[r] Select unique values with 'select' function in 'dplyr' library

Is it possible to select all unique values from a column of a data.frame using select function in dplyr library? Something like "SELECT DISTINCT field1 FROM table1" in SQL notation.

Thanks!

This question is related to r select unique dplyr

The answer is


The dplyr select function selects specific columns from a data frame. To return unique values in a particular column of data, you can use the group_by function. For example:

library(dplyr)

# Fake data
set.seed(5)
dat = data.frame(x=sample(1:10,100, replace=TRUE))

# Return the distinct values of x
dat %>%
  group_by(x) %>%
  summarise() 

    x
1   1
2   2
3   3
4   4
5   5
6   6
7   7
8   8
9   9
10 10

If you want to change the column name you can add the following:

dat %>%
  group_by(x) %>%
  summarise() %>%
  select(unique.x=x)

This both selects column x from among all the columns in the data frame that dplyr returns (and of course there's only one column in this case) and changes its name to unique.x.

You can also get the unique values directly in base R with unique(dat$x).

If you have multiple variables and want all unique combinations that appear in the data, you can generalize the above code as follows:

set.seed(5)
dat = data.frame(x=sample(1:10,100, replace=TRUE), 
                 y=sample(letters[1:5], 100, replace=TRUE))

dat %>% 
  group_by(x,y) %>%
  summarise() %>%
  select(unique.x=x, unique.y=y)

Just to add to the other answers, if you would prefer to return a vector rather than a dataframe, you have the following options:

dplyr < 0.7.0

Enclose the dplyr functions in a parentheses and combine it with $ syntax:

(mtcars %>% distinct(cyl))$cyl

dplyr >= 0.7.0

Use the pull verb:

mtcars %>% distinct(cyl) %>% pull()

Examples related to r

How to get AIC from Conway–Maxwell-Poisson regression via COM-poisson package in R? R : how to simply repeat a command? session not created: This version of ChromeDriver only supports Chrome version 74 error with ChromeDriver Chrome using Selenium How to show code but hide output in RMarkdown? remove kernel on jupyter notebook Function to calculate R2 (R-squared) in R Center Plot title in ggplot2 R ggplot2: stat_count() must not be used with a y aesthetic error in Bar graph R multiple conditions in if statement What does "The following object is masked from 'package:xxx'" mean?

Examples related to select

Warning: Use the 'defaultValue' or 'value' props on <select> instead of setting 'selected' on <option> SQL query to check if a name begins and ends with a vowel Angular2 *ngFor in select list, set active based on string from object SQL: Two select statements in one query How to get selected value of a dropdown menu in ReactJS DATEDIFF function in Oracle How to filter an array of objects based on values in an inner array with jq? Select unique values with 'select' function in 'dplyr' library how to set select element as readonly ('disabled' doesnt pass select value on server) Trying to use INNER JOIN and GROUP BY SQL with SUM Function, Not Working

Examples related to unique

Count unique values with pandas per groups Find the unique values in a column and then sort them How can I check if the array of objects have duplicate property values? Firebase: how to generate a unique numeric ID for key? pandas unique values multiple columns Select unique values with 'select' function in 'dplyr' library Generate 'n' unique random numbers within a range SQL - select distinct only on one column Can I use VARCHAR as the PRIMARY KEY? Count unique values in a column in Excel

Examples related to dplyr

R dplyr: Drop multiple columns How to specify "does not contain" in dplyr filter Select first and last row from grouped data Error: could not find function "%>%" Sum across multiple columns with dplyr Removing NA observations with dplyr::filter() Changing factor levels with dplyr mutate Change value of variable with dplyr dplyr change many data types What does %>% function mean in R?