Diseño Factorial

Problema a analizar: Se busca determinar el efecto de cuatro medios diferentes sobre la concentracion minima inhibitoria frente a cuatro bacterias patogenas.

## Warning: package 'readxl' was built under R version 4.4.3
## [1] "Medio"    "Bacteria" "Replica"  "CMI"
## tibble [48 × 4] (S3: tbl_df/tbl/data.frame)
##  $ Medio   : chr [1:48] "Sabouraud" "Sabouraud" "Sabouraud" "Sabouraud" ...
##  $ Bacteria: chr [1:48] "Staphylococcus aureus" "Staphylococcus aureus" "Staphylococcus aureus" "Bacillus cereus" ...
##  $ Replica : num [1:48] 1 2 3 1 2 3 1 2 3 1 ...
##  $ CMI     : num [1:48] 0.65 0.59 0.66 0.76 0.68 0.55 0.62 0.41 0.43 0.51 ...

Diagrama Box Plot

## Analisis Acorde al grafico de box plot se puede evidenciar que Bacillus cereus muestra un crecimiento notablemente alto en los medios PDB y Sabouraud, con medianas superiores a 1.2.Las medianas de Enterobacter cloacae muestran un crecimiento moderado en todos los medios, pero el medio Czapek parece ser el menos efectivo.Escherichia coli tiene un crecimiento más robusto en Malta y PDB, con medianas que superan 1.0. Staphylococcus aureus presenta un crecimiento bajo en todos los medios, con medianas cercanas a 0.8 y menos, especialmente en el medio Sabouraud.

Calculo ANOVA y modelo lineal

##                 Df Sum Sq Mean Sq F value   Pr(>F)    
## FactorA          3 1.7770  0.5923  16.949 9.04e-07 ***
## FactorB          3 0.1014  0.0338   0.968    0.420    
## FactorA:FactorB  9 0.1854  0.0206   0.589    0.796    
## Residuals       32 1.1183  0.0349                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##                 Df Sum Sq Mean Sq F value   Pr(>F)    
## FactorA          3 1.7770  0.5923  16.949 9.04e-07 ***
## FactorB          3 0.1014  0.0338   0.968    0.420    
## FactorA:FactorB  9 0.1854  0.0206   0.589    0.796    
## Residuals       32 1.1183  0.0349                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Call:
## lm(formula = CMI ~ (FactorA + FactorB + FactorA:FactorB))
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.44667 -0.09083  0.00667  0.10083  0.38333 
## 
## Coefficients:
##                                               Estimate Std. Error t value
## (Intercept)                                    1.28333    0.10793  11.890
## FactorAMalta                                  -0.43000    0.15264  -2.817
## FactorAPDB                                    -0.42333    0.15264  -2.773
## FactorASabouraud                              -0.62000    0.15264  -4.062
## FactorBEnterobacter cloacae                   -0.29000    0.15264  -1.900
## FactorBEscherichia coli                       -0.21000    0.15264  -1.376
## FactorBStaphylococcus aureus                  -0.19000    0.15264  -1.245
## FactorAMalta:FactorBEnterobacter cloacae       0.14667    0.21586   0.679
## FactorAPDB:FactorBEnterobacter cloacae         0.40333    0.21586   1.868
## FactorASabouraud:FactorBEnterobacter cloacae   0.11333    0.21586   0.525
## FactorAMalta:FactorBEscherichia coli           0.22000    0.21586   1.019
## FactorAPDB:FactorBEscherichia coli             0.37333    0.21586   1.729
## FactorASabouraud:FactorBEscherichia coli       0.12000    0.21586   0.556
## FactorAMalta:FactorBStaphylococcus aureus      0.08333    0.21586   0.386
## FactorAPDB:FactorBStaphylococcus aureus        0.25667    0.21586   1.189
## FactorASabouraud:FactorBStaphylococcus aureus  0.16000    0.21586   0.741
##                                               Pr(>|t|)    
## (Intercept)                                   2.79e-13 ***
## FactorAMalta                                  0.008235 ** 
## FactorAPDB                                    0.009176 ** 
## FactorASabouraud                              0.000294 ***
## FactorBEnterobacter cloacae                   0.066489 .  
## FactorBEscherichia coli                       0.178438    
## FactorBStaphylococcus aureus                  0.222256    
## FactorAMalta:FactorBEnterobacter cloacae      0.501744    
## FactorAPDB:FactorBEnterobacter cloacae        0.070877 .  
## FactorASabouraud:FactorBEnterobacter cloacae  0.603187    
## FactorAMalta:FactorBEscherichia coli          0.315771    
## FactorAPDB:FactorBEscherichia coli            0.093359 .  
## FactorASabouraud:FactorBEscherichia coli      0.582142    
## FactorAMalta:FactorBStaphylococcus aureus     0.702018    
## FactorAPDB:FactorBStaphylococcus aureus       0.243180    
## FactorASabouraud:FactorBStaphylococcus aureus 0.463973    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1869 on 32 degrees of freedom
## Multiple R-squared:  0.6486, Adjusted R-squared:  0.4838 
## F-statistic: 3.937 on 15 and 32 DF,  p-value: 0.000554

Graficas de efectos principales e interacciones

## Warning: package 'phia' was built under R version 4.4.3
## Cargando paquete requerido: car
## Warning: package 'car' was built under R version 4.4.3
## Cargando paquete requerido: carData
## Warning: package 'carData' was built under R version 4.4.2

Analisis de la idoneidad del modelo

Normalidad de residuos

## 
##  Shapiro-Wilk normality test
## 
## data:  rstandard(Modelo)
## W = 0.9868, p-value = 0.8603

Prueba de homocedasticidad o igualdad de varianzas

## Non-constant Variance Score Test 
## Variance formula: ~ fitted.values 
## Chisquare = 3.409938, Df = 1, p = 0.064805

Revision grafica de supuestos

Calculo del efecto (ANOVA)

## Warning: package 'lsr' was built under R version 4.4.3
##                     eta.sq eta.sq.part
## FactorA         0.55842287  0.61374042
## FactorB         0.03187821  0.08316268
## FactorA:FactorB 0.05825363  0.14218643

Pruebas aposteriori(Comparaciones multiples de medias)

Prueba de Tukey

## Warning: package 'agricolae' was built under R version 4.4.3
##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = Modelo)
## 
## $FactorA
##                         diff         lwr          upr     p adj
## Malta-Czapeck     -0.3175000 -0.52427689 -0.110723108 0.0012174
## PDB-Czapeck       -0.1650000 -0.37177689  0.041776892 0.1558035
## Sabouraud-Czapeck -0.5216667 -0.72844356 -0.314889775 0.0000006
## PDB-Malta          0.1525000 -0.05427689  0.359276892 0.2098549
## Sabouraud-Malta   -0.2041667 -0.41094356  0.002610225 0.0539833
## Sabouraud-PDB     -0.3566667 -0.56344356 -0.149889775 0.0002867
## 
## $FactorB
##                                                   diff        lwr        upr
## Enterobacter cloacae-Bacillus cereus       -0.12416667 -0.3309436 0.08261022
## Escherichia coli-Bacillus cereus           -0.03166667 -0.2384436 0.17511022
## Staphylococcus aureus-Bacillus cereus      -0.06500000 -0.2717769 0.14177689
## Escherichia coli-Enterobacter cloacae       0.09250000 -0.1142769 0.29927689
## Staphylococcus aureus-Enterobacter cloacae  0.05916667 -0.1476102 0.26594356
## Staphylococcus aureus-Escherichia coli     -0.03333333 -0.2401102 0.17344356
##                                                p adj
## Enterobacter cloacae-Bacillus cereus       0.3783933
## Escherichia coli-Bacillus cereus           0.9755196
## Staphylococcus aureus-Bacillus cereus      0.8293080
## Escherichia coli-Enterobacter cloacae      0.6239154
## Staphylococcus aureus-Enterobacter cloacae 0.8650390
## Staphylococcus aureus-Escherichia coli     0.9716598
## 
## $`FactorA:FactorB`
##                                                                        diff
## Malta:Bacillus cereus-Czapeck:Bacillus cereus                  -0.430000000
## PDB:Bacillus cereus-Czapeck:Bacillus cereus                    -0.423333333
## Sabouraud:Bacillus cereus-Czapeck:Bacillus cereus              -0.620000000
## Czapeck:Enterobacter cloacae-Czapeck:Bacillus cereus           -0.290000000
## Malta:Enterobacter cloacae-Czapeck:Bacillus cereus             -0.573333333
## PDB:Enterobacter cloacae-Czapeck:Bacillus cereus               -0.310000000
## Sabouraud:Enterobacter cloacae-Czapeck:Bacillus cereus         -0.796666667
## Czapeck:Escherichia coli-Czapeck:Bacillus cereus               -0.210000000
## Malta:Escherichia coli-Czapeck:Bacillus cereus                 -0.420000000
## PDB:Escherichia coli-Czapeck:Bacillus cereus                   -0.260000000
## Sabouraud:Escherichia coli-Czapeck:Bacillus cereus             -0.710000000
## Czapeck:Staphylococcus aureus-Czapeck:Bacillus cereus          -0.190000000
## Malta:Staphylococcus aureus-Czapeck:Bacillus cereus            -0.536666667
## PDB:Staphylococcus aureus-Czapeck:Bacillus cereus              -0.356666667
## Sabouraud:Staphylococcus aureus-Czapeck:Bacillus cereus        -0.650000000
## PDB:Bacillus cereus-Malta:Bacillus cereus                       0.006666667
## Sabouraud:Bacillus cereus-Malta:Bacillus cereus                -0.190000000
## Czapeck:Enterobacter cloacae-Malta:Bacillus cereus              0.140000000
## Malta:Enterobacter cloacae-Malta:Bacillus cereus               -0.143333333
## PDB:Enterobacter cloacae-Malta:Bacillus cereus                  0.120000000
## Sabouraud:Enterobacter cloacae-Malta:Bacillus cereus           -0.366666667
## Czapeck:Escherichia coli-Malta:Bacillus cereus                  0.220000000
## Malta:Escherichia coli-Malta:Bacillus cereus                    0.010000000
## PDB:Escherichia coli-Malta:Bacillus cereus                      0.170000000
## Sabouraud:Escherichia coli-Malta:Bacillus cereus               -0.280000000
## Czapeck:Staphylococcus aureus-Malta:Bacillus cereus             0.240000000
## Malta:Staphylococcus aureus-Malta:Bacillus cereus              -0.106666667
## PDB:Staphylococcus aureus-Malta:Bacillus cereus                 0.073333333
## Sabouraud:Staphylococcus aureus-Malta:Bacillus cereus          -0.220000000
## Sabouraud:Bacillus cereus-PDB:Bacillus cereus                  -0.196666667
## Czapeck:Enterobacter cloacae-PDB:Bacillus cereus                0.133333333
## Malta:Enterobacter cloacae-PDB:Bacillus cereus                 -0.150000000
## PDB:Enterobacter cloacae-PDB:Bacillus cereus                    0.113333333
## Sabouraud:Enterobacter cloacae-PDB:Bacillus cereus             -0.373333333
## Czapeck:Escherichia coli-PDB:Bacillus cereus                    0.213333333
## Malta:Escherichia coli-PDB:Bacillus cereus                      0.003333333
## PDB:Escherichia coli-PDB:Bacillus cereus                        0.163333333
## Sabouraud:Escherichia coli-PDB:Bacillus cereus                 -0.286666667
## Czapeck:Staphylococcus aureus-PDB:Bacillus cereus               0.233333333
## Malta:Staphylococcus aureus-PDB:Bacillus cereus                -0.113333333
## PDB:Staphylococcus aureus-PDB:Bacillus cereus                   0.066666667
## Sabouraud:Staphylococcus aureus-PDB:Bacillus cereus            -0.226666667
## Czapeck:Enterobacter cloacae-Sabouraud:Bacillus cereus          0.330000000
## Malta:Enterobacter cloacae-Sabouraud:Bacillus cereus            0.046666667
## PDB:Enterobacter cloacae-Sabouraud:Bacillus cereus              0.310000000
## Sabouraud:Enterobacter cloacae-Sabouraud:Bacillus cereus       -0.176666667
## Czapeck:Escherichia coli-Sabouraud:Bacillus cereus              0.410000000
## Malta:Escherichia coli-Sabouraud:Bacillus cereus                0.200000000
## PDB:Escherichia coli-Sabouraud:Bacillus cereus                  0.360000000
## Sabouraud:Escherichia coli-Sabouraud:Bacillus cereus           -0.090000000
## Czapeck:Staphylococcus aureus-Sabouraud:Bacillus cereus         0.430000000
## Malta:Staphylococcus aureus-Sabouraud:Bacillus cereus           0.083333333
## PDB:Staphylococcus aureus-Sabouraud:Bacillus cereus             0.263333333
## Sabouraud:Staphylococcus aureus-Sabouraud:Bacillus cereus      -0.030000000
## Malta:Enterobacter cloacae-Czapeck:Enterobacter cloacae        -0.283333333
## PDB:Enterobacter cloacae-Czapeck:Enterobacter cloacae          -0.020000000
## Sabouraud:Enterobacter cloacae-Czapeck:Enterobacter cloacae    -0.506666667
## Czapeck:Escherichia coli-Czapeck:Enterobacter cloacae           0.080000000
## Malta:Escherichia coli-Czapeck:Enterobacter cloacae            -0.130000000
## PDB:Escherichia coli-Czapeck:Enterobacter cloacae               0.030000000
## Sabouraud:Escherichia coli-Czapeck:Enterobacter cloacae        -0.420000000
## Czapeck:Staphylococcus aureus-Czapeck:Enterobacter cloacae      0.100000000
## Malta:Staphylococcus aureus-Czapeck:Enterobacter cloacae       -0.246666667
## PDB:Staphylococcus aureus-Czapeck:Enterobacter cloacae         -0.066666667
## Sabouraud:Staphylococcus aureus-Czapeck:Enterobacter cloacae   -0.360000000
## PDB:Enterobacter cloacae-Malta:Enterobacter cloacae             0.263333333
## Sabouraud:Enterobacter cloacae-Malta:Enterobacter cloacae      -0.223333333
## Czapeck:Escherichia coli-Malta:Enterobacter cloacae             0.363333333
## Malta:Escherichia coli-Malta:Enterobacter cloacae               0.153333333
## PDB:Escherichia coli-Malta:Enterobacter cloacae                 0.313333333
## Sabouraud:Escherichia coli-Malta:Enterobacter cloacae          -0.136666667
## Czapeck:Staphylococcus aureus-Malta:Enterobacter cloacae        0.383333333
## Malta:Staphylococcus aureus-Malta:Enterobacter cloacae          0.036666667
## PDB:Staphylococcus aureus-Malta:Enterobacter cloacae            0.216666667
## Sabouraud:Staphylococcus aureus-Malta:Enterobacter cloacae     -0.076666667
## Sabouraud:Enterobacter cloacae-PDB:Enterobacter cloacae        -0.486666667
## Czapeck:Escherichia coli-PDB:Enterobacter cloacae               0.100000000
## Malta:Escherichia coli-PDB:Enterobacter cloacae                -0.110000000
## PDB:Escherichia coli-PDB:Enterobacter cloacae                   0.050000000
## Sabouraud:Escherichia coli-PDB:Enterobacter cloacae            -0.400000000
## Czapeck:Staphylococcus aureus-PDB:Enterobacter cloacae          0.120000000
## Malta:Staphylococcus aureus-PDB:Enterobacter cloacae           -0.226666667
## PDB:Staphylococcus aureus-PDB:Enterobacter cloacae             -0.046666667
## Sabouraud:Staphylococcus aureus-PDB:Enterobacter cloacae       -0.340000000
## Czapeck:Escherichia coli-Sabouraud:Enterobacter cloacae         0.586666667
## Malta:Escherichia coli-Sabouraud:Enterobacter cloacae           0.376666667
## PDB:Escherichia coli-Sabouraud:Enterobacter cloacae             0.536666667
## Sabouraud:Escherichia coli-Sabouraud:Enterobacter cloacae       0.086666667
## Czapeck:Staphylococcus aureus-Sabouraud:Enterobacter cloacae    0.606666667
## Malta:Staphylococcus aureus-Sabouraud:Enterobacter cloacae      0.260000000
## PDB:Staphylococcus aureus-Sabouraud:Enterobacter cloacae        0.440000000
## Sabouraud:Staphylococcus aureus-Sabouraud:Enterobacter cloacae  0.146666667
## Malta:Escherichia coli-Czapeck:Escherichia coli                -0.210000000
## PDB:Escherichia coli-Czapeck:Escherichia coli                  -0.050000000
## Sabouraud:Escherichia coli-Czapeck:Escherichia coli            -0.500000000
## Czapeck:Staphylococcus aureus-Czapeck:Escherichia coli          0.020000000
## Malta:Staphylococcus aureus-Czapeck:Escherichia coli           -0.326666667
## PDB:Staphylococcus aureus-Czapeck:Escherichia coli             -0.146666667
## Sabouraud:Staphylococcus aureus-Czapeck:Escherichia coli       -0.440000000
## PDB:Escherichia coli-Malta:Escherichia coli                     0.160000000
## Sabouraud:Escherichia coli-Malta:Escherichia coli              -0.290000000
## Czapeck:Staphylococcus aureus-Malta:Escherichia coli            0.230000000
## Malta:Staphylococcus aureus-Malta:Escherichia coli             -0.116666667
## PDB:Staphylococcus aureus-Malta:Escherichia coli                0.063333333
## Sabouraud:Staphylococcus aureus-Malta:Escherichia coli         -0.230000000
## Sabouraud:Escherichia coli-PDB:Escherichia coli                -0.450000000
## Czapeck:Staphylococcus aureus-PDB:Escherichia coli              0.070000000
## Malta:Staphylococcus aureus-PDB:Escherichia coli               -0.276666667
## PDB:Staphylococcus aureus-PDB:Escherichia coli                 -0.096666667
## Sabouraud:Staphylococcus aureus-PDB:Escherichia coli           -0.390000000
## Czapeck:Staphylococcus aureus-Sabouraud:Escherichia coli        0.520000000
## Malta:Staphylococcus aureus-Sabouraud:Escherichia coli          0.173333333
## PDB:Staphylococcus aureus-Sabouraud:Escherichia coli            0.353333333
## Sabouraud:Staphylococcus aureus-Sabouraud:Escherichia coli      0.060000000
## Malta:Staphylococcus aureus-Czapeck:Staphylococcus aureus      -0.346666667
## PDB:Staphylococcus aureus-Czapeck:Staphylococcus aureus        -0.166666667
## Sabouraud:Staphylococcus aureus-Czapeck:Staphylococcus aureus  -0.460000000
## PDB:Staphylococcus aureus-Malta:Staphylococcus aureus           0.180000000
## Sabouraud:Staphylococcus aureus-Malta:Staphylococcus aureus    -0.113333333
## Sabouraud:Staphylococcus aureus-PDB:Staphylococcus aureus      -0.293333333
##                                                                        lwr
## Malta:Bacillus cereus-Czapeck:Bacillus cereus                  -0.99599775
## PDB:Bacillus cereus-Czapeck:Bacillus cereus                    -0.98933108
## Sabouraud:Bacillus cereus-Czapeck:Bacillus cereus              -1.18599775
## Czapeck:Enterobacter cloacae-Czapeck:Bacillus cereus           -0.85599775
## Malta:Enterobacter cloacae-Czapeck:Bacillus cereus             -1.13933108
## PDB:Enterobacter cloacae-Czapeck:Bacillus cereus               -0.87599775
## Sabouraud:Enterobacter cloacae-Czapeck:Bacillus cereus         -1.36266442
## Czapeck:Escherichia coli-Czapeck:Bacillus cereus               -0.77599775
## Malta:Escherichia coli-Czapeck:Bacillus cereus                 -0.98599775
## PDB:Escherichia coli-Czapeck:Bacillus cereus                   -0.82599775
## Sabouraud:Escherichia coli-Czapeck:Bacillus cereus             -1.27599775
## Czapeck:Staphylococcus aureus-Czapeck:Bacillus cereus          -0.75599775
## Malta:Staphylococcus aureus-Czapeck:Bacillus cereus            -1.10266442
## PDB:Staphylococcus aureus-Czapeck:Bacillus cereus              -0.92266442
## Sabouraud:Staphylococcus aureus-Czapeck:Bacillus cereus        -1.21599775
## PDB:Bacillus cereus-Malta:Bacillus cereus                      -0.55933108
## Sabouraud:Bacillus cereus-Malta:Bacillus cereus                -0.75599775
## Czapeck:Enterobacter cloacae-Malta:Bacillus cereus             -0.42599775
## Malta:Enterobacter cloacae-Malta:Bacillus cereus               -0.70933108
## PDB:Enterobacter cloacae-Malta:Bacillus cereus                 -0.44599775
## Sabouraud:Enterobacter cloacae-Malta:Bacillus cereus           -0.93266442
## Czapeck:Escherichia coli-Malta:Bacillus cereus                 -0.34599775
## Malta:Escherichia coli-Malta:Bacillus cereus                   -0.55599775
## PDB:Escherichia coli-Malta:Bacillus cereus                     -0.39599775
## Sabouraud:Escherichia coli-Malta:Bacillus cereus               -0.84599775
## Czapeck:Staphylococcus aureus-Malta:Bacillus cereus            -0.32599775
## Malta:Staphylococcus aureus-Malta:Bacillus cereus              -0.67266442
## PDB:Staphylococcus aureus-Malta:Bacillus cereus                -0.49266442
## Sabouraud:Staphylococcus aureus-Malta:Bacillus cereus          -0.78599775
## Sabouraud:Bacillus cereus-PDB:Bacillus cereus                  -0.76266442
## Czapeck:Enterobacter cloacae-PDB:Bacillus cereus               -0.43266442
## Malta:Enterobacter cloacae-PDB:Bacillus cereus                 -0.71599775
## PDB:Enterobacter cloacae-PDB:Bacillus cereus                   -0.45266442
## Sabouraud:Enterobacter cloacae-PDB:Bacillus cereus             -0.93933108
## Czapeck:Escherichia coli-PDB:Bacillus cereus                   -0.35266442
## Malta:Escherichia coli-PDB:Bacillus cereus                     -0.56266442
## PDB:Escherichia coli-PDB:Bacillus cereus                       -0.40266442
## Sabouraud:Escherichia coli-PDB:Bacillus cereus                 -0.85266442
## Czapeck:Staphylococcus aureus-PDB:Bacillus cereus              -0.33266442
## Malta:Staphylococcus aureus-PDB:Bacillus cereus                -0.67933108
## PDB:Staphylococcus aureus-PDB:Bacillus cereus                  -0.49933108
## Sabouraud:Staphylococcus aureus-PDB:Bacillus cereus            -0.79266442
## Czapeck:Enterobacter cloacae-Sabouraud:Bacillus cereus         -0.23599775
## Malta:Enterobacter cloacae-Sabouraud:Bacillus cereus           -0.51933108
## PDB:Enterobacter cloacae-Sabouraud:Bacillus cereus             -0.25599775
## Sabouraud:Enterobacter cloacae-Sabouraud:Bacillus cereus       -0.74266442
## Czapeck:Escherichia coli-Sabouraud:Bacillus cereus             -0.15599775
## Malta:Escherichia coli-Sabouraud:Bacillus cereus               -0.36599775
## PDB:Escherichia coli-Sabouraud:Bacillus cereus                 -0.20599775
## Sabouraud:Escherichia coli-Sabouraud:Bacillus cereus           -0.65599775
## Czapeck:Staphylococcus aureus-Sabouraud:Bacillus cereus        -0.13599775
## Malta:Staphylococcus aureus-Sabouraud:Bacillus cereus          -0.48266442
## PDB:Staphylococcus aureus-Sabouraud:Bacillus cereus            -0.30266442
## Sabouraud:Staphylococcus aureus-Sabouraud:Bacillus cereus      -0.59599775
## Malta:Enterobacter cloacae-Czapeck:Enterobacter cloacae        -0.84933108
## PDB:Enterobacter cloacae-Czapeck:Enterobacter cloacae          -0.58599775
## Sabouraud:Enterobacter cloacae-Czapeck:Enterobacter cloacae    -1.07266442
## Czapeck:Escherichia coli-Czapeck:Enterobacter cloacae          -0.48599775
## Malta:Escherichia coli-Czapeck:Enterobacter cloacae            -0.69599775
## PDB:Escherichia coli-Czapeck:Enterobacter cloacae              -0.53599775
## Sabouraud:Escherichia coli-Czapeck:Enterobacter cloacae        -0.98599775
## Czapeck:Staphylococcus aureus-Czapeck:Enterobacter cloacae     -0.46599775
## Malta:Staphylococcus aureus-Czapeck:Enterobacter cloacae       -0.81266442
## PDB:Staphylococcus aureus-Czapeck:Enterobacter cloacae         -0.63266442
## Sabouraud:Staphylococcus aureus-Czapeck:Enterobacter cloacae   -0.92599775
## PDB:Enterobacter cloacae-Malta:Enterobacter cloacae            -0.30266442
## Sabouraud:Enterobacter cloacae-Malta:Enterobacter cloacae      -0.78933108
## Czapeck:Escherichia coli-Malta:Enterobacter cloacae            -0.20266442
## Malta:Escherichia coli-Malta:Enterobacter cloacae              -0.41266442
## PDB:Escherichia coli-Malta:Enterobacter cloacae                -0.25266442
## Sabouraud:Escherichia coli-Malta:Enterobacter cloacae          -0.70266442
## Czapeck:Staphylococcus aureus-Malta:Enterobacter cloacae       -0.18266442
## Malta:Staphylococcus aureus-Malta:Enterobacter cloacae         -0.52933108
## PDB:Staphylococcus aureus-Malta:Enterobacter cloacae           -0.34933108
## Sabouraud:Staphylococcus aureus-Malta:Enterobacter cloacae     -0.64266442
## Sabouraud:Enterobacter cloacae-PDB:Enterobacter cloacae        -1.05266442
## Czapeck:Escherichia coli-PDB:Enterobacter cloacae              -0.46599775
## Malta:Escherichia coli-PDB:Enterobacter cloacae                -0.67599775
## PDB:Escherichia coli-PDB:Enterobacter cloacae                  -0.51599775
## Sabouraud:Escherichia coli-PDB:Enterobacter cloacae            -0.96599775
## Czapeck:Staphylococcus aureus-PDB:Enterobacter cloacae         -0.44599775
## Malta:Staphylococcus aureus-PDB:Enterobacter cloacae           -0.79266442
## PDB:Staphylococcus aureus-PDB:Enterobacter cloacae             -0.61266442
## Sabouraud:Staphylococcus aureus-PDB:Enterobacter cloacae       -0.90599775
## Czapeck:Escherichia coli-Sabouraud:Enterobacter cloacae         0.02066892
## Malta:Escherichia coli-Sabouraud:Enterobacter cloacae          -0.18933108
## PDB:Escherichia coli-Sabouraud:Enterobacter cloacae            -0.02933108
## Sabouraud:Escherichia coli-Sabouraud:Enterobacter cloacae      -0.47933108
## Czapeck:Staphylococcus aureus-Sabouraud:Enterobacter cloacae    0.04066892
## Malta:Staphylococcus aureus-Sabouraud:Enterobacter cloacae     -0.30599775
## PDB:Staphylococcus aureus-Sabouraud:Enterobacter cloacae       -0.12599775
## Sabouraud:Staphylococcus aureus-Sabouraud:Enterobacter cloacae -0.41933108
## Malta:Escherichia coli-Czapeck:Escherichia coli                -0.77599775
## PDB:Escherichia coli-Czapeck:Escherichia coli                  -0.61599775
## Sabouraud:Escherichia coli-Czapeck:Escherichia coli            -1.06599775
## Czapeck:Staphylococcus aureus-Czapeck:Escherichia coli         -0.54599775
## Malta:Staphylococcus aureus-Czapeck:Escherichia coli           -0.89266442
## PDB:Staphylococcus aureus-Czapeck:Escherichia coli             -0.71266442
## Sabouraud:Staphylococcus aureus-Czapeck:Escherichia coli       -1.00599775
## PDB:Escherichia coli-Malta:Escherichia coli                    -0.40599775
## Sabouraud:Escherichia coli-Malta:Escherichia coli              -0.85599775
## Czapeck:Staphylococcus aureus-Malta:Escherichia coli           -0.33599775
## Malta:Staphylococcus aureus-Malta:Escherichia coli             -0.68266442
## PDB:Staphylococcus aureus-Malta:Escherichia coli               -0.50266442
## Sabouraud:Staphylococcus aureus-Malta:Escherichia coli         -0.79599775
## Sabouraud:Escherichia coli-PDB:Escherichia coli                -1.01599775
## Czapeck:Staphylococcus aureus-PDB:Escherichia coli             -0.49599775
## Malta:Staphylococcus aureus-PDB:Escherichia coli               -0.84266442
## PDB:Staphylococcus aureus-PDB:Escherichia coli                 -0.66266442
## Sabouraud:Staphylococcus aureus-PDB:Escherichia coli           -0.95599775
## Czapeck:Staphylococcus aureus-Sabouraud:Escherichia coli       -0.04599775
## Malta:Staphylococcus aureus-Sabouraud:Escherichia coli         -0.39266442
## PDB:Staphylococcus aureus-Sabouraud:Escherichia coli           -0.21266442
## Sabouraud:Staphylococcus aureus-Sabouraud:Escherichia coli     -0.50599775
## Malta:Staphylococcus aureus-Czapeck:Staphylococcus aureus      -0.91266442
## PDB:Staphylococcus aureus-Czapeck:Staphylococcus aureus        -0.73266442
## Sabouraud:Staphylococcus aureus-Czapeck:Staphylococcus aureus  -1.02599775
## PDB:Staphylococcus aureus-Malta:Staphylococcus aureus          -0.38599775
## Sabouraud:Staphylococcus aureus-Malta:Staphylococcus aureus    -0.67933108
## Sabouraud:Staphylococcus aureus-PDB:Staphylococcus aureus      -0.85933108
##                                                                         upr
## Malta:Bacillus cereus-Czapeck:Bacillus cereus                   0.135997750
## PDB:Bacillus cereus-Czapeck:Bacillus cereus                     0.142664417
## Sabouraud:Bacillus cereus-Czapeck:Bacillus cereus              -0.054002250
## Czapeck:Enterobacter cloacae-Czapeck:Bacillus cereus            0.275997750
## Malta:Enterobacter cloacae-Czapeck:Bacillus cereus             -0.007335583
## PDB:Enterobacter cloacae-Czapeck:Bacillus cereus                0.255997750
## Sabouraud:Enterobacter cloacae-Czapeck:Bacillus cereus         -0.230668916
## Czapeck:Escherichia coli-Czapeck:Bacillus cereus                0.355997750
## Malta:Escherichia coli-Czapeck:Bacillus cereus                  0.145997750
## PDB:Escherichia coli-Czapeck:Bacillus cereus                    0.305997750
## Sabouraud:Escherichia coli-Czapeck:Bacillus cereus             -0.144002250
## Czapeck:Staphylococcus aureus-Czapeck:Bacillus cereus           0.375997750
## Malta:Staphylococcus aureus-Czapeck:Bacillus cereus             0.029331084
## PDB:Staphylococcus aureus-Czapeck:Bacillus cereus               0.209331084
## Sabouraud:Staphylococcus aureus-Czapeck:Bacillus cereus        -0.084002250
## PDB:Bacillus cereus-Malta:Bacillus cereus                       0.572664417
## Sabouraud:Bacillus cereus-Malta:Bacillus cereus                 0.375997750
## Czapeck:Enterobacter cloacae-Malta:Bacillus cereus              0.705997750
## Malta:Enterobacter cloacae-Malta:Bacillus cereus                0.422664417
## PDB:Enterobacter cloacae-Malta:Bacillus cereus                  0.685997750
## Sabouraud:Enterobacter cloacae-Malta:Bacillus cereus            0.199331084
## Czapeck:Escherichia coli-Malta:Bacillus cereus                  0.785997750
## Malta:Escherichia coli-Malta:Bacillus cereus                    0.575997750
## PDB:Escherichia coli-Malta:Bacillus cereus                      0.735997750
## Sabouraud:Escherichia coli-Malta:Bacillus cereus                0.285997750
## Czapeck:Staphylococcus aureus-Malta:Bacillus cereus             0.805997750
## Malta:Staphylococcus aureus-Malta:Bacillus cereus               0.459331084
## PDB:Staphylococcus aureus-Malta:Bacillus cereus                 0.639331084
## Sabouraud:Staphylococcus aureus-Malta:Bacillus cereus           0.345997750
## Sabouraud:Bacillus cereus-PDB:Bacillus cereus                   0.369331084
## Czapeck:Enterobacter cloacae-PDB:Bacillus cereus                0.699331084
## Malta:Enterobacter cloacae-PDB:Bacillus cereus                  0.415997750
## PDB:Enterobacter cloacae-PDB:Bacillus cereus                    0.679331084
## Sabouraud:Enterobacter cloacae-PDB:Bacillus cereus              0.192664417
## Czapeck:Escherichia coli-PDB:Bacillus cereus                    0.779331084
## Malta:Escherichia coli-PDB:Bacillus cereus                      0.569331084
## PDB:Escherichia coli-PDB:Bacillus cereus                        0.729331084
## Sabouraud:Escherichia coli-PDB:Bacillus cereus                  0.279331084
## Czapeck:Staphylococcus aureus-PDB:Bacillus cereus               0.799331084
## Malta:Staphylococcus aureus-PDB:Bacillus cereus                 0.452664417
## PDB:Staphylococcus aureus-PDB:Bacillus cereus                   0.632664417
## Sabouraud:Staphylococcus aureus-PDB:Bacillus cereus             0.339331084
## Czapeck:Enterobacter cloacae-Sabouraud:Bacillus cereus          0.895997750
## Malta:Enterobacter cloacae-Sabouraud:Bacillus cereus            0.612664417
## PDB:Enterobacter cloacae-Sabouraud:Bacillus cereus              0.875997750
## Sabouraud:Enterobacter cloacae-Sabouraud:Bacillus cereus        0.389331084
## Czapeck:Escherichia coli-Sabouraud:Bacillus cereus              0.975997750
## Malta:Escherichia coli-Sabouraud:Bacillus cereus                0.765997750
## PDB:Escherichia coli-Sabouraud:Bacillus cereus                  0.925997750
## Sabouraud:Escherichia coli-Sabouraud:Bacillus cereus            0.475997750
## Czapeck:Staphylococcus aureus-Sabouraud:Bacillus cereus         0.995997750
## Malta:Staphylococcus aureus-Sabouraud:Bacillus cereus           0.649331084
## PDB:Staphylococcus aureus-Sabouraud:Bacillus cereus             0.829331084
## Sabouraud:Staphylococcus aureus-Sabouraud:Bacillus cereus       0.535997750
## Malta:Enterobacter cloacae-Czapeck:Enterobacter cloacae         0.282664417
## PDB:Enterobacter cloacae-Czapeck:Enterobacter cloacae           0.545997750
## Sabouraud:Enterobacter cloacae-Czapeck:Enterobacter cloacae     0.059331084
## Czapeck:Escherichia coli-Czapeck:Enterobacter cloacae           0.645997750
## Malta:Escherichia coli-Czapeck:Enterobacter cloacae             0.435997750
## PDB:Escherichia coli-Czapeck:Enterobacter cloacae               0.595997750
## Sabouraud:Escherichia coli-Czapeck:Enterobacter cloacae         0.145997750
## Czapeck:Staphylococcus aureus-Czapeck:Enterobacter cloacae      0.665997750
## Malta:Staphylococcus aureus-Czapeck:Enterobacter cloacae        0.319331084
## PDB:Staphylococcus aureus-Czapeck:Enterobacter cloacae          0.499331084
## Sabouraud:Staphylococcus aureus-Czapeck:Enterobacter cloacae    0.205997750
## PDB:Enterobacter cloacae-Malta:Enterobacter cloacae             0.829331084
## Sabouraud:Enterobacter cloacae-Malta:Enterobacter cloacae       0.342664417
## Czapeck:Escherichia coli-Malta:Enterobacter cloacae             0.929331084
## Malta:Escherichia coli-Malta:Enterobacter cloacae               0.719331084
## PDB:Escherichia coli-Malta:Enterobacter cloacae                 0.879331084
## Sabouraud:Escherichia coli-Malta:Enterobacter cloacae           0.429331084
## Czapeck:Staphylococcus aureus-Malta:Enterobacter cloacae        0.949331084
## Malta:Staphylococcus aureus-Malta:Enterobacter cloacae          0.602664417
## PDB:Staphylococcus aureus-Malta:Enterobacter cloacae            0.782664417
## Sabouraud:Staphylococcus aureus-Malta:Enterobacter cloacae      0.489331084
## Sabouraud:Enterobacter cloacae-PDB:Enterobacter cloacae         0.079331084
## Czapeck:Escherichia coli-PDB:Enterobacter cloacae               0.665997750
## Malta:Escherichia coli-PDB:Enterobacter cloacae                 0.455997750
## PDB:Escherichia coli-PDB:Enterobacter cloacae                   0.615997750
## Sabouraud:Escherichia coli-PDB:Enterobacter cloacae             0.165997750
## Czapeck:Staphylococcus aureus-PDB:Enterobacter cloacae          0.685997750
## Malta:Staphylococcus aureus-PDB:Enterobacter cloacae            0.339331084
## PDB:Staphylococcus aureus-PDB:Enterobacter cloacae              0.519331084
## Sabouraud:Staphylococcus aureus-PDB:Enterobacter cloacae        0.225997750
## Czapeck:Escherichia coli-Sabouraud:Enterobacter cloacae         1.152664417
## Malta:Escherichia coli-Sabouraud:Enterobacter cloacae           0.942664417
## PDB:Escherichia coli-Sabouraud:Enterobacter cloacae             1.102664417
## Sabouraud:Escherichia coli-Sabouraud:Enterobacter cloacae       0.652664417
## Czapeck:Staphylococcus aureus-Sabouraud:Enterobacter cloacae    1.172664417
## Malta:Staphylococcus aureus-Sabouraud:Enterobacter cloacae      0.825997750
## PDB:Staphylococcus aureus-Sabouraud:Enterobacter cloacae        1.005997750
## Sabouraud:Staphylococcus aureus-Sabouraud:Enterobacter cloacae  0.712664417
## Malta:Escherichia coli-Czapeck:Escherichia coli                 0.355997750
## PDB:Escherichia coli-Czapeck:Escherichia coli                   0.515997750
## Sabouraud:Escherichia coli-Czapeck:Escherichia coli             0.065997750
## Czapeck:Staphylococcus aureus-Czapeck:Escherichia coli          0.585997750
## Malta:Staphylococcus aureus-Czapeck:Escherichia coli            0.239331084
## PDB:Staphylococcus aureus-Czapeck:Escherichia coli              0.419331084
## Sabouraud:Staphylococcus aureus-Czapeck:Escherichia coli        0.125997750
## PDB:Escherichia coli-Malta:Escherichia coli                     0.725997750
## Sabouraud:Escherichia coli-Malta:Escherichia coli               0.275997750
## Czapeck:Staphylococcus aureus-Malta:Escherichia coli            0.795997750
## Malta:Staphylococcus aureus-Malta:Escherichia coli              0.449331084
## PDB:Staphylococcus aureus-Malta:Escherichia coli                0.629331084
## Sabouraud:Staphylococcus aureus-Malta:Escherichia coli          0.335997750
## Sabouraud:Escherichia coli-PDB:Escherichia coli                 0.115997750
## Czapeck:Staphylococcus aureus-PDB:Escherichia coli              0.635997750
## Malta:Staphylococcus aureus-PDB:Escherichia coli                0.289331084
## PDB:Staphylococcus aureus-PDB:Escherichia coli                  0.469331084
## Sabouraud:Staphylococcus aureus-PDB:Escherichia coli            0.175997750
## Czapeck:Staphylococcus aureus-Sabouraud:Escherichia coli        1.085997750
## Malta:Staphylococcus aureus-Sabouraud:Escherichia coli          0.739331084
## PDB:Staphylococcus aureus-Sabouraud:Escherichia coli            0.919331084
## Sabouraud:Staphylococcus aureus-Sabouraud:Escherichia coli      0.625997750
## Malta:Staphylococcus aureus-Czapeck:Staphylococcus aureus       0.219331084
## PDB:Staphylococcus aureus-Czapeck:Staphylococcus aureus         0.399331084
## Sabouraud:Staphylococcus aureus-Czapeck:Staphylococcus aureus   0.105997750
## PDB:Staphylococcus aureus-Malta:Staphylococcus aureus           0.745997750
## Sabouraud:Staphylococcus aureus-Malta:Staphylococcus aureus     0.452664417
## Sabouraud:Staphylococcus aureus-PDB:Staphylococcus aureus       0.272664417
##                                                                    p adj
## Malta:Bacillus cereus-Czapeck:Bacillus cereus                  0.3091279
## PDB:Bacillus cereus-Czapeck:Bacillus cereus                    0.3320603
## Sabouraud:Bacillus cereus-Czapeck:Bacillus cereus              0.0210996
## Czapeck:Enterobacter cloacae-Czapeck:Bacillus cereus           0.8574816
## Malta:Enterobacter cloacae-Czapeck:Bacillus cereus             0.0446278
## PDB:Enterobacter cloacae-Czapeck:Bacillus cereus               0.7914966
## Sabouraud:Enterobacter cloacae-Czapeck:Bacillus cereus         0.0009522
## Czapeck:Escherichia coli-Czapeck:Bacillus cereus               0.9880624
## Malta:Escherichia coli-Czapeck:Bacillus cereus                 0.3438946
## PDB:Escherichia coli-Czapeck:Bacillus cereus                   0.9308934
## Sabouraud:Escherichia coli-Czapeck:Bacillus cereus             0.0045189
## Czapeck:Staphylococcus aureus-Czapeck:Bacillus cereus          0.9954402
## Malta:Staphylococcus aureus-Czapeck:Bacillus cereus            0.0777560
## PDB:Staphylococcus aureus-Czapeck:Bacillus cereus              0.6022157
## Sabouraud:Staphylococcus aureus-Czapeck:Bacillus cereus        0.0127752
## PDB:Bacillus cereus-Malta:Bacillus cereus                      1.0000000
## Sabouraud:Bacillus cereus-Malta:Bacillus cereus                0.9954402
## Czapeck:Enterobacter cloacae-Malta:Bacillus cereus             0.9998448
## Malta:Enterobacter cloacae-Malta:Bacillus cereus               0.9997946
## PDB:Enterobacter cloacae-Malta:Bacillus cereus                 0.9999769
## Sabouraud:Enterobacter cloacae-Malta:Bacillus cereus           0.5590154
## Czapeck:Escherichia coli-Malta:Bacillus cereus                 0.9818584
## Malta:Escherichia coli-Malta:Bacillus cereus                   1.0000000
## PDB:Escherichia coli-Malta:Bacillus cereus                     0.9985710
## Sabouraud:Escherichia coli-Malta:Bacillus cereus               0.8855220
## Czapeck:Staphylococcus aureus-Malta:Bacillus cereus            0.9623535
## Malta:Staphylococcus aureus-Malta:Bacillus cereus              0.9999950
## PDB:Staphylococcus aureus-Malta:Bacillus cereus                1.0000000
## Sabouraud:Staphylococcus aureus-Malta:Bacillus cereus          0.9818584
## Sabouraud:Bacillus cereus-PDB:Bacillus cereus                  0.9935883
## Czapeck:Enterobacter cloacae-PDB:Bacillus cereus               0.9999141
## Malta:Enterobacter cloacae-PDB:Bacillus cereus                 0.9996496
## PDB:Enterobacter cloacae-PDB:Bacillus cereus                   0.9999889
## Sabouraud:Enterobacter cloacae-PDB:Bacillus cereus             0.5303381
## Czapeck:Escherichia coli-PDB:Bacillus cereus                   0.9862161
## Malta:Escherichia coli-PDB:Bacillus cereus                     1.0000000
## PDB:Escherichia coli-PDB:Bacillus cereus                       0.9990783
## Sabouraud:Escherichia coli-PDB:Bacillus cereus                 0.8672162
## Czapeck:Staphylococcus aureus-PDB:Bacillus cereus              0.9700470
## Malta:Staphylococcus aureus-PDB:Bacillus cereus                0.9999889
## PDB:Staphylococcus aureus-PDB:Bacillus cereus                  1.0000000
## Sabouraud:Staphylococcus aureus-PDB:Bacillus cereus            0.9765097
## Czapeck:Enterobacter cloacae-Sabouraud:Bacillus cereus         0.7146700
## Malta:Enterobacter cloacae-Sabouraud:Bacillus cereus           1.0000000
## PDB:Enterobacter cloacae-Sabouraud:Bacillus cereus             0.7914966
## Sabouraud:Enterobacter cloacae-Sabouraud:Bacillus cereus       0.9978438
## Czapeck:Escherichia coli-Sabouraud:Bacillus cereus             0.3807964
## Malta:Escherichia coli-Sabouraud:Bacillus cereus               0.9924558
## PDB:Escherichia coli-Sabouraud:Bacillus cereus                 0.5878167
## Sabouraud:Escherichia coli-Sabouraud:Bacillus cereus           0.9999995
## Czapeck:Staphylococcus aureus-Sabouraud:Bacillus cereus        0.3091279
## Malta:Staphylococcus aureus-Sabouraud:Bacillus cereus          0.9999998
## PDB:Staphylococcus aureus-Sabouraud:Bacillus cereus            0.9243270
## Sabouraud:Staphylococcus aureus-Sabouraud:Bacillus cereus      1.0000000
## Malta:Enterobacter cloacae-Czapeck:Enterobacter cloacae        0.8765650
## PDB:Enterobacter cloacae-Czapeck:Enterobacter cloacae          1.0000000
## Sabouraud:Enterobacter cloacae-Czapeck:Enterobacter cloacae    0.1192305
## Czapeck:Escherichia coli-Czapeck:Enterobacter cloacae          0.9999999
## Malta:Escherichia coli-Czapeck:Enterobacter cloacae            0.9999371
## PDB:Escherichia coli-Czapeck:Enterobacter cloacae              1.0000000
## Sabouraud:Escherichia coli-Czapeck:Enterobacter cloacae        0.3438946
## Czapeck:Staphylococcus aureus-Czapeck:Enterobacter cloacae     0.9999979
## Malta:Staphylococcus aureus-Czapeck:Enterobacter cloacae       0.9533224
## PDB:Staphylococcus aureus-Czapeck:Enterobacter cloacae         1.0000000
## Sabouraud:Staphylococcus aureus-Czapeck:Enterobacter cloacae   0.5878167
## PDB:Enterobacter cloacae-Malta:Enterobacter cloacae            0.9243270
## Sabouraud:Enterobacter cloacae-Malta:Enterobacter cloacae      0.9793157
## Czapeck:Escherichia coli-Malta:Enterobacter cloacae            0.5734101
## Malta:Escherichia coli-Malta:Enterobacter cloacae              0.9995484
## PDB:Escherichia coli-Malta:Enterobacter cloacae                0.7793516
## Sabouraud:Escherichia coli-Malta:Enterobacter cloacae          0.9998839
## Czapeck:Staphylococcus aureus-Malta:Enterobacter cloacae       0.4878719
## Malta:Staphylococcus aureus-Malta:Enterobacter cloacae         1.0000000
## PDB:Staphylococcus aureus-Malta:Enterobacter cloacae           0.9841534
## Sabouraud:Staphylococcus aureus-Malta:Enterobacter cloacae     0.9999999
## Sabouraud:Enterobacter cloacae-PDB:Enterobacter cloacae        0.1561028
## Czapeck:Escherichia coli-PDB:Enterobacter cloacae              0.9999979
## Malta:Escherichia coli-PDB:Enterobacter cloacae                0.9999925
## PDB:Escherichia coli-PDB:Enterobacter cloacae                  1.0000000
## Sabouraud:Escherichia coli-PDB:Enterobacter cloacae            0.4196294
## Czapeck:Staphylococcus aureus-PDB:Enterobacter cloacae         0.9999769
## Malta:Staphylococcus aureus-PDB:Enterobacter cloacae           0.9765097
## PDB:Staphylococcus aureus-PDB:Enterobacter cloacae             1.0000000
## Sabouraud:Staphylococcus aureus-PDB:Enterobacter cloacae       0.6733826
## Czapeck:Escherichia coli-Sabouraud:Enterobacter cloacae        0.0361881
## Malta:Escherichia coli-Sabouraud:Enterobacter cloacae          0.5160921
## PDB:Escherichia coli-Sabouraud:Enterobacter cloacae            0.0777560
## Sabouraud:Escherichia coli-Sabouraud:Enterobacter cloacae      0.9999997
## Czapeck:Staphylococcus aureus-Sabouraud:Enterobacter cloacae   0.0262462
## Malta:Staphylococcus aureus-Sabouraud:Enterobacter cloacae     0.9308934
## PDB:Staphylococcus aureus-Sabouraud:Enterobacter cloacae       0.2766356
## Sabouraud:Staphylococcus aureus-Sabouraud:Enterobacter cloacae 0.9997305
## Malta:Escherichia coli-Czapeck:Escherichia coli                0.9880624
## PDB:Escherichia coli-Czapeck:Escherichia coli                  1.0000000
## Sabouraud:Escherichia coli-Czapeck:Escherichia coli            0.1306267
## Czapeck:Staphylococcus aureus-Czapeck:Escherichia coli         1.0000000
## Malta:Staphylococcus aureus-Czapeck:Escherichia coli           0.7280722
## PDB:Staphylococcus aureus-Czapeck:Escherichia coli             0.9997305
## Sabouraud:Staphylococcus aureus-Czapeck:Escherichia coli       0.2766356
## PDB:Escherichia coli-Malta:Escherichia coli                    0.9992678
## Sabouraud:Escherichia coli-Malta:Escherichia coli              0.8574816
## Czapeck:Staphylococcus aureus-Malta:Escherichia coli           0.9734250
## Malta:Staphylococcus aureus-Malta:Escherichia coli             0.9999839
## PDB:Staphylococcus aureus-Malta:Escherichia coli               1.0000000
## Sabouraud:Staphylococcus aureus-Malta:Escherichia coli         0.9734250
## Sabouraud:Escherichia coli-PDB:Escherichia coli                0.2464973
## Czapeck:Staphylococcus aureus-PDB:Escherichia coli             1.0000000
## Malta:Staphylococcus aureus-PDB:Escherichia coli               0.8940826
## PDB:Staphylococcus aureus-PDB:Escherichia coli                 0.9999986
## Sabouraud:Staphylococcus aureus-PDB:Escherichia coli           0.4601213
## Czapeck:Staphylococcus aureus-Sabouraud:Escherichia coli       0.0989215
## Malta:Staphylococcus aureus-Sabouraud:Escherichia coli         0.9982389
## PDB:Staphylococcus aureus-Sabouraud:Escherichia coli           0.6165870
## Sabouraud:Staphylococcus aureus-Sabouraud:Escherichia coli     1.0000000
## Malta:Staphylococcus aureus-Czapeck:Staphylococcus aureus      0.6451644
## PDB:Staphylococcus aureus-Czapeck:Staphylococcus aureus        0.9988483
## Sabouraud:Staphylococcus aureus-Czapeck:Staphylococcus aureus  0.2187400
## PDB:Staphylococcus aureus-Malta:Staphylococcus aureus          0.9973765
## Sabouraud:Staphylococcus aureus-Malta:Staphylococcus aureus    0.9999889
## Sabouraud:Staphylococcus aureus-PDB:Staphylococcus aureus      0.8473689

## 
## Study: ANOVA ~ "FactorA"
## 
## HSD Test for CMI 
## 
## Mean Square Error:  0.03494792 
## 
## FactorA,  means
## 
##                 CMI       std  r         se  Min  Max    Q25   Q50    Q75
## Czapeck   1.1108333 0.2004295 12 0.05396597 0.81 1.57 0.9600 1.115 1.2050
## Malta     0.7933333 0.1317252 12 0.05396597 0.54 0.95 0.7150 0.820 0.8725
## PDB       0.9458333 0.2369295 12 0.05396597 0.48 1.31 0.8550 0.975 1.0600
## Sabouraud 0.5891667 0.1186636 12 0.05396597 0.41 0.76 0.4975 0.605 0.6650
## 
## Alpha: 0.05 ; DF Error: 32 
## Critical Value of Studentized Range: 3.831616 
## 
## Minimun Significant Difference: 0.2067769 
## 
## Treatments with the same letter are not significantly different.
## 
##                 CMI groups
## Czapeck   1.1108333      a
## PDB       0.9458333     ab
## Malta     0.7933333     bc
## Sabouraud 0.5891667      c
## 
## Study: ANOVA ~ "FactorB"
## 
## HSD Test for CMI 
## 
## Mean Square Error:  0.03494792 
## 
## FactorB,  means
## 
##                             CMI       std  r         se  Min  Max    Q25   Q50
## Bacillus cereus       0.9150000 0.2898432 12 0.05396597 0.55 1.57 0.6775 0.945
## Enterobacter cloacae  0.7908333 0.2561412 12 0.05396597 0.41 1.24 0.6275 0.790
## Escherichia coli      0.8833333 0.2370398 12 0.05396597 0.46 1.19 0.7800 0.880
## Staphylococcus aureus 0.8500000 0.2724969 12 0.05396597 0.48 1.31 0.6350 0.850
##                          Q75
## Bacillus cereus       1.0350
## Enterobacter cloacae  0.9075
## Escherichia coli      1.0500
## Staphylococcus aureus 1.0150
## 
## Alpha: 0.05 ; DF Error: 32 
## Critical Value of Studentized Range: 3.831616 
## 
## Minimun Significant Difference: 0.2067769 
## 
## Treatments with the same letter are not significantly different.
## 
##                             CMI groups
## Bacillus cereus       0.9150000      a
## Escherichia coli      0.8833333      a
## Staphylococcus aureus 0.8500000      a
## Enterobacter cloacae  0.7908333      a