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Provides multiple methods to impute missing values (NAs) in Nigerian datasets, supporting KNN, Linear Interpolation, and LOCF.

Usage

ng_fill_missing(data, method = c("locf", "knn", "linear"), k = 5, cols = NULL)

Arguments

data

A data frame or tibble.

method

Character. The imputation method: "knn", "linear", or "locf". Defaults to "locf" (best for time-series).

k

Integer. Number of neighbors to use if method is "knn". Defaults to 5.

cols

Character vector. Specific columns to fill. If NULL, applies to all numeric columns.

Value

A data frame with missing values filled.