Featured-K_Means_Algo_Python/model_results.csv at main · NathanASC25/Featured-K_Means_Algo_Python · GitHub

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Number of Clusters: 2
Points:
['-42.203782920810134', '-3.4296849500240785']
['-45.864003200848146', '22.0782599523161']


Sum of Squares: 80675444.46244442
Points:
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Number of clusters changed: 0
This is iteration: 1

Sum of Squares: 29679238.735982973
Points:
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Number of clusters changed: 4061
This is iteration: 2

Sum of Squares: 28803966.765667263
Points:
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[-13.770622398657155, 18.026777276626984]
Number of clusters changed: 2259
This is iteration: 3

Sum of Squares: 28237582.771540046
Points:
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[-14.368023232228593, 16.402260761863815]
Number of clusters changed: 1562
This is iteration: 4

Sum of Squares: 27830138.260268252
Points:
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[-14.794982882260527, 15.280594801545908]
Number of clusters changed: 948
This is iteration: 5

Sum of Squares: 27541830.238319978
Points:
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[-15.09860307224312, 14.448776332846277]
Number of clusters changed: 695
This is iteration: 6

Sum of Squares: 27328869.25580202
Points:
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[-15.333035906789288, 13.803275988514148]
Number of clusters changed: 513
This is iteration: 7

Sum of Squares: 27164203.823525038
Points:
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[-15.51700482217358, 13.28855053593943]
Number of clusters changed: 374
This is iteration: 8

Sum of Squares: 27034457.405357067
Points:
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[-15.667783310897503, 12.861190281093627]
Number of clusters changed: 335
This is iteration: 9

Sum of Squares: 26928288.280109458
Points:
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[-15.789092637219337, 12.502435633937292]
Number of clusters changed: 262
This is iteration: 10

Sum of Squares: 26840293.42336286
Points:
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[-15.891762349249488, 12.190376281661068]
Number of clusters changed: 259
This is iteration: 11

Sum of Squares: 26764657.441017147
Points:
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[-15.978680598670667, 11.91687248976452]
Number of clusters changed: 218
This is iteration: 12

Sum of Squares: 26699504.63559175
Points:
[-2.665551228190111, -18.568280164625158]
[-16.052597793961393, 11.676173396348963]
Number of clusters changed: 171
This is iteration: 13

Sum of Squares: 26643161.409653872
Points:
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[-16.114487154750858, 11.463284489411564]
Number of clusters changed: 154
This is iteration: 14

Sum of Squares: 26594295.091165513
Points:
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[-16.166608591590414, 11.272917840206752]
Number of clusters changed: 138
This is iteration: 15

Sum of Squares: 26551462.191542227
Points:
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[-16.2134075303698, 11.101619803293167]
Number of clusters changed: 109
This is iteration: 16

Sum of Squares: 26513412.40721051
Points:
[-2.113535080914773, -19.0745740524573]
[-16.255125598348833, 10.945861329317914]
Number of clusters changed: 110
This is iteration: 17

Sum of Squares: 26479269.034469023
Points:
[-1.9984693156627262, -19.17602073163422]
[-16.293439422143233, 10.80195982331275]
Number of clusters changed: 116
This is iteration: 18

Sum of Squares: 26448143.94503426
Points:
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[-16.32825247659233, 10.668588576272958]
Number of clusters changed: 105
This is iteration: 19

Sum of Squares: 26419655.13936636
Points:
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[-16.35883244649149, 10.546017454278699]
Number of clusters changed: 82
This is iteration: 20

Sum of Squares: 26393865.222738918
Points:
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[-16.386244568359988, 10.432560123820421]
Number of clusters changed: 74
This is iteration: 21

Sum of Squares: 26370300.23148896
Points:
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[-16.411109831977804, 10.326153423792409]
Number of clusters changed: 85
This is iteration: 22

Sum of Squares: 26348466.48345477
Points:
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[-16.43308979374641, 10.226547117851105]
Number of clusters changed: 77
This is iteration: 23

Sum of Squares: 26328306.332322456
Points:
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[-16.453304264106247, 10.133491692758458]
Number of clusters changed: 60
This is iteration: 24

Sum of Squares: 26309697.2832663
Points:
[-1.3640417917336705, -19.72361312243473]
[-16.471794037970607, 10.04548990609134]
Number of clusters changed: 73
This is iteration: 25

Sum of Squares: 26292318.910166103
Points:
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Number of clusters changed: 50
This is iteration: 26

Sum of Squares: 26276230.201290224
Points:
[-1.223029583755307, -19.843210642530224]
[-16.504187303737226, 9.885069706657637]
Number of clusters changed: 58
This is iteration: 27

Sum of Squares: 26261254.877312325
Points:
[-1.1576605874723975, -19.898743290637317]
[-16.518067149012577, 9.811446925425125]
Number of clusters changed: 54
This is iteration: 28

Sum of Squares: 26247241.976635944
Points:
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[-16.531093132914005, 9.74158559132342]
Number of clusters changed: 48
This is iteration: 29

Sum of Squares: 26234048.615176205
Points:
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[-16.5432059384603, 9.6747973411152]
Number of clusters changed: 55
This is iteration: 30

Sum of Squares: 26221597.453203943
Points:
[-0.9775945606371074, -20.05031229893233]
[-16.55412437454766, 9.611369833068471]
Number of clusters changed: 46
This is iteration: 31

Sum of Squares: 26209874.690258313
Points:
[-0.92268763837574, -20.096694369614085]
[-16.563994623846057, 9.550946585023551]
Number of clusters changed: 46
This is iteration: 32

Sum of Squares: 26198835.051847864
Points:
[-0.869942272600095, -20.14107649930541]
[-16.57323465831382, 9.493275949324705]
Number of clusters changed: 40
This is iteration: 33

Sum of Squares: 26188452.157099903
Points:
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[-16.58171578682739, 9.438670699900548]
Number of clusters changed: 26
This is iteration: 34

Sum of Squares: 26178732.873082735
Points:
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[-16.58944733486037, 9.38640852389359]
Number of clusters changed: 38
This is iteration: 35

Sum of Squares: 26169506.12970948
Points:
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[-16.596352413065443, 9.33622552551925]
Number of clusters changed: 42
This is iteration: 36

Sum of Squares: 26160748.823149934
Points:
[-0.6801365808632577, -20.30173908153662]
[-16.602706131190082, 9.288300860767436]
Number of clusters changed: 29
This is iteration: 37

Sum of Squares: 26152442.574720357
Points:
[-0.6369330880215965, -20.338535373741102]
[-16.608461818853154, 9.241942317187874]
Number of clusters changed: 45
This is iteration: 38

Sum of Squares: 26144446.30285397
Points:
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Number of clusters changed: 47
This is iteration: 39

Sum of Squares: 26136735.008453514
Points:
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Number of clusters changed: 34
This is iteration: 40

Sum of Squares: 26129354.904413875
Points:
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[-16.623779897817396, 9.111504292939177]
Number of clusters changed: 32
This is iteration: 41

Sum of Squares: 26122313.755494863
Points:
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[-16.628249499150925, 9.071118610465916]
Number of clusters changed: 27
This is iteration: 42

Sum of Squares: 26115569.675528232
Points:
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[-16.632216132489535, 9.032167422971954]
Number of clusters changed: 32
This is iteration: 43

Sum of Squares: 26109126.866463337
Points:
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[-16.63607237670637, 8.994558736172928]
Number of clusters changed: 24
This is iteration: 44

Sum of Squares: 26102944.417556643
Points:
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[-16.639881625810794, 8.958012006108055]
Number of clusters changed: 34
This is iteration: 45

Sum of Squares: 26096980.05743327
Points:
[-0.33518971499179945, -20.592845063200844]
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Number of clusters changed: 26
This is iteration: 46

Sum of Squares: 26091234.953059826
Points:
[-0.30190194963141187, -20.620139991704466]
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Number of clusters changed: 31
This is iteration: 47

Sum of Squares: 26085672.57570019
Points:
[-0.26965163485871163, -20.646740538316394]
[-16.650710169242043, 8.854620834877164]
Number of clusters changed: 25
This is iteration: 48

Sum of Squares: 26080321.987388927
Points:
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[-16.653875268325702, 8.822150498827895]
Number of clusters changed: 25
This is iteration: 49

Sum of Squares: 26075155.33213923
Points:
[-0.20756239472903346, -20.69775817007467]
[-16.657016344824292, 8.79048024672391]
Number of clusters changed: 27
This is iteration: 50

Sum of Squares: 26070148.638571937
Points:
[-0.17770548642485512, -20.72213340850958]
[-16.660027420822633, 8.759819633204566]
Number of clusters changed: 16
This is iteration: 51

Sum of Squares: 26065341.003600538
Points:
[-0.1486337584472376, -20.745906589697256]
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Number of clusters changed: 23
This is iteration: 52

Sum of Squares: 26060699.592518672
Points:
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Number of clusters changed: 15
This is iteration: 53

Sum of Squares: 26056223.941654388
Points:
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[-16.66822593610598, 8.672944208527726]
Number of clusters changed: 19
This is iteration: 54

Sum of Squares: 26051908.90164436
Points:
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Number of clusters changed: 27
This is iteration: 55

Sum of Squares: 26047725.028345354
Points:
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Number of clusters changed: 12
This is iteration: 56

Sum of Squares: 26043702.42527392
Points:
[-0.01377660242055881, -20.855420194734233]
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Number of clusters changed: 18
This is iteration: 57

Sum of Squares: 26039801.547180545
Points:
[0.011456617760813777, -20.875624225776956]
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Number of clusters changed: 22
This is iteration: 58

Sum of Squares: 26035994.299276967
Points:
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Number of clusters changed: 18
This is iteration: 59

Sum of Squares: 26032290.37501192
Points:
[0.060358107931013504, -20.9147083252143]
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Number of clusters changed: 26
This is iteration: 60

Sum of Squares: 26028688.204337493
Points:
[0.08389590468089982, -20.933654367037274]
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Number of clusters changed: 15
This is iteration: 61

Sum of Squares: 26025217.407195464
Points:
[0.1068061896647485, -20.952147564593307]
[-16.68529676062243, 8.47191283829554]
Number of clusters changed: 10
This is iteration: 62

Sum of Squares: 26021871.168290492
Points:
[0.1291140175753567, -20.970344952884176]
[-16.686737769944614, 8.449553709730782]
Number of clusters changed: 19
This is iteration: 63

Sum of Squares: 26018633.075192243
Points:
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[-16.688147598815895, 8.42778906117375]
Number of clusters changed: 9
This is iteration: 64

Sum of Squares: 26015498.593037814
Points:
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[-16.689470537723672, 8.406501316112813]
Number of clusters changed: 16
This is iteration: 65

Sum of Squares: 26012453.01626549
Points:
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[-16.690671211189535, 8.385723940545452]
Number of clusters changed: 14
This is iteration: 66

Sum of Squares: 26009497.93071252
Points:
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[-16.69182857274582, 8.365340425539038]
Number of clusters changed: 17
This is iteration: 67

Sum of Squares: 26006606.654463418
Points:
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[-16.69292913513633, 8.345291902532319]
Number of clusters changed: 20
This is iteration: 68

Sum of Squares: 26003776.87463871
Points:
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[-16.693911166543565, 8.325713434807945]
Number of clusters changed: 13
This is iteration: 69

Sum of Squares: 26001030.45696164
Points:
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[-16.69480890977714, 8.306582875142428]
Number of clusters changed: 12
This is iteration: 70

Sum of Squares: 25998364.8251788
Points:
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[-16.695556828428337, 8.287935723137444]
Number of clusters changed: 11
This is iteration: 71

Sum of Squares: 25995784.73330247
Points:
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[-16.696225533815092, 8.269651535871917]
Number of clusters changed: 15
This is iteration: 72

Sum of Squares: 25993260.225688502
Points:
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Number of clusters changed: 19
This is iteration: 73

Sum of Squares: 25990777.900700014
Points:
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[-16.69732832871328, 8.233950670877375]
Number of clusters changed: 18
This is iteration: 74

Sum of Squares: 25988353.853414707
Points:
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[-16.69769870187792, 8.216624718115133]
Number of clusters changed: 14
This is iteration: 75

Sum of Squares: 25985993.62881439
Points:
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[-16.69797698986988, 8.199679704509647]
Number of clusters changed: 11
This is iteration: 76

Sum of Squares: 25983691.896863326
Points:
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[-16.69836059629552, 8.183001815244262]
Number of clusters changed: 12
This is iteration: 77

Sum of Squares: 25981440.4573961
Points:
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[-16.698659781806775, 8.166630835939113]
Number of clusters changed: 14
This is iteration: 78

Sum of Squares: 25979236.992468227
Points:
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[-16.69895534824971, 8.150467214588494]
Number of clusters changed: 17
This is iteration: 79

Sum of Squares: 25977071.1283255
Points:
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[-16.699093978199908, 8.1346477502018]
Number of clusters changed: 13
This is iteration: 80

Sum of Squares: 25974957.993667424
Points:
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[-16.69924602570375, 8.119117990894122]
Number of clusters changed: 9
This is iteration: 81

Sum of Squares: 25972897.77636451
Points:
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[-16.699388725677473, 8.103906593466071]
Number of clusters changed: 7
This is iteration: 82

Sum of Squares: 25970892.637672573
Points:
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[-16.699513561893067, 8.088926297165822]
Number of clusters changed: 13
This is iteration: 83

Sum of Squares: 25968924.99619209
Points:
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[-16.699542568027706, 8.074188056126163]
Number of clusters changed: 15
This is iteration: 84

Sum of Squares: 25966994.031910505
Points:
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[-16.699539433146338, 8.059699817379274]
Number of clusters changed: 13
This is iteration: 85

Sum of Squares: 25965098.65146731
Points:
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[-16.699427954608847, 8.045433472929453]
Number of clusters changed: 16
This is iteration: 86

Sum of Squares: 25963238.96300099
Points:
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[-16.69931727282172, 8.031395548781662]
Number of clusters changed: 10
This is iteration: 87

Sum of Squares: 25961422.178627167
Points:
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[-16.699160519314006, 8.017630354031521]
Number of clusters changed: 8
This is iteration: 88

Sum of Squares: 25959644.46281058
Points:
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[-16.699022784977878, 8.004066028576208]
Number of clusters changed: 10
This is iteration: 89

Sum of Squares: 25957900.89416389
Points:
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[-16.69883413435069, 7.990723948496171]
Number of clusters changed: 11
This is iteration: 90

Sum of Squares: 25956192.297030076
Points:
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[-16.698684631371496, 7.977532240902384]
Number of clusters changed: 12
This is iteration: 91

Sum of Squares: 25954503.221783195
Points:
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[-16.69855493996952, 7.964436423662641]
Number of clusters changed: 19
This is iteration: 92

Sum of Squares: 25952826.88462993
Points:
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[-16.698411945158288, 7.951511750594569]
Number of clusters changed: 12
This is iteration: 93

Sum of Squares: 25951184.203084588
Points:
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[-16.69823984949594, 7.938855782672049]
Number of clusters changed: 4
This is iteration: 94

Sum of Squares: 25949584.24095892
Points:
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[-16.698008888944287, 7.926408075932722]
Number of clusters changed: 10
This is iteration: 95

Sum of Squares: 25948016.39778826
Points:
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[-16.697739111256787, 7.914139601901807]
Number of clusters changed: 11
This is iteration: 96

Sum of Squares: 25946472.37332667
Points:
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[-16.697476678281742, 7.902040681276379]
Number of clusters changed: 9
This is iteration: 97

Sum of Squares: 25944956.286533356
Points:
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[-16.697233391560964, 7.890121114594168]
Number of clusters changed: 7
This is iteration: 98

Sum of Squares: 25943472.002662446
Points:
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[-16.697008025646657, 7.87837544441303]
Number of clusters changed: 7
This is iteration: 99

Sum of Squares: 25942015.61022378
Points:
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[-16.69670913705031, 7.866819072565193]
Number of clusters changed: 10
This is iteration: 100

Sum of Squares: 25940587.45509128
Points:
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[-16.696403930272712, 7.855461948475445]
Number of clusters changed: 5
This is iteration: 101

Sum of Squares: 25939192.926111408
Points:
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[-16.696066730038904, 7.844313186928357]
Number of clusters changed: 5
This is iteration: 102

Sum of Squares: 25937825.898265857
Points:
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[-16.69578730928343, 7.833281623176584]
Number of clusters changed: 8
This is iteration: 103

Sum of Squares: 25936480.84712626
Points:
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[-16.69549495838253, 7.822436300362665]
Number of clusters changed: 5
This is iteration: 104

Sum of Squares: 25935165.47721124
Points:
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[-16.695191503862922, 7.811770703143218]
Number of clusters changed: 5
This is iteration: 105

Sum of Squares: 25933878.114716265
Points:
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[-16.694866587556536, 7.801254772035851]
Number of clusters changed: 8
This is iteration: 106

Sum of Squares: 25932613.695191834
Points:
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[-16.69450632106357, 7.790892742732212]
Number of clusters changed: 8
This is iteration: 107

Sum of Squares: 25931370.782501243
Points:
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[-16.69415247104951, 7.780655830770971]
Number of clusters changed: 8
This is iteration: 108

Sum of Squares: 25930150.127844267
Points:
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[-16.693788001773186, 7.770590614923073]
Number of clusters changed: 4
This is iteration: 109

Sum of Squares: 25928955.468768377
Points:
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[-16.693439680376198, 7.760676316396418]
Number of clusters changed: 4
This is iteration: 110

Sum of Squares: 25927784.78675232
Points:
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[-16.693044814936066, 7.750926069866415]
Number of clusters changed: 6
This is iteration: 111

Sum of Squares: 25926635.763336353
Points:
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[-16.69270873141375, 7.7412632930962815]
Number of clusters changed: 7
This is iteration: 112

Sum of Squares: 25925501.081242822
Points:
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[-16.692390664795454, 7.731728269949908]
Number of clusters changed: 5
This is iteration: 113

Sum of Squares: 25924387.223578487
Points:
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[-16.692070924494793, 7.722328909768067]
Number of clusters changed: 5
This is iteration: 114

Sum of Squares: 25923292.785086703
Points:
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[-16.69175307792465, 7.71304036061521]
Number of clusters changed: 7
This is iteration: 115

Sum of Squares: 25922216.86256519
Points:
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[-16.691431620058445, 7.70390993406785]
Number of clusters changed: 2
This is iteration: 116

Sum of Squares: 25921165.374790244
Points:
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[-16.691066313178165, 7.694920179565385]
Number of clusters changed: 6
This is iteration: 117

Sum of Squares: 25920132.584803198
Points:
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[-16.690684401011346, 7.686042456701346]
Number of clusters changed: 7
This is iteration: 118

Sum of Squares: 25919116.722420663
Points:
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[-16.690280863957057, 7.677277073793767]
Number of clusters changed: 7
This is iteration: 119

Sum of Squares: 25918117.490758084
Points:
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[-16.68986299179864, 7.66864431377346]
Number of clusters changed: 4
This is iteration: 120

Sum of Squares: 25917136.975849904
Points:
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[-16.689431027973157, 7.660122761186084]
Number of clusters changed: 6
This is iteration: 121

Sum of Squares: 25916172.040084284
Points:
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[-16.688986405109315, 7.6516999662288745]
Number of clusters changed: 7
This is iteration: 122

Sum of Squares: 25915219.54332707
Points:
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[-16.688557234118587, 7.643365556778494]
Number of clusters changed: 6
This is iteration: 123

Sum of Squares: 25914282.619708415
Points:
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[-16.688140067750854, 7.635145453081408]
Number of clusters changed: 3
This is iteration: 124

Sum of Squares: 25913359.303393524
Points:
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[-16.687735753653733, 7.627001223713284]
Number of clusters changed: 7
This is iteration: 125

Sum of Squares: 25912447.8952366
Points:
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[-16.687309914792756, 7.618942846651117]
Number of clusters changed: 8
This is iteration: 126

Sum of Squares: 25911549.385616586
Points:
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[-16.686870793996192, 7.6109892667675485]
Number of clusters changed: 5
This is iteration: 127

Sum of Squares: 25910665.617031686
Points:
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[-16.686435317740017, 7.603136389175604]
Number of clusters changed: 4
This is iteration: 128

Sum of Squares: 25909796.808589473
Points:
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[-16.68599459372872, 7.595378616356273]
Number of clusters changed: 5
This is iteration: 129

Sum of Squares: 25908940.155482687
Points:
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[-16.685577489356742, 7.587687930354073]
Number of clusters changed: 6
This is iteration: 130

Sum of Squares: 25908094.57285048
Points:
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[-16.68513480777919, 7.580092077207766]
Number of clusters changed: 6
This is iteration: 131

Sum of Squares: 25907262.408709105
Points:
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[-16.68468000803307, 7.572605737373282]
Number of clusters changed: 3
This is iteration: 132

Sum of Squares: 25906446.28095026
Points:
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[-16.68418784280635, 7.565225399145395]
Number of clusters changed: 5
This is iteration: 133

Sum of Squares: 25905642.385250557
Points:
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[-16.6837038416715, 7.5578972661149875]
Number of clusters changed: 10
This is iteration: 134

Sum of Squares: 25904845.853478245
Points:
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[-16.68319769065348, 7.5506544497742105]
Number of clusters changed: 6
This is iteration: 135

Sum of Squares: 25904061.1869142
Points:
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[-16.68264541194494, 7.543501825974266]
Number of clusters changed: 7
This is iteration: 136

Sum of Squares: 25903288.180820815
Points:
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[-16.682062090947376, 7.5364288510488535]
Number of clusters changed: 7
This is iteration: 137

Sum of Squares: 25902523.02764944
Points:
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[-16.681485903654394, 7.529411043029614]
Number of clusters changed: 7
This is iteration: 138

Sum of Squares: 25901766.68634488
Points:
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[-16.680890708462968, 7.522455096093485]
Number of clusters changed: 8
This is iteration: 139

Sum of Squares: 25901016.576260585
Points:
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[-16.680328674898412, 7.515543770867557]
Number of clusters changed: 6
This is iteration: 140

Sum of Squares: 25900273.245234568
Points:
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[-16.67979745797279, 7.5086693504584625]
Number of clusters changed: 7
This is iteration: 141

Sum of Squares: 25899537.34987218
Points:
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[-16.679265989911965, 7.501895245199721]
Number of clusters changed: 1
This is iteration: 142