=== Clustering stats for training data === kMeans ====== Number of iterations: 8 Within cluster sum of squared errors: 28779.42885841588 Initial starting points (random): Cluster 0: 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Cluster 1: 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Missing values globally replaced with mean/mode Final cluster centroids: Cluster# Attribute Full Data 0 1 (25.0) (15.0) (10.0) ============================================================== 1007_s_at 6.5091 6.3133 6.8028 1053_at 6.8734 7.0151 6.661 117_at 7.6588 6.8007 8.946 121_at 8.3728 8.0064 8.9223 1255_g_at 3.5799 3.5443 3.6334 1294_at 8.4251 8.2525 8.684 1316_at 5.4163 5.2844 5.6141 1320_at 4.3916 4.325 4.4916 1405_i_at 8.6613 8.567 8.8028 1431_at 4.3371 4.1006 4.6918 1438_at 5.5021 5.2983 5.8078 1487_at 7.2079 7.0995 7.3707 1494_f_at 5.7018 5.5194 5.9754 1598_g_at 7.7511 7.4244 8.241 160020_at 6.8897 6.5799 7.3544 1729_at 10.1395 10.0658 10.2499 1773_at 6.2557 6.419 6.0107 177_at 6.2809 6.6995 5.6531 179_at 8.9522 8.6606 9.3894 1861_at 5.8092 6.0794 5.4038 200000_s_at 9.7789 9.6183 10.0197 200001_at 11.0152 10.9189 11.1596 200002_at 12.6629 12.6422 12.6939 200003_s_at 13.5469 13.6007 13.4662 200004_at 11.7114 11.7567 11.6436 200005_at 10.9088 10.9185 10.8943 200006_at 11.264 11.3234 11.1749 200007_at 11.5534 11.5245 11.5968 200008_s_at 10.2622 10.3286 10.1626 200009_at 11.4189 11.5925 11.1584 200010_at 13.1688 13.1228 13.2379 200011_s_at 9.3017 9.2157 9.4308 200012_x_at 13.5737 13.5733 13.5743 200013_at 12.9347 12.9505 12.911 200014_s_at 10.6421 10.8125 10.3865 200015_s_at 10.4765 10.6011 10.2896 200016_x_at 12.7647 12.7865 12.7319 200017_at 13.2179 13.2202 13.2144 200018_at 13.5245 13.5079 13.5493 200019_s_at 12.8129 12.7488 12.909 200020_at 9.7498 9.8944 9.5328 200021_at 13.2413 13.1843 13.3269 200022_at 13.3745 13.3565 13.4014 200023_s_at 11.8549 11.9612 11.6954 200024_at 13.1353 13.1853 13.0602 200025_s_at 13.5238 13.4974 13.5634 200026_at 13.5079 13.4461 13.6005 200027_at 10.0394 10.2756 9.6852 200028_s_at 9.9984 10.1835 9.7207 200029_at 13.5203 13.4609 13.6094 200030_s_at 11.8865 11.9118 11.8487 200031_s_at 13.4247 13.4323 13.4134 200032_s_at 13.4551 13.4875 13.4066 200033_at 12.5337 12.4592 12.6455 200034_s_at 12.5047 12.5351 12.4591 200035_at 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5.7944 59437_at 3.7297 3.7056 3.7659 59625_at 5.3722 5.4278 5.2888 59631_at 4.5136 4.3891 4.7003 59644_at 5.0795 5.3494 4.6748 59697_at 6.971 6.9437 7.012 59705_at 3.4509 3.4026 3.5233 59999_at 7.0367 7.1379 6.8849 60084_at 6.5861 6.0673 7.3643 60471_at 9.0497 9.2957 8.6805 60474_at 3.4352 3.4051 3.4805 60528_at 8.5343 8.0178 9.3091 60794_f_at 4.9941 5.099 4.8367 60815_at 4.3261 4.2646 4.4184 61297_at 5.3934 5.2876 5.5521 61732_r_at 3.1529 3.2181 3.0549 61734_at 6.4156 6.3111 6.5722 61874_at 8.4381 8.2227 8.7611 62212_at 7.2498 7.3422 7.1111 62987_r_at 9.601 9.3533 9.9725 63009_at 6.9973 7.18 6.7233 632_at 7.4837 7.3025 7.7557 63305_at 5.2724 5.2207 5.35 635_s_at 6.5201 6.4629 6.6059 63825_at 7.4147 7.3675 7.4854 64064_at 10.4483 10.1031 10.9661 64371_at 5.6439 5.6121 5.6916 64408_s_at 4.8604 4.975 4.6884 64418_at 9.5167 9.721 9.2103 64432_at 7.7081 7.9439 7.3543 64438_at 6.9035 6.764 7.1127 64440_at 7.0647 6.8664 7.3621 64474_g_at 7.9291 8.0069 7.8124 64486_at 10.2963 10.4722 10.0323 64488_at 6.1081 6.0991 6.1217 64883_at 6.7977 6.8833 6.6693 64899_at 6.0877 5.995 6.2268 64900_at 3.7837 3.8539 3.6784 64942_at 7.7826 7.5228 8.1723 65086_at 6.9137 6.7585 7.1466 65133_i_at 5.459 5.4613 5.4556 65438_at 3.635 3.7417 3.4749 65472_at 5.8227 6.1375 5.3505 65493_at 5.7588 5.8983 5.5494 65517_at 5.6622 5.4413 5.9934 65521_at 7.9385 7.7551 8.2136 65585_at 6.0551 5.9056 6.2794 65588_at 8.1227 8.1532 8.077 65591_at 8.9615 8.8796 9.0844 65630_at 6.9079 7.0913 6.6329 65635_at 8.0455 7.7327 8.5148 65718_at 3.7295 3.701 3.7722 65770_at 9.1191 8.9197 9.4182 65884_at 7.3491 7.2261 7.5336 66053_at 5.0253 5.1073 4.9024 71933_at 7.446 7.0056 8.1066 74694_s_at 6.2898 6.3555 6.1912 76897_s_at 4.504 4.6452 4.2922 77508_r_at 7.3933 7.1095 7.8191 78047_s_at 8.3422 8.1383 8.6481 78330_at 6.2525 6.0181 6.6041 78383_at 7.7633 7.889 7.5749 78495_at 7.4311 7.2868 7.6475 79005_at 7.5114 7.2962 7.834 81737_at 6.6037 6.3561 6.975 81811_at 6.4375 6.3852 6.5159 823_at 4.5203 4.4414 4.6386 87100_at 5.3934 5.1648 5.7362 89476_r_at 6.6125 6.4211 6.8996 89948_at 8.1806 7.9796 8.482 89977_at 4.6349 4.4551 4.9047 90265_at 10.3042 10.5887 9.8774 90610_at 9.7916 9.7928 9.7898 91580_at 3.2652 3.1901 3.3779 91617_at 7.0888 7.2486 6.8491 91682_at 6.5067 6.293 6.8272 91684_g_at 6.5392 6.6632 6.3532 91703_at 7.2777 7.0296 7.6498 91816_f_at 4.7603 4.6172 4.9749 91826_at 6.1204 6.0407 6.24 91920_at 7.3134 7.1296 7.589 91952_at 7.7481 7.5827 7.9963 AFFX-BioB-3_at 8.4944 8.6319 8.288 AFFX-BioB-5_at 8.6023 8.6534 8.5256 AFFX-BioB-M_at 8.8691 8.9609 8.7312 AFFX-BioC-3_at 9.334 9.3684 9.2823 AFFX-BioC-5_at 9.5115 9.537 9.4732 AFFX-BioDn-3_at 11.3753 11.3413 11.4263 AFFX-BioDn-5_at 9.245 9.3535 9.0823 AFFX-CreX-3_at 12.6951 12.6992 12.6889 AFFX-CreX-5_at 12.42 12.3939 12.459 AFFX-DapX-3_at 7.2701 8.9026 4.8215 AFFX-DapX-5_at 6.0953 7.0729 4.629 AFFX-DapX-M_at 6.4516 7.6985 4.5813 AFFX-HSAC07/X00351_3_at 13.4387 13.417 13.4712 AFFX-HSAC07/X00351_5_at 13.1615 12.9557 13.4702 AFFX-HSAC07/X00351_M_at 13.4466 13.3008 13.6653 AFFX-hum_alu_at 14.0311 14.0035 14.0726 AFFX-HUMGAPDH/M33197_3_at 12.3392 12.4671 12.1472 AFFX-HUMGAPDH/M33197_5_at 12.3858 12.4847 12.2375 AFFX-HUMGAPDH/M33197_M_at 12.4678 12.5843 12.293 AFFX-HUMISGF3A/M97935_3_at 10.2675 10.4001 10.0685 AFFX-HUMISGF3A/M97935_5_at 6.9873 6.9604 7.0276 AFFX-HUMISGF3A/M97935_MA_at 9.0834 9.0775 9.0921 AFFX-HUMISGF3A/M97935_MB_at 8.7065 8.761 8.6248 AFFX-HUMRGE/M10098_3_at 6.3825 6.7431 5.8416 AFFX-HUMRGE/M10098_5_at 5.3003 5.7772 4.5848 AFFX-HUMRGE/M10098_M_at 5.0922 5.5152 4.4578 AFFX-LysX-3_at 6.4395 7.5008 4.8477 AFFX-LysX-5_at 5.5329 6.4114 4.2151 AFFX-LysX-M_at 6.1516 7.0222 4.8457 AFFX-M27830_3_at 7.059 6.7716 7.4902 AFFX-M27830_5_at 6.444 6.8797 5.7904 AFFX-M27830_M_at 8.2722 8.2476 8.309 AFFX-PheX-3_at 7.3734 8.1216 6.251 AFFX-PheX-5_at 5.7234 6.5403 4.4979 AFFX-PheX-M_at 5.6554 6.5383 4.3312 AFFX-r2-Bs-dap-3_at 7.1525 8.9612 4.4394 AFFX-r2-Bs-dap-5_at 5.983 7.0443 4.3911 AFFX-r2-Bs-dap-M_at 6.2116 7.583 4.1546 AFFX-r2-Bs-lys-3_at 5.7671 6.7848 4.2405 AFFX-r2-Bs-lys-5_at 5.6067 6.498 4.2696 AFFX-r2-Bs-lys-M_at 5.8038 6.7978 4.3128 AFFX-r2-Bs-phe-3_at 6.847 7.9263 5.228 AFFX-r2-Bs-phe-5_at 5.475 6.3607 4.1464 AFFX-r2-Bs-phe-M_at 5.7346 6.7159 4.2627 AFFX-r2-Bs-thr-3_s_at 7.2058 8.3794 5.4454 AFFX-r2-Bs-thr-5_s_at 6.7514 7.5034 5.6235 AFFX-r2-Bs-thr-M_s_at 6.599 7.531 5.201 AFFX-r2-Ec-bioB-3_at 8.7835 8.7813 8.7868 AFFX-r2-Ec-bioB-5_at 9.03 9.0948 8.9327 AFFX-r2-Ec-bioB-M_at 9.0622 9.1557 8.9221 AFFX-r2-Ec-bioC-3_at 10.3942 10.4421 10.3224 AFFX-r2-Ec-bioC-5_at 10.0701 10.0845 10.0484 AFFX-r2-Ec-bioD-3_at 11.2575 11.2051 11.336 AFFX-r2-Ec-bioD-5_at 11.2467 11.1919 11.3289 AFFX-r2-P1-cre-3_at 12.9732 12.9638 12.9872 AFFX-r2-P1-cre-5_at 13.1378 13.0984 13.1968 AFFX-ThrX-3_at 7.1627 8.2695 5.5024 AFFX-ThrX-5_at 6.3038 7.0376 5.203 AFFX-ThrX-M_at 5.9632 6.9471 4.4873 AFFX-TrpnX-3_at 3.239 3.219 3.2692 AFFX-TrpnX-5_at 3.5296 3.5062 3.5648 AFFX-TrpnX-M_at 3.4765 3.4919 3.4534 Clustered Instances 0 15 ( 60%) 1 10 ( 40%) Class attribute: class Classes to Clusters: 0 1 <-- assigned to cluster 14 4 | ATL 1 6 | normal Cluster 0 <-- ATL Cluster 1 <-- normal Incorrectly clustered instances : 5.0 20 %