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re: st: Use of matrix values in generate statements
From
Christopher Baum <[email protected]>
To
"[email protected]" <[email protected]>
Subject
re: st: Use of matrix values in generate statements
Date
Sat, 26 Mar 2011 19:55:14 -0400
<>
Dan says
I continue to work on a tax calculator for Stata.
I am at the point of calculating the standard deduction for each taxpayer.
There are 6 possible filing status's and 24 years of tax law, so there are
144 possible values for the deduction. In SAS, fortran, PL/1, C or any
other language I know of, the calculation would be some form of:
stded = stdvalues(year,filestat)
and the processor would index into the 24x6 array of stdvalues to obtain
the value for each taxpayer. As I understand it, Stata matricies can't be
used in -generate- statements, though, so I can't do something like:
matrix input stdvalues (3700 6200...\3800 6350...\...
generate stded = stdvalues[year-1992,filestat]
(Here and below, ... is meant to conceal a lot of typing on my part but
3700 is the deduction in 1993 for a single taxpayer, 6350 is the deduction
in 1994 for a joint return, etc). The most straightforward way I can see
to calculate the deduction in Stata would be:
generate stded = 3700 if year == 1993 & filestat == 1
replace stded = 6200 if year == 1993 & filestat == 2
...
and so forth, for 144 lines. I have millions of observations, and will
make thousands of runs, so I am looking for a more efficient solution. My
next thought is:
generate stded = (year==1993&filestat==1)*3700+(year==1993&filestat==2)*6200...
which would be one very long line of code once all 144 terms were written
out, and still quite a bit of wasted arithmetic. Still a third
possibility would be -recode-:
gen filestatyear = year*10+filestat
recode filestatyear (19931 = 3700)(19932 = 6200)...
but looking at the -recode- .ado file suggests that this is not an
efficiency gain.
I take it I am supposed to -sort- the data by year and filestat, and then
-merge- onto a file of parameter values by year and filestat:
sort year filestat
merge m:1 year filestat using params
where params is a dataset with the deduction amount for each year and
filestat. This is a reasonable amount of code, (even including the code
necessary to create params) but it is not space efficient and it strikes
me as odd that a large dataset needs to be sorted, just to make some
simple recodes. Is that right? Am I missing something?
I note that the -egen- command -mtr- must address this same question, but
it is not very fast - about 1,000 observations/minute on our hardware.
Oddly enough, although one cannot index into a Stata matrix, it is
possible to index into a series observation:
generate stded = stdvalues[filestatyear-199200]
is very fast, but doesn't address the problem of filling stdvalues in a
not too hackish manner (especially if there are fewer than 144 taxpayers
in the dataset).
The following code will do 1 million table lookups in 8 or 9 seconds on my laptop:
---------------------------------
clear all
// fake data for lookup table
mata: sdlookup = 100*runiform(24,6) :+ 3200
set obs 10
input year fs
1994 1
1998 2
1999 1
2000 6
2000 5
2005 3
2004 4
1996 2
2008 5
2007 3
expand 100000
g byte yrind = year - 1992
g stded = .
set rmsg on
mata
st_view(yrfs=., ., ("yrind","fs"))
st_view(stded=., . , "stded")
for(i=1; i<=rows(stded); i++) {
stded[i] = sdlookup[yrfs[i,1], yrfs[i,2]]
}
end
su stded
---------------------------------
Kit
Kit Baum | Boston College Economics & DIW Berlin | http://ideas.repec.org/e/pba1.html
An Introduction to Stata Programming | http://www.stata-press.com/books/isp.html
An Introduction to Modern Econometrics Using Stata | http://www.stata-press.com/books/imeus.html
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