=== Clustering stats for training data === kMeans ====== Number of iterations: 2 Within cluster sum of squared errors: 37483.70400092006 Initial starting points (random): Cluster 0: 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Cluster 1: 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Cluster 2: 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610506,4.446787,9.737158,7.743605,4.41951,8.66098,4.429444,4.382306,9.606814,4.410832,4.429444,11.292405,4.397538,4.50416,4.725497,4.463953,7.90001,9.184745,7.222323,6.558644,4.810222,7.242669,6.162978,8.983207,8.139657,4.410832,9.031264,4.410832,4.410832,9.958175,4.410832,7.703224,4.397538,4.36819,4.429444,4.429444,4.64336,6.654859,10.296207,5.674098,8.189815,7.59997,7.473335,7.645067,4.446787,11.211328,7.282916,4.36819,10.306367,6.38378,4.748274,9.433318,7.747338,7.563413,4.610506,7.764396,7.271341,4.382306,11.789258,4.514799,4.410832,5.359803,4.899213,8.049484,4.429444,4.50416,8.11968,4.64336,4.388501,12.665245,5.483652,5.445215,5.708906,6.728009,4.683465,4.410832,11.981528,4.64336,5.084365,4.810222,6.360456,8.123004,4.463953,10.461947,5.359803,6.80494,8.522841,6.510133,5.315422,6.91668,4.578953,5.809082,5.60019,10.151393,4.98717,5.359803,6.084675,11.846179,11.074163,6.933217,5.708906,7.497264,4.382306,5.739751,9.146927,7.782723,8.14574,7.791468,4.526462,10.765489,4.429444,4.526462,6.084675,8.892472,4.410832,8.109276,6.68714,5.739751,4.98717,4.446787,6.056655,4.353215,4.343832,11.712792,4.665763,4.343832,5.132036,11.884651,5.708906,9.782588,4.410832,4.382306,4.725497,4.41951,9.055511,4.76807,6.221395,4.683465,4.382306,5.971925,7.665438,4.359384,7.791468,10.582803,6.454305,9.003834,4.463953,8.498905,10.228823,6.971153,4.41951,4.353215,4.382306,9.263378,4.463953,7.653605,4.578953,5.653095,4.578953,4.64336,9.633722,5.445215,8.259118,8.825219,7.696952,7.653605,4.578953,7.879068,4.463953,5.406311,5.501695,7.837239,5.035076,4.64336,8.548624,7.344803,4.54125,4.446787,4.446787,4.410832,4.437322,7.886641,6.853345,5.084365,6.68714,4.98717,10.494959,4.446787,4.397538,8.109276,5.775846,9.389447,4.429444,6.068355,8.199376,4.429444,13.5274,4.36819,5.315422,4.96516,4.429444,4.36819,14.63305,6.256771,12.066884,5.315422,4.410832,7.780289,10.913093,4.446787,7.908318,7.478582,8.156993,6.490173,4.463953,4.382306,4.388501,4.563908,5.424561,4.388501,13.066023,6.778332,4.683465,9.990712,7.216305,10.840544,7.544409,9.894566,7.371378,7.889193,4.551302,7.791468,4.403051,4.429444,6.490173,4.899213,4.353215,7.846445,5.483652,10.470788,4.463953,8.014063,8.069285,4.397538,4.388501,4.484466,4.64336,11.20564,8.46797,4.578953,11.013088,4.610506,7.109069,9.578674,4.382306,14.622562,9.146927,6.976638,9.176654,6.548991,4.36819,9.871076,10.753354,8.794992,8.957881,5.272424,9.387315,6.52844,10.737697,5.961135,7.2555,9.413377,5.315422,5.842914,10.523122,8.601547,4.810222,6.056655,4.36819,9.418199,8.52924,4.76807,7.637745,4.810222,7.90532,4.47389,4.446787,9.255962,6.136297,7.453283,4.353215,4.382306,7.813381,4.353215,4.526462,4.397538,9.081883,9.263378,5.108073,10.89555,4.463953,9.196484,5.985449,5.272424,4.857175,9.760366,7.242669,5.674098,5.359803,5.63796,11.088169,5.315422,4.410832,6.256771,6.28002,4.484466,8.103143,4.397538,7.032599,8.328097,6.933217,7.092307,4.484466,9.006099,11.413899,10.908934,6.013421,4.429444,4.96516,4.725497,4.429444,10.961077,4.446787,4.610506,5.22772,10.286742,4.941035,4.446787,4.484466,4.810222,9.891475,5.842914,9.763626,4.429444,8.328097,4.410832,4.941035,4.610506,4.429444,4.446787,4.50416,4.98717,5.445215,4.446787,11.331062,13.898247,5.842914,4.610506,10.080735,8.356164,14.179983,4.446787,8.069285,5.739751,8.455293,7.595523,9.174759,4.578953,9.2045,8.759261,11.166491,4.410832,9.879344,6.334264,4.446787,5.842914,4.899213,8.40067,4.463953,7.158716,4.410832,7.248446,7.97545,5.483652,4.410832,6.778332,4.725497,6.350901,5.013886,7.304926,7.90001,5.775846,5.315422,4.578953,7.728163,9.174759,7.271341,9.293437,12.832876,5.272424,5.272424,4.410832,4.834393,6.885579,6.396538,7.595523,4.429444,4.484466,7.549867,4.578953,4.353215,10.071651,10.099018,4.429444,5.272424,9.188389,5.961135,10.314641,4.429444,7.728163,4.610506,4.403051,7.872647,8.842398,7.045312,4.484466,4.526462,5.132036,4.36819,4.397538,4.526462,4.353215,8.671593,6.243327,4.484466,4.514799,4.526462,5.315422,5.445215,5.63796,7.057865,7.819261,4.98717,5.084365,4.463953,4.98717,4.50416,7.99461,5.755104,5.406311,4.382306,8.765059,4.429444,4.397538,9.24582,12.369202,4.578953,10.546543,9.880983,8.06205,4.98717,8.81023,4.463953,4.403051,4.36819,7.18291,5.809082,9.068916,4.64336,4.857175,4.397538,5.708906,8.669291,7.897652,4.382306,7.317475,6.406699,6.447187,8.540249,4.382306,4.446787,4.610506,4.59514,7.837239,4.563908,7.493378,5.934031,4.76807,7.936339,9.67519,6.46482,4.610506,4.446787,5.035076,7.152093,14.209883,4.429444,8.448112,4.578953,4.410832,4.455735,5.775846,8.832566,6.490173,11.162263,8.580261,4.627239,5.183626,4.463953,5.359803,8.460754,11.689514,4.526462,4.484466,5.949672,4.725497 Missing values globally replaced with mean/mode Final cluster centroids: Cluster# Attribute Full Data 0 1 2 (53.0) (13.0) (29.0) (11.0) ============================================================= NM_021996 4.7046 4.7772 4.6675 4.7167 A_23_P125016 5.0301 5.2375 4.9175 5.0817 NM_213622 8.3857 8.3513 8.4165 8.3451 E1A_r60_n9 13.032 13.5266 12.3565 14.2286 Pro25G 4.4197 4.4072 4.4359 4.3915 NM_006256 7.5832 7.6485 7.6142 7.4243 NM_152493 7.8952 7.851 7.953 7.7948 NM_170741 5.834 6.7063 5.8731 4.6999 NM_005121 4.8746 4.6404 5.0542 4.6782 NM_145260 6.578 5.2765 5.993 9.6585 NM_017419 4.432 4.4249 4.4364 4.4285 NM_016085 10.5846 10.5105 10.578 10.6898 A_23_P96529 4.5784 4.5353 4.594 4.5881 XM_084868 4.4675 4.4446 4.4987 4.4125 NM_005060 4.8023 4.8797 4.8376 4.618 NM_144674 4.4912 4.5093 4.5005 4.4453 NM_078476 5.7051 6.0271 5.4843 5.9069 NM_013402 8.1839 8.2671 7.9565 8.6851 NM_153374 7.7909 7.7047 7.5236 8.5978 NM_017906 7.6585 7.7367 7.7177 7.4102 NM_006100 5.9954 6.143 6.2013 5.2781 NM_001002260 8.2532 8.5727 8.2586 7.8617 NM_001008219 9.3434 10.6936 9.1528 8.25 NM_004147 8.9471 8.7994 9.0695 8.799 NM_032784 6.5227 5.8302 5.8446 9.1286 A_23_P136095 4.4736 4.4375 4.5106 4.4186 NM_080596 11.0956 11.8822 11.2182 9.8426 NM_152588 6.0993 5.9537 6.216 5.9638 NM_005209 4.5522 4.5834 4.5667 4.4772 AK131430 4.9812 4.9884 5.0117 4.8926 NM_020393 4.5986 4.8631 4.5345 4.4551 NM_003282 5.7242 5.7598 5.9036 5.2092 NM_004808 6.1078 5.6561 6.0101 6.899 NM_003391 5.2733 5.2232 5.1586 5.6352 NM_005194 5.3141 5.4708 5.0986 5.6972 NM_002872 8.0745 8.2647 7.9232 8.2487 NM_018062 9.3735 9.5352 9.473 8.92 NM_198794 7.9723 7.55 7.9621 8.4983 NM_006902 4.928 4.5182 4.7792 5.8047 NM_001261 4.7972 4.8487 4.7829 4.7743 NM_145113 9.893 9.7097 9.8429 10.2418 NM_014243 4.5264 4.481 4.5615 4.4874 NM_197977 5.5029 5.1192 5.5149 5.9248 E1A_r60_a107 4.6159 4.5365 4.6626 4.5867 NM_033160 6.2422 6.1037 6.2272 6.4452 AL832584 6.1785 6.4373 6.1461 5.9578 A_23_P202572 4.575 4.5067 4.6339 4.5004 NM_182639 5.3268 5.5631 5.2624 5.2175 AK128620 4.476 4.5104 4.4857 4.4099 NM_006121 4.5337 4.4507 4.4934 4.7381 NM_003532 9.204 10.0729 9.1082 8.4299 NM_017895 10.7582 10.7905 10.8856 10.3843 NM_003953 9.8915 9.2315 9.9727 10.4572 NM_001005187 5.7483 5.5843 5.7211 6.0137 NM_012111 9.4832 9.1575 9.649 9.4308 A_23_P102536 4.5757 4.5068 4.6293 4.5158 NM_016626 8.404 8.1998 8.3703 8.7343 NM_014571 8.8763 9.6443 8.614 8.6602 NM_030667 5.3386 5.1244 5.2654 5.7848 NM_152666 4.5033 4.429 4.4772 4.6599 NM_173359 5.1549 5.071 5.2758 4.9354 NM_032361 11.8105 12.0257 12.359 10.1104 AK023047 4.8449 4.8341 4.9498 4.5812 NM_017755 10.2764 10.4211 10.2792 10.098 NM_017586 7.0166 7.4359 6.9478 6.7024 BC006406 8.2197 8.4369 8.2349 7.9229 NM_013285 9.5239 9.7146 9.5836 9.1413 NM_147780 11.9387 12.1764 12.0767 11.2939 NM_001931 7.172 7.0126 7.4026 6.7525 NM_138769 8.4635 9.3395 8.1842 8.1645 NM_002359 8.4053 8.3383 8.1722 9.0988 NM_005362 4.6745 4.6346 4.7659 4.4805 NM_152424 6.3944 6.1249 6.5613 6.273 A_23_P113263 4.952 5.1783 4.869 4.9031 E1A_r60_3 4.5299 4.5108 4.5629 4.4653 NM_005514 14.3795 14.9082 14.2429 14.1148 NM_182660 4.5897 4.5691 4.6276 4.5142 NM_152489 4.5469 4.5055 4.5893 4.484 NM_080870 4.636 4.7043 4.6369 4.5531 NM_005574 8.3765 8.2679 7.9148 9.7222 NM_015891 5.488 5.2661 5.6449 5.3364 NM_015326 10.1582 9.7268 10.4312 9.9481 NM_007197 8.2729 8.0601 8.6124 7.6292 NM_145699 7.2276 7.2308 7.3535 6.8919 NM_001949 9.4559 9.7044 9.7092 8.4943 NM_002627 10.8715 10.461 11.0318 10.934 NM_138492 6.6678 6.5209 6.749 6.6272 NM_018292 7.477 7.18 7.7418 7.1301 A_23_P45382 4.4536 4.4072 4.4833 4.4299 THC2384164 5.0194 5.1096 5.1524 4.5622 NM_004135 8.4812 8.6668 8.4864 8.2484 NM_022112 4.5092 4.4873 4.5361 4.4638 NM_018431 7.0959 7.5541 7.2614 6.1182 ENST00000357776 6.135 6.0181 6.5035 5.3015 AK026254 4.6515 4.548 4.7374 4.5471 NM_000465 7.4245 7.49 7.5943 6.8994 NM_001216 5.5106 5.9617 5.6749 4.5442 NM_000553 7.7521 7.7113 7.7498 7.8066 NM_139072 4.9376 4.5659 5.073 5.0201 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NM_002217 6.049 5.1436 5.7481 7.9125 NM_022908 7.196 7.2124 7.3273 6.8305 ENST00000324884 7.1638 8.1325 7.4576 5.2442 NM_003669 9.7184 10.3547 9.3385 9.968 NM_033254 7.5304 8.1878 6.6427 9.0941 NM_147174 4.6024 4.47 4.672 4.5753 NM_013299 8.722 9.2118 8.8556 7.7909 NM_001875 4.5826 4.551 4.6072 4.5551 NM_006203 4.522 4.4706 4.5405 4.5338 NM_012064 4.5514 4.5437 4.5678 4.5171 NM_005950 12.0125 12.4586 11.5933 12.5901 NM_012331 7.8507 7.7324 7.6232 8.5905 THC2445709 7.3033 8.0047 7.9582 4.7479 NM_014206 12.0848 12.1867 12.1493 11.7942 NM_025108 8.1057 8.8416 8.7454 5.5498 A_23_P203089 4.5155 4.4513 4.5534 4.4913 NM_003958 7.0105 6.809 7.132 6.9282 NM_012402 7.7231 8.0378 7.6425 7.5638 NM_022727 4.8238 4.9881 4.8243 4.6284 NM_003403 10.0516 10.2722 10.0804 9.715 NM_032286 10.1044 10.2947 9.9227 10.3587 NM_000520 10.0104 10.0592 9.9172 10.1986 NM_022843 4.847 4.4687 4.4166 6.4289 NM_004153 4.606 4.6295 4.6644 4.424 NM_004513 5.2103 4.8528 5.1808 5.7108 NM_001012990 4.4418 4.429 4.4552 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4.4831 NM_052940 10.2853 10.2474 10.4474 9.9025 NM_001824 4.4343 4.4139 4.4519 4.4119 NM_175911 4.6897 4.6226 4.7 4.7418 NM_181690 4.7929 4.5815 4.6519 5.4143 AK022184 5.3757 5.2548 5.2676 5.8037 NM_052850 10.8679 10.9474 10.9969 10.4338 NM_002578 5.5795 5.2519 5.3268 6.633 NM_018312 6.3334 6.2156 6.3775 6.3562 NM_145295 7.3827 7.1739 7.7865 6.5651 NM_203327 4.4834 4.439 4.517 4.4473 NM_002591 5.926 6.1324 6.2416 4.8496 NM_031498 4.7713 4.6777 4.8465 4.6834 NM_032015 9.0449 8.942 9.2689 8.5761 NM_000126 10.6202 10.1301 10.9345 10.3706 NM_015480 8.9396 8.5946 9.3915 8.1562 NM_005281 4.5476 4.4965 4.5858 4.5071 NM_018288 9.4845 9.382 9.5464 9.4423 NM_005382 6.2292 6.045 5.9164 7.2716 NM_032847 9.0169 8.8229 9.427 8.1649 NM_018287 8.6791 8.2894 8.9423 8.446 NM_130388 4.4856 4.4637 4.5034 4.4645 NM_017921 7.9741 8.0584 7.954 7.9277 NM_013382 5.9465 5.8158 6.1677 5.5175 NM_020421 4.8025 4.7587 4.8664 4.6861 NM_006269 4.4952 4.4722 4.5264 4.4403 NM_033272 4.5269 4.4306 4.5893 4.4759 NM_004355 8.4671 8.8217 8.5716 7.7726 NM_014789 5.1159 5.1424 5.2816 4.6479 NM_015020 4.5607 4.5035 4.6 4.5249 NM_178540 4.8476 4.5322 4.9047 5.07 NM_018444 6.8375 6.4222 7.1823 6.4195 NM_005937 4.5332 4.5235 4.5579 4.4794 NM_199328 4.5332 4.4465 4.5978 4.4656 NM_001397 4.7357 4.696 4.7697 4.6932 NM_002507 4.4796 4.4145 4.5162 4.4602 NM_002203 4.4818 4.4553 4.5052 4.4515 A_23_P45260 4.5222 4.4828 4.5247 4.5618 NM_015343 8.8622 8.7059 8.7964 9.2204 NM_005109 5.0817 5.3872 5.0715 4.7475 NM_024894 4.9737 4.9292 5.0265 4.8868 NM_198216 9.8247 10.1005 9.9878 9.0687 NM_030959 4.522 4.4476 4.5598 4.5101 NM_001005862 11.1838 11.3481 11.4997 10.1568 NM_021242 8.6481 8.686 8.7582 8.3128 NM_004050 9.3245 9.0246 9.2252 9.9408 NM_133180 9.8781 11.178 10.4524 6.8277 NM_004262 4.4793 4.4265 4.5184 4.4387 NM_018362 5.56 5.3056 5.8317 5.1442 NM_153331 6.8968 7.1301 6.8843 6.6541 NM_003937 7.0383 7.2755 7.0548 6.7144 NM_004234 5.3848 4.9298 5.5489 5.4899 NM_016633 4.5656 4.4771 4.5587 4.6886 NM_198056 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NM_015417 6.9737 7.2487 7.0258 6.5114 NM_145256 5.633 5.7113 5.5071 5.8724 NM_152706 4.5358 4.5353 4.5325 4.5448 NM_021095 6.9741 7.1131 7.1865 6.2497 NM_025107 5.0996 4.6613 4.644 6.8186 NM_139054 4.5515 4.5343 4.5557 4.5606 NM_025063 4.5409 4.5034 4.5818 4.4776 NM_015909 7.2834 6.8578 7.3915 7.5013 THC2408530 4.5398 4.5272 4.5371 4.5616 A_23_P147564 4.446 4.4512 4.4407 4.4535 NM_012431 5.5851 5.9165 5.5596 5.2606 NM_020385 6.1397 6.2111 6.2956 5.6444 NM_177543 7.6867 8.0497 8.0428 6.3188 A_23_P39424 4.547 4.4695 4.5759 4.5625 NM_003418 11.4949 11.1108 11.6839 11.4504 NM_001011554 6.7882 6.7655 6.8212 6.7281 NM_004683 5.4061 5.3029 5.3343 5.7172 A_23_P127297 4.7269 4.7468 4.7995 4.5121 NM_016625 6.42 6.9013 6.3146 6.1289 NM_080647 6.5498 6.0715 6.0102 8.5376 NM_018010 10.6672 10.4696 10.9498 10.1556 NM_004772 6.8392 6.3629 7.1172 6.6694 NM_004941 7.8613 7.5262 8.1551 7.4828 A_23_P83426 5.0633 5.0584 5.053 5.0962 NM_006330 8.931 8.2991 9.5728 7.9857 NM_024942 5.6029 5.261 5.8077 5.4669 NM_016570 9.1424 9.0593 9.2347 8.9973 ENST00000354363 10.4153 10.4651 10.6413 9.7605 A_23_P22086 7.1033 7.3113 7.5169 5.7669 NM_053045 8.8972 8.7208 9.1033 8.5623 ENST00000340908 8.7763 8.9819 8.7017 8.73 NM_005132 11.1291 11.8166 11.3471 9.7416 NM_017899 8.1229 7.5207 7.95 9.2906 NP109393 4.6922 4.6225 4.7314 4.6715 AK022058 4.7721 4.6795 4.8028 4.8004 NM_020439 5.8822 5.6772 5.9776 5.8729 NM_018360 6.3731 6.6891 6.0936 6.7365 NM_031991 5.3563 5.2556 5.4997 5.097 NM_015898 7.7189 8.0756 7.3818 8.1859 NM_032574 10.5307 10.5807 10.8492 9.6319 NM_002802 12.0297 11.8803 12.1037 12.011 NM_006296 8.2915 8.3277 8.4244 7.8982 NM_201999 7.9579 7.6769 7.9562 8.2943 X89399 4.6459 4.6156 4.6596 4.6452 NM_017569 8.0087 6.3132 6.6222 13.668 AF175767 5.2858 5.0949 5.4906 4.9716 NM_206949 10.4379 10.6156 10.5078 10.0434 NM_000314 7.7987 7.5819 7.7671 8.138 NM_017521 4.6474 4.5968 4.6953 4.5808 NM_014714 6.9407 7.2921 6.9693 6.4498 NM_017939 9.2776 9.3752 9.3608 8.9427 NM_004967 4.6947 4.678 4.7587 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