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st: manual weighted average variable in panel data set
From
hind lazrak <[email protected]>
To
[email protected]
Subject
st: manual weighted average variable in panel data set
Date
Thu, 15 Nov 2012 16:33:34 -0800
Hello Stata-listers
I have a panel data set with the following variables: ID time_resid conc
The repeated observations vary from 1 to 5 for each individual (ID).
Each observation has a time period (time_resid) during which a
pollutant concentration occurs (conc).
Here is an excerpt of the data
list id conc resid_time counter in 1/7, sepby(id)
+-------------------------------+
id conc resid_~e counter
------------------------------------
1. 20059 15.96 380 1
2. 20059 21.17 100 2
3. 20059 18.07 480 3
------------------------------------
4. 20060 30 181 1
5. 20060 16.68 292 2
------------------------------------
6. 20061 23.78 269 1
7. 20061 18.07 103 2
+------------------------------------+
I need to create a variable using time_resid and conc that computes
the time-weighted average concentration for each ID.
The steps that I took were to create variable product (equal to
resid_time * conc) and then I have been trying to come up with a loop
that would do the following:
for each person, and each observation compute the time weighted
average concentration =( sum of product / total resid_time up) until
the time at which the observation occurs.
Here's my code:
***************************************
bysort id: gen counter = _n
bysort id: gen product= resid_time*conc
bysort id: gen time = resid_time if _n==1 | counter[_N]==1
bysort id: gen twa= conc if _n==1 | counter[_N]==1
qui su counter
forval i=1/`r(max)' {
bysort id: replace product= product+ product[_n-`i'] if _n!=1
bysort id: replace time= resid_time+ resid_time[_n-`i'] if _n=1
}
bysort id: gen twa = product/time
**********************************************
Unfortunately, this codes generates missing values except when _n==1.
I would appreciate your advice on how and what to fix in the code.
Thank you.
Hind
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