=== Classifier model (full training set) === Naive Bayes Classifier Class Attribute normal nasopharyngeal_carcinoma (0.24) (0.76) ================================================================================ 1007_s_at mean 10.9318 10.7932 std. dev. 0.3096 0.4089 weight sum 9 31 precision 0.0551 0.0551 1053_at mean 6.8455 7.4439 std. dev. 0.2854 0.5255 weight sum 9 31 precision 0.055 0.055 117_at mean 6.6698 6.8216 std. dev. 0.2143 0.3031 weight sum 9 31 precision 0.0381 0.0381 121_at mean 9.3355 9.3136 std. dev. 0.2712 0.1726 weight sum 9 31 precision 0.0269 0.0269 1255_g_at mean 4.4363 4.4349 std. dev. 0.1887 0.1127 weight sum 9 31 precision 0.0182 0.0182 1294_at mean 8.5681 8.2167 std. dev. 0.4464 0.3888 weight sum 9 31 precision 0.0481 0.0481 1316_at mean 6.2279 6.1432 std. dev. 0.1353 0.1584 weight sum 9 31 precision 0.0161 0.0161 1320_at mean 5.6188 5.6174 std. dev. 0.1955 0.12 weight sum 9 31 precision 0.0172 0.0172 1405_i_at mean 7.7992 9.0618 std. dev. 0.7639 1.177 weight sum 9 31 precision 0.1427 0.1427 1431_at mean 5.3758 4.6235 std. dev. 0.6726 0.1472 weight sum 9 31 precision 0.0699 0.0699 1438_at mean 7.0148 7.022 std. dev. 0.1901 0.1488 weight sum 9 31 precision 0.0176 0.0176 1487_at mean 8.2658 8.0557 std. dev. 0.0892 0.2894 weight sum 9 31 precision 0.0289 0.0289 1494_f_at mean 7.4741 7.3573 std. dev. 0.3331 0.1874 weight sum 9 31 precision 0.0313 0.0313 1552256_a_at mean 7.179 7.1464 std. dev. 0.3568 0.4333 weight sum 9 31 precision 0.0465 0.0465 1552257_a_at mean 8.7099 8.6678 std. dev. 0.2275 0.4387 weight sum 9 31 precision 0.0434 0.0434 1552258_at mean 6.8901 6.8354 std. dev. 0.1476 0.2223 weight sum 9 31 precision 0.0226 0.0226 1552261_at mean 6.4998 5.8873 std. dev. 0.6437 0.3247 weight sum 9 31 precision 0.0708 0.0708 1552263_at mean 7.0529 6.6551 std. dev. 0.2867 0.3864 weight sum 9 31 precision 0.0405 0.0405 1552264_a_at mean 6.7658 6.5372 std. dev. 0.259 0.2434 weight sum 9 31 precision 0.0312 0.0312 1552266_at mean 4.8807 4.6171 std. dev. 0.2663 0.2194 weight sum 9 31 precision 0.0302 0.0302 1552269_at mean 6.1016 4.8453 std. dev. 0.9371 0.2827 weight sum 9 31 precision 0.0982 0.0982 1552271_at mean 6.5075 6.3948 std. dev. 0.2186 0.2373 weight sum 9 31 precision 0.0287 0.0287 1552272_a_at mean 6.0494 6.0156 std. dev. 0.1178 0.2299 weight sum 9 31 precision 0.0242 0.0242 1552274_at mean 6.8964 6.3989 std. dev. 0.3868 0.33 weight sum 9 31 precision 0.0466 0.0466 1552275_s_at mean 6.1774 5.695 std. dev. 0.5317 0.2235 weight sum 9 31 precision 0.0421 0.0421 1552276_a_at mean 6.5352 6.402 std. dev. 0.1309 0.2059 weight sum 9 31 precision 0.0219 0.0219 1552277_a_at mean 6.9936 7.6509 std. dev. 0.3615 0.6833 weight sum 9 31 precision 0.0879 0.0879 1552278_a_at mean 6.1368 6.1829 std. dev. 0.222 0.1498 weight sum 9 31 precision 0.0219 0.0219 1552279_a_at mean 7.2853 7.1865 std. dev. 0.1775 0.2217 weight sum 9 31 precision 0.0218 0.0218 1552280_at mean 6.4716 6.2903 std. dev. 0.256 0.3414 weight sum 9 31 precision 0.0449 0.0449 1552281_at mean 8.5699 8.5256 std. dev. 0.1734 0.2134 weight sum 9 31 precision 0.0268 0.0268 1552283_s_at mean 6.6753 5.7665 std. dev. 1.1706 0.9229 weight sum 9 31 precision 0.1338 0.1338 1552286_at mean 7.1424 7.2974 std. dev. 0.1295 0.342 weight sum 9 31 precision 0.0362 0.0362 1552287_s_at mean 7.0638 7.3063 std. dev. 0.5388 0.501 weight sum 9 31 precision 0.067 0.067 1552288_at mean 4.4236 4.4192 std. dev. 0.1298 0.1767 weight sum 9 31 precision 0.0204 0.0204 1552289_a_at mean 6.3526 6.1386 std. dev. 0.2552 0.1662 weight sum 9 31 precision 0.024 0.024 1552291_at mean 5.9214 6.4339 std. dev. 0.257 0.607 weight sum 9 31 precision 0.0722 0.0722 1552293_at mean 4.6701 4.6502 std. dev. 0.1767 0.2497 weight sum 9 31 precision 0.0319 0.0319 1552295_a_at mean 7.8478 7.8205 std. dev. 0.2293 0.235 weight sum 9 31 precision 0.0313 0.0313 1552296_at mean 5.4431 4.1953 std. dev. 1.4717 0.2016 weight sum 9 31 precision 0.1342 0.1342 1552299_at mean 6.4457 6.1042 std. dev. 0.2844 0.3383 weight sum 9 31 precision 0.0396 0.0396 1552301_a_at mean 6.509 6.4569 std. dev. 0.2748 0.1304 weight sum 9 31 precision 0.0248 0.0248 1552302_at mean 4.6315 4.9168 std. dev. 0.4451 0.7469 weight sum 9 31 precision 0.0782 0.0782 1552303_a_at mean 5.5292 5.4531 std. dev. 0.2682 0.2888 weight sum 9 31 precision 0.0352 0.0352 1552304_at mean 5.7557 6.0659 std. dev. 0.4435 0.4794 weight sum 9 31 precision 0.0466 0.0466 1552306_at mean 5.3321 5.9929 std. dev. 0.251 0.6116 weight sum 9 31 precision 0.0561 0.0561 1552307_a_at mean 7.2989 7.0162 std. dev. 0.1723 0.2498 weight sum 9 31 precision 0.026 0.026 1552309_a_at mean 5.5179 6.2842 std. dev. 0.264 0.7124 weight sum 9 31 precision 0.0959 0.0959 1552310_at mean 6.8881 7.1308 std. dev. 0.4226 0.4129 weight sum 9 31 precision 0.0469 0.0469 1552311_a_at mean 6.561 6.355 std. dev. 0.148 0.1691 weight sum 9 31 precision 0.0176 0.0176 1552312_a_at mean 5.1278 5.4915 std. dev. 0.3289 0.3845 weight sum 9 31 precision 0.0456 0.0456 1552314_a_at mean 4.5877 4.6898 std. dev. 0.2552 0.207 weight sum 9 31 precision 0.03 0.03 1552315_at mean 7.2034 7.1137 std. dev. 0.4753 0.5796 weight sum 9 31 precision 0.0512 0.0512 1552316_a_at mean 6.7102 6.5772 std. dev. 0.6464 1.0314 weight sum 9 31 precision 0.0971 0.0971 1552318_at mean 5.5955 5.3697 std. dev. 0.4334 0.5289 weight sum 9 31 precision 0.052 0.052 1552319_a_at mean 5.0903 5.0373 std. dev. 0.1798 0.2448 weight sum 9 31 precision 0.0409 0.0409 1552320_a_at mean 5.2889 3.924 std. dev. 0.9383 0.2747 weight sum 9 31 precision 0.0979 0.0979 1552321_a_at mean 5.3757 3.7953 std. dev. 1.079 0.3071 weight sum 9 31 precision 0.1222 0.1222 1552322_at mean 4.0422 4.1628 std. dev. 0.1079 0.1296 weight sum 9 31 precision 0.0157 0.0157 1552323_s_at mean 6.1586 6.2146 std. dev. 0.2253 0.3193 weight sum 9 31 precision 0.0358 0.0358 1552325_at mean 5.3701 3.3467 std. dev. 1.6494 0.2917 weight sum 9 31 precision 0.1417 0.1417 1552326_a_at mean 8.8276 6.6438 std. dev. 1.4497 0.4965 weight sum 9 31 precision 0.1213 0.1213 1552327_at mean 5.3133 5.2816 std. dev. 0.1732 0.2202 weight sum 9 31 precision 0.0297 0.0297 1552329_at mean 5.8041 5.8259 std. dev. 0.3566 0.6229 weight sum 9 31 precision 0.0578 0.0578 1552330_at mean 4.7402 4.5111 std. dev. 0.4946 0.4013 weight sum 9 31 precision 0.0644 0.0644 1552332_at mean 7.7195 7.5787 std. dev. 0.2545 0.2029 weight sum 9 31 precision 0.029 0.029 1552334_at mean 5.6398 5.5295 std. dev. 0.1667 0.1901 weight sum 9 31 precision 0.0179 0.0179 1552335_at mean 7.6156 7.6836 std. dev. 0.1504 0.1427 weight sum 9 31 precision 0.017 0.017 1552337_s_at mean 5.7306 5.7096 std. dev. 0.2263 0.2624 weight sum 9 31 precision 0.0335 0.0335 1552338_at mean 5.925 5.9042 std. dev. 0.1758 0.1999 weight sum 9 31 precision 0.0209 0.0209 1552340_at mean 6.3169 6.1904 std. dev. 0.2243 0.1428 weight sum 9 31 precision 0.0228 0.0228 1552343_s_at mean 7.1275 6.9209 std. dev. 0.5548 0.4873 weight sum 9 31 precision 0.0658 0.0658 1552344_s_at mean 5.7802 6.4467 std. dev. 0.2767 0.6451 weight sum 9 31 precision 0.0723 0.0723 1552347_at mean 6.3827 6.3669 std. dev. 0.3339 0.4022 weight sum 9 31 precision 0.0411 0.0411 1552348_at mean 8.0209 7.9217 std. dev. 0.1618 0.2086 weight sum 9 31 precision 0.0234 0.0234 1552349_a_at mean 5.4749 5.291 std. dev. 0.2362 0.2513 weight sum 9 31 precision 0.0338 0.0338 1552354_at mean 6.4783 6.4406 std. dev. 0.4011 0.3622 weight sum 9 31 precision 0.0378 0.0378 1552355_s_at mean 6.5785 6.5752 std. dev. 0.2098 0.1992 weight sum 9 31 precision 0.0229 0.0229 1552359_at mean 4.0898 3.8639 std. dev. 0.3127 0.1449 weight sum 9 31 precision 0.0385 0.0385 1552360_a_at mean 4.9036 4.7965 std. dev. 0.178 0.2331 weight sum 9 31 precision 0.0267 0.0267 1552362_a_at mean 7.2583 7.3899 std. dev. 0.3294 0.3892 weight sum 9 31 precision 0.0427 0.0427 1552364_s_at mean 6.4815 6.054 std. dev. 0.3651 0.3199 weight sum 9 31 precision 0.0535 0.0535 1552365_at mean 7.1104 4.0026 std. dev. 1.218 0.3844 weight sum 9 31 precision 0.1347 0.1347 1552367_a_at mean 5.2417 4.2621 std. dev. 0.7828 0.1855 weight sum 9 31 precision 0.0847 0.0847 1552368_at mean 4.3056 4.1897 std. dev. 0.1863 0.1885 weight sum 9 31 precision 0.0262 0.0262 1552370_at mean 6.6473 6.2845 std. dev. 0.2949 0.4577 weight sum 9 31 precision 0.0572 0.0572 1552372_at mean 3.1878 3.1626 std. dev. 0.0719 0.0832 weight sum 9 31 precision 0.0098 0.0098 1552373_s_at mean 3.8827 3.7136 std. dev. 0.4452 0.1419 weight sum 9 31 precision 0.0429 0.0429 1552375_at mean 6.0322 6.1358 std. dev. 0.3842 0.2905 weight sum 9 31 precision 0.0438 0.0438 1552377_s_at mean 8.8474 8.9046 std. dev. 0.1032 0.1434 weight sum 9 31 precision 0.0232 0.0232 1552378_s_at mean 6.0808 5.4771 std. dev. 1.0373 0.3057 weight sum 9 31 precision 0.0984 0.0984 1552379_at mean 3.2358 3.2426 std. dev. 0.073 0.097 weight sum 9 31 precision 0.0095 0.0095 1552381_at mean 3.7464 3.8559 std. dev. 0.1816 0.2292 weight sum 9 31 precision 0.031 0.031 1552383_at mean 6.4548 6.3877 std. dev. 0.4272 0.3889 weight sum 9 31 precision 0.0491 0.0491 1552384_a_at mean 5.7652 5.6627 std. dev. 0.1448 0.2162 weight sum 9 31 precision 0.0209 0.0209 1552386_at mean 7.1423 5.7502 std. dev. 0.8057 0.8921 weight sum 9 31 precision 0.1042 0.1042 1552388_at mean 6.4823 6.4278 std. dev. 0.0525 0.2442 weight sum 9 31 precision 0.0309 0.0309 1552389_at mean 4.7075 3.5501 std. dev. 1.3558 0.3156 weight sum 9 31 precision 0.1272 0.1272 1552390_a_at mean 6.3816 4.0574 std. dev. 1.7424 0.5545 weight sum 9 31 precision 0.1604 0.1604 1552391_at mean 3.8136 3.7489 std. dev. 0.1916 0.1923 weight sum 9 31 precision 0.0203 0.0203 1552393_at mean 3.4549 3.4809 std. dev. 0.0959 0.1064 weight sum 9 31 precision 0.0136 0.0136 1552394_a_at mean 3.6811 3.707 std. dev. 0.1028 0.208 weight sum 9 31 precision 0.0297 0.0297 1552395_at mean 8.591 8.513 std. dev. 0.1114 0.194 weight sum 9 31 precision 0.0241 0.0241 1552396_at mean 5.9366 5.609 std. dev. 0.2983 0.1824 weight sum 9 31 precision 0.0336 0.0336 1552398_a_at mean 4.1155 4.4107 std. dev. 0.1439 0.4803 weight sum 9 31 precision 0.0412 0.0412 1552399_a_at mean 4.3454 4.2225 std. dev. 0.1336 0.1652 weight sum 9 31 precision 0.024 0.024 1552400_a_at mean 5.7152 5.7958 std. dev. 0.185 0.186 weight sum 9 31 precision 0.0241 0.0241 1552401_a_at mean 4.2639 4.1997 std. dev. 0.144 0.1559 weight sum 9 31 precision 0.0176 0.0176 1552402_at mean 4.5644 4.5112 std. dev. 0.1879 0.168 weight sum 9 31 precision 0.0235 0.0235 1552405_at mean 6.1528 6.259 std. dev. 0.2754 0.212 weight sum 9 31 precision 0.0332 0.0332 1552408_at mean 4.516 4.3831 std. dev. 0.2182 0.1684 weight sum 9 31 precision 0.0208 0.0208 1552409_a_at mean 7.7302 7.7957 std. dev. 0.2379 0.1617 weight sum 9 31 precision 0.0232 0.0232 1552410_at mean 7.2791 7.014 std. dev. 0.2572 0.143 weight sum 9 31 precision 0.03 0.03 1552411_at mean 9.1698 9.0919 std. dev. 0.4693 0.1755 weight sum 9 31 precision 0.0428 0.0428 1552412_a_at mean 4.7708 4.7697 std. dev. 0.076 0.1258 weight sum 9 31 precision 0.0165 0.0165 1552414_at mean 5.3191 5.2642 std. dev. 0.1647 0.2433 weight sum 9 31 precision 0.0368 0.0368 1552415_a_at mean 6.6713 6.6368 std. dev. 0.2086 0.1366 weight sum 9 31 precision 0.0189 0.0189 1552417_a_at mean 4.8415 6.4887 std. dev. 0.3763 1.2034 weight sum 9 31 precision 0.1316 0.1316 1552418_at mean 5.8877 5.8087 std. dev. 0.2117 0.2516 weight sum 9 31 precision 0.0332 0.0332 1552419_s_at mean 7.6743 7.579 std. dev. 0.2672 0.177 weight sum 9 31 precision 0.0208 0.0208 1552421_a_at mean 4.525 4.5599 std. dev. 0.1888 0.219 weight sum 9 31 precision 0.0244 0.0244 1552422_at mean 6.6521 6.8705 std. dev. 0.5564 0.3666 weight sum 9 31 precision 0.0589 0.0589 1552423_at mean 7.0485 7.1515 std. dev. 0.4473 0.1948 weight sum 9 31 precision 0.0444 0.0444 1552424_at mean 3.9802 3.9396 std. dev. 0.1587 0.1826 weight sum 9 31 precision 0.0169 0.0169 1552425_a_at mean 5.1484 5.218 std. dev. 0.1345 0.1779 weight sum 9 31 precision 0.0208 0.0208 1552426_a_at mean 9.5133 9.6876 std. dev. 0.2386 0.326 weight sum 9 31 precision 0.0392 0.0392 1552427_at mean 4.3992 4.7525 std. dev. 0.2063 0.3975 weight sum 9 31 precision 0.044 0.044 1552430_at mean 3.2535 3.2054 std. dev. 0.1298 0.1018 weight sum 9 31 precision 0.0125 0.0125 1552432_at mean 7.4342 7.2559 std. dev. 0.1605 0.1935 weight sum 9 31 precision 0.0209 0.0209 1552436_a_at mean 4.7837 4.9845 std. dev. 0.1226 0.263 weight sum 9 31 precision 0.0387 0.0387 1552438_a_at mean 5.8063 5.7457 std. dev. 0.1753 0.0867 weight sum 9 31 precision 0.0169 0.0169 1552439_s_at mean 3.6883 3.9053 std. dev. 0.2395 0.5369 weight sum 9 31 precision 0.0814 0.0814 1552440_at mean 4.5063 4.3117 std. dev. 0.177 0.1275 weight sum 9 31 precision 0.0189 0.0189 1552445_a_at mean 5.2802 5.266 std. dev. 0.1734 0.1103 weight sum 9 31 precision 0.0191 0.0191 1552448_a_at mean 5.5901 5.4948 std. dev. 0.2235 0.2345 weight sum 9 31 precision 0.0242 0.0242 1552449_a_at mean 4.7809 4.6913 std. dev. 0.1049 0.1629 weight sum 9 31 precision 0.0206 0.0206 1552450_a_at mean 7.2916 7.2384 std. dev. 0.2075 0.1756 weight sum 9 31 precision 0.0213 0.0213 1552452_at mean 5.0599 4.9885 std. dev. 0.1695 0.177 weight sum 9 31 precision 0.0201 0.0201 1552453_a_at mean 4.651 4.6702 std. dev. 0.1286 0.1633 weight sum 9 31 precision 0.0218 0.0218 1552455_at mean 5.5852 5.6436 std. dev. 0.2971 0.4113 weight sum 9 31 precision 0.0446 0.0446 1552456_a_at mean 4.5393 4.6715 std. dev. 0.2021 0.1572 weight sum 9 31 precision 0.0259 0.0259 1552457_a_at mean 4.2295 4.2366 std. dev. 0.218 0.1705 weight sum 9 31 precision 0.0185 0.0185 1552458_at mean 4.1185 4.1339 std. dev. 0.1605 0.1299 weight sum 9 31 precision 0.0204 0.0204 1552459_a_at mean 6.1102 5.8876 std. dev. 0.2958 0.232 weight sum 9 31 precision 0.0376 0.0376 1552461_at mean 4.1546 4.084 std. dev. 0.1316 0.178 weight sum 9 31 precision 0.0223 0.0223 1552463_at mean 7.6283 5.1499 std. dev. 1.6457 0.4654 weight sum 9 31 precision 0.137 0.137 1552466_x_at mean 3.5329 3.4829 std. dev. 0.1055 0.1295 weight sum 9 31 precision 0.0158 0.0158 1552467_at mean 5.8441 5.7941 std. dev. 0.2008 0.1144 weight sum 9 31 precision 0.0169 0.0169 1552468_a_at mean 7.663 7.56 std. dev. 0.2473 0.2251 weight sum 9 31 precision 0.0301 0.0301 1552470_a_at mean 4.3049 4.0826 std. dev. 0.169 0.2702 weight sum 9 31 precision 0.0333 0.0333 1552472_a_at mean 6.6803 6.8445 std. dev. 0.1928 0.4266 weight sum 9 31 precision 0.0584 0.0584 1552473_at mean 9.2308 9.2332 std. dev. 0.3692 0.244 weight sum 9 31 precision 0.0369 0.0369 1552474_a_at mean 7.1338 7.3546 std. dev. 0.2456 0.3671 weight sum 9 31 precision 0.0508 0.0508 1552476_s_at mean 7.0597 6.9755 std. dev. 0.2461 0.25 weight sum 9 31 precision 0.0292 0.0292 1552477_a_at mean 7.1081 7.751 std. dev. 0.6294 0.7741 weight sum 9 31 precision 0.0765 0.0765 1552478_a_at mean 5.3296 5.471 std. dev. 0.1387 0.2341 weight sum 9 31 precision 0.0245 0.0245 1552480_s_at mean 3.1106 3.1608 std. dev. 0.1789 0.1456 weight sum 9 31 precision 0.0203 0.0203 1552481_s_at mean 6.5284 6.4389 std. dev. 0.3622 0.2258 weight sum 9 31 precision 0.0339 0.0339 1552482_at mean 4.6841 4.954 std. dev. 0.2729 0.5476 weight sum 9 31 precision 0.0577 0.0577 1552484_at mean 6.9842 6.9759 std. dev. 0.1735 0.2018 weight sum 9 31 precision 0.0207 0.0207 1552485_at mean 4.7378 4.9676 std. dev. 0.276 0.4824 weight sum 9 31 precision 0.0583 0.0583 1552486_s_at mean 3.9733 4.3251 std. dev. 0.1159 0.3934 weight sum 9 31 precision 0.045 0.045 1552487_a_at mean 4.6724 4.3982 std. dev. 0.4528 0.6749 weight sum 9 31 precision 0.0618 0.0618 1552489_s_at mean 3.4112 3.3407 std. dev. 0.1359 0.1282 weight sum 9 31 precision 0.0183 0.0183 1552490_at mean 4.5782 4.4696 std. dev. 0.2848 0.1881 weight sum 9 31 precision 0.0278 0.0278 1552491_at mean 5.776 5.7566 std. dev. 0.3066 0.1441 weight sum 9 31 precision 0.0302 0.0302 1552493_s_at mean 5.5581 5.5685 std. dev. 0.1836 0.1416 weight sum 9 31 precision 0.0177 0.0177 1552494_at mean 5.7752 5.6824 std. dev. 0.1512 0.1858 weight sum 9 31 precision 0.0223 0.0223 1552496_a_at mean 5.0815 4.8373 std. dev. 0.334 0.1629 weight sum 9 31 precision 0.0335 0.0335 1552497_a_at mean 8.5275 8.4531 std. dev. 0.4856 0.367 weight sum 9 31 precision 0.0507 0.0507 1552498_at mean 4.9594 4.8988 std. dev. 0.3015 0.1578 weight sum 9 31 precision 0.0272 0.0272 1552499_a_at mean 5.9753 6.018 std. dev. 0.1948 0.173 weight sum 9 31 precision 0.0241 0.0241 1552501_a_at mean 7.3505 7.2267 std. dev. 0.2033 0.1757 weight sum 9 31 precision 0.0221 0.0221 1552502_s_at mean 6.5767 5.9225 std. dev. 0.6748 0.5237 weight sum 9 31 precision 0.0709 0.0709 1552503_at mean 7.2726 7.1549 std. dev. 0.1426 0.1984 weight sum 9 31 precision 0.0251 0.0251 1552504_a_at mean 6.1658 6.1922 std. dev. 0.2542 0.2946 weight sum 9 31 precision 0.039 0.039 1552506_at mean 5.327 5.2705 std. dev. 0.1575 0.2097 weight sum 9 31 precision 0.0229 0.0229 1552507_at mean 6.5664 6.619 std. dev. 0.1859 0.2539 weight sum 9 31 precision 0.0282 0.0282 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