title: “Diseño en Bloques Completos al Azar”
author: “Yaneth Hernandez”
date: “2025-03-11”
output:
html_document: default
pdf_document: default

Diseño de bloques completamente al azar

##     Marca                PH                  AE       
##  Length:16          Length:16          Min.   :0.470  
##  Class :character   Class :character   1st Qu.:0.650  
##  Mode  :character   Mode  :character   Median :0.695  
##                                        Mean   :0.685  
##                                        3rd Qu.:0.760  
##                                        Max.   :0.840

transformacion de variables

PH=factor(PH)
Marca=factor(Marca)

1.Calculo ANOVA y modelo lineal

##             Df  Sum Sq Mean Sq F value   Pr(>F)    
## PH           3 0.09575 0.03192   24.55 0.000115 ***
## Marca        3 0.06315 0.02105   16.19 0.000570 ***
## Residuals    9 0.01170 0.00130                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

2. Supuestos del Diseño Experimental

3. Normalidad

## Cargando paquete requerido: carData
## 
##  Shapiro-Wilk normality test
## 
## data:  resid(modelo)
## W = 0.9316, p-value = 0.2584

## [1]  2 16

4. Homocedasticidad e independencia de los residuos

## 
##  Bartlett test of homogeneity of variances
## 
## data:  resid(modelo) by PH
## Bartlett's K-squared = 2.4076, df = 3, p-value = 0.4922
## 
##  Bartlett test of homogeneity of variances
## 
## data:  resid(modelo) by PH
## Bartlett's K-squared = 2.4076, df = 3, p-value = 0.4922

5. Pruebas aposteriori

## 
## Study: anova ~ "PH"
## 
## HSD Test for AE 
## 
## Mean Square Error:  0.0013 
## 
## PH,  means
## 
##         AE        std r         se  Min  Max    Q25   Q50    Q75
## PH5 0.7000 0.06218253 4 0.01802776 0.65 0.79 0.6650 0.680 0.7150
## PH6 0.5550 0.10214369 4 0.01802776 0.47 0.70 0.4925 0.525 0.5875
## PH7 0.7325 0.07274384 4 0.01802776 0.68 0.84 0.6950 0.705 0.7425
## PH8 0.7525 0.07320064 4 0.01802776 0.65 0.81 0.7250 0.775 0.8025
## 
## Alpha: 0.05 ; DF Error: 9 
## Critical Value of Studentized Range: 4.41489 
## 
## Minimun Significant Difference: 0.07959056 
## 
## Treatments with the same letter are not significantly different.
## 
##         AE groups
## PH8 0.7525      a
## PH7 0.7325      a
## PH5 0.7000      a
## PH6 0.5550      b

6. Plot Tukey

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = modelo)
## 
## $PH
##            diff         lwr         upr     p adj
## PH6-PH5 -0.1450 -0.22459056 -0.06540944 0.0013870
## PH7-PH5  0.0325 -0.04709056  0.11209056 0.5994840
## PH8-PH5  0.0525 -0.02709056  0.13209056 0.2368653
## PH7-PH6  0.1775  0.09790944  0.25709056 0.0003124
## PH8-PH6  0.1975  0.11790944  0.27709056 0.0001366
## PH8-PH7  0.0200 -0.05959056  0.09959056 0.8596851
## 
## $Marca
##        diff          lwr         upr     p adj
## B-A -0.1675 -0.247090564 -0.08790944 0.0004843
## C-A -0.1350 -0.214590564 -0.05540944 0.0022833
## D-A -0.0975 -0.177090564 -0.01790944 0.0175388
## C-B  0.0325 -0.047090564  0.11209056 0.5994840
## D-B  0.0700 -0.009590564  0.14959056 0.0879632
## D-C  0.0375 -0.042090564  0.11709056 0.4912626