FileBase Rat08-20130708--28--07.25.2013-16.47
ElecNo 10
MinClusters 2
MaxClusters 12
MaxPossibleClusters 100
nStarts 1
RandomSeed 1
Debug 0
Verbose 1
UseFeatures 1111111111111111111111111
DistDump 0
DistThresh 6.907755
FullStepEvery 20
ChangedThresh 0.050000
Log 1
Screen 1
MaxIter 500
StartCluFile
SplitEvery 40
PenaltyMix 1.000000
Subset 1
help 0
help 0
Loaded 497 data points of dimension 25.
Starting from 2 clusters...
--- Clustering full data set of 497 points ---
Iteration 0F: 2 clusters Score -20141.54 nChanged 40
Iteration 1F: 2 clusters Score -31120.41 nChanged 32
Iteration 2F: 2 clusters Score -40042.39 nChanged 23
Iteration 3Q: 2 clusters Score -44895.8 nChanged 13
Iteration 4Q: 2 clusters Score -48529.55 nChanged 1
Iteration 5Q: 2 clusters Score -48678.4 nChanged 0
Iteration 6F: 2 clusters Score -48678.4 nChanged 0
Trying to split cluster 1 (388 points)
Iteration 0F: 2 clusters Score -48983.33 nChanged 0
Iteration 0F: 3 clusters Score -51824.35 nChanged 169
Iteration 1F: 3 clusters Score -71572.15 nChanged 77
Iteration 2F: 3 clusters Score -87411.92 nChanged 7
Iteration 3Q: 3 clusters Score -91506.88 nChanged 0
Iteration 4F: 3 clusters Score -91506.88 nChanged 0
Splitting cluster 1 changes total score from -48678.398438 to -91158.640625
So it's getting split into cluster 2.
Iteration 7F: 3 clusters Score -91321.06 nChanged 2
Iteration 8Q: 3 clusters Score -91479.42 nChanged 0
Iteration 9F: 3 clusters Score -91479.42 nChanged 0
Trying to split cluster 1 (142 points)
Iteration 0F: 2 clusters Score -37976.37 nChanged 0
Iteration 0F: 3 clusters Score -37461.87 nChanged 34
Iteration 1F: 3 clusters Score -39338.21 nChanged 28
Iteration 2F: 3 clusters Score -40188.34 nChanged 5
Iteration 3Q: 3 clusters Score -40305.8 nChanged 0
Iteration 4F: 3 clusters Score -40305.8 nChanged 0
Splitting cluster 1 changes total score from -91479.421875 to -93589.015625
So it's getting split into cluster 3.
Trying to split cluster 2 (248 points)
Iteration 0F: 2 clusters Score -54359.57 nChanged 0
Iteration 0F: 3 clusters Score -55620.87 nChanged 109
Iteration 1F: 3 clusters Score -60633.86 nChanged 45
Iteration 2F: 3 clusters Score -66247.58 nChanged 10
Iteration 3Q: 3 clusters Score -67533.02 nChanged 0
Iteration 4F: 3 clusters Score -67549.63 nChanged 2
Iteration 5Q: 3 clusters Score -67567.34 nChanged 1
Iteration 6Q: 3 clusters Score -67570.4 nChanged 0
Iteration 7F: 3 clusters Score -67570.4 nChanged 0
Splitting cluster 2 changes total score from -91479.421875 to -106677.789062
So it's getting split into cluster 4.
Iteration 10F: 5 clusters Score -106900.6 nChanged 3
Iteration 11Q: 5 clusters Score -107298.2 nChanged 0
Iteration 12F: 5 clusters Score -107298.2 nChanged 0
Trying to split cluster 1 (97 points)
Iteration 0F: 2 clusters Score -27981.14 nChanged 0
Iteration 0F: 3 clusters Score -28704.1 nChanged 28
Deleted class 2: not enough members
Iteration 1F: 2 clusters Score 2.277898e+11 nChanged 24
Iteration 2F: 2 clusters Score -27981.14 nChanged 0
Trying to split cluster 2 (102 points)
Iteration 0F: 2 clusters Score -28659.81 nChanged 0
Iteration 0F: 3 clusters Score -28190.27 nChanged 5
Iteration 1Q: 3 clusters Score -28269.1 nChanged 5
Iteration 2Q: 3 clusters Score -28360.63 nChanged 2
Iteration 3Q: 3 clusters Score -28392.59 nChanged 1
Iteration 4Q: 3 clusters Score -28996.09 nChanged 6
Iteration 5F: 3 clusters Score -29450.71 nChanged 0
Splitting cluster 2 changes total score from -107298.242188 to -107811.242188
So it's getting split into cluster 5.
Trying to split cluster 3 (45 points)
Iteration 0F: 2 clusters Score -12681.92 nChanged 0
Deleted class 2: not enough members
Iteration 0F: 2 clusters Score 1.003539e+11 nChanged 17
Iteration 1F: 2 clusters Score -12681.92 nChanged 0
Trying to split cluster 4 (149 points)
Iteration 0F: 2 clusters Score -39943.16 nChanged 0
Iteration 0F: 3 clusters Score -39378.77 nChanged 36
Iteration 1F: 3 clusters Score -42163.96 nChanged 14
Iteration 2F: 3 clusters Score -43156.44 nChanged 6
Iteration 3Q: 3 clusters Score -43209.72 nChanged 2
Iteration 4Q: 3 clusters Score -43915.1 nChanged 0
Iteration 5F: 3 clusters Score -43915.1 nChanged 0
Splitting cluster 4 changes total score from -107298.242188 to -111571.765625
So it's getting split into cluster 6.
Iteration 13F: 7 clusters Score -111617 nChanged 6
Iteration 14Q: 7 clusters Score -112431.9 nChanged 6
Iteration 15Q: 7 clusters Score -112506.9 nChanged 1
Iteration 16Q: 7 clusters Score -112515.2 nChanged 1
Iteration 17Q: 7 clusters Score -112522.4 nChanged 0
Iteration 18F: 7 clusters Score -112540.3 nChanged 3
Iteration 19Q: 7 clusters Score -112578.6 nChanged 1
Iteration 20F: 7 clusters Score -112595.3 nChanged 2
Iteration 21Q: 7 clusters Score -112620.6 nChanged 2
Iteration 22Q: 7 clusters Score -112718.7 nChanged 0
Iteration 23F: 7 clusters Score -112718.7 nChanged 0
Trying to split cluster 1 (97 points)
Iteration 0F: 2 clusters Score -27981.14 nChanged 0
Iteration 0F: 3 clusters Score -28825.67 nChanged 30
Deleted class 1: not enough members
Iteration 1F: 2 clusters Score 2.12426e+11 nChanged 23
Iteration 2F: 2 clusters Score -27981.14 nChanged 0
Trying to split cluster 2 (43 points)
Iteration 0F: 2 clusters Score -12638.63 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 43
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 3 (45 points)
Iteration 0F: 2 clusters Score -12681.92 nChanged 0
Deleted class 2: not enough members
Iteration 0F: 2 clusters Score 1.879587e+11 nChanged 19
Iteration 1F: 2 clusters Score -12681.92 nChanged 0
Trying to split cluster 4 (74 points)
Iteration 0F: 2 clusters Score -21707.01 nChanged 0
Iteration 0F: 3 clusters Score -21916.88 nChanged 2
Iteration 1Q: 3 clusters Score -21951.82 nChanged 0
Iteration 2F: 3 clusters Score -21951.82 nChanged 0
Splitting cluster 4 changes total score from -112718.664062 to -112629.218750
So it's not getting split.
Trying to split cluster 5 (48 points)
Iteration 0F: 2 clusters Score -14887.85 nChanged 0
Deleted class 2: not enough members
Iteration 0F: 2 clusters Score -10525.61 nChanged 19
Iteration 1F: 2 clusters Score -14887.85 nChanged 0
Trying to split cluster 6 (86 points)
Iteration 0F: 2 clusters Score -25950.58 nChanged 0
Iteration 0F: 3 clusters Score -25773.98 nChanged 6
Iteration 1F: 3 clusters Score -25850.51 nChanged 1
Iteration 2Q: 3 clusters Score -25865.09 nChanged 0
Iteration 3F: 3 clusters Score -25865.09 nChanged 0
2->7 Clusters: Score -112718.664062, best is 100000003318135351409612647563264.000000
THE BEST YET!
Starting from 3 clusters...
--- Clustering full data set of 497 points ---
Iteration 0F: 3 clusters Score -27158.65 nChanged 270
Iteration 1F: 3 clusters Score -65725.59 nChanged 196
Iteration 2F: 3 clusters Score -92513.7 nChanged 10
Iteration 3Q: 3 clusters Score -96362.43 nChanged 0
Iteration 4F: 3 clusters Score -96656.15 nChanged 3
Iteration 5Q: 3 clusters Score -96781.33 nChanged 0
Iteration 6F: 3 clusters Score -96781.33 nChanged 0
Trying to split cluster 1 (238 points)
Iteration 0F: 2 clusters Score -49493.55 nChanged 0
Iteration 0F: 3 clusters Score -50459.73 nChanged 75
Iteration 1F: 3 clusters Score -55505.91 nChanged 25
Iteration 2F: 3 clusters Score -58551.97 nChanged 12
Iteration 3F: 3 clusters Score -60610.29 nChanged 6
Iteration 4Q: 3 clusters Score -61428.88 nChanged 4
Iteration 5Q: 3 clusters Score -61528.16 nChanged 2
Iteration 6Q: 3 clusters Score -62452.46 nChanged 1
Iteration 7Q: 3 clusters Score -63282.2 nChanged 0
Iteration 8F: 3 clusters Score -63294.08 nChanged 4
Iteration 9Q: 3 clusters Score -63324.58 nChanged 0
Iteration 10F: 3 clusters Score -63324.58 nChanged 0
Splitting cluster 1 changes total score from -96781.328125 to -110483.085938
So it's getting split into cluster 3.
Trying to split cluster 2 (245 points)
Iteration 0F: 2 clusters Score -47939.63 nChanged 0
Iteration 0F: 3 clusters Score -48374.64 nChanged 92
Iteration 1F: 3 clusters Score -53022.79 nChanged 47
Iteration 2F: 3 clusters Score -60105.12 nChanged 71
Iteration 3F: 3 clusters Score -65221.23 nChanged 5
Iteration 4Q: 3 clusters Score -66357.97 nChanged 2
Iteration 5Q: 3 clusters Score -66361.38 nChanged 1
Iteration 6Q: 3 clusters Score -66364.07 nChanged 0
Iteration 7F: 3 clusters Score -66367.04 nChanged 2
Iteration 8Q: 3 clusters Score -66375.78 nChanged 0
Iteration 9F: 3 clusters Score -66375.78 nChanged 0
Splitting cluster 2 changes total score from -96781.328125 to -128795.046875
So it's getting split into cluster 4.
Iteration 7F: 5 clusters Score -128900.2 nChanged 3
Iteration 8Q: 5 clusters Score -129388 nChanged 0
Iteration 9F: 5 clusters Score -129930.9 nChanged 3
Iteration 10Q: 5 clusters Score -130080.2 nChanged 1
Iteration 11Q: 5 clusters Score -130242.3 nChanged 0
Iteration 12F: 5 clusters Score -130242.3 nChanged 0
Trying to split cluster 1 (130 points)
Iteration 0F: 2 clusters Score -34585.34 nChanged 0
Iteration 0F: 3 clusters Score -33974.89 nChanged 20
Iteration 1F: 3 clusters Score -35220.14 nChanged 26
Deleted class 2: not enough members
Iteration 2F: 2 clusters Score 3.545393e+10 nChanged 21
Iteration 3F: 2 clusters Score -34585.34 nChanged 0
Trying to split cluster 2 (127 points)
Iteration 0F: 2 clusters Score -34488.41 nChanged 0
Iteration 0F: 3 clusters Score -34577.04 nChanged 20
Iteration 1F: 3 clusters Score -35096.4 nChanged 12
Iteration 2F: 3 clusters Score -35963.35 nChanged 18
Iteration 3F: 3 clusters Score -36195.72 nChanged 7
Iteration 4F: 3 clusters Score -36319.18 nChanged 4
Iteration 5Q: 3 clusters Score -36680.07 nChanged 0
Iteration 6F: 3 clusters Score -36680.07 nChanged 0
Splitting cluster 2 changes total score from -130242.273438 to -132194.468750
So it's getting split into cluster 5.
Trying to split cluster 3 (114 points)
Iteration 0F: 2 clusters Score -30571.86 nChanged 0
Iteration 0F: 3 clusters Score -30490.57 nChanged 18
Iteration 1F: 3 clusters Score -30834.52 nChanged 5
Iteration 2Q: 3 clusters Score -30884.66 nChanged 3
Iteration 3Q: 3 clusters Score -30899.92 nChanged 1
Iteration 4Q: 3 clusters Score -30924.2 nChanged 1
Iteration 5Q: 3 clusters Score -31032.69 nChanged 1
Iteration 6Q: 3 clusters Score -31121.96 nChanged 2
Iteration 7Q: 3 clusters Score -31457.65 nChanged 2
Iteration 8Q: 3 clusters Score -31475.84 nChanged 1
Iteration 9Q: 3 clusters Score -31481.99 nChanged 0
Iteration 10F: 3 clusters Score -31484.09 nChanged 4
Iteration 11Q: 3 clusters Score -31510.67 nChanged 4
Iteration 12Q: 3 clusters Score -31537.24 nChanged 3
Iteration 13Q: 3 clusters Score -31593.3 nChanged 3
Iteration 14Q: 3 clusters Score -31609.09 nChanged 0
Iteration 15F: 3 clusters Score -31609.09 nChanged 0
Splitting cluster 3 changes total score from -130242.273438 to -132973.296875
So it's getting split into cluster 6.
Trying to split cluster 4 (118 points)
Iteration 0F: 2 clusters Score -32300.53 nChanged 0
Iteration 0F: 3 clusters Score -33439.52 nChanged 39
Deleted class 2: not enough members
Iteration 1F: 2 clusters Score 3.72171e+14 nChanged 22
Iteration 2F: 2 clusters Score -32300.53 nChanged 0
Iteration 13F: 7 clusters Score -133070.1 nChanged 11
Iteration 14Q: 7 clusters Score -133306.1 nChanged 1
Iteration 15Q: 7 clusters Score -134407.8 nChanged 0
Iteration 16F: 7 clusters Score -134412.2 nChanged 1
Iteration 17Q: 7 clusters Score -134417.5 nChanged 0
Iteration 18F: 7 clusters Score -134417.5 nChanged 0
Trying to split cluster 1 (121 points)
Iteration 0F: 2 clusters Score -33323.16 nChanged 0
Iteration 0F: 3 clusters Score -32973.31 nChanged 24
Iteration 1F: 3 clusters Score -33359.68 nChanged 6
Iteration 2Q: 3 clusters Score -33785.69 nChanged 0
Iteration 3F: 3 clusters Score -33786.3 nChanged 1
Iteration 4Q: 3 clusters Score -33795.61 nChanged 0
Iteration 5F: 3 clusters Score -33795.61 nChanged 0
Splitting cluster 1 changes total score from -134417.515625 to -134642.015625
So it's getting split into cluster 7.
Trying to split cluster 2 (94 points)
Iteration 0F: 2 clusters Score -27506.08 nChanged 0
Iteration 0F: 3 clusters Score -27012.12 nChanged 5
Iteration 1F: 3 clusters Score -27278.52 nChanged 3
Iteration 2Q: 3 clusters Score -27313.62 nChanged 0
Iteration 3F: 3 clusters Score -27313.62 nChanged 0
Trying to split cluster 3 (56 points)
Iteration 0F: 2 clusters Score -15626.02 nChanged 0
Iteration 0F: 3 clusters Score -16682.76 nChanged 1
Iteration 1Q: 3 clusters Score -16803.9 nChanged 0
Iteration 2F: 3 clusters Score -16803.9 nChanged 0
Splitting cluster 3 changes total score from -134417.515625 to -135436.718750
So it's getting split into cluster 8.
Trying to split cluster 4 (114 points)
Iteration 0F: 2 clusters Score -31197.43 nChanged 0
Iteration 0F: 3 clusters Score -31796.02 nChanged 32
Iteration 1F: 3 clusters Score -32348.42 nChanged 12
Deleted class 1: not enough members
Iteration 2F: 2 clusters Score 1.026676e+15 nChanged 24
Iteration 3F: 2 clusters Score -31197.43 nChanged 0
Trying to split cluster 5 (40 points)
Iteration 0F: 2 clusters Score -11595.61 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 40
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 6 (64 points)
Iteration 0F: 2 clusters Score -18035.55 nChanged 0
Deleted class 2: not enough members
Iteration 0F: 2 clusters Score -17465.24 nChanged 23
Iteration 1F: 2 clusters Score -18035.55 nChanged 0
Iteration 19F: 9 clusters Score -135562.2 nChanged 2
Iteration 20F: 9 clusters Score -135910 nChanged 1
Iteration 21Q: 9 clusters Score -136005.5 nChanged 0
Iteration 22F: 9 clusters Score -136005.5 nChanged 0
Trying to split cluster 1 (35 points)
Iteration 0F: 2 clusters Score -9762.387 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 35
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 2 (94 points)
Iteration 0F: 2 clusters Score -27506.08 nChanged 0
Iteration 0F: 3 clusters Score -26983.08 nChanged 12
Iteration 1F: 3 clusters Score -27335.45 nChanged 3
Iteration 2Q: 3 clusters Score -27369.95 nChanged 0
Iteration 3F: 3 clusters Score -27369.95 nChanged 0
Trying to split cluster 3 (31 points)
Iteration 0F: 2 clusters Score -9589.157 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 31
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 4 (114 points)
Iteration 0F: 2 clusters Score -31197.43 nChanged 0
Iteration 0F: 3 clusters Score -30954.55 nChanged 13
Iteration 1F: 3 clusters Score -31810.28 nChanged 11
Iteration 2F: 3 clusters Score -32241.7 nChanged 3
Iteration 3Q: 3 clusters Score -32797.13 nChanged 10
Iteration 4F: 3 clusters Score -32868.26 nChanged 4
Iteration 5Q: 3 clusters Score -32902.26 nChanged 0
Iteration 6F: 3 clusters Score -32907.17 nChanged 1
Iteration 7Q: 3 clusters Score -32942.21 nChanged 0
Iteration 8F: 3 clusters Score -32942.21 nChanged 0
Splitting cluster 4 changes total score from -136005.500000 to -137491.890625
So it's getting split into cluster 9.
Trying to split cluster 5 (40 points)
Iteration 0F: 2 clusters Score -11595.61 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 40
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 6 (63 points)
Iteration 0F: 2 clusters Score -17737.72 nChanged 0
Iteration 0F: 3 clusters Score -18417.66 nChanged 0
Splitting cluster 6 changes total score from -136005.500000 to -137809.312500
So it's getting split into cluster 10.
Trying to split cluster 7 (88 points)
Iteration 0F: 2 clusters Score -24916.77 nChanged 0
Iteration 0F: 3 clusters Score -25099.06 nChanged 4
Iteration 1Q: 3 clusters Score -25132.45 nChanged 2
Iteration 2Q: 3 clusters Score -25148.43 nChanged 2
Iteration 3Q: 3 clusters Score -25168.71 nChanged 1
Iteration 4Q: 3 clusters Score -25181.94 nChanged 1
Iteration 5Q: 3 clusters Score -25190.41 nChanged 0
Iteration 6F: 3 clusters Score -25190.41 nChanged 0
Splitting cluster 7 changes total score from -136005.500000 to -137779.171875
So it's getting split into cluster 11.
Trying to split cluster 8 (26 points)
Iteration 0F: 2 clusters Score -7819.766 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 26
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Deleting Class 7. Lose 1036.457275 but Gain 1089.607422
Iteration 23F: 11 clusters Score -137834.8 nChanged 41
Iteration 24F: 11 clusters Score -138806.9 nChanged 3
Iteration 25Q: 11 clusters Score -138844.1 nChanged 0
Iteration 26F: 11 clusters Score -138844.1 nChanged 0
Trying to split cluster 1 (42 points)
Iteration 0F: 2 clusters Score -11760.87 nChanged 0
Deleted class 1: not enough members
Iteration 0F: 2 clusters Score -5390.681 nChanged 15
Iteration 1F: 2 clusters Score -11760.87 nChanged 0
Trying to split cluster 2 (94 points)
Iteration 0F: 2 clusters Score -27506.08 nChanged 0
Iteration 0F: 3 clusters Score -27465.73 nChanged 7
Iteration 1F: 3 clusters Score -27538.42 nChanged 4
Iteration 2Q: 3 clusters Score -27579.16 nChanged 2
Iteration 3Q: 3 clusters Score -27657.05 nChanged 2
Iteration 4Q: 3 clusters Score -27685.71 nChanged 2
Iteration 5Q: 3 clusters Score -27702.04 nChanged 0
Iteration 6F: 3 clusters Score -27702.73 nChanged 1
Iteration 7Q: 3 clusters Score -27730.23 nChanged 0
Iteration 8F: 3 clusters Score -27730.23 nChanged 0
Splitting cluster 2 changes total score from -138844.125000 to -138776.046875
So it's not getting split.
Trying to split cluster 3 (31 points)
Iteration 0F: 2 clusters Score -9589.157 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 31
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 4 (72 points)
Iteration 0F: 2 clusters Score -21341.37 nChanged 0
Iteration 0F: 3 clusters Score -21493.94 nChanged 7
Iteration 1F: 3 clusters Score -21575.61 nChanged 0
Splitting cluster 4 changes total score from -138844.125000 to -138739.312500
So it's not getting split.
Trying to split cluster 5 (40 points)
Iteration 0F: 2 clusters Score -11595.61 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 40
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 6 (37 points)
Iteration 0F: 2 clusters Score -10906.88 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 37
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 8 (26 points)
Iteration 0F: 2 clusters Score -7819.766 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 26
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 9 (42 points)
Iteration 0F: 2 clusters Score -11931.76 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 42
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 10 (26 points)
Iteration 0F: 2 clusters Score -7802.217 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 26
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 11 (81 points)
Iteration 0F: 2 clusters Score -23941.15 nChanged 0
Iteration 0F: 3 clusters Score -24141.24 nChanged 10
Iteration 1F: 3 clusters Score -24273.81 nChanged 0
Splitting cluster 11 changes total score from -138844.125000 to -138858.437500
So it's getting split into cluster 7.
Deleting Class 7. Lose 1019.247437 but Gain 1089.607422
Iteration 27F: 11 clusters Score -138953.8 nChanged 32
Iteration 28F: 11 clusters Score -139827.2 nChanged 4
Iteration 29Q: 11 clusters Score -139902.9 nChanged 1
Iteration 30Q: 11 clusters Score -139919.5 nChanged 0
Iteration 31F: 11 clusters Score -139919.5 nChanged 0
Trying to split cluster 1 (43 points)
Iteration 0F: 2 clusters Score -12033.1 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 43
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 2 (94 points)
Iteration 0F: 2 clusters Score -27506.08 nChanged 0
Iteration 0F: 3 clusters Score -27641.92 nChanged 11
Iteration 1F: 3 clusters Score -27754.64 nChanged 1
Iteration 2Q: 3 clusters Score -27767.29 nChanged 0
Iteration 3F: 3 clusters Score -27767.29 nChanged 0
Splitting cluster 2 changes total score from -139919.500000 to -139888.500000
So it's not getting split.
Trying to split cluster 3 (31 points)
Iteration 0F: 2 clusters Score -9589.157 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 31
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 4 (72 points)
Iteration 0F: 2 clusters Score -21341.37 nChanged 0
Iteration 0F: 3 clusters Score -21013.66 nChanged 1
Iteration 1Q: 3 clusters Score -21016.16 nChanged 0
Iteration 2F: 3 clusters Score -21016.16 nChanged 0
Trying to split cluster 5 (40 points)
Iteration 0F: 2 clusters Score -11595.61 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 40
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 6 (34 points)
Iteration 0F: 2 clusters Score -10011.15 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 34
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 8 (26 points)
Iteration 0F: 2 clusters Score -7819.766 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 26
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 9 (42 points)
Iteration 0F: 2 clusters Score -11931.76 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 42
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 10 (26 points)
Iteration 0F: 2 clusters Score -7802.217 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 26
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 11 (83 points)
Iteration 0F: 2 clusters Score -25644.6 nChanged 0
Iteration 0F: 3 clusters Score -25730.01 nChanged 7
Iteration 1F: 3 clusters Score -25838.54 nChanged 0
Splitting cluster 11 changes total score from -139919.500000 to -139799.375000
So it's not getting split.
3->11 Clusters: Score -139919.500000, best is -112718.664062
THE BEST YET!
Starting from 4 clusters...
--- Clustering full data set of 497 points ---
Deleting Class 1. Lose 342.483246 but Gain 1089.607666
Iteration 0F: 3 clusters Score -30336.19 nChanged 336
Iteration 1F: 3 clusters Score -66819.33 nChanged 222
Iteration 2F: 3 clusters Score -87497.19 nChanged 11
Iteration 3Q: 3 clusters Score -90938.73 nChanged 2
Iteration 4Q: 3 clusters Score -91127.9 nChanged 1
Deleting class 3: covariance matrix is singular
Iteration 5Q: 2 clusters Score -93731.48 nChanged 0
Iteration 6F: 2 clusters Score -40529.38 nChanged 285
Iteration 7F: 2 clusters Score -41476.68 nChanged 0
Trying to split cluster 2 (200 points)
Iteration 0F: 2 clusters Score -41971.34 nChanged 0
Iteration 0F: 3 clusters Score -42446.73 nChanged 86
Iteration 1F: 3 clusters Score -45512.97 nChanged 39
Iteration 2F: 3 clusters Score -47714.28 nChanged 18
Iteration 3F: 3 clusters Score -50096.02 nChanged 26
Iteration 4F: 3 clusters Score -53227.79 nChanged 11
Iteration 5F: 3 clusters Score -54327.12 nChanged 1
Iteration 6Q: 3 clusters Score -54362.06 nChanged 2
Iteration 7Q: 3 clusters Score -55206.12 nChanged 1
Iteration 8Q: 3 clusters Score -55209.34 nChanged 0
Iteration 9F: 3 clusters Score -55209.34 nChanged 0
Splitting cluster 2 changes total score from -41476.683594 to -54555.023438
So it's getting split into cluster 1.
Iteration 8F: 3 clusters Score -55011.53 nChanged 5
Iteration 9Q: 3 clusters Score -55620.97 nChanged 0
Iteration 10F: 3 clusters Score -55820.62 nChanged 1
Iteration 11Q: 3 clusters Score -55857.35 nChanged 0
Iteration 12F: 3 clusters Score -55857.35 nChanged 0
Trying to split cluster 1 (117 points)
Iteration 0F: 2 clusters Score -31911.88 nChanged 0
Iteration 0F: 3 clusters Score -31920.73 nChanged 29
Iteration 1F: 3 clusters Score -32594.89 nChanged 2
Iteration 2Q: 3 clusters Score -32689.03 nChanged 2
Iteration 3Q: 3 clusters Score -33130.39 nChanged 6
Iteration 4F: 3 clusters Score -33852.93 nChanged 0
Splitting cluster 1 changes total score from -55857.347656 to -57544.539062
So it's getting split into cluster 3.
Trying to split cluster 2 (89 points)
Iteration 0F: 2 clusters Score -24979.29 nChanged 0
Iteration 0F: 3 clusters Score -25005.42 nChanged 7
Iteration 1F: 3 clusters Score -25264.44 nChanged 0
Splitting cluster 2 changes total score from -55857.347656 to -57527.828125
So it's getting split into cluster 4.
Iteration 13F: 5 clusters Score -57543.72 nChanged 2
Iteration 14Q: 5 clusters Score -57813.5 nChanged 0
Iteration 15F: 5 clusters Score -57813.5 nChanged 0
Trying to split cluster 1 (76 points)
Iteration 0F: 2 clusters Score -22259.51 nChanged 0
Iteration 0F: 3 clusters Score -22689.83 nChanged 5
Iteration 1F: 3 clusters Score -22782.57 nChanged 0
Splitting cluster 1 changes total score from -57813.500000 to -58007.007812
So it's getting split into cluster 5.
Trying to split cluster 2 (34 points)
Iteration 0F: 2 clusters Score -9790.537 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 34
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 3 (43 points)
Iteration 0F: 2 clusters Score -12484.38 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 43
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 4 (54 points)
Iteration 0F: 2 clusters Score -15513.82 nChanged 0
Deleted class 2: not enough members
Iteration 0F: 2 clusters Score 5.721614e+10 nChanged 21
Iteration 1F: 2 clusters Score -15513.82 nChanged 0
Deleting Class 5. Lose 1063.100464 but Gain 1089.607422
Iteration 16F: 5 clusters Score -58061.02 nChanged 33
Iteration 17F: 5 clusters Score -59185.43 nChanged 5
Iteration 18Q: 5 clusters Score -59675.04 nChanged 3
Iteration 19Q: 5 clusters Score -59767.66 nChanged 0
Iteration 20F: 5 clusters Score -59776.86 nChanged 1
Iteration 21Q: 5 clusters Score -60150.27 nChanged 0
Iteration 22F: 5 clusters Score -60150.27 nChanged 0
Trying to split cluster 1 (79 points)
Iteration 0F: 2 clusters Score -24372.04 nChanged 0
Iteration 0F: 3 clusters Score -24254.96 nChanged 10
Iteration 1F: 3 clusters Score -24404.52 nChanged 4
Iteration 2F: 3 clusters Score -24477.73 nChanged 1
Iteration 3Q: 3 clusters Score -24494.45 nChanged 1
Iteration 4Q: 3 clusters Score -24543.58 nChanged 0
Iteration 5F: 3 clusters Score -24543.58 nChanged 0
Splitting cluster 1 changes total score from -60150.269531 to -59999.054688
So it's not getting split.
Trying to split cluster 2 (30 points)
Iteration 0F: 2 clusters Score -9044.618 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 30
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 3 (41 points)
Iteration 0F: 2 clusters Score -12327.67 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 41
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 4 (56 points)
Iteration 0F: 2 clusters Score -16652.42 nChanged 0
Deleted class 1: not enough members
Iteration 0F: 2 clusters Score -10103.69 nChanged 25
Iteration 1F: 2 clusters Score -16652.42 nChanged 0
4->5 Clusters: Score -60150.269531, best is -139919.500000
Starting from 5 clusters...
--- Clustering full data set of 497 points ---
Deleting Class 1. Lose 696.307861 but Gain 1089.607422
Iteration 0F: 4 clusters Score -38404.37 nChanged 342
Iteration 1F: 4 clusters Score -92068.02 nChanged 155
Iteration 2F: 4 clusters Score -113033.3 nChanged 11
Iteration 3Q: 4 clusters Score -113824.4 nChanged 1
Iteration 4Q: 4 clusters Score -114681.8 nChanged 0
Iteration 5F: 4 clusters Score -114709.3 nChanged 1
Iteration 6Q: 4 clusters Score -114719.4 nChanged 0
Iteration 7F: 4 clusters Score -114719.4 nChanged 0
Trying to split cluster 2 (151 points)
Iteration 0F: 2 clusters Score -34813.28 nChanged 0
Iteration 0F: 3 clusters Score -34823.86 nChanged 45
Iteration 1F: 3 clusters Score -37889.23 nChanged 1
Iteration 2Q: 3 clusters Score -37891.55 nChanged 1
Iteration 3Q: 3 clusters Score -37896.53 nChanged 1
Iteration 4Q: 3 clusters Score -37930.29 nChanged 0
Iteration 5F: 3 clusters Score -37930.29 nChanged 0
Splitting cluster 2 changes total score from -114719.437500 to -117627.351562
So it's getting split into cluster 1.
Trying to split cluster 3 (138 points)
Iteration 0F: 2 clusters Score -37482.21 nChanged 0
Iteration 0F: 3 clusters Score -37095.62 nChanged 36
Iteration 1F: 3 clusters Score -38468.11 nChanged 32
Iteration 2F: 3 clusters Score -39020.61 nChanged 18
Iteration 3F: 3 clusters Score -39816.88 nChanged 3
Iteration 4Q: 3 clusters Score -40001.1 nChanged 0
Iteration 5F: 3 clusters Score -40001.1 nChanged 0
Splitting cluster 3 changes total score from -114719.437500 to -119921.390625
So it's getting split into cluster 5.
Trying to split cluster 4 (205 points)
Iteration 0F: 2 clusters Score -43567.08 nChanged 0
Iteration 0F: 3 clusters Score -43716.68 nChanged 60
Iteration 1F: 3 clusters Score -51052.71 nChanged 25
Iteration 2F: 3 clusters Score -53340.6 nChanged 19
Iteration 3F: 3 clusters Score -55355.16 nChanged 8
Iteration 4Q: 3 clusters Score -55458.18 nChanged 4
Iteration 5Q: 3 clusters Score -55561.12 nChanged 2
Iteration 6Q: 3 clusters Score -56393.38 nChanged 0
Iteration 7F: 3 clusters Score -56393.38 nChanged 0
Splitting cluster 4 changes total score from -114719.437500 to -132592.234375
So it's getting split into cluster 6.
Iteration 8F: 7 clusters Score -132645.7 nChanged 5
Iteration 9Q: 7 clusters Score -132683.5 nChanged 2
Iteration 10Q: 7 clusters Score -132717.4 nChanged 0
Iteration 11F: 7 clusters Score -132722 nChanged 1
Iteration 12Q: 7 clusters Score -132731.8 nChanged 0
Iteration 13F: 7 clusters Score -132731.8 nChanged 0
Trying to split cluster 1 (110 points)
Iteration 0F: 2 clusters Score -28099.5 nChanged 0
Iteration 0F: 3 clusters Score -29355.72 nChanged 34
Deleted class 1: not enough members
Iteration 1F: 2 clusters Score 5.471069e+12 nChanged 21
Iteration 2F: 2 clusters Score -28099.5 nChanged 0
Trying to split cluster 2 (33 points)
Iteration 0F: 2 clusters Score -8179.222 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 33
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 3 (47 points)
Iteration 0F: 2 clusters Score -13283.29 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 47
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 4 (101 points)
Iteration 0F: 2 clusters Score -28937.87 nChanged 0
Iteration 0F: 3 clusters Score -28751.75 nChanged 17
Iteration 1F: 3 clusters Score -29022.56 nChanged 0
Splitting cluster 4 changes total score from -132731.796875 to -132536.843750
So it's not getting split.
Trying to split cluster 5 (91 points)
Iteration 0F: 2 clusters Score -27068.46 nChanged 0
Iteration 0F: 3 clusters Score -27162.09 nChanged 8
Iteration 1F: 3 clusters Score -27233.29 nChanged 4
Iteration 2Q: 3 clusters Score -27295.3 nChanged 1
Iteration 3Q: 3 clusters Score -27310.01 nChanged 0
Iteration 4F: 3 clusters Score -27310.01 nChanged 0
Splitting cluster 5 changes total score from -132731.796875 to -132675.421875
So it's not getting split.
Trying to split cluster 6 (112 points)
Iteration 0F: 2 clusters Score -30021.21 nChanged 0
Iteration 0F: 3 clusters Score -30219.27 nChanged 32
Deleted class 2: not enough members
Iteration 1F: 2 clusters Score 3.130371e+11 nChanged 23
Iteration 2F: 2 clusters Score -30021.21 nChanged 0
5->7 Clusters: Score -132731.796875, best is -139919.500000
Starting from 6 clusters...
--- Clustering full data set of 497 points ---
Deleting Class 5. Lose 360.034821 but Gain 1089.607422
Iteration 0F: 5 clusters Score -51679.55 nChanged 362
Deleted class 1: not enough members
Iteration 1F: 4 clusters Score -86846.87 nChanged 205
Iteration 2F: 4 clusters Score -106140.9 nChanged 31
Deleting class 2: covariance matrix is singular
Iteration 3F: 3 clusters Score -111254.4 nChanged 6
Iteration 4Q: 3 clusters Score -89702.48 nChanged 144
Iteration 5F: 3 clusters Score -91546.72 nChanged 3
Iteration 6Q: 3 clusters Score -91661.05 nChanged 1
Iteration 7Q: 3 clusters Score -91662.12 nChanged 0
Iteration 8F: 3 clusters Score -91662.12 nChanged 0
Trying to split cluster 3 (194 points)
Iteration 0F: 2 clusters Score -45279.61 nChanged 0
Iteration 0F: 3 clusters Score -44798.99 nChanged 50
Iteration 1F: 3 clusters Score -46361.4 nChanged 42
Iteration 2F: 3 clusters Score -48097.54 nChanged 33
Iteration 3F: 3 clusters Score -49645.43 nChanged 19
Iteration 4F: 3 clusters Score -50485.66 nChanged 18
Iteration 5F: 3 clusters Score -52175.27 nChanged 19
Iteration 6F: 3 clusters Score -54478.62 nChanged 17
Iteration 7F: 3 clusters Score -54834.88 nChanged 5
Iteration 8Q: 3 clusters Score -56536.48 nChanged 0
Iteration 9F: 3 clusters Score -56541.25 nChanged 1
Iteration 10Q: 3 clusters Score -57568.19 nChanged 0
Iteration 11F: 3 clusters Score -57568.19 nChanged 0
Splitting cluster 3 changes total score from -91662.125000 to -103785.609375
So it's getting split into cluster 1.
Trying to split cluster 4 (198 points)
Iteration 0F: 2 clusters Score -47237.05 nChanged 0
Iteration 0F: 3 clusters Score -47371.86 nChanged 70
Iteration 1F: 3 clusters Score -50931.61 nChanged 16
Iteration 2F: 3 clusters Score -52567.71 nChanged 13
Iteration 3F: 3 clusters Score -54794.61 nChanged 9
Iteration 4Q: 3 clusters Score -55473.7 nChanged 3
Iteration 5Q: 3 clusters Score -55483.22 nChanged 1
Iteration 6Q: 3 clusters Score -55482.43 nChanged 0
Iteration 7F: 3 clusters Score -55483.85 nChanged 1
Iteration 8Q: 3 clusters Score -55498.22 nChanged 2
Iteration 9Q: 3 clusters Score -55504.3 nChanged 0
Iteration 10F: 3 clusters Score -55504.3 nChanged 0
Splitting cluster 4 changes total score from -91662.125000 to -111891.328125
So it's getting split into cluster 2.
Iteration 9F: 5 clusters Score -112062.7 nChanged 4
Iteration 10Q: 5 clusters Score -112193.1 nChanged 0
Iteration 11F: 5 clusters Score -112194.1 nChanged 2
Iteration 12Q: 5 clusters Score -112321.1 nChanged 1
Iteration 13Q: 5 clusters Score -112401.6 nChanged 0
Iteration 14F: 5 clusters Score -112501 nChanged 6
Iteration 15Q: 5 clusters Score -113563 nChanged 3
Iteration 16Q: 5 clusters Score -113566.8 nChanged 0
Iteration 17F: 5 clusters Score -113575.7 nChanged 4
Iteration 18Q: 5 clusters Score -113592.5 nChanged 0
Iteration 19F: 5 clusters Score -113592.5 nChanged 0
Trying to split cluster 1 (116 points)
Iteration 0F: 2 clusters Score -36066.5 nChanged 0
Iteration 0F: 3 clusters Score -35781.11 nChanged 25
Iteration 1F: 3 clusters Score -36044.1 nChanged 10
Iteration 2F: 3 clusters Score -36232.91 nChanged 5
Iteration 3Q: 3 clusters Score -36469.79 nChanged 2
Iteration 4Q: 3 clusters Score -36493.55 nChanged 0
Iteration 5F: 3 clusters Score -36493.55 nChanged 0
Splitting cluster 1 changes total score from -113592.515625 to -113764.242188
So it's getting split into cluster 5.
Trying to split cluster 2 (116 points)
Iteration 0F: 2 clusters Score -33907.25 nChanged 0
Iteration 0F: 3 clusters Score -33509.32 nChanged 15
Iteration 1F: 3 clusters Score -33705.95 nChanged 4
Iteration 2Q: 3 clusters Score -33765.5 nChanged 2
Iteration 3Q: 3 clusters Score -34357.48 nChanged 8
Iteration 4F: 3 clusters Score -34467.3 nChanged 8
Iteration 5F: 3 clusters Score -34542.87 nChanged 5
Iteration 6Q: 3 clusters Score -34620.27 nChanged 3
Iteration 7Q: 3 clusters Score -34689.87 nChanged 1
Iteration 8Q: 3 clusters Score -34695.53 nChanged 0
Iteration 9F: 3 clusters Score -34695.53 nChanged 0
Splitting cluster 2 changes total score from -113592.515625 to -114297.171875
So it's getting split into cluster 6.
Trying to split cluster 3 (91 points)
Iteration 0F: 2 clusters Score -25817.24 nChanged 0
Iteration 0F: 3 clusters Score -25305.92 nChanged 1
Iteration 1Q: 3 clusters Score -25325.71 nChanged 0
Iteration 2F: 3 clusters Score -25325.71 nChanged 0
Trying to split cluster 4 (70 points)
Iteration 0F: 2 clusters Score -19745.99 nChanged 0
Iteration 0F: 3 clusters Score -19783.62 nChanged 4
Deleting class 2: covariance matrix is singular
Iteration 1F: 3 clusters Score -19810.7 nChanged 0
Deleting class 7: covariance matrix is singular
Splitting cluster 4 changes total score from -113592.515625 to -103091.648438
So it's not getting split.
Iteration 20F: 7 clusters Score -114297.2 nChanged 0
Trying to split cluster 1 (38 points)
Iteration 0F: 2 clusters Score -11710.89 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 38
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 2 (80 points)
Iteration 0F: 2 clusters Score -24473.74 nChanged 0
Iteration 0F: 3 clusters Score -24190.45 nChanged 2
Iteration 1Q: 3 clusters Score -24345.46 nChanged 0
Iteration 2F: 3 clusters Score -24345.46 nChanged 0
Trying to split cluster 3 (91 points)
Iteration 0F: 2 clusters Score -25817.24 nChanged 0
Iteration 0F: 3 clusters Score -25493.53 nChanged 12
Iteration 1F: 3 clusters Score -25613.39 nChanged 0
Trying to split cluster 4 (70 points)
Iteration 0F: 2 clusters Score -19745.99 nChanged 0
Iteration 0F: 3 clusters Score -19858.02 nChanged 7
Iteration 1F: 3 clusters Score -19986.68 nChanged 0
Splitting cluster 4 changes total score from -114297.171875 to -114193.867188
So it's not getting split.
Trying to split cluster 5 (78 points)
Iteration 0F: 2 clusters Score -25121.55 nChanged 0
Iteration 0F: 3 clusters Score -24631.79 nChanged 2
Iteration 1Q: 3 clusters Score -24644.53 nChanged 0
Iteration 2F: 3 clusters Score -24644.53 nChanged 0
Trying to split cluster 6 (36 points)
Iteration 0F: 2 clusters Score -10564.19 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 36
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
6->7 Clusters: Score -114297.171875, best is -139919.500000
Starting from 7 clusters...
--- Clustering full data set of 497 points ---
Deleting Class 5. Lose 356.653076 but Gain 1089.607910
Iteration 0F: 6 clusters Score -53095.44 nChanged 382
Deleted class 6: not enough members
Iteration 1F: 5 clusters Score -95990.35 nChanged 186
Iteration 2F: 5 clusters Score -114426 nChanged 7
Iteration 3Q: 5 clusters Score -116376.7 nChanged 1
Iteration 4Q: 5 clusters Score -117751.6 nChanged 0
Iteration 5F: 5 clusters Score -117751.6 nChanged 0
Trying to split cluster 1 (156 points)
Iteration 0F: 2 clusters Score -37393.8 nChanged 0
Iteration 0F: 3 clusters Score -37576.57 nChanged 39
Iteration 1F: 3 clusters Score -39473.35 nChanged 34
Iteration 2F: 3 clusters Score -40318.21 nChanged 34
Iteration 3F: 3 clusters Score -41618.01 nChanged 4
Iteration 4Q: 3 clusters Score -41691.3 nChanged 0
Iteration 5F: 3 clusters Score -41691.3 nChanged 0
Splitting cluster 1 changes total score from -117751.648438 to -121845.820312
So it's getting split into cluster 5.
Trying to split cluster 2 (27 points)
Iteration 0F: 2 clusters Score -6368.786 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 27
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 3 (141 points)
Iteration 0F: 2 clusters Score -37317.66 nChanged 0
Iteration 0F: 3 clusters Score -37682.08 nChanged 36
Iteration 1F: 3 clusters Score -38405.89 nChanged 9
Iteration 2F: 3 clusters Score -39456.3 nChanged 4
Iteration 3Q: 3 clusters Score -39929.78 nChanged 3
Iteration 4Q: 3 clusters Score -39947.02 nChanged 1
Iteration 5Q: 3 clusters Score -39951.91 nChanged 0
Iteration 6F: 3 clusters Score -39960.48 nChanged 3
Iteration 7Q: 3 clusters Score -39974.83 nChanged 1
Iteration 8Q: 3 clusters Score -39983.36 nChanged 1
Iteration 9Q: 3 clusters Score -39996.33 nChanged 2
Iteration 10Q: 3 clusters Score -40014.5 nChanged 0
Iteration 11F: 3 clusters Score -40023.62 nChanged 1
Iteration 12Q: 3 clusters Score -40062.87 nChanged 3
Iteration 13Q: 3 clusters Score -40108.01 nChanged 1
Iteration 14Q: 3 clusters Score -40147.26 nChanged 3
Iteration 15Q: 3 clusters Score -40260.17 nChanged 1
Iteration 16Q: 3 clusters Score -40941.06 nChanged 0
Iteration 17F: 3 clusters Score -40946.1 nChanged 3
Iteration 18Q: 3 clusters Score -40958.5 nChanged 0
Iteration 19F: 3 clusters Score -40958.5 nChanged 0
Splitting cluster 3 changes total score from -117751.648438 to -125265.570312
So it's getting split into cluster 6.
Trying to split cluster 4 (158 points)
Iteration 0F: 2 clusters Score -38478.86 nChanged 0
Iteration 0F: 3 clusters Score -38349.3 nChanged 48
Iteration 1F: 3 clusters Score -40727.86 nChanged 0
Splitting cluster 4 changes total score from -117751.648438 to -127313.453125
So it's getting split into cluster 7.
Iteration 6F: 8 clusters Score -127331.1 nChanged 1
Iteration 7Q: 8 clusters Score -127336.5 nChanged 0
Iteration 8F: 8 clusters Score -127336.5 nChanged 0
Trying to split cluster 1 (46 points)
Iteration 0F: 2 clusters Score -12185.85 nChanged 0
Deleted class 1: not enough members
Iteration 0F: 2 clusters Score 5.580467e+09 nChanged 16
Iteration 1F: 2 clusters Score -12185.85 nChanged 0
Trying to split cluster 2 (26 points)
Iteration 0F: 2 clusters Score -6119.204 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 26
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 3 (81 points)
Iteration 0F: 2 clusters Score -23926.19 nChanged 0
Iteration 0F: 3 clusters Score -23485.99 nChanged 2
Iteration 1Q: 3 clusters Score -23499.13 nChanged 0
Iteration 2F: 3 clusters Score -23499.13 nChanged 0
Trying to split cluster 4 (30 points)
Iteration 0F: 2 clusters Score -7495.976 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 30
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 5 (110 points)
Iteration 0F: 2 clusters Score -29875.71 nChanged 0
Iteration 0F: 3 clusters Score -30418.29 nChanged 37
Deleted class 1: not enough members
Iteration 1F: 2 clusters Score 1.239128e+12 nChanged 21
Iteration 2F: 2 clusters Score -29875.71 nChanged 0
Trying to split cluster 6 (60 points)
Iteration 0F: 2 clusters Score -17375.68 nChanged 0
Iteration 0F: 3 clusters Score -17484.91 nChanged 0
Splitting cluster 6 changes total score from -127336.523438 to -127074.703125
So it's not getting split.
Trying to split cluster 7 (129 points)
Iteration 0F: 2 clusters Score -33913.52 nChanged 0
Iteration 0F: 3 clusters Score -35238.09 nChanged 46
Deleted class 1: not enough members
Iteration 1F: 2 clusters Score 1.132184e+14 nChanged 13
Iteration 2F: 2 clusters Score -33913.52 nChanged 0
7->8 Clusters: Score -127336.523438, best is -139919.500000
Starting from 8 clusters...
--- Clustering full data set of 497 points ---
Deleting Class 5. Lose 96.068024 but Gain 1089.607422
Iteration 0F: 7 clusters Score -56518.4 nChanged 387
Deleted class 2: not enough members
Deleted class 3: not enough members
Deleted class 6: not enough members
Iteration 1F: 4 clusters Score -90841.72 nChanged 204
Iteration 2F: 4 clusters Score -108353.3 nChanged 34
Iteration 3F: 4 clusters Score -117816.8 nChanged 1
Iteration 4Q: 4 clusters Score -117841.2 nChanged 0
Iteration 5F: 4 clusters Score -117841.2 nChanged 0
Trying to split cluster 1 (132 points)
Iteration 0F: 2 clusters Score -36413.16 nChanged 0
Iteration 0F: 3 clusters Score -35921.19 nChanged 29
Iteration 1F: 3 clusters Score -36575.31 nChanged 23
Iteration 2F: 3 clusters Score -37710.77 nChanged 1
Iteration 3Q: 3 clusters Score -38421.42 nChanged 1
Iteration 4Q: 3 clusters Score -38429.95 nChanged 0
Iteration 5F: 3 clusters Score -38435.92 nChanged 1
Iteration 6Q: 3 clusters Score -38468.87 nChanged 0
Iteration 7F: 3 clusters Score -38468.87 nChanged 0
Splitting cluster 1 changes total score from -117841.218750 to -119664.234375
So it's getting split into cluster 2.
Trying to split cluster 4 (177 points)
Iteration 0F: 2 clusters Score -45176.21 nChanged 0
Iteration 0F: 3 clusters Score -45372.98 nChanged 54
Iteration 1F: 3 clusters Score -47355.82 nChanged 34
Iteration 2F: 3 clusters Score -47829.12 nChanged 14
Iteration 3F: 3 clusters Score -48889.35 nChanged 10
Iteration 4F: 3 clusters Score -49863.28 nChanged 13
Iteration 5F: 3 clusters Score -50061.33 nChanged 3
Iteration 6Q: 3 clusters Score -50789.65 nChanged 3
Iteration 7Q: 3 clusters Score -50803.55 nChanged 1
Iteration 8Q: 3 clusters Score -50810.94 nChanged 0
Iteration 9F: 3 clusters Score -50820.29 nChanged 5
Iteration 10Q: 3 clusters Score -50854.29 nChanged 3
Iteration 11Q: 3 clusters Score -50865.21 nChanged 3
Iteration 12Q: 3 clusters Score -50878.34 nChanged 0
Iteration 13F: 3 clusters Score -50878.34 nChanged 0
Splitting cluster 4 changes total score from -117841.218750 to -125185.148438
So it's getting split into cluster 3.
Trying to split cluster 7 (151 points)
Iteration 0F: 2 clusters Score -37508.57 nChanged 0
Iteration 0F: 3 clusters Score -37625.14 nChanged 40
Iteration 1F: 3 clusters Score -41805.86 nChanged 43
Iteration 2F: 3 clusters Score -43902.93 nChanged 0
Splitting cluster 7 changes total score from -117841.218750 to -131370.484375
So it's getting split into cluster 5.
Iteration 6F: 7 clusters Score -131403 nChanged 1
Iteration 7Q: 7 clusters Score -131592.9 nChanged 0
Iteration 8F: 7 clusters Score -131925.7 nChanged 2
Iteration 9Q: 7 clusters Score -132113.8 nChanged 0
Iteration 10F: 7 clusters Score -132113.8 nChanged 0
Trying to split cluster 1 (99 points)
Iteration 0F: 2 clusters Score -29532.52 nChanged 0
Iteration 0F: 3 clusters Score -29870.11 nChanged 19
Iteration 1F: 3 clusters Score -30054.34 nChanged 2
Iteration 2Q: 3 clusters Score -30098.15 nChanged 1
Iteration 3Q: 3 clusters Score -30119.02 nChanged 0
Iteration 4F: 3 clusters Score -30119.02 nChanged 0
Splitting cluster 1 changes total score from -132113.781250 to -132417.125000
So it's getting split into cluster 6.
Trying to split cluster 2 (33 points)
Iteration 0F: 2 clusters Score -9304.349 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 33
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 3 (94 points)
Iteration 0F: 2 clusters Score -27209.32 nChanged 0
Iteration 0F: 3 clusters Score -27191.03 nChanged 20
Iteration 1F: 3 clusters Score -27447.44 nChanged 5
Deleted class 2: not enough members
Iteration 2F: 2 clusters Score 9.859984e+09 nChanged 24
Iteration 3F: 2 clusters Score -27209.32 nChanged 0
Trying to split cluster 4 (86 points)
Iteration 0F: 2 clusters Score -24769.89 nChanged 0
Iteration 0F: 3 clusters Score -24330.8 nChanged 2
Iteration 1Q: 3 clusters Score -24352.76 nChanged 0
Iteration 2F: 3 clusters Score -24352.76 nChanged 0
Trying to split cluster 5 (26 points)
Iteration 0F: 2 clusters Score -8055.578 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 26
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 7 (125 points)
Iteration 0F: 2 clusters Score -36258.62 nChanged 0
Iteration 0F: 3 clusters Score -35884.37 nChanged 15
Iteration 1F: 3 clusters Score -36552.34 nChanged 23
Iteration 2F: 3 clusters Score -37702.68 nChanged 11
Iteration 3F: 3 clusters Score -37841.13 nChanged 6
Iteration 4Q: 3 clusters Score -37898.27 nChanged 1
Iteration 5Q: 3 clusters Score -37910.3 nChanged 0
Iteration 6F: 3 clusters Score -37924.75 nChanged 2
Iteration 7Q: 3 clusters Score -37986.71 nChanged 1
Iteration 8Q: 3 clusters Score -38094.15 nChanged 1
Iteration 9Q: 3 clusters Score -38112.07 nChanged 0
Iteration 10F: 3 clusters Score -38112.07 nChanged 0
Splitting cluster 7 changes total score from -132113.781250 to -134028.328125
So it's getting split into cluster 8.
Iteration 11F: 9 clusters Score -134039.5 nChanged 1
Iteration 12Q: 9 clusters Score -134282 nChanged 0
Iteration 13F: 9 clusters Score -134282 nChanged 0
Trying to split cluster 1 (33 points)
Iteration 0F: 2 clusters Score -9816.409 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 33
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 2 (33 points)
Iteration 0F: 2 clusters Score -9304.349 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 33
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 3 (94 points)
Iteration 0F: 2 clusters Score -27209.32 nChanged 0
Iteration 0F: 3 clusters Score -27430.49 nChanged 14
Iteration 1F: 3 clusters Score -27647.64 nChanged 3
Iteration 2Q: 3 clusters Score -27794.88 nChanged 0
Iteration 3F: 3 clusters Score -27794.88 nChanged 0
Splitting cluster 3 changes total score from -134282.015625 to -134575.390625
So it's getting split into cluster 9.
Trying to split cluster 4 (86 points)
Iteration 0F: 2 clusters Score -24769.89 nChanged 0
Iteration 0F: 3 clusters Score -24354.5 nChanged 6
Iteration 1F: 3 clusters Score -24971.52 nChanged 5
Iteration 2F: 3 clusters Score -25123.55 nChanged 2
Iteration 3Q: 3 clusters Score -25145.12 nChanged 1
Iteration 4Q: 3 clusters Score -25164.2 nChanged 0
Iteration 5F: 3 clusters Score -25164.2 nChanged 0
Splitting cluster 4 changes total score from -134282.015625 to -134661.921875
So it's getting split into cluster 10.
Trying to split cluster 5 (26 points)
Iteration 0F: 2 clusters Score -8055.578 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 26
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 6 (66 points)
Iteration 0F: 2 clusters Score -20629.59 nChanged 0
Iteration 0F: 3 clusters Score -20637.77 nChanged 1
Iteration 1Q: 3 clusters Score -20690.28 nChanged 0
Iteration 2F: 3 clusters Score -20690.28 nChanged 0
Splitting cluster 6 changes total score from -134282.015625 to -134368.203125
So it's getting split into cluster 11.
Trying to split cluster 7 (71 points)
Iteration 0F: 2 clusters Score -22395.16 nChanged 0
Iteration 0F: 3 clusters Score -21961.75 nChanged 0
Trying to split cluster 8 (55 points)
Iteration 0F: 2 clusters Score -16298.97 nChanged 0
Deleted class 1: not enough members
Iteration 0F: 2 clusters Score -11563.98 nChanged 24
Iteration 1F: 2 clusters Score -16298.97 nChanged 0
Deleting Class 6. Lose 1006.768616 but Gain 1089.607422
Iteration 14F: 11 clusters Score -134458.5 nChanged 28
Iteration 15F: 11 clusters Score -135236.5 nChanged 8
Iteration 16Q: 11 clusters Score -135761.8 nChanged 1
Iteration 17Q: 11 clusters Score -135775.5 nChanged 0
Iteration 18F: 11 clusters Score -135775.5 nChanged 0
Trying to split cluster 1 (29 points)
Iteration 0F: 2 clusters Score -9008.121 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 29
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 2 (33 points)
Iteration 0F: 2 clusters Score -9326.785 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 33
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 3 (67 points)
Iteration 0F: 2 clusters Score -20401.91 nChanged 0
Iteration 0F: 3 clusters Score -20082.51 nChanged 2
Iteration 1Q: 3 clusters Score -20240.07 nChanged 0
Iteration 2F: 3 clusters Score -20240.07 nChanged 0
Trying to split cluster 4 (37 points)
Iteration 0F: 2 clusters Score -10735.87 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 37
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 5 (26 points)
Iteration 0F: 2 clusters Score -8055.578 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 26
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 7 (71 points)
Iteration 0F: 2 clusters Score -22395.16 nChanged 0
Iteration 0F: 3 clusters Score -22369.8 nChanged 2
Iteration 1Q: 3 clusters Score -22391.03 nChanged 1
Iteration 2Q: 3 clusters Score -22405.94 nChanged 0
Iteration 3F: 3 clusters Score -22405.94 nChanged 0
Splitting cluster 7 changes total score from -135775.531250 to -135444.812500
So it's not getting split.
Trying to split cluster 8 (55 points)
Iteration 0F: 2 clusters Score -16298.97 nChanged 0
Deleted class 2: not enough members
Iteration 0F: 2 clusters Score -15928.89 nChanged 15
Iteration 1F: 2 clusters Score -16298.97 nChanged 0
Trying to split cluster 9 (26 points)
Iteration 0F: 2 clusters Score -7438.26 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 26
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 10 (50 points)
Iteration 0F: 2 clusters Score -15066.96 nChanged 0
Deleted class 2: not enough members
Iteration 0F: 2 clusters Score 7.653117e+16 nChanged 23
Iteration 1F: 2 clusters Score -15066.96 nChanged 0
Trying to split cluster 11 (70 points)
Iteration 0F: 2 clusters Score -22497.13 nChanged 0
Iteration 0F: 3 clusters Score -22074.67 nChanged 0
8->11 Clusters: Score -135775.531250, best is -139919.500000
Starting from 9 clusters...
--- Clustering full data set of 497 points ---
Deleting Class 5. Lose 12.750313 but Gain 1089.607422
Iteration 0F: 8 clusters Score -59522.56 nChanged 402
Deleted class 2: not enough members
Deleted class 6: not enough members
Deleted class 7: not enough members
Iteration 1F: 5 clusters Score -98137.84 nChanged 202
Iteration 2F: 5 clusters Score -115082.9 nChanged 22
Iteration 3Q: 5 clusters Score -118680.3 nChanged 7
Iteration 4Q: 5 clusters Score -121384.7 nChanged 2
Iteration 5Q: 5 clusters Score -121389.2 nChanged 0
Iteration 6F: 5 clusters Score -121572.8 nChanged 3
Iteration 7Q: 5 clusters Score -121676.6 nChanged 1
Iteration 8Q: 5 clusters Score -121727.8 nChanged 1
Iteration 9Q: 5 clusters Score -121796.6 nChanged 1
Iteration 10Q: 5 clusters Score -123032.6 nChanged 0
Iteration 11F: 5 clusters Score -123032.6 nChanged 0
Trying to split cluster 1 (145 points)
Iteration 0F: 2 clusters Score -37575.62 nChanged 0
Iteration 0F: 3 clusters Score -37256.52 nChanged 33
Iteration 1F: 3 clusters Score -37974.68 nChanged 19
Iteration 2F: 3 clusters Score -39428.48 nChanged 10
Iteration 3F: 3 clusters Score -39975.18 nChanged 4
Iteration 4Q: 3 clusters Score -40738.61 nChanged 2
Iteration 5Q: 3 clusters Score -41297.21 nChanged 0
Iteration 6F: 3 clusters Score -41344.4 nChanged 5
Iteration 7Q: 3 clusters Score -41395.47 nChanged 2
Iteration 8Q: 3 clusters Score -41416.47 nChanged 0
Iteration 9F: 3 clusters Score -41420.82 nChanged 1
Iteration 10Q: 3 clusters Score -41431.12 nChanged 1
Iteration 11Q: 3 clusters Score -41469.52 nChanged 2
Iteration 12Q: 3 clusters Score -41547.61 nChanged 1
Iteration 13Q: 3 clusters Score -42254.32 nChanged 0
Iteration 14F: 3 clusters Score -42254.32 nChanged 0
Splitting cluster 1 changes total score from -123032.578125 to -127495.078125
So it's getting split into cluster 2.
Trying to split cluster 3 (151 points)
Iteration 0F: 2 clusters Score -39918.13 nChanged 0
Iteration 0F: 3 clusters Score -40236.95 nChanged 39
Iteration 1F: 3 clusters Score -41197.53 nChanged 8
Iteration 2F: 3 clusters Score -41546.41 nChanged 5
Iteration 3Q: 3 clusters Score -42161.52 nChanged 10
Iteration 4F: 3 clusters Score -42315.04 nChanged 8
Iteration 5F: 3 clusters Score -44614.25 nChanged 1
Iteration 6Q: 3 clusters Score -44673.84 nChanged 3
Iteration 7Q: 3 clusters Score -45411.7 nChanged 2
Iteration 8Q: 3 clusters Score -45443.25 nChanged 1
Iteration 9Q: 3 clusters Score -45482.25 nChanged 0
Iteration 10F: 3 clusters Score -45485.87 nChanged 1
Iteration 11Q: 3 clusters Score -46197.35 nChanged 0
Iteration 12F: 3 clusters Score -46198.56 nChanged 1
Iteration 13Q: 3 clusters Score -46935.74 nChanged 0
Iteration 14F: 3 clusters Score -46935.74 nChanged 0
Splitting cluster 3 changes total score from -123032.578125 to -134303.656250
So it's getting split into cluster 5.
Trying to split cluster 4 (154 points)
Iteration 0F: 2 clusters Score -41016.62 nChanged 0
Iteration 0F: 3 clusters Score -40763.45 nChanged 48
Iteration 1F: 3 clusters Score -41878.26 nChanged 10
Iteration 2F: 3 clusters Score -44397.23 nChanged 8
Iteration 3F: 3 clusters Score -44569.1 nChanged 1
Iteration 4Q: 3 clusters Score -44600.36 nChanged 0
Iteration 5F: 3 clusters Score -44600.36 nChanged 0
Splitting cluster 4 changes total score from -123032.578125 to -137681.781250
So it's getting split into cluster 6.
Trying to split cluster 8 (29 points)
Iteration 0F: 2 clusters Score -6332.801 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 29
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Iteration 12F: 8 clusters Score -137754.4 nChanged 6
Iteration 13Q: 8 clusters Score -138283.3 nChanged 0
Iteration 14F: 8 clusters Score -138312.4 nChanged 3
Deleted class 8: not enough members
Iteration 15Q: 7 clusters Score -134267 nChanged 27
Iteration 16F: 7 clusters Score -135864.6 nChanged 2
Iteration 17Q: 7 clusters Score -136302.9 nChanged 0
Iteration 18F: 7 clusters Score -136533.5 nChanged 1
Iteration 19Q: 7 clusters Score -136570.2 nChanged 0
Iteration 20F: 7 clusters Score -136570.2 nChanged 0
Trying to split cluster 1 (82 points)
Iteration 0F: 2 clusters Score -23736.25 nChanged 0
Iteration 0F: 3 clusters Score -23818.66 nChanged 9
Iteration 1F: 3 clusters Score -24013.21 nChanged 0
Splitting cluster 1 changes total score from -136570.187500 to -136530.921875
So it's not getting split.
Trying to split cluster 2 (69 points)
Iteration 0F: 2 clusters Score -20439.35 nChanged 0
Iteration 0F: 3 clusters Score -20130.79 nChanged 3
Iteration 1Q: 3 clusters Score -20161 nChanged 2
Iteration 2Q: 3 clusters Score -20184.39 nChanged 1
Iteration 3Q: 3 clusters Score -20215.97 nChanged 0
Iteration 4F: 3 clusters Score -20215.97 nChanged 0
Trying to split cluster 3 (91 points)
Iteration 0F: 2 clusters Score -29015.59 nChanged 0
Iteration 0F: 3 clusters Score -28909.69 nChanged 14
Iteration 1F: 3 clusters Score -29160.44 nChanged 1
Deleting class 2: covariance matrix is singular
Iteration 2Q: 3 clusters Score -29164.12 nChanged 0
Iteration 3F: 2 clusters Score 939849.3 nChanged 27
Iteration 4F: 2 clusters Score -29015.59 nChanged 0
Trying to split cluster 4 (38 points)
Iteration 0F: 2 clusters Score -10864.04 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 38
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 5 (69 points)
Iteration 0F: 2 clusters Score -21040.84 nChanged 0
Iteration 0F: 3 clusters Score -21182.7 nChanged 6
Iteration 1F: 3 clusters Score -21295.18 nChanged 3
Iteration 2Q: 3 clusters Score -21395.23 nChanged 2
Deleted class 1: not enough members
Iteration 3Q: 2 clusters Score 1.20523e+15 nChanged 25
Iteration 4F: 2 clusters Score -21040.84 nChanged 0
Trying to split cluster 6 (112 points)
Iteration 0F: 2 clusters Score -34427.96 nChanged 0
Iteration 0F: 3 clusters Score -34630.84 nChanged 29
Iteration 1F: 3 clusters Score -34981.71 nChanged 1
Iteration 2Q: 3 clusters Score -34990.46 nChanged 2
Iteration 3Q: 3 clusters Score -35033.81 nChanged 1
Iteration 4Q: 3 clusters Score -35079.61 nChanged 2
Iteration 5Q: 3 clusters Score -35128.81 nChanged 0
Iteration 6F: 3 clusters Score -35128.81 nChanged 0
Splitting cluster 6 changes total score from -136570.187500 to -137009.578125
So it's getting split into cluster 7.
Deleting Class 7. Lose 861.811035 but Gain 1089.607422
Iteration 21F: 7 clusters Score -137237.3 nChanged 26
Iteration 22F: 7 clusters Score -137661.2 nChanged 1
Iteration 23Q: 7 clusters Score -137706.3 nChanged 1
Iteration 24Q: 7 clusters Score -138083.8 nChanged 0
Iteration 25F: 7 clusters Score -138083.8 nChanged 0
Trying to split cluster 1 (82 points)
Iteration 0F: 2 clusters Score -23736.25 nChanged 0
Iteration 0F: 3 clusters Score -23798.56 nChanged 19
Deleted class 2: not enough members
Iteration 1F: 2 clusters Score 3.9863e+11 nChanged 24
Iteration 2F: 2 clusters Score -23736.25 nChanged 0
Trying to split cluster 2 (69 points)
Iteration 0F: 2 clusters Score -20439.35 nChanged 0
Iteration 0F: 3 clusters Score -20178.48 nChanged 3
Iteration 1Q: 3 clusters Score -20216.84 nChanged 0
Iteration 2F: 3 clusters Score -20216.84 nChanged 0
Trying to split cluster 3 (91 points)
Iteration 0F: 2 clusters Score -29015.59 nChanged 0
Iteration 0F: 3 clusters Score -28911.5 nChanged 2
Iteration 1Q: 3 clusters Score -28923.77 nChanged 0
Iteration 2F: 3 clusters Score -28923.77 nChanged 0
Trying to split cluster 4 (37 points)
Iteration 0F: 2 clusters Score -10939.75 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 37
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 5 (69 points)
Iteration 0F: 2 clusters Score -21040.84 nChanged 0
Iteration 0F: 3 clusters Score -20681.67 nChanged 1
Iteration 1Q: 3 clusters Score -20689.69 nChanged 0
Iteration 2F: 3 clusters Score -20689.69 nChanged 0
Trying to split cluster 6 (112 points)
Iteration 0F: 2 clusters Score -35870.57 nChanged 0
Iteration 0F: 3 clusters Score -35232.42 nChanged 8
Iteration 1F: 3 clusters Score -35336.81 nChanged 6
Iteration 2F: 3 clusters Score -35406.29 nChanged 2
Iteration 3Q: 3 clusters Score -35498.73 nChanged 1
Iteration 4Q: 3 clusters Score -35537.65 nChanged 1
Iteration 5Q: 3 clusters Score -36055.67 nChanged 4
Iteration 6Q: 3 clusters Score -36112.5 nChanged 0
Iteration 7F: 3 clusters Score -36124.19 nChanged 4
Iteration 8Q: 3 clusters Score -36164.55 nChanged 2
Iteration 9Q: 3 clusters Score -36206.2 nChanged 2
Iteration 10Q: 3 clusters Score -36717.54 nChanged 0
Iteration 11F: 3 clusters Score -36717.54 nChanged 0
Splitting cluster 6 changes total score from -138083.812500 to -138669.296875
So it's getting split into cluster 7.
Iteration 26F: 8 clusters Score -138669.3 nChanged 0
Trying to split cluster 1 (82 points)
Iteration 0F: 2 clusters Score -23736.25 nChanged 0
Iteration 0F: 3 clusters Score -23790.7 nChanged 14
Deleted class 2: not enough members
Iteration 1F: 2 clusters Score 3.107518e+11 nChanged 24
Iteration 2F: 2 clusters Score -23736.25 nChanged 0
Trying to split cluster 2 (69 points)
Iteration 0F: 2 clusters Score -20439.35 nChanged 0
Iteration 0F: 3 clusters Score -20724.14 nChanged 8
Deleted class 1: not enough members
Iteration 1F: 2 clusters Score 1.043526e+15 nChanged 24
Iteration 2F: 2 clusters Score -20439.35 nChanged 0
Trying to split cluster 3 (91 points)
Iteration 0F: 2 clusters Score -29015.59 nChanged 0
Iteration 0F: 3 clusters Score -28875.76 nChanged 2
Iteration 1Q: 3 clusters Score -28909.74 nChanged 0
Iteration 2F: 3 clusters Score -28909.74 nChanged 0
Trying to split cluster 4 (37 points)
Iteration 0F: 2 clusters Score -10939.75 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 37
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 5 (69 points)
Iteration 0F: 2 clusters Score -21040.84 nChanged 0
Iteration 0F: 3 clusters Score -20707.63 nChanged 1
Iteration 1Q: 3 clusters Score -20717.03 nChanged 0
Iteration 2F: 3 clusters Score -20717.03 nChanged 0
Trying to split cluster 6 (51 points)
Iteration 0F: 2 clusters Score -16934.57 nChanged 0
Deleted class 2: not enough members
Iteration 0F: 2 clusters Score 257647 nChanged 23
Iteration 1F: 2 clusters Score -16934.57 nChanged 0
Trying to split cluster 7 (61 points)
Iteration 0F: 2 clusters Score -20104.85 nChanged 0
Iteration 0F: 3 clusters Score -19784.83 nChanged 0
9->8 Clusters: Score -138669.296875, best is -139919.500000
Starting from 10 clusters...
--- Clustering full data set of 497 points ---
Deleting Class 6. Lose 72.087799 but Gain 1089.607422
Iteration 0F: 9 clusters Score -65166.96 nChanged 397
Deleted class 1: not enough members
Deleted class 4: not enough members
Deleted class 5: not enough members
Deleted class 8: not enough members
Iteration 1F: 5 clusters Score -102176.8 nChanged 194
Iteration 2F: 5 clusters Score -120308 nChanged 33
Iteration 3F: 5 clusters Score -123440.1 nChanged 5
Iteration 4Q: 5 clusters Score -123562.3 nChanged 0
Iteration 5F: 5 clusters Score -123565 nChanged 1
Iteration 6Q: 5 clusters Score -123597.7 nChanged 1
Iteration 7Q: 5 clusters Score -124904.3 nChanged 0
Iteration 8F: 5 clusters Score -124905.4 nChanged 1
Iteration 9Q: 5 clusters Score -124908.6 nChanged 0
Iteration 10F: 5 clusters Score -124908.6 nChanged 0
Trying to split cluster 2 (122 points)
Iteration 0F: 2 clusters Score -34884.87 nChanged 0
Iteration 0F: 3 clusters Score -35173.41 nChanged 30
Iteration 1F: 3 clusters Score -35919.28 nChanged 2
Iteration 2Q: 3 clusters Score -36003.37 nChanged 1
Iteration 3Q: 3 clusters Score -36037.47 nChanged 1
Iteration 4Q: 3 clusters Score -36088.28 nChanged 0
Iteration 5F: 3 clusters Score -36088.28 nChanged 0
Splitting cluster 2 changes total score from -124908.554688 to -125865.437500
So it's getting split into cluster 1.
Trying to split cluster 3 (110 points)
Iteration 0F: 2 clusters Score -27127.83 nChanged 0
Iteration 0F: 3 clusters Score -26978.85 nChanged 28
Iteration 1F: 3 clusters Score -28286.73 nChanged 3
Iteration 2Q: 3 clusters Score -28369.98 nChanged 2
Iteration 3Q: 3 clusters Score -28479.67 nChanged 2
Iteration 4Q: 3 clusters Score -28490.92 nChanged 0
Iteration 5F: 3 clusters Score -28494.24 nChanged 2
Iteration 6Q: 3 clusters Score -28507.64 nChanged 1
Iteration 7Q: 3 clusters Score -28511.68 nChanged 0
Iteration 8F: 3 clusters Score -28511.68 nChanged 0
Splitting cluster 3 changes total score from -124908.554688 to -126984.617188
So it's getting split into cluster 4.
Trying to split cluster 7 (186 points)
Iteration 0F: 2 clusters Score -50982.09 nChanged 0
Iteration 0F: 3 clusters Score -50652.28 nChanged 57
Iteration 1F: 3 clusters Score -51643 nChanged 18
Iteration 2F: 3 clusters Score -53141.51 nChanged 6
Iteration 3Q: 3 clusters Score -54002.41 nChanged 0
Iteration 4F: 3 clusters Score -54002.41 nChanged 0
Splitting cluster 7 changes total score from -124908.554688 to -129832.445312
So it's getting split into cluster 5.
Trying to split cluster 9 (54 points)
Iteration 0F: 2 clusters Score -13701.62 nChanged 0
Iteration 0F: 3 clusters Score -14050.75 nChanged 0
Splitting cluster 9 changes total score from -124908.554688 to -129791.984375
So it's getting split into cluster 6.
Iteration 11F: 9 clusters Score -129792 nChanged 0
Trying to split cluster 1 (87 points)
Iteration 0F: 2 clusters Score -26103 nChanged 0
Iteration 0F: 3 clusters Score -26505.55 nChanged 5
Iteration 1F: 3 clusters Score -26608.28 nChanged 1
Iteration 2Q: 3 clusters Score -26630.96 nChanged 0
Iteration 3F: 3 clusters Score -26630.96 nChanged 0
Splitting cluster 1 changes total score from -129791.984375 to -130014.117188
So it's getting split into cluster 8.
Trying to split cluster 2 (35 points)
Iteration 0F: 2 clusters Score -10336.88 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 35
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 3 (37 points)
Iteration 0F: 2 clusters Score -9418.18 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 37
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 4 (73 points)
Iteration 0F: 2 clusters Score -19426.93 nChanged 0
Iteration 0F: 3 clusters Score -19169.01 nChanged 0
Trying to split cluster 5 (147 points)
Iteration 0F: 2 clusters Score -43413.99 nChanged 0
Iteration 0F: 3 clusters Score -43273.08 nChanged 37
Iteration 1F: 3 clusters Score -44725.12 nChanged 20
Iteration 2F: 3 clusters Score -45414.32 nChanged 0
Splitting cluster 5 changes total score from -129791.984375 to -131800.671875
So it's getting split into cluster 10.
Trying to split cluster 6 (26 points)
Iteration 0F: 2 clusters Score -6942.64 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 26
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 7 (39 points)
Iteration 0F: 2 clusters Score -10999.39 nChanged 0
Deleted class 2: not enough members
Iteration 0F: 2 clusters Score 7.184211e+15 nChanged 13
Iteration 1F: 2 clusters Score -10999.39 nChanged 0
Trying to split cluster 9 (28 points)
Iteration 0F: 2 clusters Score -7389.04 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 28
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Iteration 12F: 11 clusters Score -131808.8 nChanged 4
Iteration 13Q: 11 clusters Score -131875.2 nChanged 2
Iteration 14Q: 11 clusters Score -131890.3 nChanged 2
Iteration 15Q: 11 clusters Score -131920.7 nChanged 1
Iteration 16Q: 11 clusters Score -131930.2 nChanged 0
Iteration 17F: 11 clusters Score -131930.2 nChanged 0
Trying to split cluster 1 (47 points)
Iteration 0F: 2 clusters Score -14793.11 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 47
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 2 (33 points)
Iteration 0F: 2 clusters Score -9739.944 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 33
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 3 (37 points)
Iteration 0F: 2 clusters Score -9418.18 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 37
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 4 (73 points)
Iteration 0F: 2 clusters Score -19426.93 nChanged 0
Iteration 0F: 3 clusters Score -19056.74 nChanged 6
Iteration 1F: 3 clusters Score -19156.6 nChanged 2
Iteration 2Q: 3 clusters Score -19238.08 nChanged 0
Iteration 3F: 3 clusters Score -19238.08 nChanged 0
Trying to split cluster 5 (28 points)
Iteration 0F: 2 clusters Score -8550.753 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 28
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 6 (26 points)
Iteration 0F: 2 clusters Score -6942.64 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 26
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 7 (36 points)
Iteration 0F: 2 clusters Score -10130.24 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 36
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 8 (42 points)
Iteration 0F: 2 clusters Score -12827.05 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 42
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 9 (28 points)
Iteration 0F: 2 clusters Score -7389.04 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 28
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 10 (122 points)
Iteration 0F: 2 clusters Score -38181.66 nChanged 0
Iteration 0F: 3 clusters Score -37717.15 nChanged 13
Iteration 1F: 3 clusters Score -37814.54 nChanged 6
Iteration 2Q: 3 clusters Score -37887.84 nChanged 2
Iteration 3Q: 3 clusters Score -37954.86 nChanged 0
Iteration 4F: 3 clusters Score -37954.86 nChanged 0
10->11 Clusters: Score -131930.156250, best is -139919.500000
Starting from 11 clusters...
--- Clustering full data set of 497 points ---
Deleting class 5: covariance matrix is singular
Deleting Class 2. Lose 72.923584 but Gain 1089.607422
Iteration 0F: 9 clusters Score -76888.17 nChanged 378
Deleted class 1: not enough members
Deleted class 3: not enough members
Deleted class 7: not enough members
Iteration 1F: 6 clusters Score -104345.8 nChanged 190
Iteration 2F: 6 clusters Score -116142.3 nChanged 47
Iteration 3F: 6 clusters Score -119996.2 nChanged 33
Iteration 4F: 6 clusters Score -123893.2 nChanged 19
Iteration 5Q: 6 clusters Score -127624.2 nChanged 2
Iteration 6Q: 6 clusters Score -128329.2 nChanged 0
Iteration 7F: 6 clusters Score -128451.9 nChanged 7
Iteration 8Q: 6 clusters Score -130013.6 nChanged 3
Iteration 9Q: 6 clusters Score -130842.9 nChanged 0
Iteration 10F: 6 clusters Score -131021.1 nChanged 11
Iteration 11Q: 6 clusters Score -132403.9 nChanged 0
Iteration 12F: 6 clusters Score -132403.9 nChanged 0
Trying to split cluster 4 (107 points)
Iteration 0F: 2 clusters Score -31186.73 nChanged 0
Iteration 0F: 3 clusters Score -30601.72 nChanged 9
Iteration 1F: 3 clusters Score -30815.94 nChanged 9
Iteration 2F: 3 clusters Score -31109.64 nChanged 8
Iteration 3F: 3 clusters Score -31571.49 nChanged 4
Iteration 4Q: 3 clusters Score -31885.13 nChanged 1
Iteration 5Q: 3 clusters Score -31895.09 nChanged 1
Iteration 6Q: 3 clusters Score -31898.96 nChanged 0
Iteration 7F: 3 clusters Score -31898.99 nChanged 1
Iteration 8Q: 3 clusters Score -31901.44 nChanged 2
Iteration 9Q: 3 clusters Score -31910.09 nChanged 1
Iteration 10Q: 3 clusters Score -31922.77 nChanged 0
Iteration 11F: 3 clusters Score -31922.77 nChanged 0
Splitting cluster 4 changes total score from -132403.937500 to -132870.437500
So it's getting split into cluster 1.
Trying to split cluster 6 (59 points)
Iteration 0F: 2 clusters Score -16623.35 nChanged 0
Iteration 0F: 3 clusters Score -16771.62 nChanged 1
Iteration 1Q: 3 clusters Score -16809.21 nChanged 0
Iteration 2F: 3 clusters Score -16809.21 nChanged 0
Splitting cluster 6 changes total score from -132403.937500 to -132682.281250
So it's getting split into cluster 2.
Trying to split cluster 8 (120 points)
Iteration 0F: 2 clusters Score -32489.51 nChanged 0
Iteration 0F: 3 clusters Score -32242.14 nChanged 23
Iteration 1F: 3 clusters Score -32463.43 nChanged 4
Iteration 2Q: 3 clusters Score -32519.8 nChanged 0
Iteration 3F: 3 clusters Score -32519.8 nChanged 0
Splitting cluster 8 changes total score from -132403.937500 to -132463.171875
So it's getting split into cluster 3.
Trying to split cluster 9 (77 points)
Iteration 0F: 2 clusters Score -22791.76 nChanged 0
Iteration 0F: 3 clusters Score -22461.22 nChanged 2
Iteration 1Q: 3 clusters Score -22470.62 nChanged 1
Iteration 2Q: 3 clusters Score -22484.94 nChanged 0
Iteration 3F: 3 clusters Score -22484.94 nChanged 0
Trying to split cluster 10 (104 points)
Iteration 0F: 2 clusters Score -31658.36 nChanged 0
Iteration 0F: 3 clusters Score -31406.19 nChanged 17
Iteration 1F: 3 clusters Score -31554.63 nChanged 5
Iteration 2Q: 3 clusters Score -31616.98 nChanged 1
Iteration 3Q: 3 clusters Score -31629.82 nChanged 2
Iteration 4Q: 3 clusters Score -31654.05 nChanged 0
Iteration 5F: 3 clusters Score -31654.05 nChanged 0
Iteration 13F: 9 clusters Score -132463.2 nChanged 0
Trying to split cluster 1 (44 points)
Iteration 0F: 2 clusters Score -13088.27 nChanged 0
Deleted class 1: not enough members
Iteration 0F: 2 clusters Score -8656.837 nChanged 17
Iteration 1F: 2 clusters Score -13088.27 nChanged 0
Trying to split cluster 2 (30 points)
Iteration 0F: 2 clusters Score -8993.028 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 30
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 3 (90 points)
Iteration 0F: 2 clusters Score -24976.35 nChanged 0
Iteration 0F: 3 clusters Score -24734.42 nChanged 11
Iteration 1F: 3 clusters Score -25779.96 nChanged 14
Deleted class 2: not enough members
Iteration 2F: 2 clusters Score 2.691316e+14 nChanged 22
Iteration 3F: 2 clusters Score -24976.35 nChanged 0
Trying to split cluster 4 (63 points)
Iteration 0F: 2 clusters Score -19155.89 nChanged 0
Deleted class 2: not enough members
Iteration 0F: 2 clusters Score 216598.9 nChanged 24
Iteration 1F: 2 clusters Score -19155.89 nChanged 0
Trying to split cluster 6 (29 points)
Iteration 0F: 2 clusters Score -8100.41 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 29
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 8 (30 points)
Iteration 0F: 2 clusters Score -7904.711 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 30
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 9 (77 points)
Iteration 0F: 2 clusters Score -22791.76 nChanged 0
Iteration 0F: 3 clusters Score -22907.35 nChanged 3
Iteration 1Q: 3 clusters Score -22949.62 nChanged 1
Iteration 2Q: 3 clusters Score -22960.85 nChanged 0
Iteration 3F: 3 clusters Score -22960.85 nChanged 0
Splitting cluster 9 changes total score from -132463.171875 to -132305.015625
So it's not getting split.
Trying to split cluster 10 (104 points)
Iteration 0F: 2 clusters Score -31658.36 nChanged 0
Iteration 0F: 3 clusters Score -31310.05 nChanged 13
Iteration 1F: 3 clusters Score -31561.64 nChanged 4
Iteration 2Q: 3 clusters Score -31618.62 nChanged 1
Iteration 3Q: 3 clusters Score -31641.32 nChanged 0
Iteration 4F: 3 clusters Score -31641.32 nChanged 0
11->9 Clusters: Score -132463.171875, best is -139919.500000
Starting from 12 clusters...
--- Clustering full data set of 497 points ---
Deleting Class 2. Lose 0.000000 but Gain 1089.607422
Iteration 0F: 11 clusters Score -75097.66 nChanged 386
Deleted class 3: not enough members
Deleted class 5: not enough members
Deleted class 7: not enough members
Deleted class 8: not enough members
Deleted class 10: not enough members
Deleted class 11: not enough members
Iteration 1F: 5 clusters Score -98941.35 nChanged 188
Iteration 2F: 5 clusters Score -114352.1 nChanged 49
Iteration 3F: 5 clusters Score -121971.9 nChanged 13
Iteration 4Q: 5 clusters Score -125763.5 nChanged 4
Iteration 5Q: 5 clusters Score -125978.1 nChanged 0
Iteration 6F: 5 clusters Score -126035.1 nChanged 4
Iteration 7Q: 5 clusters Score -126216.4 nChanged 1
Iteration 8Q: 5 clusters Score -126223.4 nChanged 0
Iteration 9F: 5 clusters Score -126398.3 nChanged 1
Iteration 10Q: 5 clusters Score -126450.1 nChanged 0
Iteration 11F: 5 clusters Score -126450.1 nChanged 0
Trying to split cluster 1 (136 points)
Iteration 0F: 2 clusters Score -37509.83 nChanged 0
Iteration 0F: 3 clusters Score -37071.67 nChanged 29
Iteration 1F: 3 clusters Score -37914.27 nChanged 15
Iteration 2F: 3 clusters Score -38728.88 nChanged 8
Iteration 3F: 3 clusters Score -38798.51 nChanged 5
Iteration 4Q: 3 clusters Score -38854.27 nChanged 6
Iteration 5Q: 3 clusters Score -38913.96 nChanged 8
Iteration 6F: 3 clusters Score -39013.62 nChanged 9
Iteration 7F: 3 clusters Score -39235.12 nChanged 5
Iteration 8Q: 3 clusters Score -40595.41 nChanged 0
Iteration 9F: 3 clusters Score -40595.41 nChanged 0
Splitting cluster 1 changes total score from -126450.125000 to -129308.312500
So it's getting split into cluster 2.
Trying to split cluster 4 (83 points)
Iteration 0F: 2 clusters Score -22974.94 nChanged 0
Iteration 0F: 3 clusters Score -23302.48 nChanged 10
Iteration 1F: 3 clusters Score -23453.69 nChanged 3
Iteration 2Q: 3 clusters Score -23548.35 nChanged 0
Iteration 3F: 3 clusters Score -23548.35 nChanged 0
Splitting cluster 4 changes total score from -126450.125000 to -129567.617188
So it's getting split into cluster 3.
Trying to split cluster 6 (140 points)
Iteration 0F: 2 clusters Score -38007.16 nChanged 0
Iteration 0F: 3 clusters Score -37610.8 nChanged 31
Iteration 1F: 3 clusters Score -38523.93 nChanged 12
Iteration 2F: 3 clusters Score -39660.04 nChanged 8
Iteration 3F: 3 clusters Score -40586.49 nChanged 1
Iteration 4Q: 3 clusters Score -40613.28 nChanged 1
Iteration 5Q: 3 clusters Score -40651.77 nChanged 1
Iteration 6Q: 3 clusters Score -40661.45 nChanged 0
Iteration 7F: 3 clusters Score -40664.9 nChanged 2
Iteration 8Q: 3 clusters Score -40698.86 nChanged 3
Iteration 9Q: 3 clusters Score -40742.56 nChanged 2
Iteration 10Q: 3 clusters Score -41485.32 nChanged 2
Iteration 11Q: 3 clusters Score -41490.58 nChanged 0
Iteration 12F: 3 clusters Score -41491.55 nChanged 2
Iteration 13Q: 3 clusters Score -41504.22 nChanged 1
Iteration 14Q: 3 clusters Score -41540.57 nChanged 0
Iteration 15F: 3 clusters Score -41540.57 nChanged 0
Splitting cluster 6 changes total score from -126450.125000 to -132878.671875
So it's getting split into cluster 5.
Trying to split cluster 9 (114 points)
Iteration 0F: 2 clusters Score -29723.29 nChanged 0
Iteration 0F: 3 clusters Score -30598.52 nChanged 35
Deleted class 2: not enough members
Iteration 1F: 2 clusters Score 1.078511e+15 nChanged 24
Iteration 2F: 2 clusters Score -29723.29 nChanged 0
Iteration 12F: 8 clusters Score -132888.9 nChanged 3
Iteration 13Q: 8 clusters Score -132980.5 nChanged 0
Iteration 14F: 8 clusters Score -132980.5 nChanged 0
Trying to split cluster 1 (80 points)
Iteration 0F: 2 clusters Score -24346.21 nChanged 0
Iteration 0F: 3 clusters Score -24983.43 nChanged 5
Iteration 1F: 3 clusters Score -25018.47 nChanged 4
Iteration 2Q: 3 clusters Score -25063.33 nChanged 0
Iteration 3F: 3 clusters Score -25063.33 nChanged 0
Splitting cluster 1 changes total score from -132980.500000 to -133377.046875
So it's getting split into cluster 7.
Trying to split cluster 2 (59 points)
Iteration 0F: 2 clusters Score -17468.01 nChanged 0
Iteration 0F: 3 clusters Score -17507.35 nChanged 0
Splitting cluster 2 changes total score from -132980.500000 to -133042.390625
So it's getting split into cluster 8.
Trying to split cluster 3 (27 points)
Iteration 0F: 2 clusters Score -7542.65 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 27
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 4 (56 points)
Iteration 0F: 2 clusters Score -16324.2 nChanged 0
Deleted class 2: not enough members
Iteration 0F: 2 clusters Score 719544.7 nChanged 24
Iteration 1F: 2 clusters Score -16324.2 nChanged 0
Trying to split cluster 5 (58 points)
Iteration 0F: 2 clusters Score -17048.17 nChanged 0
Iteration 0F: 3 clusters Score -17231.69 nChanged 5
Deleted class 1: not enough members
Iteration 1F: 2 clusters Score 7.719292e+14 nChanged 23
Iteration 2F: 2 clusters Score -17048.17 nChanged 0
Trying to split cluster 6 (82 points)
Iteration 0F: 2 clusters Score -24835.91 nChanged 0
Iteration 0F: 3 clusters Score -24412.6 nChanged 1
Iteration 1Q: 3 clusters Score -24420.62 nChanged 1
Iteration 2Q: 3 clusters Score -24434.04 nChanged 0
Iteration 3F: 3 clusters Score -24434.04 nChanged 0
Trying to split cluster 9 (111 points)
Iteration 0F: 2 clusters Score -28944.8 nChanged 0
Iteration 0F: 3 clusters Score -30174.47 nChanged 24
Iteration 1F: 3 clusters Score -31061.59 nChanged 8
Iteration 2F: 3 clusters Score -31338.72 nChanged 2
Iteration 3Q: 3 clusters Score -31991.21 nChanged 4
Iteration 4Q: 3 clusters Score -32013.56 nChanged 0
Iteration 5F: 3 clusters Score -32016.76 nChanged 3
Iteration 6Q: 3 clusters Score -32073.84 nChanged 0
Iteration 7F: 3 clusters Score -32073.84 nChanged 0
Splitting cluster 9 changes total score from -132980.500000 to -135908.343750
So it's getting split into cluster 10.
Iteration 15F: 11 clusters Score -135908.5 nChanged 1
Iteration 16Q: 11 clusters Score -136218.1 nChanged 0
Iteration 17F: 11 clusters Score -136218.1 nChanged 0
Trying to split cluster 1 (48 points)
Iteration 0F: 2 clusters Score -15375.94 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 48
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 2 (30 points)
Iteration 0F: 2 clusters Score -9077.01 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 30
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 3 (27 points)
Iteration 0F: 2 clusters Score -7542.65 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 27
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 4 (56 points)
Iteration 0F: 2 clusters Score -16324.2 nChanged 0
Iteration 0F: 3 clusters Score -16379.46 nChanged 0
Splitting cluster 4 changes total score from -136218.125000 to -135890.250000
So it's not getting split.
Trying to split cluster 5 (58 points)
Iteration 0F: 2 clusters Score -17048.17 nChanged 0
Iteration 0F: 3 clusters Score -17149 nChanged 1
Iteration 1Q: 3 clusters Score -17177.56 nChanged 0
Iteration 2F: 3 clusters Score -17177.56 nChanged 0
Splitting cluster 5 changes total score from -136218.125000 to -135970.531250
So it's not getting split.
Trying to split cluster 6 (82 points)
Iteration 0F: 2 clusters Score -24835.91 nChanged 0
Deleted class 2: not enough members
Iteration 0F: 2 clusters Score -24608.5 nChanged 24
Iteration 1F: 2 clusters Score -24835.91 nChanged 0
Trying to split cluster 7 (33 points)
Iteration 0F: 2 clusters Score -10311.26 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 33
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 8 (28 points)
Iteration 0F: 2 clusters Score -8705.407 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 28
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 9 (38 points)
Iteration 0F: 2 clusters Score -10805.25 nChanged 0
Deleted class 1: not enough members
Deleted class 2: not enough members
Iteration 0F: 1 clusters Score inf nChanged 38
Iteration 1F: 1 clusters Score 0 nChanged 0
Split failed - leaving alone
Trying to split cluster 10 (73 points)
Iteration 0F: 2 clusters Score -21601.59 nChanged 0
Iteration 0F: 3 clusters Score -21909.35 nChanged 2
Iteration 1Q: 3 clusters Score -21950.75 nChanged 1
Iteration 2Q: 3 clusters Score -21991.55 nChanged 0
Iteration 3F: 3 clusters Score -22022.84 nChanged 5
Iteration 4F: 3 clusters Score -22182.92 nChanged 7
Iteration 5F: 3 clusters Score -22407.47 nChanged 7
Deleted class 1: not enough members
Iteration 6F: 2 clusters Score 3.006308e+13 nChanged 19
Iteration 7F: 2 clusters Score -21601.59 nChanged 0
12->11 Clusters: Score -136218.125000, best is -139919.500000
That took 0.680000 seconds.