clusters Score: Raw -10889679.654701 + Penalty 5550.666047 = -10884128.988654 nChanged 6 SP:Iteration 87Q (22955.380000 sec): 3 clusters Score: Raw -10889679.992578 + Penalty 5550.666047 = -10884129.326531 nChanged 4 SP:Iteration 88Q (22955.950000 sec): 3 clusters Score: Raw -10889680.221697 + Penalty 5550.666047 = -10884129.555650 nChanged 5 SP:Iteration 89Q (22956.490000 sec): 3 clusters Score: Raw -10889680.533169 + Penalty 5550.666047 = -10884129.867122 nChanged 2 SP:Iteration 90Q (22957.110000 sec): 3 clusters Score: Raw -10889680.653753 + Penalty 5550.666047 = -10884129.987706 nChanged 2 SP:Iteration 91Q (22957.710000 sec): 3 clusters Score: Raw -10889680.845329 + Penalty 5550.666047 = -10884130.179282 nChanged 2 SP:Iteration 92Q (22958.260000 sec): 3 clusters Score: Raw -10889680.979867 + Penalty 5550.666047 = -10884130.313820 nChanged 2 SP:Iteration 93Q (22958.800000 sec): 3 clusters Score: Raw -10889681.122694 + Penalty 5550.666047 = -10884130.456647 nChanged 2 SP:Iteration 94Q (22959.390000 sec): 3 clusters Score: Raw -10889681.205811 + Penalty 5550.666047 = -10884130.539764 nChanged 2 SP:Iteration 95Q (22959.930000 sec): 3 clusters Score: Raw -10889681.405286 + Penalty 5550.666047 = -10884130.739239 nChanged 2 SP:Iteration 96Q (22960.490000 sec): 3 clusters Score: Raw -10889681.522749 + Penalty 5550.666047 = -10884130.856702 nChanged 0 SP:Iteration 97F (22961.060000 sec): 3 clusters Score: Raw -10889681.522749 + Penalty 5550.666047 = -10884130.856702 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 42 (1288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22961.160000 sec): 2 clusters Score: Raw -178026.603488 + Penalty 1775.889785 = -176250.713704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22961.340000 sec): 3 clusters Score: Raw -177696.857019 + Penalty 3551.779570 = -174145.077449 nChanged 405 SP:Iteration 1F (22961.500000 sec): 3 clusters Score: Raw -178193.121954 + Penalty 3551.779570 = -174641.342384 nChanged 110 SP:Iteration 2F (22961.660000 sec): 3 clusters Score: Raw -178369.410341 + Penalty 3551.779570 = -174817.630772 nChanged 70 SP:Iteration 3F (22961.830000 sec): 3 clusters Score: Raw -178477.254710 + Penalty 3551.779570 = -174925.475141 nChanged 42 SP:Iteration 4Q (22962.040000 sec): 3 clusters Score: Raw -178531.897755 + Penalty 3551.779570 = -174980.118185 nChanged 35 SP:Iteration 5Q (22962.240000 sec): 3 clusters Score: Raw -178574.405900 + Penalty 3551.779570 = -175022.626330 nChanged 29 SP:Iteration 6Q (22962.380000 sec): 3 clusters Score: Raw -178609.441000 + Penalty 3551.779570 = -175057.661430 nChanged 20 SP:Iteration 7Q (22962.580000 sec): 3 clusters Score: Raw -178629.032246 + Penalty 3551.779570 = -175077.252677 nChanged 13 SP:Iteration 8Q (22962.760000 sec): 3 clusters Score: Raw -178646.881994 + Penalty 3551.779570 = -175095.102425 nChanged 14 SP:Iteration 9Q (22962.940000 sec): 3 clusters Score: Raw -178665.436452 + Penalty 3551.779570 = -175113.656883 nChanged 13 SP:Iteration 10Q (22963.140000 sec): 3 clusters Score: Raw -178683.313920 + Penalty 3551.779570 = -175131.534351 nChanged 10 SP:Iteration 11Q (22963.310000 sec): 3 clusters Score: Raw -178696.936076 + Penalty 3551.779570 = -175145.156506 nChanged 9 SP:Iteration 12Q (22963.500000 sec): 3 clusters Score: Raw -178707.731733 + Penalty 3551.779570 = -175155.952164 nChanged 12 SP:Iteration 13Q (22963.640000 sec): 3 clusters Score: Raw -178724.494655 + Penalty 3551.779570 = -175172.715086 nChanged 13 SP:Iteration 14Q (22963.870000 sec): 3 clusters Score: Raw -178742.191097 + Penalty 3551.779570 = -175190.411527 nChanged 9 SP:Iteration 15Q (22964.030000 sec): 3 clusters Score: Raw -178758.137682 + Penalty 3551.779570 = -175206.358112 nChanged 15 SP:Iteration 16Q (22964.220000 sec): 3 clusters Score: Raw -178776.147337 + Penalty 3551.779570 = -175224.367767 nChanged 10 SP:Iteration 17Q (22964.410000 sec): 3 clusters Score: Raw -178789.522278 + Penalty 3551.779570 = -175237.742708 nChanged 11 SP:Iteration 18Q (22964.620000 sec): 3 clusters Score: Raw -178805.498825 + Penalty 3551.779570 = -175253.719255 nChanged 8 SP:Iteration 19Q (22964.760000 sec): 3 clusters Score: Raw -178815.794784 + Penalty 3551.779570 = -175264.015214 nChanged 6 SP:Iteration 20F (22964.970000 sec): 3 clusters Score: Raw -178822.612564 + Penalty 3551.779570 = -175270.832995 nChanged 8 SP:Iteration 21Q (22965.130000 sec): 3 clusters Score: Raw -178830.100118 + Penalty 3551.779570 = -175278.320548 nChanged 4 SP:Iteration 22Q (22965.300000 sec): 3 clusters Score: Raw -178837.365954 + Penalty 3551.779570 = -175285.586384 nChanged 3 SP:Iteration 23Q (22965.500000 sec): 3 clusters Score: Raw -178840.774251 + Penalty 3551.779570 = -175288.994681 nChanged 5 SP:Iteration 24Q (22965.660000 sec): 3 clusters Score: Raw -178846.806645 + Penalty 3551.779570 = -175295.027076 nChanged 5 SP:Iteration 25Q (22965.870000 sec): 3 clusters Score: Raw -178853.527377 + Penalty 3551.779570 = -175301.747807 nChanged 2 SP:Iteration 26Q (22966.020000 sec): 3 clusters Score: Raw -178855.881027 + Penalty 3551.779570 = -175304.101457 nChanged 1 SP:Iteration 27Q (22966.230000 sec): 3 clusters Score: Raw -178857.989281 + Penalty 3551.779570 = -175306.209711 nChanged 1 SP:Iteration 28Q (22966.410000 sec): 3 clusters Score: Raw -178858.748066 + Penalty 3551.779570 = -175306.968496 nChanged 0 SP:Iteration 29F (22966.580000 sec): 3 clusters Score: Raw -178858.748066 + Penalty 3551.779570 = -175306.968496 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 43 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22966.640000 sec): 2 clusters Score: Raw -16034.007462 + Penalty 1187.297952 = -14846.709510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22966.840000 sec): 3 clusters Score: Raw -16353.933619 + Penalty 2374.595904 = -13979.337714 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 44 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22966.910000 sec): 2 clusters Score: Raw -96456.693848 + Penalty 1609.322823 = -94847.371025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22967.110000 sec): 3 clusters Score: Raw -96406.012359 + Penalty 3218.645646 = -93187.366713 nChanged 147 SP:Iteration 1F (22967.310000 sec): 3 clusters Score: Raw -96610.232015 + Penalty 3218.645646 = -93391.586369 nChanged 35 SP:Iteration 2F (22967.480000 sec): 3 clusters Score: Raw -96687.679408 + Penalty 3218.645646 = -93469.033762 nChanged 29 SP:Iteration 3Q (22967.660000 sec): 3 clusters Score: Raw -96749.597250 + Penalty 3218.645646 = -93530.951604 nChanged 15 SP:Iteration 4Q (22967.840000 sec): 3 clusters Score: Raw -96788.976432 + Penalty 3218.645646 = -93570.330786 nChanged 7 SP:Iteration 5Q (22968.030000 sec): 3 clusters Score: Raw -96804.082359 + Penalty 3218.645646 = -93585.436713 nChanged 9 SP:Iteration 6Q (22968.200000 sec): 3 clusters Score: Raw -96825.602394 + Penalty 3218.645646 = -93606.956749 nChanged 11 SP:Iteration 7Q (22968.390000 sec): 3 clusters Score: Raw -96853.167134 + Penalty 3218.645646 = -93634.521488 nChanged 9 SP:Iteration 8Q (22968.590000 sec): 3 clusters Score: Raw -96865.600888 + Penalty 3218.645646 = -93646.955242 nChanged 5 SP:Iteration 9Q (22968.760000 sec): 3 clusters Score: Raw -96875.155986 + Penalty 3218.645646 = -93656.510340 nChanged 4 SP:Iteration 10Q (22968.960000 sec): 3 clusters Score: Raw -96882.304481 + Penalty 3218.645646 = -93663.658835 nChanged 2 SP:Iteration 11Q (22969.130000 sec): 3 clusters Score: Raw -96884.758223 + Penalty 3218.645646 = -93666.112577 nChanged 2 SP:Iteration 12Q (22969.290000 sec): 3 clusters Score: Raw -96887.111609 + Penalty 3218.645646 = -93668.465963 nChanged 0 SP:Iteration 13F (22969.480000 sec): 3 clusters Score: Raw -96887.111609 + Penalty 3218.645646 = -93668.465963 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 45 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22969.600000 sec): 2 clusters Score: Raw -40982.754173 + Penalty 1415.363346 = -39567.390827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22969.740000 sec): 3 clusters Score: Raw -41092.043538 + Penalty 2830.726691 = -38261.316847 nChanged 29 SP:Iteration 1F (22969.940000 sec): 3 clusters Score: Raw -41185.868954 + Penalty 2830.726691 = -38355.142263 nChanged 9 SP:Iteration 2Q (22970.090000 sec): 3 clusters Score: Raw -41216.680816 + Penalty 2830.726691 = -38385.954125 nChanged 3 SP:Iteration 3Q (22970.290000 sec): 3 clusters Score: Raw -41225.932995 + Penalty 2830.726691 = -38395.206303 nChanged 0 SP:Iteration 4F (22970.440000 sec): 3 clusters Score: Raw -41225.932995 + Penalty 2830.726691 = -38395.206303 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 46 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22970.530000 sec): 2 clusters Score: Raw -73226.016007 + Penalty 1549.514633 = -71676.501374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22970.700000 sec): 3 clusters Score: Raw -73269.695161 + Penalty 3099.029266 = -70170.665895 nChanged 101 SP:Iteration 1F (22970.850000 sec): 3 clusters Score: Raw -73571.810768 + Penalty 3099.029266 = -70472.781502 nChanged 28 SP:Iteration 2F (22971.040000 sec): 3 clusters Score: Raw -73738.579876 + Penalty 3099.029266 = -70639.550610 nChanged 21 SP:Iteration 3Q (22971.240000 sec): 3 clusters Score: Raw -73872.052870 + Penalty 3099.029266 = -70773.023604 nChanged 11 SP:Iteration 4Q (22971.390000 sec): 3 clusters Score: Raw -73918.368909 + Penalty 3099.029266 = -70819.339644 nChanged 6 SP:Iteration 5Q (22971.620000 sec): 3 clusters Score: Raw -73941.083316 + Penalty 3099.029266 = -70842.054050 nChanged 4 SP:Iteration 6Q (22971.790000 sec): 3 clusters Score: Raw -73953.693301 + Penalty 3099.029266 = -70854.664035 nChanged 6 SP:Iteration 7Q (22972.000000 sec): 3 clusters Score: Raw -73970.773707 + Penalty 3099.029266 = -70871.744441 nChanged 5 SP:Iteration 8Q (22972.160000 sec): 3 clusters Score: Raw -73983.502410 + Penalty 3099.029266 = -70884.473145 nChanged 2 SP:Iteration 9Q (22972.280000 sec): 3 clusters Score: Raw -73990.153864 + Penalty 3099.029266 = -70891.124598 nChanged 1 SP:Iteration 10Q (22972.470000 sec): 3 clusters Score: Raw -73990.833231 + Penalty 3099.029266 = -70891.803965 nChanged 0 SP:Iteration 11F (22972.630000 sec): 3 clusters Score: Raw -73990.833231 + Penalty 3099.029266 = -70891.803965 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 47 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22972.730000 sec): 2 clusters Score: Raw -15803.590455 + Penalty 1229.045110 = -14574.545345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22972.870000 sec): 3 clusters Score: Raw -16190.416369 + Penalty 2458.090221 = -13732.326149 nChanged 6 SP:Iteration 1Q (22973.040000 sec): 3 clusters Score: Raw -16233.557344 + Penalty 2458.090221 = -13775.467124 nChanged 1 SP:Iteration 2Q (22973.260000 sec): 3 clusters Score: Raw -16241.901918 + Penalty 2458.090221 = -13783.811698 nChanged 0 SP:Iteration 3F (22973.400000 sec): 3 clusters Score: Raw -16241.901918 + Penalty 2458.090221 = -13783.811698 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 48 (20519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22973.620000 sec): 2 clusters Score: Raw -3270867.722178 + Penalty 2462.418428 = -3268405.303750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22973.950000 sec): 3 clusters Score: Raw -3258904.200752 + Penalty 4924.836856 = -3253979.363896 nChanged 9110 SP:Iteration 1F (22974.250000 sec): 3 clusters Score: Raw -3263757.956888 + Penalty 4924.836856 = -3258833.120032 nChanged 1131 SP:Iteration 2F (22974.560000 sec): 3 clusters Score: Raw -3264204.158244 + Penalty 4924.836856 = -3259279.321388 nChanged 978 SP:Iteration 3Q (22974.870000 sec): 3 clusters Score: Raw -3264552.356008 + Penalty 4924.836856 = -3259627.519151 nChanged 847 SP:Iteration 4Q (22975.130000 sec): 3 clusters Score: Raw -3264840.002345 + Penalty 4924.836856 = -3259915.165489 nChanged 772 SP:Iteration 5Q (22975.450000 sec): 3 clusters Score: Raw -3265113.710200 + Penalty 4924.836856 = -3260188.873343 nChanged 721 SP:Iteration 6Q (22975.790000 sec): 3 clusters Score: Raw -3265373.232712 + Penalty 4924.836856 = -3260448.395856 nChanged 722 SP:Iteration 7Q (22976.110000 sec): 3 clusters Score: Raw -3265657.201284 + Penalty 4924.836856 = -3260732.364428 nChanged 694 SP:Iteration 8Q (22976.360000 sec): 3 clusters Score: Raw -3265963.997898 + Penalty 4924.836856 = -3261039.161042 nChanged 776 SP:Iteration 9Q (22976.670000 sec): 3 clusters Score: Raw -3266350.904662 + Penalty 4924.836856 = -3261426.067805 nChanged 822 SP:Iteration 10Q (22976.970000 sec): 3 clusters Score: Raw -3266809.627815 + Penalty 4924.836856 = -3261884.790959 nChanged 803 SP:Iteration 11Q (22977.260000 sec): 3 clusters Score: Raw -3267295.234031 + Penalty 4924.836856 = -3262370.397174 nChanged 765 SP:Iteration 12Q (22977.530000 sec): 3 clusters Score: Raw -3267760.855262 + Penalty 4924.836856 = -3262836.018406 nChanged 740 SP:Iteration 13Q (22977.840000 sec): 3 clusters Score: Raw -3268197.177019 + Penalty 4924.836856 = -3263272.340162 nChanged 700 SP:Iteration 14Q (22978.150000 sec): 3 clusters Score: Raw -3268630.153380 + Penalty 4924.836856 = -3263705.316524 nChanged 607 SP:Iteration 15Q (22978.450000 sec): 3 clusters Score: Raw -3268984.455457 + Penalty 4924.836856 = -3264059.618601 nChanged 487 SP:Iteration 16Q (22978.710000 sec): 3 clusters Score: Raw -3269253.693232 + Penalty 4924.836856 = -3264328.856376 nChanged 406 SP:Iteration 17Q (22979.040000 sec): 3 clusters Score: Raw -3269473.037801 + Penalty 4924.836856 = -3264548.200945 nChanged 373 SP:Iteration 18Q (22979.290000 sec): 3 clusters Score: Raw -3269679.514787 + Penalty 4924.836856 = -3264754.677931 nChanged 345 SP:Iteration 19Q (22979.610000 sec): 3 clusters Score: Raw -3269859.369498 + Penalty 4924.836856 = -3264934.532641 nChanged 294 SP:Iteration 20F (22979.910000 sec): 3 clusters Score: Raw -3270005.568115 + Penalty 4924.836856 = -3265080.731258 nChanged 251 SP:Iteration 21Q (22980.200000 sec): 3 clusters Score: Raw -3270121.330479 + Penalty 4924.836856 = -3265196.493623 nChanged 221 SP:Iteration 22Q (22980.430000 sec): 3 clusters Score: Raw -3270219.804712 + Penalty 4924.836856 = -3265294.967856 nChanged 187 SP:Iteration 23Q (22980.700000 sec): 3 clusters Score: Raw -3270312.303512 + Penalty 4924.836856 = -3265387.466656 nChanged 199 SP:Iteration 24Q (22980.990000 sec): 3 clusters Score: Raw -3270415.018150 + Penalty 4924.836856 = -3265490.181293 nChanged 165 SP:Iteration 25Q (22981.290000 sec): 3 clusters Score: Raw -3270502.202884 + Penalty 4924.836856 = -3265577.366028 nChanged 156 SP:Iteration 26Q (22981.600000 sec): 3 clusters Score: Raw -3270583.944299 + Penalty 4924.836856 = -3265659.107442 nChanged 134 SP:Iteration 27Q (22981.910000 sec): 3 clusters Score: Raw -3270644.309170 + Penalty 4924.836856 = -3265719.472313 nChanged 108 SP:Iteration 28Q (22982.190000 sec): 3 clusters Score: Raw -3270696.057214 + Penalty 4924.836856 = -3265771.220358 nChanged 98 SP:Iteration 29Q (22982.500000 sec): 3 clusters Score: Raw -3270748.023245 + Penalty 4924.836856 = -3265823.186388 nChanged 96 SP:Iteration 30Q (22982.820000 sec): 3 clusters Score: Raw -3270792.984183 + Penalty 4924.836856 = -3265868.147327 nChanged 64 SP:Iteration 31Q (22983.080000 sec): 3 clusters Score: Raw -3270826.272726 + Penalty 4924.836856 = -3265901.435869 nChanged 66 SP:Iteration 32Q (22983.370000 sec): 3 clusters Score: Raw -3270858.839966 + Penalty 4924.836856 = -3265934.003110 nChanged 67 SP:Iteration 33Q (22983.620000 sec): 3 clusters Score: Raw -3270889.494353 + Penalty 4924.836856 = -3265964.657497 nChanged 52 SP:Iteration 34Q (22983.920000 sec): 3 clusters Score: Raw -3270916.866524 + Penalty 4924.836856 = -3265992.029668 nChanged 38 SP:Iteration 35Q (22984.230000 sec): 3 clusters Score: Raw -3270934.745624 + Penalty 4924.836856 = -3266009.908768 nChanged 31 SP:Iteration 36Q (22984.490000 sec): 3 clusters Score: Raw -3270950.309850 + Penalty 4924.836856 = -3266025.472994 nChanged 29 SP:Iteration 37Q (22984.810000 sec): 3 clusters Score: Raw -3270967.207728 + Penalty 4924.836856 = -3266042.370872 nChanged 39 SP:Iteration 38Q (22985.040000 sec): 3 clusters Score: Raw -3270987.102937 + Penalty 4924.836856 = -3266062.266081 nChanged 27 SP:Iteration 39Q (22985.320000 sec): 3 clusters Score: Raw -3271001.672894 + Penalty 4924.836856 = -3266076.836037 nChanged 22 SP:Iteration 40F (22985.610000 sec): 3 clusters Score: Raw -3271013.736741 + Penalty 4924.836856 = -3266088.899885 nChanged 23 SP:Iteration 41Q (22985.870000 sec): 3 clusters Score: Raw -3271027.514218 + Penalty 4924.836856 = -3266102.677362 nChanged 29 SP:Iteration 42Q (22986.150000 sec): 3 clusters Score: Raw -3271044.146743 + Penalty 4924.836856 = -3266119.309887 nChanged 20 SP:Iteration 43Q (22986.480000 sec): 3 clusters Score: Raw -3271054.154238 + Penalty 4924.836856 = -3266129.317382 nChanged 15 SP:Iteration 44Q (22986.720000 sec): 3 clusters Score: Raw -3271060.566710 + Penalty 4924.836856 = -3266135.729854 nChanged 14 SP:Iteration 45Q (22987.010000 sec): 3 clusters Score: Raw -3271067.419812 + Penalty 4924.836856 = -3266142.582955 nChanged 16 SP:Iteration 46Q (22987.270000 sec): 3 clusters Score: Raw -3271077.159162 + Penalty 4924.836856 = -3266152.322306 nChanged 12 SP:Iteration 47Q (22987.530000 sec): 3 clusters Score: Raw -3271086.043460 + Penalty 4924.836856 = -3266161.206603 nChanged 17 SP:Iteration 48Q (22987.770000 sec): 3 clusters Score: Raw -3271098.129192 + Penalty 4924.836856 = -3266173.292335 nChanged 13 SP:Iteration 49Q (22988.010000 sec): 3 clusters Score: Raw -3271108.253400 + Penalty 4924.836856 = -3266183.416543 nChanged 16 SP:Iteration 50Q (22988.290000 sec): 3 clusters Score: Raw -3271118.542102 + Penalty 4924.836856 = -3266193.705246 nChanged 13 SP:Iteration 51Q (22988.550000 sec): 3 clusters Score: Raw -3271126.074774 + Penalty 4924.836856 = -3266201.237917 nChanged 9 SP:Iteration 52Q (22988.800000 sec): 3 clusters Score: Raw -3271131.778173 + Penalty 4924.836856 = -3266206.941317 nChanged 8 SP:Iteration 53Q (22989.030000 sec): 3 clusters Score: Raw -3271136.455063 + Penalty 4924.836856 = -3266211.618207 nChanged 12 SP:Iteration 54Q (22989.270000 sec): 3 clusters Score: Raw -3271143.830871 + Penalty 4924.836856 = -3266218.994014 nChanged 11 SP:Iteration 55Q (22989.550000 sec): 3 clusters Score: Raw -3271150.197772 + Penalty 4924.836856 = -3266225.360916 nChanged 8 SP:Iteration 56Q (22989.810000 sec): 3 clusters Score: Raw -3271154.186643 + Penalty 4924.836856 = -3266229.349786 nChanged 8 SP:Iteration 57Q (22990.060000 sec): 3 clusters Score: Raw -3271158.455368 + Penalty 4924.836856 = -3266233.618512 nChanged 4 SP:Iteration 58Q (22990.350000 sec): 3 clusters Score: Raw -3271162.086895 + Penalty 4924.836856 = -3266237.250039 nChanged 8 SP:Iteration 59Q (22990.570000 sec): 3 clusters Score: Raw -3271167.183937 + Penalty 4924.836856 = -3266242.347080 nChanged 9 SP:Iteration 60F (22990.880000 sec): 3 clusters Score: Raw -3271173.246621 + Penalty 4924.836856 = -3266248.409764 nChanged 11 SP:Iteration 61Q (22991.150000 sec): 3 clusters Score: Raw -3271179.891688 + Penalty 4924.836856 = -3266255.054831 nChanged 9 SP:Iteration 62Q (22991.420000 sec): 3 clusters Score: Raw -3271186.733838 + Penalty 4924.836856 = -3266261.896982 nChanged 6 SP:Iteration 63Q (22991.660000 sec): 3 clusters Score: Raw -3271190.565427 + Penalty 4924.836856 = -3266265.728570 nChanged 1 SP:Iteration 64Q (22991.900000 sec): 3 clusters Score: Raw -3271191.222668 + Penalty 4924.836856 = -3266266.385812 nChanged 3 SP:Iteration 65Q (22992.160000 sec): 3 clusters Score: Raw -3271193.527389 + Penalty 4924.836856 = -3266268.690533 nChanged 5 SP:Iteration 66Q (22992.440000 sec): 3 clusters Score: Raw -3271196.915763 + Penalty 4924.836856 = -3266272.078907 nChanged 7 SP:Iteration 67Q (22992.680000 sec): 3 clusters Score: Raw -3271200.124896 + Penalty 4924.836856 = -3266275.288039 nChanged 2 SP:Iteration 68Q (22992.970000 sec): 3 clusters Score: Raw -3271201.614199 + Penalty 4924.836856 = -3266276.777343 nChanged 2 SP:Iteration 69Q (22993.250000 sec): 3 clusters Score: Raw -3271202.516915 + Penalty 4924.836856 = -3266277.680059 nChanged 0 SP:Iteration 70F (22993.560000 sec): 3 clusters Score: Raw -3271202.516915 + Penalty 4924.836856 = -3266277.680059 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 49 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22993.660000 sec): 2 clusters Score: Raw -10025.467168 + Penalty 1163.454275 = -8862.012893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22993.870000 sec): 3 clusters Score: Raw -10359.771321 + Penalty 2326.908550 = -8032.862771 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 50 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22993.930000 sec): 2 clusters Score: Raw -162628.671111 + Penalty 1756.680186 = -160871.990925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22994.160000 sec): 3 clusters Score: Raw -162445.484870 + Penalty 3513.360372 = -158932.124498 nChanged 378 SP:Iteration 1F (22994.330000 sec): 3 clusters Score: Raw -162836.856602 + Penalty 3513.360372 = -159323.496229 nChanged 88 SP:Iteration 2F (22994.480000 sec): 3 clusters Score: Raw -162974.851838 + Penalty 3513.360372 = -159461.491466 nChanged 71 SP:Iteration 3F (22994.660000 sec): 3 clusters Score: Raw -163138.095524 + Penalty 3513.360372 = -159624.735151 nChanged 59 SP:Iteration 4Q (22994.850000 sec): 3 clusters Score: Raw -163284.545303 + Penalty 3513.360372 = -159771.184931 nChanged 64 SP:Iteration 5F (22995.040000 sec): 3 clusters Score: Raw -163477.170523 + Penalty 3513.360372 = -159963.810150 nChanged 76 SP:Iteration 6F (22995.210000 sec): 3 clusters Score: Raw -163671.283843 + Penalty 3513.360372 = -160157.923470 nChanged 62 SP:Iteration 7F (22995.400000 sec): 3 clusters Score: Raw -163858.415519 + Penalty 3513.360372 = -160345.055146 nChanged 50 SP:Iteration 8Q (22995.550000 sec): 3 clusters Score: Raw -163964.385969 + Penalty 3513.360372 = -160451.025597 nChanged 34 SP:Iteration 9Q (22995.750000 sec): 3 clusters Score: Raw -164047.878530 + Penalty 3513.360372 = -160534.518158 nChanged 24 SP:Iteration 10Q (22995.950000 sec): 3 clusters Score: Raw -164101.223908 + Penalty 3513.360372 = -160587.863536 nChanged 10 SP:Iteration 11Q (22996.160000 sec): 3 clusters Score: Raw -164119.973997 + Penalty 3513.360372 = -160606.613625 nChanged 12 SP:Iteration 12Q (22996.330000 sec): 3 clusters Score: Raw -164138.695531 + Penalty 3513.360372 = -160625.335158 nChanged 12 SP:Iteration 13Q (22996.530000 sec): 3 clusters Score: Raw -164159.003875 + Penalty 3513.360372 = -160645.643503 nChanged 10 SP:Iteration 14Q (22996.720000 sec): 3 clusters Score: Raw -164177.110056 + Penalty 3513.360372 = -160663.749683 nChanged 9 SP:Iteration 15Q (22996.920000 sec): 3 clusters Score: Raw -164188.363424 + Penalty 3513.360372 = -160675.003051 nChanged 7 SP:Iteration 16Q (22997.120000 sec): 3 clusters Score: Raw -164196.673523 + Penalty 3513.360372 = -160683.313151 nChanged 3 SP:Iteration 17Q (22997.280000 sec): 3 clusters Score: Raw -164201.018743 + Penalty 3513.360372 = -160687.658370 nChanged 4 SP:Iteration 18Q (22997.460000 sec): 3 clusters Score: Raw -164204.142373 + Penalty 3513.360372 = -160690.782001 nChanged 1 SP:Iteration 19Q (22997.640000 sec): 3 clusters Score: Raw -164204.998922 + Penalty 3513.360372 = -160691.638549 nChanged 0 SP:Iteration 20F (22997.840000 sec): 3 clusters Score: Raw -164204.998922 + Penalty 3513.360372 = -160691.638549 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 51 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22997.950000 sec): 2 clusters Score: Raw -72695.884473 + Penalty 1522.156309 = -71173.728164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22998.100000 sec): 3 clusters Score: Raw -72744.539147 + Penalty 3044.312619 = -69700.226528 nChanged 77 SP:Iteration 1F (22998.250000 sec): 3 clusters Score: Raw -72948.846229 + Penalty 3044.312619 = -69904.533610 nChanged 23 SP:Iteration 2Q (22998.480000 sec): 3 clusters Score: Raw -72996.663773 + Penalty 3044.312619 = -69952.351154 nChanged 5 SP:Iteration 3Q (22998.670000 sec): 3 clusters Score: Raw -73009.813555 + Penalty 3044.312619 = -69965.500936 nChanged 5 SP:Iteration 4Q (22998.860000 sec): 3 clusters Score: Raw -73020.934441 + Penalty 3044.312619 = -69976.621823 nChanged 0 SP:Iteration 5F (22999.020000 sec): 3 clusters Score: Raw -73020.934441 + Penalty 3044.312619 = -69976.621823 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 52 (10386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22999.160000 sec): 2 clusters Score: Raw -1550565.902872 + Penalty 2293.557078 = -1548272.345794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22999.420000 sec): 3 clusters Score: Raw -1544962.578627 + Penalty 4587.114156 = -1540375.464471 nChanged 4357 SP:Iteration 1F (22999.690000 sec): 3 clusters Score: Raw -1547301.144360 + Penalty 4587.114156 = -1542714.030204 nChanged 677 SP:Iteration 2F (22999.910000 sec): 3 clusters Score: Raw -1547620.678651 + Penalty 4587.114156 = -1543033.564495 nChanged 525 SP:Iteration 3F (23000.160000 sec): 3 clusters Score: Raw -1547856.487738 + Penalty 4587.114156 = -1543269.373582 nChanged 469 SP:Iteration 4Q (23000.370000 sec): 3 clusters Score: Raw -1548081.572084 + Penalty 4587.114156 = -1543494.457928 nChanged 391 SP:Iteration 5Q (23000.630000 sec): 3 clusters Score: Raw -1548258.930471 + Penalty 4587.114156 = -1543671.816315 nChanged 371 SP:Iteration 6Q (23000.900000 sec): 3 clusters Score: Raw -1548431.210459 + Penalty 4587.114156 = -1543844.096303 nChanged 401 SP:Iteration 7Q (23001.080000 sec): 3 clusters Score: Raw -1548603.686990 + Penalty 4587.114156 = -1544016.572834 nChanged 351 SP:Iteration 8Q (23001.350000 sec): 3 clusters Score: Raw -1548785.530351 + Penalty 4587.114156 = -1544198.416195 nChanged 371 SP:Iteration 9Q (23001.580000 sec): 3 clusters Score: Raw -1549000.485726 + Penalty 4587.114156 = -1544413.371569 nChanged 395 SP:Iteration 10Q (23001.840000 sec): 3 clusters Score: Raw -1549267.986298 + Penalty 4587.114156 = -1544680.872141 nChanged 449 SP:Iteration 11Q (23002.040000 sec): 3 clusters Score: Raw -1549581.545894 + Penalty 4587.114156 = -1544994.431738 nChanged 373 SP:Iteration 12Q (23002.280000 sec): 3 clusters Score: Raw -1549886.896241 + Penalty 4587.114156 = -1545299.782085 nChanged 366 SP:Iteration 13Q (23002.490000 sec): 3 clusters Score: Raw -1550183.095355 + Penalty 4587.114156 = -1545595.981199 nChanged 273 SP:Iteration 14Q (23002.790000 sec): 3 clusters Score: Raw -1550389.454840 + Penalty 4587.114156 = -1545802.340684 nChanged 212 SP:Iteration 15Q (23003.000000 sec): 3 clusters Score: Raw -1550535.338677 + Penalty 4587.114156 = -1545948.224521 nChanged 180 SP:Iteration 16Q (23003.260000 sec): 3 clusters Score: Raw -1550645.034864 + Penalty 4587.114156 = -1546057.920708 nChanged 127 SP:Iteration 17Q (23003.540000 sec): 3 clusters Score: Raw -1550721.540585 + Penalty 4587.114156 = -1546134.426429 nChanged 113 SP:Iteration 18Q (23003.770000 sec): 3 clusters Score: Raw -1550776.848713 + Penalty 4587.114156 = -1546189.734557 nChanged 91 SP:Iteration 19Q (23004.000000 sec): 3 clusters Score: Raw -1550815.832119 + Penalty 4587.114156 = -1546228.717963 nChanged 57 SP:Iteration 20F (23004.260000 sec): 3 clusters Score: Raw -1550833.638563 + Penalty 4587.114156 = -1546246.524407 nChanged 47 SP:Iteration 21Q (23004.500000 sec): 3 clusters Score: Raw -1550852.437574 + Penalty 4587.114156 = -1546265.323418 nChanged 45 SP:Iteration 22Q (23004.710000 sec): 3 clusters Score: Raw -1550871.451422 + Penalty 4587.114156 = -1546284.337266 nChanged 41 SP:Iteration 23Q (23005.000000 sec): 3 clusters Score: Raw -1550886.592986 + Penalty 4587.114156 = -1546299.478830 nChanged 41 SP:Iteration 24Q (23005.220000 sec): 3 clusters Score: Raw -1550901.082591 + Penalty 4587.114156 = -1546313.968435 nChanged 36 SP:Iteration 25Q (23005.440000 sec): 3 clusters Score: Raw -1550915.331833 + Penalty 4587.114156 = -1546328.217676 nChanged 34 SP:Iteration 26Q (23005.660000 sec): 3 clusters Score: Raw -1550928.425246 + Penalty 4587.114156 = -1546341.311090 nChanged 31 SP:Iteration 27Q (23005.920000 sec): 3 clusters Score: Raw -1550937.559300 + Penalty 4587.114156 = -1546350.445144 nChanged 29 SP:Iteration 28Q (23006.140000 sec): 3 clusters Score: Raw -1550949.537961 + Penalty 4587.114156 = -1546362.423805 nChanged 41 SP:Iteration 29Q (23006.410000 sec): 3 clusters Score: Raw -1550964.753400 + Penalty 4587.114156 = -1546377.639244 nChanged 26 SP:Iteration 30Q (23006.610000 sec): 3 clusters Score: Raw -1550972.128945 + Penalty 4587.114156 = -1546385.014789 nChanged 26 SP:Iteration 31Q (23006.820000 sec): 3 clusters Score: Raw -1550981.766704 + Penalty 4587.114156 = -1546394.652547 nChanged 27 SP:Iteration 32Q (23007.090000 sec): 3 clusters Score: Raw -1550992.211110 + Penalty 4587.114156 = -1546405.096954 nChanged 23 SP:Iteration 33Q (23007.310000 sec): 3 clusters Score: Raw -1550999.592728 + Penalty 4587.114156 = -1546412.478572 nChanged 19 SP:Iteration 34Q (23007.540000 sec): 3 clusters Score: Raw -1551004.869962 + Penalty 4587.114156 = -1546417.755806 nChanged 13 SP:Iteration 35Q (23007.760000 sec): 3 clusters Score: Raw -1551010.673076 + Penalty 4587.114156 = -1546423.558920 nChanged 13 SP:Iteration 36Q (23007.980000 sec): 3 clusters Score: Raw -1551014.627980 + Penalty 4587.114156 = -1546427.513824 nChanged 10 SP:Iteration 37Q (23008.190000 sec): 3 clusters Score: Raw -1551016.795952 + Penalty 4587.114156 = -1546429.681796 nChanged 11 SP:Iteration 38Q (23008.430000 sec): 3 clusters Score: Raw -1551020.513312 + Penalty 4587.114156 = -1546433.399156 nChanged 12 SP:Iteration 39Q (23008.670000 sec): 3 clusters Score: Raw -1551024.045614 + Penalty 4587.114156 = -1546436.931458 nChanged 10 SP:Iteration 40F (23008.860000 sec): 3 clusters Score: Raw -1551026.905150 + Penalty 4587.114156 = -1546439.790994 nChanged 9 SP:Iteration 41Q (23009.120000 sec): 3 clusters Score: Raw -1551030.368896 + Penalty 4587.114156 = -1546443.254740 nChanged 6 SP:Iteration 42Q (23009.340000 sec): 3 clusters Score: Raw -1551032.425105 + Penalty 4587.114156 = -1546445.310949 nChanged 3 SP:Iteration 43Q (23009.570000 sec): 3 clusters Score: Raw -1551033.507613 + Penalty 4587.114156 = -1546446.393457 nChanged 7 SP:Iteration 44Q (23009.800000 sec): 3 clusters Score: Raw -1551035.137636 + Penalty 4587.114156 = -1546448.023479 nChanged 0 SP:Iteration 45F (23010.100000 sec): 3 clusters Score: Raw -1551035.137636 + Penalty 4587.114156 = -1546448.023479 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 53 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23010.190000 sec): 2 clusters Score: Raw -51412.730055 + Penalty 1465.877568 = -49946.852487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23010.360000 sec): 3 clusters Score: Raw -51512.088727 + Penalty 2931.755135 = -48580.333592 nChanged 44 SP:Iteration 1F (23010.560000 sec): 3 clusters Score: Raw -51628.887869 + Penalty 2931.755135 = -48697.132733 nChanged 16 SP:Iteration 2Q (23010.740000 sec): 3 clusters Score: Raw -51682.341853 + Penalty 2931.755135 = -48750.586718 nChanged 7 SP:Iteration 3Q (23010.940000 sec): 3 clusters Score: Raw -51709.425009 + Penalty 2931.755135 = -48777.669874 nChanged 8 SP:Iteration 4Q (23011.090000 sec): 3 clusters Score: Raw -51732.690103 + Penalty 2931.755135 = -48800.934967 nChanged 4 SP:Iteration 5Q (23011.260000 sec): 3 clusters Score: Raw -51743.974253 + Penalty 2931.755135 = -48812.219118 nChanged 0 SP:Iteration 6F (23011.430000 sec): 3 clusters Score: Raw -51743.974253 + Penalty 2931.755135 = -48812.219118 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 54 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23011.520000 sec): 2 clusters Score: Raw -20267.898556 + Penalty 1220.155270 = -19047.743287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23011.710000 sec): 3 clusters Score: Raw -20583.202244 + Penalty 2440.310539 = -18142.891705 nChanged 5 SP:Iteration 1Q (23011.910000 sec): 3 clusters Score: Raw -20623.010670 + Penalty 2440.310539 = -18182.700131 nChanged 1 SP:Iteration 2Q (23012.060000 sec): 3 clusters Score: Raw -20624.920778 + Penalty 2440.310539 = -18184.610239 nChanged 0 SP:Iteration 3F (23012.210000 sec): 3 clusters Score: Raw -20624.920778 + Penalty 2440.310539 = -18184.610239 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 55 (5178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23012.350000 sec): 2 clusters Score: Raw -791644.695638 + Penalty 2120.939192 = -789523.756446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23012.510000 sec): 3 clusters Score: Raw -789068.152644 + Penalty 4241.878384 = -784826.274261 nChanged 2012 SP:Iteration 1F (23012.720000 sec): 3 clusters Score: Raw -790192.109550 + Penalty 4241.878384 = -785950.231166 nChanged 376 SP:Iteration 2F (23012.900000 sec): 3 clusters Score: Raw -790393.128905 + Penalty 4241.878384 = -786151.250522 nChanged 244 SP:Iteration 3Q (23013.110000 sec): 3 clusters Score: Raw -790501.078503 + Penalty 4241.878384 = -786259.200119 nChanged 157 SP:Iteration 4Q (23013.310000 sec): 3 clusters Score: Raw -790563.300166 + Penalty 4241.878384 = -786321.421782 nChanged 100 SP:Iteration 5Q (23013.510000 sec): 3 clusters Score: Raw -790598.611674 + Penalty 4241.878384 = -786356.733291 nChanged 77 SP:Iteration 6Q (23013.670000 sec): 3 clusters Score: Raw -790626.096394 + Penalty 4241.878384 = -786384.218011 nChanged 67 SP:Iteration 7Q (23013.870000 sec): 3 clusters Score: Raw -790650.514858 + Penalty 4241.878384 = -786408.636475 nChanged 67 SP:Iteration 8Q (23014.040000 sec): 3 clusters Score: Raw -790677.217780 + Penalty 4241.878384 = -786435.339396 nChanged 63 SP:Iteration 9Q (23014.230000 sec): 3 clusters Score: Raw -790704.893964 + Penalty 4241.878384 = -786463.015580 nChanged 71 SP:Iteration 10Q (23014.430000 sec): 3 clusters Score: Raw -790729.750896 + Penalty 4241.878384 = -786487.872513 nChanged 51 SP:Iteration 11Q (23014.620000 sec): 3 clusters Score: Raw -790746.141356 + Penalty 4241.878384 = -786504.262973 nChanged 52 SP:Iteration 12Q (23014.810000 sec): 3 clusters Score: Raw -790762.762927 + Penalty 4241.878384 = -786520.884543 nChanged 48 SP:Iteration 13Q (23015.020000 sec): 3 clusters Score: Raw -790778.041672 + Penalty 4241.878384 = -786536.163289 nChanged 39 SP:Iteration 14Q (23015.240000 sec): 3 clusters Score: Raw -790789.991729 + Penalty 4241.878384 = -786548.113346 nChanged 36 SP:Iteration 15Q (23015.430000 sec): 3 clusters Score: Raw -790800.571290 + Penalty 4241.878384 = -786558.692907 nChanged 29 SP:Iteration 16Q (23015.650000 sec): 3 clusters Score: Raw -790810.907254 + Penalty 4241.878384 = -786569.028871 nChanged 32 SP:Iteration 17Q (23015.830000 sec): 3 clusters Score: Raw -790819.622663 + Penalty 4241.878384 = -786577.744280 nChanged 21 SP:Iteration 18Q (23016.010000 sec): 3 clusters Score: Raw -790825.782696 + Penalty 4241.878384 = -786583.904313 nChanged 17 SP:Iteration 19Q (23016.270000 sec): 3 clusters Score: Raw -790830.110541 + Penalty 4241.878384 = -786588.232158 nChanged 12 SP:Iteration 20F (23016.430000 sec): 3 clusters Score: Raw -790833.204787 + Penalty 4241.878384 = -786591.326403 nChanged 12 SP:Iteration 21Q (23016.630000 sec): 3 clusters Score: Raw -790836.485379 + Penalty 4241.878384 = -786594.606995 nChanged 11 SP:Iteration 22Q (23016.850000 sec): 3 clusters Score: Raw -790838.812782 + Penalty 4241.878384 = -786596.934399 nChanged 9 SP:Iteration 23Q (23017.010000 sec): 3 clusters Score: Raw -790841.024353 + Penalty 4241.878384 = -786599.145970 nChanged 10 SP:Iteration 24Q (23017.260000 sec): 3 clusters Score: Raw -790843.377005 + Penalty 4241.878384 = -786601.498622 nChanged 7 SP:Iteration 25Q (23017.450000 sec): 3 clusters Score: Raw -790844.679633 + Penalty 4241.878384 = -786602.801250 nChanged 4 SP:Iteration 26Q (23017.630000 sec): 3 clusters Score: Raw -790845.463456 + Penalty 4241.878384 = -786603.585072 nChanged 5 SP:Iteration 27Q (23017.870000 sec): 3 clusters Score: Raw -790847.064286 + Penalty 4241.878384 = -786605.185903 nChanged 6 SP:Iteration 28Q (23018.070000 sec): 3 clusters Score: Raw -790848.134629 + Penalty 4241.878384 = -786606.256246 nChanged 5 SP:Iteration 29Q (23018.270000 sec): 3 clusters Score: Raw -790849.090608 + Penalty 4241.878384 = -786607.212225 nChanged 3 SP:Iteration 30Q (23018.430000 sec): 3 clusters Score: Raw -790849.813404 + Penalty 4241.878384 = -786607.935021 nChanged 6 SP:Iteration 31Q (23018.650000 sec): 3 clusters Score: Raw -790850.986800 + Penalty 4241.878384 = -786609.108417 nChanged 7 SP:Iteration 32Q (23018.850000 sec): 3 clusters Score: Raw -790853.074784 + Penalty 4241.878384 = -786611.196400 nChanged 4 SP:Iteration 33Q (23019.030000 sec): 3 clusters Score: Raw -790853.646801 + Penalty 4241.878384 = -786611.768418 nChanged 2 SP:Iteration 34Q (23019.210000 sec): 3 clusters Score: Raw -790853.962520 + Penalty 4241.878384 = -786612.084137 nChanged 2 SP:Iteration 35Q (23019.410000 sec): 3 clusters Score: Raw -790854.619462 + Penalty 4241.878384 = -786612.741078 nChanged 2 SP:Iteration 36Q (23019.590000 sec): 3 clusters Score: Raw -790854.958426 + Penalty 4241.878384 = -786613.080043 nChanged 3 SP:Iteration 37Q (23019.760000 sec): 3 clusters Score: Raw -790855.611246 + Penalty 4241.878384 = -786613.732863 nChanged 1 SP:Iteration 38Q (23019.980000 sec): 3 clusters Score: Raw -790855.663266 + Penalty 4241.878384 = -786613.784882 nChanged 1 SP:Iteration 39Q (23020.180000 sec): 3 clusters Score: Raw -790855.935296 + Penalty 4241.878384 = -786614.056912 nChanged 2 SP:Iteration 40F (23020.370000 sec): 3 clusters Score: Raw -790856.357291 + Penalty 4241.878384 = -786614.478908 nChanged 3 SP:Iteration 41Q (23020.560000 sec): 3 clusters Score: Raw -790856.962261 + Penalty 4241.878384 = -786615.083877 nChanged 2 SP:Iteration 42Q (23020.740000 sec): 3 clusters Score: Raw -790857.380578 + Penalty 4241.878384 = -786615.502194 nChanged 3 SP:Iteration 43Q (23020.960000 sec): 3 clusters Score: Raw -790857.769649 + Penalty 4241.878384 = -786615.891266 nChanged 1 SP:Iteration 44Q (23021.180000 sec): 3 clusters Score: Raw -790858.008169 + Penalty 4241.878384 = -786616.129785 nChanged 2 SP:Iteration 45Q (23021.370000 sec): 3 clusters Score: Raw -790858.716627 + Penalty 4241.878384 = -786616.838243 nChanged 3 SP:Iteration 46Q (23021.560000 sec): 3 clusters Score: Raw -790859.252230 + Penalty 4241.878384 = -786617.373846 nChanged 2 SP:Iteration 47Q (23021.740000 sec): 3 clusters Score: Raw -790860.244047 + Penalty 4241.878384 = -786618.365663 nChanged 3 SP:Iteration 48Q (23021.960000 sec): 3 clusters Score: Raw -790861.296927 + Penalty 4241.878384 = -786619.418544 nChanged 6 SP:Iteration 49Q (23022.130000 sec): 3 clusters Score: Raw -790863.345167 + Penalty 4241.878384 = -786621.466784 nChanged 9 SP:Iteration 50Q (23022.310000 sec): 3 clusters Score: Raw -790866.091693 + Penalty 4241.878384 = -786624.213310 nChanged 7 SP:Iteration 51Q (23022.500000 sec): 3 clusters Score: Raw -790867.741752 + Penalty 4241.878384 = -786625.863369 nChanged 9 SP:Iteration 52Q (23022.680000 sec): 3 clusters Score: Raw -790870.064255 + Penalty 4241.878384 = -786628.185871 nChanged 13 SP:Iteration 53Q (23022.870000 sec): 3 clusters Score: Raw -790873.235360 + Penalty 4241.878384 = -786631.356977 nChanged 12 SP:Iteration 54Q (23023.070000 sec): 3 clusters Score: Raw -790876.253151 + Penalty 4241.878384 = -786634.374768 nChanged 8 SP:Iteration 55Q (23023.270000 sec): 3 clusters Score: Raw -790877.524018 + Penalty 4241.878384 = -786635.645634 nChanged 1 SP:Iteration 56Q (23023.470000 sec): 3 clusters Score: Raw -790877.681743 + Penalty 4241.878384 = -786635.803359 nChanged 1 SP:Iteration 57Q (23023.680000 sec): 3 clusters Score: Raw -790877.957904 + Penalty 4241.878384 = -786636.079520 nChanged 0 SP:Iteration 58F (23023.870000 sec): 3 clusters Score: Raw -790877.957904 + Penalty 4241.878384 = -786636.079520 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 56 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23023.950000 sec): 2 clusters Score: Raw -17766.461915 + Penalty 1252.364290 = -16514.097625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23024.140000 sec): 3 clusters Score: Raw -18103.590232 + Penalty 2504.728580 = -15598.861652 nChanged 14 SP:Iteration 1F (23024.310000 sec): 3 clusters Score: Raw -18187.778281 + Penalty 2504.728580 = -15683.049701 nChanged 1 SP:Iteration 2Q (23024.480000 sec): 3 clusters Score: Raw -18193.181399 + Penalty 2504.728580 = -15688.452820 nChanged 0 SP:Iteration 3F (23024.700000 sec): 3 clusters Score: Raw -18193.181399 + Penalty 2504.728580 = -15688.452820 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 57 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23024.790000 sec): 2 clusters Score: Raw -52573.030301 + Penalty 1479.604391 = -51093.425909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23024.960000 sec): 3 clusters Score: Raw -52584.818937 + Penalty 2959.208783 = -49625.610154 nChanged 60 SP:Iteration 1F (23025.140000 sec): 3 clusters Score: Raw -52721.929295 + Penalty 2959.208783 = -49762.720512 nChanged 18 SP:Iteration 2Q (23025.320000 sec): 3 clusters Score: Raw -52785.831170 + Penalty 2959.208783 = -49826.622387 nChanged 11 SP:Iteration 3Q (23025.470000 sec): 3 clusters Score: Raw -52821.979956 + Penalty 2959.208783 = -49862.771174 nChanged 8 SP:Iteration 4Q (23025.660000 sec): 3 clusters Score: Raw -52879.816999 + Penalty 2959.208783 = -49920.608217 nChanged 14 SP:Iteration 5Q (23025.820000 sec): 3 clusters Score: Raw -52935.098192 + Penalty 2959.208783 = -49975.889410 nChanged 7 SP:Iteration 6Q (23025.980000 sec): 3 clusters Score: Raw -52960.758698 + Penalty 2959.208783 = -50001.549916 nChanged 4 SP:Iteration 7Q (23026.150000 sec): 3 clusters Score: Raw -52972.909210 + Penalty 2959.208783 = -50013.700427 nChanged 1 SP:Iteration 8Q (23026.320000 sec): 3 clusters Score: Raw -52975.799321 + Penalty 2959.208783 = -50016.590539 nChanged 1 SP:Iteration 9Q (23026.510000 sec): 3 clusters Score: Raw -52979.202668 + Penalty 2959.208783 = -50019.993885 nChanged 0 SP:Iteration 10F (23026.670000 sec): 3 clusters Score: Raw -52979.202668 + Penalty 2959.208783 = -50019.993885 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 58 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23026.770000 sec): 2 clusters Score: Raw -47564.522372 + Penalty 1423.468642 = -46141.053730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23026.940000 sec): 3 clusters Score: Raw -47712.760622 + Penalty 2846.937284 = -44865.823338 nChanged 46 SP:Iteration 1F (23027.150000 sec): 3 clusters Score: Raw -47871.338333 + Penalty 2846.937284 = -45024.401049 nChanged 10 SP:Iteration 2Q (23027.350000 sec): 3 clusters Score: Raw -47927.428852 + Penalty 2846.937284 = -45080.491568 nChanged 5 SP:Iteration 3Q (23027.530000 sec): 3 clusters Score: Raw -47951.705772 + Penalty 2846.937284 = -45104.768488 nChanged 5 SP:Iteration 4Q (23027.690000 sec): 3 clusters Score: Raw -47977.793167 + Penalty 2846.937284 = -45130.855882 nChanged 4 SP:Iteration 5Q (23027.880000 sec): 3 clusters Score: Raw -47991.552938 + Penalty 2846.937284 = -45144.615654 nChanged 5 SP:Iteration 6Q (23028.040000 sec): 3 clusters Score: Raw -48015.326089 + Penalty 2846.937284 = -45168.388804 nChanged 2 SP:Iteration 7Q (23028.220000 sec): 3 clusters Score: Raw -48019.482451 + Penalty 2846.937284 = -45172.545167 nChanged 0 SP:Iteration 8F (23028.430000 sec): 3 clusters Score: Raw -48019.482451 + Penalty 2846.937284 = -45172.545167 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 59 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23028.500000 sec): 2 clusters Score: Raw -43331.039851 + Penalty 1480.872936 = -41850.166914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23028.710000 sec): 3 clusters Score: Raw -43498.869556 + Penalty 2961.745873 = -40537.123684 nChanged 71 SP:Iteration 1F (23028.860000 sec): 3 clusters Score: Raw -43755.655325 + Penalty 2961.745873 = -40793.909452 nChanged 24 SP:Iteration 2F (23029.040000 sec): 3 clusters Score: Raw -43892.409694 + Penalty 2961.745873 = -40930.663821 nChanged 16 SP:Iteration 3Q (23029.210000 sec): 3 clusters Score: Raw -43965.626653 + Penalty 2961.745873 = -41003.880781 nChanged 11 SP:Iteration 4Q (23029.440000 sec): 3 clusters Score: Raw -44044.409299 + Penalty 2961.745873 = -41082.663426 nChanged 12 SP:Iteration 5Q (23029.580000 sec): 3 clusters Score: Raw -44119.834953 + Penalty 2961.745873 = -41158.089081 nChanged 11 SP:Iteration 6Q (23029.800000 sec): 3 clusters Score: Raw -44191.331010 + Penalty 2961.745873 = -41229.585137 nChanged 5 SP:Iteration 7Q (23029.960000 sec): 3 clusters Score: Raw -44223.614171 + Penalty 2961.745873 = -41261.868299 nChanged 3 SP:Iteration 8Q (23030.110000 sec): 3 clusters Score: Raw -44249.600090 + Penalty 2961.745873 = -41287.854218 nChanged 1 SP:Iteration 9Q (23030.250000 sec): 3 clusters Score: Raw -44257.424512 + Penalty 2961.745873 = -41295.678639 nChanged 1 SP:Iteration 10Q (23030.500000 sec): 3 clusters Score: Raw -44266.544121 + Penalty 2961.745873 = -41304.798248 nChanged 1 SP:Iteration 11Q (23030.640000 sec): 3 clusters Score: Raw -44273.186439 + Penalty 2961.745873 = -41311.440567 nChanged 1 SP:Iteration 12Q (23030.810000 sec): 3 clusters Score: Raw -44277.967553 + Penalty 2961.745873 = -41316.221680 nChanged 2 SP:Iteration 13Q (23031.020000 sec): 3 clusters Score: Raw -44283.051396 + Penalty 2961.745873 = -41321.305524 nChanged 1 SP:Iteration 14Q (23031.170000 sec): 3 clusters Score: Raw -44285.879990 + Penalty 2961.745873 = -41324.134118 nChanged 0 SP:Iteration 15F (23031.320000 sec): 3 clusters Score: Raw -44285.879990 + Penalty 2961.745873 = -41324.134118 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 60 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23031.430000 sec): 2 clusters Score: Raw -35001.507615 + Penalty 1441.904372 = -33559.603244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23031.580000 sec): 3 clusters Score: Raw -35187.500345 + Penalty 2883.808744 = -32303.691601 nChanged 47 SP:Iteration 1F (23031.720000 sec): 3 clusters Score: Raw -35355.457072 + Penalty 2883.808744 = -32471.648328 nChanged 18 SP:Iteration 2F (23031.930000 sec): 3 clusters Score: Raw -35437.707557 + Penalty 2883.808744 = -32553.898813 nChanged 10 SP:Iteration 3Q (23032.080000 sec): 3 clusters Score: Raw -35489.593904 + Penalty 2883.808744 = -32605.785161 nChanged 10 SP:Iteration 4Q (23032.270000 sec): 3 clusters Score: Raw -35530.712905 + Penalty 2883.808744 = -32646.904161 nChanged 5 SP:Iteration 5Q (23032.430000 sec): 3 clusters Score: Raw -35549.159028 + Penalty 2883.808744 = -32665.350285 nChanged 2 SP:Iteration 6Q (23032.620000 sec): 3 clusters Score: Raw -35554.759929 + Penalty 2883.808744 = -32670.951185 nChanged 1 SP:Iteration 7Q (23032.770000 sec): 3 clusters Score: Raw -35556.614716 + Penalty 2883.808744 = -32672.805972 nChanged 1 SP:Iteration 8Q (23032.970000 sec): 3 clusters Score: Raw -35559.763738 + Penalty 2883.808744 = -32675.954994 nChanged 1 SP:Iteration 9Q (23033.160000 sec): 3 clusters Score: Raw -35561.999441 + Penalty 2883.808744 = -32678.190697 nChanged 0 SP:Iteration 10F (23033.390000 sec): 3 clusters Score: Raw -35561.999441 + Penalty 2883.808744 = -32678.190697 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 61 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23033.480000 sec): 2 clusters Score: Raw -13270.837246 + Penalty 1178.890367 = -12091.946878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23033.640000 sec): 3 clusters Score: Raw -13680.463272 + Penalty 2357.780735 = -11322.682537 nChanged 6 SP:Iteration 1F (23033.800000 sec): 3 clusters Score: Raw -13726.566812 + Penalty 2357.780735 = -11368.786077 nChanged 1 SP:Iteration 2Q (23034.020000 sec): 3 clusters Score: Raw -13737.674863 + Penalty 2357.780735 = -11379.894128 nChanged 1 SP:Iteration 3Q (23034.170000 sec): 3 clusters Score: Raw -13744.113138 + Penalty 2357.780735 = -11386.332403 nChanged 1 SP:Iteration 4Q (23034.380000 sec): 3 clusters Score: Raw -13751.144226 + Penalty 2357.780735 = -11393.363492 nChanged 0 SP:Iteration 5F (23034.530000 sec): 3 clusters Score: Raw -13751.144226 + Penalty 2357.780735 = -11393.363492 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 62 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23034.670000 sec): 2 clusters Score: Raw -20141.627851 + Penalty 1267.772972 = -18873.854879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23034.840000 sec): 3 clusters Score: Raw -20417.059110 + Penalty 2535.545943 = -17881.513167 nChanged 10 SP:Iteration 1F (23034.970000 sec): 3 clusters Score: Raw -20472.835466 + Penalty 2535.545943 = -17937.289523 nChanged 3 SP:Iteration 2Q (23035.160000 sec): 3 clusters Score: Raw -20499.056502 + Penalty 2535.545943 = -17963.510559 nChanged 4 SP:Iteration 3Q (23035.400000 sec): 3 clusters Score: Raw -20524.750500 + Penalty 2535.545943 = -17989.204557 nChanged 1 SP:Iteration 4Q (23035.550000 sec): 3 clusters Score: Raw -20531.025921 + Penalty 2535.545943 = -17995.479978 nChanged 0 SP:Iteration 5F (23035.750000 sec): 3 clusters Score: Raw -20531.025921 + Penalty 2535.545943 = -17995.479978 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 63 (557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23035.840000 sec): 2 clusters Score: Raw -79942.746621 + Penalty 1567.996180 = -78374.750441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23036.050000 sec): 3 clusters Score: Raw -79940.256093 + Penalty 3135.992359 = -76804.263734 nChanged 118 SP:Iteration 1F (23036.220000 sec): 3 clusters Score: Raw -80159.885508 + Penalty 3135.992359 = -77023.893149 nChanged 30 SP:Iteration 2F (23036.440000 sec): 3 clusters Score: Raw -80246.385688 + Penalty 3135.992359 = -77110.393329 nChanged 21 SP:Iteration 3Q (23036.620000 sec): 3 clusters Score: Raw -80306.950157 + Penalty 3135.992359 = -77170.957798 nChanged 10 SP:Iteration 4Q (23036.770000 sec): 3 clusters Score: Raw -80323.213028 + Penalty 3135.992359 = -77187.220669 nChanged 4 SP:Iteration 5Q (23036.920000 sec): 3 clusters Score: Raw -80327.475842 + Penalty 3135.992359 = -77191.483483 nChanged 1 SP:Iteration 6Q (23037.120000 sec): 3 clusters Score: Raw -80328.541705 + Penalty 3135.992359 = -77192.549346 nChanged 1 SP:Iteration 7Q (23037.280000 sec): 3 clusters Score: Raw -80329.441823 + Penalty 3135.992359 = -77193.449464 nChanged 0 SP:Iteration 8F (23037.460000 sec): 3 clusters Score: Raw -80329.441823 + Penalty 3135.992359 = -77193.449464 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 64 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23037.570000 sec): 2 clusters Score: Raw -20879.824056 + Penalty 1278.016315 = -19601.807741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23037.740000 sec): 3 clusters Score: Raw -21239.444598 + Penalty 2556.032631 = -18683.411968 nChanged 24 SP:Iteration 1F (23037.940000 sec): 3 clusters Score: Raw -21340.832023 + Penalty 2556.032631 = -18784.799392 nChanged 10 SP:Iteration 2F (23038.150000 sec): 3 clusters Score: Raw -21405.419981 + Penalty 2556.032631 = -18849.387350 nChanged 11 SP:Iteration 3F (23038.340000 sec): 3 clusters Score: Raw -21461.467700 + Penalty 2556.032631 = -18905.435069 nChanged 4 SP:Iteration 4Q (23038.480000 sec): 3 clusters Score: Raw -21494.182674 + Penalty 2556.032631 = -18938.150043 nChanged 1 SP:Iteration 5Q (23038.690000 sec): 3 clusters Score: Raw -21502.037270 + Penalty 2556.032631 = -18946.004640 nChanged 0 SP:Iteration 6F (23038.880000 sec): 3 clusters Score: Raw -21502.037270 + Penalty 2556.032631 = -18946.004640 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 65 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23038.990000 sec): 2 clusters Score: Raw -29384.219970 + Penalty 1386.564771 = -27997.655199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23039.140000 sec): 3 clusters Score: Raw -29520.613795 + Penalty 2773.129542 = -26747.484252 nChanged 33 SP:Iteration 1F (23039.340000 sec): 3 clusters Score: Raw -29650.600596 + Penalty 2773.129542 = -26877.471053 nChanged 13 SP:Iteration 2Q (23039.500000 sec): 3 clusters Score: Raw -29712.008919 + Penalty 2773.129542 = -26938.879376 nChanged 3 SP:Iteration 3Q (23039.640000 sec): 3 clusters Score: Raw -29728.441366 + Penalty 2773.129542 = -26955.311824 nChanged 2 SP:Iteration 4Q (23039.800000 sec): 3 clusters Score: Raw -29737.524969 + Penalty 2773.129542 = -26964.395426 nChanged 5 SP:Iteration 5Q (23040.000000 sec): 3 clusters Score: Raw -29761.467690 + Penalty 2773.129542 = -26988.338147 nChanged 1 SP:Iteration 6Q (23040.150000 sec): 3 clusters Score: Raw -29773.834751 + Penalty 2773.129542 = -27000.705209 nChanged 1 SP:Iteration 7Q (23040.340000 sec): 3 clusters Score: Raw -29778.821489 + Penalty 2773.129542 = -27005.691947 nChanged 2 SP:Iteration 8Q (23040.540000 sec): 3 clusters Score: Raw -29785.771098 + Penalty 2773.129542 = -27012.641555 nChanged 1 SP:Iteration 9Q (23040.700000 sec): 3 clusters Score: Raw -29786.904772 + Penalty 2773.129542 = -27013.775229 nChanged 0 SP:Iteration 10F (23040.900000 sec): 3 clusters Score: Raw -29786.904772 + Penalty 2773.129542 = -27013.775229 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 66 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23040.980000 sec): 2 clusters Score: Raw -28048.499623 + Penalty 1340.978599 = -26707.521023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23041.170000 sec): 3 clusters Score: Raw -28291.354197 + Penalty 2681.957199 = -25609.396999 nChanged 17 SP:Iteration 1F (23041.350000 sec): 3 clusters Score: Raw -28365.074221 + Penalty 2681.957199 = -25683.117022 nChanged 6 SP:Iteration 2Q (23041.560000 sec): 3 clusters Score: Raw -28395.735464 + Penalty 2681.957199 = -25713.778266 nChanged 5 SP:Iteration 3Q (23041.750000 sec): 3 clusters Score: Raw -28433.255791 + Penalty 2681.957199 = -25751.298592 nChanged 4 SP:Iteration 4Q (23041.940000 sec): 3 clusters Score: Raw -28447.951964 + Penalty 2681.957199 = -25765.994765 nChanged 3 SP:Iteration 5Q (23042.140000 sec): 3 clusters Score: Raw -28461.733180 + Penalty 2681.957199 = -25779.775982 nChanged 4 SP:Iteration 6Q (23042.380000 sec): 3 clusters Score: Raw -28477.444955 + Penalty 2681.957199 = -25795.487757 nChanged 3 SP:Iteration 7Q (23042.550000 sec): 3 clusters Score: Raw -28499.124652 + Penalty 2681.957199 = -25817.167453 nChanged 2 SP:Iteration 8Q (23042.710000 sec): 3 clusters Score: Raw -28511.652525 + Penalty 2681.957199 = -25829.695327 nChanged 2 SP:Iteration 9Q (23042.910000 sec): 3 clusters Score: Raw -28523.438475 + Penalty 2681.957199 = -25841.481276 nChanged 3 SP:Iteration 10Q (23043.060000 sec): 3 clusters Score: Raw -28562.953559 + Penalty 2681.957199 = -25880.996360 nChanged 3 SP:Iteration 11Q (23043.290000 sec): 3 clusters Score: Raw -28615.134895 + Penalty 2681.957199 = -25933.177696 nChanged 2 SP:Iteration 12Q (23043.460000 sec): 3 clusters Score: Raw -28628.564422 + Penalty 2681.957199 = -25946.607224 nChanged 2 SP:Iteration 13Q (23043.620000 sec): 3 clusters Score: Raw -28639.635358 + Penalty 2681.957199 = -25957.678159 nChanged 0 SP:Iteration 14F (23043.820000 sec): 3 clusters Score: Raw -28639.635358 + Penalty 2681.957199 = -25957.678159 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 67 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23043.920000 sec): 2 clusters Score: Raw -11438.981330 + Penalty 1183.129787 = -10255.851544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23044.060000 sec): 3 clusters Score: Raw -12100.919184 + Penalty 2366.259574 = -9734.659611 nChanged 7 SP:Iteration 1F (23044.270000 sec): 3 clusters Score: Raw -12165.457493 + Penalty 2366.259574 = -9799.197919 nChanged 2 SP:Iteration 2Q (23044.470000 sec): 3 clusters Score: Raw -12189.697005 + Penalty 2366.259574 = -9823.437432 nChanged 1 SP:Iteration 3Q (23044.650000 sec): 3 clusters Score: Raw -12229.157175 + Penalty 2366.259574 = -9862.897602 nChanged 1 SP:Iteration 4Q (23044.800000 sec): 3 clusters Score: Raw -12239.244469 + Penalty 2366.259574 = -9872.984895 nChanged 0 SP:Iteration 5F (23045.010000 sec): 3 clusters Score: Raw -12239.244469 + Penalty 2366.259574 = -9872.984895 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 68 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23045.100000 sec): 2 clusters Score: Raw -14091.300464 + Penalty 1207.148544 = -12884.151920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23045.250000 sec): 3 clusters Score: Raw -14340.526315 + Penalty 2414.297087 = -11926.229228 nChanged 8 SP:Iteration 1F (23045.430000 sec): 3 clusters Score: Raw -14388.983344 + Penalty 2414.297087 = -11974.686257 nChanged 2 SP:Iteration 2Q (23045.640000 sec): 3 clusters Score: Raw -14394.141642 + Penalty 2414.297087 = -11979.844555 nChanged 0 SP:Iteration 3F (23045.820000 sec): 3 clusters Score: Raw -14394.141642 + Penalty 2414.297087 = -11979.844555 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 69 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23045.890000 sec): 2 clusters Score: Raw -16420.394253 + Penalty 1212.806584 = -15207.587669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23046.120000 sec): 3 clusters Score: Raw -16721.499720 + Penalty 2425.613168 = -14295.886552 nChanged 6 SP:Iteration 1Q (23046.320000 sec): 3 clusters Score: Raw -16783.718916 + Penalty 2425.613168 = -14358.105748 nChanged 6 SP:Iteration 2Q (23046.490000 sec): 3 clusters Score: Raw -16835.351055 + Penalty 2425.613168 = -14409.737888 nChanged 1 SP:Iteration 3Q (23046.670000 sec): 3 clusters Score: Raw -16840.646736 + Penalty 2425.613168 = -14415.033568 nChanged 0 SP:Iteration 4F (23046.850000 sec): 3 clusters Score: Raw -16840.646736 + Penalty 2425.613168 = -14415.033568 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 70 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23046.970000 sec): 2 clusters Score: Raw -13322.976698 + Penalty 1244.285400 = -12078.691298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23047.150000 sec): 3 clusters Score: Raw -13775.232797 + Penalty 2488.570799 = -11286.661998 nChanged 16 SP:Iteration 1F (23047.330000 sec): 3 clusters Score: Raw -13862.955394 + Penalty 2488.570799 = -11374.384595 nChanged 7 SP:Iteration 2Q (23047.510000 sec): 3 clusters Score: Raw -13914.298853 + Penalty 2488.570799 = -11425.728054 nChanged 4 SP:Iteration 3Q (23047.660000 sec): 3 clusters Score: Raw -13931.208617 + Penalty 2488.570799 = -11442.637818 nChanged 1 SP:Iteration 4Q (23047.840000 sec): 3 clusters Score: Raw -13937.695471 + Penalty 2488.570799 = -11449.124672 nChanged 1 SP:Iteration 5Q (23047.990000 sec): 3 clusters Score: Raw -13948.623461 + Penalty 2488.570799 = -11460.052662 nChanged 2 SP:Iteration 6Q (23048.150000 sec): 3 clusters Score: Raw -13965.965870 + Penalty 2488.570799 = -11477.395071 nChanged 0 SP:Iteration 7F (23048.330000 sec): 3 clusters Score: Raw -13965.965870 + Penalty 2488.570799 = -11477.395071 nChanged 0 Memory request: 0.00 GB would take us to total of 3.40 GB. Trying to split cluster 71 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23048.440000 sec): 2 clusters Score: Raw -13243.699829 + Penalty 1156.532895 = -12087.166933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23048.610000 sec): 3 clusters Score: Raw -13880.071361 + Penalty 2313.065791 = -11567.005570 nChanged 5 SP:Iteration 1Q (23048.770000 sec): 3 clusters Score: Raw -13934.164678 + Penalty 2313.065791 = -11621.098887 nChanged 4 SP:Iteration 2Q (23048.960000 sec): 3 clusters Score: Raw -13990.416973 + Penalty 2313.065791 = -11677.351182 nChanged 0 SP:Iteration 3F (23049.120000 sec): 3 clusters Score: Raw -13990.416973 + Penalty 2313.065791 = -11677.351182 nChanged 0 ------ Evaluating fit on full set of 1364320 points ------ Score: Raw -201621378.274875 + Penalty 248733.543148 = -201372644.731727 Time taken for this iteration:12920.360000 seconds. 21->72 Clusters: Score -201372644.731727, best is -201020982.302976 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 31483 (time per iteration =278.041945 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 708904028700.000000 (time per metric unit =12.348067ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 21267120861000.000000 (time per metric unit=411.602239ps) That took 8753.594566 seconds.