Is there a R function that convert p.value to significance code?
Asked Answered
O

2

6

summary displays significance code for p.values. Is there a R function that convert p.value to significance code? for example: 0.02 --> '*' and 0.005 --> '**'?

Oyer answered 21/12, 2016 at 12:37 Comment(3)
Try with stars.pval(p.value) from the gtools packageCoom
@ZheyuanLi something like cut(x, breaks = c(0, 0.001, 0.01, 0.05, 0.1, 1), include.lowest = T, labels = c('***', '**', '*', '.', ''))?Oyer
Your answer is very neat, @mt1022, thanks!Marshall
V
16

Use symnum as shown below. ?symnum for more info.

p.values <- c(9.5e-15, 0.02)
Signif <- symnum(p.values, corr = FALSE, na = FALSE, cutpoints = c(0, 
    0.001, 0.01, 0.05, 0.1, 1), symbols = c("***", "**", "*", ".", " "))

giving:

> str(Signif)
Class 'noquote'  atomic [1:2] *** *
  ..- attr(*, "legend")= chr "0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1"

The above code is used in R itself in stats::printCoefmat (see ?printCoefmat) which is called from stats:::print.summary.lm . Note that it produces an object of class "noquote" and also provides a legend in the "legend" attribute.

Vibraharp answered 21/12, 2016 at 12:59 Comment(0)
S
6

Tracking down the code used by summary, you can find the following in stats:::printCoefmat:

Signif <- symnum(pv, corr = FALSE, na = FALSE, 
                 cutpoints = c(0, 0.001, 0.01, 0.05, 0.1, 1), 
                 symbols = c("***", "**", "*", ".", " "))

You can create your own function to do it, such as

signif.num <- function(x) {
    symnum(x, corr = FALSE, na = FALSE, legend = FALSE,
           cutpoints = c(0, 0.001, 0.01, 0.05, 0.1, 1), 
           symbols = c("***", "**", "*", ".", " "))
}
signif.num(c(1e-8, 0.01, 0.05, 0.1, 0.2))

(Note the last value is just a space and not visible in the output)

Shouldst answered 21/12, 2016 at 12:59 Comment(0)

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