=== Clustering stats for training data === kMeans ====== Number of iterations: 2 Within cluster sum of squared errors: 20704.312410046914 Initial starting points (random): Cluster 0: 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Cluster 1: 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6,4.766373,8.230472,9.610254,3.924844,7.508579,7.81728,3.469838,7.307106,4.394662,6.35822,4.292661,5.467357,4.541404,5.213328,6.383343,6.870493,7.584346,6.266665,6.051929,4.201134,3.804192,6.755059,3.428755,4.313473,5.594631,3.891466,3.994189,4.826015,7.622054,7.443323,5.414576,7.062706,3.338395,6.555886,5.934222,6.122921,3.875422,5.045568,4.583281,4.081546,6.296624,6.288333,4.793862,5.467361,5.23267,7.387333,8.2293,6.152933,6.631806,6.947052,4.056162,7.919287,5.097163,8.916038,7.410049,8.818123,7.937564,6.611661,7.310312,6.97976,8.418679,9.040754,9.171588,6.845989,5.479311,6.091401,7.827384,9.036477,7.733252,5.298061,5.606505,5.338357,4.119292,4.178957,6.51758,5.108834,9.062755,7.336686,9.569175,6.962581,9.377251,6.878828,10.133187,4.582261,3.810673,8.586911,6.321981,9.315298,4.598812,6.957501,8.212403,9.210284,6.208577,6.775453,4.133487,8.488286,5.207225,9.053663,6.547452,4.601174,7.991656,3.71842,9.060828,7.263766,7.776963,4.564063,5.761307,3.606007,5.146048,8.627481,7.942046,7.664103,4.752184,8.078083,5.624854,8.729153,10.014515,5.225712,8.563814,7.306815,5.424725,4.879243,5.457051,4.584935,6.409269,8.977143,7.314118,6.236106,7.580872,5.997473,3.693174,7.463114,6.861168,6.567538,6.577358,8.663684,5.65778,5.387921,5.621661,7.06328,7.452478,7.066708,7.494834,8.294757,4.972258,5.26372,8.030697,8.13821,6.380153,3.460237,6.823894,8.420444,7.369078,9.627432,9.173941,3.718204,5.892822,8.085761,7.831219,9.411341,8.189522,5.655459,6.555347,8.954619,7.116791,6.80839,7.685443,4.371835,7.579023,6.990979,5.32814,6.024894,4.177625,4.570697,6.271494,6.963234,6.982734,5.56517,9.45368,5.187417,7.73323,6.52384,7.515922,9.305613,9.10573,7.236003,4.937167,7.180198,5.464526,4.264543,7.932577,6.430802,7.750557,8.504748,7.529123,7.589392,7.041254,7.418138,8.016248,6.805276,9.132791,4.432665,6.303995,8.157349,5.373558,5.119104,5.144552,3.949368,7.060869,7.235145,7.697773,4.650668,5.02112,8.957627,6.758381,8.84439,6.342144,6.018774,7.880447,6.686466,3.643602,6.388305,4.188595,6.667265,4.168659,8.999451,6.738468,5.757111,6.644544,3.659462,5.513897,6.12684,6.969815,6.920771,5.546094,4.758796,4.055196,7.357876,8.423276,6.786962,4.514112,6.877804,6.457762,7.697799,4.603693,4.823526,8.691099,6.307553,8.789714,8.308321,7.723988,3.978252,7.525496,8.377714,6.807493,5.590743,6.594601,4.436299,6.444393,7.729711,7.878874,3.850318,4.054174,6.486396,6.013944,5.605861,7.439922,7.73171,6.21258,9.017901,4.837331,5.4247,7.008328,5.795583,4.719633,6.009613,5.976142,3.885793,7.228592,3.474128,5.519755,3.635652,5.377126,5.531945,8.016882,4.20763,4.094368,6.65618,3.633161,5.783238,8.60865,6.580861,8.603967,4.849389,7.12393,5.750488,6.111472,7.814168,7.997003,4.714275,7.161487,6.696167,3.588371,6.035685,7.258342,6.124313,8.535514,5.090771,5.802575,5.755588,4.377312,8.205294,7.527854,4.791778,4.167491,3.723256,5.24198,7.175152,7.491838,6.602285,5.216396,7.607141,5.056044,8.221109,5.125348,8.413796,6.231173,4.978671,7.972487,6.139473,3.687072,7.808422,8.488574,5.702223,6.802391,5.731141,6.596566,5.559377,6.950596,7.122588,3.947236,7.025955,6.12503,7.915223,7.89381,7.175663,3.630493,4.93816,6.131283,5.892542,5.027505,4.16202,6.768788,7.350673,6.241232,7.502794,7.50806,8.582889,8.723678,8.828638,11.432977,8.919521,12.345715,12.010847,4.088095,3.531046,3.811225,11.175087,8.220713,9.730002,13.56227,11.921368,9.942251,11.048725,7.890177,4.024167,6.481429,5.579137,8.767191,8.709265,7.224253,11.612181,9.801945,11.262602,6.65597,10.151304,9.393804,12.475117,10.787344,11.658428,3.872883,3.651167,3.71684,11.032661,10.405776,10.894574,12.190971,10.899475,12.116832,9.21772,6.871949,8.450962,7.75056,7.545602,8.224147,9.490323,9.291027,11.092303,11.191367,9.161015,10.317287,7.435778,9.700542,8.827619,6.527417,12.756913,12.642533,9.125765,5.438705,6.687664,9.338558,10.393348,9.370729 Missing values globally replaced with mean/mode Final cluster centroids: Cluster# Attribute Full Data 0 1 (20.0) (10.0) (10.0) ============================================================== 1007_s_at 9.1662 9.2051 9.1273 1053_at 4.831 4.9929 4.669 117_at 5.8298 5.9562 5.7034 121_at 10.0503 9.6853 10.4153 1255_g_at 3.8398 3.7956 3.884 1294_at 7.4002 7.516 7.2844 1316_at 5.3079 5.1696 5.4463 1320_at 4.3475 4.2573 4.4377 1405_i_at 5.6076 6.2651 4.9502 1431_at 3.8012 3.7664 3.836 1438_at 6.3689 6.2325 6.5053 1487_at 7.5661 7.3012 7.831 1494_f_at 6.1967 6.076 6.3174 1598_g_at 9.3394 9.2375 9.4414 160020_at 7.6533 7.7477 7.559 1729_at 7.7402 8.0753 7.4051 1773_at 4.9499 5.0169 4.883 177_at 4.7058 4.6448 4.7667 179_at 8.6276 8.5795 8.6758 1861_at 5.4221 5.4092 5.4351 200000_s_at 8.6726 8.8159 8.5292 200001_at 10.2049 10.274 10.1358 200002_at 10.2343 10.6247 9.8439 200003_s_at 10.7529 11.2455 10.2602 200004_at 9.8819 10.0373 9.7266 200005_at 9.483 9.7127 9.2534 200006_at 10.1552 10.1373 10.1731 200007_at 10.6798 10.6191 10.7406 200008_s_at 8.4404 8.8945 7.9863 200009_at 10.1598 10.3857 9.9339 200010_at 10.8061 11.0616 10.5506 200011_s_at 9.2339 9.2827 9.1852 200012_x_at 11.4418 11.4757 11.408 200013_at 11.0842 11.2998 10.8687 200014_s_at 8.4111 8.6055 8.2167 200015_s_at 9.7207 9.7739 9.6674 200016_x_at 11.5043 11.5833 11.4254 200017_at 10.8677 10.9003 10.8351 200018_at 11.7159 11.8496 11.5822 200019_s_at 10.5999 10.9166 10.2831 200020_at 8.5853 8.8149 8.3556 200021_at 11.9742 11.9202 12.0283 200022_at 10.5314 10.9816 10.0811 200023_s_at 9.5352 9.7051 9.3652 200024_at 11.0192 11.3773 10.6612 200025_s_at 11.5529 11.6843 11.4215 200026_at 11.6631 11.768 11.5581 200027_at 9.6991 9.5652 9.8331 200028_s_at 9.512 9.3606 9.6634 200029_at 11.6634 11.8274 11.4995 200030_s_at 11.1462 10.9524 11.3401 200031_s_at 11.4733 11.7307 11.2158 200032_s_at 11.4946 11.5701 11.4191 200033_at 10.0403 10.245 9.8356 200034_s_at 11.076 11.2435 10.9084 200035_at 8.493 8.6323 8.3538 200036_s_at 10.3972 10.7062 10.0883 200037_s_at 8.7678 9.2336 8.302 200038_s_at 10.9622 11.2665 10.6579 200039_s_at 8.5725 8.7359 8.4092 200040_at 9.4278 9.6777 9.1779 200041_s_at 9.7615 10.1121 9.4109 200042_at 8.7589 8.6849 8.8329 200043_at 9.7117 9.6835 9.7399 200044_at 8.7257 8.8312 8.6202 200045_at 7.9575 7.8054 8.1095 200046_at 9.0173 9.018 9.0166 200047_s_at 8.1831 8.3417 8.0246 200048_s_at 9.3762 9.4039 9.3486 200049_at 7.7327 7.6573 7.8081 200050_at 6.9253 7.2746 6.5759 200051_at 5.9026 5.8375 5.9677 200052_s_at 7.794 7.9435 7.6444 200053_at 8.8272 8.8828 8.7717 200054_at 6.8038 6.8316 6.776 200055_at 9.2225 9.1847 9.2602 200056_s_at 5.4103 5.5279 5.2927 200057_s_at 10.2788 10.3732 10.1843 200058_s_at 8.4609 8.7205 8.2013 200059_s_at 10.245 10.4476 10.0425 200060_s_at 8.3532 8.5422 8.1642 200061_s_at 12.1985 12.3154 12.0815 200062_s_at 11.738 11.9635 11.5125 200063_s_at 10.2169 10.4988 9.935 200064_at 10.9002 11.0611 10.7392 200065_s_at 10.3306 10.4969 10.1643 200066_at 8.18 8.4749 7.8851 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3.6076 65493_at 5.2039 5.2023 5.2055 65517_at 7.2826 6.7995 7.7657 65521_at 7.6276 7.5219 7.7333 65585_at 6.6554 6.4053 6.9054 65588_at 5.5452 5.808 5.2824 65591_at 7.8609 7.9649 7.7569 65630_at 5.0242 4.9139 5.1346 65635_at 8.3159 8.2836 8.3481 65718_at 5.1368 5.2163 5.0573 65770_at 8.3756 8.374 8.3772 65884_at 6.4737 6.8648 6.0825 66053_at 4.5325 4.4474 4.6176 71933_at 8.0609 8.1018 8.0199 74694_s_at 5.6224 5.7994 5.4454 76897_s_at 3.6596 3.7046 3.6147 77508_r_at 7.9374 7.743 8.1318 78047_s_at 8.6686 8.6214 8.7158 78330_at 5.7995 5.6905 5.9084 78383_at 6.6547 6.5087 6.8006 78495_at 5.8207 5.8281 5.8133 79005_at 6.7234 6.8136 6.6332 81737_at 5.4912 5.3633 5.6191 81811_at 6.7013 6.8799 6.5226 823_at 7.6408 8.0313 7.2504 87100_at 4.4179 4.5066 4.3292 89476_r_at 7.0762 6.9413 7.2111 89948_at 6.2019 6.1427 6.261 89977_at 7.8473 8.0036 7.691 90265_at 7.9094 7.6845 8.1342 90610_at 7.2925 7.403 7.1821 91580_at 3.6365 3.586 3.687 91617_at 4.8471 4.8733 4.821 91682_at 6.2839 6.2859 6.2818 91684_g_at 5.9329 5.9385 5.9273 91703_at 5.33 5.7564 4.9035 91816_f_at 4.9328 5.3481 4.5174 91826_at 6.6901 6.4975 6.8827 91920_at 7.3575 7.2035 7.5114 91952_at 6.4099 6.5302 6.2897 AFFX-BioB-3_at 6.8117 6.5656 7.0578 AFFX-BioB-5_at 6.8378 6.6522 7.0234 AFFX-BioB-M_at 7.8662 7.6216 8.1108 AFFX-BioC-3_at 8.146 7.9238 8.3681 AFFX-BioC-5_at 8.2773 8.0698 8.4848 AFFX-BioDn-3_at 11.0321 10.7592 11.305 AFFX-BioDn-5_at 8.2209 8.0115 8.4302 AFFX-CreX-3_at 12.0327 11.8777 12.1878 AFFX-CreX-5_at 11.5567 11.3585 11.7548 AFFX-DapX-3_at 3.9145 3.8952 3.9338 AFFX-DapX-5_at 3.5749 3.565 3.5847 AFFX-DapX-M_at 3.6585 3.6326 3.6845 AFFX-HSAC07/X00351_3_at 11.6456 11.8144 11.4768 AFFX-HSAC07/X00351_5_at 10.276 10.7838 9.7683 AFFX-HSAC07/X00351_M_at 11.2236 11.6086 10.8386 AFFX-hum_alu_at 13.3286 13.2264 13.4308 AFFX-HUMGAPDH/M33197_3_at 12.2208 12.445 11.9967 AFFX-HUMGAPDH/M33197_5_at 11.225 11.7527 10.6973 AFFX-HUMGAPDH/M33197_M_at 11.8683 12.2578 11.4787 AFFX-HUMISGF3A/M97935_3_at 8.2401 8.8948 7.5855 AFFX-HUMISGF3A/M97935_5_at 4.1325 4.2958 3.9691 AFFX-HUMISGF3A/M97935_MA_at 7.0902 7.4835 6.6968 AFFX-HUMISGF3A/M97935_MB_at 6.3553 7.031 5.6796 AFFX-HUMRGE/M10098_3_at 6.6037 5.6637 7.5437 AFFX-HUMRGE/M10098_5_at 5.356 4.5587 6.1534 AFFX-HUMRGE/M10098_M_at 4.5156 3.9518 5.0794 AFFX-LysX-3_at 10.6194 10.5379 10.7009 AFFX-LysX-5_at 8.9501 9.1784 8.7219 AFFX-LysX-M_at 10.2682 10.37 10.1663 AFFX-M27830_3_at 7.0251 6.9775 7.0726 AFFX-M27830_5_at 7.889 6.0839 9.6942 AFFX-M27830_M_at 8.7937 8.4854 9.1021 AFFX-PheX-3_at 11.7389 11.7522 11.7255 AFFX-PheX-5_at 10.5304 10.8028 10.2579 AFFX-PheX-M_at 11.0686 11.1419 10.9953 AFFX-r2-Bs-dap-3_at 3.5819 3.5621 3.6018 AFFX-r2-Bs-dap-5_at 3.6804 3.6458 3.715 AFFX-r2-Bs-dap-M_at 3.5143 3.5156 3.5129 AFFX-r2-Bs-lys-3_at 9.6543 9.6859 9.6227 AFFX-r2-Bs-lys-5_at 9.4822 9.7597 9.2047 AFFX-r2-Bs-lys-M_at 9.696 9.7501 9.6419 AFFX-r2-Bs-phe-3_at 11.4816 11.4244 11.5388 AFFX-r2-Bs-phe-5_at 10.5572 10.8109 10.3034 AFFX-r2-Bs-phe-M_at 11.5132 11.5691 11.4574 AFFX-r2-Bs-thr-3_s_at 7.7646 7.8395 7.6896 AFFX-r2-Bs-thr-5_s_at 6.797 6.8641 6.7298 AFFX-r2-Bs-thr-M_s_at 7.6129 7.6859 7.5399 AFFX-r2-Ec-bioB-3_at 7.2174 6.8744 7.5604 AFFX-r2-Ec-bioB-5_at 6.8215 6.5787 7.0642 AFFX-r2-Ec-bioB-M_at 7.3536 7.215 7.4923 AFFX-r2-Ec-bioC-3_at 8.8392 8.603 9.0754 AFFX-r2-Ec-bioC-5_at 8.6436 8.3896 8.8975 AFFX-r2-Ec-bioD-3_at 10.5386 10.2958 10.7814 AFFX-r2-Ec-bioD-5_at 10.6276 10.363 10.8921 AFFX-r2-Hs18SrRNA-3_s_at 6.8562 5.7708 7.9417 AFFX-r2-Hs18SrRNA-5_at 6.6789 5.8258 7.532 AFFX-r2-Hs18SrRNA-M_x_at 4.8943 4.2064 5.5823 AFFX-r2-Hs28SrRNA-3_at 7.0235 6.0055 8.0415 AFFX-r2-Hs28SrRNA-5_at 7.2075 6.2462 8.1689 AFFX-r2-Hs28SrRNA-M_at 5.168 4.7533 5.5827 AFFX-r2-P1-cre-3_at 12.4125 12.1958 12.6292 AFFX-r2-P1-cre-5_at 12.3719 12.1611 12.5827 AFFX-ThrX-3_at 7.3928 7.4451 7.3405 AFFX-ThrX-5_at 5.3177 5.3603 5.275 AFFX-ThrX-M_at 5.6947 5.7945 5.5949 AFFX-TrpnX-3_at 7.551 7.4892 7.6128 AFFX-TrpnX-5_at 9.3432 9.4044 9.282 AFFX-TrpnX-M_at 7.7434 7.7498 7.737 Clustered Instances 0 10 ( 50%) 1 10 ( 50%) Class attribute: class Classes to Clusters: 0 1 <-- assigned to cluster 1 9 | normal 9 1 | RCC Cluster 0 <-- RCC Cluster 1 <-- normal Incorrectly clustered instances : 2.0 10 %