topic Re: re: Data Selection by groups in SAS Programming

re: Data Selection by groups

twildone — Thu, 09 Mar 2017 21:16:57 GMT

Hi....I have a dataset that I am trying to select a certain percentile of records based on their Fees for each YearMonth and within each Level. For example, from the table below, for the YearMonth = 201501 and Level=A, I would like to select and keep 93% of the records with the lowest fees and exclude the remaining 7% of the records with the highest fees. That would mean if there were 1,000 records having YearMonth = 201501 and Level =A, then I am expecting to have 930 records with YearMonth = 201501 and Level =A while the remaining 70 are excluded from the new dataset. I have sorted the dataset by YearMonth, Level and Fees. I was wondering what be the best and most efficient approach to achiev this. Thanks.

YearMonth	Level	Percentile
201501	A	0.93
201501	B	0.95
201502	A	0.92
201503	A	0.92
201503	B	0.91
201503	C	0.94

Re: re: Data Selection by groups

Reeza — Thu, 09 Mar 2017 21:23:14 GMT

Do you have the percentiles already calculated?

If not, use PROC RANK with groups=100 and from the output select the desired records. I think it would be rank<92 because ranks go from 0 to 99.

Re: re: Data Selection by groups

ballardw — Thu, 09 Mar 2017 23:10:10 GMT

Another approach would be to use Proc Surveyselect. You can use a data set with the percentiles as a control data set but the Percentile value must be in a variable named _RATE_.

The procedure call would look something like this:

proc survey select data=have out=want 
    samprate=Percentileset;
    by Yearmonth level;
run;

where Percentileset would be the name of the data set with YearMonth, Level and _rate.

Both your full dataset (fees?) and Percentileset would need to be sorted by Yearmonth and level.

This will give you a random selection of records.

Re: re: Data Selection by groups

twildone — Fri, 10 Mar 2017 01:20:29 GMT

Hi Reeza,

Yes the percentiles are already calculated and are specific for each unique YearMonth and Level.

Re: re: Data Selection by groups

twildone — Fri, 10 Mar 2017 01:26:46 GMT

Hi Ballardw.....unfortunately I need to select the lowest X percentile of the records for each YearMonth and Level and not a random sample....unless I am missing something from your approach.

Re: re: Data Selection by groups

Reeza — Fri, 10 Mar 2017 02:35:35 GMT

If the percentiles are already calculated isn't that just a WHERE or IF statement?

If not for some reason, detail your issue.