> AnovaModel.1 <- aov(log10_Intensity ~ Treatment_ID, data=Dataset) > summary(AnovaModel.1) Df Sum Sq Mean Sq F value Pr(>F) Treatment_ID 25 730723 29229 96490 <2e-16 *** Residuals 10474402 3172918 0 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 > with(Dataset, numSummary(log10_Intensity, groups=Treatment_ID, + statistics=c("mean", "sd"))) mean sd data:n 1 4.746271 0.5407910 705474 2 4.737031 0.5276700 689928 3 4.605735 0.5120079 471934 4 4.552706 0.5439549 390363 5 5.070335 0.6997974 307592 6 5.089071 0.6983356 395861 7 4.891642 0.4969824 133949 8 4.879821 0.5136819 172933 9 5.252041 0.7467446 357125 10 5.270608 0.7578895 355788 11 4.561375 0.8273882 47125 12 4.639278 0.7194332 26224 13 4.322231 0.4865518 575878 14 4.326563 0.4796558 617175 15 4.438385 0.4844281 788742 16 4.474110 0.4800789 855725 17 4.317874 0.5560397 314657 18 4.230066 0.5087589 405593 19 4.632635 0.5585094 581059 20 4.622329 0.5714937 500651 21 4.589374 0.5371636 434405 22 4.564001 0.5171372 405650 23 4.531536 0.4626384 273476 24 4.575756 0.4969779 280702 25 4.572650 0.4855256 207595 26 4.593720 0.5029879 178824 > AnovaModel.2 <- aov(log10_Intensity ~ Treatment_ID, data=Dataset) > summary(AnovaModel.2) Df Sum Sq Mean Sq F value Pr(>F) Treatment_ID 25 730723 29229 96490 <2e-16 *** Residuals 10474402 3172918 0 --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 > with(Dataset, numSummary(log10_Intensity, groups=Treatment_ID, + statistics=c("mean", "sd"))) mean sd data:n 1 4.746271 0.5407910 705474 2 4.737031 0.5276700 689928 3 4.605735 0.5120079 471934 4 4.552706 0.5439549 390363 5 5.070335 0.6997974 307592 6 5.089071 0.6983356 395861 7 4.891642 0.4969824 133949 8 4.879821 0.5136819 172933 9 5.252041 0.7467446 357125 10 5.270608 0.7578895 355788 11 4.561375 0.8273882 47125 12 4.639278 0.7194332 26224 13 4.322231 0.4865518 575878 14 4.326563 0.4796558 617175 15 4.438385 0.4844281 788742 16 4.474110 0.4800789 855725 17 4.317874 0.5560397 314657 18 4.230066 0.5087589 405593 19 4.632635 0.5585094 581059 20 4.622329 0.5714937 500651 21 4.589374 0.5371636 434405 22 4.564001 0.5171372 405650 23 4.531536 0.4626384 273476 24 4.575756 0.4969779 280702 25 4.572650 0.4855256 207595 26 4.593720 0.5029879 178824 > local({ + .Pairs <- glht(AnovaModel.2, linfct = mcp(Treatment_ID = "Tukey")) + print(summary(.Pairs)) # pairwise tests + print(confint(.Pairs)) # confidence intervals + print(cld(.Pairs)) # compact letter display + old.oma <- par(oma=c(0,5,0,0)) + plot(confint(.Pairs)) + par(old.oma) + }) Simultaneous Tests for General Linear Hypotheses Multiple Comparisons of Means: Tukey Contrasts Fit: aov(formula = log10_Intensity ~ Treatment_ID, data = Dataset) Linear Hypotheses: Estimate Std. Error t value Pr(>|t|) 2 - 1 == 0 -0.0092395 0.0009319 -9.915 <0.01 *** 3 - 1 == 0 -0.1405358 0.0010350 -135.781 <0.01 *** 4 - 1 == 0 -0.1935642 0.0010979 -176.304 <0.01 *** 5 - 1 == 0 0.3240641 0.0011892 272.506 <0.01 *** 6 - 1 == 0 0.3428005 0.0010930 313.638 <0.01 *** 7 - 1 == 0 0.1453717 0.0016404 88.621 <0.01 *** 8 - 1 == 0 0.1335504 0.0014768 90.430 <0.01 *** 9 - 1 == 0 0.5057699 0.0011303 447.460 <0.01 *** 10 - 1 == 0 0.5243376 0.0011317 463.309 <0.01 *** 11 - 1 == 0 -0.1848959 0.0026187 -70.607 <0.01 *** 12 - 1 == 0 -0.1069930 0.0034613 -30.911 <0.01 *** 13 - 1 == 0 -0.4240401 0.0009774 -433.824 <0.01 *** 14 - 1 == 0 -0.4197079 0.0009593 -437.527 <0.01 *** 15 - 1 == 0 -0.3078853 0.0009019 -341.370 <0.01 *** 16 - 1 == 0 -0.2721607 0.0008851 -307.496 <0.01 *** 17 - 1 == 0 -0.4283969 0.0011799 -363.089 <0.01 *** 18 - 1 == 0 -0.5162043 0.0010845 -475.962 <0.01 *** 19 - 1 == 0 -0.1136357 0.0009750 -116.544 <0.01 *** 20 - 1 == 0 -0.1239421 0.0010171 -121.861 <0.01 *** 21 - 1 == 0 -0.1568965 0.0010615 -147.811 <0.01 *** 22 - 1 == 0 -0.1822693 0.0010845 -168.067 <0.01 *** 23 - 1 == 0 -0.2147345 0.0012398 -173.204 <0.01 *** 24 - 1 == 0 -0.1705148 0.0012282 -138.830 <0.01 *** 25 - 1 == 0 -0.1736208 0.0013743 -126.338 <0.01 *** 26 - 1 == 0 -0.1525508 0.0014572 -104.690 <0.01 *** 3 - 2 == 0 -0.1312962 0.0010397 -126.285 <0.01 *** 4 - 2 == 0 -0.1843247 0.0011023 -167.219 <0.01 *** 5 - 2 == 0 0.3333037 0.0011933 279.321 <0.01 *** 6 - 2 == 0 0.3520401 0.0010974 320.795 <0.01 *** 7 - 2 == 0 0.1546112 0.0016433 94.084 <0.01 *** 8 - 2 == 0 0.1427899 0.0014801 96.472 <0.01 *** 9 - 2 == 0 0.5150094 0.0011346 453.919 <0.01 *** 10 - 2 == 0 0.5335771 0.0011360 469.703 <0.01 *** 11 - 2 == 0 -0.1756564 0.0026205 -67.031 <0.01 *** 12 - 2 == 0 -0.0977534 0.0034627 -28.230 <0.01 *** 13 - 2 == 0 -0.4148005 0.0009824 -422.239 <0.01 *** 14 - 2 == 0 -0.4104684 0.0009643 -425.663 <0.01 *** 15 - 2 == 0 -0.2986458 0.0009073 -329.174 <0.01 *** 16 - 2 == 0 -0.2629211 0.0008905 -295.239 <0.01 *** 17 - 2 == 0 -0.4191573 0.0011840 -354.030 <0.01 *** 18 - 2 == 0 -0.5069648 0.0010890 -465.532 <0.01 *** 19 - 2 == 0 -0.1043962 0.0009800 -106.527 <0.01 *** 20 - 2 == 0 -0.1147025 0.0010218 -112.253 <0.01 *** 21 - 2 == 0 -0.1476569 0.0010660 -138.513 <0.01 *** 22 - 2 == 0 -0.1730298 0.0010890 -158.896 <0.01 *** 23 - 2 == 0 -0.2054950 0.0012437 -165.232 <0.01 *** 24 - 2 == 0 -0.1612753 0.0012322 -130.888 <0.01 *** 25 - 2 == 0 -0.1643813 0.0013778 -119.310 <0.01 *** 26 - 2 == 0 -0.1433113 0.0014605 -98.126 <0.01 *** 4 - 3 == 0 -0.0530285 0.0011907 -44.534 <0.01 *** 5 - 3 == 0 0.4645999 0.0012754 364.273 <0.01 *** 6 - 3 == 0 0.4833363 0.0011862 407.463 <0.01 *** 7 - 3 == 0 0.2859075 0.0017039 167.794 <0.01 *** 8 - 3 == 0 0.2740861 0.0015471 177.160 <0.01 *** 9 - 3 == 0 0.6463057 0.0012207 529.458 <0.01 *** 10 - 3 == 0 0.6648733 0.0012220 544.087 <0.01 *** 11 - 3 == 0 -0.0443602 0.0026589 -16.683 <0.01 *** 12 - 3 == 0 0.0335428 0.0034919 9.606 <0.01 *** 13 - 3 == 0 -0.2835043 0.0010807 -262.337 <0.01 *** 14 - 3 == 0 -0.2791722 0.0010643 -262.311 <0.01 *** 15 - 3 == 0 -0.1673496 0.0010129 -165.221 <0.01 *** 16 - 3 == 0 -0.1316249 0.0009979 -131.898 <0.01 *** 17 - 3 == 0 -0.2878611 0.0012667 -227.250 <0.01 *** 18 - 3 == 0 -0.3756686 0.0011784 -318.783 <0.01 *** 19 - 3 == 0 0.0269001 0.0010785 24.942 <0.01 *** 20 - 3 == 0 0.0165937 0.0011167 14.860 <0.01 *** 21 - 3 == 0 -0.0163607 0.0011572 -14.138 <0.01 *** 22 - 3 == 0 -0.0417335 0.0011784 -35.415 <0.01 *** 23 - 3 == 0 -0.0741987 0.0013227 -56.096 <0.01 *** 24 - 3 == 0 -0.0299791 0.0013119 -22.852 <0.01 *** 25 - 3 == 0 -0.0330850 0.0014495 -22.825 <0.01 *** 26 - 3 == 0 -0.0120150 0.0015283 -7.861 <0.01 *** 5 - 4 == 0 0.5176283 0.0013270 390.087 <0.01 *** 6 - 4 == 0 0.5363648 0.0012415 432.044 <0.01 *** 7 - 4 == 0 0.3389359 0.0017428 194.474 <0.01 *** 8 - 4 == 0 0.3271146 0.0015899 205.750 <0.01 *** 9 - 4 == 0 0.6993341 0.0012744 548.734 <0.01 *** 10 - 4 == 0 0.7179018 0.0012757 562.752 <0.01 *** 11 - 4 == 0 0.0086683 0.0026840 3.230 0.1659 12 - 4 == 0 0.0865713 0.0035110 24.657 <0.01 *** 13 - 4 == 0 -0.2304758 0.0011411 -201.984 <0.01 *** 14 - 4 == 0 -0.2261437 0.0011255 -200.922 <0.01 *** 15 - 4 == 0 -0.1143211 0.0010771 -106.142 <0.01 *** 16 - 4 == 0 -0.0785964 0.0010630 -73.938 <0.01 *** 17 - 4 == 0 -0.2348326 0.0013186 -178.093 <0.01 *** 18 - 4 == 0 -0.3226401 0.0012340 -261.450 <0.01 *** 19 - 4 == 0 0.0799285 0.0011390 70.174 <0.01 *** 20 - 4 == 0 0.0696222 0.0011752 59.244 <0.01 *** 21 - 4 == 0 0.0366678 0.0012138 30.209 <0.01 *** 22 - 4 == 0 0.0112949 0.0012340 9.153 <0.01 *** 23 - 4 == 0 -0.0211703 0.0013725 -15.425 <0.01 *** 24 - 4 == 0 0.0230494 0.0013620 16.923 <0.01 *** 25 - 4 == 0 0.0199434 0.0014951 13.340 <0.01 *** 26 - 4 == 0 0.0410134 0.0015716 26.096 <0.01 *** 6 - 5 == 0 0.0187364 0.0013229 14.163 <0.01 *** 7 - 5 == 0 -0.1786924 0.0018017 -99.177 <0.01 *** 8 - 5 == 0 -0.1905138 0.0016542 -115.168 <0.01 *** 9 - 5 == 0 0.1817058 0.0013539 134.209 <0.01 *** 10 - 5 == 0 0.2002734 0.0013551 147.795 <0.01 *** 11 - 5 == 0 -0.5089601 0.0027227 -186.935 <0.01 *** 12 - 5 == 0 -0.4310571 0.0035406 -121.746 <0.01 *** 13 - 5 == 0 -0.7481042 0.0012292 -608.631 <0.01 *** 14 - 5 == 0 -0.7437721 0.0012148 -612.281 <0.01 *** 15 - 5 == 0 -0.6319495 0.0011700 -540.134 <0.01 *** 16 - 5 == 0 -0.5962248 0.0011571 -515.289 <0.01 *** 17 - 5 == 0 -0.7524610 0.0013955 -539.192 <0.01 *** 18 - 5 == 0 -0.8402685 0.0013159 -638.535 <0.01 *** 19 - 5 == 0 -0.4376998 0.0012272 -356.651 <0.01 *** 20 - 5 == 0 -0.4480062 0.0012609 -355.307 <0.01 *** 21 - 5 == 0 -0.4809606 0.0012970 -370.833 <0.01 *** 22 - 5 == 0 -0.5063334 0.0013159 -384.784 <0.01 *** 23 - 5 == 0 -0.5387986 0.0014465 -372.473 <0.01 *** 24 - 5 == 0 -0.4945790 0.0014367 -344.258 <0.01 *** 25 - 5 == 0 -0.4976849 0.0015633 -318.349 <0.01 *** 26 - 5 == 0 -0.4766149 0.0016367 -291.205 <0.01 *** 7 - 6 == 0 -0.1974288 0.0017397 -113.482 <0.01 *** 8 - 6 == 0 -0.2092502 0.0015865 -131.897 <0.01 *** 9 - 6 == 0 0.1629694 0.0012702 128.301 <0.01 *** 10 - 6 == 0 0.1815370 0.0012715 142.778 <0.01 *** 11 - 6 == 0 -0.5276965 0.0026820 -196.753 <0.01 *** 12 - 6 == 0 -0.4497935 0.0035095 -128.165 <0.01 *** 13 - 6 == 0 -0.7668406 0.0011363 -674.842 <0.01 *** 14 - 6 == 0 -0.7625085 0.0011207 -680.367 <0.01 *** 15 - 6 == 0 -0.6506859 0.0010720 -606.959 <0.01 *** 16 - 6 == 0 -0.6149612 0.0010579 -581.288 <0.01 *** 17 - 6 == 0 -0.7711974 0.0013145 -586.683 <0.01 *** 18 - 6 == 0 -0.8590049 0.0012297 -698.567 <0.01 *** 19 - 6 == 0 -0.4564362 0.0011343 -402.409 <0.01 *** 20 - 6 == 0 -0.4667426 0.0011706 -398.725 <0.01 *** 21 - 6 == 0 -0.4996970 0.0012094 -413.192 <0.01 *** 22 - 6 == 0 -0.5250698 0.0012296 -427.016 <0.01 *** 23 - 6 == 0 -0.5575350 0.0013685 -407.395 <0.01 *** 24 - 6 == 0 -0.5133154 0.0013581 -377.972 <0.01 *** 25 - 6 == 0 -0.5164213 0.0014914 -346.255 <0.01 *** 26 - 6 == 0 -0.4953513 0.0015682 -315.877 <0.01 *** 8 - 7 == 0 -0.0118213 0.0020033 -5.901 <0.01 *** 9 - 7 == 0 0.3603982 0.0017634 204.373 <0.01 *** 10 - 7 == 0 0.3789659 0.0017643 214.793 <0.01 *** 11 - 7 == 0 -0.3302676 0.0029478 -112.039 <0.01 *** 12 - 7 == 0 -0.2523646 0.0037166 -67.903 <0.01 *** 13 - 7 == 0 -0.5694118 0.0016696 -341.052 <0.01 *** 14 - 7 == 0 -0.5650796 0.0016590 -340.614 <0.01 *** 15 - 7 == 0 -0.4532570 0.0016265 -278.669 <0.01 *** 16 - 7 == 0 -0.4175324 0.0016172 -258.176 <0.01 *** 17 - 7 == 0 -0.5737686 0.0017956 -319.542 <0.01 *** 18 - 7 == 0 -0.6615760 0.0017345 -381.432 <0.01 *** 19 - 7 == 0 -0.2590074 0.0016682 -155.264 <0.01 *** 20 - 7 == 0 -0.2693138 0.0016931 -159.067 <0.01 *** 21 - 7 == 0 -0.3022682 0.0017201 -175.726 <0.01 *** 22 - 7 == 0 -0.3276410 0.0017344 -188.905 <0.01 *** 23 - 7 == 0 -0.3601062 0.0018355 -196.187 <0.01 *** 24 - 7 == 0 -0.3158865 0.0018277 -172.829 <0.01 *** 25 - 7 == 0 -0.3189925 0.0019289 -165.375 <0.01 *** 26 - 7 == 0 -0.2979225 0.0019888 -149.798 <0.01 *** 9 - 8 == 0 0.3722195 0.0016124 230.846 <0.01 *** 10 - 8 == 0 0.3907872 0.0016134 242.213 <0.01 *** 11 - 8 == 0 -0.3184463 0.0028600 -111.344 <0.01 *** 12 - 8 == 0 -0.2405433 0.0036473 -65.951 <0.01 *** 13 - 8 == 0 -0.5575904 0.0015092 -369.461 <0.01 *** 14 - 8 == 0 -0.5532583 0.0014975 -369.456 <0.01 *** 15 - 8 == 0 -0.4414357 0.0014614 -302.061 <0.01 *** 16 - 8 == 0 -0.4057110 0.0014511 -279.591 <0.01 *** 17 - 8 == 0 -0.5619472 0.0016475 -341.084 <0.01 *** 18 - 8 == 0 -0.6497547 0.0015807 -411.062 <0.01 *** 19 - 8 == 0 -0.2471860 0.0015076 -163.955 <0.01 *** 20 - 8 == 0 -0.2574924 0.0015352 -167.730 <0.01 *** 21 - 8 == 0 -0.2904468 0.0015649 -185.598 <0.01 *** 22 - 8 == 0 -0.3158196 0.0015806 -199.805 <0.01 *** 23 - 8 == 0 -0.3482848 0.0016910 -205.969 <0.01 *** 24 - 8 == 0 -0.3040652 0.0016825 -180.722 <0.01 *** 25 - 8 == 0 -0.3071711 0.0017919 -171.423 <0.01 *** 26 - 8 == 0 -0.2861012 0.0018562 -154.129 <0.01 *** 10 - 9 == 0 0.0185677 0.0013037 14.242 <0.01 *** 11 - 9 == 0 -0.6906658 0.0026975 -256.044 <0.01 *** 12 - 9 == 0 -0.6127629 0.0035213 -174.016 <0.01 *** 13 - 9 == 0 -0.9298100 0.0011723 -793.164 <0.01 *** 14 - 9 == 0 -0.9254778 0.0011572 -799.777 <0.01 *** 15 - 9 == 0 -0.8136552 0.0011101 -732.970 <0.01 *** 16 - 9 == 0 -0.7779306 0.0010965 -709.496 <0.01 *** 17 - 9 == 0 -0.9341668 0.0013457 -694.183 <0.01 *** 18 - 9 == 0 -1.0219742 0.0012630 -809.186 <0.01 *** 19 - 9 == 0 -0.6194056 0.0011703 -529.281 <0.01 *** 20 - 9 == 0 -0.6297120 0.0012055 -522.358 <0.01 *** 21 - 9 == 0 -0.6626664 0.0012432 -533.033 <0.01 *** 22 - 9 == 0 -0.6880392 0.0012629 -544.799 <0.01 *** 23 - 9 == 0 -0.7205044 0.0013985 -515.186 <0.01 *** 24 - 9 == 0 -0.6762847 0.0013883 -487.132 <0.01 *** 25 - 9 == 0 -0.6793907 0.0015190 -447.257 <0.01 *** 26 - 9 == 0 -0.6583207 0.0015944 -412.890 <0.01 *** 11 - 10 == 0 -0.7092335 0.0026980 -262.869 <0.01 *** 12 - 10 == 0 -0.6313305 0.0035217 -179.266 <0.01 *** 13 - 10 == 0 -0.9483776 0.0011736 -808.067 <0.01 *** 14 - 10 == 0 -0.9440455 0.0011585 -814.854 <0.01 *** 15 - 10 == 0 -0.8322229 0.0011115 -748.729 <0.01 *** 16 - 10 == 0 -0.7964982 0.0010979 -725.469 <0.01 *** 17 - 10 == 0 -0.9527344 0.0013469 -707.359 <0.01 *** 18 - 10 == 0 -1.0405419 0.0012642 -823.066 <0.01 *** 19 - 10 == 0 -0.6379732 0.0011716 -544.514 <0.01 *** 20 - 10 == 0 -0.6482796 0.0012068 -537.171 <0.01 *** 21 - 10 == 0 -0.6812340 0.0012445 -547.404 <0.01 *** 22 - 10 == 0 -0.7066068 0.0012642 -558.943 <0.01 *** 23 - 10 == 0 -0.7390721 0.0013997 -528.033 <0.01 *** 24 - 10 == 0 -0.6948524 0.0013894 -500.093 <0.01 *** 25 - 10 == 0 -0.6979583 0.0015201 -459.163 <0.01 *** 26 - 10 == 0 -0.6768884 0.0015954 -424.269 <0.01 *** 12 - 11 == 0 0.0779030 0.0042402 18.372 <0.01 *** 13 - 11 == 0 -0.2391441 0.0026371 -90.686 <0.01 *** 14 - 11 == 0 -0.2348120 0.0026304 -89.270 <0.01 *** 15 - 11 == 0 -0.1229894 0.0026100 -47.122 <0.01 *** 16 - 11 == 0 -0.0872647 0.0026042 -33.509 <0.01 *** 17 - 11 == 0 -0.2435009 0.0027186 -89.569 <0.01 *** 18 - 11 == 0 -0.3313084 0.0026786 -123.687 <0.01 *** 19 - 11 == 0 0.0712603 0.0026362 27.032 <0.01 *** 20 - 11 == 0 0.0609539 0.0026520 22.984 <0.01 *** 21 - 11 == 0 0.0279995 0.0026693 10.489 <0.01 *** 22 - 11 == 0 0.0026267 0.0026786 0.981 1.0000 23 - 11 == 0 -0.0298386 0.0027451 -10.870 <0.01 *** 24 - 11 == 0 0.0143811 0.0027399 5.249 <0.01 *** 25 - 11 == 0 0.0112752 0.0028084 4.015 0.0127 * 26 - 11 == 0 0.0323451 0.0028499 11.350 <0.01 *** 13 - 12 == 0 -0.3170471 0.0034752 -91.230 <0.01 *** 14 - 12 == 0 -0.3127150 0.0034702 -90.115 <0.01 *** 15 - 12 == 0 -0.2008924 0.0034548 -58.149 <0.01 *** 16 - 12 == 0 -0.1651677 0.0034504 -47.869 <0.01 *** 17 - 12 == 0 -0.3214039 0.0035375 -90.856 <0.01 *** 18 - 12 == 0 -0.4092114 0.0035069 -116.688 <0.01 *** 19 - 12 == 0 -0.0066427 0.0034746 -1.912 0.9712 20 - 12 == 0 -0.0169491 0.0034866 -4.861 <0.01 *** 21 - 12 == 0 -0.0499035 0.0034998 -14.259 <0.01 *** 22 - 12 == 0 -0.0752763 0.0035069 -21.465 <0.01 *** 23 - 12 == 0 -0.1077415 0.0035579 -30.282 <0.01 *** 24 - 12 == 0 -0.0635219 0.0035539 -17.874 <0.01 *** 25 - 12 == 0 -0.0666278 0.0036070 -18.472 <0.01 *** 26 - 12 == 0 -0.0455579 0.0036394 -12.518 <0.01 *** 14 - 13 == 0 0.0043321 0.0010084 4.296 <0.01 ** 15 - 13 == 0 0.1161547 0.0009540 121.758 <0.01 *** 16 - 13 == 0 0.1518794 0.0009381 161.903 <0.01 *** 17 - 13 == 0 -0.0043568 0.0012201 -3.571 0.0601 . 18 - 13 == 0 -0.0921643 0.0011282 -81.690 <0.01 *** 19 - 13 == 0 0.3104044 0.0010234 303.308 <0.01 *** 20 - 13 == 0 0.3000980 0.0010635 282.175 <0.01 *** 21 - 13 == 0 0.2671436 0.0011060 241.530 <0.01 *** 22 - 13 == 0 0.2417708 0.0011282 214.303 <0.01 *** 23 - 13 == 0 0.2093056 0.0012782 163.756 <0.01 *** 24 - 13 == 0 0.2535252 0.0012670 200.106 <0.01 *** 25 - 13 == 0 0.2504193 0.0014090 177.732 <0.01 *** 26 - 13 == 0 0.2714893 0.0014900 182.213 <0.01 *** 15 - 14 == 0 0.1118226 0.0009353 119.552 <0.01 *** 16 - 14 == 0 0.1475473 0.0009191 160.528 <0.01 *** 17 - 14 == 0 -0.0086889 0.0012056 -7.207 <0.01 *** 18 - 14 == 0 -0.0964964 0.0011125 -86.738 <0.01 *** 19 - 14 == 0 0.3060722 0.0010061 304.230 <0.01 *** 20 - 14 == 0 0.2957659 0.0010468 282.532 <0.01 *** 21 - 14 == 0 0.2628115 0.0010900 241.107 <0.01 *** 22 - 14 == 0 0.2374386 0.0011125 213.435 <0.01 *** 23 - 14 == 0 0.2049734 0.0012643 162.122 <0.01 *** 24 - 14 == 0 0.2491931 0.0012530 198.879 <0.01 *** 25 - 14 == 0 0.2460871 0.0013964 176.226 <0.01 *** 26 - 14 == 0 0.2671571 0.0014781 180.744 <0.01 *** 16 - 15 == 0 0.0357247 0.0008591 41.584 <0.01 *** 17 - 15 == 0 -0.1205115 0.0011605 -103.845 <0.01 *** 18 - 15 == 0 -0.2083190 0.0010634 -195.891 <0.01 *** 19 - 15 == 0 0.1942497 0.0009515 204.148 <0.01 *** 20 - 15 == 0 0.1839433 0.0009945 184.953 <0.01 *** 21 - 15 == 0 0.1509889 0.0010399 145.196 <0.01 *** 22 - 15 == 0 0.1256161 0.0010634 118.127 <0.01 *** 23 - 15 == 0 0.0931508 0.0012214 76.268 <0.01 *** 24 - 15 == 0 0.1373705 0.0012096 113.564 <0.01 *** 25 - 15 == 0 0.1342646 0.0013577 98.894 <0.01 *** 26 - 15 == 0 0.1553345 0.0014415 107.756 <0.01 *** 17 - 16 == 0 -0.1562362 0.0011475 -136.157 <0.01 *** 18 - 16 == 0 -0.2440437 0.0010492 -232.596 <0.01 *** 19 - 16 == 0 0.1585250 0.0009356 169.439 <0.01 *** 20 - 16 == 0 0.1482186 0.0009793 151.350 <0.01 *** 21 - 16 == 0 0.1152642 0.0010253 112.416 <0.01 *** 22 - 16 == 0 0.0898914 0.0010492 85.679 <0.01 *** 23 - 16 == 0 0.0574262 0.0012090 47.499 <0.01 *** 24 - 16 == 0 0.1016458 0.0011971 84.907 <0.01 *** 25 - 16 == 0 0.0985399 0.0013465 73.180 <0.01 *** 26 - 16 == 0 0.1196099 0.0014311 83.581 <0.01 *** 18 - 17 == 0 -0.0878075 0.0013075 -67.157 <0.01 *** 19 - 17 == 0 0.3147612 0.0012182 258.381 <0.01 *** 20 - 17 == 0 0.3044548 0.0012521 243.155 <0.01 *** 21 - 17 == 0 0.2715004 0.0012884 210.723 <0.01 *** 22 - 17 == 0 0.2461276 0.0013075 188.248 <0.01 *** 23 - 17 == 0 0.2136624 0.0014389 148.492 <0.01 *** 24 - 17 == 0 0.2578820 0.0014289 180.471 <0.01 *** 25 - 17 == 0 0.2547761 0.0015562 163.712 <0.01 *** 26 - 17 == 0 0.2758461 0.0016299 169.238 <0.01 *** 19 - 18 == 0 0.4025687 0.0011261 357.477 <0.01 *** 20 - 18 == 0 0.3922623 0.0011627 337.367 <0.01 *** 21 - 18 == 0 0.3593079 0.0012017 298.989 <0.01 *** 22 - 18 == 0 0.3339351 0.0012221 273.239 <0.01 *** 23 - 18 == 0 0.3014698 0.0013618 221.374 <0.01 *** 24 - 18 == 0 0.3456895 0.0013513 255.820 <0.01 *** 25 - 18 == 0 0.3425836 0.0014853 230.653 <0.01 *** 26 - 18 == 0 0.3636535 0.0015623 232.766 <0.01 *** 20 - 19 == 0 -0.0103064 0.0010613 -9.711 <0.01 *** 21 - 19 == 0 -0.0432608 0.0011039 -39.188 <0.01 *** 22 - 19 == 0 -0.0686336 0.0011261 -60.949 <0.01 *** 23 - 19 == 0 -0.1010988 0.0012763 -79.211 <0.01 *** 24 - 19 == 0 -0.0568791 0.0012651 -44.960 <0.01 *** 25 - 19 == 0 -0.0599851 0.0014073 -42.624 <0.01 *** 26 - 19 == 0 -0.0389151 0.0014884 -26.146 <0.01 *** 21 - 20 == 0 -0.0329544 0.0011412 -28.877 <0.01 *** 22 - 20 == 0 -0.0583272 0.0011627 -50.166 <0.01 *** 23 - 20 == 0 -0.0907924 0.0013087 -69.375 <0.01 *** 24 - 20 == 0 -0.0465728 0.0012978 -35.887 <0.01 *** 25 - 20 == 0 -0.0496787 0.0014367 -34.577 <0.01 *** 26 - 20 == 0 -0.0286088 0.0015163 -18.868 <0.01 *** 22 - 21 == 0 -0.0253728 0.0012017 -21.114 <0.01 *** 23 - 21 == 0 -0.0578380 0.0013435 -43.050 <0.01 *** 24 - 21 == 0 -0.0136184 0.0013328 -10.218 <0.01 *** 25 - 21 == 0 -0.0167243 0.0014685 -11.389 <0.01 *** 26 - 21 == 0 0.0043456 0.0015464 2.810 0.4305 23 - 22 == 0 -0.0324652 0.0013618 -23.840 <0.01 *** 24 - 22 == 0 0.0117545 0.0013513 8.699 <0.01 *** 25 - 22 == 0 0.0086485 0.0014852 5.823 <0.01 *** 26 - 22 == 0 0.0297185 0.0015623 19.023 <0.01 *** 24 - 23 == 0 0.0442197 0.0014788 29.903 <0.01 *** 25 - 23 == 0 0.0411137 0.0016021 25.662 <0.01 *** 26 - 23 == 0 0.0621837 0.0016738 37.151 <0.01 *** 25 - 24 == 0 -0.0031060 0.0015932 -1.949 0.9636 26 - 24 == 0 0.0179640 0.0016653 10.787 <0.01 *** 26 - 25 == 0 0.0210700 0.0017757 11.866 <0.01 *** --- Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 (Adjusted p values reported -- single-step method) Simultaneous Confidence Intervals Multiple Comparisons of Means: Tukey Contrasts Fit: aov(formula = log10_Intensity ~ Treatment_ID, data = Dataset) Quantile = 3.6331 95% family-wise confidence level Linear Hypotheses: Estimate lwr upr 2 - 1 == 0 -9.240e-03 -1.263e-02 -5.854e-03 3 - 1 == 0 -1.405e-01 -1.443e-01 -1.368e-01 4 - 1 == 0 -1.936e-01 -1.976e-01 -1.896e-01 5 - 1 == 0 3.241e-01 3.197e-01 3.284e-01 6 - 1 == 0 3.428e-01 3.388e-01 3.468e-01 7 - 1 == 0 1.454e-01 1.394e-01 1.513e-01 8 - 1 == 0 1.336e-01 1.282e-01 1.389e-01 9 - 1 == 0 5.058e-01 5.017e-01 5.099e-01 10 - 1 == 0 5.243e-01 5.202e-01 5.284e-01 11 - 1 == 0 -1.849e-01 -1.944e-01 -1.754e-01 12 - 1 == 0 -1.070e-01 -1.196e-01 -9.442e-02 13 - 1 == 0 -4.240e-01 -4.276e-01 -4.205e-01 14 - 1 == 0 -4.197e-01 -4.232e-01 -4.162e-01 15 - 1 == 0 -3.079e-01 -3.112e-01 -3.046e-01 16 - 1 == 0 -2.722e-01 -2.754e-01 -2.689e-01 17 - 1 == 0 -4.284e-01 -4.327e-01 -4.241e-01 18 - 1 == 0 -5.162e-01 -5.201e-01 -5.123e-01 19 - 1 == 0 -1.136e-01 -1.172e-01 -1.101e-01 20 - 1 == 0 -1.239e-01 -1.276e-01 -1.202e-01 21 - 1 == 0 -1.569e-01 -1.608e-01 -1.530e-01 22 - 1 == 0 -1.823e-01 -1.862e-01 -1.783e-01 23 - 1 == 0 -2.147e-01 -2.192e-01 -2.102e-01 24 - 1 == 0 -1.705e-01 -1.750e-01 -1.661e-01 25 - 1 == 0 -1.736e-01 -1.786e-01 -1.686e-01 26 - 1 == 0 -1.526e-01 -1.578e-01 -1.473e-01 3 - 2 == 0 -1.313e-01 -1.351e-01 -1.275e-01 4 - 2 == 0 -1.843e-01 -1.883e-01 -1.803e-01 5 - 2 == 0 3.333e-01 3.290e-01 3.376e-01 6 - 2 == 0 3.520e-01 3.481e-01 3.560e-01 7 - 2 == 0 1.546e-01 1.486e-01 1.606e-01 8 - 2 == 0 1.428e-01 1.374e-01 1.482e-01 9 - 2 == 0 5.150e-01 5.109e-01 5.191e-01 10 - 2 == 0 5.336e-01 5.294e-01 5.377e-01 11 - 2 == 0 -1.757e-01 -1.852e-01 -1.661e-01 12 - 2 == 0 -9.775e-02 -1.103e-01 -8.517e-02 13 - 2 == 0 -4.148e-01 -4.184e-01 -4.112e-01 14 - 2 == 0 -4.105e-01 -4.140e-01 -4.070e-01 15 - 2 == 0 -2.986e-01 -3.019e-01 -2.953e-01 16 - 2 == 0 -2.629e-01 -2.662e-01 -2.597e-01 17 - 2 == 0 -4.192e-01 -4.235e-01 -4.149e-01 18 - 2 == 0 -5.070e-01 -5.109e-01 -5.030e-01 19 - 2 == 0 -1.044e-01 -1.080e-01 -1.008e-01 20 - 2 == 0 -1.147e-01 -1.184e-01 -1.110e-01 21 - 2 == 0 -1.477e-01 -1.515e-01 -1.438e-01 22 - 2 == 0 -1.730e-01 -1.770e-01 -1.691e-01 23 - 2 == 0 -2.055e-01 -2.100e-01 -2.010e-01 24 - 2 == 0 -1.613e-01 -1.658e-01 -1.568e-01 25 - 2 == 0 -1.644e-01 -1.694e-01 -1.594e-01 26 - 2 == 0 -1.433e-01 -1.486e-01 -1.380e-01 4 - 3 == 0 -5.303e-02 -5.735e-02 -4.870e-02 5 - 3 == 0 4.646e-01 4.600e-01 4.692e-01 6 - 3 == 0 4.833e-01 4.790e-01 4.876e-01 7 - 3 == 0 2.859e-01 2.797e-01 2.921e-01 8 - 3 == 0 2.741e-01 2.685e-01 2.797e-01 9 - 3 == 0 6.463e-01 6.419e-01 6.507e-01 10 - 3 == 0 6.649e-01 6.604e-01 6.693e-01 11 - 3 == 0 -4.436e-02 -5.402e-02 -3.470e-02 12 - 3 == 0 3.354e-02 2.086e-02 4.623e-02 13 - 3 == 0 -2.835e-01 -2.874e-01 -2.796e-01 14 - 3 == 0 -2.792e-01 -2.830e-01 -2.753e-01 15 - 3 == 0 -1.673e-01 -1.710e-01 -1.637e-01 16 - 3 == 0 -1.316e-01 -1.353e-01 -1.280e-01 17 - 3 == 0 -2.879e-01 -2.925e-01 -2.833e-01 18 - 3 == 0 -3.757e-01 -3.799e-01 -3.714e-01 19 - 3 == 0 2.690e-02 2.298e-02 3.082e-02 20 - 3 == 0 1.659e-02 1.254e-02 2.065e-02 21 - 3 == 0 -1.636e-02 -2.056e-02 -1.216e-02 22 - 3 == 0 -4.173e-02 -4.601e-02 -3.745e-02 23 - 3 == 0 -7.420e-02 -7.900e-02 -6.939e-02 24 - 3 == 0 -2.998e-02 -3.475e-02 -2.521e-02 25 - 3 == 0 -3.309e-02 -3.835e-02 -2.782e-02 26 - 3 == 0 -1.202e-02 -1.757e-02 -6.462e-03 5 - 4 == 0 5.176e-01 5.128e-01 5.224e-01 6 - 4 == 0 5.364e-01 5.319e-01 5.409e-01 7 - 4 == 0 3.389e-01 3.326e-01 3.453e-01 8 - 4 == 0 3.271e-01 3.213e-01 3.329e-01 9 - 4 == 0 6.993e-01 6.947e-01 7.040e-01 10 - 4 == 0 7.179e-01 7.133e-01 7.225e-01 11 - 4 == 0 8.668e-03 -1.083e-03 1.842e-02 12 - 4 == 0 8.657e-02 7.382e-02 9.933e-02 13 - 4 == 0 -2.305e-01 -2.346e-01 -2.263e-01 14 - 4 == 0 -2.261e-01 -2.302e-01 -2.221e-01 15 - 4 == 0 -1.143e-01 -1.182e-01 -1.104e-01 16 - 4 == 0 -7.860e-02 -8.246e-02 -7.473e-02 17 - 4 == 0 -2.348e-01 -2.396e-01 -2.300e-01 18 - 4 == 0 -3.226e-01 -3.271e-01 -3.182e-01 19 - 4 == 0 7.993e-02 7.579e-02 8.407e-02 20 - 4 == 0 6.962e-02 6.535e-02 7.389e-02 21 - 4 == 0 3.667e-02 3.226e-02 4.108e-02 22 - 4 == 0 1.129e-02 6.812e-03 1.578e-02 23 - 4 == 0 -2.117e-02 -2.616e-02 -1.618e-02 24 - 4 == 0 2.305e-02 1.810e-02 2.800e-02 25 - 4 == 0 1.994e-02 1.451e-02 2.538e-02 26 - 4 == 0 4.101e-02 3.530e-02 4.672e-02 6 - 5 == 0 1.874e-02 1.393e-02 2.354e-02 7 - 5 == 0 -1.787e-01 -1.852e-01 -1.721e-01 8 - 5 == 0 -1.905e-01 -1.965e-01 -1.845e-01 9 - 5 == 0 1.817e-01 1.768e-01 1.866e-01 10 - 5 == 0 2.003e-01 1.954e-01 2.052e-01 11 - 5 == 0 -5.090e-01 -5.189e-01 -4.991e-01 12 - 5 == 0 -4.311e-01 -4.439e-01 -4.182e-01 13 - 5 == 0 -7.481e-01 -7.526e-01 -7.436e-01 14 - 5 == 0 -7.438e-01 -7.482e-01 -7.394e-01 15 - 5 == 0 -6.319e-01 -6.362e-01 -6.277e-01 16 - 5 == 0 -5.962e-01 -6.004e-01 -5.920e-01 17 - 5 == 0 -7.525e-01 -7.575e-01 -7.474e-01 18 - 5 == 0 -8.403e-01 -8.450e-01 -8.355e-01 19 - 5 == 0 -4.377e-01 -4.422e-01 -4.332e-01 20 - 5 == 0 -4.480e-01 -4.526e-01 -4.434e-01 21 - 5 == 0 -4.810e-01 -4.857e-01 -4.762e-01 22 - 5 == 0 -5.063e-01 -5.111e-01 -5.016e-01 23 - 5 == 0 -5.388e-01 -5.441e-01 -5.335e-01 24 - 5 == 0 -4.946e-01 -4.998e-01 -4.894e-01 25 - 5 == 0 -4.977e-01 -5.034e-01 -4.920e-01 26 - 5 == 0 -4.766e-01 -4.826e-01 -4.707e-01 7 - 6 == 0 -1.974e-01 -2.037e-01 -1.911e-01 8 - 6 == 0 -2.093e-01 -2.150e-01 -2.035e-01 9 - 6 == 0 1.630e-01 1.584e-01 1.676e-01 10 - 6 == 0 1.815e-01 1.769e-01 1.862e-01 11 - 6 == 0 -5.277e-01 -5.374e-01 -5.180e-01 12 - 6 == 0 -4.498e-01 -4.625e-01 -4.370e-01 13 - 6 == 0 -7.668e-01 -7.710e-01 -7.627e-01 14 - 6 == 0 -7.625e-01 -7.666e-01 -7.584e-01 15 - 6 == 0 -6.507e-01 -6.546e-01 -6.468e-01 16 - 6 == 0 -6.150e-01 -6.188e-01 -6.111e-01 17 - 6 == 0 -7.712e-01 -7.760e-01 -7.664e-01 18 - 6 == 0 -8.590e-01 -8.635e-01 -8.545e-01 19 - 6 == 0 -4.564e-01 -4.606e-01 -4.523e-01 20 - 6 == 0 -4.667e-01 -4.710e-01 -4.625e-01 21 - 6 == 0 -4.997e-01 -5.041e-01 -4.953e-01 22 - 6 == 0 -5.251e-01 -5.295e-01 -5.206e-01 23 - 6 == 0 -5.575e-01 -5.625e-01 -5.526e-01 24 - 6 == 0 -5.133e-01 -5.182e-01 -5.084e-01 25 - 6 == 0 -5.164e-01 -5.218e-01 -5.110e-01 26 - 6 == 0 -4.954e-01 -5.010e-01 -4.897e-01 8 - 7 == 0 -1.182e-02 -1.910e-02 -4.543e-03 9 - 7 == 0 3.604e-01 3.540e-01 3.668e-01 10 - 7 == 0 3.790e-01 3.726e-01 3.854e-01 11 - 7 == 0 -3.303e-01 -3.410e-01 -3.196e-01 12 - 7 == 0 -2.524e-01 -2.659e-01 -2.389e-01 13 - 7 == 0 -5.694e-01 -5.755e-01 -5.633e-01 14 - 7 == 0 -5.651e-01 -5.711e-01 -5.591e-01 15 - 7 == 0 -4.533e-01 -4.592e-01 -4.473e-01 16 - 7 == 0 -4.175e-01 -4.234e-01 -4.117e-01 17 - 7 == 0 -5.738e-01 -5.803e-01 -5.672e-01 18 - 7 == 0 -6.616e-01 -6.679e-01 -6.553e-01 19 - 7 == 0 -2.590e-01 -2.651e-01 -2.529e-01 20 - 7 == 0 -2.693e-01 -2.755e-01 -2.632e-01 21 - 7 == 0 -3.023e-01 -3.085e-01 -2.960e-01 22 - 7 == 0 -3.276e-01 -3.339e-01 -3.213e-01 23 - 7 == 0 -3.601e-01 -3.668e-01 -3.534e-01 24 - 7 == 0 -3.159e-01 -3.225e-01 -3.092e-01 25 - 7 == 0 -3.190e-01 -3.260e-01 -3.120e-01 26 - 7 == 0 -2.979e-01 -3.051e-01 -2.907e-01 9 - 8 == 0 3.722e-01 3.664e-01 3.781e-01 10 - 8 == 0 3.908e-01 3.849e-01 3.966e-01 11 - 8 == 0 -3.184e-01 -3.288e-01 -3.081e-01 12 - 8 == 0 -2.405e-01 -2.538e-01 -2.273e-01 13 - 8 == 0 -5.576e-01 -5.631e-01 -5.521e-01 14 - 8 == 0 -5.533e-01 -5.587e-01 -5.478e-01 15 - 8 == 0 -4.414e-01 -4.467e-01 -4.361e-01 16 - 8 == 0 -4.057e-01 -4.110e-01 -4.004e-01 17 - 8 == 0 -5.619e-01 -5.679e-01 -5.560e-01 18 - 8 == 0 -6.498e-01 -6.555e-01 -6.440e-01 19 - 8 == 0 -2.472e-01 -2.527e-01 -2.417e-01 20 - 8 == 0 -2.575e-01 -2.631e-01 -2.519e-01 21 - 8 == 0 -2.904e-01 -2.961e-01 -2.848e-01 22 - 8 == 0 -3.158e-01 -3.216e-01 -3.101e-01 23 - 8 == 0 -3.483e-01 -3.544e-01 -3.421e-01 24 - 8 == 0 -3.041e-01 -3.102e-01 -2.980e-01 25 - 8 == 0 -3.072e-01 -3.137e-01 -3.007e-01 26 - 8 == 0 -2.861e-01 -2.928e-01 -2.794e-01 10 - 9 == 0 1.857e-02 1.383e-02 2.330e-02 11 - 9 == 0 -6.907e-01 -7.005e-01 -6.809e-01 12 - 9 == 0 -6.128e-01 -6.256e-01 -6.000e-01 13 - 9 == 0 -9.298e-01 -9.341e-01 -9.256e-01 14 - 9 == 0 -9.255e-01 -9.297e-01 -9.213e-01 15 - 9 == 0 -8.137e-01 -8.177e-01 -8.096e-01 16 - 9 == 0 -7.779e-01 -7.819e-01 -7.739e-01 17 - 9 == 0 -9.342e-01 -9.391e-01 -9.293e-01 18 - 9 == 0 -1.022e+00 -1.027e+00 -1.017e+00 19 - 9 == 0 -6.194e-01 -6.237e-01 -6.152e-01 20 - 9 == 0 -6.297e-01 -6.341e-01 -6.253e-01 21 - 9 == 0 -6.627e-01 -6.672e-01 -6.581e-01 22 - 9 == 0 -6.880e-01 -6.926e-01 -6.835e-01 23 - 9 == 0 -7.205e-01 -7.256e-01 -7.154e-01 24 - 9 == 0 -6.763e-01 -6.813e-01 -6.712e-01 25 - 9 == 0 -6.794e-01 -6.849e-01 -6.739e-01 26 - 9 == 0 -6.583e-01 -6.641e-01 -6.525e-01 11 - 10 == 0 -7.092e-01 -7.190e-01 -6.994e-01 12 - 10 == 0 -6.313e-01 -6.441e-01 -6.185e-01 13 - 10 == 0 -9.484e-01 -9.526e-01 -9.441e-01 14 - 10 == 0 -9.440e-01 -9.483e-01 -9.398e-01 15 - 10 == 0 -8.322e-01 -8.363e-01 -8.282e-01 16 - 10 == 0 -7.965e-01 -8.005e-01 -7.925e-01 17 - 10 == 0 -9.527e-01 -9.576e-01 -9.478e-01 18 - 10 == 0 -1.041e+00 -1.045e+00 -1.036e+00 19 - 10 == 0 -6.380e-01 -6.422e-01 -6.337e-01 20 - 10 == 0 -6.483e-01 -6.527e-01 -6.439e-01 21 - 10 == 0 -6.812e-01 -6.858e-01 -6.767e-01 22 - 10 == 0 -7.066e-01 -7.112e-01 -7.020e-01 23 - 10 == 0 -7.391e-01 -7.442e-01 -7.340e-01 24 - 10 == 0 -6.949e-01 -6.999e-01 -6.898e-01 25 - 10 == 0 -6.980e-01 -7.035e-01 -6.924e-01 26 - 10 == 0 -6.769e-01 -6.827e-01 -6.711e-01 12 - 11 == 0 7.790e-02 6.250e-02 9.331e-02 13 - 11 == 0 -2.391e-01 -2.487e-01 -2.296e-01 14 - 11 == 0 -2.348e-01 -2.444e-01 -2.253e-01 15 - 11 == 0 -1.230e-01 -1.325e-01 -1.135e-01 16 - 11 == 0 -8.726e-02 -9.673e-02 -7.780e-02 17 - 11 == 0 -2.435e-01 -2.534e-01 -2.336e-01 18 - 11 == 0 -3.313e-01 -3.410e-01 -3.216e-01 19 - 11 == 0 7.126e-02 6.168e-02 8.084e-02 20 - 11 == 0 6.095e-02 5.132e-02 7.059e-02 21 - 11 == 0 2.800e-02 1.830e-02 3.770e-02 22 - 11 == 0 2.627e-03 -7.105e-03 1.236e-02 23 - 11 == 0 -2.984e-02 -3.981e-02 -1.987e-02 24 - 11 == 0 1.438e-02 4.427e-03 2.434e-02 25 - 11 == 0 1.128e-02 1.072e-03 2.148e-02 26 - 11 == 0 3.235e-02 2.199e-02 4.270e-02 13 - 12 == 0 -3.170e-01 -3.297e-01 -3.044e-01 14 - 12 == 0 -3.127e-01 -3.253e-01 -3.001e-01 15 - 12 == 0 -2.009e-01 -2.134e-01 -1.883e-01 16 - 12 == 0 -1.652e-01 -1.777e-01 -1.526e-01 17 - 12 == 0 -3.214e-01 -3.343e-01 -3.086e-01 18 - 12 == 0 -4.092e-01 -4.220e-01 -3.965e-01 19 - 12 == 0 -6.643e-03 -1.927e-02 5.981e-03 20 - 12 == 0 -1.695e-02 -2.962e-02 -4.282e-03 21 - 12 == 0 -4.990e-02 -6.262e-02 -3.719e-02 22 - 12 == 0 -7.528e-02 -8.802e-02 -6.254e-02 23 - 12 == 0 -1.077e-01 -1.207e-01 -9.482e-02 24 - 12 == 0 -6.352e-02 -7.643e-02 -5.061e-02 25 - 12 == 0 -6.663e-02 -7.973e-02 -5.352e-02 26 - 12 == 0 -4.556e-02 -5.878e-02 -3.234e-02 14 - 13 == 0 4.332e-03 6.686e-04 7.996e-03 15 - 13 == 0 1.162e-01 1.127e-01 1.196e-01 16 - 13 == 0 1.519e-01 1.485e-01 1.553e-01 17 - 13 == 0 -4.357e-03 -8.790e-03 7.599e-05 18 - 13 == 0 -9.216e-02 -9.626e-02 -8.807e-02 19 - 13 == 0 3.104e-01 3.067e-01 3.141e-01 20 - 13 == 0 3.001e-01 2.962e-01 3.040e-01 21 - 13 == 0 2.671e-01 2.631e-01 2.712e-01 22 - 13 == 0 2.418e-01 2.377e-01 2.459e-01 23 - 13 == 0 2.093e-01 2.047e-01 2.139e-01 24 - 13 == 0 2.535e-01 2.489e-01 2.581e-01 25 - 13 == 0 2.504e-01 2.453e-01 2.555e-01 26 - 13 == 0 2.715e-01 2.661e-01 2.769e-01 15 - 14 == 0 1.118e-01 1.084e-01 1.152e-01 16 - 14 == 0 1.475e-01 1.442e-01 1.509e-01 17 - 14 == 0 -8.689e-03 -1.307e-02 -4.309e-03 18 - 14 == 0 -9.650e-02 -1.005e-01 -9.245e-02 19 - 14 == 0 3.061e-01 3.024e-01 3.097e-01 20 - 14 == 0 2.958e-01 2.920e-01 2.996e-01 21 - 14 == 0 2.628e-01 2.589e-01 2.668e-01 22 - 14 == 0 2.374e-01 2.334e-01 2.415e-01 23 - 14 == 0 2.050e-01 2.004e-01 2.096e-01 24 - 14 == 0 2.492e-01 2.446e-01 2.537e-01 25 - 14 == 0 2.461e-01 2.410e-01 2.512e-01 26 - 14 == 0 2.672e-01 2.618e-01 2.725e-01 16 - 15 == 0 3.572e-02 3.260e-02 3.885e-02 17 - 15 == 0 -1.205e-01 -1.247e-01 -1.163e-01 18 - 15 == 0 -2.083e-01 -2.122e-01 -2.045e-01 19 - 15 == 0 1.942e-01 1.908e-01 1.977e-01 20 - 15 == 0 1.839e-01 1.803e-01 1.876e-01 21 - 15 == 0 1.510e-01 1.472e-01 1.548e-01 22 - 15 == 0 1.256e-01 1.218e-01 1.295e-01 23 - 15 == 0 9.315e-02 8.871e-02 9.759e-02 24 - 15 == 0 1.374e-01 1.330e-01 1.418e-01 25 - 15 == 0 1.343e-01 1.293e-01 1.392e-01 26 - 15 == 0 1.553e-01 1.501e-01 1.606e-01 17 - 16 == 0 -1.562e-01 -1.604e-01 -1.521e-01 18 - 16 == 0 -2.440e-01 -2.479e-01 -2.402e-01 19 - 16 == 0 1.585e-01 1.551e-01 1.619e-01 20 - 16 == 0 1.482e-01 1.447e-01 1.518e-01 21 - 16 == 0 1.153e-01 1.115e-01 1.190e-01 22 - 16 == 0 8.989e-02 8.608e-02 9.370e-02 23 - 16 == 0 5.743e-02 5.303e-02 6.182e-02 24 - 16 == 0 1.016e-01 9.730e-02 1.060e-01 25 - 16 == 0 9.854e-02 9.365e-02 1.034e-01 26 - 16 == 0 1.196e-01 1.144e-01 1.248e-01 18 - 17 == 0 -8.781e-02 -9.256e-02 -8.306e-02 19 - 17 == 0 3.148e-01 3.103e-01 3.192e-01 20 - 17 == 0 3.045e-01 2.999e-01 3.090e-01 21 - 17 == 0 2.715e-01 2.668e-01 2.762e-01 22 - 17 == 0 2.461e-01 2.414e-01 2.509e-01 23 - 17 == 0 2.137e-01 2.084e-01 2.189e-01 24 - 17 == 0 2.579e-01 2.527e-01 2.631e-01 25 - 17 == 0 2.548e-01 2.491e-01 2.604e-01 26 - 17 == 0 2.758e-01 2.699e-01 2.818e-01 19 - 18 == 0 4.026e-01 3.985e-01 4.067e-01 20 - 18 == 0 3.923e-01 3.880e-01 3.965e-01 21 - 18 == 0 3.593e-01 3.549e-01 3.637e-01 22 - 18 == 0 3.339e-01 3.295e-01 3.384e-01 23 - 18 == 0 3.015e-01 2.965e-01 3.064e-01 24 - 18 == 0 3.457e-01 3.408e-01 3.506e-01 25 - 18 == 0 3.426e-01 3.372e-01 3.480e-01 26 - 18 == 0 3.637e-01 3.580e-01 3.693e-01 20 - 19 == 0 -1.031e-02 -1.416e-02 -6.451e-03 21 - 19 == 0 -4.326e-02 -4.727e-02 -3.925e-02 22 - 19 == 0 -6.863e-02 -7.272e-02 -6.454e-02 23 - 19 == 0 -1.011e-01 -1.057e-01 -9.646e-02 24 - 19 == 0 -5.688e-02 -6.148e-02 -5.228e-02 25 - 19 == 0 -5.999e-02 -6.510e-02 -5.487e-02 26 - 19 == 0 -3.892e-02 -4.432e-02 -3.351e-02 21 - 20 == 0 -3.295e-02 -3.710e-02 -2.881e-02 22 - 20 == 0 -5.833e-02 -6.255e-02 -5.410e-02 23 - 20 == 0 -9.079e-02 -9.555e-02 -8.604e-02 24 - 20 == 0 -4.657e-02 -5.129e-02 -4.186e-02 25 - 20 == 0 -4.968e-02 -5.490e-02 -4.446e-02 26 - 20 == 0 -2.861e-02 -3.412e-02 -2.310e-02 22 - 21 == 0 -2.537e-02 -2.974e-02 -2.101e-02 23 - 21 == 0 -5.784e-02 -6.272e-02 -5.296e-02 24 - 21 == 0 -1.362e-02 -1.846e-02 -8.776e-03 25 - 21 == 0 -1.672e-02 -2.206e-02 -1.139e-02 26 - 21 == 0 4.346e-03 -1.272e-03 9.964e-03 23 - 22 == 0 -3.247e-02 -3.741e-02 -2.752e-02 24 - 22 == 0 1.175e-02 6.845e-03 1.666e-02 25 - 22 == 0 8.648e-03 3.253e-03 1.404e-02 26 - 22 == 0 2.972e-02 2.404e-02 3.539e-02 24 - 23 == 0 4.422e-02 3.885e-02 4.959e-02 25 - 23 == 0 4.111e-02 3.529e-02 4.693e-02 26 - 23 == 0 6.218e-02 5.610e-02 6.826e-02 25 - 24 == 0 -3.106e-03 -8.894e-03 2.682e-03 26 - 24 == 0 1.796e-02 1.191e-02 2.401e-02 26 - 25 == 0 2.107e-02 1.462e-02 2.752e-02 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 "o" "n" "k" "g" "r" "s" "q" "p" "t" "u" "gh" "m" "b" "c" "d" "e" 17 18 19 20 21 22 23 24 25 26 "b" "a" "m" "l" "j" "h" "f" "i" "i" "j"