Return data subset time frames within another timeframes?
There are very nifty ways of subsetting xts
objects. For example, one can get all the data for all years, months, days but being strictly between 9:30 AM and 4 PM by doing:
my_xts["T09:30/T16:00"]
Or you can get all the observations between two dates by doing:
my_xts["2012-01-01/2012-03-31"]
Or all the dates before/after a certain date by doing:
my_xts["/2011"] # from start of data until end of 2011
my_xts["2011/"] # from 2011 until the end of the data
How can I get all the data for only certain months for all years or only certain days for all months and years? Do any other subsetting tricks exist?
Solution 1:
You can use the .index*
family of functions to get certain months or certain days of the month. See ?index
for the full list of functions. For example:
library(quantmod)
getSymbols("SPY")
SPY[.indexmon(SPY)==0] # January for all years (note zero-based indexing!)
SPY[.indexmday(SPY)==1] # The first of every month
SPY[.indexwday(SPY)==1] # All Mondays
Solution 2:
time-of-day subsetting is a little bit hidden, so I understand why it would spark a question like this. The only other 'trick' I know is the last
and first
functions, which you can nest if you need to. e.g. this will get the last 2 days of the first 3 weeks.
last(first(my_xts, "3 weeks"), "2 days")
Solution 3:
Be aware that there appears to be different behavior for xts
subsetting of a yearmon date format for windows and ubuntu.
library(quantmod)
library(xts)
getSymbols("SPY", src="google", from = "2004-01-01")
x1 <- SPY['2006-01/2007-12']
x2 <- apply.monthly(x1,mean)
x2['2006-01/2007-12']
x3 <- as.xts(coredata(x2),order.by = as.yearmon(index(x2)))
x3['2006-01/2007-12']
The result for x2
is consistent between windows and ubuntu, since the format is full date. However, the x3
will produce different result for windows and ubuntu, after the conversion of the dates to yearmon.