Creating categoriccal variable from continuous one

mblack-732 — Mon, 11 Mar 2019 22:45:03 GMT

Hello!

I'm trying to create some categorical and binary variables from a couple of continuous ones in my data set... Binary ones turn out fine, and one of the categorical ones did as well, but the last two did not... and I have no idea why. I have attached my code and log.... PLEASE HELP!

CODE:

DATA recodes;
SET project;

IF drugs EQ 0 THEN drugsBIN = 0;
IF drugs NE 0 THEN drugsBIN = 1;

IF complications EQ 0 THEN compBIN = 0;
IF complications NE 0 THEN compBIN = 1;

IF ervisits EQ 0-4 THEN visitsCAT = 0;
IF ervisits EQ 5-9 THEN visitsCAT = 1;
IF ervisits EQ 10-14 THEN visitsCAT = 2;
IF ervisits EQ 15-19 THEN visitsCAT = 3;
IF ervisits GE 20 THEN visitsCAT = 4;

IF interventions EQ 0-9 THEN interCAT = 0;
IF interventions EQ 10-19 THEN interCAT = 1;
IF interventions EQ 20-29 THEN interCAT = 2;
IF interventions EQ 30-39 THEN interCAT = 3;
IF interventions EQ 40-49 THEN interCAT = 4;

IF comorbidities EQ 0-9 THEN comorbCAT = 0;
IF comorbidities EQ 10-19 THEN comorbCAT = 1;
IF comorbidities EQ 20-29 THEN comorbCAT = 2;
IF comorbidities EQ 30-39 THEN comorbCAT = 3;
IF comorbidities EQ 40-49 THEN comorbCAT = 4;
IF comorbidities EQ 50-59 THEN comorbCAT = 5;
IF comorbidities EQ 60-69 THEN comorbCAT = 6;

RUN;

PROC UNIVARIATE DATA=recodes;
VAR drugsBIN compBIN visitsCAT interCAT comorbCAT;
HISTOGRAM drugsBIN compBIN visitsCAT interCAT comorbCAT;
RUN;

LOG:

52 DATA recodes;
53 SET project;
54
55 IF drugs EQ 0 THEN drugsBIN = 0;
56 IF drugs NE 0 THEN drugsBIN = 1;
57
58 IF complications EQ 0 THEN compBIN = 0;
59 IF complications NE 0 THEN compBIN = 1;
60
61 IF ervisits EQ 0-4 THEN visitsCAT = 0;
62 IF ervisits EQ 5-9 THEN visitsCAT = 1;
63 IF ervisits EQ 10-14 THEN visitsCAT = 2;
64 IF ervisits EQ 15-19 THEN visitsCAT = 3;
65 IF ervisits GE 20 THEN visitsCAT = 4;
66
67 IF interventions EQ 0-9 THEN interCAT = 0;
68 IF interventions EQ 10-19 THEN interCAT = 1;
69 IF interventions EQ 20-29 THEN interCAT = 2;
70 IF interventions EQ 30-39 THEN interCAT = 3;
71 IF interventions EQ 40-49 THEN interCAT = 4;
72
73 IF comorbidities EQ 0-9 THEN comorbCAT = 0;
74 IF comorbidities EQ 10-19 THEN comorbCAT = 1;
75 IF comorbidities EQ 20-29 THEN comorbCAT = 2;
76 IF comorbidities EQ 30-39 THEN comorbCAT = 3;
77 IF comorbidities EQ 40-49 THEN comorbCAT = 4;
78 IF comorbidities EQ 50-59 THEN comorbCAT = 5;
79 IF comorbidities EQ 60-69 THEN comorbCAT = 6;
80
81 RUN;

NOTE: There were 788 observations read from the data set WORK.PROJECT.
NOTE: The data set WORK.RECODES has 788 observations and 15 variables.
NOTE: DATA statement used (Total process time):
real time 0.05 seconds
cpu time 0.06 seconds

82 PROC UNIVARIATE DATA=recodes;
NOTE: Writing HTML Body file: sashtml.htm
83 VAR drugsBIN compBIN visitsCAT interCAT comorbCAT;
84 HISTOGRAM drugsBIN compBIN visitsCAT interCAT comorbCAT;
85 RUN;

WARNING: Insufficient number of nonmissing observations to create a histogram for interCAT.
WARNING: Insufficient number of nonmissing observations to create a histogram for comorbCAT.
NOTE: PROCEDURE UNIVARIATE used (Total process time):
real time 2.49 seconds
cpu time 1.12 seconds

Re: Creating categoriccal variable from continuous one

Astounding — Tue, 12 Mar 2019 00:05:34 GMT

5-9 does not mean 5 through 9. It means 5 minus 9. Here is a way to check a range of values:

if (5 <= ervisits <= 9) then visitcat = 1;

Re: Creating categoriccal variable from continuous one

andreas_lds — Tue, 12 Mar 2019 07:38:58 GMT

Using formats instead of if-statements is recommended.

Here is an example for visitCat:

proc format;
   value visitCategory
      0 - 4 = '0'
      5 - 9 = '1'
      10 - 14 = '2'
      15 - 19 = '3'
      20-HIGH = '4'
   ;
run;

data fmttest;
   do i = 1 to 20;
      ervisits = rand('integer', 0, 30);
      visitCat = put(ervisits, visitCategory.);
      output;
   end;

   drop i;
run;

I changed the type of visitCat to char. In your data step, replace

IF ervisits EQ 0-4 THEN visitsCAT = 0;
IF ervisits EQ 5-9 THEN visitsCAT = 1;
IF ervisits EQ 10-14 THEN visitsCAT = 2;
IF ervisits EQ 15-19 THEN visitsCAT = 3;
IF ervisits GE 20 THEN visitsCAT = 4;

with

visitCat = put(ervisits, visitCategory.);

Re: Creating categoriccal variable from continuous one

ballardw — Tue, 12 Mar 2019 16:01:41 GMT

And for many purposes you don't even need to add the variable. Most of the SAS analysis procedures will honor the groups created by a format. Example:

proc freq data=fmttest;
   tables ervisits;
   format ervisits visitcategory.;
run;

or graphing procedures

proc sgplot data=fmttest;
   vbar ervisits / stat=freq;
   format ervisits visitcategory.;
run;

topic Re: Creating categoriccal variable from continuous one in SAS Programming

Creating categoriccal variable from continuous one

Re: Creating categoriccal variable from continuous one

Re: Creating categoriccal variable from continuous one

Re: Creating categoriccal variable from continuous one