问题描述
我有一个值列表,无论值出现在哪里,我都想用另一个列表中的值替换。因此,例如,无论“白色”作为发色出现在什么地方,我都想使用“浅色”。每当出现“ auburn”的地方,我都想使用“ brown。我可以使用:
find_text = c("white","auburn","none")
replace_text = c("light","brown","bald")
starwars %>%
filter(gender == "feminine") %>%
select(c("name","hair_color","species")) %>%
mutate(hair_color = str_replace(hair_color,find_text[1],replace_text[1]),hair_color = str_replace(hair_color,find_text[2],replace_text[2]),find_text[3],replace_text[3]),)
我以为我可以使用fct_recode()
,但这似乎也需要一个命名的字符串。
有没有更清洁的方法可以解决这个问题?
解决方法
我们可以使用命名向量替换为str_replace
。这里假设我们要替换子字符串,即匹配并替换子字符串,而不是固定字符串替换
library(dplyr)
library(stringr)
starwars %>%
filter(gender == "feminine") %>%
select(c("name","hair_color","species")) %>%
mutate(hair_color_new = str_replace_all(hair_color,set_names(replace_text,find_text)))
# A tibble: 17 x 4
# name hair_color species hair_color_new
# <chr> <chr> <chr> <chr>
# 1 Leia Organa brown Human brown
# 2 Beru Whitesun lars brown Human brown
# 3 Mon Mothma auburn Human brown
# 4 Shmi Skywalker black Human black
# 5 Ayla Secura none Twi'lek bald
# 6 Adi Gallia none Tholothian bald
# 7 Cordé brown Human brown
# 8 Luminara Unduli black Mirialan black
# 9 Barriss Offee black Mirialan black
#10 Dormé brown Human brown
#11 Zam Wesell blonde Clawdite blonde
#12 Taun We none Kaminoan bald
#13 Jocasta Nu white Human light
#14 R4-P17 none Droid bald
#15 Shaak Ti none Togruta bald
#16 Rey brown Human brown
#17 Padmé Amidala brown Human brown
如果我们想进行固定匹配,那么recode
也很有用
starwars %>%
filter(gender == "feminine") %>%
select(c("name","species")) %>%
mutate(hair_color_new = recode(hair_color,!!! set_names(replace_text,find_text)))
# A tibble: 17 x 4
# name hair_color species hair_color_new
# <chr> <chr> <chr> <chr>
# 1 Leia Organa brown Human brown
# 2 Beru Whitesun lars brown Human brown
# 3 Mon Mothma auburn Human brown
# 4 Shmi Skywalker black Human black
# 5 Ayla Secura none Twi'lek bald
# 6 Adi Gallia none Tholothian bald
# 7 Cordé brown Human brown
# 8 Luminara Unduli black Mirialan black
# 9 Barriss Offee black Mirialan black
#10 Dormé brown Human brown
#11 Zam Wesell blonde Clawdite blonde
#12 Taun We none Kaminoan bald
#13 Jocasta Nu white Human light
#14 R4-P17 none Droid bald
#15 Shaak Ti none Togruta bald
#16 Rey brown Human brown
#17 Padmé Amidala brown Human brown
,
这里有一个使用join
的选项。
library(tidyverse)
replacetext <- data.frame(
find_text = c("white","auburn","none"),replace_text = c("light","brown","bald"),stringsAsFactors = F)
starwars %>%
filter(gender == "female") %>%
select(c("name","species")) %>%
left_join(replacetext,by = c("hair_color" = "find_text")) %>%
mutate(replace_text = coalesce(replace_text,hair_color)) %>%
select(-hair_color) %>%
rename(hair_color = replace_text)