Which of the following examples can you use in R for Date Time data Select all that apply?

Home » Data Science » Data Analysis » An analyst runs code to convert string data into a date/time data type that results in the following: “2020-07-10”. Which of the following are examples of code that would lead to this return? Select all that apply.

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R has developed a special representation for dates and times. Dates are represented by the Date class and times are represented by the POSIXct or the POSIXlt class. Dates are stored internally as the number of days since 1970-01-01 while times are stored internally as the number of seconds since 1970-01-01.

It’s not important to know the internal representation of dates and times in order to use them in R. I just thought those were fun facts.

Dates in R

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Dates are represented by the Date class and can be coerced from a character string using the as.Date() function. This is a common way to end up with a Date object in R.

> ## Coerce a 'Date' object from character
> x <- as.Date("1970-01-01")   
> x
[1] "1970-01-01"

You can see the internal representation of a Date object by using the unclass() function.

> unclass(x)
[1] 0
> unclass(as.Date("1970-01-02"))
[1] 1

Times in R

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Times are represented by the POSIXct or the POSIXlt class. POSIXct is just a very large integer under the hood. It use a useful class when you want to store times in something like a data frame. POSIXlt is a list underneath and it stores a bunch of other useful information like the day of the week, day of the year, month, day of the month. This is useful when you need that kind of information.

There are a number of generic functions that work on dates and times to help you extract pieces of dates and/or times.

• weekdays: give the day of the week
• months: give the month name
• quarters: give the quarter number (“Q1”, “Q2”, “Q3”, or “Q4”)

Times can be coerced from a character string using the as.POSIXlt or as.POSIXct function.

> x <- Sys.time()
> x
[1] "2022-05-31 09:26:50 EDT"
> class(x)   ## 'POSIXct' object
[1] "POSIXct" "POSIXt" 

The POSIXlt object contains some useful metadata.

> p <- as.POSIXlt(x)
> names(unclass(p))
 [1] "sec"    "min"    "hour"   "mday"   "mon"    "year"   "wday"   "yday"  
 [9] "isdst"  "zone"   "gmtoff"
> p$wday     ## day of the week
[1] 2

You can also use the POSIXct format.

> x <- Sys.time()
> x             ## Already in ‘POSIXct’ format
[1] "2022-05-31 09:26:50 EDT"
> unclass(x)    ## Internal representation
[1] 1654003610
> x$sec         ## Can't do this with 'POSIXct'!
Error in x$sec: $ operator is invalid for atomic vectors
> p <- as.POSIXlt(x)
> p$sec         ## That's better
[1] 50.11802

Finally, there is the strptime() function in case your dates are written in a different format. strptime() takes a character vector that has dates and times and converts them into to a POSIXlt object.

> datestring <- c("January 10, 2012 10:40", "December 9, 2011 9:10")
> x <- strptime(datestring, "%B %d, %Y %H:%M")
> x
[1] "2012-01-10 10:40:00 EST" "2011-12-09 09:10:00 EST"
> class(x)
[1] "POSIXlt" "POSIXt" 

The weird-looking symbols that start with the % symbol are the formatting strings for dates and times. I can never remember the formatting strings. Check ?strptime for details. It’s probably not worth memorizing this stuff.

Operations on Dates and Times

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You can use mathematical operations on dates and times. Well, really just + and -. You can do comparisons too (i.e. ==, <=)

> x <- as.Date("2012-01-01")
> y <- strptime("9 Jan 2011 11:34:21", "%d %b %Y %H:%M:%S") 
> x-y
Warning: Incompatible methods ("-.Date", "-.POSIXt") for "-"
Error in x - y: non-numeric argument to binary operator
> x <- as.POSIXlt(x) 
> x-y
Time difference of 356.3095 days

The nice thing about the date/time classes is that they keep track of all the annoying things about dates and times, like leap years, leap seconds, daylight savings, and time zones.

Here’s an example where a leap year gets involved.

> x <- as.Date("2012-03-01") 
> y <- as.Date("2012-02-28") 
> x-y
Time difference of 2 days

Here’s an example where two different time zones are in play (unless you live in GMT timezone, in which case they will be the same!).

> ## My local time zone
> x <- as.POSIXct("2012-10-25 01:00:00")     
> y <- as.POSIXct("2012-10-25 06:00:00", tz = "GMT") 
> y-x
Time difference of 1 hours

Summary

• Dates and times have special classes in R that allow for numerical and statistical calculations
• Dates use the Date class
• Times use the POSIXct and POSIXlt class
• Character strings can be coerced to Date/Time classes using the strptime function or the as.Date, as.POSIXlt, or as.POSIXct

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