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189 lines
6.2 KiB
Plaintext
189 lines
6.2 KiB
Plaintext
10 months ago
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*! version 2.1 24 November 2008
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*! Jean-Benoit Hardouin
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************************************************************************************************************
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* imputeitems: Imputation of missing data of binary items
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*
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* Version 1 : November 25, 2006 (Jean-Benoit Hardouin) /*Dichotomous data*/
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* Version 1.1 : January 26, 2007 (Jean-Benoit Hardouin) /*Correction of a bug with the BIL method*/
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* Version 1.2 : March 9, 2007 (Jean-Benoit Hardouin) /*IF*/
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* Version 2 : June 30, 2008 (Jean-Benoit Hardouin) /*new names of the methods, MAX option*/
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* Version 2.1 : December 3, 2008 (Jean-Benoit Hardouin) /*correction of a bug with the MAX option*/
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*
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* Jean-benoit Hardouin, Faculty of Pharmaceutical Sciences - University of Nantes - France
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* jean-benoit.hardouin@univ-nantes.fr
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*
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* News about this program : http://www.anaqol.org
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* FreeIRT Project : http://www.freeirt.org
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*
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* Copyright 2006-2008 Jean-Benoit Hardouin
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*
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* This program is free software; you can redistribute it and/or modify
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* it under the terms of the GNU General Public License as published by
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* the Free Software Foundation; either version 2 of the License, or
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* (at your option) any later version.
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*
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* This program is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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* GNU General Public License for more details.
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*
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* You should have received a copy of the GNU General Public License
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* along with this program; if not, write to the Free Software
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* Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
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************************************************************************************************************/
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program define imputeitems
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version 9
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syntax varlist(min=2 numeric) [if/] [, PREFix(string) METHod(string) RANDom max(int 0)]
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if "`if'"=="" {
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local if=1
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local ifif
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}
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else {
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local ifif if `if'
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}
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*di "IF : `if' `ifif'"
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local nbitems : word count `varlist'
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tokenize `varlist'
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if `max'==0 {
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local max=`nbitems'
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}
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forvalues i=1/`nbitems' {
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qui su ``i'' `ifif'
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if `r(min)'!=0&`r(max)'!=1 {
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di in red "The {hi:imputeqol} command runs only with dichotomous items"
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error
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}
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local p`i'=r(mean)
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}
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if "`method'"=="" {
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local method pms
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}
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if "`method'"!="pms"&"`method'"!="ims"&"`method'"!="cim"&"`method'"!="ics"&"`method'"!="bip"&"`method'"!="bil"&"`method'"!="bic"&"`method'"!="bii"&"`method'"!="log"&"`method'"!="worst" {
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di in red "The method option is unknow (choose among pms, ims, cim, ics, log and worst)"
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error
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}
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forvalues i=1/`nbitems'{
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qui su ``i'' `ifif'
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local mean`i'=r(mean)
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}
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if "`method'"=="pms"&"`random'"!="" {
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local method bip
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}
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else if "`method'"=="ims"&"`random'"!="" {
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local method bii
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}
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else if "`method'"=="log"&"`random'"!="" {
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local method bil
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}
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else if "`method'"=="cim"&"`random'"!="" {
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local method bic
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}
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else if ("`method'"=="ics"|"`method'"=="worst")&"`random'"!="" {
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di in green "The random process is not available with the {hi:ics} or {hi:worst} methods. The {hi:random} option is ignored."
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local random
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}
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forvalues i=1/`nbitems' {
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tempvar imp`i' tmp`i'
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if "`method'"=="pms"|"`method'"=="bip"|"`method'"=="cim"|"`method'"=="bic" {
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qui egen `imp`i''=rowtotal(`varlist') `ifif'
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qui egen `tmp`i''=rownonmiss(`varlist') `ifif'
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qui replace `imp`i''=`imp`i''/`tmp`i'' `ifif'
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qui replace `imp`i''=``i'' if ``i''!=.&`if'
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if "`method'"=="pms" {
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qui replace `imp`i''=round(`imp`i'') `ifif'
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}
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else if "`method'"=="bip" {
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qui replace `imp`i''=uniform()<`imp`i'' `ifif'
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}
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else if "`method'"=="cim"|"`method'"=="bic"{
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qui replace `imp`i''=`imp`i''*`tmp`i''*`mean`i'' `ifif'
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qui replace `tmp`i''=0 `ifif'
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forvalues j=1/`nbitems' {
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qui replace `tmp`i''=`tmp`i''+`mean`j'' if ``j''!=.&`if'
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}
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qui replace `imp`i''=`imp`i''/`tmp`i'' `ifif'
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qui replace `imp`i''=1 if `imp`i''>1&`imp`i''!=.&`if'
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qui replace `imp`i''=0 if `imp`i''<0&`imp`i''!=.&`if'
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if "`method'"=="cim" {
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qui replace `imp`i''=round(`imp`i'') `ifif'
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}
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else if "`method'"=="bic" {
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qui replace `imp`i''=uniform()<`imp`i'' `ifif'
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}
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}
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}
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else if "`method'"=="ims"|"`method'"=="bii" {
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qui gen `imp`i''=`mean`i'' `ifif'
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if "`method'"=="ims" {
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qui replace `imp`i''=round(`imp`i'') `ifif'
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}
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else if "`method'"=="bii" {
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qui replace `imp`i''=uniform()<`imp`i'' `ifif'
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}
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}
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else if "`method'"=="ics" {
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local item=0
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local corrmax=-2
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forvalues j=1/`nbitems' {
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if `i'!=`j' {
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qui corr ``i'' ``j'' `ifif'
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if r(rho)>`corrmax'&r(rho)!=. {
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local item `j'
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local corrmax=r(rho)
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}
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}
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}
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di "A missing value for the item ``i'' is replaced by the value of the item `item'"
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qui gen `imp`i''=``i'' `ifif'
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qui replace `imp`i''=``item'' if ``i''==.&`if'
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}
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else if "`method'"=="log"|"`method'"=="bil" {
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local liste`i'
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forvalues j=1/`nbitems' {
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if `i'!=`j' {
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local liste`i' `liste`i'' ``j''
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}
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}
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qui sw ,pr(0.05): logit ``i'' `liste`i'' `ifif'
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*local select :colnames e(b)
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local select=substr("`:colnames e(b)'",1,length("`:colnames e(b)'")-5)
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qui logit ``i'' `select' `ifif'
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qui predict `imp`i'' `ifif'
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if "`method'"=="log" {
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qui replace `imp`i''=round(`imp`i'') if `imp`i''!=.&`if'
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}
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else if "`method'"=="bil" {
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qui replace `imp`i''=uniform()<`imp`i'' if `imp`i''!=.&`if'
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}
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}
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else if "`method'"=="worst" {
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qui gen `imp`i''=0 `ifif'
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}
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}
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forvalues i=1/`nbitems' {
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qui replace `imp`i''=``i'' if ``i''!=.&`if'
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if "`prefix'"=="" {
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local prefix imp
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}
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qui gen `prefix'``i''=`imp`i'' `ifif'
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}
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tempvar miss
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qui egen `miss'=rowmiss(`varlist')
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forvalues i=1/`nbitems' {
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qui replace `prefix'``i''=. if ``i''==.&`miss'>`max'
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}
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end
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