=== Clustering stats for training data === kMeans ====== Number of iterations: 5 Within cluster sum of squared errors: 157175.75072777795 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 (90.0) (47.0) (43.0) ============================================================== 1007_s_at 10.2748 9.6851 10.9193 1053_at 7.5009 7.0004 8.0479 117_at 7.4353 8.0223 6.7936 121_at 7.098 7.0768 7.1212 1255_g_at 3.4722 3.2995 3.6609 1294_at 7.6334 8.2327 6.9783 1316_at 4.3566 4.4345 4.2713 1320_at 4.793 4.978 4.5909 1405_i_at 8.9365 9.4783 8.3444 1431_at 3.6967 3.5845 3.8193 1438_at 5.555 4.6141 6.5834 1487_at 7.2465 7.1266 7.3774 1494_f_at 5.0041 5.0358 4.9694 1552256_a_at 7.8525 7.8362 7.8703 1552257_a_at 8.0463 7.2325 8.9358 1552258_at 3.9753 3.9817 3.9683 1552261_at 3.9972 3.9802 4.0158 1552263_at 6.4345 6.6363 6.2138 1552264_a_at 7.9493 7.776 8.1387 1552266_at 3.2728 3.2146 3.3365 1552269_at 3.502 3.4452 3.5641 1552271_at 4.9189 4.8061 5.0421 1552272_a_at 5.1612 5.1398 5.1846 1552274_at 6.5811 6.9736 6.1521 1552275_s_at 5.8454 6.1309 5.5334 1552276_a_at 4.8565 4.804 4.9139 1552277_a_at 7.5342 7.295 7.7956 1552278_a_at 4.2754 4.2699 4.2814 1552279_a_at 6.0141 5.9977 6.0319 1552280_at 4.0314 4.2219 3.8232 1552281_at 4.5591 4.5094 4.6134 1552283_s_at 5.5783 6.1094 4.9978 1552286_at 5.2334 4.9636 5.5282 1552287_s_at 5.9938 6.3332 5.6227 1552288_at 3.8282 3.621 4.0546 1552289_a_at 4.8663 4.4795 5.2892 1552291_at 6.7068 5.9861 7.4945 1552293_at 4.5929 4.6488 4.5317 1552295_a_at 6.4198 6.4358 6.4022 1552296_at 3.5141 3.4445 3.5903 1552299_at 3.9346 3.9253 3.9447 1552301_a_at 4.051 4.041 4.062 1552302_at 3.9581 4.1216 3.7795 1552303_a_at 4.9929 5.0599 4.9197 1552304_at 3.6308 3.3717 3.914 1552306_at 4.1832 3.6267 4.7915 1552307_a_at 5.0333 4.4974 5.619 1552309_a_at 7.3808 8.3165 6.358 1552310_at 6.6572 6.6406 6.6754 1552311_a_at 6.2067 6.2236 6.1882 1552312_a_at 6.0117 5.8566 6.1812 1552314_a_at 4.0266 3.8556 4.2135 1552315_at 5.7629 6.1513 5.3383 1552316_a_at 6.4662 7.4618 5.378 1552318_at 6.2843 7.2766 5.1996 1552319_a_at 3.7642 3.5215 4.0295 1552320_a_at 3.3388 3.4083 3.2629 1552321_a_at 3.4715 3.6022 3.3286 1552322_at 3.1543 3.1404 3.1696 1552323_s_at 3.9686 4.0896 3.8364 1552325_at 3.13 3.1645 3.0924 1552326_a_at 4.5401 4.6349 4.4364 1552327_at 3.8891 4.1951 3.5547 1552329_at 5.7364 5.6166 5.8673 1552330_at 5.9288 5.7638 6.1091 1552332_at 6.2136 6.2134 6.2138 1552334_at 4.8759 4.9714 4.7714 1552335_at 4.8037 4.9081 4.6896 1552337_s_at 3.8412 3.736 3.9561 1552338_at 3.8982 3.8549 3.9456 1552340_at 4.2351 4.1784 4.2971 1552343_s_at 3.7055 3.8097 3.5915 1552344_s_at 5.8257 5.634 6.0353 1552347_at 6.7581 7.2375 6.234 1552348_at 4.6207 4.738 4.4924 1552349_a_at 3.835 3.9036 3.76 1552354_at 3.8073 3.8023 3.8127 1552355_s_at 4.4403 4.4187 4.464 1552359_at 3.1392 3.1351 3.1438 1552360_a_at 4.2234 4.3098 4.129 1552362_a_at 4.3583 4.4358 4.2735 1552364_s_at 4.7639 4.0087 5.5894 1552365_at 5.3923 5.3543 5.4338 1552367_a_at 5.0566 4.929 5.196 1552368_at 3.5365 3.3813 3.7061 1552370_at 5.7328 5.9042 5.5454 1552372_at 3.0414 3.0439 3.0387 1552373_s_at 3.1262 3.1461 3.1045 1552375_at 3.8333 3.9258 3.7322 1552377_s_at 5.4794 5.4744 5.4849 1552378_s_at 6.2114 5.7366 6.7304 1552379_at 3.0644 3.0511 3.0789 1552381_at 3.3321 3.1902 3.4873 1552383_at 5.8884 5.9248 5.8486 1552384_a_at 3.8743 3.896 3.8507 1552386_at 4.3696 4.7885 3.9118 1552388_at 5.1061 5.3846 4.8017 1552389_at 3.4158 3.358 3.4791 1552390_a_at 3.6875 3.4756 3.919 1552391_at 3.4025 3.4448 3.3563 1552393_at 3.1672 3.147 3.1893 1552394_a_at 3.3338 3.2767 3.3963 1552395_at 6.1797 6.1549 6.2068 1552396_at 3.7653 3.7682 3.7621 1552398_a_at 5.4764 6.3235 4.5504 1552399_a_at 3.7424 3.7247 3.7617 1552400_a_at 4.5389 4.6764 4.3886 1552401_a_at 3.6547 3.6837 3.6231 1552402_at 3.6167 3.5944 3.641 1552405_at 3.996 3.955 4.0407 1552408_at 3.2173 3.1864 3.2511 1552409_a_at 4.9148 4.9032 4.9274 1552410_at 3.7466 3.7719 3.7189 1552411_at 4.32 4.2606 4.3849 1552412_a_at 3.4166 3.3885 3.4473 1552414_at 3.3045 3.3067 3.3022 1552415_a_at 3.7471 3.7247 3.7716 1552417_a_at 5.8385 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64064_at 7.7212 8.5078 6.8615 64371_at 6.1923 6.2025 6.1811 64408_s_at 5.237 5.2535 5.219 64418_at 7.8751 8.0184 7.7185 64432_at 6.1852 6.0842 6.2955 64438_at 6.7059 6.722 6.6882 64440_at 6.6826 6.6623 6.7048 64474_g_at 7.0335 6.9727 7.1 64486_at 9.1305 9.0217 9.2494 64488_at 6.6489 6.5418 6.7659 64883_at 5.7563 5.9892 5.5017 64899_at 6.6006 6.5969 6.6046 64900_at 5.6557 5.8805 5.4099 64942_at 7.6612 7.7955 7.5143 65086_at 6.8693 6.7251 7.0269 65133_i_at 5.25 4.8677 5.6678 65438_at 3.561 3.3598 3.7809 65472_at 4.6647 4.8496 4.4625 65493_at 6.1452 5.9543 6.3539 65517_at 6.9701 6.8087 7.1464 65521_at 6.7266 6.8484 6.5936 65585_at 6.4792 6.3359 6.6359 65588_at 7.3103 6.9352 7.7203 65591_at 6.8757 6.9084 6.8399 65630_at 6.09 6.3185 5.8403 65635_at 7.2336 7.2781 7.185 65718_at 6.5881 6.7496 6.4117 65770_at 8.43 8.4256 8.4349 65884_at 7.6101 7.3778 7.8639 66053_at 4.6229 4.5669 4.6842 71933_at 4.9915 5.0838 4.8906 74694_s_at 7.3726 7.2939 7.4586 76897_s_at 4.4442 4.3512 4.5458 77508_r_at 6.5052 6.4779 6.535 78047_s_at 7.8016 7.8168 7.785 78330_at 4.7377 4.7758 4.6961 78383_at 6.3184 6.4281 6.1985 78495_at 6.3166 6.2534 6.3856 79005_at 7.0749 6.9281 7.2354 81737_at 4.4975 4.5759 4.4118 81811_at 5.1542 4.98 5.3446 823_at 7.8369 8.204 7.4357 87100_at 5.5244 5.6146 5.4258 89476_r_at 6.3334 6.2889 6.382 89948_at 6.2453 6.2583 6.2311 89977_at 4.4915 4.739 4.221 90265_at 8.1814 8.4305 7.9092 90610_at 8.0196 8.3153 7.6965 91580_at 3.1477 3.1583 3.136 91617_at 6.6677 6.5939 6.7484 91682_at 4.2982 4.3262 4.2677 91684_g_at 6.4348 5.887 7.0336 91703_at 6.6065 6.5677 6.6489 91816_f_at 6.0712 5.6932 6.4843 91826_at 7.4502 7.2324 7.6882 91920_at 6.0462 6.0381 6.0551 91952_at 6.0974 6.0411 6.159 AFFX-BioB-3_at 7.8379 7.8988 7.7713 AFFX-BioB-5_at 7.8361 7.895 7.7718 AFFX-BioB-M_at 8.6502 8.7413 8.5507 AFFX-BioC-3_at 9.6988 9.7665 9.6249 AFFX-BioC-5_at 9.3972 9.4705 9.317 AFFX-BioDn-3_at 11.8331 11.8971 11.7631 AFFX-BioDn-5_at 10.4261 10.4852 10.3615 AFFX-CreX-3_at 13.1462 13.1916 13.0965 AFFX-CreX-5_at 12.7655 12.8146 12.7118 AFFX-DapX-3_at 9.4584 9.709 9.1846 AFFX-DapX-5_at 7.8361 8.0521 7.6001 AFFX-DapX-M_at 9.0762 9.3407 8.787 AFFX-HSAC07/X00351_3_at 13.5547 13.5973 13.5081 AFFX-HSAC07/X00351_5_at 12.4306 12.2561 12.6213 AFFX-HSAC07/X00351_M_at 12.9117 12.8328 12.9979 AFFX-hum_alu_at 14.2201 14.3016 14.131 AFFX-HUMGAPDH/M33197_3_at 13.2396 12.7396 13.7861 AFFX-HUMGAPDH/M33197_5_at 12.46 11.7218 13.2668 AFFX-HUMGAPDH/M33197_M_at 12.9928 12.3637 13.6805 AFFX-HUMISGF3A/M97935_3_at 9.948 9.7998 10.1101 AFFX-HUMISGF3A/M97935_5_at 6.0398 5.5594 6.565 AFFX-HUMISGF3A/M97935_MA_at 7.9881 7.5261 8.4931 AFFX-HUMISGF3A/M97935_MB_at 8.0457 7.679 8.4465 AFFX-HUMRGE/M10098_3_at 7.6537 8.0706 7.1979 AFFX-HUMRGE/M10098_5_at 8.5529 8.9452 8.1241 AFFX-HUMRGE/M10098_M_at 7.0154 7.2933 6.7116 AFFX-LysX-3_at 6.4413 6.6332 6.2314 AFFX-LysX-5_at 4.3194 4.4216 4.2078 AFFX-LysX-M_at 5.2753 5.4627 5.0705 AFFX-M27830_3_at 4.5161 4.492 4.5424 AFFX-M27830_5_at 8.8696 8.9084 8.8271 AFFX-M27830_M_at 11 10.8564 11.1569 AFFX-PheX-3_at 6.8167 6.9935 6.6235 AFFX-PheX-5_at 5.1504 5.3087 4.9774 AFFX-PheX-M_at 6.2281 6.3925 6.0483 AFFX-r2-Bs-dap-3_at 9.7118 9.9919 9.4057 AFFX-r2-Bs-dap-5_at 8.3573 8.6028 8.0889 AFFX-r2-Bs-dap-M_at 9.1527 9.4303 8.8493 AFFX-r2-Bs-lys-3_at 5.5772 5.767 5.3696 AFFX-r2-Bs-lys-5_at 4.9338 5.0909 4.762 AFFX-r2-Bs-lys-M_at 5.2266 5.4259 5.0088 AFFX-r2-Bs-phe-3_at 7.1066 7.3174 6.8762 AFFX-r2-Bs-phe-5_at 5.5188 5.701 5.3197 AFFX-r2-Bs-phe-M_at 5.9551 6.121 5.7738 AFFX-r2-Bs-thr-3_s_at 8.6153 8.8781 8.3281 AFFX-r2-Bs-thr-5_s_at 6.6117 6.799 6.407 AFFX-r2-Bs-thr-M_s_at 7.7841 7.9647 7.5866 AFFX-r2-Ec-bioB-3_at 8.3104 8.349 8.2681 AFFX-r2-Ec-bioB-5_at 8.7849 8.8503 8.7135 AFFX-r2-Ec-bioB-M_at 8.4651 8.5275 8.3969 AFFX-r2-Ec-bioC-3_at 10.2429 10.3065 10.1733 AFFX-r2-Ec-bioC-5_at 9.8588 9.9281 9.7831 AFFX-r2-Ec-bioD-3_at 12.0497 12.1033 11.991 AFFX-r2-Ec-bioD-5_at 11.4812 11.5223 11.4364 AFFX-r2-P1-cre-3_at 13.6263 13.6594 13.5901 AFFX-r2-P1-cre-5_at 13.1635 13.1797 13.1457 AFFX-ThrX-3_at 7.8743 8.1069 7.6202 AFFX-ThrX-5_at 5.8357 5.9555 5.7048 AFFX-ThrX-M_at 6.5776 6.7745 6.3624 AFFX-TrpnX-3_at 3.1538 3.1555 3.1519 AFFX-TrpnX-5_at 3.4415 3.4297 3.4543 AFFX-TrpnX-M_at 3.2125 3.209 3.2164 Clustered Instances 0 47 ( 52%) 1 43 ( 48%) Class attribute: class Classes to Clusters: 0 1 <-- assigned to cluster 3 43 | tumoral 44 0 | normal Cluster 0 <-- normal Cluster 1 <-- tumoral Incorrectly clustered instances : 3.0 3.3333 %