mirror of
				https://github.com/KevinMidboe/linguist.git
				synced 2025-10-29 17:50:22 +00:00 
			
		
		
		
	
		
			
				
	
	
		
			276 lines
		
	
	
		
			11 KiB
		
	
	
	
		
			SAS
		
	
	
	
	
	
			
		
		
	
	
			276 lines
		
	
	
		
			11 KiB
		
	
	
	
		
			SAS
		
	
	
	
	
	
%macro check_dataset(dset =, obs_lim = max, eldest_age = 89) ;
 | 
						|
  %local i ;
 | 
						|
  %local inset_name ;
 | 
						|
  %let inset_name = &dset ;
 | 
						|
 | 
						|
  %if %lowcase(&obs_lim) = max %then %do ;
 | 
						|
    %** Nothing ;
 | 
						|
  %end ;
 | 
						|
  %else %do ;
 | 
						|
    proc surveyselect
 | 
						|
      data      = &inset_name
 | 
						|
      out       = __sub_dset
 | 
						|
      method    = srs
 | 
						|
      sampsize  = &obs_lim SELECTALL
 | 
						|
      seed      = 1234567
 | 
						|
      noprint
 | 
						|
    ;
 | 
						|
    run;
 | 
						|
    %let dset = __sub_dset ;
 | 
						|
  %end ;
 | 
						|
 | 
						|
  %macro check_varname(regx, msg) ;
 | 
						|
    create table possible_bad_vars as
 | 
						|
    select name, label
 | 
						|
    from these_vars
 | 
						|
    where prxmatch(compress("/(®x)/i"), name)
 | 
						|
    ;
 | 
						|
 | 
						|
    %if &sqlobs > 0 %then %do ;
 | 
						|
      insert into phi_warnings(dset, variable, label, warning)
 | 
						|
      select "&inset_name" as dset, name, label, "&msg"
 | 
						|
      from possible_bad_vars
 | 
						|
      ;
 | 
						|
    %end ;
 | 
						|
 | 
						|
  %mend check_varname ;
 | 
						|
 | 
						|
  %macro check_vars_for_mrn(length_limit = 6, obs_lim = max) ;
 | 
						|
    %local char ;
 | 
						|
    %let char = 2 ;
 | 
						|
    proc sql noprint ;
 | 
						|
      select name
 | 
						|
      into :mrn_array separated by ' '
 | 
						|
      from these_vars
 | 
						|
      where type = &char and length ge &length_limit
 | 
						|
      ;
 | 
						|
    quit ;
 | 
						|
    %if &sqlobs > 0 %then %do ;
 | 
						|
      %put Checking these vars for possible MRN contents: &mrn_array ;
 | 
						|
      data __gnu ;
 | 
						|
        retain
 | 
						|
          mrn_regex_handle
 | 
						|
          badcount
 | 
						|
        ;
 | 
						|
        set &inset_name (obs = &obs_lim keep = &mrn_array) ;
 | 
						|
        if _n_ = 1 then do ;
 | 
						|
          mrn_regex_handle = prxparse("/&mrn_regex/") ;
 | 
						|
          badcount = 0 ;
 | 
						|
        end ;
 | 
						|
        array p &mrn_array ;
 | 
						|
        do i = 1 to dim(p) ;
 | 
						|
          if prxmatch(mrn_regex_handle, p{i}) then do ;
 | 
						|
            badvar = vname(p{i}) ;
 | 
						|
            badvalue = p{i} ;
 | 
						|
            badcount = _n_ ;
 | 
						|
            output ;
 | 
						|
          end ;
 | 
						|
          keep badvar badvalue badcount ;
 | 
						|
        end ;
 | 
						|
      run ;
 | 
						|
      proc sql noprint ;
 | 
						|
        select compress(put(max(badcount), best.))
 | 
						|
        into :badcount
 | 
						|
        from __gnu
 | 
						|
        ;
 | 
						|
        insert into phi_warnings(dset, variable, warning)
 | 
						|
        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."
 | 
						|
        from __gnu ;
 | 
						|
        drop table __gnu ;
 | 
						|
      quit ;
 | 
						|
    %end ;
 | 
						|
  %mend check_vars_for_mrn ;
 | 
						|
 | 
						|
  %macro check_vars_for_oldsters(eldest_age = 89, obs_lim = max) ;
 | 
						|
    %local dtfmts ;
 | 
						|
    %let dtfmts = 'B8601DA','B8601DN','B8601DT','B8601DZ','B8601LZ','B8601TM','B8601TZ','DATE','DATEAMPM','DATETIME','DAY','DDMMYY',
 | 
						|
                  'DDMMYYB','DDMMYYC','DDMMYYD','DDMMYYN','DDMMYYP','DDMMYYS','DOWNAME','DTDATE','DTMONYY','DTWKDATX','DTYEAR',
 | 
						|
                  'DTYYQC','E8601DA','E8601DN','E8601DT','E8601DZ','E8601LZ','E8601TM','E8601TZ','HHMM','HOUR','JULDAY','JULIAN',
 | 
						|
                  'MMDDYY','MMDDYYB','MMDDYYC','MMDDYYD','MMDDYYN','MMDDYYP','MMDDYYS','MMSS','MMYY','MMYY','MONNAME','MONTH','MONYY',
 | 
						|
                  'PDJULG','PDJULI','QTR','QTRR','WEEKDATE','WEEKDATX','WEEKDAY','WEEKU','WEEKV','WEEKW','WORDDATE','WORDDATX',
 | 
						|
                  'YEAR','YYMM','YYMMC','YYMMD','YYMMN','YYMMP','YYMMS','YYMMDD','YYMMDDB','YYMMDDC','YYMMDDD','YYMMDDN','YYMMDDP',
 | 
						|
                  'YYMMDDS','YYMON','YYQ','YYQC','YYQD','YYQN','YYQP','YYQS','YYQR','YYQRC','YYQRD','YYQRN','YYQRP','YYQRS' ;
 | 
						|
 | 
						|
    %local num ;
 | 
						|
    %let num = 1 ;
 | 
						|
 | 
						|
    proc sql noprint ;
 | 
						|
      select name
 | 
						|
      into :dat_array separated by ' '
 | 
						|
      from these_vars
 | 
						|
      where type = &num and (format in (&dtfmts) or lowcase(name) like '%date%')
 | 
						|
      ;
 | 
						|
      /* added by cb to shorten the process of looking at all dates */
 | 
						|
      %if &sqlobs > 0 %then %do ;
 | 
						|
        %put Checking these vars for possible DOB contents: &dat_array ;
 | 
						|
        select 'min(' || trim(name) || ') as ' || name into :var_list separated by ','
 | 
						|
        from these_vars
 | 
						|
        where type = &num and (format in (&dtfmts) or lowcase(name) like '%date%')
 | 
						|
        ;
 | 
						|
        create table __gnu as
 | 
						|
        select &var_list from &inset_name
 | 
						|
        ;
 | 
						|
      /* end cb additions */
 | 
						|
    quit ;
 | 
						|
      data __gnu ;
 | 
						|
        set __gnu (obs = &obs_lim keep = &dat_array) ;
 | 
						|
        array d &dat_array ;
 | 
						|
        do i = 1 to dim(d) ;
 | 
						|
          if n(d{i}) then maybe_age = %calcage(bdtvar = d{i}, refdate = "&sysdate9."d) ;
 | 
						|
          if maybe_age ge &eldest_age then do ;
 | 
						|
            badvar = vname(d{i}) ;
 | 
						|
            badvalue = d{i} ;
 | 
						|
            output ;
 | 
						|
          end ;
 | 
						|
          keep badvar badvalue maybe_age ;
 | 
						|
        end ;
 | 
						|
      run ;
 | 
						|
      proc sql outobs = 30 nowarn ;
 | 
						|
        insert into phi_warnings(dset, variable, warning)
 | 
						|
        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..  " ||
 | 
						|
        "If this date applies to a person, the record is probably PHI."
 | 
						|
        from __gnu ;
 | 
						|
        drop table __gnu ;
 | 
						|
      quit ;
 | 
						|
    %end ;
 | 
						|
    %else %do ;
 | 
						|
      %put No obvious date variables found in &inset_name.--skipping age checks. ;
 | 
						|
    %end ;
 | 
						|
  %mend check_vars_for_oldsters ;
 | 
						|
 | 
						|
  proc contents noprint data = &inset_name out = these_vars ;
 | 
						|
  run ;
 | 
						|
 | 
						|
  proc sql noprint ;
 | 
						|
    create table phi_warnings (dset char(50), variable char(256), label char(256), warning char(200)) ;
 | 
						|
 | 
						|
    %check_varname(regx = mrn|hrn                                               , msg = %str(Name suggests this var may be an MRN, which should never move across sites.)) ;
 | 
						|
    %check_varname(regx = birth_date|BirthDate|DOB|BDate                        , msg = %str(Name suggests this var may be a date of birth.)) ;
 | 
						|
    %check_varname(regx = SSN|SocialSecurityNumber|social_security_number|socsec, msg = %str(Name suggests this var may be a social security number.)) ;
 | 
						|
 | 
						|
    %if %symexist(locally_forbidden_varnames) %then %do ;
 | 
						|
      %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.)) ;
 | 
						|
    %end ;
 | 
						|
 | 
						|
  quit ;
 | 
						|
 | 
						|
  %check_vars_for_mrn(obs_lim = &obs_lim) ;
 | 
						|
  %check_vars_for_oldsters(obs_lim = &obs_lim, eldest_age = &eldest_age) ;
 | 
						|
 | 
						|
  title3 "WARNINGS for dataset &inset_name:" ;
 | 
						|
 | 
						|
  proc sql noprint ;
 | 
						|
    select count(*) as num_warns into :num_warns from phi_warnings ;
 | 
						|
 | 
						|
    %if &num_warns = 0 %then %do ;
 | 
						|
      reset print outobs = 5 NOWARN ;
 | 
						|
      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"
 | 
						|
      from &inset_name
 | 
						|
      ;
 | 
						|
      %do i = 1 %to 5 ;
 | 
						|
        %put No obvious phi-like data elements in &inset_name.  BUT PLEASE INSPECT THE CONTENTS AND PRINTs CAREFULLY TO MAKE SURE OF THIS! ;
 | 
						|
      %end ;
 | 
						|
    %end ;
 | 
						|
    %else %do ;
 | 
						|
      reset print ;
 | 
						|
      select variable, warning from phi_warnings
 | 
						|
      order by variable, warning
 | 
						|
      ;
 | 
						|
      quit ;
 | 
						|
    %end ;
 | 
						|
    title3 "Dataset &inset_name" ;
 | 
						|
    proc contents data = &inset_name varnum ;
 | 
						|
    run ;
 | 
						|
  /*
 | 
						|
    proc print data = &inset_name (obs = 20) ;
 | 
						|
    run ;
 | 
						|
  */
 | 
						|
    ** TODO: make the print print out recs that trip the value warnings. ;
 | 
						|
    proc sql number ;
 | 
						|
      select *
 | 
						|
      from &inset_name (obs = 20)
 | 
						|
      ;
 | 
						|
    quit ;
 | 
						|
 | 
						|
  quit ;
 | 
						|
 | 
						|
  %RemoveDset(dset = __sub_dset) ;
 | 
						|
  %RemoveDset(dset = possible_bad_vars) ;
 | 
						|
  %RemoveDset(dset = phi_warnings) ;
 | 
						|
  %RemoveDset(dset = these_vars) ;
 | 
						|
 | 
						|
%mend check_dataset ;
 | 
						|
 | 
						|
%macro detect_phi(transfer_lib, obs_lim = max, eldest_age = 89) ;
 | 
						|
 | 
						|
  %put ;
 | 
						|
  %put ;
 | 
						|
  %put ============================================================== ;
 | 
						|
  %put ;
 | 
						|
  %put Macro detect_phi: ;
 | 
						|
  %put ;
 | 
						|
  %put Checking all datasets found in %sysfunc(pathname(&transfer_lib)) for the following signs of PHI: ;
 | 
						|
  %put   - Variable names signifying sensitive items like 'MRN', 'birth_date', 'SSN' and so forth. ;
 | 
						|
  %if %symexist(locally_forbidden_varnames) %then %do ;
 | 
						|
    %put   - Variable names on the list defined in the standard macro variable locally_forbidden_varnames (here those names are: &locally_forbidden_varnames). ;
 | 
						|
  %end ;
 | 
						|
  %put   - Contents of CHARACTER variables that match the pattern given in the standard macro variable mrn_regex (here that var is &mrn_regex) ;
 | 
						|
  %put     Please note that numeric variables ARE NOT CHECKED FOR MRN-LIKE CONTENT. ;
 | 
						|
  %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. ;
 | 
						|
  %put ;
 | 
						|
  %put THIS IS BETA SOFTWARE-PLEASE SCRUTINIZE THE RESULTS AND REPORT PROBLEMS TO pardee.r@ghc.org. ;
 | 
						|
  %put ;
 | 
						|
  %put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
 | 
						|
  %put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
 | 
						|
  %put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
 | 
						|
  %put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
 | 
						|
  %put ;
 | 
						|
  %put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
 | 
						|
  %put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
 | 
						|
  %put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
 | 
						|
  %put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
 | 
						|
  %put ;
 | 
						|
  %put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
 | 
						|
  %put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
 | 
						|
  %put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
 | 
						|
  %put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
 | 
						|
  %put ;
 | 
						|
  %put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
 | 
						|
  %put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
 | 
						|
  %put THIS MACRO IS NOT A SUBSTITUTE FOR HUMAN INSPECTION AND THOUGHT--PLEASE CAREFULLY INSPECT ALL VARIABLES--WHETHER ;
 | 
						|
  %put OR NOT THEY TRIP A WARNING--TO MAKE SURE THE DATA COMPORTS WITH YOUR DATA SHARING AGREEMENT!!! ;
 | 
						|
  %put ;
 | 
						|
  %put ;
 | 
						|
  %put ============================================================== ;
 | 
						|
  %put ;
 | 
						|
  %put ;
 | 
						|
 | 
						|
  title1 "PHI-Detection Report for the datasets in %sysfunc(pathname(&transfer_lib))." ;
 | 
						|
  title2 "please inspect all output carefully to make sure it comports with your data sharing agreement!!!" ;
 | 
						|
 | 
						|
  proc sql noprint ;
 | 
						|
    ** describe table dictionary.tables ;
 | 
						|
 | 
						|
    select trim(libname) || '.' || memname as dset
 | 
						|
    into   :d1-:d999
 | 
						|
    from dictionary.tables
 | 
						|
    where libname = "%upcase(&transfer_lib)" AND
 | 
						|
          memtype = 'DATA'
 | 
						|
    ;
 | 
						|
    %local num_dsets ;
 | 
						|
    %let num_dsets = &sqlobs ;
 | 
						|
  quit ;
 | 
						|
 | 
						|
  %local i ;
 | 
						|
 | 
						|
  %if &num_dsets = 0 %then %do i = 1 %to 10 ;
 | 
						|
    %put ERROR: NO DATASETS FOUND IN &transfer_lib!!!! ;
 | 
						|
  %end ;
 | 
						|
 | 
						|
  %do i = 1 %to &num_dsets ;
 | 
						|
    %put about to check &&d&i ;
 | 
						|
    %check_dataset(dset = &&d&i, obs_lim = &obs_lim, eldest_age = &eldest_age) ;
 | 
						|
  %end ;
 | 
						|
 | 
						|
%mend detect_phi ;
 |