=== Clustering stats for training data === kMeans ====== Number of iterations: 6 Within cluster sum of squared errors: 68960.71994592842 Initial starting points (random): Cluster 0: 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Cluster 1: 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Cluster 2: 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Cluster 3: 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882,7.905699,7.657284,5.749362,4.273717,8.281239,8.282388,7.248424,8.821833,9.159128,7.34048,8.260519,4.775288,6.459711,5.541038,5.288041,6.85022,6.593495,4.463602,7.287205,5.963647,8.137362,6.011497,6.241133,8.163408,9.088427,4.347604,7.310041,10.624207,4.780946,8.586028,9.389926,4.353777,7.638954,7.526555,5.783266,7.62535,4.644891,7.103454,4.170784,5.560285,5.454936,4.93554,6.930182,7.641833,7.543506,7.320952,6.884665,4.897167,4.735123,6.539198,3.990771,4.586757,5.857544,4.103373,4.198975,5.601784,6.621804,6.922416,5.81104,7.118444,3.830703,7.697561,6.74172,6.208325,7.95264,5.21336,6.228415,5.039134,5.189854,5.291292,5.456671,5.833366,5.687111,7.470194,7.974612,5.901059,7.698428,7.618538,4.33027,8.267511,4.974237,7.868195,7.629648,9.586534,7.971296,7.082825,8.249595,7.922062,8.682778,9.943111,10.429876,8.855804,5.672362,5.937994,8.600252,4.395294,7.437556,4.539607,5.958167,5.866028,5.471553,5.826571,5.526946,6.063282,10.183325,8.210781,10.805175,6.965534,7.40928,7.037949,10.920793,5.866174,7.606938,7.036753,8.040554,10.37762,5.624892,7.237675,9.097876,9.154831,6.470162,5.949669,5.257231,9.108409,5.808067,8.559806,7.024687,5.496611,8.548145,4.473522,6.369144,6.590131,7.393512,5.570288,6.260033,3.970368,4.81201,8.290235,7.801064,8.085964,5.66833,9.777412,5.659161,8.537485,11.675518,5.697936,8.276441,7.088941,5.947553,7.110319,5.729109,5.072946,4.698058,8.342552,7.916558,6.712707,8.465322,6.822724,4.245747,5.750189,6.26633,5.518508,7.118113,9.508158,7.22196,6.145009,6.054917,7.570744,8.217178,7.70814,7.698565,8.820282,5.736907,6.103787,7.510685,8.196853,7.127767,4.668325,6.98228,5.247804,7.917883,9.017563,9.87581,4.730159,6.522051,9.13083,7.407416,9.765671,8.302949,5.447733,7.456934,8.946034,6.633282,8.002998,9.289902,5.363148,6.521919,7.203444,6.137584,6.097158,4.557024,4.969385,6.519228,7.840672,7.964076,6.47889,10.458236,4.633602,8.446672,7.421227,7.848432,9.726348,9.902708,7.688997,5.033408,7.980638,5.913594,5.198734,8.9031,6.033843,5.351547,9.179243,7.080465,5.629964,6.586965,5.900041,8.805489,5.932731,9.78523,6.418009,7.503399,7.803826,5.256736,6.011112,5.186408,7.530543,8.025034,7.728505,8.410961,4.730942,4.736685,9.244132,7.97582,9.006743,6.538272,7.110205,8.809492,7.456991,5.184055,7.458866,4.501999,6.552619,4.49466,7.457323,6.398687,7.67316,6.502045,4.194035,6.395256,6.782006,7.348168,6.938588,5.306902,4.838849,4.593387,7.533538,9.025656,6.93675,5.549258,9.072739,6.534114,7.302916,4.679037,6.765238,9.592348,8.52613,9.901391,8.57023,7.087402,4.412915,7.602185,8.520031,6.280382,6.32259,7.41094,5.250494,7.225746,6.317119,6.709095,4.72253,5.590374,5.949138,7.083861,6.157361,8.419495,8.045843,7.117865,9.152383,6.98005,6.156555,6.476446,6.117949,5.374248,6.272376,6.099395,5.035284,6.947937,4.108296,6.678316,4.432204,5.642791,4.693634,8.149118,4.456248,4.543951,6.585889,3.803249,6.589883,8.819856,5.833291,9.950573,6.481095,8.080235,6.267476,6.623686,7.542321,7.621073,5.674668,5.253643,6.214888,4.56091,7.075269,7.525105,6.94176,9.02982,6.311869,6.87945,6.119789,5.631648,8.621058,8.82129,5.299742,4.160779,4.533046,5.606678,8.382471,8.126273,7.28569,6.937709,8.853229,5.531945,8.18717,4.80781,8.516074,7.534859,4.564015,8.872409,6.251134,4.334627,8.105144,8.410311,6.373861,7.077446,7.585541,7.648262,5.519203,7.19613,6.235788,5.030438,6.047815,6.490262,5.248413,8.443014,8.197853,4.195587,5.848802,7.131913,6.687822,6.100375,6.878178,8.506388,7.119548,8.10198,6.109684,5.916433,6.643501,7.460118,8.380535,10.532512,8.378379,12.539081,12.00509,3.939568,4.051355,3.97935,12.844062,12.696004,13.225009,14.087282,13.572854,13.396753,13.48621,9.122335,4.690564,7.872732,7.201904,5.90831,4.737682,4.376872,4.039873,3.960316,4.52069,7.825125,7.336221,9.101532,5.788674,4.092273,3.955834,3.864987,4.029328,3.944867,4.286654,3.981706,3.958404,4.234131,4.004935,4.079003,4.675395,4.670231,4.264054,6.205945,6.189338,6.163591,8.622258,8.581255,10.390299,9.948927,5.939997,5.981191,4.925172,6.622225,4.280905,5.421968,12.755669,12.938251,4.91751,4.415302,4.140716,3.974967,4.20689,4.065816 Missing values globally replaced with mean/mode Final cluster centroids: Cluster# Attribute Full Data 0 1 2 3 (98.0) (37.0) (18.0) (23.0) (20.0) ==================================================================================== 1007_s_at 10.7105 10.6188 10.6548 10.7581 10.8757 1053_at 6.6809 6.5714 6.5372 6.8651 6.8012 117_at 6.0567 6.0858 6.0956 6.0342 5.9937 121_at 10.7655 10.534 10.8869 10.6861 11.1757 1255_g_at 4.3371 4.3508 4.3654 4.3197 4.3063 1294_at 8.0888 7.9862 8.2942 8.1584 8.0139 1316_at 5.5634 5.5956 5.6391 5.4953 5.5142 1320_at 5.0492 5.0854 5.0459 5.0035 5.0379 1405_i_at 5.4672 5.3475 5.6647 5.71 5.2316 1431_at 4.294 4.3074 4.325 4.2513 4.2904 1438_at 7.6607 7.6629 7.4477 7.6547 7.8551 1487_at 7.566 7.4842 7.7886 7.5935 7.4853 1494_f_at 6.4105 6.4667 6.4927 6.3414 6.3122 1598_g_at 10.1011 9.9139 10.0422 10.2744 10.3012 160020_at 8.1248 8.1315 8.1578 7.9879 8.24 1729_at 7.127 7.1847 7.4002 6.9779 6.9457 177_at 5.9417 5.955 5.8245 5.9932 5.9636 1773_at 5.6088 5.6284 5.695 5.5788 5.5294 179_at 9.3057 9.3538 9.2715 9.2234 9.3421 1861_at 6.1014 5.9664 6.1386 6.1711 6.2377 200000_s_at 9.138 9.0264 9.1701 9.2404 9.1979 200001_at 10.8545 10.8259 10.9471 10.8053 10.8807 200002_at 11.981 11.9577 11.8331 12.0767 12.0473 200003_s_at 12.6079 12.6928 12.6328 12.541 12.5053 200004_at 10.7534 10.7182 10.4641 10.9026 10.9073 200005_at 9.9821 10.12 10.092 9.8119 9.8238 200006_at 11.0124 11.0184 11.0325 11.0166 10.9785 200007_at 11.404 11.4666 11.14 11.4366 11.4883 200008_s_at 9.4788 9.5395 8.5128 9.8305 9.8317 200009_at 11.0854 11.1429 10.759 11.1994 11.1415 200010_at 11.9446 12.0506 11.6024 11.8967 12.1115 200011_s_at 9.8066 9.725 9.9152 9.6661 10.0215 200012_x_at 12.2826 12.4427 11.601 12.3953 12.4703 200013_at 12.2356 12.252 11.9856 12.2876 12.3706 200014_s_at 9.567 9.4721 9.4045 9.7992 9.6216 200015_s_at 10.093 10.1068 10.1237 9.9947 10.1532 200016_x_at 12.1184 12.2532 11.9451 12.0276 12.1296 200017_at 11.9414 11.9586 11.5051 12.0654 12.1596 200018_at 12.7518 12.8257 12.5517 12.8605 12.6703 200019_s_at 11.9558 11.8828 12.0128 12.0178 11.9682 200020_at 9.3455 9.1875 9.2939 9.452 9.5616 200021_at 13.0074 12.9003 13.102 13.0373 13.086 200022_at 12.1724 12.3051 12.1686 12.0969 12.0173 200023_s_at 10.4376 10.5226 10.0077 10.5452 10.5436 200024_at 12.3945 12.5074 12.0545 12.4621 12.4139 200025_s_at 12.6776 12.7873 12.6669 12.5017 12.6867 200026_at 12.5588 12.7225 12.4266 12.4729 12.474 200027_at 10.2792 10.3171 10.2421 10.3294 10.1845 200028_s_at 10.2004 10.0367 9.9675 10.4025 10.4803 200029_at 12.7688 12.9254 12.8327 12.5792 12.6397 200030_s_at 11.6189 11.6022 11.305 11.7933 11.7317 200031_s_at 12.8596 12.8657 12.8799 12.8076 12.8896 200032_s_at 12.8273 12.8916 12.6693 12.8628 12.8098 200033_at 10.8751 10.8778 10.7931 10.967 10.8384 200034_s_at 12.0637 12.1763 11.7425 11.9344 12.2932 200035_at 8.8392 8.854 9.0197 8.6652 8.8494 200036_s_at 11.9821 12.1551 11.3588 12.0832 12.1067 200037_s_at 9.9827 9.9014 9.6621 10.1841 10.1898 200038_s_at 12.5302 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