How to remove part of characters in data frame column
There are multiple ways of doing this:
- Using
as.numeric
on a column of your choice.
raw$Zipcode <- as.numeric(raw$Zipcode)
- If you want it to be a
character
then you can usestringr
package.
library(stringr)
raw$Zipcode <- str_replace(raw$Zipcode, "^0+" ,"")
- There is another function called
str_remove
instringr
package.
raw$Zipcode <- str_remove(raw$Zipcode, "^0+")
- You can also use
sub
from base R.
raw$Zipcode <- sub("^0+", "", raw$Zipcode)
But if you want to remove n
number of leading zeroes, replace +
with {n}
to remove them.
For instance to remove two 0's use sub("^0{2}", "", raw$Zipcode)
.
How to remove a specific character within a column in r?
You can use the gsub
function. Use a ^ to indicate the start of the string so that you don't remove 0s elsewhere.
x$VARIANT_ID <- gsub("^0", "", x$VARIANT_ID)
How do I remove characters from items in a column?
Instead of .1
, escape the .
with \\.
as it is a metacharacter in regex and can match any character. Here, we need just sub
i.e. match once and replace with blank. The pattern below matches the .
followed by one or more digits (\\d+
) at the end ($
) of the string
df$Sample <- sub("\\.\\d+$", "", df$Sample)
How to remove a character (asterisk) in column values in r?
The stringr
package has some very handy functions for vectorized string manipulation.
In the following code I replace the *
with ''
. Note that in R, literals inside the regex have to be preceded by double slashes \\
instead of the usual single slash \
.
library(stringr)
LocationID <- c('*Yukon','*Lewis Rich', '*Kodiak', 'Kodiak', '*Rays')
AWC <- c(333, 485, 76, 666, 54)
df <- data.frame(LocationID, AWC)
df$location_clean <- stringr::str_replace(df$LocationID, '\\*', '')
Resulting in:
LocationID AWC location_clean
1 *Yukon 333 Yukon
2 *Lewis Rich 485 Lewis Rich
3 *Kodiak 76 Kodiak
4 Kodiak 666 Kodiak
5 *Rays 54 Rays
R Remove string characters from a range of rows in a column
If we want to substring and filter, an option is to use trimws
(trims out the characters by default whitespace at either end of the string - if we want only left or right, specify the which
by default is 'both') with whitespace
as regex i.e. matching zero or more upper case letters followed by zero or more spaces ([A-Z]*\\s*
), and then filter
the rows where the elements are not blank
library(dplyr)
df %>%
mutate(Date = trimws(Date, whitespace = "[A-Z]*\\s*")) %>%
filter(nzchar(Date))
-output
Date Date_Approved
1 1/27/2020 1/28/2020
2 1/29/2020 1/30/2020
3 1/30/2020 1/31/2020
4 2/1/2020 2/2/2020
5 2/9/2020 2/10/2020
6 2/15/2020 2/16/2020
7 2/16/2020 2/17/2020
8 2/17/2020 2/19/2020
9 2/18/2020 2/20/2020
10 2/22/2020 2/23/2020
11 2/25/2020 2/26/2020
12 2/28/2020 2/29/2020
Remove a number of character from string in a column
I think this will work:
library(dplyr)
library(stringr)
df %>%
mutate(col1 = str_remove(col1, "\\d+(_)"))
col1
1 A
2 B
3 C
How can I remove certain characters from column headers in R?
We can use sub
to match the .
(metacharacter - so escape) followed by one or more digits (\\d+
) at the end ($
) of the string and replace with blank (""
)
names(df) <- sub("\\.\\d+$", "", names(df))
NOTE: If the data is data.frame
, duplicate column names are not allowed and is not recommended
How to Remove characters that doesn't match the string pattern from a column of a data frame
Just replace strings that don't contain the word "Zimmer"
flat_cl_one$room[!grepl("Zimmer", flat_cl_one$room)] <- ""
flat_cl_one
#> room
#> 1 3Zimmer
#> 2 2Zimmer
#> 3 2Zimmer
#> 4 3Zimmer
#> 5
#> 6
#> 7 3Zimmer
#> 8 6Zimmer
#> 9 2Zimmer
#> 10 4Zimmer
Data
flat_cl_one <- data.frame(room = c("3Zimmer", "2Zimmer", "2Zimmer", "3Zimmer",
"9586", "927", "3Zimmer", "6Zimmer",
"2Zimmer", "4Zimmer"))
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