=== Clustering stats for training data === kMeans ====== Number of iterations: 4 Within cluster sum of squared errors: 69145.62650770652 Initial starting points (random): Cluster 0: 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Cluster 1: 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6.825895,7.876823,8.007864,8.663996,9.625083,6.427306,7.2117,8.454027,8.16993,7.473863,5.805497,6.51099,8.495398,6.3429,6.595627,7.454287,9.135479,7.930901,6.731935,9.326681,10.504367,6.019375,5.367901,6.925141,5.919533,7.390282,8.712167,5.402823,6.373972,5.287215,7.846486,10.732184,6.562457,6.278044,6.851513,6.069404,6.235815,7.98552,9.069039,8.039822,8.186665,8.751265,6.358522,6.13454,6.307431,7.93717,7.220239,6.552745,11.768449,9.689512,8.572642,6.769746,6.185919,7.213037,8.993075,7.637726,7.064096,6.286182,6.467579,8.401213,6.636571,5.487212,5.821994,7.448176,6.379783,9.452833,5.913673,7.060574,6.969047,7.203189,7.956904,8.741079,6.486525,8.412107,7.746978,5.854738,6.458271,8.770875,5.326827,6.839244,9.141738,5.525919,7.270096,7.072775,7.107841,6.099079,6.887042,5.946079,5.699286,7.896775,5.967185,5.349021,10.266234,7.949718,4.939545,7.350425,6.196439,6.465095,7.153999,6.487949,8.8848,5.905503,6.211066,8.819336,7.620532,8.83117,9.872246,9.916684,12.6909,11.539411,14.395023,14.182499,5.027891,5.196456,5.038536,14.6408,12.671543,13.827741,15.072905,13.792108,13.053025,13.41482,10.543191,5.186006,7.274636,7.388798,9.860225,10.131021,9.768792,5.443661,5.141069,5.343423,5.392778,10.667976,9.817218,5.892664,5.191819,4.820001,4.943016,4.876754,4.916771,5.052229,5.070902,5.050706,5.521821,5.091842,5.26866,5.109424,5.430741,5.098514,9.591424,8.689594,8.710275,10.28706,10.572255,13.029643,13.147457,14.792923,14.233934,5.381841,5.198152,5.058145,4.990712,5.004364,4.994378 Missing values globally replaced with mean/mode Final cluster centroids: Cluster# Attribute Full Data 0 1 (105.0) (27.0) (78.0) ============================================================== 1007_s_at 10.6756 10.3162 10.8 1053_at 6.8481 6.3743 7.0121 117_at 5.983 5.9794 5.9842 121_at 7.7409 8.0729 7.626 1255_g_at 5.2656 5.4421 5.2045 1294_at 8.6034 8.9271 8.4913 1316_at 5.9078 6.48 5.7097 1320_at 5.6698 5.664 5.6718 1405_i_at 7.9746 8.289 7.8657 1431_at 5.6689 5.6458 5.6769 1438_at 6.3509 5.8198 6.5347 1487_at 8.7032 8.4958 8.775 1494_f_at 6.0478 6.3501 5.9431 1598_g_at 10.4698 10.5961 10.4261 160020_at 7.3519 7.5957 7.2675 1729_at 8.2454 8.274 8.2355 1773_at 5.8167 5.9001 5.7878 177_at 6.5767 6.6746 6.5428 179_at 7.5526 7.8358 7.4546 1861_at 6.6502 6.378 6.7444 200000_s_at 10.4037 9.8337 10.601 200001_at 11.1616 9.8065 11.6307 200002_at 12.288 11.8984 12.4228 200003_s_at 14.1783 13.7529 14.3255 200004_at 12.775 12.2362 12.9615 200005_at 11.7518 11.4427 11.8588 200006_at 12.8245 12.5895 12.9058 200007_at 12.9652 12.7902 13.0258 200008_s_at 9.6992 7.9749 10.2961 200009_at 12.7747 12.1166 13.0025 200010_at 13.4936 13.1325 13.6186 200011_s_at 10.8685 10.0971 11.1356 200012_x_at 14.6778 14.6958 14.6715 200013_at 13.6611 13.312 13.782 200014_s_at 11.2349 10.9322 11.3396 200015_s_at 12.4641 12.4009 12.486 200016_x_at 14.0499 14.0679 14.0437 200017_at 14.3152 14.2734 14.3297 200018_at 14.1535 14.1177 14.1659 200019_s_at 13.8535 13.8501 13.8547 200020_at 10.6736 10.5592 10.7132 200021_at 14.2987 14.1745 14.3417 200022_at 13.6619 13.2277 13.8123 200023_s_at 12.3426 11.8872 12.5002 200024_at 12.9564 12.2104 13.2146 200025_s_at 14.2657 14.3854 14.2243 200026_at 14.7078 14.824 14.6676 200027_at 12.4874 12.4102 12.5141 200028_s_at 11.4291 11.4545 11.4203 200029_at 14.2548 14.0757 14.3168 200030_s_at 13.0917 12.5928 13.2644 200031_s_at 14.7189 14.5162 14.789 200032_s_at 14.4995 14.4461 14.518 200033_at 12.9157 12.2402 13.1496 200034_s_at 13.7746 13.4826 13.8757 200035_at 10.1726 10.3111 10.1246 200036_s_at 13.4367 13.0775 13.5611 200037_s_at 12.2133 12.1408 12.2383 200038_s_at 14.4167 14.2598 14.4711 200039_s_at 11.4803 11.179 11.5846 200040_at 12.0745 11.7569 12.1845 200041_s_at 11.9788 11.3992 12.1795 200042_at 11.0786 10.9749 11.1145 200043_at 12.1645 11.9672 12.2328 200044_at 9.797 9.431 9.9237 200045_at 9.7813 9.3058 9.946 200046_at 10.8402 10.2169 11.056 200047_s_at 11.8518 11.9002 11.835 200048_s_at 11.2975 10.7225 11.4966 200049_at 8.384 8.2988 8.4135 200050_at 10.0667 9.9083 10.1215 200051_at 8.8799 9.0377 8.8253 200052_s_at 9.8794 8.6419 10.3078 200053_at 9.9649 10.01 9.9492 200054_at 8.5707 8.5592 8.5747 200055_at 11.1231 11.0136 11.161 200056_s_at 10.015 9.5562 10.1738 200057_s_at 12.6193 12.168 12.7755 200058_s_at 11.0431 10.8275 11.1177 200059_s_at 12.9931 11.8231 13.3981 200060_s_at 11.1209 11.1097 11.1248 200061_s_at 15.0531 15.0536 15.053 200062_s_at 14.5369 14.3957 14.5858 200063_s_at 14.2635 14.0367 14.3421 200064_at 12.1329 11.1367 12.4777 200065_s_at 12.4128 11.6747 12.6683 200066_at 10.5666 10.591 10.5582 200067_x_at 11.9778 11.7481 12.0572 200068_s_at 12.4554 12.0209 12.6058 200069_at 8.8666 8.9108 8.8512 200070_at 9.7221 9.8142 9.6903 200071_at 10.1831 9.8869 10.2856 200072_s_at 10.7963 10.4183 10.9271 200073_s_at 11.9525 11.8768 11.9787 200074_s_at 13.2394 12.7931 13.3939 200075_s_at 10.0049 9.2855 10.2539 200076_s_at 8.7104 8.5172 8.7773 200077_s_at 13.844 13.6695 13.9044 200078_s_at 10.0855 9.3609 10.3364 200079_s_at 11.3433 10.7435 11.5509 200080_s_at 14.0985 14.1986 14.0639 200081_s_at 14.1204 13.9438 14.1815 200082_s_at 13.7329 13.1291 13.9419 200083_at 9.4304 9.5319 9.3952 200084_at 11.5006 11.1031 11.6382 200085_s_at 12.6275 12.4579 12.6862 200086_s_at 12.7733 12.856 12.7447 200087_s_at 12.3237 12.108 12.3984 200088_x_at 14.4885 14.4314 14.5083 200089_s_at 13.6435 13.6581 13.6384 200090_at 12.205 12.2818 12.1784 200091_s_at 13.7739 13.666 13.8112 200092_s_at 14.5801 14.6409 14.5591 200093_s_at 12.7358 12.7046 12.7466 200094_s_at 12.9758 12.6435 13.0909 200095_x_at 14.4178 14.5723 14.3644 200096_s_at 12.003 11.3034 12.2451 200097_s_at 11.7957 11.2077 11.9993 200098_s_at 10.8597 10.8037 10.879 200099_s_at 14.641 14.4951 14.6914 200593_s_at 10.3615 10.2368 10.4046 200594_x_at 12.189 11.802 12.323 200595_s_at 11.3235 11.104 11.3995 200596_s_at 11.1086 10.9977 11.147 200597_at 8.693 8.4739 8.7688 200598_s_at 10.9939 10.61 11.1269 200599_s_at 12.7599 12.4326 12.8732 200600_at 9.8246 9.1668 10.0523 200601_at 9.9491 9.7512 10.0177 200602_at 11.9611 11.9522 11.9641 200603_at 11.5594 11.1187 11.712 200604_s_at 8.5103 7.5444 8.8446 200605_s_at 10.2721 8.4408 10.906 200606_at 11.6838 11.2465 11.8352 200607_s_at 9.4762 8.9031 9.6746 200608_s_at 11.5396 11.0051 11.7247 200609_s_at 11.9708 11.6226 12.0913 200610_s_at 12.4591 12.2892 12.5179 200611_s_at 10.9277 10.2949 11.1467 200612_s_at 8.2455 7.9705 8.3407 200613_at 9.8776 8.8935 10.2182 200614_at 12.9464 12.5548 13.082 200615_s_at 9.0219 8.3185 9.2654 200616_s_at 11.2851 11.3965 11.2465 200617_at 10.273 9.2733 10.6191 200618_at 11.7344 11.4297 11.8399 200619_at 10.5469 10.4015 10.5972 200620_at 13.0971 12.8224 13.1921 200621_at 11.2267 10.8512 11.3567 200622_x_at 9.179 8.9092 9.2724 200623_s_at 9.1955 9.5916 9.0584 200624_s_at 10.4969 10.0028 10.6679 200625_s_at 12.3658 12.1971 12.4243 200626_s_at 11.6302 11.0133 11.8438 200627_at 12.9794 12.4279 13.1703 200628_s_at 7.9386 7.1453 8.2132 200629_at 10.7033 10.8496 10.6526 200630_x_at 12.613 12.4528 12.6685 200631_s_at 12.3038 11.9729 12.4183 200632_s_at 11.9585 12.0715 11.9194 200633_at 14.206 14.1516 14.2249 200634_at 12.4808 11.6553 12.7665 200635_s_at 8.4076 8.5894 8.3447 200636_s_at 11.4634 11.039 11.6103 200637_s_at 7.93 6.9154 8.2812 200638_s_at 11.927 10.8349 12.305 200639_s_at 13.1302 12.9643 13.1876 200640_at 12.5735 11.2705 13.0246 200641_s_at 10.4041 8.8242 10.9509 200642_at 12.7774 12.5992 12.8391 200643_at 9.37 8.5392 9.6575 200644_at 11.1471 10.9061 11.2305 200645_at 11.7959 11.2485 11.9854 200646_s_at 7.3751 7.0071 7.5025 200647_x_at 12.191 12.0103 12.2535 200648_s_at 9.5333 8.2226 9.9871 200649_at 9.3188 8.7317 9.522 200650_s_at 13.6758 13.0759 13.8835 200651_at 13.5114 12.9393 13.7094 200652_at 10.7482 10.1908 10.9412 200653_s_at 12.8326 12.6819 12.8848 200654_at 11.2674 10.5419 11.5186 200655_s_at 13.4223 13.2838 13.4703 200656_s_at 10.2274 8.7843 10.7269 200657_at 13.3709 13.257 13.4103 200658_s_at 9.692 8.8374 9.9878 200659_s_at 9.2051 8.7033 9.3787 200660_at 11.5454 10.666 11.8498 200661_at 11.4678 10.7406 11.7195 200662_s_at 11.7704 11.0191 12.0305 200663_at 13.4224 13.1697 13.5099 200664_s_at 8.7335 8.1439 8.9375 200665_s_at 11.5659 11.0158 11.7563 200666_s_at 9.7652 9.0086 10.0271 200667_at 11.9903 11.927 12.0123 200668_s_at 12.1179 11.4976 12.3326 200669_s_at 10.7293 9.8799 11.0233 200670_at 9.9635 8.8074 10.3637 200671_s_at 6.4958 6.578 6.4674 200672_x_at 9.175 8.2302 9.502 200673_at 12.8013 12.3702 12.9505 200674_s_at 14.866 14.8467 14.8727 200675_at 10.7919 9.8139 11.1305 200676_s_at 7.7579 7.5038 7.8458 200677_at 11.9897 11.7897 12.0589 200678_x_at 10.4577 9.8568 10.6656 200679_x_at 12.493 12.3534 12.5413 200680_x_at 13.8384 13.7942 13.8537 200681_at 11.6457 11.1287 11.8247 200682_s_at 11.4114 10.8929 11.5909 200683_s_at 9.2749 8.5423 9.5284 200684_s_at 8.5683 8.3018 8.6605 200685_at 8.9689 8.9993 8.9584 200686_s_at 12.2179 12.2894 12.1931 200687_s_at 8.9632 8.9533 8.9667 200688_at 5.8318 6.0375 5.7605 200689_x_at 13.8191 13.2368 14.0207 200690_at 9.0066 9.0751 8.9829 200691_s_at 11.2994 10.882 11.4439 200692_s_at 10.9725 10.9208 10.9904 200693_at 11.9462 11.3105 12.1662 200694_s_at 10.3944 10.4269 10.3831 200695_at 9.303 8.4264 9.6064 200696_s_at 12.1386 11.815 12.2506 200697_at 9.1518 9.1543 9.1509 200698_at 11.3038 10.4038 11.6154 200699_at 11.7498 11.4566 11.8513 200700_s_at 11.4073 10.8286 11.6076 200701_at 11.7868 11.5945 11.8533 200702_s_at 9.1247 9.9603 8.8354 200703_at 12.4614 12.3446 12.5018 200704_at 11.5963 11.5616 11.6083 200705_s_at 13.3933 13.2292 13.4501 200706_s_at 9.9245 9.0359 10.232 200707_at 8.8123 8.0372 9.0806 200708_at 10.8585 10.5043 10.9811 200709_at 11.1126 10.5781 11.2977 200710_at 11.3417 10.8278 11.5195 200711_s_at 11.1205 11.0559 11.1429 200712_s_at 9.188 8.056 9.5798 200713_s_at 11.685 11.0871 11.8919 200714_x_at 11.1906 11.1367 11.2092 200715_x_at 12.6989 12.7773 12.6718 200716_x_at 14.4143 14.1986 14.4889 200717_x_at 14.748 14.702 14.7639 200718_s_at 13.5478 13.4804 13.5712 200719_at 9.7398 9.5522 9.8048 200720_s_at 9.0915 8.9296 9.1476 200721_s_at 8.6381 8.3042 8.7536 200722_s_at 8.3107 7.7327 8.5108 200723_s_at 10.3631 9.2978 10.7319 200724_at 6.5212 6.8449 6.4091 200725_x_at 13.9789 13.6155 14.1047 200726_at 12.6183 12.4339 12.6821 200727_s_at 8.7865 8.9276 8.7376 200728_at 11.6058 10.5706 11.9641 200729_s_at 10.7705 10.3767 10.9068 200730_s_at 9.731 8.2863 10.2312 200731_s_at 10.5999 9.9179 10.836 200732_s_at 12.3899 12.0282 12.5151 200733_s_at 11.1944 11.345 11.1423 200734_s_at 10.3356 10.5988 10.2445 200735_x_at 14.3747 14.0949 14.4716 200736_s_at 10.8644 10.1781 11.102 200737_at 9.6415 8.4189 10.0647 200738_s_at 12.9207 12.5182 13.06 200739_s_at 8.6692 8.4641 8.7402 200740_s_at 10.5218 10.1941 10.6353 200741_s_at 14.812 14.7241 14.8425 200742_s_at 9.1883 8.547 9.4102 200743_s_at 10.8818 10.3923 11.0513 200744_s_at 9.3848 8.7672 9.5986 200745_s_at 10.4835 9.8983 10.6861 200746_s_at 10.9129 10.702 10.9858 200747_s_at 9.1429 8.8086 9.2586 200748_s_at 14.2954 14.0607 14.3766 200749_at 10.2967 10.0394 10.3858 200750_s_at 12.2328 11.6629 12.43 200751_s_at 9.4132 8.0554 9.8832 200752_s_at 8.6878 8.1494 8.8742 200753_x_at 9.7638 9.0978 9.9944 200754_x_at 12.1631 11.7919 12.2916 200755_s_at 8.9684 8.1209 9.2617 200756_x_at 7.4637 6.7045 7.7265 200757_s_at 9.4244 8.9312 9.5951 200758_s_at 9.8565 9.3731 10.0239 200759_x_at 10.4446 10.5281 10.4157 200760_s_at 10.63 9.8989 10.8831 200761_s_at 11.7928 11.7369 11.8121 200762_at 11.1547 10.9835 11.2139 200763_s_at 14.4905 14.2711 14.5664 200764_s_at 10.1811 9.1391 10.5418 200765_x_at 11.6845 11.4118 11.7789 200766_at 8.7514 8.4399 8.8592 200767_s_at 8.3413 7.898 8.4947 200768_s_at 11.406 11.5753 11.3474 200769_s_at 6.6316 6.2115 6.777 200770_s_at 8.4477 7.8957 8.6388 200771_at 10.726 9.9631 10.9901 200772_x_at 13.9692 14.0183 13.9522 200773_x_at 13.4995 13.3238 13.5602 200774_at 12.8098 12.584 12.888 200775_s_at 12.3612 11.7359 12.5776 200776_s_at 10.4321 9.8525 10.6328 200777_s_at 11.6896 11.0826 11.8997 200778_s_at 10.3254 9.5523 10.5931 200779_at 12.3045 12.1198 12.3684 200780_x_at 13.2341 12.6311 13.4428 200781_s_at 14.6916 14.539 14.7444 200782_at 10.3447 9.1918 10.7438 200783_s_at 8.638 8.7535 8.598 200784_s_at 7.5553 7.6584 7.5196 200785_s_at 7.2383 6.9859 7.3257 200786_at 11.3357 10.9172 11.4806 200787_s_at 8.4501 7.9755 8.6143 200788_s_at 11.1012 10.8367 11.1928 200789_at 10.5518 10.202 10.6729 200790_at 11.3757 10.6623 11.6227 200791_s_at 12.2343 11.7008 12.419 200792_at 12.0472 11.9555 12.079 200793_s_at 10.5508 9.7621 10.8238 200794_x_at 12.1697 11.8293 12.2875 200795_at 11.6205 11.0254 11.8265 200796_s_at 5.9365 5.7082 6.0154 200797_s_at 12.7092 12.6087 12.744 200798_x_at 10.0444 8.8 10.4752 200799_at 11.9554 12.0561 11.9206 200800_s_at 11.0878 10.5115 11.2873 200801_x_at 14.8295 14.6181 14.9026 200802_at 10.8337 10.4757 10.9576 200803_s_at 11.5554 11.1 11.7131 200804_at 12.0295 11.4325 12.2361 200805_at 9.5812 9.2021 9.7124 200806_s_at 11.3142 10.1174 11.7285 200807_s_at 13.1706 12.9333 13.2527 200808_s_at 8.9656 8.3751 9.17 200809_x_at 14.472 14.3254 14.5228 200810_s_at 11.7525 12.1003 11.6321 200811_at 9.507 9.2016 9.6127 200812_at 10.5366 10.0622 10.7009 200813_s_at 8.7419 8.2727 8.9044 200814_at 11.837 11.5714 11.929 200815_s_at 9.2541 9.2062 9.2707 200816_s_at 10.7398 10.56 10.8021 200817_x_at 14.3839 14.2242 14.4392 200818_at 12.6007 12.4041 12.6687 200819_s_at 14.3435 14.0024 14.4615 200820_at 9.7753 9.0906 10.0123 200821_at 9.415 8.9222 9.5856 200822_x_at 12.4147 11.9919 12.561 200823_x_at 12.9149 12.1766 13.1704 200824_at 10.232 9.5683 10.4618 200825_s_at 10.2985 9.8011 10.4706 200826_at 12.565 12.0885 12.7299 200827_at 8.6138 8.4599 8.6671 200828_s_at 10.0125 8.9001 10.3976 200829_x_at 10.9457 10.967 10.9383 200830_at 9.8439 9.4426 9.9828 200831_s_at 8.3765 7.7959 8.5775 200832_s_at 10.7855 9.9026 11.0911 200833_s_at 12.3791 11.9649 12.5224 200834_s_at 14.3316 14.3675 14.3192 200835_s_at 7.001 7.3629 6.8758 200836_s_at 8.2001 8.1639 8.2127 200837_at 11.1019 10.3992 11.3451 200838_at 11.3995 10.4146 11.7405 200839_s_at 12.4409 12.2199 12.5175 200840_at 12.9651 13.169 12.8945 200841_s_at 7.5069 7.8132 7.4009 200842_s_at 11.0744 11.0007 11.1 200843_s_at 10.8731 10.8141 10.8935 200844_s_at 12.1946 12.2037 12.1915 200845_s_at 12.4736 12.6367 12.4172 200846_s_at 10.423 9.4783 10.7501 200847_s_at 12.6644 12.7252 12.6434 200848_at 9.62 9.0731 9.8093 200849_s_at 10.0646 9.6995 10.191 200850_s_at 10.7661 9.8871 11.0703 200851_s_at 11.1576 11.0357 11.1999 200852_x_at 8.8934 7.8897 9.2409 200853_at 11.3059 10.7301 11.5052 200854_at 9.7845 9.4847 9.8883 200855_at 7.8534 7.6608 7.9201 200856_x_at 7.6318 7.4579 7.692 200857_s_at 8.6515 8.2852 8.7783 200858_s_at 13.1921 13.0032 13.2575 200859_x_at 9.5779 9.3255 9.6652 200860_s_at 10.5392 10.1981 10.6572 200861_at 8.7824 8.7121 8.8068 200862_at 9.4628 8.6955 9.7284 200863_s_at 12.4032 12.1474 12.4918 200864_s_at 9.9393 9.369 10.1366 200865_at 5.3984 5.5501 5.3459 200866_s_at 9.8197 7.8845 10.4895 200867_at 9.537 8.7257 9.8178 200868_s_at 9.1045 8.7796 9.217 200869_at 13.5509 12.6408 13.866 200870_at 11.7151 11.3914 11.8271 200871_s_at 13.1144 13.0491 13.137 200872_at 14.1484 13.9415 14.22 200873_s_at 12.4285 12.2816 12.4793 200874_s_at 6.8909 7.0116 6.8491 200875_s_at 10.7055 11.005 10.6019 200876_s_at 11.838 11.0074 12.1255 200877_at 12.0411 11.5789 12.2011 200878_at 11.4434 10.8449 11.6505 200879_s_at 5.6481 5.698 5.6308 200880_at 10.6094 10.2659 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56821_at 7.0588 7.1428 7.0297 56829_at 8.1497 8.6159 7.9883 56919_at 7.8281 8.1454 7.7182 57082_at 8.583 8.8798 8.4803 57163_at 9.1818 8.9508 9.2618 57516_at 6.5011 6.7453 6.4166 57532_at 7.2059 7.442 7.1242 57539_at 8.616 8.9706 8.4933 57540_at 7.8009 8.1242 7.6889 57588_at 7.6646 7.5144 7.7166 57703_at 5.8831 5.9561 5.8579 57715_at 6.5568 6.4365 6.5984 57739_at 8.6756 9.274 8.4684 58308_at 6.5257 6.775 6.4394 58367_s_at 6.9717 7.17 6.9031 58696_at 7.9786 7.9275 7.9963 58780_s_at 8.2204 8.1028 8.2611 58900_at 8.2309 8.6701 8.0789 58916_at 7.144 7.2032 7.1235 58994_at 8.7357 8.1618 8.9343 59375_at 8.4917 8.2691 8.5687 59433_at 6.2598 6.5216 6.1692 59437_at 5.6622 5.8564 5.595 59625_at 6.8162 6.8466 6.8058 59631_at 6.5384 6.5127 6.5473 59644_at 7.2959 7.6254 7.1818 59697_at 8.7785 8.6907 8.8089 59705_at 5.6208 5.9788 5.4969 59999_at 6.5595 6.8446 6.4608 60084_at 5.3795 5.4283 5.3626 60471_at 8.1502 8.4622 8.0422 60474_at 10.0892 9.4348 10.3157 60528_at 6.945 7.2781 6.8298 60794_f_at 5.7846 5.4902 5.8865 60815_at 6.3556 6.0132 6.4741 61297_at 6.0578 6.0646 6.0554 61732_r_at 6.153 6.0889 6.1751 61734_at 7.6447 7.3877 7.7337 61874_at 8.9773 9.5106 8.7927 62212_at 8.2691 8.747 8.1037 62987_r_at 8.595 9.1014 8.4197 63009_at 8.5696 8.4685 8.6046 632_at 6.6181 6.7749 6.5638 63305_at 6.2719 6.4621 6.2061 635_s_at 6.0854 6.0553 6.0958 63825_at 8.4416 8.3909 8.4592 64064_at 7.4838 7.7307 7.3984 64371_at 6.6247 6.4333 6.691 64408_s_at 10.967 11.041 10.9414 64418_at 9.3255 9.6645 9.2081 64432_at 7.7198 7.3548 7.8461 64438_at 6.9429 7.2369 6.8411 64440_at 6.3162 6.4106 6.2835 64474_g_at 7.7801 7.8749 7.7473 64486_at 8.8875 8.8461 8.9018 64488_at 7.7851 7.8047 7.7783 64883_at 6.9999 6.7615 7.0824 64899_at 6.3312 6.606 6.236 64900_at 6.7668 6.779 6.7626 64942_at 8.6872 8.9823 8.585 65086_at 6.8545 6.9019 6.838 65133_i_at 5.5763 5.5391 5.5892 65438_at 5.9897 6.1858 5.9218 65472_at 6.8107 6.9168 6.774 65493_at 6.4651 6.3812 6.4941 65517_at 8.8932 8.4218 9.0563 65521_at 6.4875 6.6405 6.4346 65585_at 7.1473 6.7055 7.3003 65588_at 7.736 7.2129 7.9171 65591_at 7.2683 7.1042 7.3251 65630_at 7.2937 7.1659 7.338 65635_at 8.9124 9.0962 8.8488 65718_at 6.6914 6.7485 6.6716 65770_at 8.6308 8.8831 8.5434 65884_at 7.8019 7.4686 7.9173 66053_at 6.1209 6.597 5.9561 71933_at 6.507 6.8222 6.3979 74694_s_at 8.4295 8.7701 8.3117 76897_s_at 5.5326 5.656 5.4899 77508_r_at 6.7347 7.0877 6.6124 78047_s_at 8.6807 8.7906 8.6426 78330_at 5.7369 6.0892 5.6149 78383_at 7.4452 7.7716 7.3323 78495_at 7.2948 7.4319 7.2474 79005_at 7.2494 7.3969 7.1984 81737_at 6.1195 6.4622 6.0008 81811_at 7.3791 7.7888 7.2372 823_at 6.4767 6.6178 6.4278 87100_at 5.9646 5.7158 6.0508 89476_r_at 8.0449 8.3384 7.9434 89948_at 6.3382 6.6866 6.2175 89977_at 5.6121 5.7688 5.5579 90265_at 10.0498 10.4762 9.9023 90610_at 8.2442 8.9867 7.9872 91580_at 5.0294 5.1747 4.9791 91617_at 7.6905 8.3479 7.463 91682_at 6.6382 7.0105 6.5094 91684_g_at 6.7282 6.4531 6.8234 91703_at 6.8001 6.3682 6.9496 91816_f_at 5.7928 5.4814 5.9006 91826_at 8.7177 9.0863 8.5901 91920_at 5.996 6.3334 5.8792 91952_at 6.4211 6.1879 6.5018 AFFX-BioB-3_at 10.1669 11.8097 9.5982 AFFX-BioB-5_at 8.9684 10.6015 8.4031 AFFX-BioB-M_at 10.2086 11.806 9.6557 AFFX-BioC-3_at 10.957 12.2653 10.5042 AFFX-BioC-5_at 11.0502 12.4852 10.5535 AFFX-BioDn-3_at 13.5127 14.4078 13.2029 AFFX-BioDn-5_at 12.5635 13.7243 12.1616 AFFX-CreX-3_at 14.7271 15.1069 14.5957 AFFX-CreX-5_at 14.5298 15.0159 14.3615 AFFX-DapX-3_at 6.6855 6.5687 6.7259 AFFX-DapX-5_at 5.7911 5.7635 5.8006 AFFX-DapX-M_at 6.1714 6.08 6.2031 AFFX-HSAC07/X00351_3_at 14.5889 14.3153 14.6837 AFFX-HSAC07/X00351_5_at 11.4105 9.1782 12.1832 AFFX-HSAC07/X00351_M_at 12.9047 11.3273 13.4507 AFFX-hum_alu_at 15.2185 15.314 15.1855 AFFX-HUMGAPDH/M33197_3_at 13.8648 13.5801 13.9634 AFFX-HUMGAPDH/M33197_5_at 12.1259 10.0659 12.8389 AFFX-HUMGAPDH/M33197_M_at 12.9678 11.7157 13.4012 AFFX-HUMISGF3A/M97935_3_at 10.681 10.4381 10.765 AFFX-HUMISGF3A/M97935_5_at 5.7003 5.5525 5.7515 AFFX-HUMISGF3A/M97935_MA_at 7.3815 7.0219 7.506 AFFX-HUMISGF3A/M97935_MB_at 7.0861 6.3803 7.3304 AFFX-HUMRGE/M10098_3_at 11.6197 11.7302 11.5815 AFFX-HUMRGE/M10098_5_at 12.01 12.3493 11.8925 AFFX-HUMRGE/M10098_M_at 11.2209 11.6764 11.0632 AFFX-LysX-3_at 6.0398 6.3783 5.9226 AFFX-LysX-5_at 5.3031 5.482 5.2412 AFFX-LysX-M_at 5.6722 5.7817 5.6343 AFFX-M27830_3_at 5.7221 6.2429 5.5419 AFFX-M27830_5_at 11.7595 12.0686 11.6525 AFFX-M27830_M_at 10.4945 10.9637 10.3321 AFFX-PheX-3_at 6.3417 6.6332 6.2408 AFFX-PheX-5_at 5.4578 5.614 5.4037 AFFX-PheX-M_at 5.3441 5.4316 5.3138 AFFX-r2-Bs-dap-3_at 6.7408 6.5087 6.8211 AFFX-r2-Bs-dap-5_at 5.5696 5.5082 5.5908 AFFX-r2-Bs-dap-M_at 6.2112 6.0028 6.2833 AFFX-r2-Bs-lys-3_at 5.5199 5.8219 5.4153 AFFX-r2-Bs-lys-5_at 5.2887 5.4359 5.2378 AFFX-r2-Bs-lys-M_at 5.3718 5.4597 5.3413 AFFX-r2-Bs-phe-3_at 6.0452 6.3632 5.9351 AFFX-r2-Bs-phe-5_at 5.5193 6.0126 5.3485 AFFX-r2-Bs-phe-M_at 5.5871 5.6004 5.5825 AFFX-r2-Bs-thr-3_s_at 6.2104 6.2479 6.1974 AFFX-r2-Bs-thr-5_s_at 5.669 5.6861 5.6631 AFFX-r2-Bs-thr-M_s_at 5.6779 5.7097 5.6668 AFFX-r2-Ec-bioB-3_at 10.644 12.0862 10.1448 AFFX-r2-Ec-bioB-5_at 10.147 11.6705 9.6197 AFFX-r2-Ec-bioB-M_at 10.1689 11.7001 9.6389 AFFX-r2-Ec-bioC-3_at 11.2984 12.5501 10.8651 AFFX-r2-Ec-bioC-5_at 11.6069 12.9323 11.1481 AFFX-r2-Ec-bioD-3_at 13.7353 14.5238 13.4623 AFFX-r2-Ec-bioD-5_at 13.8006 14.6607 13.5029 AFFX-r2-P1-cre-3_at 14.9478 15.2011 14.8601 AFFX-r2-P1-cre-5_at 14.6804 15.0924 14.5378 AFFX-ThrX-3_at 6.2612 6.3745 6.222 AFFX-ThrX-5_at 5.3161 5.3864 5.2918 AFFX-ThrX-M_at 5.4026 5.467 5.3803 AFFX-TrpnX-3_at 5.0462 5.145 5.012 AFFX-TrpnX-5_at 5.1268 5.3027 5.0659 AFFX-TrpnX-M_at 5.0861 5.2481 5.03 Clustered Instances 0 27 ( 26%) 1 78 ( 74%) Class attribute: class Classes to Clusters: 0 1 <-- assigned to cluster 19 34 | normal 8 44 | tumoral Cluster 0 <-- normal Cluster 1 <-- tumoral Incorrectly clustered instances : 42.0 40 %