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Data ReCAHRGE.sas
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/* Open up our lab library for ReCHARGE */
libname recharge '/home/u63604083/ReCHARGE/';
/* upload data */
FILENAME REFFILE '/home/u63604083/ReCHARGE/combined_df_children_parents.xlsx';
PROC IMPORT DATAFILE=REFFILE
DBMS=XLSX
replace
OUT = recharge.Jules_data;
GETNAMES=YES;
RUN;
PROC CONTENTS DATA=recharge.Jules_data; RUN;
data labeled_data;
set recharge.Jules_data;
/* Adding labels to variables */
label
AgeMomYrs = "Maternal Age (Years)"
AgeDadYrs = "Paternal Age (Years)"
YOB = "Child Year of Birth"
correctsex = "Child's Sex"
MomRace_4cat = "Maternal Race"
DadRace_4cat = "Paternal Race"
MomEdu_4cat = "Maternal Education"
DadEdu_4cat = "Paternal Education"
PaymentDelivery = "Insurance"
OwnHome = "Home Ownership"
dx2 = "Diagnosis";
run;
/* load data for CHDS*/
FILENAME REFFILE '/home/u63604083/ReCHARGE/CHDS_F1_and_F2.xlsx';
PROC IMPORT DATAFILE=REFFILE
DBMS=XLSX
replace
OUT=recharge.chds;
GETNAMES=YES;
RUN;
PROC CONTENTS DATA=recharge.chds; RUN;
data chds_labeled_data;
set recharge.chds;
/* Adding labels to variables */
label
F1MOMAGE = "Maternal Age (Years)"
F1FATHERAGE = "Paternal Age (Years)"
F2BirthYear = "Child Year of Birth"
F2SEX = "Child's Sex"
mom_race_new = "Maternal Race"
dad_race_new = "Paternal Race"
Mom_edu_new = "Maternal Education"
Dad_edu_new = "Paternal Education"
Prenatalinsurance = "Insurance"
F2Aut = "Diagnosis";
run;
%macro descriptive_stats(data, group_var, continuous_vars, categorical_vars, out_file);
ods listing close;
ods excel file=Descriptive_stats options(sheet_interval="none");
%put Generating descriptive statistics and p-values;
%let i = 1;
/* Continuous variables */
%do %while (%scan(&continuous_vars, &i) ne );
%let var = %scan(&continuous_vars, &i);
/* Summary statistics */
proc means data=&data mean std median min max;
var &var;
class &group_var;
ods output Summary=summary_&var;
run;
/* T-test */
proc ttest data=&data;
class &group_var;
var &var;
ods output TTests=ttest_&var;
run;
/* Export to Excel */
ods excel options(sheet_name="&var (Cont)" sheet_interval="none");
proc print data=summary_&var noobs label;
title "Summary Statistics for &var";
run;
proc print data=ttest_&var noobs label;
title "T-Test for &var";
run;
%let i = %eval(&i + 1);
%end;
%let i = 1;
/* Categorical variables */
%do %while (%scan(&categorical_vars, &i) ne );
%let var = %scan(&categorical_vars, &i);
/* Frequency table */
proc freq data=&data;
tables &var * &group_var / chisq;
ods output CrossTabFreqs=freq_&var ChiSq=chisq_&var;
run;
/* Export to Excel */
ods excel options(sheet_name="&var (Cat)" sheet_interval="none");
proc print data=freq_&var noobs label;
title "Frequency Table for &var";
run;
proc print data=chisq_&var noobs label;
title "Chi-Square Test for &var";
run;
%let i = %eval(&i + 1);
%end;
ods excel close;
ods listing;
%mend descriptive_stats;
%let continuous_vars = AgeMomYrs AgeDadYrs YOB;
%let categorical_vars = correctsex MomRace_4cat DadRace_4cat MomEdu_4cat
DadEdu_4cat PaymentDelivery OwnHome;
%descriptive_stats(
data=labeled_data,
group_var=dx2,
continuous_vars=&continuous_vars,
categorical_vars=&categorical_vars,
out_file="Descriptive_Stats.xlsx"
);
%macro descriptive_stats(data, group_var, continuous_vars, categorical_vars, out_file);
%let cont_file = %sysfunc(tranwrd(&out_file, .csv, _cont.csv));
%let cat_file = %sysfunc(tranwrd(&out_file, .csv, _cat.csv));
/* Initialize empty datasets for results */
data continuous_results categorical_results;
length Variable $50 Statistic $50 Value $50;
stop;
run;
/* Continuous variables */
%let i = 1;
%do %while (%scan(&continuous_vars, &i) ne );
%let var = %scan(&continuous_vars, &i);
proc means data=&data mean std median min max;
class &group_var;
var &var;
ods output Summary=summary_&var;
run;
data summary_&var;
set summary_&var;
length Variable $50 Statistic $50 Value $50;
Variable = "&var";
run;
proc append base=continuous_results data=summary_&var force; run;
%let i = %eval(&i + 1);
%end;
/* Categorical variables */
%let i = 1;
%do %while (%scan(&categorical_vars, &i) ne );
%let var = %scan(&categorical_vars, &i);
proc freq data=&data;
tables &var * &group_var / chisq;
ods output CrossTabFreqs=freq_&var ChiSq=chisq_&var;
run;
data freq_&var;
set freq_&var;
length Variable $50 Statistic $50 Value $50;
Variable = "&var";
run;
proc append base=categorical_results data=freq_&var force; run;
%let i = %eval(&i + 1);
%end;
/* Export Continuous Results to CSV */
proc export data=continuous_results
outfile="&cont_file"
dbms=csv
replace;
run;
/* Export Categorical Results to CSV */
proc export data=categorical_results
outfile="&cat_file"
dbms=csv
replace;
run;
%put NOTE: Continuous results saved to &cont_file;
%put NOTE: Categorical results saved to &cat_file;
%mend descriptive_stats;
%let continuous_vars = AgeMomYrs AgeDadYrs YOB;
%let categorical_vars = correctsex MomRace_4cat DadRace_4cat MomEdu_4cat DadEdu_4cat PaymentDelivery OwnHome;
%descriptive_stats(
data=labeled_data,
group_var=dx2,
continuous_vars=&continuous_vars,
categorical_vars=&categorical_vars,
out_file="/home/u63604083/ReCHARGE/Descriptive_Stats.csv"
);
%macro descriptive_stats(data, group_var, continuous_vars, categorical_vars, out_base);
%let excel_file = &out_base..xlsx;
%let cont_csv_file = &out_base._cont.csv;
%let cat_csv_file = &out_base._cat.csv;
/* Initialize empty datasets for results */
data continuous_results categorical_results;
length Variable $50 Statistic $50 Value $50;
stop;
run;
/* Continuous Variables */
%let i = 1;
%do %while (%scan(&continuous_vars, &i) ne );
%let var = %scan(&continuous_vars, &i);
proc means data=&data mean std median min max;
class &group_var;
var &var;
ods output Summary=summary_&var;
run;
data summary_&var;
set summary_&var;
length Variable $50 Statistic $50 Value $50;
Variable = "&var";
run;
proc append base=continuous_results data=summary_&var force; run;
%let i = %eval(&i + 1);
%end;
/* Categorical Variables */
%let i = 1;
%do %while (%scan(&categorical_vars, &i) ne );
%let var = %scan(&categorical_vars, &i);
proc freq data=&data;
tables &var * &group_var / chisq;
ods output CrossTabFreqs=freq_&var;
run;
data freq_&var;
set freq_&var;
length Variable $50 Statistic $50 Value $50;
Variable = "&var";
run;
proc append base=categorical_results data=freq_&var force; run;
%let i = %eval(&i + 1);
%end;
/* Save to Excel */
ods excel file="&excel_file" options(sheet_interval="none");
/* Continuous Results to Excel */
proc print data=continuous_results noobs;
title "Continuous Variables Summary";
run;
/* Categorical Results to Excel */
proc print data=categorical_results noobs;
title "Categorical Variables Summary";
run;
ods excel close;
/* Save Continuous Results to CSV */
proc export data=continuous_results
outfile="&cont_csv_file"
dbms=csv
replace;
run;
/* Save Categorical Results to CSV */
proc export data=categorical_results
outfile="&cat_csv_file"
dbms=csv
replace;
run;
%put NOTE: Excel file saved to &excel_file;
%put NOTE: Continuous results saved to &cont_csv_file;
%put NOTE: Categorical results saved to &cat_csv_file;
%mend descriptive_stats;
%let continuous_vars = AgeMomYrs AgeDadYrs YOB;
%let categorical_vars = correctsex MomRace_4cat DadRace_4cat MomEdu_4cat DadEdu_4cat PaymentDelivery OwnHome;
%descriptive_stats(
data=labeled_data,
group_var=dx2,
continuous_vars=&continuous_vars,
categorical_vars=&categorical_vars,
out_base=/home/u63604083/ReCHARGE/Descriptive_Stats
);
ODS RTF file="/home/u63604083/ReCHARGE/Descriptive_Stats.rtf"
%macro descriptive_stats(data, group_var, continuous_vars, categorical_vars, out_file);
ods listing close;
ods excel file="&out_file" options(sheet_interval="none");
%put Generating descriptive statistics and p-values;
%let i = 1;
/* Continuous variables */
%do %while (%scan(&continuous_vars, &i) ne );
%let var = %scan(&continuous_vars, &i);
/* Summary statistics */
proc means data=&data mean std median min max;
var &var;
class &group_var;
ods output Summary=summary_&var;
run;
/* T-test */
proc ttest data=&data;
class &group_var;
var &var;
ods output TTests=ttest_&var;
run;
/* Export to Excel */
ods excel options(sheet_name="&var (Cont)" sheet_interval="none");
proc print data=summary_&var noobs label;
title "Summary Statistics for &var";
run;
proc print data=ttest_&var noobs label;
title "T-Test for &var";
run;
%let i = %eval(&i + 1);
%end;
%let i = 1;
/* Categorical variables */
%do %while (%scan(&categorical_vars, &i) ne );
%let var = %scan(&categorical_vars, &i);
/* Frequency table */
proc freq data=&data;
tables &var * &group_var / chisq;
ods output CrossTabFreqs=freq_&var ChiSq=chisq_&var;
run;
/* Export to Excel */
ods excel options(sheet_name="&var (Cat)" sheet_interval="none");
proc print data=freq_&var noobs label;
title "Frequency Table for &var";
run;
proc print data=chisq_&var noobs label;
title "Chi-Square Test for &var";
run;
%let i = %eval(&i + 1);
%end;
ods excel close;
ods listing;
%mend descriptive_stats;
%let continuous_vars = AgeMomYrs AgeDadYrs YOB;
%let categorical_vars = correctsex MomRace_4cat DadRace_4cat MomEdu_4cat DadEdu_4cat PaymentDelivery OwnHome;
%descriptive_stats(
data=labeled_data,
group_var=dx2,
continuous_vars=&continuous_vars,
categorical_vars=&categorical_vars,
out_file="/home/u63604083/ReCHARGE/Descriptive_Stats.xlsx"
);
ODS RTF close