=== Clustering stats for training data === kMeans ====== Number of iterations: 3 Within cluster sum of squared errors: 61303.958541266446 Initial starting points (random): Cluster 0: 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Cluster 1: 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77,6.28284,5.077161,6.582431,7.449378,5.451654,7.849174,6.893036,11.339301,6.089685,9.390785,7.62186,9.594101,6.946284,3.26804,8.505824,5.569,7.550065,6.661392,7.337637,10.36801,8.818065,7.076731,6.694694,3.241756,8.406216,7.538726,8.93723,7.664975,6.71926,6.835888,5.248082,8.283649,8.28887,7.846569,5.585434,5.615486,5.790247,8.029288,7.879489,6.984248,8.254328,6.979378,8.262292,5.946861,8.320925,10.762547,7.459443,7.174717,7.377829,5.956032,3.131598,6.851416,4.298683,7.221047,8.150952,7.597712,8.345106,7.677299,7.551551,5.815657,7.367215,7.656227,7.826097,7.083851,8.232113,5.876418,6.779873,7.253911,7.961747,7.642168,7.092755,7.865979,9.410447,7.826421,6.270005,8.183274,8.005982,9.55586,5.122794,6.133131,8.532393,8.755514,9.61791,8.678469,4.440898,5.964848,8.020264,8.938732,9.557885,8.939014,5.933893,7.629322,8.901773,7.81699,8.008526,9.340041,4.186021,6.570374,7.733435,5.867682,7.503191,6.366407,4.635386,5.617982,6.697401,8.483992,6.448956,8.704751,7.777886,7.773712,7.466226,7.953393,9.213509,8.285788,6.954105,6.981978,8.047607,6.07576,4.182975,8.35756,7.087246,8.425577,8.037015,7.417033,7.490183,7.680526,7.17456,8.512344,7.554084,8.679538,6.531998,7.559794,7.135558,6.75578,4.337539,7.363724,5.12262,8.010932,7.734763,8.376817,3.380845,6.346764,7.985792,7.216179,9.154312,7.781206,8.1111,7.797426,6.202649,6.149699,5.226106,6.900816,6.579024,3.435782,8.330104,7.204871,7.968405,7.384263,5.527902,8.428142,7.934295,7.539018,6.687782,6.288118,6.560417,5.129005,8.10947,8.815783,8.285814,7.838364,7.750035,8.284894,8.414518,6.644431,7.674786,8.578143,7.803472,9.598457,8.655673,8.541151,4.462464,6.871774,7.966236,7.286322,5.779611,8.87815,6.258256,7.016133,7.509077,8.991357,4.408957,5.220799,7.701493,6.773639,5.983376,7.349177,8.222868,8.187766,8.078702,7.79311,6.572248,7.960415,6.739981,6.570717,8.985527,6.505258,7.213509,6.297688,3.426656,6.790176,3.647426,7.649314,5.954226,6.972649,3.442298,3.630451,7.46917,3.915848,6.848547,8.247938,7.206115,8.355258,6.512538,6.863918,4.03046,6.777754,8.212356,9.28142,5.894378,8.970123,8.013735,6.118894,6.947946,7.172599,6.918771,8.440073,6.959764,6.706494,6.469606,6.306059,6.990882,7.34721,7.498008,4.067978,5.815312,6.262824,6.580511,7.11227,6.850486,6.941457,7.629133,7.477603,7.584283,6.815193,8.375377,8.441219,5.747855,5.719094,7.242792,5.81945,7.234629,8.986801,4.942237,7.2031,6.884408,7.41253,5.394095,5.679229,9.597141,6.927812,7.632471,6.753651,8.719563,7.558234,7.494468,2.461898,6.674419,5.738581,7.572807,6.70128,6.193012,5.321782,6.478491,6.655149,7.051607,7.035613,7.452751,8.576585,8.477087,10.730646,9.5073,12.503447,12.020551,2.712042,2.732298,2.917333,12.964303,12.593979,12.79815,13.778391,13.265384,13.189234,13.264831,10.847732,7.990812,9.258021,9.624182,7.535667,8.083233,7.253459,2.594144,2.607633,3.281932,5.368277,8.907109,9.757573,5.187667,2.851404,3.000063,2.44433,2.514346,2.65738,2.605642,2.602653,2.621548,2.874513,2.716188,2.75129,3.438415,3.255885,3.00981,7.930305,7.65884,7.448916,9.180999,9.02618,11.085066,10.854101,13.098634,12.82958,3.615415,3.289424,2.985479,2.665462,3.144559,2.908773 Missing values globally replaced with mean/mode Final cluster centroids: Cluster# Attribute Full Data 0 1 (28.0) (14.0) (14.0) ============================================================== 1007_s_at 10.1641 10.1 10.2282 1053_at 7.0251 6.1972 7.8529 117_at 5.935 5.3905 6.4795 121_at 10.0799 10.6438 9.516 1255_g_at 2.7447 2.8183 2.6711 1294_at 7.4711 7.3263 7.6159 1316_at 5.5409 5.7166 5.3653 1320_at 5.1188 5.212 5.0256 1405_i_at 6.7329 4.815 8.6508 1431_at 3.7254 4.1542 3.2966 1438_at 5.792 5.8977 5.6862 1487_at 8.4957 8.8392 8.1523 1494_f_at 5.0816 5.2729 4.8902 1552256_a_at 8.2143 6.5767 9.8518 1552257_a_at 7.5356 7.4163 7.655 1552258_at 3.7775 3.8188 3.7363 1552261_at 5.517 5.6439 5.3901 1552263_at 5.0125 4.1648 5.8602 1552264_a_at 7.4347 6.5638 8.3056 1552266_at 2.8308 2.8281 2.8334 1552269_at 4.4788 4.918 4.0397 1552271_at 5.5909 5.6016 5.5802 1552272_a_at 5.9643 6.0916 5.837 1552274_at 6.2229 6.5388 5.9071 1552275_s_at 6.1478 6.5155 5.78 1552276_a_at 5.6518 5.7703 5.5333 1552277_a_at 7.6743 7.1174 8.2313 1552278_a_at 5.2945 5.3146 5.2744 1552279_a_at 6.773 6.7427 6.8032 1552280_at 4.8493 3.9816 5.7171 1552281_at 9.3747 10.3064 8.443 1552283_s_at 5.8971 6.1583 5.636 1552286_at 5.1248 5.0234 5.2262 1552287_s_at 5.8819 5.9283 5.8355 1552288_at 3.546 3.6359 3.456 1552289_a_at 3.6735 3.8006 3.5465 1552291_at 6.5526 6.4619 6.6433 1552293_at 4.648 4.7062 4.5897 1552295_a_at 7.3775 7.2783 7.4767 1552296_at 3.8656 3.2744 4.4569 1552299_at 4.391 4.4793 4.3026 1552301_a_at 4.3515 4.5172 4.1859 1552302_at 7.355 8.2965 6.4136 1552303_a_at 7.2465 7.8222 6.6709 1552304_at 3.7085 3.5115 3.9054 1552306_at 3.8538 3.4124 4.2951 1552307_a_at 4.0951 3.7941 4.3962 1552309_a_at 5.5209 5.7544 5.2873 1552310_at 7.2014 7.2537 7.1491 1552311_a_at 6.3968 6.5601 6.2335 1552312_a_at 5.7962 4.6487 6.9437 1552314_a_at 3.6415 3.5481 3.7348 1552315_at 6.4892 5.837 7.1415 1552316_a_at 6.7549 5.8323 7.6774 1552318_at 6.3081 5.6844 6.9317 1552319_a_at 3.6778 3.763 3.5926 1552320_a_at 2.9275 3.0593 2.7958 1552321_a_at 3.6005 3.7009 3.5001 1552322_at 2.7027 2.6761 2.7293 1552323_s_at 3.7048 3.456 3.9536 1552325_at 2.7728 2.7601 2.7854 1552326_a_at 5.3233 5.3907 5.2559 1552327_at 3.977 3.9851 3.969 1552329_at 5.8309 5.4662 6.1956 1552330_at 6.3279 6.1584 6.4974 1552332_at 6.439 6.493 6.385 1552334_at 4.4616 4.2687 4.6546 1552335_at 4.9301 4.7696 5.0906 1552337_s_at 6.2492 6.41 6.0884 1552338_at 4.0488 4.0564 4.0411 1552340_at 3.8841 3.8912 3.8769 1552343_s_at 4.2669 4.3288 4.205 1552344_s_at 6.0001 5.7205 6.2796 1552347_at 7.2167 6.9133 7.5201 1552348_at 5.7831 6.038 5.5282 1552349_a_at 4.2801 4.3244 4.2357 1552354_at 4.0492 4.101 3.9973 1552355_s_at 5.1802 5.4964 4.864 1552359_at 2.9208 2.8873 2.9544 1552360_a_at 5.2293 5.1457 5.3128 1552362_a_at 7.6746 8.5248 6.8244 1552364_s_at 4.7789 4.7115 4.8463 1552365_at 8.2349 8.8049 7.6649 1552367_a_at 8.0634 8.752 7.3749 1552368_at 2.9914 3.0435 2.9393 1552370_at 6.7653 6.6245 6.9061 1552372_at 2.4118 2.3914 2.4321 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7.5115 AFFX-BioC-3_at 8.7683 8.9004 8.6362 AFFX-BioC-5_at 8.6548 8.7636 8.546 AFFX-BioDn-3_at 11.193 11.481 10.905 AFFX-BioDn-5_at 9.7309 9.8813 9.5806 AFFX-CreX-3_at 12.6238 12.7356 12.5119 AFFX-CreX-5_at 12.1642 12.2791 12.0492 AFFX-DapX-3_at 2.7046 2.7094 2.6997 AFFX-DapX-5_at 2.7735 2.7688 2.7783 AFFX-DapX-M_at 2.8149 2.8288 2.801 AFFX-HSAC07/X00351_3_at 12.8931 12.7681 13.0181 AFFX-HSAC07/X00351_5_at 12.2048 11.8243 12.5854 AFFX-HSAC07/X00351_M_at 12.5461 12.3018 12.7904 AFFX-hum_alu_at 13.897 14.0273 13.7667 AFFX-HUMGAPDH/M33197_3_at 13.3369 13.2044 13.4694 AFFX-HUMGAPDH/M33197_5_at 13.0685 12.7688 13.3681 AFFX-HUMGAPDH/M33197_M_at 13.174 12.9194 13.4287 AFFX-HUMISGF3A/M97935_3_at 9.9147 9.27 10.5593 AFFX-HUMISGF3A/M97935_5_at 6.2742 5.2385 7.3098 AFFX-HUMISGF3A/M97935_MA_at 7.9144 6.9774 8.8513 AFFX-HUMISGF3A/M97935_MB_at 7.9898 6.8685 9.1111 AFFX-HUMRGE/M10098_3_at 8.8529 9.7543 7.9515 AFFX-HUMRGE/M10098_5_at 8.7056 9.4804 7.9308 AFFX-HUMRGE/M10098_M_at 7.5026 7.5695 7.4357 AFFX-LysX-3_at 2.6755 2.6948 2.6562 AFFX-LysX-5_at 2.6714 2.7216 2.6211 AFFX-LysX-M_at 3.4027 3.394 3.4114 AFFX-M27830_3_at 5.5172 5.5435 5.4909 AFFX-M27830_5_at 9.3925 9.6487 9.1363 AFFX-M27830_M_at 10.041 9.8707 10.2113 AFFX-PheX-3_at 5.6887 5.9015 5.4759 AFFX-PheX-5_at 2.8819 2.8755 2.8882 AFFX-PheX-M_at 2.8321 2.8846 2.7796 AFFX-r2-Bs-dap-3_at 2.5328 2.5405 2.5251 AFFX-r2-Bs-dap-5_at 2.5886 2.611 2.5662 AFFX-r2-Bs-dap-M_at 2.6317 2.6356 2.6278 AFFX-r2-Bs-lys-3_at 2.7421 2.8185 2.6658 AFFX-r2-Bs-lys-5_at 2.6638 2.7025 2.6252 AFFX-r2-Bs-lys-M_at 2.7934 2.8312 2.7557 AFFX-r2-Bs-phe-3_at 3.23 3.3307 3.1293 AFFX-r2-Bs-phe-5_at 2.5806 2.5443 2.6169 AFFX-r2-Bs-phe-M_at 2.8188 2.852 2.7855 AFFX-r2-Bs-thr-3_s_at 3.4205 3.4035 3.4375 AFFX-r2-Bs-thr-5_s_at 3.4032 3.381 3.4253 AFFX-r2-Bs-thr-M_s_at 3.0465 3.1098 2.9831 AFFX-r2-Ec-bioB-3_at 8.2758 8.5273 8.0243 AFFX-r2-Ec-bioB-5_at 7.7801 7.9103 7.6499 AFFX-r2-Ec-bioB-M_at 7.3777 7.2856 7.4697 AFFX-r2-Ec-bioC-3_at 9.3572 9.5252 9.1892 AFFX-r2-Ec-bioC-5_at 9.1374 9.2648 9.0101 AFFX-r2-Ec-bioD-3_at 11.4285 11.6317 11.2254 AFFX-r2-Ec-bioD-5_at 11.1272 11.3828 10.8715 AFFX-r2-P1-cre-3_at 13.1872 13.3151 13.0592 AFFX-r2-P1-cre-5_at 12.9125 13.0246 12.8004 AFFX-ThrX-3_at 3.7616 3.8055 3.7178 AFFX-ThrX-5_at 3.4782 3.4921 3.4642 AFFX-ThrX-M_at 2.9704 2.9387 3.0021 AFFX-TrpnX-3_at 2.6846 2.6879 2.6813 AFFX-TrpnX-5_at 3.11 3.1054 3.1145 AFFX-TrpnX-M_at 3.173 3.206 3.1401 Clustered Instances 0 14 ( 50%) 1 14 ( 50%) Class attribute: class Classes to Clusters: 0 1 <-- assigned to cluster 0 14 | Clear_Cell_Renal_Cell_Carcinoma 14 0 | normal Cluster 0 <-- normal Cluster 1 <-- Clear_Cell_Renal_Cell_Carcinoma Incorrectly clustered instances : 0.0 0 %