Suppose I have a variable named 'Fever' in which I have 4 options like mild, moderate, severe and very severe. 开发者_如何学PythonI want to club moderate and mild together and severe and very severe together, how can I do it in 'R'?
Please suggest
This can also be done using base
:
## If going from character to factor
fever_vec <- c("mild", "moderate", "severe", "very severe")
fever_fact <- factor(fever_vec,
levels = c("mild", "moderate", "severe", "very severe"),
labels = c("mild/moderate", "mild/moderate",
"severe/very severe", "severe/very severe"))
## If already going from a factor
fever_already_fact <- factor(c("mild", "moderate", "severe", "very severe"))
levels(fever_already_fact) <- list("mild/moderate" = c("mild", "moderate"),
"severe/very severe" = c("severe", "very severe"))
Also, the 1st variant only works from R version >= 3.5.0.
I think you're looking for something like this:
library(tidyverse)
df <- tibble(fever = c("mild","moderate","severe","very severe"))
newdf <- mutate(df,highfever = case_when(fever == "mild" | fever == "moderate" ~ 0,
fever == "severe" | fever == "very severe" ~ 1))
This type of vectors are normally factors.
library(forcats)
First create a vector of fevers
fever_lvl <- c("mild", "moderate", "severe", "very severe")
set.seed(1)
fevers <- factor(sample(fever_lvl, 10, T), levels = fever_lvl)
fevers
> fevers
[1] mild very severe severe mild moderate mild severe
[8] severe moderate moderate
Levels: mild moderate severe very severe
Regrouping as desired
fevers_regrouped <- fct_recode(fevers, mild_or_moderate = "mild", mild_or_moderate = "moderate",
severe_or_higher = "severe", severe_or_higher = "very severe")
fevers_regrouped
> fevers_regrouped
[1] mild_or_moderate severe_or_higher severe_or_higher mild_or_moderate mild_or_moderate
[6] mild_or_moderate severe_or_higher severe_or_higher mild_or_moderate mild_or_moderate
Levels: mild_or_moderate severe_or_higher
or use fct_collapse
as-
fevers_regrouped2 <- fct_collapse(fevers, mild_or_mod = c("mild", "moderate"),
severe_or_up = c("severe", "very severe"))
fevers_regrouped2
[1] mild_or_mod severe_or_up severe_or_up mild_or_mod mild_or_mod mild_or_mod severe_or_up severe_or_up
[9] mild_or_mod mild_or_mod
Levels: mild_or_mod severe_or_up
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