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Add p-Values to Correlation Matrix Plot in R (2 Examples) | psych, corrplot & ggcorrplot Packages
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R code of this video:
x1 <- rnorm(1000)
x2 <- rnorm(1000) + 0.3 * x1
x3 <- runif(1000) - 0.2 * x1 + 0.1 * x2
x4 <- rnorm(1000) + 0.03 * x1
head(data) # Print head of example data
cor_mat <- cor(data) # Correlation matrix of example data
cor_mat # Print correlation matrix
library("psych") # Load psych package
cor_test_mat # Print matrix of p-values
library("corrplot") # Load corrplot package
corrplot(cor_mat) # Draw corrplot
corrplot(cor_mat, # Draw corrplot with p-values
insig = "p-value")
library("ggcorrplot") # Load ggcorrplot package
ggcorrplot(cor_mat) # Draw ggcorrplot
ggcorrplot(cor_mat, # Draw ggcorrplot with p-values
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x1 <- rnorm(1000)
x2 <- rnorm(1000) + 0.3 * x1
x3 <- runif(1000) - 0.2 * x1 + 0.1 * x2
x4 <- rnorm(1000) + 0.03 * x1
head(data) # Print head of example data
cor_mat <- cor(data) # Correlation matrix of example data
cor_mat # Print correlation matrix
library("psych") # Load psych package
cor_test_mat # Print matrix of p-values
library("corrplot") # Load corrplot package
corrplot(cor_mat) # Draw corrplot
corrplot(cor_mat, # Draw corrplot with p-values
insig = "p-value")
library("ggcorrplot") # Load ggcorrplot package
ggcorrplot(cor_mat) # Draw ggcorrplot
ggcorrplot(cor_mat, # Draw ggcorrplot with p-values
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