Description Usage Arguments Details See Also Examples
print and summary method for "imputation" class.
1 | summary.imputation(object, ...)
|
object |
an object of class "imputation", usually, a result of a call to imputate_na() or imputate_outlier(). |
... |
further arguments passed to or from other methods. |
summary.imputation() tries to be smart about formatting two kinds of imputation.
imputate_na
, imputate_outlier
, summary.imputation
.
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 | # Generate data for the example
heartfailure2 <- heartfailure
heartfailure2[sample(seq(NROW(heartfailure2)), 20), "platelets"] <- NA
heartfailure2[sample(seq(NROW(heartfailure2)), 5), "smoking"] <- NA
# Impute missing values -----------------------------
# If the variable of interest is a numerical variables
platelets <- imputate_na(heartfailure2, platelets, death_event, method = "rpart")
platelets
summary(platelets)
plot(platelets)
# If the variable of interest is a categorical variables
smoking <- imputate_na(heartfailure2, smoking, death_event, method = "mice")
smoking
summary(smoking)
# plot(smoking)
# Impute outliers ----------------------------------
# If the variable of interest is a numerical variable
platelets <- imputate_outlier(heartfailure2, platelets, method = "capping")
platelets
summary(platelets)
# plot(platelets)
|
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.