=== Clustering stats for training data === kMeans ====== Number of iterations: 7 Within cluster sum of squared errors: 99555.19187533422 Initial starting points (random): Cluster 0: 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Cluster 1: 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231201,5.509523,3.924337,8.701994,3.079149,2.882003,4.698372,3.350951,7.44015,6.501781,6.064816,8.091594,4.235141,7.312891,3.562398,6.405964,7.128981,7.211131,3.328979,6.099911,6.686334,4.455205,7.684961,7.593135,6.388486,6.523295,7.98782,7.844447,8.646609,8.468437,8.46284,8.3218,5.213789,10.20759,7.484239,8.955104,7.644071,8.027858,7.756503,8.417611,7.910756,7.098484,8.903159,8.909912,9.152018,6.144181,7.123586,4.299547,11.369699,4.563666,7.116087,3.843659,10.967162,10.340123,3.598414,2.833308,7.405048,4.958116,8.420241,6.512912,11.143425,6.088617,8.167784,7.727892,10.586578,6.765426,3.587953,6.133176,5.814655,5.341807,7.112546,7.161694,10.993019,9.269358,8.11161,6.084762,3.143257,8.469742,8.892941,10.321192,7.262624,6.210485,7.476062,3.442126,5.436596,5.940402,8.085828,5.065731,7.03298,2.680282,3.928511,8.334471,6.529789,7.729567,4.418781,9.89083,4.919347,8.873767,11.575251,5.936011,8.859682,8.464668,7.03439,5.250739,7.399717,5.886423,7.883957,6.192753,7.459635,4.342205,7.4044,7.96094,4.917921,5.299801,6.637055,7.183613,6.789482,7.9926,6.344251,5.776498,7.507041,7.765071,8.844686,8.36535,7.266641,8.657712,6.876608,9.278188,7.725343,6.9354,5.655045,10.037008,6.336418,3.717778,6.29193,9.483836,9.662482,6.872161,6.33772,9.66047,7.482723,9.807607,9.229179,5.295655,6.253472,9.710034,9.655808,8.773927,7.108939,4.855396,7.890244,8.989836,7.419838,7.099734,4.009122,3.620051,4.832382,7.782507,8.464766,7.250321,9.352484,6.14777,7.560537,7.549825,8.230457,9.640754,8.819695,9.19404,9.421798,7.503006,5.500446,3.346821,8.043724,6.292099,5.920208,7.285051,6.837561,4.857118,6.847499,7.611692,8.970568,7.980941,9.576071,8.391443,7.930502,7.114931,6.853548,5.300226,5.154898,3.857007,7.705883,7.785944,8.598294,3.192558,5.109104,7.845105,6.818775,8.737571,7.742031,6.889023,8.616523,6.139189,5.29821,5.602964,6.474197,6.99596,3.909146,8.379741,7.038623,7.908239,6.537506,4.161646,9.641196,8.395103,6.698179,7.183598,4.192018,6.564224,4.764864,7.19504,8.480691,7.962713,7.523574,8.043575,5.572553,7.214404,6.43484,8.280993,10.528935,6.38968,8.941504,8.670756,6.775324,4.096952,6.457148,8.443707,7.891332,6.796456,8.630895,6.005423,7.351695,7.486052,5.708406,5.083439,5.308183,5.714015,7.512374,6.811241,7.456458,8.442964,7.310165,7.611742,3.589551,6.152923,8.725207,5.395587,4.955062,3.792717,4.404024,7.607019,7.031519,3.565704,6.495466,8.479807,8.927471,3.707269,7.703131,5.084391,4.885194,5.213912,3.052373,6.953572,8.131128,7.097919,9.605461,6.050689,7.993248,4.930382,6.064243,7.189364,6.745721,6.566937,5.608949,6.57614,7.806741,6.577991,7.251533,7.693371,8.471313,7.967441,5.8256,7.792479,3.768572,7.199909,6.805653,5.413997,2.85691,5.733446,5.680641,6.460524,8.281875,5.171243,8.982403,8.556228,6.697417,8.041719,5.475767,9.367374,7.116698,4.623849,6.695111,7.562678,3.560796,7.150871,8.965284,6.387266,7.870604,6.588984,7.144452,5.840967,5.903314,4.529497,4.555644,7.331007,8.790473,4.337637,9.410198,10.127686,2.944412,6.885782,7.64318,7.267801,7.479539,4.463243,6.311409,7.097805,7.529726,7.994486,8.025906,8.354954,9.806268,9.291484,12.243311,10.440926,13.611004,13.363886,3.341847,3.505991,3.061796,14.202403,13.301143,13.846209,14.354722,13.97047,13.408005,13.829826,9.94963,6.800748,9.061614,8.212693,6.132549,4.751578,4.550977,3.009241,2.994858,3.720388,5.266378,7.082391,10.879702,5.019588,3.49622,3.365845,2.563639,3.351149,3.006771,2.98023,3.240659,2.616024,5.456431,2.920176,3.079271,3.66846,3.721931,5.102144,8.511201,9.150253,8.733976,10.226274,9.846721,12.578102,11.93707,13.860728,13.850135,4.800439,3.969768,3.545915,2.948082,3.913077,3.433984 Missing values globally replaced with mean/mode Final cluster centroids: Cluster# Attribute Full Data 0 1 (46.0) (30.0) (16.0) ============================================================== 1007_s_at 6.0939 6.2767 5.751 1053_at 7.6906 7.7408 7.5964 117_at 6.7323 6.6004 6.9796 121_at 7.9187 8.1259 7.5301 1255_g_at 2.9082 2.9715 2.7897 1294_at 7.9451 7.9083 8.0143 1316_at 5.9312 5.8521 6.0795 1320_at 4.3214 4.4648 4.0526 1405_i_at 9.0883 9.1374 8.9963 1431_at 3.9531 3.9493 3.96 1438_at 5.7112 5.8022 5.5406 1487_at 7.6372 7.5925 7.7211 1494_f_at 6.1313 6.3632 5.6965 1552256_a_at 7.0093 7.1805 6.6884 1552257_a_at 7.8158 7.7504 7.9385 1552258_at 5.4082 5.1765 5.8424 1552261_at 3.9984 4.141 3.7312 1552263_at 8.3673 8.0995 8.8693 1552264_a_at 9.2291 9.127 9.4206 1552266_at 2.9954 3.0667 2.8616 1552269_at 3.1918 3.2448 3.0924 1552271_at 5.8217 5.9771 5.5304 1552272_a_at 5.1131 5.1712 5.0042 1552274_at 8.3591 8.3356 8.4032 1552275_s_at 8.1052 8.15 8.0211 1552276_a_at 6.0899 6.3253 5.6485 1552277_a_at 7.3233 7.315 7.3388 1552278_a_at 3.4209 3.4713 3.3264 1552279_a_at 6.5422 6.685 6.2743 1552280_at 4.2213 4.0933 4.4611 1552281_at 5.9399 6.1632 5.521 1552283_s_at 3.78 3.7499 3.8364 1552286_at 5.6551 5.6098 5.74 1552287_s_at 6.6537 6.1732 7.5546 1552288_at 4.1533 4.2504 3.9711 1552289_a_at 4.844 4.9554 4.6351 1552291_at 5.999 5.8376 6.3015 1552293_at 4.7933 4.8786 4.6335 1552295_a_at 6.9306 7.1516 6.5161 1552296_at 3.4406 3.4234 3.4729 1552299_at 4.0529 4.1128 3.9407 1552301_a_at 4.5369 4.6061 4.4072 1552302_at 4.2767 4.0859 4.6345 1552303_a_at 6.1799 6.2039 6.135 1552304_at 3.7316 3.6619 3.8621 1552306_at 4.0321 3.9679 4.1526 1552307_a_at 6.2109 6.0667 6.4814 1552309_a_at 4.9895 4.773 5.3953 1552310_at 6.4564 6.311 6.729 1552311_a_at 7.4808 7.5586 7.335 1552312_a_at 5.6201 5.6332 5.5957 1552314_a_at 5.5773 5.3826 5.9424 1552315_at 6.4646 6.499 6.4002 1552316_a_at 5.9386 5.8715 6.0644 1552318_at 5.297 5.2717 5.3446 1552319_a_at 4.1461 4.2667 3.9201 1552320_a_at 3.6229 3.76 3.3657 1552321_a_at 3.0715 3.1935 2.8428 1552322_at 3.0195 2.9204 3.2054 1552323_s_at 5.0019 4.8226 5.338 1552325_at 2.7292 2.7524 2.6856 1552326_a_at 4.3049 4.4835 3.9702 1552327_at 3.3277 3.2766 3.4236 1552329_at 7.8934 7.5831 8.4752 1552330_at 4.2191 4.0732 4.4928 1552332_at 7.2588 7.4153 6.9653 1552334_at 5.3165 5.1251 5.6754 1552335_at 6.3906 6.361 6.4462 1552337_s_at 4.2768 4.4776 3.9002 1552338_at 4.333 4.4237 4.1628 1552340_at 4.7115 4.8523 4.4477 1552343_s_at 4.9729 4.7658 5.3611 1552344_s_at 7.2474 7.277 7.1918 1552347_at 6.9275 6.8033 7.1603 1552348_at 8.8985 8.6632 9.3399 1552349_a_at 5.3922 5.2787 5.6048 1552354_at 4.9812 5.2701 4.4395 1552355_s_at 5.3416 5.4807 5.0808 1552359_at 2.939 2.9578 2.9039 1552360_a_at 5.3331 5.1411 5.693 1552362_a_at 4.6883 4.7286 4.6128 1552364_s_at 5.89 5.9556 5.767 1552365_at 3.0223 3.0595 2.9527 1552367_a_at 3.0484 3.087 2.976 1552368_at 3.1065 3.1934 2.9436 1552370_at 6.79 6.5478 7.2441 1552372_at 2.5749 2.5984 2.5308 1552373_s_at 2.8947 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7.152 6.6684 91952_at 7.1669 7.6642 6.2342 AFFX-BioB-3_at 8.471 8.3927 8.6177 AFFX-BioB-5_at 8.2453 8.2591 8.2193 AFFX-BioB-M_at 8.9191 8.8816 8.9896 AFFX-BioC-3_at 10.4037 10.4022 10.4064 AFFX-BioC-5_at 9.7738 9.8222 9.6828 AFFX-BioDn-3_at 12.5545 12.6232 12.4257 AFFX-BioDn-5_at 10.9785 11.0179 10.9046 AFFX-CreX-3_at 13.8513 13.8343 13.8833 AFFX-CreX-5_at 13.5738 13.5701 13.5807 AFFX-DapX-3_at 5.8929 3.5934 10.2045 AFFX-DapX-5_at 4.7786 3.4035 7.357 AFFX-DapX-M_at 5.448 3.3874 9.3117 AFFX-HSAC07/X00351_3_at 14.1144 14.1493 14.0489 AFFX-HSAC07/X00351_5_at 13.148 13.2925 12.8773 AFFX-HSAC07/X00351_M_at 13.6769 13.7481 13.5433 AFFX-hum_alu_at 14.4407 14.4306 14.4596 AFFX-HUMGAPDH/M33197_3_at 13.9331 13.961 13.8807 AFFX-HUMGAPDH/M33197_5_at 13.5816 13.5463 13.6477 AFFX-HUMGAPDH/M33197_M_at 13.8506 13.8625 13.8284 AFFX-HUMISGF3A/M97935_3_at 9.2398 9.1563 9.3964 AFFX-HUMISGF3A/M97935_5_at 6.1242 6.4448 5.523 AFFX-HUMISGF3A/M97935_MA_at 8.103 8.3035 7.7271 AFFX-HUMISGF3A/M97935_MB_at 7.2399 7.2546 7.2122 AFFX-HUMRGE/M10098_3_at 8.0449 6.4751 10.9883 AFFX-HUMRGE/M10098_5_at 8.0227 5.6606 12.4516 AFFX-HUMRGE/M10098_M_at 6.9185 5.0586 10.4058 AFFX-LysX-3_at 4.058 3.0881 5.8767 AFFX-LysX-5_at 3.9612 3.0907 5.5934 AFFX-LysX-M_at 4.4586 3.6299 6.0125 AFFX-M27830_3_at 5.2386 5.4825 4.7812 AFFX-M27830_5_at 10.5912 9.5113 12.616 AFFX-M27830_M_at 11.3805 11.084 11.9366 AFFX-PheX-3_at 5.6929 5.0376 6.9216 AFFX-PheX-5_at 4.287 3.3367 6.0689 AFFX-PheX-M_at 4.2383 3.2792 6.0367 AFFX-r2-Bs-dap-3_at 5.4879 2.971 10.207 AFFX-r2-Bs-dap-5_at 5.1135 3.3908 8.3436 AFFX-r2-Bs-dap-M_at 5.312 3.0412 9.5698 AFFX-r2-Bs-lys-3_at 4.0476 3.0961 5.8316 AFFX-r2-Bs-lys-5_at 4.131 2.9929 6.2648 AFFX-r2-Bs-lys-M_at 4.0838 3.0455 6.0306 AFFX-r2-Bs-phe-3_at 6.2283 5.3917 7.7971 AFFX-r2-Bs-phe-5_at 4.3059 3.0038 6.7474 AFFX-r2-Bs-phe-M_at 4.4588 3.1902 6.8375 AFFX-r2-Bs-thr-3_s_at 5.1238 3.7495 7.7006 AFFX-r2-Bs-thr-5_s_at 4.3536 3.5427 5.8739 AFFX-r2-Bs-thr-M_s_at 6.1448 5.2028 7.9111 AFFX-r2-Ec-bioB-3_at 8.8465 8.8043 8.9256 AFFX-r2-Ec-bioB-5_at 9.4114 9.4389 9.36 AFFX-r2-Ec-bioB-M_at 9.2137 9.1773 9.282 AFFX-r2-Ec-bioC-3_at 10.7937 10.7877 10.8049 AFFX-r2-Ec-bioC-5_at 10.4021 10.4636 10.2867 AFFX-r2-Ec-bioD-3_at 12.9591 12.9934 12.8947 AFFX-r2-Ec-bioD-5_at 12.2917 12.3222 12.2345 AFFX-r2-P1-cre-3_at 14.1139 14.0852 14.1679 AFFX-r2-P1-cre-5_at 14.0211 14.0035 14.0542 AFFX-ThrX-3_at 5.7574 4.6947 7.75 AFFX-ThrX-5_at 4.4937 3.9202 5.569 AFFX-ThrX-M_at 4.4651 3.4191 6.4263 AFFX-TrpnX-3_at 2.8432 2.8307 2.8667 AFFX-TrpnX-5_at 3.6424 3.6884 3.5561 AFFX-TrpnX-M_at 3.2551 3.2712 3.2248 Clustered Instances 0 30 ( 65%) 1 16 ( 35%) Class attribute: class Classes to Clusters: 0 1 <-- assigned to cluster 25 12 | JMML 5 4 | normal Cluster 0 <-- JMML Cluster 1 <-- normal Incorrectly clustered instances : 17.0 36.9565 %