Visualize scatter plot included box plots by attribute of compare_numeric class.
# S3 method for compare_numeric
plot(x, prompt = FALSE, typographic = TRUE, base_family = NULL, ...)
an object of class "compare_numeric", usually, a result of a call to compare_numeric().
logical. The default value is FALSE. If there are multiple visualizations to be output, if this argument value is TRUE, a prompt is output each time.
logical. Whether to apply focuses on typographic elements to ggplot2 visualization. The default is TRUE. if TRUE provides a base theme that focuses on typographic elements using hrbrthemes package.
character. The name of the base font family to use for the visualization. If not specified, the font defined in dlookr is applied. (See details)
arguments to be passed to methods, such as graphical parameters (see par). However, it does not support.
NULL. This function just draws a plot.
The base_family is selected from "Roboto Condensed", "Liberation Sans Narrow", "NanumSquare", "Noto Sans Korean". If you want to use a different font, use it after loading the Google font with import_google_font().
# \donttest{
# Generate data for the example
heartfailure2 <- heartfailure[, c("platelets", "creatinine", "sodium")]
library(dplyr)
# Compare the all numerical variables
all_var <- compare_numeric(heartfailure2)
# Print compare_numeric class object
all_var
#> $correlation
#> # A tibble: 3 × 3
#> var1 var2 coef_corr
#> <chr> <chr> <dbl>
#> 1 platelets creatinine -0.0412
#> 2 platelets sodium 0.0621
#> 3 creatinine sodium -0.189
#>
#> $linear
#> # A tibble: 3 × 14
#> var1 var2 r.squared adj.r.squared sigma statistic p.value df logLik
#> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 platelets crea… 0.00170 -0.00166 9.79e4 0.505 0.478 1 -3859.
#> 2 platelets sodi… 0.00386 0.000505 9.78e4 1.15 0.284 1 -3859.
#> 3 creatinine sodi… 0.0358 0.0325 1.02e0 11.0 0.00102 1 -428.
#> # ℹ 5 more variables: AIC <dbl>, BIC <dbl>, deviance <dbl>, df.residual <int>,
#> # nobs <int>
#>
# Compare the two numerical variables
two_var <- compare_numeric(heartfailure2, sodium, creatinine)
# Print compare_numeric class objects
two_var
#> $correlation
#> # A tibble: 1 × 3
#> var1 var2 coef_corr
#> <chr> <chr> <dbl>
#> 1 sodium creatinine -0.189
#>
#> $linear
#> # A tibble: 1 × 14
#> var1 var2 r.squared adj.r.squared sigma statistic p.value df logLik AIC
#> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 sodi… crea… 0.0358 0.0325 4.34 11.0 0.00102 1 -862. 1730.
#> # ℹ 4 more variables: BIC <dbl>, deviance <dbl>, df.residual <int>, nobs <int>
#>
# plot all pair of variables
plot(all_var)
# plot a pair of variables
plot(two_var)
# plot all pair of variables by prompt
plot(all_var, prompt = TRUE)
<<<<<<< HEAD
#> Hit <Return> to see next plot:
#> Hit <Return> to see next plot:
#> Hit <Return> to see next plot:
=======
>>>>>>> 2455413f029244b566a37aeed1916eea79ac483b
# plot a pair of variables not focuses on typographic elements
plot(two_var, typographic = FALSE)
# }