=== Classifier model (full training set) === Naive Bayes Classifier Class Attribute oral_cavity_cancer normal (0.71) (0.29) ==================================================================== 1007_s_at mean 11.9884 11.7072 std. dev. 0.4214 0.5141 weight sum 74 29 precision 0.0242 0.0242 1053_at mean 7.8377 7.7851 std. dev. 0.4457 0.3974 weight sum 74 29 precision 0.0208 0.0208 117_at mean 7.443 7.629 std. dev. 0.503 0.5396 weight sum 74 29 precision 0.0268 0.0268 121_at mean 9.7245 9.8363 std. dev. 0.2765 0.1772 weight sum 74 29 precision 0.0147 0.0147 1255_g_at mean 5.4626 5.16 std. dev. 0.3459 0.1419 weight sum 74 29 precision 0.0172 0.0172 1294_at mean 8.3908 8.5051 std. dev. 0.5398 0.4268 weight sum 74 29 precision 0.0243 0.0243 1316_at mean 6.8145 6.695 std. dev. 0.3811 0.4228 weight sum 74 29 precision 0.02 0.02 1320_at mean 6.5612 6.536 std. dev. 0.209 0.2132 weight sum 74 29 precision 0.0094 0.0094 1405_i_at mean 7.8809 7.145 std. dev. 1.2653 0.7762 weight sum 74 29 precision 0.0517 0.0517 1431_at mean 5.465 6.1026 std. dev. 0.3052 0.6941 weight sum 74 29 precision 0.0284 0.0284 1438_at mean 8.3378 8.4723 std. dev. 0.4678 0.486 weight sum 74 29 precision 0.0235 0.0235 1487_at mean 9.1146 9.2674 std. dev. 0.5378 0.4506 weight sum 74 29 precision 0.0277 0.0277 1494_f_at mean 7.5737 7.4564 std. dev. 0.3289 0.257 weight sum 74 29 precision 0.0144 0.0144 1552256_a_at mean 8.1607 7.819 std. dev. 0.5618 0.3828 weight sum 74 29 precision 0.0244 0.0244 1552257_a_at mean 10.3559 10.5602 std. dev. 0.5721 0.8658 weight sum 74 29 precision 0.039 0.039 1552258_at mean 6.9364 6.745 std. dev. 0.2273 0.2461 weight sum 74 29 precision 0.0121 0.0121 1552261_at mean 5.8564 5.8558 std. dev. 0.4362 0.2481 weight sum 74 29 precision 0.0354 0.0354 1552263_at mean 7.9297 7.8583 std. dev. 0.6213 0.8867 weight sum 74 29 precision 0.0373 0.0373 1552264_a_at mean 7.9651 7.9635 std. dev. 0.3703 0.3608 weight sum 74 29 precision 0.019 0.019 1552266_at mean 5.6494 5.7557 std. dev. 0.2874 0.2458 weight sum 74 29 precision 0.0139 0.0139 1552269_at mean 5.4321 5.3607 std. dev. 0.2379 0.3075 weight sum 74 29 precision 0.0159 0.0159 1552271_at mean 7.3792 7.3232 std. dev. 0.3645 0.1655 weight sum 74 29 precision 0.021 0.021 1552272_a_at mean 6.9285 7.0778 std. dev. 0.2384 0.2701 weight sum 74 29 precision 0.0114 0.0114 1552274_at mean 7.0929 7.1529 std. dev. 0.3504 0.2583 weight sum 74 29 precision 0.0167 0.0167 1552275_s_at mean 7.1536 7.4193 std. dev. 0.3833 0.4037 weight sum 74 29 precision 0.0209 0.0209 1552276_a_at mean 6.917 6.8475 std. dev. 0.3345 0.306 weight sum 74 29 precision 0.0165 0.0165 1552277_a_at mean 9.8449 9.016 std. dev. 0.6819 0.3646 weight sum 74 29 precision 0.0321 0.0321 1552278_a_at mean 6.5641 6.5335 std. dev. 0.2158 0.1644 weight sum 74 29 precision 0.0087 0.0087 1552279_a_at mean 7.9069 7.8035 std. dev. 0.2462 0.1883 weight sum 74 29 precision 0.0098 0.0098 1552280_at mean 6.5594 6.5432 std. dev. 0.2202 0.2021 weight sum 74 29 precision 0.0113 0.0113 1552281_at mean 8.5734 8.3562 std. dev. 0.3407 0.1887 weight sum 74 29 precision 0.0151 0.0151 1552283_s_at mean 6.1339 7.1817 std. dev. 0.9122 0.623 weight sum 74 29 precision 0.0418 0.0418 1552286_at mean 8.3179 8.3294 std. dev. 0.3658 0.3235 weight sum 74 29 precision 0.0154 0.0154 1552287_s_at mean 8.0758 8.2721 std. dev. 0.586 0.5176 weight sum 74 29 precision 0.024 0.024 1552288_at mean 5.6278 5.5857 std. dev. 0.2118 0.1972 weight sum 74 29 precision 0.0101 0.0101 1552289_a_at mean 6.8007 6.6398 std. dev. 0.4068 0.2377 weight sum 74 29 precision 0.0275 0.0275 1552291_at mean 8.4622 8.2401 std. dev. 0.7839 0.6857 weight sum 74 29 precision 0.0348 0.0348 1552293_at mean 6.0598 6.1285 std. dev. 0.1685 0.1821 weight sum 74 29 precision 0.0084 0.0084 1552295_a_at mean 8.3915 7.9323 std. dev. 0.3927 0.2301 weight sum 74 29 precision 0.022 0.022 1552296_at mean 5.1031 5.0044 std. dev. 0.2579 0.22 weight sum 74 29 precision 0.0117 0.0117 1552299_at mean 6.2541 6.4082 std. dev. 0.2373 0.2408 weight sum 74 29 precision 0.0128 0.0128 1552301_a_at mean 8.8807 9.1024 std. dev. 1.6023 1.8185 weight sum 74 29 precision 0.0647 0.0647 1552302_at mean 6.2035 5.7691 std. dev. 0.7549 0.3893 weight sum 74 29 precision 0.0399 0.0399 1552303_a_at mean 6.8068 6.5389 std. dev. 0.3197 0.1965 weight sum 74 29 precision 0.0139 0.0139 1552304_at mean 6.142 5.9799 std. dev. 0.4841 0.3815 weight sum 74 29 precision 0.0229 0.0229 1552306_at mean 6.4111 6.1082 std. dev. 0.7474 0.4742 weight sum 74 29 precision 0.0355 0.0355 1552307_a_at mean 7.7567 7.4764 std. dev. 0.4872 0.3156 weight sum 74 29 precision 0.0235 0.0235 1552309_a_at mean 9.3049 10.0239 std. dev. 1.6443 1.8249 weight sum 74 29 precision 0.0636 0.0636 1552310_at mean 7.7943 7.9174 std. dev. 0.5534 0.6225 weight sum 74 29 precision 0.0239 0.0239 1552311_a_at mean 8.1089 7.8554 std. dev. 0.3301 0.3892 weight sum 74 29 precision 0.0209 0.0209 1552312_a_at mean 7.5566 7.6477 std. dev. 0.7974 0.7739 weight sum 74 29 precision 0.0328 0.0328 1552314_a_at mean 5.7404 5.7203 std. dev. 0.2345 0.2462 weight sum 74 29 precision 0.012 0.012 1552315_at mean 7.2948 7.3159 std. dev. 0.4638 0.3903 weight sum 74 29 precision 0.0176 0.0176 1552316_a_at mean 6.8817 7.6073 std. dev. 1.1269 0.8315 weight sum 74 29 precision 0.0432 0.0432 1552318_at mean 6.3406 6.8646 std. dev. 0.6138 0.5233 weight sum 74 29 precision 0.0382 0.0382 1552319_a_at mean 5.6445 5.6341 std. dev. 0.2204 0.1528 weight sum 74 29 precision 0.0104 0.0104 1552320_a_at mean 4.4969 4.5067 std. dev. 0.1663 0.1666 weight sum 74 29 precision 0.0091 0.0091 1552321_a_at mean 4.79 4.8462 std. dev. 0.1926 0.1954 weight sum 74 29 precision 0.0106 0.0106 1552322_at mean 4.7909 4.7041 std. dev. 0.1733 0.1351 weight sum 74 29 precision 0.0094 0.0094 1552323_s_at mean 7.342 7.3165 std. dev. 0.3358 0.1765 weight sum 74 29 precision 0.0184 0.0184 1552325_at mean 4.289 4.363 std. dev. 0.2093 0.36 weight sum 74 29 precision 0.0179 0.0179 1552326_a_at mean 6.9366 6.7523 std. dev. 0.3567 0.2627 weight sum 74 29 precision 0.0172 0.0172 1552327_at mean 5.645 5.79 std. dev. 0.3203 0.3049 weight sum 74 29 precision 0.0193 0.0193 1552329_at mean 7.1993 7.7796 std. dev. 0.6431 0.7093 weight sum 74 29 precision 0.0311 0.0311 1552330_at mean 6.9469 6.7178 std. dev. 0.6448 0.4513 weight sum 74 29 precision 0.0281 0.0281 1552332_at mean 8.9445 8.9677 std. dev. 0.3177 0.2104 weight sum 74 29 precision 0.0142 0.0142 1552334_at mean 6.3373 6.6257 std. dev. 0.3099 0.3976 weight sum 74 29 precision 0.0209 0.0209 1552335_at mean 7.9012 7.8018 std. dev. 0.2188 0.1909 weight sum 74 29 precision 0.0112 0.0112 1552337_s_at mean 6.3459 6.1809 std. dev. 0.2926 0.1861 weight sum 74 29 precision 0.0162 0.0162 1552338_at mean 6.4791 6.4314 std. dev. 0.3083 0.2619 weight sum 74 29 precision 0.0188 0.0188 1552340_at mean 6.4983 6.221 std. dev. 0.2904 0.2091 weight sum 74 29 precision 0.0158 0.0158 1552343_s_at mean 7.5159 7.1114 std. dev. 0.4893 0.3118 weight sum 74 29 precision 0.0224 0.0224 1552344_s_at mean 7.089 7.3158 std. dev. 0.4684 0.5024 weight sum 74 29 precision 0.0212 0.0212 1552347_at mean 7.7518 8.2058 std. dev. 0.598 0.4686 weight sum 74 29 precision 0.0273 0.0273 1552348_at mean 7.8933 7.8849 std. dev. 0.2945 0.2765 weight sum 74 29 precision 0.0157 0.0157 1552349_a_at mean 5.937 5.945 std. dev. 0.2175 0.1959 weight sum 74 29 precision 0.0124 0.0124 1552354_at mean 7.638 7.5839 std. dev. 0.5102 0.3876 weight sum 74 29 precision 0.0251 0.0251 1552355_s_at mean 6.8627 6.9642 std. dev. 0.2882 0.2521 weight sum 74 29 precision 0.0166 0.0166 1552359_at mean 4.5588 4.5614 std. dev. 0.1405 0.1744 weight sum 74 29 precision 0.0091 0.0091 1552360_a_at mean 5.5712 5.6321 std. dev. 0.3996 0.3019 weight sum 74 29 precision 0.0223 0.0223 1552362_a_at mean 6.9274 7.3959 std. dev. 0.3012 0.337 weight sum 74 29 precision 0.02 0.02 1552364_s_at mean 7.2225 6.7629 std. dev. 0.481 0.2486 weight sum 74 29 precision 0.0268 0.0268 1552365_at mean 5.7076 8.0298 std. dev. 0.8866 1.482 weight sum 74 29 precision 0.0615 0.0615 1552367_a_at mean 5.1245 6.2328 std. dev. 0.293 0.9553 weight sum 74 29 precision 0.0426 0.0426 1552368_at mean 5.0644 5.0117 std. dev. 0.2194 0.1913 weight sum 74 29 precision 0.0128 0.0128 1552370_at mean 6.5807 6.9129 std. dev. 0.5615 0.5632 weight sum 74 29 precision 0.0268 0.0268 1552372_at mean 4.3055 4.3238 std. dev. 0.1543 0.1937 weight sum 74 29 precision 0.0115 0.0115 1552373_s_at mean 4.277 4.2947 std. dev. 0.1186 0.1262 weight sum 74 29 precision 0.0057 0.0057 1552375_at mean 5.9806 5.9464 std. dev. 0.2716 0.2602 weight sum 74 29 precision 0.0148 0.0148 1552377_s_at mean 8.9068 8.7864 std. dev. 0.2582 0.2477 weight sum 74 29 precision 0.0123 0.0123 1552378_s_at mean 6.6878 6.2155 std. dev. 0.7018 0.3716 weight sum 74 29 precision 0.0325 0.0325 1552379_at mean 4.5567 4.5809 std. dev. 0.1554 0.213 weight sum 74 29 precision 0.0107 0.0107 1552381_at mean 4.6107 4.6269 std. dev. 0.2343 0.21 weight sum 74 29 precision 0.014 0.014 1552383_at mean 7.9364 8.047 std. dev. 0.3078 0.1812 weight sum 74 29 precision 0.0167 0.0167 1552384_a_at mean 6.3299 6.3548 std. dev. 0.2731 0.2668 weight sum 74 29 precision 0.0166 0.0166 1552386_at mean 5.6687 5.9353 std. dev. 0.5109 0.6332 weight sum 74 29 precision 0.0365 0.0365 1552388_at mean 7.0348 6.9704 std. dev. 0.3326 0.267 weight sum 74 29 precision 0.0149 0.0149 1552389_at mean 4.5792 4.5671 std. dev. 0.1736 0.1465 weight sum 74 29 precision 0.0083 0.0083 1552390_a_at mean 4.5209 4.5314 std. dev. 0.2435 0.2151 weight sum 74 29 precision 0.0113 0.0113 1552391_at mean 5.0779 5.2257 std. dev. 0.2983 0.2239 weight sum 74 29 precision 0.0147 0.0147 1552393_at mean 4.555 4.482 std. dev. 0.1617 0.1131 weight sum 74 29 precision 0.009 0.009 1552394_a_at mean 4.7273 4.661 std. dev. 0.2639 0.3088 weight sum 74 29 precision 0.0165 0.0165 1552395_at mean 9.1577 9.037 std. dev. 0.3317 0.2834 weight sum 74 29 precision 0.0163 0.0163 1552396_at mean 6.4971 6.4955 std. dev. 0.2187 0.204 weight sum 74 29 precision 0.0113 0.0113 1552398_a_at mean 5.3228 5.0374 std. dev. 0.4177 0.4145 weight sum 74 29 precision 0.0246 0.0246 1552399_a_at mean 4.81 4.7361 std. dev. 0.211 0.207 weight sum 74 29 precision 0.0113 0.0113 1552400_a_at mean 6.5814 6.8081 std. dev. 0.2433 0.4227 weight sum 74 29 precision 0.0185 0.0185 1552401_a_at mean 5.1312 4.9448 std. dev. 0.2636 0.2146 weight sum 74 29 precision 0.0147 0.0147 1552402_at mean 5.6178 5.7797 std. dev. 0.7016 0.9195 weight sum 74 29 precision 0.0457 0.0457 1552405_at mean 6.4946 6.4253 std. dev. 0.2536 0.313 weight sum 74 29 precision 0.014 0.014 1552408_at mean 4.9068 4.8173 std. dev. 0.2543 0.2046 weight sum 74 29 precision 0.0129 0.0129 1552409_a_at mean 7.7176 7.7487 std. dev. 0.2703 0.256 weight sum 74 29 precision 0.0147 0.0147 1552410_at mean 7.3401 7.3777 std. dev. 0.2341 0.2531 weight sum 74 29 precision 0.0121 0.0121 1552411_at mean 9.6656 9.7034 std. dev. 0.4728 0.4477 weight sum 74 29 precision 0.0258 0.0258 1552412_a_at mean 5.4795 5.4653 std. dev. 0.1614 0.1479 weight sum 74 29 precision 0.0067 0.0067 1552414_at mean 5.8363 5.8676 std. dev. 0.2265 0.2082 weight sum 74 29 precision 0.012 0.012 1552415_a_at mean 7.0792 6.9733 std. dev. 0.2285 0.2148 weight sum 74 29 precision 0.0133 0.0133 1552417_a_at mean 6.2455 5.9996 std. dev. 0.4666 0.2956 weight sum 74 29 precision 0.0206 0.0206 1552418_at mean 5.7307 5.5442 std. dev. 0.3678 0.2742 weight sum 74 29 precision 0.0201 0.0201 1552419_s_at mean 7.8812 7.8041 std. dev. 0.2694 0.2399 weight sum 74 29 precision 0.0205 0.0205 1552421_a_at mean 4.8113 4.8107 std. dev. 0.2238 0.2035 weight sum 74 29 precision 0.0115 0.0115 1552422_at mean 6.6716 6.896 std. dev. 0.4847 0.3937 weight sum 74 29 precision 0.0189 0.0189 1552423_at mean 8.3122 8.6331 std. dev. 0.4813 0.4543 weight sum 74 29 precision 0.0237 0.0237 1552424_at mean 4.9683 5.0386 std. dev. 0.2407 0.262 weight sum 74 29 precision 0.0153 0.0153 1552425_a_at mean 5.7854 5.7922 std. dev. 0.2816 0.1858 weight sum 74 29 precision 0.0137 0.0137 1552426_a_at mean 10.8953 10.9298 std. dev. 0.5586 0.4103 weight sum 74 29 precision 0.0342 0.0342 1552427_at mean 5.2834 5.4772 std. dev. 0.4249 0.3463 weight sum 74 29 precision 0.0254 0.0254 1552430_at mean 4.3412 4.3314 std. dev. 0.1303 0.1291 weight sum 74 29 precision 0.0084 0.0084 1552432_at mean 7.521 7.4323 std. dev. 0.2963 0.2169 weight sum 74 29 precision 0.0127 0.0127 1552436_a_at mean 5.858 5.9492 std. dev. 0.2129 0.1888 weight sum 74 29 precision 0.0119 0.0119 1552438_a_at mean 6.245 6.3336 std. dev. 0.185 0.2183 weight sum 74 29 precision 0.0121 0.0121 1552439_s_at mean 4.4082 4.4761 std. dev. 0.1263 0.1365 weight sum 74 29 precision 0.009 0.009 1552440_at mean 5.0251 5.0788 std. dev. 0.2202 0.3207 weight sum 74 29 precision 0.0192 0.0192 1552445_a_at mean 6.7773 6.6931 std. dev. 0.2179 0.1094 weight sum 74 29 precision 0.0134 0.0134 1552448_a_at mean 5.9745 5.9381 std. dev. 0.2003 0.2566 weight sum 74 29 precision 0.0121 0.0121 1552449_a_at mean 5.8138 5.7742 std. dev. 0.2443 0.2077 weight sum 74 29 precision 0.0118 0.0118 1552450_a_at mean 7.7881 7.8822 std. dev. 0.2338 0.2232 weight sum 74 29 precision 0.0125 0.0125 1552452_at mean 5.4621 5.3932 std. dev. 0.1825 0.1564 weight sum 74 29 precision 0.0103 0.0103 1552453_a_at mean 5.6096 5.4645 std. dev. 0.3144 0.2235 weight sum 74 29 precision 0.0171 0.0171 1552455_at mean 6.1952 6.2809 std. dev. 0.5539 0.5505 weight sum 74 29 precision 0.0287 0.0287 1552456_a_at mean 5.5887 5.7117 std. dev. 0.2052 0.2211 weight sum 74 29 precision 0.012 0.012 1552457_a_at mean 5.3783 5.2309 std. dev. 0.2886 0.2055 weight sum 74 29 precision 0.0129 0.0129 1552458_at mean 5.1792 5.0596 std. dev. 0.2516 0.231 weight sum 74 29 precision 0.0139 0.0139 1552459_a_at mean 5.9731 5.7535 std. dev. 0.3409 0.2722 weight sum 74 29 precision 0.0141 0.0141 1552461_at mean 4.7638 4.7238 std. dev. 0.1602 0.1408 weight sum 74 29 precision 0.0091 0.0091 1552463_at mean 5.7328 6.9134 std. dev. 0.9528 1.3902 weight sum 74 29 precision 0.055 0.055 1552466_x_at mean 4.7254 4.6972 std. dev. 0.1295 0.1003 weight sum 74 29 precision 0.0074 0.0074 1552467_at mean 7.1669 7.0768 std. dev. 0.261 0.2041 weight sum 74 29 precision 0.0144 0.0144 1552468_a_at mean 7.9068 7.6357 std. dev. 0.346 0.2311 weight sum 74 29 precision 0.0153 0.0153 1552470_a_at mean 4.9213 4.8514 std. dev. 0.3278 0.2668 weight sum 74 29 precision 0.017 0.017 1552472_a_at mean 8.7113 8.4807 std. dev. 0.7907 0.9042 weight sum 74 29 precision 0.0383 0.0383 1552473_at mean 9.2527 9.3708 std. dev. 0.4687 0.5116 weight sum 74 29 precision 0.0231 0.0231 1552474_a_at mean 8.1436 8.5129 std. dev. 0.6942 0.9017 weight sum 74 29 precision 0.0359 0.0359 1552476_s_at mean 7.6326 7.7078 std. dev. 0.389 0.5092 weight sum 74 29 precision 0.0218 0.0218 1552477_a_at mean 9.4125 8.4536 std. dev. 1.4091 1.4716 weight sum 74 29 precision 0.061 0.061 1552478_a_at mean 6.538 6.5223 std. dev. 0.7006 0.7166 weight sum 74 29 precision 0.0288 0.0288 1552480_s_at mean 4.2672 4.2341 std. dev. 0.1189 0.2385 weight sum 74 29 precision 0.0134 0.0134 1552481_s_at mean 5.9792 6.162 std. dev. 0.5076 0.4018 weight sum 74 29 precision 0.0223 0.0223 1552482_at mean 6.7335 6.6426 std. dev. 0.6915 0.4739 weight sum 74 29 precision 0.0432 0.0432 1552484_at mean 7.8285 7.7363 std. dev. 0.3369 0.2446 weight sum 74 29 precision 0.0148 0.0148 1552485_at mean 6.8157 6.1834 std. dev. 0.7355 0.4043 weight sum 74 29 precision 0.0359 0.0359 1552486_s_at mean 5.5074 5.2611 std. dev. 0.6193 0.4576 weight sum 74 29 precision 0.027 0.027 1552487_a_at mean 9.6013 8.0839 std. dev. 1.798 1.9091 weight sum 74 29 precision 0.0727 0.0727 1552489_s_at mean 4.7351 4.5961 std. dev. 0.2983 0.1518 weight sum 74 29 precision 0.0178 0.0178 1552490_at mean 5.325 5.3213 std. dev. 0.1656 0.1527 weight sum 74 29 precision 0.0093 0.0093 1552491_at mean 7.1777 7.3679 std. dev. 0.3046 0.6176 weight sum 74 29 precision 0.0252 0.0252 1552493_s_at mean 5.6622 5.5814 std. dev. 0.2807 0.1641 weight sum 74 29 precision 0.013 0.013 1552494_at mean 6.0085 5.9648 std. dev. 0.2296 0.2175 weight sum 74 29 precision 0.0107 0.0107 1552496_a_at mean 5.5084 6.0646 std. dev. 0.3072 0.4449 weight sum 74 29 precision 0.0212 0.0212 1552497_a_at mean 9.0026 9.2103 std. dev. 0.3881 0.4164 weight sum 74 29 precision 0.0183 0.0183 1552498_at mean 6.1133 6.0355 std. dev. 0.2376 0.2664 weight sum 74 29 precision 0.0118 0.0118 1552499_a_at mean 6.099 5.9239 std. dev. 0.3325 0.2581 weight sum 74 29 precision 0.0195 0.0195 1552501_a_at mean 7.7824 7.83 std. dev. 0.2711 0.1834 weight sum 74 29 precision 0.0125 0.0125 1552502_s_at mean 7.3944 7.7061 std. dev. 0.9356 1.0861 weight sum 74 29 precision 0.047 0.047 1552503_at mean 7.3083 7.2496 std. dev. 0.3014 0.2231 weight sum 74 29 precision 0.0131 0.0131 1552504_a_at mean 7.0877 7.1582 std. dev. 0.3236 0.2725 weight sum 74 29 precision 0.0173 0.0173 1552506_at mean 5.9323 5.9977 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std. dev. 0.2968 0.204 weight sum 74 29 precision 0.0149 0.0149 65630_at mean 7.9634 8.6026 std. dev. 0.4982 0.6943 weight sum 74 29 precision 0.0301 0.0301 65635_at mean 9.395 9.4906 std. dev. 0.3006 0.3408 weight sum 74 29 precision 0.0186 0.0186 65718_at mean 7.8013 8.2399 std. dev. 0.5284 0.3378 weight sum 74 29 precision 0.021 0.021 65770_at mean 9.6874 9.6033 std. dev. 0.3907 0.3507 weight sum 74 29 precision 0.0167 0.0167 65884_at mean 8.9569 8.4619 std. dev. 0.7415 0.5358 weight sum 74 29 precision 0.0371 0.0371 66053_at mean 7.0055 6.6207 std. dev. 0.6364 0.5343 weight sum 74 29 precision 0.0303 0.0303 71933_at mean 9.491 9.4641 std. dev. 0.3151 0.3089 weight sum 74 29 precision 0.0195 0.0195 74694_s_at mean 7.6382 7.5131 std. dev. 0.7489 0.6766 weight sum 74 29 precision 0.0303 0.0303 76897_s_at mean 4.861 4.7722 std. dev. 0.2259 0.1722 weight sum 74 29 precision 0.0125 0.0125 77508_r_at mean 8.6047 8.8338 std. dev. 0.2452 0.2102 weight sum 74 29 precision 0.0132 0.0132 78047_s_at mean 9.8465 9.7586 std. dev. 0.3274 0.1304 weight sum 74 29 precision 0.014 0.014 78330_at mean 7.5641 7.4858 std. dev. 0.3132 0.1906 weight sum 74 29 precision 0.0151 0.0151 78383_at mean 8.1546 8.1378 std. dev. 0.4099 0.2323 weight sum 74 29 precision 0.0208 0.0208 78495_at mean 7.954 7.9129 std. dev. 0.2682 0.2021 weight sum 74 29 precision 0.012 0.012 79005_at mean 9.2158 9.1173 std. dev. 0.2637 0.2309 weight sum 74 29 precision 0.0133 0.0133 81737_at mean 6.6231 6.7098 std. dev. 0.2129 0.1453 weight sum 74 29 precision 0.0126 0.0126 81811_at mean 8.1912 8.1036 std. dev. 0.4002 0.3369 weight sum 74 29 precision 0.0218 0.0218 823_at mean 8.6804 9.1304 std. dev. 0.9407 0.7703 weight sum 74 29 precision 0.0396 0.0396 87100_at mean 5.7062 5.6882 std. dev. 0.2784 0.3521 weight sum 74 29 precision 0.015 0.015 89476_r_at mean 8.3862 8.6086 std. dev. 0.3092 0.3861 weight sum 74 29 precision 0.0183 0.0183 89948_at mean 8.5406 8.5344 std. dev. 0.2768 0.2247 weight sum 74 29 precision 0.0142 0.0142 89977_at mean 6.8047 7.0308 std. dev. 0.3359 0.3863 weight sum 74 29 precision 0.0187 0.0187 90265_at mean 9.3815 9.1556 std. dev. 0.4216 0.2897 weight sum 74 29 precision 0.0173 0.0173 90610_at mean 10.0067 10.0036 std. dev. 0.4193 0.2914 weight sum 74 29 precision 0.0196 0.0196 91580_at mean 4.6996 4.8933 std. dev. 0.2761 0.5407 weight sum 74 29 precision 0.0235 0.0235 91617_at mean 8.6551 8.7426 std. dev. 0.482 0.3745 weight sum 74 29 precision 0.0244 0.0244 91682_at mean 8.2567 8.382 std. dev. 0.1888 0.1629 weight sum 74 29 precision 0.0094 0.0094 91684_g_at mean 7.3597 6.9924 std. dev. 0.5014 0.3729 weight sum 74 29 precision 0.0202 0.0202 91703_at mean 8.2256 8.3017 std. dev. 1.0487 0.9055 weight sum 74 29 precision 0.0428 0.0428 91816_f_at mean 7.1207 6.4514 std. dev. 0.7374 0.5321 weight sum 74 29 precision 0.0358 0.0358 91826_at mean 8.8428 9.7099 std. dev. 0.7966 1.3286 weight sum 74 29 precision 0.0513 0.0513 91920_at mean 8.9749 8.9891 std. dev. 0.2136 0.182 weight sum 74 29 precision 0.0097 0.0097 91952_at mean 8.0682 7.719 std. dev. 0.4155 0.2795 weight sum 74 29 precision 0.0204 0.0204 AFFX-BioB-3_at mean 8.4945 8.3902 std. dev. 1.5441 0.9519 weight sum 74 29 precision 0.0648 0.0648 AFFX-BioB-5_at mean 8.769 8.5686 std. dev. 1.463 0.8145 weight sum 74 29 precision 0.0631 0.0631 AFFX-BioB-M_at mean 9.2004 9.1519 std. dev. 1.5014 0.8506 weight sum 74 29 precision 0.0669 0.0669 AFFX-BioC-3_at mean 10.569 10.5678 std. dev. 1.3302 0.7678 weight sum 74 29 precision 0.0583 0.0583 AFFX-BioC-5_at mean 10.0006 9.9733 std. dev. 1.3786 0.7788 weight sum 74 29 precision 0.059 0.059 AFFX-BioDn-3_at mean 12.5216 12.6563 std. dev. 0.9256 0.5074 weight sum 74 29 precision 0.0375 0.0375 AFFX-BioDn-5_at mean 11.1636 11.2941 std. dev. 1.2532 0.6877 weight sum 74 29 precision 0.0535 0.0535 AFFX-CreX-3_at mean 13.8414 13.8509 std. dev. 0.7616 0.3722 weight sum 74 29 precision 0.0307 0.0307 AFFX-CreX-5_at mean 13.513 13.5292 std. dev. 0.7889 0.397 weight sum 74 29 precision 0.0328 0.0328 AFFX-DapX-3_at mean 4.7718 4.7248 std. dev. 0.1358 0.1375 weight sum 74 29 precision 0.0069 0.0069 AFFX-DapX-5_at mean 4.7617 4.6742 std. dev. 0.1532 0.1039 weight sum 74 29 precision 0.0084 0.0084 AFFX-DapX-M_at mean 4.546 4.4768 std. dev. 0.117 0.1123 weight sum 74 29 precision 0.0061 0.0061 AFFX-HSAC07/X00351_3_at mean 13.7557 13.5281 std. dev. 0.3805 0.4773 weight sum 74 29 precision 0.0216 0.0216 AFFX-HSAC07/X00351_5_at mean 10.1625 10.3868 std. dev. 0.8316 0.5503 weight sum 74 29 precision 0.0434 0.0434 AFFX-HSAC07/X00351_M_at mean 12.0214 12.125 std. dev. 0.7121 0.5089 weight sum 74 29 precision 0.037 0.037 AFFX-hum_alu_at mean 14.9005 14.8441 std. dev. 0.0901 0.0889 weight sum 74 29 precision 0.0046 0.0046 AFFX-HUMGAPDH/M33197_3_at mean 13.7939 13.9045 std. dev. 0.4269 0.328 weight sum 74 29 precision 0.0236 0.0236 AFFX-HUMGAPDH/M33197_5_at mean 11.8991 12.3012 std. dev. 0.9125 0.6208 weight sum 74 29 precision 0.0562 0.0562 AFFX-HUMGAPDH/M33197_M_at mean 13.2582 13.5192 std. dev. 0.6428 0.4501 weight sum 74 29 precision 0.0327 0.0327 AFFX-HUMISGF3A/M97935_3_at mean 12.4093 11.5342 std. dev. 0.8263 0.5882 weight sum 74 29 precision 0.0339 0.0339 AFFX-HUMISGF3A/M97935_5_at mean 5.5174 4.9638 std. dev. 0.5994 0.3052 weight sum 74 29 precision 0.0231 0.0231 AFFX-HUMISGF3A/M97935_MA_at mean 9.32 8.5158 std. dev. 0.9991 0.6154 weight sum 74 29 precision 0.0412 0.0412 AFFX-HUMISGF3A/M97935_MB_at mean 8.5347 7.675 std. dev. 1.6123 1.072 weight sum 74 29 precision 0.0637 0.0637 AFFX-HUMRGE/M10098_3_at mean 11.02 10.9236 std. dev. 0.9828 0.7174 weight sum 74 29 precision 0.0404 0.0404 AFFX-HUMRGE/M10098_5_at mean 11.3649 11.3384 std. dev. 0.8564 0.8747 weight sum 74 29 precision 0.0427 0.0427 AFFX-HUMRGE/M10098_M_at mean 12.1848 12.1352 std. dev. 0.6968 0.639 weight sum 74 29 precision 0.0314 0.0314 AFFX-LysX-3_at mean 4.4711 4.5127 std. dev. 0.1022 0.1187 weight sum 74 29 precision 0.0048 0.0048 AFFX-LysX-5_at mean 4.4397 4.4186 std. dev. 0.0942 0.0884 weight sum 74 29 precision 0.0045 0.0045 AFFX-LysX-M_at mean 5.3625 5.3238 std. dev. 0.144 0.1572 weight sum 74 29 precision 0.0078 0.0078 AFFX-M27830_3_at mean 8.316 8.3038 std. dev. 0.2483 0.2803 weight sum 74 29 precision 0.0154 0.0154 AFFX-M27830_5_at mean 12.1217 12.2195 std. dev. 0.594 0.6724 weight sum 74 29 precision 0.0303 0.0303 AFFX-M27830_M_at mean 11.7022 11.6831 std. dev. 0.3906 0.5575 weight sum 74 29 precision 0.022 0.022 AFFX-PheX-3_at mean 6.3562 6.3786 std. dev. 0.2431 0.2232 weight sum 74 29 precision 0.0121 0.0121 AFFX-PheX-5_at mean 5.2097 5.0874 std. dev. 0.1969 0.1315 weight sum 74 29 precision 0.0086 0.0086 AFFX-PheX-M_at mean 4.4838 4.486 std. dev. 0.1109 0.1018 weight sum 74 29 precision 0.0054 0.0054 AFFX-r2-Bs-dap-3_at mean 4.3779 4.3646 std. dev. 0.1487 0.1388 weight sum 74 29 precision 0.0083 0.0083 AFFX-r2-Bs-dap-5_at mean 4.5967 4.5191 std. dev. 0.1515 0.1219 weight sum 74 29 precision 0.0079 0.0079 AFFX-r2-Bs-dap-M_at mean 4.3507 4.3402 std. dev. 0.1227 0.1325 weight sum 74 29 precision 0.0066 0.0066 AFFX-r2-Bs-lys-3_at mean 4.8172 4.7506 std. dev. 0.224 0.1724 weight sum 74 29 precision 0.0104 0.0104 AFFX-r2-Bs-lys-5_at mean 4.4676 4.3935 std. dev. 0.1653 0.1192 weight sum 74 29 precision 0.0087 0.0087 AFFX-r2-Bs-lys-M_at mean 4.5857 4.5069 std. dev. 0.1796 0.1751 weight sum 74 29 precision 0.0085 0.0085 AFFX-r2-Bs-phe-3_at mean 6.5397 6.3772 std. dev. 0.3189 0.261 weight sum 74 29 precision 0.0146 0.0146 AFFX-r2-Bs-phe-5_at mean 4.3375 4.3174 std. dev. 0.1781 0.1255 weight sum 74 29 precision 0.0075 0.0075 AFFX-r2-Bs-phe-M_at mean 4.6073 4.6169 std. dev. 0.1749 0.1286 weight sum 74 29 precision 0.0097 0.0097 AFFX-r2-Bs-thr-3_s_at mean 5.7568 5.591 std. dev. 0.2475 0.243 weight sum 74 29 precision 0.0162 0.0162 AFFX-r2-Bs-thr-5_s_at mean 5.816 5.7533 std. dev. 0.2655 0.1896 weight sum 74 29 precision 0.014 0.014 AFFX-r2-Bs-thr-M_s_at mean 4.9088 4.8175 std. dev. 0.2273 0.1809 weight sum 74 29 precision 0.0097 0.0097 AFFX-r2-Ec-bioB-3_at mean 9.5001 9.4568 std. dev. 1.4205 0.7581 weight sum 74 29 precision 0.0645 0.0645 AFFX-r2-Ec-bioB-5_at mean 9.6074 9.368 std. dev. 1.5257 0.8354 weight sum 74 29 precision 0.066 0.066 AFFX-r2-Ec-bioB-M_at mean 9.5056 9.2846 std. dev. 1.5595 0.8396 weight sum 74 29 precision 0.0666 0.0666 AFFX-r2-Ec-bioC-3_at mean 10.8954 10.8433 std. dev. 1.2904 0.7322 weight sum 74 29 precision 0.0542 0.0542 AFFX-r2-Ec-bioC-5_at mean 10.7303 10.6432 std. dev. 1.3732 0.7881 weight sum 74 29 precision 0.0584 0.0584 AFFX-r2-Ec-bioD-3_at mean 12.9869 13.1111 std. dev. 0.9198 0.5095 weight sum 74 29 precision 0.0367 0.0367 AFFX-r2-Ec-bioD-5_at mean 12.54 12.7004 std. dev. 1.0493 0.546 weight sum 74 29 precision 0.0421 0.0421 AFFX-r2-P1-cre-3_at mean 14.2252 14.1887 std. dev. 0.5557 0.2829 weight sum 74 29 precision 0.0236 0.0236 AFFX-r2-P1-cre-5_at mean 14.0071 13.9656 std. dev. 0.623 0.3189 weight sum 74 29 precision 0.0255 0.0255 AFFX-ThrX-3_at mean 5.7565 5.6652 std. dev. 0.2243 0.1161 weight sum 74 29 precision 0.0098 0.0098 AFFX-ThrX-5_at mean 5.6255 5.5394 std. dev. 0.1936 0.1589 weight sum 74 29 precision 0.01 0.01 AFFX-ThrX-M_at mean 4.6547 4.6426 std. dev. 0.1362 0.1258 weight sum 74 29 precision 0.0071 0.0071 AFFX-TrpnX-3_at mean 4.4532 4.4188 std. dev. 0.1296 0.1274 weight sum 74 29 precision 0.0058 0.0058 AFFX-TrpnX-5_at mean 4.9267 4.8524 std. dev. 0.151 0.1231 weight sum 74 29 precision 0.0069 0.0069 AFFX-TrpnX-M_at mean 4.9781 4.9345 std. dev. 0.1683 0.1487 weight sum 74 29 precision 0.009 0.009 Time taken to build model: 0.92 seconds Time taken to test model on training data: 2.94 seconds === Error on training data === Correctly Classified Instances 98 95.1456 % Incorrectly Classified Instances 5 4.8544 % Kappa statistic 0.886 Mean absolute error 0.0485 Root mean squared error 0.2203 Relative absolute error 11.9454 % Root relative squared error 48.9858 % Total Number of Instances 103 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,932 0,000 1,000 0,932 0,965 0,892 0,966 0,981 oral_cavity_cancer 1,000 0,068 0,853 1,000 0,921 0,892 0,966 0,853 normal Weighted Avg. 0,951 0,019 0,959 0,951 0,953 0,892 0,966 0,945 === Confusion Matrix === a b <-- classified as 69 5 | a = oral_cavity_cancer 0 29 | b = normal Time taken to perform cross-validation: 4.5 seconds === Stratified cross-validation === Correctly Classified Instances 89 86.4078 % Incorrectly Classified Instances 14 13.5922 % Kappa statistic 0.664 Mean absolute error 0.1359 Root mean squared error 0.3687 Relative absolute error 33.3637 % Root relative squared error 81.9283 % Total Number of Instances 103 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,905 0,241 0,905 0,905 0,905 0,664 0,832 0,888 oral_cavity_cancer 0,759 0,095 0,759 0,759 0,759 0,664 0,832 0,643 normal Weighted Avg. 0,864 0,200 0,864 0,864 0,864 0,664 0,832 0,819 === Confusion Matrix === a b <-- classified as 67 7 | a = oral_cavity_cancer 7 22 | b = normal