Reputation: 179
I have struggle creating a simple nice looking cross tabulation for a PDF knitted R Markdown document. I have a data set that is similar to this example:
library(tidyverse)
fakeData <- tibble(id = c(1,2,3,4,5,6,7,8,9,10),
bmi = c("normal", "overweighted", "underweighted", "normal", "normal", "overweighted",
"normal", "overweighted", "underweighted","normal"),
gender = c("M", "F", "M", "M", "F", "F", "M", "F", "F", "F"))
I want to get an output like this one:
Have anyone a trick/ a known good package to do this? Thanks a lot!
Upvotes: 4
Views: 4208
Reputation: 111
I think the package summarytools
can produce the desired output.
Using your fakeData:
library(summarytools)
print(ctable(x = fakeData$gender, y = fakeData$bmi, prop = "t"),
method = "render")
Upvotes: 2
Reputation: 27772
I think the janitor
-package can help you out here...
note: the percentages in the 'total' column do not match your desired output... That is because you are mixing colwise and rowwise percentage calculation in your output.. Is that really what you want?
library( janitor )
fakeTable <- fakeData %>%
tabyl( gender, bmi ) %>%
adorn_totals( where = c("row", "col") ) %>%
adorn_percentages("row") %>%
adorn_pct_formatting() %>%
adorn_ns( position = "front" ) %>%
adorn_title("combined")
# gender/bmi normal overweighted underweighted Total
# F 2 (33.3%) 3 (50.0%) 1 (16.7%) 6 (100.0%)
# M 3 (75.0%) 0 (0.0%) 1 (25.0%) 4 (100.0%)
# Total 5 (50.0%) 3 (30.0%) 2 (20.0%) 10 (100.0%)
knitted
library(knitr)
library(kableExtra)
fakeTable %>%
kable() %>%
kable_styling(bootstrap_options = c("condensed", "striped", "bordered"))
Upvotes: 9