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*! version 2.5 17 December 2021
*! Jean-Benoit Hardouin
************************************************************************************************************
* imputeitems: Imputation of missing data of binary items
*
* Version 1 : November 25, 2006 (Jean-Benoit Hardouin) /*Dichotomous data*/
* Version 1.1 : January 26, 2007 (Jean-Benoit Hardouin) /*Correction of a bug with the BIL method*/
* Version 1.2 : March 9, 2007 (Jean-Benoit Hardouin) /*IF*/
* Version 2 : June 30, 2008 (Jean-Benoit Hardouin) /*new names of the methods, MAX option*/
* Version 2.1 : December 3, 2008 (Jean-Benoit Hardouin) /*correction of a bug with the MAX option*/
* Version 2.2 : January 28, 2013 (Jean-Benoit Hardouin) /*noround option*/
* Version 2.3 : February 19, 2013 (Jean-Benoit Hardouin) /*polytomous items with PMS method*/
* Version 2.4 : May 3, 2013 (Jean-Benoit Hardouin) /*minor correction*/
*
* Jean-benoit Hardouin, phD, Assistant Professor
* Team of Biostatistics, Pharmacoepidemiology and Subjective Measures in Health Sciences (UPRES EA 4275 SPHERE)
* University of Nantes - Faculty of Pharmaceutical Sciences
* France
* jean-benoit.hardouin@anaqol.org
*
* News about this program :http://www.anaqol.org
*
* Copyright 2006-2008,2013 2021 Jean-Benoit Hardouin
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation; either version 2 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
************************************************************************************************************/
program define imputeitems
version 9
syntax varlist(min=2 numeric) [if/] [, PREFix(string) METHod(string) RANDom max(int -1) noround]
if "`if'"=="" {
local if=1
local ifif
}
else {
local ifif if `if'
}
*di "IF : `if' `ifif'"
local nbitems : word count `varlist'
tokenize `varlist'
if `max'==-1 {
local max=`nbitems'
}
if "`method'"=="" {
local method pms
}
forvalues i=1/`nbitems' {
qui su ``i'' `ifif'
if "`r(min)'"!="0"&("`r(max)'"!="1"&"`method'"!="pms") {
di in red "The {hi:imputeqol} command runs only with dichotomous items"
error
}
local p`i'=r(mean)
}
if "`method'"!="pms"&"`method'"!="ims"&"`method'"!="cim"&"`method'"!="ics"&"`method'"!="bip"&"`method'"!="bil"&"`method'"!="bic"&"`method'"!="bii"&"`method'"!="log"&"`method'"!="worst" {
di in red "The method option is unknow (choose among pms, ims, cim, ics, log and worst)"
error
}
forvalues i=1/`nbitems'{
qui su ``i'' `ifif'
local mean`i'=r(mean)
}
if "`method'"=="pms"&"`random'"!="" {
local method bip
}
else if "`method'"=="ims"&"`random'"!="" {
local method bii
}
else if "`method'"=="log"&"`random'"!="" {
local method bil
}
else if "`method'"=="cim"&"`random'"!="" {
local method bic
}
else if ("`method'"=="ics"|"`method'"=="worst")&"`random'"!="" {
di in green "The random process is not available with the {hi:ics} or {hi:worst} methods. The {hi:random} option is ignored."
local random
}
forvalues i=1/`nbitems' {
tempvar imp`i' tmp`i'
if "`method'"=="pms"|"`method'"=="bip"|"`method'"=="cim"|"`method'"=="bic" {
qui egen `imp`i''=rowtotal(`varlist') `ifif'
qui egen `tmp`i''=rownonmiss(`varlist') `ifif'
qui replace `imp`i''=`imp`i''/`tmp`i'' `ifif'
qui replace `imp`i''=``i'' if ``i''!=.&`if'
if "`method'"=="pms"&"`round'"=="" {
qui replace `imp`i''=round(`imp`i'') `ifif'
}
else if "`method'"=="bip" {
qui replace `imp`i''=uniform()<`imp`i'' `ifif'
}
else if "`method'"=="cim"|"`method'"=="bic"{
qui replace `imp`i''=`imp`i''*`tmp`i''*`mean`i'' `ifif'
qui replace `tmp`i''=0 `ifif'
forvalues j=1/`nbitems' {
qui replace `tmp`i''=`tmp`i''+`mean`j'' if ``j''!=.&`if'
}
qui replace `imp`i''=`imp`i''/`tmp`i'' `ifif'
qui replace `imp`i''=1 if `imp`i''>1&`imp`i''!=.&`if'
qui replace `imp`i''=0 if `imp`i''<0&`imp`i''!=.&`if'
if "`method'"=="cim"&"`round'"=="" {
qui replace `imp`i''=round(`imp`i'') `ifif'
}
else if "`method'"=="bic" {
qui replace `imp`i''=uniform()<`imp`i'' `ifif'
}
}
}
else if "`method'"=="ims"|"`method'"=="bii" {
qui gen `imp`i''=`mean`i'' `ifif'
if "`method'"=="ims"&"`round'"=="" {
qui replace `imp`i''=round(`imp`i'') `ifif'
}
else if "`method'"=="bii" {
qui replace `imp`i''=uniform()<`imp`i'' `ifif'
}
}
else if "`method'"=="ics" {
local item=0
local corrmax=-2
forvalues j=1/`nbitems' {
if `i'!=`j' {
qui corr ``i'' ``j'' `ifif'
if r(rho)>`corrmax'&r(rho)!=. {
local item `j'
local corrmax=r(rho)
}
}
}
di "A missing value for the item ``i'' is replaced by the value of the item `item'"
qui gen `imp`i''=``i'' `ifif'
qui replace `imp`i''=``item'' if ``i''==.&`if'
}
else if "`method'"=="log"|"`method'"=="bil" {
local liste`i'
forvalues j=1/`nbitems' {
if `i'!=`j' {
local liste`i' `liste`i'' ``j''
}
}
qui sw ,pr(0.05): logit ``i'' `liste`i'' `ifif'
*local select :colnames e(b)
local select=substr("`:colnames e(b)'",1,length("`:colnames e(b)'")-5)
qui logit ``i'' `select' `ifif'
qui predict `imp`i'' `ifif'
if "`method'"=="log"&"`round'"=="" {
qui replace `imp`i''=round(`imp`i'') if `imp`i''!=.&`if'
}
else if "`method'"=="bil" {
qui replace `imp`i''=uniform()<`imp`i'' if `imp`i''!=.&`if'
}
}
else if "`method'"=="worst" {
qui gen `imp`i''=0 `ifif'
}
}
forvalues i=1/`nbitems' {
qui replace `imp`i''=``i'' if ``i''!=.&`if'
if "`prefix'"=="" {
local prefix imp
}
qui gen `prefix'``i''=`imp`i'' `ifif'
}
tempvar miss
qui egen `miss'=rowmiss(`varlist')
forvalues i=1/`nbitems' {
qui replace `prefix'``i''=. if ``i''==.&`miss'>`max'
}
end