=== Clustering stats for training data === kMeans ====== Number of iterations: 5 Within cluster sum of squared errors: 61743.31041087213 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 (18.0) (9.0) (9.0) ============================================================== 1007_s_at 9.3908 9.4165 9.365 1053_at 7.3336 7.533 7.1342 117_at 3.9573 4.0627 3.8519 121_at 6.9614 6.9893 6.9334 1255_g_at 2.4908 2.4392 2.5424 1294_at 6.6488 6.5285 6.769 1316_at 5.5722 5.5823 5.5622 1320_at 3.9769 3.92 4.0337 1405_i_at 7.7314 7.5249 7.9379 1431_at 2.6863 2.6565 2.7162 1438_at 6.2903 6.6182 5.9625 1487_at 7.6676 7.5801 7.7552 1494_f_at 4.496 4.483 4.5091 1552256_a_at 6.8663 7.1414 6.5913 1552257_a_at 8.7373 8.53 8.9446 1552258_at 3.1467 3.1413 3.1521 1552261_at 3.3967 3.3618 3.4316 1552263_at 5.557 5.5459 5.5682 1552264_a_at 6.4151 6.5424 6.2877 1552266_at 2.7335 2.7341 2.7329 1552269_at 2.9959 3.0036 2.9882 1552271_at 4.0355 3.9845 4.0866 1552272_a_at 4.0767 3.9998 4.1536 1552274_at 5.1668 5.196 5.1377 1552275_s_at 4.4201 4.5278 4.3124 1552276_a_at 4.2119 4.1769 4.2468 1552277_a_at 6.2553 6.6144 5.8963 1552278_a_at 3.7801 3.8069 3.7533 1552279_a_at 4.9548 4.8806 5.0289 1552280_at 2.8049 2.6591 2.9507 1552281_at 7.9501 7.6851 8.2151 1552283_s_at 2.9699 3.0061 2.9336 1552286_at 4.145 4.2764 4.0137 1552287_s_at 4.6965 4.7542 4.6388 1552288_at 3.1187 3.2265 3.011 1552289_a_at 3.5015 3.8005 3.2025 1552291_at 7.1128 7.1496 7.076 1552293_at 3.4544 3.4378 3.471 1552295_a_at 5.4164 5.519 5.3137 1552296_at 5.3043 4.5892 6.0194 1552299_at 3.7248 3.6871 3.7624 1552301_a_at 3.5634 3.5192 3.6076 1552302_at 3.0193 3.0616 2.9771 1552303_a_at 3.9148 3.9385 3.8912 1552304_at 2.7589 2.7638 2.754 1552306_at 3.6964 3.8292 3.5636 1552307_a_at 4.3592 4.5859 4.1326 1552309_a_at 6.7404 7.1563 6.3245 1552310_at 6.5233 6.5028 6.5437 1552311_a_at 4.9112 4.7895 5.0329 1552312_a_at 4.6389 4.7726 4.5051 1552314_a_at 3.0075 3.0033 3.0117 1552315_at 5.0845 5.1498 5.0193 1552316_a_at 5.6717 5.7354 5.608 1552318_at 3.8103 3.7565 3.8641 1552319_a_at 2.7724 2.7555 2.7893 1552320_a_at 2.4807 2.4165 2.5449 1552321_a_at 2.5411 2.5569 2.5253 1552322_at 2.3774 2.3767 2.3782 1552323_s_at 3.3534 3.344 3.3628 1552325_at 2.1542 2.1177 2.1907 1552326_a_at 3.4759 3.3692 3.5826 1552327_at 2.473 2.5013 2.4448 1552329_at 4.4618 4.8084 4.1153 1552330_at 4.7116 4.8728 4.5505 1552332_at 6.394 6.3436 6.4443 1552334_at 4.539 4.6826 4.3953 1552335_at 4.2714 4.3384 4.2045 1552337_s_at 3.5537 3.4498 3.6575 1552338_at 3.4437 3.4335 3.4539 1552340_at 3.0749 2.9471 3.2027 1552343_s_at 2.7761 2.7657 2.7866 1552344_s_at 4.6315 4.7654 4.4976 1552347_at 5.4797 5.5467 5.4128 1552348_at 5.6797 6.307 5.0523 1552349_a_at 3.8702 4.4168 3.3236 1552354_at 3.833 3.7673 3.8986 1552355_s_at 3.9212 3.882 3.9603 1552359_at 2.3693 2.415 2.3236 1552360_a_at 5.3645 5.4936 5.2355 1552362_a_at 5.6862 5.247 6.1254 1552364_s_at 4.167 4.3309 4.0031 1552365_at 7.609 6.9165 8.3015 1552367_a_at 6.003 5.4926 6.5133 1552368_at 2.5045 2.4907 2.5184 1552370_at 6.9212 6.6032 7.2392 1552372_at 2.1258 2.1405 2.111 1552373_s_at 2.4403 2.4754 2.4053 1552375_at 3.6853 3.8202 3.5504 1552377_s_at 5.0991 5.0747 5.1235 1552378_s_at 4.0073 4.031 3.9837 1552379_at 2.1332 2.1402 2.1263 1552381_at 2.3885 2.3752 2.4018 1552383_at 5.4551 5.3573 5.553 1552384_a_at 3.6635 3.6017 3.7253 1552386_at 2.9939 3.1083 2.8796 1552388_at 4.7052 4.6216 4.7889 1552389_at 2.817 2.7627 2.8713 1552390_a_at 3.1934 2.9951 3.3918 1552391_at 2.8573 2.9136 2.8009 1552393_at 2.4013 2.4198 2.3828 1552394_a_at 2.4982 2.5224 2.474 1552395_at 6.0854 5.9703 6.2004 1552396_at 2.9447 2.8555 3.034 1552398_a_at 2.9984 3.055 2.9418 1552399_a_at 2.7464 2.7208 2.772 1552400_a_at 3.3625 3.3503 3.3747 1552401_a_at 2.5277 2.5806 2.4747 1552402_at 2.8155 2.844 2.787 1552405_at 2.9419 2.9202 2.9637 1552408_at 2.4251 2.3892 2.461 1552409_a_at 3.9969 3.9149 4.0789 1552410_at 3.9312 3.8782 3.9841 1552411_at 4.8622 4.7405 4.9839 1552412_a_at 2.6066 2.5851 2.6281 1552414_at 3.0465 3.0289 3.0641 1552415_a_at 3.5726 3.4879 3.6574 1552417_a_at 4.3014 4.4455 4.1572 1552418_at 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8.7156 AFFX-BioDn-3_at 11.4365 11.4064 11.4666 AFFX-BioDn-5_at 10.0272 10.0194 10.035 AFFX-CreX-3_at 12.916 12.9184 12.9136 AFFX-CreX-5_at 12.5468 12.5572 12.5363 AFFX-DapX-3_at 2.5043 2.487 2.5215 AFFX-DapX-5_at 2.4392 2.4138 2.4645 AFFX-DapX-M_at 2.3898 2.3656 2.414 AFFX-HSAC07/X00351_3_at 12.9934 12.9921 12.9947 AFFX-HSAC07/X00351_5_at 10.9252 11.0779 10.7725 AFFX-HSAC07/X00351_M_at 12.1163 12.1615 12.071 AFFX-hum_alu_at 13.6018 13.5648 13.6387 AFFX-HUMGAPDH/M33197_3_at 13.1582 13.1838 13.1327 AFFX-HUMGAPDH/M33197_5_at 12.3471 12.5043 12.1899 AFFX-HUMGAPDH/M33197_M_at 12.8018 12.9122 12.6913 AFFX-HUMISGF3A/M97935_3_at 9.2278 9.5095 8.9462 AFFX-HUMISGF3A/M97935_5_at 3.593 3.8452 3.3408 AFFX-HUMISGF3A/M97935_MA_at 6.208 6.4824 5.9336 AFFX-HUMISGF3A/M97935_MB_at 5.5267 6.0465 5.0068 AFFX-HUMRGE/M10098_3_at 9.8541 10.009 9.6992 AFFX-HUMRGE/M10098_5_at 9.9629 9.9076 10.0182 AFFX-HUMRGE/M10098_M_at 9.133 9.0558 9.2102 AFFX-LysX-3_at 2.3483 2.2698 2.4268 AFFX-LysX-5_at 2.2601 2.2599 2.2603 AFFX-LysX-M_at 2.734 2.6681 2.7999 AFFX-M27830_3_at 4.5658 4.464 4.6675 AFFX-M27830_5_at 10.3288 10.1654 10.4922 AFFX-M27830_M_at 11.151 11.1735 11.1286 AFFX-PheX-3_at 4.4527 4.3601 4.5452 AFFX-PheX-5_at 2.6301 2.6359 2.6244 AFFX-PheX-M_at 2.3352 2.3089 2.3615 AFFX-r2-Bs-dap-3_at 2.1995 2.1739 2.2251 AFFX-r2-Bs-dap-5_at 2.5526 2.5311 2.5742 AFFX-r2-Bs-dap-M_at 2.3505 2.2858 2.4152 AFFX-r2-Bs-lys-3_at 2.4969 2.4618 2.532 AFFX-r2-Bs-lys-5_at 2.3596 2.352 2.3672 AFFX-r2-Bs-lys-M_at 2.352 2.3361 2.3679 AFFX-r2-Bs-phe-3_at 3.1032 3.1265 3.0799 AFFX-r2-Bs-phe-5_at 2.2832 2.3303 2.236 AFFX-r2-Bs-phe-M_at 2.413 2.3882 2.4377 AFFX-r2-Bs-thr-3_s_at 2.9399 2.9265 2.9533 AFFX-r2-Bs-thr-5_s_at 2.7656 2.6441 2.8871 AFFX-r2-Bs-thr-M_s_at 2.5693 2.5483 2.5904 AFFX-r2-Ec-bioB-3_at 7.9022 7.8153 7.989 AFFX-r2-Ec-bioB-5_at 7.6849 7.6321 7.7377 AFFX-r2-Ec-bioB-M_at 7.7175 7.6368 7.7982 AFFX-r2-Ec-bioC-3_at 9.3225 9.2513 9.3936 AFFX-r2-Ec-bioC-5_at 9.1948 9.1584 9.2312 AFFX-r2-Ec-bioD-3_at 11.9035 11.8845 11.9224 AFFX-r2-Ec-bioD-5_at 11.2663 11.2457 11.2869 AFFX-r2-P1-cre-3_at 13.1787 13.149 13.2083 AFFX-r2-P1-cre-5_at 13.2075 13.1786 13.2365 AFFX-ThrX-3_at 2.973 2.8952 3.0508 AFFX-ThrX-5_at 2.9721 2.9728 2.9713 AFFX-ThrX-M_at 2.4932 2.4512 2.5352 AFFX-TrpnX-3_at 2.3415 2.3165 2.3666 AFFX-TrpnX-5_at 2.8343 2.8096 2.8589 AFFX-TrpnX-M_at 2.5292 2.517 2.5414 Clustered Instances 0 9 ( 50%) 1 9 ( 50%) Class attribute: class Classes to Clusters: 0 1 <-- assigned to cluster 3 7 | normal 6 2 | tumoral Cluster 0 <-- tumoral Cluster 1 <-- normal Incorrectly clustered instances : 5.0 27.7778 %