## ----include = FALSE----------------------------------------------------------
knitr::opts_chunk$set(
collapse = TRUE,
comment = "#>"
)
## ----setup, message = FALSE---------------------------------------------------
library(mlstats)
library(dplyr)
library(stringr)
## ----data---------------------------------------------------------------------
data("media_diary")
vars <- c("self_control", "wellbeing", "screen_time", "stress", "enjoyment")
## ----compute, warning = FALSE-------------------------------------------------
result <- mldesc(data = media_diary, group = "person", vars = vars)
## ----console------------------------------------------------------------------
result
## ----tt, warning = FALSE------------------------------------------------------
print(result, format = "tt")
## ----tt-custom, warning = FALSE-----------------------------------------------
print(result,
format = "tt",
table_title = "Daily diary study: descriptive statistics and multilevel correlations",
correlation_note = "Within-person correlations above, between-person below the diagonal.",
note_text = "N = 100 persons, 14 daily observations each. Simulated data."
)
## ----gt-install, eval = FALSE-------------------------------------------------
# install.packages("gt")
## ----gt-basic-----------------------------------------------------------------
print(result, format = "gt")
## ----drop-cols, warning = FALSE-----------------------------------------------
result |>
select(-n_obs, -range) |>
print(format = "tt")
## ----replace-na, warning = FALSE----------------------------------------------
result |>
mutate(across(everything(), ~ str_replace(as.character(.x), "^NA$", "–"))) |>
print(format = "tt")
## ----rename, warning = FALSE--------------------------------------------------
result |>
mutate(variable = case_when(
variable == "Self control" ~ "Trait self-control",
variable == "Wellbeing" ~ "Daily wellbeing",
variable == "Screen time" ~ "Screen time (min)",
variable == "Stress" ~ "Perceived stress",
variable == "Enjoyment" ~ "Media enjoyment"
)) |>
print(format = "tt", table_title = "Study variables: descriptive statistics")
## ----combined, warning = FALSE------------------------------------------------
result |>
select(-n_obs, -range) |>
mutate(across(everything(), ~ str_replace(as.character(.x), "^NA$", "–"))) |>
mutate(variable = case_when(
variable == "Self control" ~ "Trait self-control",
variable == "Wellbeing" ~ "Daily wellbeing",
variable == "Screen time" ~ "Screen time (min)",
variable == "Stress" ~ "Perceived stress",
variable == "Enjoyment" ~ "Media enjoyment"
)) |>
print(
format = "tt",
table_title = "Descriptive statistics and multilevel correlations",
correlation_note = "Within-person correlations above, between-person below the diagonal.",
note_text = "N = 100, T = 1,400 daily observations. Self-control was measured as a trait (between-person only)."
)
## ----combined-gt--------------------------------------------------------------
result |>
select(-n_obs, -range) |>
mutate(across(everything(), ~ str_replace(as.character(.x), "^NA$", "–"))) |>
mutate(
variable = case_when(
variable == "Self control" ~ "Trait self-controlc",
variable == "Wellbeing" ~ "Daily wellbeing",
variable == "Screen time" ~ "Screen time (min)",
variable == "Stress" ~ "Perceived stress",
variable == "Enjoyment" ~ "Media enjoyment"
)
) |>
print(
format = "gt",
table_title = "Descriptive statistics and multilevel correlations",
correlation_note = "Within-person correlations above, between-person below the diagonal.",
note_text = "Note. N = 100, T = 1,400 daily observations."
) |>
gt::tab_source_note(
source_note = gt::html(
"c Self-control was measured as a stable trait; no within-person correlations are available."
)
) |>
gt::fmt_markdown(columns = variable)