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415 lines
12 KiB
Plaintext
415 lines
12 KiB
Plaintext
9 months ago
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program define irtpoly,eclass
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version 11.0
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syntax varlist(min=3 numeric) [if] [in] [,test Graph group(string) latent(string) REPlace Fixed(string) FIXEDVar(real -1) rsm rasch Last SASOUTput long Covariables(varlist) Covariablemean(varname) noCentered Project(string)]
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preserve
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capture mkdir "c:/data/irtpoly//`project'/"
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if !_rc {
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di in green "The directory c:/data/irtpoly//`project' has been created"
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}
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local dir="c:/data/irtpoly//`project'/"
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local savegroup=1
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if "`group'"=="" {
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tempname group
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local savegroup=0
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}
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local savelatent=1
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if "`latent'"=="" {
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tempname latent
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local savelatent=0
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}
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tempvar order
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gen `order'=_n
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tempfile pcmsasfile
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qui save `pcmsasfile'
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qui count `if' `in'
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local nbind=r(N)
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tokenize `varlist'
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local nbitems:word count `varlist'
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local max=0
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forvalues i=1/`nbitems' {
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qui su ``i''
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local max`i'=r(max)
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if `max`i''>`max' {
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local max=`max`i''
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}
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}
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tempname freq
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contract `varlist' `covariables' `covariablemean', freq(`freq')
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qui sort `varlist'
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qui outsheet `varlist' `covariables' `covariablemean' `freq' using "`dir'irtpoly_data.txt",replace
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drop _all
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if "`fixed'"!="" {
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capture confirm matrix `fixed'
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if _rc {
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di as error "The {hi:`fixed'} matrix does not exist"
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error 198
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}
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tempname matfix
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matrix `matfix'=`fixed''
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qui svmat `matfix'
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qui rename `matfix'1 estimate
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qui gen parameter=""
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order parameter estimate
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local l=1
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forvalues j=1/`nbitems' {
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forvalues m=1/`max`j'' {
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if "`rasch'"=="" {
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qui replace parameter="beta``j''_`m'" in `l'
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}
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else {
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qui replace parameter="beta``j''" in `l'
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}
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local ++l
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}
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}
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qui outsheet using "`dir'/irtpoly_fixedparameters.txt",replace
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}
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drop _all
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qui set obs 1000
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qui generate str txt="%include 'C:\ado\macros SAS\anaqolv48.sas';" in 1
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qui replace txt="%include 'C:\Documents and Settings\Jean-Benoit Hardouin\Mes documents\Boulot JB\Enseignement\ENSAI\2009-2010\macros\gammasymv1.sas';" in 2
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qui replace txt="PROC IMPORT OUT=WORK.data DATAFILE='`dir'irtpoly_data.txt' DBMS=TAB REPLACE;GETNAMES=YES;DATAROW=2; RUN;" in 3
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if "`fixed'"!="" {
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qui replace txt="PROC IMPORT OUT=WORK.fixed DATAFILE='`dir'irtpoly_fixedparameters.txt' DBMS=TAB REPLACE;GETNAMES=YES;DATAROW=2; RUN;" in 4
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}
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local txt="%anaqol(DATASET=data,ITEMS=`varlist',DETAILS=yes,WEIGHT=`freq',MODEL="
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if "`rsm'"==""&"`rasch'"=="" {
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local txt `txt'pcm
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}
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else if "`rasch'"!="" {
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local txt `txt'rasch, TEST=no
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}
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else {
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local txt `txt'rsm
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}
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if "`fixed'"!="" {
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local txt `txt',FIXED=fixed
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}
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if `fixedvar'>0 {
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local txt `txt',FIXEDVAR=`fixedvar'
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}
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if "`fixed'"!=""&"`fixedvar'"!="" {
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local centered nocentered
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}
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if "`centered'"!="" {
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local txt `txt',CENTERED=yes
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}
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if "`covariables'"!="" {
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local txt `txt',COVARIABLES=`covariables'
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}
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if "`covariablemean'"!="" {
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local txt `txt',COVARIABLEMEAN=`covariablemean'
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}
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local txt `txt');
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qui replace txt="`txt'" in 10
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qui replace txt="PROC EXPORT DATA= WORK.Out_parameters OUTFILE='`dir'irtpoly_parameters.txt' DBMS=TAB REPLACE;RUN;" in 11
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qui replace txt="PROC EXPORT DATA= WORK.Out_latent OUTFILE='`dir'irtpoly_latent.txt' DBMS=TAB REPLACE;RUN;" in 12
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qui replace txt="PROC EXPORT DATA= WORK.Out_rep OUTFILE='`dir'irtpoly_rep.txt' DBMS=TAB REPLACE;RUN;" in 13
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qui replace txt="PROC EXPORT DATA= WORK.Out_fit OUTFILE='`dir'irtpoly_fit.txt' DBMS=TAB REPLACE;RUN;" in 14
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qui outsheet txt using "`dir'irtpoly_pgmsas.txt", replace nonames noquote
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if "`last'"=="" {
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/*local date=c(current_date)
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local jour=substr("`date'",1,2)
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local mois=substr("`date'",4,3)
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local an=substr("`date'",8,4)
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if "`mois'"=="Jan" {local moisd 01}
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if "`mois'"=="Feb" {local moisd 02}
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if "`mois'"=="Mar" {local moisd 03}
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if "`mois'"=="Apr" {local moisd 04}
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if "`mois'"=="May" {local moisd 05}
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if "`mois'"=="Jun" {local moisd 06}
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if "`mois'"=="Jul" {local moisd 07}
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if "`mois'"=="Aug" {local moisd 08}
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if "`mois'"=="Sep" {local moisd 09}
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if "`mois'"=="Oct" {local moisd 10}
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if "`mois'"=="Nov" {local moisd 11}
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if "`mois'"=="Dec" {local moisd 12}
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di "`jour' `mois' `an' `moisd'"
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shell "date" "01/01/2009"
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*/
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if "`long'"!=""{
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local cmd winexec
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}
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else {
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local cmd shell
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}
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`cmd' "C:\Program Files\SAS\SAS 9.2\SASFoundation\9.2\sas.exe" "`dir'irtpoly_pgmsas.txt" -print "`dir'irtpoly_pgmsas.lst" -nolog
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*shell "cmd.exe" "date `jour'/`moid'/`an'"
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if "`long'"!="" {
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exit
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}
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}
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if "`sasoutput'"!="" {
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view "`dir'irtpoly_pgmsas.lst"
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}
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*set trace on
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*set trace on
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drop _all
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qui insheet using "`dir'irtpoly_fit.txt"
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qui su value if descr=="-2 Log Likelihood"
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local m2ll=r(mean)
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local ll=-`m2ll'/2
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qui su value if descr=="AIC (smaller is better)"
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local aic=r(mean)
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qui su value if descr=="BIC (smaller is better)"
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local bic=r(mean)
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drop _all
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qui insheet using "`dir'irtpoly_parameters.txt"
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tempname parameters separameters
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qui su estimate if parameter=="var"
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local variance=r(mean)
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qui su standarderror if parameter=="var"
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local sevariance=r(mean)
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*set trace on
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local nbcov:word count `covariables'
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forvalues i=1/`nbcov' {
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local cov`i':word `i' of `covariables'
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qui su estimate if parameter=="beta`cov`i''"
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local betacov`i'=r(mean)
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qui su standarderror if parameter=="beta`cov`i''"
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local secov`i'=r(mean)
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}
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*set trace off
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*su
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di in gr "Number of individuals: " in ye `nbind'
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di in gr "Number of items: " in ye `nbitems'
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di in gr "log-likelihood: " in ye %10.4f `ll'
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di in gr "AIC: " in ye %10.4f `aic'
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di in gr "BIC: " in ye %10.4f `bic'
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di
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di
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if "`rsm'"=="" {
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matrix `parameters'=J(`nbitems',`max',0)
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matrix `separameters'=J(`nbitems',`max',0)
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local l=1
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forvalues i=1/`nbitems' {
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forvalues j=1/`max`i'' {
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if "`fixed'"=="" {
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qui su estimate if parameter=="beta``i''_`j'"
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matrix `parameters'[`i',`j']=r(mean)
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qui su standarderror if parameter=="beta``i''_`j'"
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matrix `separameters'[`i',`j']=r(mean)
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}
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else {
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matrix `parameters'[`i',`j']=`fixed'[1,`l']
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}
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local ++l
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}
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}
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di in gr "{hline 52}"
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di in gr "Items" _col(18) "Modality" _col(30) "Estimate" _col(39) "Standard error"
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di in gr "{hline 52}"
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forvalues j=1/`nbitems' {
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di in gr "``j''" _c
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forvalues m=1/`max`i'' {
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di _col(25) in gr `m' _col(30) %8.4f in ye `parameters'[`j',`m'] _col(45) %8.4f in ye `separameters'[`j',`m']
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}
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}
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}
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else {
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matrix `parameters'=J(`=`nbitems'+`max'-1',1,0)
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matrix `separameters'=J(`=`nbitems'+`max'-1',1,0)
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local l=1
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if "`fixed'"=="" {
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forvalues i=1/`nbitems' {
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qui su estimate if parameter=="beta``i''"
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matrix `parameters'[`i',1]=r(mean)
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qui su standarderror if parameter=="beta``i''"
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matrix `separameters'[`i',1]=r(mean)
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local ++l
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}
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forvalues l=`=`nbitems'+1'/`=`nbitems'+`max'-1' {
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local m=`l'-`nbitems'+1
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qui su estimate if parameter=="t`m'"
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matrix `parameters'[`l',1]=r(mean)
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local tau`m'=r(mean)
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qui su standarderror if parameter=="t`m'"
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matrix `separameters'[`l',1]=r(mean)
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}
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}
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else {
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matrix `parameters'=`fixed'
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}
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di in gr "{hline 52}"
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di in gr "Items" _col(30) "Estimate" _col(39) "Standard error"
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di in gr "{hline 52}"
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forvalues j=1/`nbitems' {
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di in gr "``j''" _col(30) %8.4f in ye `parameters'[`j',1] _col(45) %8.4f in ye `separameters'[`j',1]
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}
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forvalues l=`=`nbitems'+1'/`=`nbitems'+`max'-1' {
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di in gr "tau`=`l'-`nbitems''" _col(30) %8.4f in ye `parameters'[`l',1] _col(45) %8.4f in ye `separameters'[`l',1]
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}
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}
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di in gr "{hline 52}"
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di in gr "Variance" _col(30) %8.4f in ye `variance' _col(45) %8.4f in ye `sevariance'
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di in gr "{hline 52}"
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forvalues i=1/`nbcov' {
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di in gr "`cov`i''" _col(30) %8.4f in ye `betacov`i'' _col(45) %8.4f in ye `secov`i''
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}
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if "`covariables'"!="" {
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di in gr "{hline 52}"
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}
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*matrix list `parameters'
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*fdsjklgvsjf
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*set trace on
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drop _all
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qui insheet using "`dir'irtpoly_rep.txt"
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qui sort anaqol_id
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qui sort `varlist' `covariables' `covariablemean'
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qui tempfile pcmsas
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qui rename theta `latent'
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qui rename stderrpred se`latent'
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qui save `pcmsas',replace
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qui use `pcmsasfile', clear
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qui sort `varlist'
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qui gen anaqol_id=_n
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qui sort anaqol_id
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qui sort `varlist' `covariables' `covariablemean'
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/***********************************************
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qui merge 1:1 anaqol_id using "`pcmsas'",nogen
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***********************************************/
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qui merge m:1 `varlist' `covariables' `covariablemean' using "`pcmsas'",nogen
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*tempvar group
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*set trace on
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forvalues i=1/`nbcov' {
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qui replace `latent'=`latent'+`betacov`i''*`cov`i''
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}
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*qui save `latent' using c:\latent.dta
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qui gengroup `latent', det replace continuous newvariable(`group')
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qui su `group'
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local nbgroup=r(max)
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forvalues g=1/`nbgroup' {
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qui count if `group'==`g'
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local group`g'=r(N)
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}
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forvalues i=1/`nbitems' {
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*set trace on
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tempname freq`i'
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qui tab `group' ``i'',matcell(`freq`i'') row nofreq m
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*matrix list `freq`i''
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forvalues g=1/`nbgroup' {
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qui count if `group'==`g'&``i''!=.
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local freq`g'_`i'=r(N)
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forvalues j=0/`max`i'' {
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matrix `freq`i''[`g',`=`j'+1']=`freq`i''[`g',`=`j'+1']/`freq`g'_`i''
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}
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}
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local D`i'=0
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forvalues j=0/`max`i'' {
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local D`i'_`j' exp(`j'*`latent'
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forvalues l=1/`j' {
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if "`rsm'"=="" {
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local D`i'_`j' `D`i'_`j''-`parameters'[`i',`l']
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}
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else {
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local D`i'_`j' `D`i'_`j''-`parameters'[`i',1]
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}
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}
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if "`rsm'"!="" {
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forvalues m=2/`j' {
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local D`i'_`j' `D`i'_`j''-`tau`m''
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}
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}
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local D`i'_`j' `D`i'_`j'')
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local D`i' `D`i''+`D`i'_`j''
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}
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}
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tempvar theta2
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qui gen `theta2'=0
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forvalues g=1/`nbgroup' {
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qui su `latent' if `group'==`g'
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local thetag`g'=r(mean)
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qui replace `theta2'=`thetag`g'' if `group'==`g'
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}
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local colors="blue red green gray pink purple"
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*local chi2=0
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forvalues i=1/`nbitems' {
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local line`i'
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local scatter`i'
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tempvar propE``i'' propO``i''
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qui gen `propE``i'''=0
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qui gen `propO``i'''=0
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forvalues j=0/`max`i'' {
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local color:word `=`j'+1' of `colors'
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tempvar propE``i''_`j' propO``i''_`j'
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*matrix list `parameters'
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*di "qui gen `propE``i''_`j''=`D`i'_`j''/(`D`i'')"
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qui gen `propE``i''_`j''=`D`i'_`j''/(`D`i'')
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*su `propE``i''_`j''
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label variable `propE``i''_`j'' "Expected values / modality `j'"
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local line`i' `line`i'' (line `propE``i''_`j'' `latent', lcolor(`color') lwidth(thick))
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qui gen `propO``i''_`j''=0
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forvalues g=1/`nbgroup' {
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local tmp=`freq`i''[`g',`=`j'+1']
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qui replace `propO``i''_`j''=`tmp' if `group'==`g'
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}
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label variable `propO``i''_`j'' "Observed values / modality `j'"
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qui replace `propO``i'''=`propO``i'''+`j'*`propO``i''_`j''
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qui replace `propE``i'''=`propE``i'''+`j'*`propE``i''_`j''
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local scatter`i' `scatter`i'' (scatter `propO``i''_`j'' `theta2', mcolor(`color'))
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}
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qui sort `latent'
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if "`graph'"!="" {
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twoway `line`i'' `scatter`i'',name(``i'', replace)
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}
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label variable `propE``i''' "Expected values"
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label variable `propO``i''' "Observed values"
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if "`graph'"!="" {
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twoway (line `propE``i''' `latent', lcolor(green) lwidth(thick)) (scatter `propO``i''' `theta2',mcolor(green)),name(``i''2, replace)
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}
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*set trace on
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if "`test'"!="" {
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local chi2=0
|
||
|
forvalues g=1/`nbgroup' {
|
||
|
qui ttest `propE``i'''=`propO``i''' if `group'==`g'
|
||
|
local t`g'=r(t)
|
||
|
qui count if `group'==`g'
|
||
|
local nb`g'=r(N)
|
||
|
di "local chi2=`chi2'+/*`nb`g''**/(`t`g'')^2"
|
||
|
local chi2=`chi2'+/*`nb`g''**/(`t`g'')^2
|
||
|
}
|
||
|
di "Chi-square statistics: " %8.4f `chi2'
|
||
|
local pchi2=chi2(`=`nbgroup'-1',`chi2')
|
||
|
di "p-values: " %8.4f `pchi2'
|
||
|
}
|
||
|
}
|
||
|
*set trace on
|
||
|
tempfile saveu
|
||
|
qui keep `order' `latent' se`latent' `group'
|
||
|
if `savegroup'==0 {
|
||
|
drop `group'
|
||
|
}
|
||
|
if `savelatent'==0 {
|
||
|
drop `latent'
|
||
|
drop se`latent'
|
||
|
}
|
||
|
sort `order'
|
||
|
qui save `saveu' ,replace
|
||
|
|
||
|
restore
|
||
|
qui gen `order'=_n
|
||
|
qui sort `order'
|
||
|
if "`replace'"!="" {
|
||
|
capture drop `group'
|
||
|
capture drop `latent'
|
||
|
capture drop se`latent'
|
||
|
}
|
||
|
qui merge 1:1 `order' using `saveu',nogen
|
||
|
end
|