=== Clustering stats for training data === kMeans ====== Number of iterations: 6 Within cluster sum of squared errors: 28012.956145712837 Initial starting points (random): Cluster 0: 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Cluster 1: 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Cluster 2: 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Missing values globally replaced with mean/mode Final cluster centroids: Cluster# Attribute Full Data 0 1 2 (24.0) (2.0) (14.0) (8.0) ============================================================= NM_152565 5.5264 7.7517 5.2959 5.3734 NM_004333 11.1566 14.2991 11.5603 9.6646 NM_015987 14.4809 13.0873 14.3263 15.0999 NM_024604 11.124 12.0109 11.0418 11.0463 A_24_P358131 12.6735 13.1288 13.821 10.5514 ENST00000401414 6.1129 11.0898 5.7279 5.5423 NM_178829 6.6255 11.9945 6.2792 5.8892 BC160029 16.5808 17.1975 16.6152 16.3665 NM_001040196 9.1023 10.9988 9.0793 8.6684 NM_030961 11.7509 12.5704 12.0432 11.0346 NM_033081 10.7398 10.4173 10.7001 10.8898 NM_020188 12.8862 10.4597 13.0254 13.2492 ENST00000368681 6.0871 7.8417 6.2334 5.3924 NM_013320 10.335 7.7674 9.7085 12.0734 NM_012318 9.6316 11.1937 10.1176 8.3906 THC2775571 7.0898 8.7594 5.8985 8.7573 NM_001010877 6.8678 7.1993 7.127 6.3315 NM_016406 13.8574 12.1933 14.3319 13.4431 NM_182972 11.5369 11.0377 11.0507 12.5124 NM_018042 8.054 10.6591 7.7773 7.8868 NM_080865 7.6915 12.3558 7.3687 7.0904 A_33_P3326898 7.1203 12.0284 7.113 5.906 AF307332 13.852 14.5866 14.1751 13.1031 NM_015446 11.1537 12.9861 10.7972 11.3195 CR618938 7.0906 11.0634 6.8912 6.4464 NM_003178 7.731 11.0982 7.6619 7.0102 NM_182923 11.7686 12.1554 11.2744 12.5365 NM_001145073 7.8709 8.399 7.7856 7.8883 AK128836 9.5388 13.8461 9.6818 8.2117 NM_001001290 10.2361 12.209 10.5795 9.142 NM_002947 13.4774 12.5069 13.978 12.8439 AK057037 8.0058 10.1242 8.119 7.2781 NM_001144978 7.7564 8.2535 7.6412 7.8337 NM_178170 6.6124 9.3633 6.7607 5.665 NM_005891 12.5805 14.1732 12.947 11.541 NM_020996 6.4612 9.6703 6.3983 5.7688 NM_181807 6.9158 10.3068 7.0226 5.8813 NM_015909 11.2094 11.602 10.9281 11.6034 NR_026642 5.3951 7.7706 5.186 5.167 NM_024574 7.7161 10.6038 6.6183 8.9153 NM_004466 6.6191 10.726 6.5106 5.7821 BC066990 6.2559 9.219 5.3816 7.0451 NM_001752 13.7421 14.7253 13.716 13.5421 NM_014820 10.4639 6.7248 10.5839 11.1888 NM_014321 8.3568 6.1068 9.5509 6.8296 NM_002831 9.8078 10.5732 10.3703 8.6321 NM_002405 8.8754 7.7447 8.5812 9.673 NM_001004695 5.3685 5.7567 5.3384 5.324 NM_174890 7.6998 8.6942 7.7333 7.3927 NM_018661 5.3575 6.0781 5.3652 5.1639 AX748236 6.8272 7.1977 6.9181 6.5753 BC062748 6.5714 8.1396 6.6387 6.0617 NM_003049 7.3613 16.2127 6.9173 5.9254 NM_080860 9.1029 6.6665 9.3584 9.2648 NM_002601 9.7856 6.6363 9.8653 10.4333 NM_001042702 8.9058 6.0625 9.0946 9.2861 XR_039717 6.8764 6.5314 7.3013 6.2189 NM_182920 10.0673 6.4731 9.6342 11.7237 NM_014643 10.2025 11.7252 9.5641 10.939 AK303870 7.474 9.3963 7.4917 6.9623 NM_000089 15.7103 15.4126 14.7513 17.463 NM_032656 10.4618 10.859 11.0941 9.256 NM_198471 9.0018 11.2323 8.4148 9.4715 NM_152358 6.7051 10.4955 6.6006 5.9405 NM_006231 8.6092 12.2254 8.8886 7.2161 A_33_P3266889 7.4576 11.7315 7.3875 6.5118 NR_003111 17.5801 17.4674 17.6367 17.5093 NM_173561 5.5317 9.1499 5.2333 5.1493 NM_017922 10.5396 10.8955 10.5283 10.4702 NM_002924 5.3595 7.7236 5.0641 5.2854 A_33_P3338788 6.2221 8.9401 6.1307 5.7026 NM_017714 9.7869 9.2305 9.8557 9.8058 NM_001018053 8.1977 6.5504 8.5697 7.9585 NM_024791 7.3717 10.02 7.7928 5.9729 NM_001160124 7.5856 7.7243 7.5365 7.6367 NM_002006 7.0583 6.1244 5.7754 9.5369 NM_134431 6.162 6.8754 6.5732 5.2641 NM_052876 13.2324 14.7267 13.5683 12.271 NM_013250 8.4886 10.6877 8.8106 7.3752 NM_016639 13.1125 12.7818 12.7871 13.7647 NM_015569 8.3263 11.5482 7.7786 8.4794 NM_022778 8.8738 14.337 8.8237 7.5958 NM_012151 13.524 12.5231 13.8147 13.2654 AL080137 6.1105 10.0039 5.6965 5.8617 NM_001085375 11.1689 15.1259 11.0612 10.368 NM_000788 9.1521 8.0255 9.1436 9.4487 NM_018142 13.9996 13.3547 14.0852 14.011 NM_002489 17.2762 15.0186 17.1879 17.9953 NM_017652 8.5717 10.6233 8.6439 7.9326 NM_017891 9.7882 10.7704 10.4525 8.3801 AK055831 6.0564 9.2611 5.8873 5.551 NM_020151 13.1453 10.254 13.4756 13.2902 NM_213590 10.067 9.102 10.0233 10.3847 AK130231 8.2725 10.4519 8.2105 7.8362 NM_020212 9.2482 13.7926 9.0457 8.4665 NM_002195 5.5747 8.1863 5.3217 5.3647 NM_201446 10.7957 12.8383 10.2118 11.307 NM_001042758 8.5765 11.236 8.6515 7.7805 NM_175711 7.8477 10.7131 7.8564 7.1162 NM_014483 7.2398 8.4986 6.42 8.3598 NM_005951 12.4374 11.6721 11.5494 14.1827 NM_003404 16.0249 15.4746 16.2804 15.7152 NR_029410 10.8268 12.9466 10.5465 10.7872 NM_145268 6.0648 10.6544 5.6379 5.6647 AK124574 7.0475 7.361 7.285 6.5535 NM_005095 11.9983 11.0686 12.0698 12.1056 NM_004553 15.095 13.884 15.3633 14.9283 NM_001750 15.7718 14.4187 15.3469 16.8535 NM_194313 8.3794 7.2724 9.1945 7.2298 NM_020638 5.1564 5.1326 5.1372 5.196 NM_017610 11.1637 8.2344 11.2433 11.7566 AK123339 10.2313 12.4149 10.1469 9.8332 NM_006391 11.1552 13.355 10.5434 11.6761 NM_001159746 7.8353 10.4326 7.7249 7.3792 NM_018378 8.7816 10.4713 8.7626 8.3926 NR_027086 5.4312 4.9559 5.4647 5.4914 NM_005486 10.2619 6.3795 10.7853 10.3165 NM_001537 12.535 9.3141 12.7911 12.892 NM_014209 10.065 11.0009 10.4043 9.2373 NM_014744 9.1254 7.3013 9.2873 9.2982 NM_004339 15.2418 11.4013 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NM_001099744 6.9088 7.4659 6.1658 8.0698 NM_005416 12.0298 11.2478 12.5714 11.2777 NM_197965 5.4047 7.1424 5.1411 5.4317 NM_015125 12.0075 11.4291 12.0709 12.0412 NM_198184 5.6402 5.7 5.048 6.6616 NM_001134456 8.0119 5.5241 7.726 9.1343 NM_001081550 12.0501 11.7384 12.1459 11.9604 ERCC-00144_60 5.1611 7.653 4.9365 4.9313 NM_000849 14.8419 15.1904 14.6952 15.0115 NM_004897 8.3905 8.4986 8.1831 8.7264 NM_058172 8.7399 8.9225 7.6845 10.5411 NM_138558 13.1531 12.2727 13.172 13.34 NR_024279 9.9781 10.7477 10.1486 9.4874 ENST00000449105 9.9838 11.5461 9.78 9.9501 BG288911 8.502 9.136 9.1364 7.2333 A_24_P375683 15.3897 15.0433 15.4201 15.4231 NM_145235 9.5688 12.3191 9.7224 8.6125 NM_014991 10.6482 6.5989 10.8436 11.3187 NM_002923 12.6897 8.4579 10.7866 17.0782 NM_139165 6.4078 6.9143 6.5133 6.0966 ENST00000376005 5.2876 5.0584 5.3474 5.2404 THC2612260 4.9957 5.0936 4.9446 5.0605 NM_144709 7.3175 5.3152 7.3375 7.7829 NM_152557 14.2152 17.0319 14.0612 13.7804 NM_022118 11.6397 10.5406 11.7555 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13.0502 12.7154 NM_201566 7.1095 11.5232 7.2289 5.7971 NM_201430 9.7794 15.18 9.7326 8.5111 NM_001004727 7.0144 12.1229 6.8285 6.0627 NM_152491 8.0284 11.4358 8.939 5.5829 NM_032310 13.6418 12.2852 13.622 14.0156 NM_018412 8.4215 9.2831 8.5341 8.009 NM_025047 10.2153 13.3517 9.8345 10.0975 AK123852 5.426 9.8141 4.9945 5.084 NM_014294 13.7396 12.1211 13.8949 13.8723 NM_033284 10.3352 11.9011 9.9525 10.6136 NM_001991 11.3575 13.0092 10.9986 11.5726 NM_004444 8.5783 11.2056 8.5495 7.9719 NM_024841 7.2786 8.51 7.0203 7.4226 CR933610 6.8997 11.4572 6.7188 6.0768 NM_001285 5.3785 7.3814 5.3133 4.9919 NM_002392 8.751 9.0153 9.2671 7.7817 A_33_P3241150 5.7448 5.9634 5.9234 5.3775 NM_001136105 9.9885 9.0691 9.8989 10.3751 NP511183 5.472 9.0126 5.2742 4.9328 NM_153350 8.128 9.5339 8.3282 7.4262 NM_002250 13.1843 13.5237 13.9901 11.6892 NM_025059 7.6751 12.3193 6.7327 8.163 NM_014208 6.2809 12.0009 6.0006 5.3416 A_33_P3381613 8.6441 13.5228 8.5786 7.5389 ENST00000429019 6.1173 9.4094 5.6957 6.0321 NM_020322 6.7333 7.9924 6.5727 6.6997 NM_014916 9.4119 8.8361 9.717 9.022 NM_016335 6.0876 5.1049 6.3983 5.7897 NM_182977 11.3379 12.481 11.1783 11.3314 NM_001110792 7.8972 12.5921 7.4805 7.4528 NM_033111 10.8052 9.3247 10.4293 11.833 NM_175874 7.2419 6.1489 7.5892 6.9075 NM_032810 13.766 14.8961 13.4912 13.9643 NP274062 9.274 12.1774 9.4549 8.2318 NM_001164664 14.0492 16.4082 14.454 12.7511 NM_002599 12.0163 10.3165 10.5991 14.9212 NM_003429 15.4084 17.2616 15.9596 13.9805 NM_020801 11.6142 8.0323 11.3621 12.9508 BC064512 6.2515 7.4382 6.2669 5.9278 NM_004765 11.1995 9.4641 11.3202 11.4221 NM_032727 11.3071 12.3196 12.8602 8.3361 NM_001085 8.361 9.7841 6.3122 11.5906 NR_027115 6.2333 5.1035 6.2892 6.4178 NM_139281 10.0271 5.621 10.1528 10.9088 AK096643 11.9233 13.9422 12.6748 10.1035 THC2698991 6.0895 9.9168 5.7864 5.6632 NM_005545 13.2088 13.3758 11.5152 16.1309 AK090448 6.1466 9.9846 5.7839 5.8219 AK131238 7.8441 11.0155 6.946 8.623 NM_182854 5.5981 6.1689 5.4094 5.7855 NM_005318 12.274 9.6515 12.7091 12.1681 THC2694673 5.7679 5.6815 5.6461 6.0026 NM_006553 8.9437 5.8671 8.6909 10.1552 AK097526 6.9766 9.4163 6.7561 6.7526 NM_080834 5.0966 4.8431 5.0078 5.3154 NM_013284 7.8112 8.8846 7.8507 7.4738 NM_020379 12.8061 10.0305 12.2327 14.5035 XM_001714260 7.3851 9.5854 6.9707 7.5603 NM_004797 5.9546 6.065 5.6795 6.4086 NM_003007 5.8654 6.1421 5.4143 6.5856 AK094167 5.5001 5.4614 5.6744 5.2048 NM_005290 7.1689 8.2112 7.0055 7.1942 NM_000465 9.9465 6.9004 10.061 10.5077 ENST00000399026 6.8024 5.3821 7.1585 6.5343 NM_001005222 5.3717 5.8286 5.4584 5.1056 AK294707 5.2889 4.7042 5.1907 5.6068 NM_018157 10.3394 6.2691 10.3618 11.3177 AK000093 7.9871 8.0291 8.2919 7.4432 NM_005689 13.017 14.2394 12.9285 12.8663 A_24_P41149 11.9036 9.5932 12.2965 11.7935 NM_006305 9.981 10.2595 10.1542 9.6084 THC2649796 6.7798 5.2547 6.5838 7.504 NM_032346 11.7305 9.0069 12.1877 11.6114 NM_022756 13.0743 13.215 12.9469 13.2619 NM_006514 5.4512 9.194 5.2586 4.8526 NM_001098801 10.6957 11.5452 10.7623 10.3668 NR_002823 6.7365 8.1385 6.7191 6.4166 AK096792 7.9936 9.0476 7.7334 8.1853 NM_001695 13.3971 14.2449 13.4387 13.1124 NM_181756 7.1676 10.4564 6.8297 6.9368 NR_024275 14.7508 14.1061 14.9113 14.6312 NM_175739 5.8161 10.8255 5.3586 5.3643 A_33_P3376836 14.2557 12.7901 14.4304 14.3164 ENST00000426092 8.0543 11.2324 8.1352 7.1184 ERCC-00028_121 5.5746 10.0018 5.2484 5.0387 NM_016291 11.0869 12.8273 11.5457 9.8489 NM_006291 17.2262 17.1538 17.6517 16.4998 NM_004527 6.701 8.9123 5.9315 7.4947 NM_017758 11.9529 11.5339 11.6758 12.5426 NM_152533 7.7811 12.8098 7.6221 6.8021 NM_001040443 12.5992 15.0391 12.3021 12.5092 NM_018191 10.5183 10.1676 10.4723 10.6863 NM_001005236 5.504 10.0879 5.0505 5.1515 NM_152869 9.1869 7.0415 7.8561 12.052 AF130053 6.1861 10.6593 5.9969 5.3989 NM_182975 8.5895 10.3626 9.0113 7.4079 NM_003511 7.2264 11.0068 7.843 5.2021 XM_001715611 9.5846 14.6643 9.0297 9.2858 NM_016179 6.5863 6.3438 6.0528 7.5805 NM_031460 6.294 9.0849 5.8609 6.3543 NM_004064 12.7484 10.1287 12.6647 13.5498 A_33_P3307068 8.412 9.9713 8.5196 7.834 NM_000500 8.0277 10.2099 7.6199 8.1957 NM_144659 8.4919 8.7791 8.5954 8.2389 NM_001002814 12.1578 10.3633 12.6093 11.8163 NM_058175 9.6239 5.9606 8.2341 12.972 ENST00000318701 6.1869 6.3453 6.1617 6.1915 AB305686 7.1062 9.9511 6.7992 6.9322 XM_928694 7.149 9.9883 6.8706 6.9265 NM_015347 7.7822 10.4751 7.7136 7.2291 NM_194328 12.6724 8.4362 12.3831 14.2378 NM_005767 11.6782 11.2371 11.5846 11.9524 A_33_P3358856 13.4247 13.3909 13.61 13.1087 NR_024420 9.3876 10.6681 9.7177 8.4896 ENST00000366952 5.2482 7.3024 4.926 5.2986 NM_015562 8.2398 11.2642 8.1126 7.7062 NM_001136106 7.4396 12.6404 6.9997 6.9091 AK123308 7.1654 10.2118 7.0324 6.6368 NM_018161 12.7392 14.4856 13.563 10.8611 NM_022827 13.3454 14.4545 13.571 12.6733 NM_014978 5.6872 6.6401 5.4645 5.8388 NM_000857 7.819 6.1561 7.3204 9.1073 ENST00000396843 5.3743 5.3399 5.2544 5.5929 NM_013409 10.2049 10.7764 9.8283 10.721 AK127296 6.7726 8.8966 6.5619 6.6104 NR_003521 5.5336 5.0546 5.2952 6.0706 AK095428 8.4831 5.5748 9.261 7.849 NM_013233 12.9022 9.8045 13.1726 13.2035 NM_005680 11.1482 10.0382 11.3401 11.0898 NM_030975 5.9572 7.8325 5.9663 5.4726 NM_181886 12.8166 10.8435 12.8888 13.1835 NM_178525 5.5802 5.762 5.3804 5.8844 NM_003292 8.0139 6.4312 8.069 8.313 NM_173858 6.0686 6.0018 6.0328 6.1481 NM_001004697 5.9737 6.5436 5.8439 6.0585 THC2557798 5.3473 5.9108 5.4486 5.0291 NM_032445 8.3103 8.8341 8.4296 7.9704 NM_173660 11.2801 13.0554 12.1667 9.2849 ENST00000239715 5.6576 8.828 5.6149 4.9398 NR_026730 6.4384 9.3956 6.265 6.0026 NM_032361 9.693 12.7576 10.1209 8.1781 NM_014925 12.8834 12.6295 13.0826 12.5983 AK128004 7.3393 10.1514 7.2957 6.7128 NM_176819 7.1012 9.0592 6.4521 7.7475 NM_021008 12.6154 14.0405 12.6817 12.1432 NM_020233 9.7898 11.3445 9.2945 10.2681 NM_020827 9.5493 13.5138 9.2863 9.0186 AX746604 5.3425 6.3291 5.4297 4.9432 NM_001437 7.5745 8.237 8.2524 6.2225 NM_001001925 9.2487 10.6009 9.078 9.2094 NM_004198 7.1093 10.5152 7.2156 6.0719 A_33_P3399181 10.3779 13.4151 10.0136 10.2561 NR_027182 9.0056 10.4287 8.9529 8.7419 NM_001033714 11.2239 13.1668 11.6901 9.9223 NM_022451 10.9953 11.5094 10.9162 11.0053 NM_007313 7.073 8.7727 7.0744 6.6455 NM_006856 5.8497 6.2351 5.956 5.5673 NM_006554 13.1343 12.9627 13.249 12.9764 NM_006628 12.1707 12.1307 11.9826 12.5098 BC016059 7.7522 12.0844 7.2825 7.4911 NM_003690 13.5486 10.658 13.4883 14.3767 AK124238 5.8878 6.36 5.8662 5.8076 NR_015376 5.2928 5.5796 5.385 5.0597 NM_213649 12.7484 13.5525 12.9718 12.1564 BC038577 5.4259 5.6747 5.3409 5.5124 NM_001037228 5.99 5.976 5.8796 6.1867 AK125786 5.1685 5.3162 5.1223 5.2124 NM_023943 6.403 6.5037 5.8957 7.2656 NM_001002912 5.0723 4.8241 4.9333 5.3777 ERCC-00077_121 5.4513 4.9863 5.4535 5.5635 AK055863 5.8933 6.0331 5.8633 5.911 ENST00000381777 7.296 8.0665 7.1876 7.2932 NM_004559 15.285 15.8052 15.2761 15.1704 NM_033050 5.2276 5.5331 4.9565 5.6255 NM_031291 5.4264 7.8607 4.9598 5.6345 NM_001097 6.8117 10.67 6.4229 6.5277 NM_006169 12.4333 9.4282 11.3642 15.0554 NM_006373 15.0628 13.2071 15.1539 15.3675 NM_007278 15.2774 12.9535 15.3444 15.7412 A_33_P3221040 5.756 8.0182 5.5471 5.556 NM_004948 5.7667 8.5995 5.6875 5.197 NP511232 6.145 9.001 6.0026 5.68 AK095511 6.0599 8.7889 5.8708 5.7085 NM_005198 11.6751 11.8791 11.652 11.6644 NM_032664 8.4933 10.1719 8.4224 8.1977 NM_004653 10.1185 10.2049 9.512 11.1581 NM_000384 5.8994 5.4629 5.0629 7.4724 BC036375 5.1126 5.5331 5.0401 5.1344 NM_001002033 15.8832 16.415 16.96 13.8657 NM_004442 9.7762 10.5651 10.0176 9.1564 NM_001700 5.8988 7.2667 5.7427 5.8301 NM_006085 10.1646 8.0739 10.8258 9.53 NR_027267 5.9189 6.8011 5.8213 5.8692 NM_002397 10.3982 6.6036 9.4125 13.0718 NM_197947 5.2531 4.7704 5.2665 5.3501 NM_181787 9.7326 6.4775 10.0217 10.0405 NM_007165 12.1852 14.7895 12.1279 11.6345 NM_181605 9.2708 11.2602 9.3649 8.6086 NM_152504 7.1011 5.8217 6.9215 7.7352 AK293395 9.5894 12.2918 9.891 8.3859 NM_004888 15.8871 13.312 16.2051 15.9744 NM_032558 11.2008 7.185 11.5769 11.5466 NM_013237 13.4739 12.4772 13.8559 13.0545 NM_001008701 10.4359 12.2257 10.268 10.2824 NM_020783 5.2078 4.925 5.0815 5.4997 NM_004808 8.7629 9.8017 8.3606 9.2074 NM_022918 10.2664 10.9425 10.3009 10.0372 NM_002381 6.4262 8.083 6.4711 5.9335 NM_006936 13.2682 10.411 13.6625 13.2926 NM_016048 12.9994 12.5924 13.1633 12.8144 NM_001145474 7.0496 11.9512 7.0547 5.8153 A_33_P3281303 6.1861 11.0666 5.8948 5.4758 A_33_P3260455 11.1148 12.1985 11.4271 10.2973 XM_001133617 6.9972 12.2319 6.6364 6.32 NM_014517 13.5265 10.9757 13.6471 13.9532 THC2662344 6.5975 8.2232 6.6883 6.0321 NM_000035 5.7974 7.077 5.8949 5.3067 XM_001715098 5.9705 7.0081 6.1643 5.3721 NM_018436 5.6915 8.6893 5.348 5.5432 BC035145 8.2989 9.9242 8.0725 8.2887 NM_033255 9.0964 15.3248 8.926 7.8375 NM_021071 8.5211 12.7399 8.4736 7.5495 NM_020134 5.9777 9.3187 5.8194 5.4195 NM_000733 8.852 15.2413 8.5561 7.7726 NM_001013658 5.2711 5.441 5.2723 5.2266 NM_001170631 5.8054 10.5342 5.5087 5.1423 XM_001714570 5.4005 9.586 5.015 5.0288 NM_021237 14.204 13.322 13.9755 14.8244 NM_152456 7.1619 11.4631 6.5023 7.241 NM_012156 9.5039 8.0702 10.0038 8.9873 ETG09_4876