To add new calculated variables to a data frame and remove all old variables, use the transmute() function in R.
The following is the fundamental syntax for this function.
df %>% transmute(var_new = var1 * 2)
In this example, we’ll make a new variable called var new by multiplying an existing variable called var1 by 2.
The examples below demonstrate how to use the transmute() function in R with the following data frame.
Let’s create a data frame
df <- data.frame(team=c('A1', 'B1', 'C1', 'D1', 'E1'),
score=c(89, 70, 76, 78, 75))
Now we can view the data frame
df
team score
1 A1 89
2 B1 70
3 C1 76
4 D1 78
5 E1 75
Example 1: Create One New Variable using transmute()
The following code demonstrates how to create a new variable with transmute():
library(dplyr)
create a new variable called score1
df %>% transmute(score1 = score * 2)
score1
1 178
2 140
3 152
4 156
5 150
The original values in the score column are multiplied by two to get the score1 values.
It’s worth noting that the transmute() function doesn’t change the original data frame.
You must save the results of the transmute() method in a variable to save them in a new data frame:
library(dplyr)
Transmute results are saved in a variable.
df$score1<- df %>% transmute(score1 = score * 2)
View the results
df
team score score1 1 A1 89 178 2 B1 70 140 3 C1 76 152 4 D1 78 156 5 E1 75 150
The results of transmute() are now stored in a data frame.
Example 2: Create Multiple New Variables using transmute()
Transmute() can be used to create several new variables from existing variables, as shown in the following code.
library(dplyr)
Let’s create a multiple new variables.
Group wise Correlation in R » finnstats
df %>%
transmute(
score1 = score * 2,
scoresquared = score^2,
scorehalf = score / 2,
name= paste0('team_', team)
)
score1 scoresquared scorehalf name
1 178 7921 44.5 team_A1
2 140 4900 35.0 team_B1
3 152 5776 38.0 team_C1
4 156 6084 39.0 team_D1
5 150 5625 37.5 team_E1
Four new variables have been created, as you can see.
Visit FINNSTATS for additional insight on this topic: https://finnstats.com/index.php/2022/04/12/how-to-add-calculated-variables-in-r/.
Disclosure: Interactive Brokers
Information posted on IBKR Campus that is provided by third-parties does NOT constitute a recommendation that you should contract for the services of that third party. Third-party participants who contribute to IBKR Campus are independent of Interactive Brokers and Interactive Brokers does not make any representations or warranties concerning the services offered, their past or future performance, or the accuracy of the information provided by the third party. Past performance is no guarantee of future results.
This material is from FINNSTATS and is being posted with its permission. The views expressed in this material are solely those of the author and/or FINNSTATS and Interactive Brokers is not endorsing or recommending any investment or trading discussed in the material. This material is not and should not be construed as an offer to buy or sell any security. It should not be construed as research or investment advice or a recommendation to buy, sell or hold any security or commodity. This material does not and is not intended to take into account the particular financial conditions, investment objectives or requirements of individual customers. Before acting on this material, you should consider whether it is suitable for your particular circumstances and, as necessary, seek professional advice.
Join The Conversation
If you have a general question, it may already be covered in our FAQs. If you have an account-specific question or concern, please reach out to Client Services.