DEV Community

loading...

Wrong Selection in R

Eric Gitonga
Studied EE, designed hardware 5 years, then switched to photography for past 14 years. Now switched to all things Data. Mostly interested in Data Engineering and Complex Network Analysis.
・2 min read

While reading the section on data frames in The Book of R, I got a result that was wrong from that in the exercise. Wrong because I had left out a comma in the code. Before I would just have corrected it and moved on, but this time around I wanted to know why it is I got that wrong result.

The data frame I was working with is

mydata Data Frame

The code I typed was mydata[mydata$sex=="F"] This resulted in the following output:

Unexpected Results

Not quite what I expected. I then typed out just the test itself mydata$sex=="F" and got the following vector of logicals.

Logicals vector

Looking at it, and comparing it to the output I got, things started making sense. The two columns I got back from my original code coincided with the logical TRUE values in the vector from the second code. What I had done by leaving out the comma was make a selection of columns instead of a selection of rows meeting the test criteria.

With this knowledge, I typed out the proper code mydata[mydata$sex=="F",] to get

Expected Results

The result I expected. Forcing myself to slow down and actually understand why code gives the output it does is doing wonders for my learning progress. Had I not understood from earlier reading and exercises how row and column selection coupled with logical values actually works, this would have been a much more difficult issue to figure out. Onwards with learning R!

Resources:

The Book of R: https://nostarch.com/bookofr

Discussion (2)

Collapse
vinaychuri profile image
vinaychuri

Hi Eric,
While it's important to learn the base R so that we understand its various twists and turns, pls also check out the tidyverse package which has a standard way of doing operations in R and is more readable.

Collapse
egimba profile image
Eric Gitonga Author

Hi,

Thanks for your comment. Yup, I am aware of tidyverse and am actually working on learning it. I do feel, for my own understanding, that I need to learn the base first so that I can, as you put it, understand its twists and turns. Then once good on that, I pick up the various packages.