imputation in r

# Step 1: Load necessary libraries
library(mice)

# Step 2: Read the dataset
data <- read.csv("your_dataset.csv")

# Step 3: Create a mice object
mice_data <- mice(data, method = "pmm", m = 5)

# Step 4: Impute missing values
imputed_data <- complete(mice_data)

# Step 5: Check the imputed dataset
summary(imputed_data)