Se realizó el análisis de varianza con dos factores y la prueba de comparación de médias Tukey. El ANOVA se realizó para dos factores (Médio de cultivo y época).
DTangelica<-read.csv("DTangelica.csv", sep = ";", header = T)#
summary(DTangelica)## trat epoc rept DVIVOS
## citrico:8 trimestre3:12 Min. :1.00 Min. : 5.00
## H2O :8 Trimestre4:12 1st Qu.:1.75 1st Qu.: 6.60
## MS3K :8 Median :2.50 Median :11.77
## Mean :2.50 Mean :10.69
## 3rd Qu.:3.25 3rd Qu.:13.96
## Max. :4.00 Max. :14.93
## DOXID PCONT BACT HONG
## Min. :0.200 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:1.195 1st Qu.:0.0675 1st Qu.:0.0000 1st Qu.:0.0000
## Median :1.815 Median :0.1700 Median :0.1300 Median :0.0000
## Mean :1.778 Mean :0.2521 Mean :0.1442 Mean :0.1079
## 3rd Qu.:2.493 3rd Qu.:0.4000 3rd Qu.:0.2000 3rd Qu.:0.2000
## Max. :3.000 Max. :0.6000 Max. :0.6000 Max. :0.4000
## DMUERT ResDVIVOS ResDOXIDA RESPCONT
## Min. :0.0700 Min. :0.03000 Min. :0.0500 Min. :0.100
## 1st Qu.:0.7525 1st Qu.:0.05750 1st Qu.:0.2800 1st Qu.:0.580
## Median :2.2600 Median :0.07000 Median :0.3550 Median :1.610
## Mean :3.8896 Mean :0.07083 Mean :0.3371 Mean :1.194
## 3rd Qu.:7.2000 3rd Qu.:0.09000 3rd Qu.:0.4275 3rd Qu.:1.810
## Max. :9.6000 Max. :0.11000 Max. :0.5800 Max. :1.810
## RESBACT RESHONGO RESDMUERT
## Min. :0.030 Min. :0.420 Min. :0.03000
## 1st Qu.:1.670 1st Qu.:2.040 1st Qu.:0.06000
## Median :2.285 Median :2.040 Median :0.07000
## Mean :1.965 Mean :1.853 Mean :0.07208
## 3rd Qu.:2.450 3rd Qu.:2.180 3rd Qu.:0.09000
## Max. :2.620 Max. :2.530 Max. :0.11000aov.data = aov(DTangelica$DVIVOS ~ DTangelica$trat*DTangelica$epoc)
summary(aov.data)## Df Sum Sq Mean Sq F value Pr(>F)
## DTangelica$trat 2 22.50 11.25 15.11 0.000141 ***
## DTangelica$epoc 1 247.49 247.49 332.36 4.74e-13 ***
## DTangelica$trat:DTangelica$epoc 2 18.84 9.42 12.65 0.000370 ***
## Residuals 18 13.40 0.74
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1TukeyHSD(aov.data)## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = DTangelica$DVIVOS ~ DTangelica$trat * DTangelica$epoc)
##
## $`DTangelica$trat`
## diff lwr upr p adj
## H2O-citrico 0.04500 -1.0561612 1.146161 0.9940229
## MS3K-citrico 2.07625 0.9750888 3.177411 0.0003915
## MS3K-H2O 2.03125 0.9300888 3.132411 0.0004906
##
## $`DTangelica$epoc`
## diff lwr upr p adj
## Trimestre4-trimestre3 6.4225 5.682372 7.162628 0
##
## $`DTangelica$trat:DTangelica$epoc`
## diff lwr upr p adj
## H2O:trimestre3-citrico:trimestre3 0.2500 -1.689171 2.189171 0.9982544
## MS3K:trimestre3-citrico:trimestre3 4.0500 2.110829 5.989171 0.0000402
## citrico:Trimestre4-citrico:trimestre3 7.8750 5.935829 9.814171 0.0000000
## H2O:Trimestre4-citrico:trimestre3 7.7150 5.775829 9.654171 0.0000000
## MS3K:Trimestre4-citrico:trimestre3 7.9775 6.038329 9.916671 0.0000000
## MS3K:trimestre3-H2O:trimestre3 3.8000 1.860829 5.739171 0.0000899
## citrico:Trimestre4-H2O:trimestre3 7.6250 5.685829 9.564171 0.0000000
## H2O:Trimestre4-H2O:trimestre3 7.4650 5.525829 9.404171 0.0000000
## MS3K:Trimestre4-H2O:trimestre3 7.7275 5.788329 9.666671 0.0000000
## citrico:Trimestre4-MS3K:trimestre3 3.8250 1.885829 5.764171 0.0000829
## H2O:Trimestre4-MS3K:trimestre3 3.6650 1.725829 5.604171 0.0001399
## MS3K:Trimestre4-MS3K:trimestre3 3.9275 1.988329 5.866671 0.0000595
## H2O:Trimestre4-citrico:Trimestre4 -0.1600 -2.099171 1.779171 0.9997992
## MS3K:Trimestre4-citrico:Trimestre4 0.1025 -1.836671 2.041671 0.9999777
## MS3K:Trimestre4-H2O:Trimestre4 0.2625 -1.676671 2.201671 0.9977985aov.data = aov(DTangelica$DOXID ~ DTangelica$trat*DTangelica$epoc)
summary(aov.data)## Df Sum Sq Mean Sq F value Pr(>F)
## DTangelica$trat 2 0.320 0.1598 0.348 0.71084
## DTangelica$epoc 1 2.083 2.0827 4.534 0.04728 *
## DTangelica$trat:DTangelica$epoc 2 5.684 2.8418 6.187 0.00901 **
## Residuals 18 8.268 0.4593
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1TukeyHSD(aov.data)## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = DTangelica$DOXID ~ DTangelica$trat * DTangelica$epoc)
##
## $`DTangelica$trat`
## diff lwr upr p adj
## H2O-citrico 0.27250 -0.5923415 1.1373415 0.7052899
## MS3K-citrico 0.20125 -0.6635915 1.0660915 0.8251140
## MS3K-H2O -0.07125 -0.9360915 0.7935915 0.9759554
##
## $`DTangelica$epoc`
## diff lwr upr p adj
## Trimestre4-trimestre3 0.5891667 0.007877315 1.170456 0.0472805
##
## $`DTangelica$trat:DTangelica$epoc`
## diff lwr upr
## H2O:trimestre3-citrico:trimestre3 1.4000 -0.1230064 2.9230064
## MS3K:trimestre3-citrico:trimestre3 1.1000 -0.4230064 2.6230064
## citrico:Trimestre4-citrico:trimestre3 1.9400 0.4169936 3.4630064
## H2O:Trimestre4-citrico:trimestre3 1.0850 -0.4380064 2.6080064
## MS3K:Trimestre4-citrico:trimestre3 1.2425 -0.2805064 2.7655064
## MS3K:trimestre3-H2O:trimestre3 -0.3000 -1.8230064 1.2230064
## citrico:Trimestre4-H2O:trimestre3 0.5400 -0.9830064 2.0630064
## H2O:Trimestre4-H2O:trimestre3 -0.3150 -1.8380064 1.2080064
## MS3K:Trimestre4-H2O:trimestre3 -0.1575 -1.6805064 1.3655064
## citrico:Trimestre4-MS3K:trimestre3 0.8400 -0.6830064 2.3630064
## H2O:Trimestre4-MS3K:trimestre3 -0.0150 -1.5380064 1.5080064
## MS3K:Trimestre4-MS3K:trimestre3 0.1425 -1.3805064 1.6655064
## H2O:Trimestre4-citrico:Trimestre4 -0.8550 -2.3780064 0.6680064
## MS3K:Trimestre4-citrico:Trimestre4 -0.6975 -2.2205064 0.8255064
## MS3K:Trimestre4-H2O:Trimestre4 0.1575 -1.3655064 1.6805064
## p adj
## H2O:trimestre3-citrico:trimestre3 0.0822054
## MS3K:trimestre3-citrico:trimestre3 0.2459505
## citrico:Trimestre4-citrico:trimestre3 0.0083352
## H2O:Trimestre4-citrico:trimestre3 0.2583081
## MS3K:Trimestre4-citrico:trimestre3 0.1498112
## MS3K:trimestre3-H2O:trimestre3 0.9875178
## citrico:Trimestre4-H2O:trimestre3 0.8639507
## H2O:Trimestre4-H2O:trimestre3 0.9844898
## MS3K:Trimestre4-H2O:trimestre3 0.9993957
## citrico:Trimestre4-MS3K:trimestre3 0.5174170
## H2O:Trimestre4-MS3K:trimestre3 1.0000000
## MS3K:Trimestre4-MS3K:trimestre3 0.9996286
## H2O:Trimestre4-citrico:Trimestre4 0.4990713
## MS3K:Trimestre4-citrico:Trimestre4 0.6947417
## MS3K:Trimestre4-H2O:Trimestre4 0.9993957aov.data = aov(DTangelica$DMUERT ~ DTangelica$trat*DTangelica$epoc)
summary(aov.data)## Df Sum Sq Mean Sq F value Pr(>F)
## DTangelica$trat 2 249.55 124.78 117.397 4.71e-11 ***
## DTangelica$epoc 1 13.61 13.61 12.801 0.00215 **
## DTangelica$trat:DTangelica$epoc 2 1.60 0.80 0.751 0.48602
## Residuals 18 19.13 1.06
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1TukeyHSD(aov.data)## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = DTangelica$DMUERT ~ DTangelica$trat * DTangelica$epoc)
##
## $`DTangelica$trat`
## diff lwr upr p adj
## H2O-citrico 2.16625 0.8506709 3.481829 0.0014777
## MS3K-citrico 7.66125 6.3456709 8.976829 0.0000000
## MS3K-H2O 5.49500 4.1794209 6.810579 0.0000000
##
## $`DTangelica$epoc`
## diff lwr upr p adj
## Trimestre4-trimestre3 1.505833 0.6215879 2.390079 0.0021509
##
## $`DTangelica$trat:DTangelica$epoc`
## diff lwr upr
## H2O:trimestre3-citrico:trimestre3 1.6650 -0.6517662 3.981766
## MS3K:trimestre3-citrico:trimestre3 7.0775 4.7607338 9.394266
## citrico:Trimestre4-citrico:trimestre3 0.7825 -1.5342662 3.099266
## H2O:Trimestre4-citrico:trimestre3 3.4500 1.1332338 5.766766
## MS3K:Trimestre4-citrico:trimestre3 9.0275 6.7107338 11.344266
## MS3K:trimestre3-H2O:trimestre3 5.4125 3.0957338 7.729266
## citrico:Trimestre4-H2O:trimestre3 -0.8825 -3.1992662 1.434266
## H2O:Trimestre4-H2O:trimestre3 1.7850 -0.5317662 4.101766
## MS3K:Trimestre4-H2O:trimestre3 7.3625 5.0457338 9.679266
## citrico:Trimestre4-MS3K:trimestre3 -6.2950 -8.6117662 -3.978234
## H2O:Trimestre4-MS3K:trimestre3 -3.6275 -5.9442662 -1.310734
## MS3K:Trimestre4-MS3K:trimestre3 1.9500 -0.3667662 4.266766
## H2O:Trimestre4-citrico:Trimestre4 2.6675 0.3507338 4.984266
## MS3K:Trimestre4-citrico:Trimestre4 8.2450 5.9282338 10.561766
## MS3K:Trimestre4-H2O:Trimestre4 5.5775 3.2607338 7.894266
## p adj
## H2O:trimestre3-citrico:trimestre3 0.2503933
## MS3K:trimestre3-citrico:trimestre3 0.0000002
## citrico:Trimestre4-citrico:trimestre3 0.8855755
## H2O:Trimestre4-citrico:trimestre3 0.0019564
## MS3K:Trimestre4-citrico:trimestre3 0.0000000
## MS3K:trimestre3-H2O:trimestre3 0.0000091
## citrico:Trimestre4-H2O:trimestre3 0.8262004
## H2O:Trimestre4-H2O:trimestre3 0.1917327
## MS3K:Trimestre4-H2O:trimestre3 0.0000001
## citrico:Trimestre4-MS3K:trimestre3 0.0000011
## H2O:Trimestre4-MS3K:trimestre3 0.0011705
## MS3K:Trimestre4-MS3K:trimestre3 0.1295137
## H2O:Trimestre4-citrico:Trimestre4 0.0188263
## MS3K:Trimestre4-citrico:Trimestre4 0.0000000
## MS3K:Trimestre4-H2O:Trimestre4 0.0000060