mirror of
https://github.com/KevinMidboe/linguist.git
synced 2025-10-29 09:40:21 +00:00
276 lines
11 KiB
SAS
276 lines
11 KiB
SAS
%macro check_dataset(dset =, obs_lim = max, eldest_age = 89) ;
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%local i ;
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%local inset_name ;
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%let inset_name = &dset ;
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%if %lowcase(&obs_lim) = max %then %do ;
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%** Nothing ;
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%end ;
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%else %do ;
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proc surveyselect
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data = &inset_name
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out = __sub_dset
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method = srs
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sampsize = &obs_lim SELECTALL
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seed = 1234567
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noprint
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;
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run;
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%let dset = __sub_dset ;
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%end ;
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%macro check_varname(regx, msg) ;
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create table possible_bad_vars as
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select name, label
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from these_vars
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where prxmatch(compress("/(®x)/i"), name)
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;
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%if &sqlobs > 0 %then %do ;
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insert into phi_warnings(dset, variable, label, warning)
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select "&inset_name" as dset, name, label, "&msg"
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from possible_bad_vars
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;
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%end ;
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%mend check_varname ;
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%macro check_vars_for_mrn(length_limit = 6, obs_lim = max) ;
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%local char ;
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%let char = 2 ;
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proc sql noprint ;
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select name
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into :mrn_array separated by ' '
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from these_vars
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where type = &char and length ge &length_limit
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;
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quit ;
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%if &sqlobs > 0 %then %do ;
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%put Checking these vars for possible MRN contents: &mrn_array ;
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data __gnu ;
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retain
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mrn_regex_handle
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badcount
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;
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set &inset_name (obs = &obs_lim keep = &mrn_array) ;
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if _n_ = 1 then do ;
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mrn_regex_handle = prxparse("/&mrn_regex/") ;
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badcount = 0 ;
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end ;
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array p &mrn_array ;
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do i = 1 to dim(p) ;
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if prxmatch(mrn_regex_handle, p{i}) then do ;
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badvar = vname(p{i}) ;
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badvalue = p{i} ;
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badcount = _n_ ;
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output ;
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end ;
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keep badvar badvalue badcount ;
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end ;
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run ;
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proc sql noprint ;
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select compress(put(max(badcount), best.))
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into :badcount
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from __gnu
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;
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insert into phi_warnings(dset, variable, warning)
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select distinct "&inset_name", badvar, "Could this var hold MRN values? Contents of %trim(&badcount) records match the pattern given for MRN values. MRNs should never move across sites."
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from __gnu ;
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drop table __gnu ;
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quit ;
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%end ;
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%mend check_vars_for_mrn ;
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%macro check_vars_for_oldsters(eldest_age = 89, obs_lim = max) ;
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%local dtfmts ;
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%let dtfmts = 'B8601DA','B8601DN','B8601DT','B8601DZ','B8601LZ','B8601TM','B8601TZ','DATE','DATEAMPM','DATETIME','DAY','DDMMYY',
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'DDMMYYB','DDMMYYC','DDMMYYD','DDMMYYN','DDMMYYP','DDMMYYS','DOWNAME','DTDATE','DTMONYY','DTWKDATX','DTYEAR',
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'DTYYQC','E8601DA','E8601DN','E8601DT','E8601DZ','E8601LZ','E8601TM','E8601TZ','HHMM','HOUR','JULDAY','JULIAN',
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'MMDDYY','MMDDYYB','MMDDYYC','MMDDYYD','MMDDYYN','MMDDYYP','MMDDYYS','MMSS','MMYY','MMYY','MONNAME','MONTH','MONYY',
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'PDJULG','PDJULI','QTR','QTRR','WEEKDATE','WEEKDATX','WEEKDAY','WEEKU','WEEKV','WEEKW','WORDDATE','WORDDATX',
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'YEAR','YYMM','YYMMC','YYMMD','YYMMN','YYMMP','YYMMS','YYMMDD','YYMMDDB','YYMMDDC','YYMMDDD','YYMMDDN','YYMMDDP',
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'YYMMDDS','YYMON','YYQ','YYQC','YYQD','YYQN','YYQP','YYQS','YYQR','YYQRC','YYQRD','YYQRN','YYQRP','YYQRS' ;
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%local num ;
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%let num = 1 ;
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proc sql noprint ;
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select name
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into :dat_array separated by ' '
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from these_vars
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where type = &num and (format in (&dtfmts) or lowcase(name) like '%date%')
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;
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/* added by cb to shorten the process of looking at all dates */
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%if &sqlobs > 0 %then %do ;
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%put Checking these vars for possible DOB contents: &dat_array ;
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select 'min(' || trim(name) || ') as ' || name into :var_list separated by ','
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from these_vars
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where type = &num and (format in (&dtfmts) or lowcase(name) like '%date%')
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;
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create table __gnu as
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select &var_list from &inset_name
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;
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/* end cb additions */
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quit ;
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data __gnu ;
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set __gnu (obs = &obs_lim keep = &dat_array) ;
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array d &dat_array ;
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do i = 1 to dim(d) ;
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if n(d{i}) then maybe_age = %calcage(bdtvar = d{i}, refdate = "&sysdate9."d) ;
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if maybe_age ge &eldest_age then do ;
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badvar = vname(d{i}) ;
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badvalue = d{i} ;
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output ;
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end ;
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keep badvar badvalue maybe_age ;
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end ;
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run ;
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proc sql outobs = 30 nowarn ;
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insert into phi_warnings(dset, variable, warning)
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select distinct "&inset_name", badvar, "If this is a date, at least one value is " || compress(put(maybe_age, best.)) || " years ago, which is older than &eldest_age.. " ||
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"If this date applies to a person, the record is probably PHI."
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from __gnu ;
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drop table __gnu ;
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quit ;
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%end ;
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%else %do ;
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%put No obvious date variables found in &inset_name.--skipping age checks. ;
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%end ;
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%mend check_vars_for_oldsters ;
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proc contents noprint data = &inset_name out = these_vars ;
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run ;
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proc sql noprint ;
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create table phi_warnings (dset char(50), variable char(256), label char(256), warning char(200)) ;
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%check_varname(regx = mrn|hrn , msg = %str(Name suggests this var may be an MRN, which should never move across sites.)) ;
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%check_varname(regx = birth_date|BirthDate|DOB|BDate , msg = %str(Name suggests this var may be a date of birth.)) ;
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%check_varname(regx = SSN|SocialSecurityNumber|social_security_number|socsec, msg = %str(Name suggests this var may be a social security number.)) ;
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%if %symexist(locally_forbidden_varnames) %then %do ;
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%check_varname(regx = &locally_forbidden_varnames, msg = %str(May be on the locally defined list of variables not allowed to be sent to other sites.)) ;
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%end ;
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quit ;
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%check_vars_for_mrn(obs_lim = &obs_lim) ;
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%check_vars_for_oldsters(obs_lim = &obs_lim, eldest_age = &eldest_age) ;
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title3 "WARNINGS for dataset &inset_name:" ;
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proc sql noprint ;
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select count(*) as num_warns into :num_warns from phi_warnings ;
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%if &num_warns = 0 %then %do ;
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reset print outobs = 5 NOWARN ;
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select "No obvious PHI-like data elements in &inset_name--BUT PLEASE INSPECT THE CONTENTS AND PRINTs TO FOLLOW" as x label = "No warnings for &inset_name"
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from &inset_name
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;
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%do i = 1 %to 5 ;
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%put No obvious phi-like data elements in &inset_name. BUT PLEASE INSPECT THE CONTENTS AND PRINTs CAREFULLY TO MAKE SURE OF THIS! ;
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%end ;
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%end ;
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%else %do ;
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reset print ;
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select variable, warning from phi_warnings
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order by variable, warning
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;
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quit ;
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%end ;
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title3 "Dataset &inset_name" ;
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proc contents data = &inset_name varnum ;
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run ;
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/*
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proc print data = &inset_name (obs = 20) ;
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run ;
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*/
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** TODO: make the print print out recs that trip the value warnings. ;
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proc sql number ;
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select *
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from &inset_name (obs = 20)
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;
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quit ;
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quit ;
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%RemoveDset(dset = __sub_dset) ;
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%RemoveDset(dset = possible_bad_vars) ;
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%RemoveDset(dset = phi_warnings) ;
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%RemoveDset(dset = these_vars) ;
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%mend check_dataset ;
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%macro detect_phi(transfer_lib, obs_lim = max, eldest_age = 89) ;
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%put ;
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%put ;
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%put ============================================================== ;
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%put ;
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%put Macro detect_phi: ;
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%put ;
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%put Checking all datasets found in %sysfunc(pathname(&transfer_lib)) for the following signs of PHI: ;
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%put - Variable names signifying sensitive items like 'MRN', 'birth_date', 'SSN' and so forth. ;
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%if %symexist(locally_forbidden_varnames) %then %do ;
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%put - Variable names on the list defined in the standard macro variable locally_forbidden_varnames (here those names are: &locally_forbidden_varnames). ;
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%end ;
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%put - Contents of CHARACTER variables that match the pattern given in the standard macro variable mrn_regex (here that var is &mrn_regex) ;
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%put Please note that numeric variables ARE NOT CHECKED FOR MRN-LIKE CONTENT. ;
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%put - The contents of date variables (as divined by their formats) for values that, if they were DOBs, would indicate a person older than &eldest_age years. ;
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%put ;
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%put THIS IS BETA SOFTWARE-PLEASE SCRUTINIZE THE RESULTS AND REPORT PROBLEMS TO pardee.r@ghc.org. ;
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%put ;
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%put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
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%put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
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%put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
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%put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
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%put ;
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%put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
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%put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
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%put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
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%put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
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%put ;
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%put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
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%put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
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%put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
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%put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
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%put ;
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%put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
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%put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
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%put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
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%put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
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%put ;
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%put ;
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%put ============================================================== ;
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%put ;
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%put ;
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title1 "PHI-Detection Report for the datasets in %sysfunc(pathname(&transfer_lib))." ;
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title2 "please inspect all output carefully to make sure it comports with your data sharing agreement!!!" ;
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proc sql noprint ;
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** describe table dictionary.tables ;
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select trim(libname) || '.' || memname as dset
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into :d1-:d999
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from dictionary.tables
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where libname = "%upcase(&transfer_lib)" AND
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memtype = 'DATA'
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;
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%local num_dsets ;
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%let num_dsets = &sqlobs ;
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quit ;
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%local i ;
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%if &num_dsets = 0 %then %do i = 1 %to 10 ;
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%put ERROR: NO DATASETS FOUND IN &transfer_lib!!!! ;
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%end ;
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%do i = 1 %to &num_dsets ;
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%put about to check &&d&i ;
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%check_dataset(dset = &&d&i, obs_lim = &obs_lim, eldest_age = &eldest_age) ;
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%end ;
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%mend detect_phi ;
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