The aim of imputer is to give a consistant yet direct way to impute/ampute a data set using a variety set of imputation algorihms (see ?imputer::imputer).
You can install the development version of imputer from GitHub with:
#install.packages("devtools")
devtools::install_github("ielbadisy/imputer")This is a basic example which shows you how to solve a common problem:
impute
iriscomp <- imputer(irisNA, "knn")
head(iriscomp)
#> Sepal.Length Sepal.Width Petal.Length Petal.Width Species
#> 1 5.1 3.5 1.4 0.3 setosa
#> 2 4.9 3.0 1.4 0.2 setosa
#> 3 4.7 3.2 1.3 0.2 setosa
#> 4 4.6 3.1 1.5 0.2 setosa
#> 5 5.0 3.6 1.4 0.3 setosa
#> 6 5.4 3.5 1.7 0.4 setosa