The “write.amelia” Function in R

  • Package: Amelia

  • Purpose: Write imputed datasets to disk.

  • General class: Export

  • Required argument(s):

    • obj: An Amelia object containing the imputed datasets.

    • file.stem: A character string representing the file name stem to which the datasets will be saved.

  • Notable optional arguments:

    • format: The file format to use. Options include “csv”, “RData”, and “stata” (default is “csv”).

    • separate: Logical. Whether to save each imputed dataset as a separate file (default is TRUE).

  • Example:

  • # Load the required library
    library(Amelia)

    # Create a sample dataset with missing values
    data <- data.frame(
    id = 1:10,
    time = 1:10,
    x1 = c(1, 2, NA, 4, 5, 6, NA, 8, 9, 10),
    x2 = c(5, NA, 7, 8, 9, 10, 11, 12, NA, 15)
    )

    # Perform multiple imputation using the amelia function
    amelia_output <- amelia(x = data, m = 5, idvars = "id", ts = "time")

    # Write the imputed datasets to disk
    write.amelia(amelia_output, file.stem = "imputed_data", format = "csv")

  • In this example, the amelia function from the Amelia package is used to perform multiple imputation on a sample dataset with missing values. The imputed datasets are stored in the amelia_output object. The write.amelia function is then used to write these imputed datasets to disk with the file name stem “imputed_data” in CSV format.

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The “amelia” Function in R