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Some patterns for `dplyr::rename_with()` that I use frequently for wide datasets
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# Some handy patterns with dplyr::rename_with() | |
# Matt Dray | |
library(dplyr, warn.conflicts = FALSE) | |
# 1. Extracting code from question code/label ---------------------------- | |
x <- tibble( | |
Placeholder = LETTERS[1:3], # want to keep the same | |
"X01. Placeholder question text" = 1:3, # want 'X01' | |
"X02. Placeholder question text" = 1:3 # want 'X02' | |
) | |
x | |
# # A tibble: 3 × 3 | |
# Placeholder `X01. Placeholder question text` `X02. Placeholder question text` | |
# <chr> <int> <int> | |
# 1 A 1 1 | |
# 2 B 2 2 | |
# 3 C 3 3 | |
x |> | |
rename_with( | |
~str_extract(., "^.*(?=\\.)"), # get string between start and '.' | |
-Placeholder # ignore name with no question code in it | |
) | |
# # A tibble: 3 × 3 | |
# Placeholder X01 X02 | |
# <chr> <int> <int> | |
# 1 A 1 1 | |
# 2 B 2 2 | |
# 3 C 3 3 | |
# 2. Rename from a lookup ------------------------------------------------ | |
x <- mtcars[1:5, 1:5] | |
x | |
#> mpg cyl disp hp drat | |
#> Mazda RX4 21.0 6 160 110 3.90 | |
#> Mazda RX4 Wag 21.0 6 160 110 3.90 | |
#> Datsun 710 22.8 4 108 93 3.85 | |
#> Hornet 4 Drive 21.4 6 258 110 3.08 | |
#> Hornet Sportabout 18.7 8 360 175 3.15 | |
cols_to_rename <- names(x)[-1] | |
cols_to_rename | |
#> [1] "cyl" "disp" "hp" "drat" | |
names_lookup <- data.frame( | |
old_names = cols_to_rename, | |
new_names = paste0(cols_to_rename, "_", LETTERS[1:4]) | |
) | |
names_lookup | |
#> old_names new_names | |
#> 1 cyl cyl_A | |
#> 2 disp disp_B | |
#> 3 hp hp_C | |
#> 4 drat drat_D | |
x |> | |
rename_with( | |
~ names_lookup |> filter(old_names == .) |> pull(new_names), | |
all_of(cols_to_rename) | |
) | |
#> mpg cyl_A disp_B hp_C drat_D | |
#> Mazda RX4 21.0 6 160 110 3.90 | |
#> Mazda RX4 Wag 21.0 6 160 110 3.90 | |
#> Datsun 710 22.8 4 108 93 3.85 | |
#> Hornet 4 Drive 21.4 6 258 110 3.08 | |
#> Hornet Sportabout 18.7 8 360 175 3.15 |
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