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st: RE: Calculate "running" standard deviation
From
Nick Cox <[email protected]>
To
"'[email protected]'" <[email protected]>
Subject
st: RE: Calculate "running" standard deviation
Date
Thu, 20 Jan 2011 16:14:39 +0000
What's wrong with -rolling- (or even -mvsumm- from SSC)?
Nick
[email protected]
Poliquin, Christopher
I am attempting to calculate a "running" standard deviation on some time series data. The idea is each row has a standard deviation that is based solely on past observations. The data looks like...
COUNTRY YEAR VALUE SDEV
+---------------------------------------------------------------------+
| GBR 2001 10
| GBR 2002 20 this one based on GBR-2002 and GBR-2001
| GBR 2003 25 this one based on all the GBR observations
+---------------------------------------------------------------------+
| USA 2001 30 this one based only on this row
| USA 2002 10 this one based on USA-2001 and USA-2002
| USA 2003 15
+---------------------------------------------------------------------+
So I need to fill in the SDEV column, with the stat grouped by country, and based only on years prior to the year in the YEAR column.
I think I have a solution, but I can't believe it's the best way to do this. Here is my code...
sort COUNTRY YEAR
gen obs = _n
program test, byable(recall)
local first = _byn1()
local last = _byn2()
forvalues x=`first'(1)`last' {
quietly gen y = VALUE if obs <= `x' & obs >= `first'
quietly egen w = sd(y)
replace SDEV = w in `x'
drop y w
}
end
by COUNTRY : test
Could the experts please give a critique of the above? Especially considering that I am working with about 80,000 rows, not 6.
Also, there must be better words to describe what I want. "Running standard deviation" doesn't sound like the best term.
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