guess_date_format: Evaluate and gives the best match to any date format using...

In fabR: Wrapper Functions Collection Used in Data Pipelines

Evaluate and gives the best match to any date format using lubridate library

Description

This function takes a tibble and a specific column. This column is evaluated one observation after the other, and finally gives the best matching date format for the whole column. The best matching format is tested across seven different formats provided by the lubridate library. Along with the format, the percentage of matching is given in the output tibble. The information of the best matching format can be used to mutate a column using as_any_date(). The default format is yyyy-mm-dd.

Usage

guess_date_format(tbl, col = NULL)

Arguments

tbl	R object(dataframe or tibble) of the input tbl
col	A character string specifying a column of interest

Details

Contrary to lubridate library or as.Date(), the function evaluates the column as a whole, and does not cast the column if there is ambiguity between values. For example, ('19-07-1983', '02-03-1982') implies that 02 refers to the day and 03 refers to the month, since that order works for the first element, and doesn't otherwise.

Value

A tibble with information concerning the best matching date format, given an object to be evaluated.

See Also

lubridate::ymd(),lubridate::ydm(),lubridate::dmy(), lubridate::myd(),lubridate::mdy(),lubridate::dym(), lubridate::my() ,lubridate::ym(), lubridate::as_date(),as.Date(), which_any_date(),as_any_date()

Examples

{

library(tidyr)

##### Example 1 -------------------------------------------------------------
# Non-ambiguous dates ----------------------------------------------------
time <-
  tibble(time = c(
  "1983-07-19",
  "2003-01-14",
  "2010-09-29",
  "2023-12-12",
  "2009-09-03",
  "1509-11-30",
  "1809-01-01"))
guess_date_format(time)

##### Example 2 -------------------------------------------------------------
# Ambiguous dates ----------------------------------------------------
time <-
 tibble(time = c(
 "1983-19-07",
 "1983-10-13",
 "2009-09-03",
 "1509-11-30"))
guess_date_format(time)


##### Example 3 -------------------------------------------------------------
# Non date format dates --------------------------------------------------
time <-
  tibble(time = c(
  "198-07-19",
  "200-01-14",
  "201-09-29",
  "202-12-12",
  "2000-09-03",
  "150-11-3d0",
  "180-01-01"))
guess_date_format(time)

}

fabR documentation built on May 29, 2024, 2:58 a.m.