My goal is to create a vector of POSIXct time stamps given a start, an end and a delta (15min, 1hour, 1day). I hoped I could use seq
for this, but I have a problem converting between the numeric and POSIXct representation:
now <- Sys.time()
now
# [1] "2012-01-19 10:30:39 CET"
as.POSIXct(as.double(now), origin="1970-01-01", tz="CET")
# [1] "2012-01-19 09:30:39 CET"
as.POSIXct(as.double(now), origin=as.POSIXct("1970-01-01", tz="CET"), tz="CET")
# [1] "2012-01-19 09:30:39 CET"
One hour gets lost during this conversion. What am I doing wrong?
To create a sequence of dates we can leverage the seq() function. As with numeric vectors, you have to specify at least three of the four arguments ( from , to , by , and length. out ).
POSIXct stores both a date and time with an associated time zone. The default time zone selected, is the time zone that your computer is set to which is most often your local time zone. POSIXct stores date and time in seconds with the number of seconds beginning at 1 January 1970.
class(datetime) ## [1] "POSIXct" "POSIXt" POSIXt is a virtual class which cannot be used directly. “A virtual class 'POSIXt' exists from which both of the classes inherit: it is used to allow operations such as subtraction to mix the two classes.”
There is a seq()
method for objects of class "POSIXt"
which is the super class of the "POSIXlt"
and "POSIXct"
classes. As such you don't need to do any conversion.
> now <- Sys.time()
> tseq <- seq(from = now, length.out = 100, by = "mins")
> length(tseq)
[1] 100
> head(tseq)
[1] "2012-01-19 10:52:38 GMT" "2012-01-19 10:53:38 GMT"
[3] "2012-01-19 10:54:38 GMT" "2012-01-19 10:55:38 GMT"
[5] "2012-01-19 10:56:38 GMT" "2012-01-19 10:57:38 GMT"
You have to be aware that when converting from POSIXct to numeric, R takes the timezone into account but always starts counting from a GMT origin :
> xgmt <- as.POSIXct('2011-01-01 14:00:00',tz='GMT')
> xest <- as.POSIXct('2011-01-01 14:00:00',tz='EST')
> (as.numeric(xgmt) - as.numeric(xest)) / 3600
[1] -5
As you see, the time in EST is conceived to be five hours earlier than the time in GMT, which is the time difference between both timezones. It's that value that is saved internally.
The as.POSIXCT()
function just adds an attribute containing the timezone. It doesn't alter the value, so you get the time presented in GMT time, but with an attribute telling it is EST. This also means that once you go from POSIXct
to numeric, you should treat your data as if it's GMT time. (It's a whole lot more complex than that, but it's the general idea). So you have to calculate the offset as follows:
> nest <- as.numeric(xest)
> origin <- as.POSIXct('1970-01-01 00:00:00',tz='EST')
> offset <- as.numeric(origin)
> as.POSIXct(nest-offset,origin=origin)
[1] "2011-01-01 14:00:00 EST"
This works whatever the timezone is in your locale (in my case, that's actually CET). Also note that behaviour of timezone data can differ between systems.
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