=== Clustering stats for training data === kMeans ====== Number of iterations: 11 Within cluster sum of squared errors: 192049.5646333852 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 (116.0) (77.0) (39.0) ============================================================== 1007_s_at 8.935 8.9143 8.9759 1053_at 5.6771 5.7764 5.4812 117_at 5.0333 5.0607 4.9793 121_at 6.7746 6.7131 6.8962 1255_g_at 2.5692 2.5519 2.6033 1294_at 7.2481 7.3581 7.0308 1316_at 6.1528 6.0735 6.3093 1320_at 3.7475 3.6985 3.8444 1405_i_at 6.6781 6.8778 6.2838 1431_at 3.0301 3.0287 3.0329 1438_at 5.0011 5.0017 4.9999 1487_at 6.7358 6.8084 6.5926 1494_f_at 5.202 5.1598 5.2852 1552256_a_at 7.2456 7.3422 7.055 1552257_a_at 7.2168 7.1518 7.3453 1552258_at 3.7361 3.7041 3.7993 1552261_at 4.425 4.3487 4.5757 1552263_at 5.4096 5.4149 5.3991 1552264_a_at 4.6833 4.7361 4.5789 1552266_at 3.7558 3.6984 3.8692 1552269_at 3.3393 3.3611 3.2965 1552271_at 4.6841 4.6089 4.8325 1552272_a_at 4.1517 4.0802 4.2927 1552274_at 4.6001 4.6198 4.561 1552275_s_at 4.007 4.088 3.847 1552276_a_at 4.4204 4.3305 4.5979 1552277_a_at 5.3478 5.4549 5.1363 1552278_a_at 4.2468 4.2111 4.3172 1552279_a_at 5.8705 5.7982 6.0132 1552280_at 3.1229 3.0831 3.2015 1552281_at 6.0748 5.9509 6.3196 1552283_s_at 5.1989 5.3677 4.8657 1552286_at 4.9889 5.0407 4.8867 1552287_s_at 5.3193 5.5097 4.9432 1552288_at 3.1964 3.1404 3.307 1552289_a_at 4.0607 4.0452 4.0914 1552291_at 6.4018 6.5021 6.2038 1552293_at 3.4845 3.4434 3.5656 1552295_a_at 5.5063 5.4746 5.5688 1552296_at 3.0763 3.1057 3.0182 1552299_at 3.0793 3.0709 3.0959 1552301_a_at 4.5439 4.391 4.8457 1552302_at 6.189 6.0595 6.4447 1552303_a_at 4.3 4.375 4.152 1552304_at 3.0916 3.1097 3.0558 1552306_at 3.0627 3.0801 3.0282 1552307_a_at 5.0669 5.1546 4.8937 1552309_a_at 4.8603 5.0208 4.5435 1552310_at 5.68 5.9284 5.1898 1552311_a_at 5.5938 5.436 5.9053 1552312_a_at 3.4513 3.5126 3.3302 1552314_a_at 3.0791 3.0633 3.1103 1552315_at 5.1975 5.3261 4.9437 1552316_a_at 5.921 6.2127 5.3451 1552318_at 3.5349 3.5706 3.4645 1552319_a_at 3.0216 2.9443 3.1742 1552320_a_at 2.5467 2.4924 2.6538 1552321_a_at 2.6859 2.6528 2.7514 1552322_at 2.5049 2.484 2.5461 1552323_s_at 3.4947 3.5209 3.4429 1552325_at 2.3705 2.3511 2.4088 1552326_a_at 4.6014 4.5394 4.7237 1552327_at 2.9011 2.9581 2.7886 1552329_at 4.1456 4.2962 3.8483 1552330_at 3.5483 3.7013 3.2463 1552332_at 5.8185 5.6966 6.0591 1552334_at 3.7275 3.8154 3.5539 1552335_at 3.8296 3.7687 3.9499 1552337_s_at 3.6904 3.643 3.7839 1552338_at 3.7695 3.7314 3.8446 1552340_at 3.7004 3.628 3.8435 1552343_s_at 4.4752 4.4736 4.4785 1552344_s_at 3.1093 3.1692 2.9911 1552347_at 5.5343 5.5681 5.4676 1552348_at 5.1512 5.0539 5.3433 1552349_a_at 3.6284 3.5614 3.7606 1552354_at 4.7936 4.6201 5.1361 1552355_s_at 4.8152 4.6935 5.0556 1552359_at 2.6242 2.6206 2.6315 1552360_a_at 3.8256 3.8572 3.7632 1552362_a_at 4.9419 5.026 4.7758 1552364_s_at 4.0077 4.0978 3.8297 1552365_at 3.7822 3.8903 3.5688 1552367_a_at 2.951 2.9689 2.9158 1552368_at 2.9209 2.8561 3.0488 1552370_at 3.7208 3.8111 3.5425 1552372_at 2.3529 2.3372 2.3838 1552373_s_at 2.548 2.5226 2.5982 1552375_at 3.7824 3.7914 3.7647 1552377_s_at 5.1311 5.063 5.2654 1552378_s_at 3.7292 3.8305 3.5292 1552379_at 2.3475 2.3335 2.3752 1552381_at 2.5198 2.5097 2.5396 1552383_at 5.9321 5.7732 6.2456 1552384_a_at 4.4579 4.3611 4.6489 1552386_at 2.9245 2.9959 2.7835 1552388_at 4.7949 4.7193 4.9441 1552389_at 2.5324 2.5211 2.5547 1552390_a_at 2.689 2.702 2.6634 1552391_at 3.1014 3.0525 3.1979 1552393_at 2.4218 2.3909 2.483 1552394_a_at 2.735 2.7163 2.7719 1552395_at 5.9784 5.8945 6.1439 1552396_at 3.5143 3.399 3.7419 1552398_a_at 3.021 3.0534 2.957 1552399_a_at 2.8517 2.8205 2.9135 1552400_a_at 3.247 3.1509 3.4368 1552401_a_at 3.105 3.0484 3.2168 1552402_at 2.9889 2.909 3.1466 1552405_at 4.036 3.9461 4.2136 1552408_at 2.6237 2.5879 2.6944 1552409_a_at 5.0954 5.0103 5.2634 1552410_at 4.1349 4.0974 4.2088 1552411_at 5.1895 5.0436 5.4775 1552412_a_at 2.9123 2.858 3.0196 1552414_at 3.3252 3.1975 3.5772 1552415_a_at 3.2208 3.1617 3.3375 1552417_a_at 3.4451 3.5061 3.3249 1552418_at 3.7835 3.7071 3.9343 1552419_s_at 5.734 5.6121 5.9748 1552421_a_at 2.7964 2.7461 2.8958 1552422_at 4.5173 4.3837 4.781 1552423_at 4.4984 4.4235 4.6463 1552424_at 2.7433 2.7108 2.8074 1552425_a_at 3.0787 3.0541 3.1272 1552426_a_at 7.9844 8.2727 7.4152 1552427_at 3.2934 3.315 3.2508 1552430_at 2.4773 2.4514 2.5284 1552432_at 4.9234 4.8311 5.1056 1552436_a_at 3.8958 3.8217 4.042 1552438_a_at 2.5866 2.5238 2.7105 1552439_s_at 2.4887 2.459 2.5472 1552440_at 3.0604 3.0092 3.1615 1552445_a_at 2.8732 2.8854 2.8489 1552448_a_at 3.0995 3.0135 3.2693 1552449_a_at 3.3708 3.3038 3.503 1552450_a_at 3.9127 3.8315 4.0729 1552452_at 3.0311 2.9789 3.1342 1552453_a_at 3.0901 3.0441 3.1809 1552455_at 3.1009 3.0047 3.2907 1552456_a_at 3.6145 3.5177 3.8056 1552457_a_at 2.9185 2.9174 2.9208 1552458_at 2.6945 2.6123 2.8568 1552459_a_at 3.3099 3.2475 3.4331 1552461_at 2.6473 2.6181 2.7049 1552463_at 2.8544 2.7788 3.0035 1552466_x_at 2.4658 2.4169 2.5623 1552467_at 5.4646 5.3743 5.6427 1552468_a_at 3.6738 3.6276 3.7651 1552470_a_at 2.7045 2.6138 2.8834 1552472_a_at 4.9201 5.0132 4.7362 1552473_at 6.2838 6.1868 6.4753 1552474_a_at 6.7237 6.6783 6.8132 1552476_s_at 5.8642 5.7256 6.1379 1552477_a_at 5.0351 5.1826 4.744 1552478_a_at 2.8669 2.7916 3.0156 1552480_s_at 2.564 2.5629 2.566 1552481_s_at 3.7351 3.8637 3.4811 1552482_at 5.2069 5.1259 5.3667 1552484_at 4.5344 4.4167 4.7666 1552485_at 3.4959 3.5617 3.3661 1552486_s_at 2.7883 2.8457 2.675 1552487_a_at 2.5498 2.5406 2.5679 1552489_s_at 2.4847 2.4527 2.548 1552490_at 3.1333 3.1077 3.1838 1552491_at 4.4986 4.4247 4.6447 1552493_s_at 3.3671 3.3014 3.4969 1552494_at 3.666 3.5668 3.862 1552496_a_at 3.4029 3.3966 3.4152 1552497_a_at 4.8773 4.6954 5.2363 1552498_at 3.2765 3.1777 3.4716 1552499_a_at 3.2595 3.2468 3.2846 1552501_a_at 4.7399 4.6555 4.9064 1552502_s_at 3.0412 3.0533 3.0171 1552503_at 3.7862 3.6938 3.9686 1552504_a_at 5.3659 5.2211 5.6517 1552506_at 3.0167 2.944 3.1602 1552507_at 5.8086 5.8666 5.694 1552508_at 4.6844 4.749 4.5568 1552509_a_at 4.4017 4.4221 4.3614 1552510_at 5.776 5.6938 5.9383 1552511_a_at 2.8536 2.8904 2.7808 1552514_at 2.7836 2.7396 2.8705 1552515_at 3.212 3.1607 3.3133 1552516_a_at 3.2595 3.209 3.359 1552518_s_at 3.1726 3.1847 3.1487 1552519_at 4.6244 4.7012 4.4727 1552520_at 2.9414 2.9062 3.0111 1552521_a_at 2.4822 2.4482 2.5494 1552522_at 2.4052 2.3088 2.5954 1552523_a_at 3.0777 3.0571 3.1185 1552524_at 4.9655 4.8668 5.1604 1552526_at 3.294 3.2132 3.4534 1552528_at 5.5844 5.5245 5.7027 1552531_a_at 2.9372 2.8548 3.0998 1552532_a_at 2.9123 2.9207 2.8956 1552535_at 4.7624 4.6507 4.9828 1552536_at 5.9548 5.8865 6.0896 1552538_a_at 2.8161 2.7812 2.8849 1552540_s_at 4.4012 4.3996 4.4046 1552541_at 5.0517 4.993 5.1675 1552542_s_at 3.1593 3.0821 3.3118 1552543_a_at 3.5663 3.4828 3.7311 1552544_at 3.2144 3.1482 3.3451 1552546_a_at 3.0162 2.9631 3.1211 1552548_at 3.3406 3.2545 3.5107 1552549_a_at 4.2775 4.165 4.4997 1552552_s_at 2.8779 2.9177 2.7993 1552553_a_at 4.5888 4.6516 4.4648 1552554_a_at 2.7125 2.6642 2.808 1552555_at 5.5531 5.4817 5.6941 1552557_a_at 2.9743 2.9489 3.0244 1552558_a_at 5.5385 5.4113 5.7895 1552559_a_at 4.1206 3.9372 4.4827 1552562_at 3.3949 3.3601 3.4638 1552563_a_at 3.3861 3.3248 3.507 1552564_at 2.9266 2.8883 3.0023 1552566_at 3.0049 2.9486 3.1161 1552568_at 3.3659 3.2679 3.5594 1552569_a_at 3.1042 3.0811 3.1497 1552570_at 2.845 2.7686 2.996 1552572_a_at 2.5058 2.4851 2.5468 1552573_s_at 2.6486 2.6235 2.698 1552575_a_at 5.8277 5.8308 5.8217 1552576_at 4.6194 4.5208 4.814 1552578_a_at 2.9409 2.9387 2.9453 1552579_a_at 3.2463 3.1529 3.4306 1552580_at 3.8757 3.8224 3.981 1552582_at 4.1657 3.7445 4.9973 1552583_s_at 3.0971 3 3.2889 1552584_at 4.6079 4.6288 4.5665 1552585_s_at 2.7388 2.6771 2.8607 1552586_at 4.7883 4.6408 5.0793 1552587_at 2.5847 2.4941 2.7636 1552588_a_at 2.7327 2.6725 2.8518 1552590_a_at 2.8584 2.828 2.9182 1552592_at 2.3603 2.3235 2.4328 1552594_at 4.6304 4.5088 4.8704 1552596_at 5.3395 5.2227 5.5701 1552598_at 3.6178 3.5203 3.8103 1552599_at 2.7677 2.7359 2.8305 1552602_at 4.0628 3.9631 4.2596 1552604_at 3.9327 3.861 4.0744 1552605_s_at 2.9956 2.9195 3.146 1552607_at 4.1866 4.1941 4.1717 1552608_at 3.5602 3.4912 3.6964 1552609_s_at 2.9781 2.9427 3.0479 1552610_a_at 5.3145 5.4298 5.0869 1552611_a_at 6.3571 6.4456 6.1823 1552612_at 4.5352 4.5594 4.4875 1552613_s_at 3.7416 3.9061 3.4167 1552615_at 7.1415 6.977 7.4661 1552616_a_at 4.3977 4.4032 4.3869 1552617_a_at 4.9208 5.1373 4.4935 1552618_at 6.3491 6.398 6.2526 1552619_a_at 3.3629 3.4211 3.248 1552620_at 5.8802 5.7557 6.1261 1552621_at 6.9967 6.9955 6.9991 1552622_s_at 5.5438 5.6087 5.4158 1552623_at 4.2043 4.1772 4.2577 1552625_a_at 3.4931 3.5226 3.435 1552626_a_at 3.8613 3.9223 3.7411 1552627_a_at 3.3138 3.3135 3.3143 1552628_a_at 6.2111 6.3951 5.8479 1552629_a_at 3.4108 3.3317 3.5669 1552630_a_at 4.291 4.2794 4.3137 1552631_a_at 4.0872 4.0525 4.1556 1552632_a_at 5.1149 5.1328 5.0796 1552633_at 3.7945 3.7563 3.87 1552634_a_at 3.8877 3.9726 3.7202 1552637_at 3.0586 2.9782 3.2174 1552639_at 4.8649 4.8371 4.9198 1552641_s_at 4.9795 4.9866 4.9655 1552643_at 5.3188 5.3168 5.3228 1552644_a_at 3.4315 3.5063 3.2837 1552646_at 4.4639 4.3619 4.6652 1552648_a_at 5.2157 5.1842 5.2779 1552649_a_at 3.4255 3.428 3.4206 1552651_a_at 3.8987 3.8381 4.0184 1552652_at 5.5089 5.445 5.6352 1552656_s_at 3.7623 3.6509 3.9822 1552657_a_at 4.1631 4.0336 4.4187 1552658_a_at 3.1059 3.072 3.1727 1552660_a_at 3.2413 3.2079 3.3071 1552661_at 2.3682 2.3601 2.3841 1552662_a_at 3.5527 3.5047 3.6473 1552663_a_at 4.6265 4.5538 4.77 1552664_at 6.6764 6.7565 6.5182 1552665_at 4.1791 4.1158 4.3042 1552666_a_at 2.521 2.4335 2.6938 1552667_a_at 4.0792 4.081 4.0756 1552669_at 3.5453 3.4643 3.7052 1552670_a_at 3.6431 3.5761 3.7753 1552671_a_at 3.7412 3.7893 3.6463 1552672_a_at 3.7763 3.7157 3.896 1552673_at 2.7925 2.7686 2.8398 1552674_at 2.4665 2.3962 2.6054 1552675_at 2.5608 2.5309 2.6196 1552676_at 4.6098 4.5008 4.825 1552677_a_at 4.2355 4.1499 4.4044 1552678_a_at 4.3729 4.3101 4.4968 1552680_a_at 3.317 3.2889 3.3724 1552682_a_at 3.043 2.9675 3.1919 1552684_a_at 2.8972 2.8712 2.9486 1552685_a_at 3.3248 3.2715 3.4301 1552686_at 3.9843 3.906 4.139 1552687_a_at 3.6355 3.5473 3.8096 1552689_at 5.4383 5.3457 5.6211 1552690_a_at 3.9479 3.9143 4.0142 1552691_at 2.606 2.6341 2.5506 1552693_at 2.5333 2.5013 2.5963 1552694_at 2.4513 2.4466 2.4604 1552695_a_at 3.3555 3.3568 3.3528 1552696_at 2.7538 2.7541 2.7532 1552698_at 4.6084 4.5617 4.7007 1552701_a_at 6.0214 6.1226 5.8217 1552703_s_at 3.8924 4.1521 3.3796 1552705_at 2.5919 2.628 2.5207 1552708_a_at 2.7601 2.7488 2.7825 1552711_a_at 6.314 6.4061 6.1323 1552712_a_at 4.4284 4.3583 4.5666 1552713_a_at 3.3364 3.2295 3.5476 1552714_at 2.8112 2.7475 2.9371 1552715_a_at 2.7772 2.7028 2.9243 1552716_at 4.3899 4.3957 4.3784 1552717_s_at 3.2095 3.1103 3.4052 1552718_at 4.0833 4.0425 4.1638 1552719_at 5.3946 5.3839 5.4157 1552721_a_at 3.1099 3.1654 3.0003 1552722_at 2.4316 2.3999 2.4941 1552724_at 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79005_at 6.529 6.5367 6.5139 81737_at 5.4993 5.491 5.5157 81811_at 6.4917 6.4566 6.5611 823_at 6.3423 6.456 6.118 87100_at 2.8486 2.8507 2.8446 89476_r_at 6.8595 6.7481 7.0796 89948_at 5.6749 5.6393 5.745 89977_at 4.6238 4.6229 4.6254 90265_at 7.7171 7.6365 7.8762 90610_at 7.9001 7.8573 7.9847 91580_at 2.4197 2.3807 2.4966 91617_at 7.3083 7.1559 7.6091 91682_at 5.3328 5.2525 5.4913 91684_g_at 6.4892 6.5453 6.3785 91703_at 5.1971 5.3583 4.8787 91816_f_at 4.3796 4.5947 3.955 91826_at 7.0358 6.886 7.3316 91920_at 6.3463 6.1835 6.6677 91952_at 4.7099 4.7189 4.6921 AFFX-BioB-3_at 7.9828 7.6482 8.6434 AFFX-BioB-5_at 8.2436 7.9028 8.9164 AFFX-BioB-M_at 8.7372 8.3863 9.4301 AFFX-BioC-3_at 8.9879 8.6663 9.623 AFFX-BioC-5_at 8.8283 8.4913 9.4936 AFFX-BioDn-3_at 11.8728 11.6284 12.3554 AFFX-BioDn-5_at 11.0617 10.7772 11.6233 AFFX-CreX-3_at 12.8844 12.7292 13.1909 AFFX-CreX-5_at 12.7544 12.5665 13.1254 AFFX-DapX-3_at 10.9194 10.658 11.4354 AFFX-DapX-5_at 6.3329 5.9754 7.0388 AFFX-DapX-M_at 9.4873 9.2096 10.0355 AFFX-HSAC07/X00351_3_at 12.4436 12.5309 12.2711 AFFX-HSAC07/X00351_5_at 7.432 7.6323 7.0366 AFFX-HSAC07/X00351_M_at 9.3833 9.602 8.9514 AFFX-hum_alu_at 14.304 14.2766 14.358 AFFX-HUMGAPDH/M33197_3_at 12.2457 12.2819 12.1744 AFFX-HUMGAPDH/M33197_5_at 9.5007 9.7102 9.087 AFFX-HUMGAPDH/M33197_M_at 11.2756 11.4234 10.9839 AFFX-HUMISGF3A/M97935_3_at 8.985 9.2386 8.4844 AFFX-HUMISGF3A/M97935_5_at 3.3184 3.3388 3.2782 AFFX-HUMISGF3A/M97935_MA_at 6.3735 6.4116 6.2982 AFFX-HUMISGF3A/M97935_MB_at 3.8226 4.0068 3.459 AFFX-HUMRGE/M10098_3_at 11.7446 11.7408 11.7521 AFFX-HUMRGE/M10098_5_at 12.159 12.1801 12.1174 AFFX-HUMRGE/M10098_M_at 11.5369 11.436 11.7361 AFFX-LysX-3_at 8.4718 8.1201 9.1662 AFFX-LysX-5_at 4.3582 4.1327 4.8036 AFFX-LysX-M_at 6.8595 6.5699 7.4313 AFFX-M27830_3_at 5.2612 5.1379 5.5047 AFFX-M27830_5_at 10.904 10.7879 11.1332 AFFX-M27830_M_at 9.6574 9.5045 9.9593 AFFX-PheX-3_at 8.3588 8.0164 9.0349 AFFX-PheX-5_at 5.0991 4.8343 5.6218 AFFX-PheX-M_at 7.2411 6.9531 7.8099 AFFX-r2-Bs-dap-3_at 11.2081 10.9646 11.6887 AFFX-r2-Bs-dap-5_at 6.8225 6.4587 7.5406 AFFX-r2-Bs-dap-M_at 9.776 9.5082 10.3048 AFFX-r2-Bs-lys-3_at 7.4666 7.1528 8.0862 AFFX-r2-Bs-lys-5_at 4.5049 4.2359 5.0361 AFFX-r2-Bs-lys-M_at 6.9404 6.6635 7.487 AFFX-r2-Bs-phe-3_at 8.4368 8.1391 9.0245 AFFX-r2-Bs-phe-5_at 5.8363 5.5589 6.3839 AFFX-r2-Bs-phe-M_at 7.2065 6.91 7.792 AFFX-r2-Bs-thr-3_s_at 9.9281 9.6084 10.5594 AFFX-r2-Bs-thr-5_s_at 5.5705 5.2482 6.2068 AFFX-r2-Bs-thr-M_s_at 7.6229 7.3301 8.2012 AFFX-r2-Ec-bioB-3_at 8.5974 8.2614 9.2607 AFFX-r2-Ec-bioB-5_at 8.6073 8.2602 9.2925 AFFX-r2-Ec-bioB-M_at 8.6704 8.3193 9.3634 AFFX-r2-Ec-bioC-3_at 9.674 9.3498 10.3141 AFFX-r2-Ec-bioC-5_at 9.545 9.2097 10.2068 AFFX-r2-Ec-bioD-3_at 12.4696 12.2481 12.907 AFFX-r2-Ec-bioD-5_at 12.1067 11.8644 12.585 AFFX-r2-P1-cre-3_at 13.5575 13.434 13.8015 AFFX-r2-P1-cre-5_at 13.3258 13.18 13.6136 AFFX-ThrX-3_at 9.1329 8.8055 9.7794 AFFX-ThrX-5_at 5.4145 5.143 5.9505 AFFX-ThrX-M_at 7.0804 6.7717 7.69 AFFX-TrpnX-3_at 2.4527 2.4332 2.4913 AFFX-TrpnX-5_at 2.7524 2.7062 2.8437 AFFX-TrpnX-M_at 2.8998 2.8606 2.9772 Clustered Instances 0 77 ( 66%) 1 39 ( 34%) Class attribute: class Classes to Clusters: 0 1 <-- assigned to cluster 10 5 | normal 67 34 | tumoral Cluster 0 <-- tumoral Cluster 1 <-- normal Incorrectly clustered instances : 44.0 37.931 %