8.17 Using Dates on an Axis
You want to use dates on an axis.
Map a column of class
Date to the x- or y-axis. We’ll use the
economics data set for this example:
economics #> # A tibble: 574 x 6 #> date pce pop psavert uempmed unemploy #> <date> <dbl> <dbl> <dbl> <dbl> <dbl> #> 1 1967-07-01 507. 198712 12.6 4.5 2944 #> 2 1967-08-01 510. 198911 12.6 4.7 2945 #> 3 1967-09-01 516. 199113 11.9 4.6 2958 #> 4 1967-10-01 512. 199311 12.9 4.9 3143 #> 5 1967-11-01 517. 199498 12.8 4.7 3066 #> 6 1967-12-01 525. 199657 11.8 4.8 3018 #> # … with 568 more rows
The column date is an object of class
Date, and mapping it to x will produce the result shown in Figure 8.37:
ggplot handles two kinds of time-related objects: dates (objects of class
Date) and date-times (objects of class
POSIXt). The difference between these is that
Date objects represent dates and have a resolution of one day, while
POSIXt objects represent moments in time and have a resolution of a fraction of a second.
Specifying the breaks is similar to with a numeric axis – the main difference is in specifying the sequence of dates to use. We’ll use a subset of the
economics data, ranging from mid-1992 to mid-1993. If breaks aren’t specified, they will be automatically selected, as shown in Figure 8.38 (top):
The breaks can be created by using the
seq() function with starting and ending dates, and an interval (Figure 8.38, bottom):
Notice that the formatting of the breaks changed. You can specify the formatting by using the
date_format() function from the scales package. Here we’ll use
"%Y %b", which results in a format like
"1992 Jun", as shown in Figure 8.39:
Common date format options are shown in Table 8.1. They are to be put in a string that is passed to
date_format(), and the format specifiers will be replaced with the appropriate values. For example, if you use
"%B %d, %Y", it will result in labels like “June 01, 1992”.
||Year with century (2012)|
||Year without century (12)|
||Month as a decimal number (08)|
||Abbreviated month name in current locale (Aug)|
||Full month name in current locale (August)|
||Day of month as a decimal number (04)|
||Week of the year as a decimal number, with Sunday as the first day of the week (00–53)|
||Week of the year as a decimal number, with Monday as the first day of the week (00–53)|
||Day of week (0–6, Sunday is 0)|
||Abbreviated weekday name (Thu)|
||Full weekday name (Thursday)|
Some of these items are specific to the computer’s locale. Months and days have different names in different languages (the examples here are generated with a US locale). You can change the locale with
Sys.setlocale(). For example, this will change the date formatting to use an Italian locale:
Note that the locale names may differ between platforms, and your computer must have support for the locale installed at the operating system level.
8.17.4 See Also
?Sys.setlocale for more about setting the locale.
?strptime for information about converting strings to dates, and for information about formatting the date output.