=== Clustering stats for training data === kMeans ====== Number of iterations: 2 Within cluster sum of squared errors: 204575.42930565448 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 (143.0) (76.0) (67.0) ============================================================== 1007_s_at 9.8071 9.8507 9.7576 1053_at 6.8019 7.3597 6.1691 117_at 6.11 6.7663 5.3655 121_at 9.741 9.2476 10.3008 1255_g_at 2.5525 2.507 2.6042 1294_at 7.4259 7.6111 7.2159 1316_at 5.1012 5.0156 5.1983 1320_at 4.4319 4.3426 4.5331 1405_i_at 7.4038 8.7527 5.8737 1431_at 4.0951 3.8772 4.3424 1438_at 5.4181 5.3763 5.4654 1487_at 8.0013 7.6581 8.3907 1494_f_at 5.0635 4.9672 5.1727 1552256_a_at 7.9021 9.2245 6.4022 1552257_a_at 6.9368 6.9877 6.8791 1552258_at 4.7337 4.9297 4.5114 1552261_at 4.9141 4.8037 5.0394 1552263_at 5.4985 6.1143 4.7999 1552264_a_at 6.6672 7.058 6.2239 1552266_at 2.9475 3.011 2.8754 1552269_at 3.9511 3.5155 4.4453 1552271_at 5.3249 5.2823 5.3732 1552272_a_at 5.2036 5.1354 5.281 1552274_at 6.4687 6.132 6.8505 1552275_s_at 5.7636 5.3856 6.1925 1552276_a_at 4.9569 4.8322 5.0983 1552277_a_at 7.1284 7.528 6.675 1552278_a_at 4.8931 4.814 4.9829 1552279_a_at 6.2258 6.2113 6.2423 1552280_at 4.6992 5.2827 4.0374 1552281_at 8.2435 7.3081 9.3047 1552283_s_at 6.3246 6.1407 6.5333 1552286_at 5.2722 5.191 5.3644 1552287_s_at 6.7788 6.9899 6.5393 1552288_at 3.3385 3.2889 3.3948 1552289_a_at 3.5564 3.4704 3.6538 1552291_at 6.6177 6.6339 6.5993 1552293_at 4.06 4.0118 4.1148 1552295_a_at 6.6445 6.6024 6.6924 1552296_at 3.7525 4.1458 3.3063 1552299_at 3.8429 3.6546 4.0564 1552301_a_at 4.2264 4.1669 4.294 1552302_at 7.8778 7.3678 8.4563 1552303_a_at 7.1696 6.7997 7.5893 1552304_at 3.323 3.393 3.2436 1552306_at 3.6659 3.8443 3.4635 1552307_a_at 4.7265 5.0091 4.406 1552309_a_at 6.3243 6.3304 6.3174 1552310_at 7.2222 7.0398 7.4292 1552311_a_at 6.8907 6.7771 7.0195 1552312_a_at 4.8724 5.3546 4.3254 1552314_a_at 3.7297 3.6944 3.7698 1552315_at 6.2059 6.703 5.6419 1552316_a_at 6.6611 7.3599 5.8685 1552318_at 6.4297 6.9467 5.8432 1552319_a_at 3.5035 3.4732 3.5378 1552320_a_at 2.6907 2.5848 2.8108 1552321_a_at 2.9981 2.8811 3.1307 1552322_at 2.635 2.6991 2.5623 1552323_s_at 4.2619 4.5505 3.9346 1552325_at 2.5534 2.5418 2.5666 1552326_a_at 5.096 4.953 5.2584 1552327_at 4.8218 4.949 4.6774 1552329_at 6.2137 6.458 5.9367 1552330_at 6.3153 6.2469 6.3928 1552332_at 6.4683 6.4328 6.5087 1552334_at 6.0918 6.4033 5.7384 1552335_at 4.2611 4.3424 4.1689 1552337_s_at 5.8661 5.721 6.0307 1552338_at 3.6101 3.5549 3.6726 1552340_at 3.6837 3.6844 3.6828 1552343_s_at 6.4914 6.6114 6.3554 1552344_s_at 5.6357 5.6921 5.5717 1552347_at 7.8369 8.1667 7.4628 1552348_at 4.7982 4.5548 5.0743 1552349_a_at 3.603 3.5174 3.7001 1552354_at 3.4822 3.4637 3.5031 1552355_s_at 4.8676 4.7353 5.0177 1552359_at 2.7385 2.7427 2.7337 1552360_a_at 5.4193 5.4885 5.3408 1552362_a_at 7.5733 7.0038 8.2193 1552364_s_at 4.5533 4.4511 4.6692 1552365_at 7.8293 7.0654 8.6958 1552367_a_at 7.2441 6.4329 8.1643 1552368_at 2.915 2.8636 2.9733 1552370_at 6.3764 6.2724 6.4943 1552372_at 2.2757 2.2714 2.2806 1552373_s_at 2.4362 2.3996 2.4778 1552375_at 4.3165 4.5382 4.065 1552377_s_at 5.9692 5.9152 6.0304 1552378_s_at 5.6056 5.3232 5.9261 1552379_at 2.2737 2.2356 2.317 1552381_at 3.0278 3.081 2.9674 1552383_at 6.0446 5.956 6.145 1552384_a_at 3.8997 3.8912 3.9095 1552386_at 4.08 4.7804 3.2856 1552388_at 5.5463 5.4058 5.7056 1552389_at 4.1717 4.2447 4.0889 1552390_a_at 6.1931 6.2421 6.1375 1552391_at 3.287 3.2484 3.3307 1552393_at 2.4319 2.4342 2.4293 1552394_a_at 2.5316 2.5583 2.5013 1552395_at 6.4618 6.3769 6.5582 1552396_at 4.134 4.1189 4.1511 1552398_a_at 4.0969 4.7199 3.3901 1552399_a_at 3.6464 3.7632 3.514 1552400_a_at 4.4709 4.3462 4.6124 1552401_a_at 3.4524 3.4656 3.4374 1552402_at 3.3174 3.2283 3.4185 1552405_at 4.6059 4.5957 4.6175 1552408_at 2.7913 2.7522 2.8356 1552409_a_at 5.2293 5.2066 5.255 1552410_at 4.128 4.2532 3.986 1552411_at 5.541 5.5846 5.4915 1552412_a_at 2.9728 2.9125 3.0412 1552414_at 3.697 3.6728 3.7243 1552415_a_at 3.3501 3.3337 3.3687 1552417_a_at 4.5303 4.6808 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5.7176 65591_at 6.9052 6.8849 6.9281 65630_at 7.3754 7.2303 7.5399 65635_at 7.6848 7.692 7.6767 65718_at 5.9301 6.3209 5.4868 65770_at 8.2467 8.2257 8.2705 65884_at 7.5628 7.9636 7.1082 66053_at 4.7639 4.8499 4.6663 71933_at 5.5284 5.6164 5.4286 74694_s_at 7.4487 7.5682 7.3133 76897_s_at 4.4312 4.7466 4.0734 77508_r_at 6.4505 6.2311 6.6993 78047_s_at 8.7546 8.6545 8.8682 78330_at 5.2228 5.2515 5.1903 78383_at 6.6561 6.422 6.9216 78495_at 6.8848 7.0092 6.7437 79005_at 7.1236 7.3206 6.9001 81737_at 5.7301 5.8562 5.5869 81811_at 6.6106 6.968 6.2051 823_at 7.4751 7.8441 7.0565 87100_at 4.7513 4.7866 4.7113 89476_r_at 7.1313 6.8924 7.4022 89948_at 6.2638 6.1628 6.3784 89977_at 8.2202 8.2476 8.1892 90265_at 8.0103 7.7443 8.3119 90610_at 7.5331 7.7985 7.2321 91580_at 2.4146 2.377 2.4572 91617_at 6.465 6.5248 6.3972 91682_at 5.7143 5.701 5.7294 91684_g_at 6.541 6.5897 6.4857 91703_at 5.7654 6.4332 5.0079 91816_f_at 5.0127 5.4462 4.5209 91826_at 6.2114 5.7296 6.7579 91920_at 6.6666 6.491 6.8657 91952_at 5.7772 5.9401 5.5924 AFFX-BioB-3_at 8.2022 8.0917 8.3274 AFFX-BioB-5_at 8.156 8.0796 8.2426 AFFX-BioB-M_at 8.8903 8.8416 8.9457 AFFX-BioC-3_at 9.8546 9.7835 9.9353 AFFX-BioC-5_at 9.5427 9.4806 9.613 AFFX-BioDn-3_at 11.8682 11.7004 12.0585 AFFX-BioDn-5_at 10.5931 10.5421 10.6511 AFFX-CreX-3_at 13.6344 13.6063 13.6663 AFFX-CreX-5_at 13.2407 13.2093 13.2763 AFFX-DapX-3_at 11.9844 12.0788 11.8774 AFFX-DapX-5_at 9.5621 9.777 9.3184 AFFX-DapX-M_at 11.1588 11.2782 11.0233 AFFX-HSAC07/X00351_3_at 13.2292 13.366 13.0741 AFFX-HSAC07/X00351_5_at 11.0931 11.3928 10.7531 AFFX-HSAC07/X00351_M_at 11.9003 12.1217 11.6491 AFFX-hum_alu_at 14.4578 14.4954 14.4152 AFFX-HUMGAPDH/M33197_3_at 13.3157 13.4235 13.1934 AFFX-HUMGAPDH/M33197_5_at 12.7533 13.0255 12.4446 AFFX-HUMGAPDH/M33197_M_at 13.1338 13.334 12.9067 AFFX-HUMISGF3A/M97935_3_at 9.4179 9.9537 8.8102 AFFX-HUMISGF3A/M97935_5_at 4.8751 5.2916 4.4027 AFFX-HUMISGF3A/M97935_MA_at 7.3148 7.8822 6.6712 AFFX-HUMISGF3A/M97935_MB_at 7.0461 7.7509 6.2467 AFFX-HUMRGE/M10098_3_at 8.9288 8.5025 9.4124 AFFX-HUMRGE/M10098_5_at 8.8761 8.5492 9.2469 AFFX-HUMRGE/M10098_M_at 8.6506 8.6579 8.6424 AFFX-LysX-3_at 9.2734 9.383 9.1491 AFFX-LysX-5_at 6.6344 6.9081 6.324 AFFX-LysX-M_at 8.1678 8.3602 7.9495 AFFX-M27830_3_at 4.8408 4.8143 4.8709 AFFX-M27830_5_at 10.2255 10.1705 10.288 AFFX-M27830_M_at 10.4231 10.5159 10.3177 AFFX-PheX-3_at 8.9234 9.0431 8.7876 AFFX-PheX-5_at 7.9681 8.2188 7.6837 AFFX-PheX-M_at 8.4424 8.5926 8.2721 AFFX-r2-Bs-dap-3_at 12.1675 12.2427 12.0822 AFFX-r2-Bs-dap-5_at 10.049 10.2504 9.8206 AFFX-r2-Bs-dap-M_at 11.3065 11.4642 11.1276 AFFX-r2-Bs-lys-3_at 8.3231 8.5075 8.1139 AFFX-r2-Bs-lys-5_at 7.3067 7.5836 6.9925 AFFX-r2-Bs-lys-M_at 8.1194 8.2728 7.9454 AFFX-r2-Bs-phe-3_at 9.5703 9.6798 9.446 AFFX-r2-Bs-phe-5_at 8.2662 8.5919 7.8968 AFFX-r2-Bs-phe-M_at 8.6999 8.8679 8.5093 AFFX-r2-Bs-thr-3_s_at 10.789 10.9346 10.6238 AFFX-r2-Bs-thr-5_s_at 8.4746 8.6205 8.3092 AFFX-r2-Bs-thr-M_s_at 9.5529 9.6493 9.4436 AFFX-r2-Ec-bioB-3_at 8.842 8.6959 9.0077 AFFX-r2-Ec-bioB-5_at 9.0323 8.9452 9.1312 AFFX-r2-Ec-bioB-M_at 8.8545 8.8554 8.8534 AFFX-r2-Ec-bioC-3_at 10.3941 10.3106 10.4889 AFFX-r2-Ec-bioC-5_at 10.1198 10.0359 10.215 AFFX-r2-Ec-bioD-3_at 12.5687 12.4345 12.721 AFFX-r2-Ec-bioD-5_at 11.9413 11.822 12.0766 AFFX-r2-P1-cre-3_at 13.991 13.9828 14.0004 AFFX-r2-P1-cre-5_at 13.8266 13.7853 13.8735 AFFX-ThrX-3_at 10.3123 10.4217 10.1882 AFFX-ThrX-5_at 8.055 8.2051 7.8846 AFFX-ThrX-M_at 9.0908 9.2402 8.9214 AFFX-TrpnX-3_at 2.4652 2.4634 2.4673 AFFX-TrpnX-5_at 2.8488 2.8443 2.8538 AFFX-TrpnX-M_at 2.765 2.7396 2.794 Clustered Instances 0 76 ( 53%) 1 67 ( 47%) Class attribute: class Classes to Clusters: 0 1 <-- assigned to cluster 63 8 | ccRCC 13 59 | normal Cluster 0 <-- ccRCC Cluster 1 <-- normal Incorrectly clustered instances : 21.0 14.6853 %