*! version 2.4 3 May 2013 *! 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 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