Filling missing data in xts stock price object
I have 1 minute intraday price data which has missing data points. As such I want to fill them.
I read through the suggestions in the following post and tried a similar procedure: R: Filling missing dates in a time series?
In my case the missing data point is the first trade i.e. at 09:31:00.
> head(s)
AMR.Open AMR.High AMR.Low AMR.Close AMR.Volume AMR.WAP AMR.hasGaps AMR.Count
2010-09-10 09:32:00 6.08 6.10 6.07 6.10 298 6.087 0 39
2010-09-10 09:33:00 6.10 6.14 6.10 6.14 274 6.122 0 70
2010-09-10 09:34:00 6.14 6.15 6.13 6.13 472 6.133 0 96
2010-09-10 09:35:00 6.13 6.14 6.13 6.13 291 6.133 0 68
2010-09-10 09:36:00 6.13 6.13 6.11 6.11 548 6.123 开发者_高级运维 0 97
2010-09-10 09:37:00 6.11 6.11 6.11 6.11 67 6.110 0 26
> na.locf(s, xout=seq(as.POSIXct(head(index(s), 1) - 60), as.POSIXct(tail(index(s), 1)), by="1 min")) -> ss
> head(ss)
AMR.Open AMR.High AMR.Low AMR.Close AMR.Volume AMR.WAP AMR.hasGaps AMR.Count
2010-09-10 09:32:00 6.08 6.10 6.07 6.10 298 6.087 0 39
2010-09-10 09:33:00 6.10 6.14 6.10 6.14 274 6.122 0 70
2010-09-10 09:34:00 6.14 6.15 6.13 6.13 472 6.133 0 96
2010-09-10 09:35:00 6.13 6.14 6.13 6.13 291 6.133 0 68
2010-09-10 09:36:00 6.13 6.13 6.11 6.11 548 6.123 0 97
2010-09-10 09:37:00 6.11 6.11 6.11 6.11 67 6.110 0 26
As you can see above the object returned is not filled as desired.
Below you can see that I correctly specified the start and end times.
> as.POSIXct(head(index(s), 1) - 60)
[1] "2010-09-10 09:31:00 EDT"
> as.POSIXct(tail(index(s), 1))
[1] "2010-09-10 16:00:00 EDT"
>
Could this be because the date range has a time-zone specified whereas the original POSIX index does not? I tried to remove the tz by specifiying tz="" but that does not remove it. That being said, the time-zone may be just a red herring.
I saved the data in rda (binary) format if anyone is interested in testing:
http://www.speedyshare.com/files/28576853/test.rda
Appreciate the help.
na.locf
operates on the data, not the index. If you want to add a row of NA
to the data, you would need to make a suitable xts object to rbind
to s
:
miss <- xts(matrix(1*NA,1,NCOL(s)), first(index(s))-60)
s <- rbind(miss,s)
s <- na.locf(s, fromLast=TRUE)
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