IDateTime {data.table} | R Documentation |
Classes (IDate
and ITime
) with integer storage
for fast sorting and grouping.
IDate
inherits from the base class Date
; the main
difference is that the latter uses double storage, allowing e.g. for
fractional dates at the cost of storage & sorting inefficiency.
Using IDate
, if sub-day granularity is needed, use a second
ITime
column. IDateTime()
facilitates building such
paired columns.
Lastly, there are date-time helpers for extracting parts of dates as
integers, for example the year (year()
), month
(month()
), or day in the month (mday()
); see Usage and Examples.
as.IDate(x, ...)
## Default S3 method:
as.IDate(x, ..., tz = attr(x, "tzone", exact=TRUE))
## S3 method for class 'Date'
as.IDate(x, ...)
## S3 method for class 'IDate'
as.Date(x, ...)
## S3 method for class 'IDate'
as.POSIXct(x, tz = "UTC", time = 0, ...)
## S3 method for class 'IDate'
round(x, digits = c("weeks", "months", "quarters","years"), ...)
as.ITime(x, ...)
## Default S3 method:
as.ITime(x, ...)
## S3 method for class 'POSIXlt'
as.ITime(x, ms = 'truncate', ...)
## S3 method for class 'ITime'
round(x, digits = c("hours", "minutes"), ...)
## S3 method for class 'ITime'
trunc(x, units = c("hours", "minutes"), ...)
## S3 method for class 'ITime'
as.POSIXct(x, tz = "UTC", date = Sys.Date(), ...)
## S3 method for class 'ITime'
as.character(x, ...)
## S3 method for class 'ITime'
format(x, ...)
IDateTime(x, ...)
## Default S3 method:
IDateTime(x, ...)
second(x)
minute(x)
hour(x)
yday(x)
wday(x)
mday(x)
week(x)
isoweek(x)
month(x)
quarter(x)
year(x)
yearmon(x)
yearqtr(x)
x |
an object |
... |
arguments to be passed to or from other methods. For
|
tz |
time zone (see |
date |
date object convertible with |
time |
time-of-day object convertible with |
digits |
really |
units |
one of the units listed for truncating. May be abbreviated. |
ms |
For |
IDate
is a date class derived from Date
. It has the same
internal representation as the Date
class, except the storage
mode is integer. IDate
is a relatively simple wrapper, and it
should work in almost all situations as a replacement for
Date
. The main limitations of integer storage are (1) fractional
dates are not supported (use IDateTime()
instead) and (2) the
range of supported dates is bounded by .Machine$integer.max
dates away from January 1, 1970 (a rather impractical limitation as
these dates are roughly 6 million years in the future/past, but
consider this your caveat).
Functions that use Date
objects generally work for
IDate
objects. This package provides specific methods for
IDate
objects for mean
, cut
, seq
, c
,
rep
, and split
to return an IDate
object.
ITime
is a time-of-day class stored as the integer number of
seconds in the day. as.ITime
does not allow days longer than 24
hours. Because ITime
is stored in seconds, you can add it to a
POSIXct
object, but you should not add it to a Date
object.
We also provide S3 methods to convert to and from Date
and POSIXct
.
ITime
is time zone-agnostic. When converting ITime
and
IDate
to POSIXct with as.POSIXct
, a time zone may be specified.
Inputs like '2018-05-15 12:34:56.789'
are ambiguous from the perspective of an ITime
object – the method of coercion of the 789 milliseconds is controlled by the ms
argument to relevant methods. The default behavior (ms = 'truncate'
) is to use as.integer
, which has the effect of truncating anything after the decimal. Alternatives are to round to the nearest integer (ms = 'nearest'
) or to round up (ms = 'ceil'
).
In as.POSIXct
methods for ITime
and IDate
, the
second argument is required to be tz
based on the generic
template, but to make converting easier, the second argument is
interpreted as a date instead of a time zone if it is of type
IDate
or ITime
. Therefore, you can use either of the
following: as.POSIXct(time, date)
or as.POSIXct(date,
time)
.
IDateTime
takes a date-time input and returns a data table with
columns date
and time
.
Using integer storage allows dates and/or times to be used as data table
keys. With positive integers with a range less than 100,000, grouping
and sorting is fast because radix sorting can be used (see
sort.list
).
Several convenience functions like hour
and quarter
are
provided to group or extract by hour, month, and other date-time
intervals. as.POSIXlt
is also useful. For example,
as.POSIXlt(x)$mon
is the integer month. The R base convenience
functions weekdays
, months
, and quarters
can also
be used, but these return character values, so they must be converted to
factors for use with data.table. isoweek
is ISO 8601-consistent.
The round
method for IDate's is useful for grouping and plotting.
It can round to weeks, months, quarters, and years. Similarly, the round
and trunc
methods for ITime's are useful for grouping and plotting.
They can round or truncate to hours and minutes.
Note for ITime's with 30 seconds, rounding is inconsistent due to rounding off a 5.
See 'Details' in round
for more information.
Functions like week()
and isoweek()
provide week numbering functionality.
week()
computes completed or fractional weeks within the year,
while isoweek()
calculates week numbers according to ISO 8601 standards,
which specify that the first week of the year is the one containing the first Thursday.
This convention ensures that week boundaries align consistently with year boundaries,
accounting for both year transitions and varying day counts per week.
For as.IDate
, a class of IDate
and Date
with the
date stored as the number of days since some origin.
For as.ITime
, a class of ITime
stored as the number of seconds in the day.
For IDateTime
, a data table with columns idate
and
itime
in IDate
and ITime
format.
second
, minute
, hour
, yday
, wday
,
mday
, week
, month
, quarter
,
and year
return integer values
for second, minute, hour, day of year, day of week,
day of month, week, month, quarter, and year, respectively.
yearmon
and yearqtr
return double values representing
respectively 'year + (month-1) / 12' and 'year + (quarter-1) / 4'.
second
, minute
, hour
are taken directly from
the POSIXlt
representation.
All other values are computed from the underlying integer representation
and comparable with the values of their POSIXlt
representation
of x
, with the notable difference that while yday
, wday
,
and mon
are all 0-based, here they are 1-based.
Tom Short, t.short@ieee.org
G. Grothendieck and T. Petzoldt, “Date and Time Classes in R,” R News, vol. 4, no. 1, June 2004.
H. Wickham, https://gist.github.com/hadley/10238.
ISO 8601, https://www.iso.org/iso/home/standards/iso8601.htm
as.Date
, as.POSIXct
,
strptime
, DateTimeClasses
# create IDate:
(d <- as.IDate("2001-01-01"))
# S4 coercion also works
identical(as.IDate("2001-01-01"), methods::as("2001-01-01", "IDate"))
# create ITime:
(t <- as.ITime("10:45"))
# S4 coercion also works
identical(as.ITime("10:45"), methods::as("10:45", "ITime"))
(t <- as.ITime("10:45:04"))
(t <- as.ITime("10:45:04", format = "%H:%M:%S"))
as.POSIXct("2001-01-01") + as.ITime("10:45")
datetime <- seq(as.POSIXct("2001-01-01"), as.POSIXct("2001-01-03"), by = "5 hour")
(af <- data.table(IDateTime(datetime), a = rep(1:2, 5), key = c("a", "idate", "itime")))
af[, mean(a), by = "itime"]
af[, mean(a), by = list(hour = hour(itime))]
af[, mean(a), by = list(wday = factor(weekdays(idate)))]
af[, mean(a), by = list(wday = wday(idate))]
as.POSIXct(af$idate)
as.POSIXct(af$idate, time = af$itime)
as.POSIXct(af$idate, af$itime)
as.POSIXct(af$idate, time = af$itime, tz = "GMT")
as.POSIXct(af$itime, af$idate)
as.POSIXct(af$itime) # uses today's date
(seqdates <- seq(as.IDate("2001-01-01"), as.IDate("2001-08-03"), by = "3 weeks"))
round(seqdates, "months")
(seqtimes <- seq(as.ITime("07:00"), as.ITime("08:00"), by = 20))
round(seqtimes, "hours")
trunc(seqtimes, "hours")