R Error in `levels<-`(`*tmp*`, value = as.character(levels)) : factor level is duplicated
In this article, I’ll illustrate how to deal with the “Error in `levels<-`(`*tmp*`, value = as.character(levels)) : factor level is duplicated” in the R programming language.
The tutorial consists of two examples for the dealing with the “Error in `levels<-`(`*tmp*`, value = as.character(levels)) : factor level is duplicated”. To be more precise, the table of content is structured as follows:
It’s time to dive into the examples.
Example 1: Reproduce the Error in `levels<-`(`*tmp*`, value = as.character(levels)) : factor level is duplicated
This example shows how to replicate the “Error in `levels<-`(`*tmp*`, value = as.character(levels)) : factor level is duplicated”.
Suppose that we want to create a new factor variable with manually specified factor levels. Then, we might try to apply the factor function and the levels argument as shown below:
x <- factor(letters[1:5], levels = c("a", "a", "b", "c", "d")) # Duplicate levels # Error in `levels<-`(`*tmp*`, value = as.character(levels)) : # factor level [2] is duplicated
Unfortunately, the previous R code returns the “Error in `levels<-`(`*tmp*`, value = as.character(levels)) : factor level is duplicated”.
The reason for this is that we have tried to assign the same factor level twice (i.e. “a”).
Let’s fix this problem!
Example 2: Fix the Error in `levels<-`(`*tmp*`, value = as.character(levels)) : factor level is duplicated
This example shows how to solve the problems with the “Error in `levels<-`(`*tmp*`, value = as.character(levels)) : factor level is duplicated”.
For this, we have to specify unique factor levels when creating the factor:
x <- factor(letters[1:5], levels = letters[1:5]) # Valid levels x # Print factor # [1] a b c d e # Levels: a b c d e
Works like a charm!
Video, Further Resources & Summary
I have recently released a video on my YouTube channel, which demonstrates the content of this article. You can find the video below:
The YouTube video will be added soon.
In addition, you could have a look at some of the other posts on this website:
- duplicated Function in R
- Count Observations by Factor Level in R
- Error in solve.default() : Lapack routine dgesv: system is exactly singular
- Specify Reference Factor Level in Linear Regression
- Solving Warning & Error Messages in R (List with Examples)
- R Programming Language
This tutorial has explained how to handle the “Error in `levels<-`(`*tmp*`, value = as.character(levels)) : factor level is duplicated” in the R programming language. If you have further questions, please let me know in the comments section.