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