=== Clustering stats for training data === kMeans ====== Number of iterations: 7 Within cluster sum of squared errors: 193866.55487944826 Initial starting points (random): Cluster 0: 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Cluster 1: 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510534,6.523348,7.283381,6.34514,9.385389,8.765699,7.522585,7.858166,8.375371,8.654421,10.143877,9.348501,12.119113,10.678063,13.793009,13.449613,4.790138,4.819318,4.589004,13.254832,9.822599,11.268254,14.987165,13.942652,11.752001,13.226567,11.169083,4.923535,8.071081,5.532526,11.181149,11.613147,11.89289,4.355929,4.469018,5.374325,8.154886,11.669839,12.217432,6.263241,5.148411,4.412795,4.289097,4.442618,4.204955,4.787887,4.226151,4.672867,6.730822,4.304761,4.484261,5.741227,5.998827,4.76798,9.085565,9.382515,8.975936,10.326493,10.246929,12.668507,12.121657,14.266545,13.979915,5.836149,5.709225,4.733458,4.346873,4.79258,4.875109 Missing values globally replaced with mean/mode Final cluster centroids: Cluster# Attribute Full Data 0 1 (103.0) (63.0) (40.0) ============================================================== 1007_s_at 11.9093 12.0421 11.7002 1053_at 7.8227 7.9154 7.6766 117_at 7.4956 7.4401 7.5829 121_at 9.7555 9.6829 9.8698 1255_g_at 5.3779 5.4643 5.2419 1294_at 8.4229 8.3257 8.5762 1316_at 6.7807 6.7028 6.9034 1320_at 6.5545 6.552 6.5585 1405_i_at 7.6714 7.9446 7.2411 1431_at 5.643 5.435 5.9706 1438_at 8.3752 8.4026 8.3321 1487_at 9.1581 9.0125 9.3875 1494_f_at 7.541 7.5072 7.5943 1552256_a_at 8.0644 8.1075 7.9965 1552257_a_at 10.4121 10.4786 10.3073 1552258_at 6.8826 6.9644 6.7537 1552261_at 5.855 5.7952 5.9493 1552263_at 7.9087 8.0513 7.684 1552264_a_at 7.9647 7.9867 7.9301 1552266_at 5.6792 5.6805 5.6771 1552269_at 5.4124 5.4451 5.3609 1552271_at 7.3628 7.308 7.4491 1552272_a_at 6.9707 6.9033 7.0769 1552274_at 7.1105 7.0828 7.1541 1552275_s_at 7.228 7.1354 7.3737 1552276_a_at 6.8968 6.8466 6.9758 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AFFX-DapX-5_at 4.7372 4.76 4.7013 AFFX-DapX-M_at 4.5265 4.5353 4.5127 AFFX-HSAC07/X00351_3_at 13.6914 13.8529 13.4371 AFFX-HSAC07/X00351_5_at 10.2258 10.0806 10.4545 AFFX-HSAC07/X00351_M_at 12.0514 12.0152 12.1085 AFFX-hum_alu_at 14.8844 14.8943 14.8688 AFFX-HUMGAPDH/M33197_3_at 13.8238 13.6868 14.0395 AFFX-HUMGAPDH/M33197_5_at 12.0126 11.7843 12.3722 AFFX-HUMGAPDH/M33197_M_at 13.3317 13.1273 13.6535 AFFX-HUMISGF3A/M97935_3_at 12.1624 12.6242 11.4352 AFFX-HUMISGF3A/M97935_5_at 5.3619 5.6128 4.9668 AFFX-HUMISGF3A/M97935_MA_at 9.0936 9.5025 8.4496 AFFX-HUMISGF3A/M97935_MB_at 8.295 8.8995 7.343 AFFX-HUMRGE/M10098_3_at 10.9918 10.8118 11.2753 AFFX-HUMRGE/M10098_5_at 11.3572 11.182 11.6331 AFFX-HUMRGE/M10098_M_at 12.1702 12.0334 12.3857 AFFX-LysX-3_at 4.4829 4.4678 4.5066 AFFX-LysX-5_at 4.4338 4.4274 4.4439 AFFX-LysX-M_at 5.3513 5.3481 5.3565 AFFX-M27830_3_at 8.3125 8.286 8.3543 AFFX-M27830_5_at 12.1486 12.0115 12.3645 AFFX-M27830_M_at 11.6973 11.6792 11.7257 AFFX-PheX-3_at 6.362 6.3069 6.4489 AFFX-PheX-5_at 5.1753 5.2036 5.1306 AFFX-PheX-M_at 4.4843 4.4788 4.493 AFFX-r2-Bs-dap-3_at 4.374 4.3746 4.3731 AFFX-r2-Bs-dap-5_at 4.5747 4.5799 4.5665 AFFX-r2-Bs-dap-M_at 4.3475 4.3472 4.3481 AFFX-r2-Bs-lys-3_at 4.7986 4.8051 4.7884 AFFX-r2-Bs-lys-5_at 4.447 4.4664 4.4165 AFFX-r2-Bs-lys-M_at 4.5635 4.554 4.5785 AFFX-r2-Bs-phe-3_at 6.494 6.4667 6.537 AFFX-r2-Bs-phe-5_at 4.3321 4.3428 4.3153 AFFX-r2-Bs-phe-M_at 4.6099 4.5994 4.6266 AFFX-r2-Bs-thr-3_s_at 5.7103 5.7385 5.6659 AFFX-r2-Bs-thr-5_s_at 5.7976 5.7827 5.821 AFFX-r2-Bs-thr-M_s_at 4.8833 4.8892 4.874 AFFX-r2-Ec-bioB-3_at 9.4879 9.3852 9.6496 AFFX-r2-Ec-bioB-5_at 9.5357 9.4974 9.5961 AFFX-r2-Ec-bioB-M_at 9.4461 9.4073 9.5072 AFFX-r2-Ec-bioC-3_at 10.8828 10.7992 11.0144 AFFX-r2-Ec-bioC-5_at 10.7062 10.6228 10.8374 AFFX-r2-Ec-bioD-3_at 13.0227 12.9113 13.1982 AFFX-r2-Ec-bioD-5_at 12.5833 12.4531 12.7883 AFFX-r2-P1-cre-3_at 14.2141 14.1872 14.2565 AFFX-r2-P1-cre-5_at 13.9952 13.9658 14.0416 AFFX-ThrX-3_at 5.7303 5.7232 5.7415 AFFX-ThrX-5_at 5.6015 5.5954 5.6111 AFFX-ThrX-M_at 4.6512 4.6424 4.6651 AFFX-TrpnX-3_at 4.4437 4.4473 4.4378 AFFX-TrpnX-5_at 4.9058 4.9065 4.9045 AFFX-TrpnX-M_at 4.9661 4.9695 4.9606 Clustered Instances 0 63 ( 61%) 1 40 ( 39%) Class attribute: class Classes to Clusters: 0 1 <-- assigned to cluster 59 15 | oral_cavity_cancer 4 25 | normal Cluster 0 <-- oral_cavity_cancer Cluster 1 <-- normal Incorrectly clustered instances : 19.0 18.4466 %