* ******************************************************* * PROGRAM: DocPat_TablePrograms * PROGRAMNER: Simone Schaner * PURPOSE: Programs to make tables for LSS analysis * DATE CREATED: 5/1/2019 * ******************************************************* ************************************************************************************************************** * e-class program to product bootstrapped SEs using replicant datasets and pre-specified controls * note: we assume the "dofirst" bit has already been executed for the main spec, and just * needs to be done on loops over the replication set ************************************************************************************************************** cap prog drop boot_ols prog define boot_ols, eclass syntax anything [if] [in] , REPName(string) REPPath(string) NUMreps(integer) [DOFirst(string)] [MAindata(string)] marksample touse preserve set more off * FIRST RUN THE MAIN REGRESSION qui `anything' `if' tempfile starthere save `starthere' mat beta= e(b) /* get initial parameter vector */ local cols= colsof(beta) local obs=e(N) local dvar=e(depvar) local rname: rowfullnames e(V) local cname: colfullnames e(V) mat reps=J(`numreps',`cols',.) * NEXT DO A WHOLE BUNCH OF REPLICATIONS local i=1 while `i'<=`numreps' { qui { drop _all use "`reppath'/`repname'`i'" `dofirst' `anything' `if' [`wt'] mat reps[`i',1]=e(b) } di `i' local ++i } /* closes loop where we do command over and over */ * NEXT CALCULATE STANDARD ERRORS drop _all svmat reps mat accum var= * [iw=1/`numreps'], dev nocons mat colnames var= `cname' mat rownames var= `rname' * DISPLAY RESULTS *di _n in gr "Bootstrapped Results" drop _all use `starthere' qui `anything' `if' * ereturn post beta var, esample(`touse') obs(`obs') depname(`dvar') ereturn repost b=beta V=var ereturn display restore end ************************************************************************************************************** * main table w/o one-sided tests ************************************************************************************************************** cap prog drop docpat_theory_lso prog define docpat_theory_lso est clear syntax varlist [if], TEXWID(string) [Table(string)] [LCONT(varlist)] [TYPE(string)] [FOOTnote(string)] [PREHEAD1(string)] /// [PREHEAD2(string)] [TITLE(string)] [LABel(string)] WIDC(string) [EXTRAC1(string)] [EXTRAC2(string)] /// [EXTRAHEAD(string)] [EXTRAVARHead(string)] CLUVar(string) TESTOF(string) SIGNIFEVIDENCE(string) [PARTIAL(string)] qui { local q= 2 local colcount= wordcount("`varlist'")+1 local seclast= `q'-1 // locals to assist in making the table local ester=1 forval i=1/`q' { local eststr`i' "" } // label covariates la var patient_voucher "$\beta_P$: Patient Voucher" la var doctor_voucher "$\beta_D$: Doctor Voucher" local counter=1 local varhead "" local paren`counter' "" local outcount=1 foreach out in `varlist' { // GET LABELS HERE local labelq : variable label `out' local varhead "`varhead'& `labelq'" //this is the label for columns pdslasso `out' patient_voucher doctor_voucher (`lcont') `if', clu(`cluvar') partial(`partial') test patient_voucher=doctor_voucher local n1= r(p) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDV `combo' local sign = sign(_b[patient_voucher]-_b[doctor_voucher]) local n1= 1-normal(`sign'*sqrt(r(chi2))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="ge" local p_one "`combo'" local n1= normal(`sign'*sqrt(r(chi2))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="le" local p_one "`combo'" estadd local p_oneside `p_one' test patient_voucher=doctor_voucher=0 local n1= r(p) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDV0 `combo' qui sum `out' if e(sample) & doctor_voucher+patient_voucher==0 local DV: display %7.3f `r(mean)' estadd local DV `DV' tokenize `testof' estadd local test_of "``outcount''" tokenize `signifevidence' estadd local signif_evidence "``outcount''" est store E`ester' local eststr`counter' "`eststr`counter'' E`ester'" local paren`counter' "`paren`counter'' & (`ester')" // column numbers local ++ester local ++outcount } local ++counter } //end qui loop * FIRST PANEL esttab `eststr1' using "`table'", keep(patient_voucher doctor_voucher) label noabbrev `type' replace nogaps nomtit nonum /// stats(space p_PVDV test_of signif_evidence space DV N, fmt(0 0 0 0 0 a3 a0) labels("\emph{P-values and theory-driven tests}" "\enspace $\beta_P=\beta_D$" "\enspace Test for mechanism:" "\enspace Significant evidence of mechanism:" " " "Mean (Control)" "N")) /// nonote star(* 0.10 ** 0.05 *** 0.01) `extrac1' /// b(a2) se(a2) noline subs("\beta\_" "\beta_") /// prehead("\begin{table}[ht!] \begin{adjustbox}{max width=`texwid'\textwidth} \begin{threeparttable} \caption{`title'} \label{`label'} {\begin{tabular}{l*{`colcount'}{C{`widc'}}} \toprule \toprule `paren1' `extrahead' \\ `varhead' `extravarhead' \\ \toprule ") /// postfoot(\hline \end{tabular} } \begin{tablenotes}[flushleft] \small \item `footnote' \end{tablenotes} \end{threeparttable} \end{adjustbox} \end{table}) end ************************************************************************************************************** * theory driven tests in table w/ het tmt by above/below median malaria risk * this table uses bootstrapped standard errors coupled w/ variable selection via pdslasso ************************************************************************************************************** cap prog drop docpat_hettable_theory_lso prog define docpat_hettable_theory_lso est clear syntax varlist [if], TEXWID(string) [Table(string)] [TYPE(string)] [FOOTnote(string)] [PREHEAD1(string)] PATH(string) SETNAME(string) /// [PREHEAD2(string)] [TITLE(string)] [LABel(string)] WIDC(string) [EXTRAC1(string)] [EXTRAC2(string)] [PARTIAL(string)] /// [EXTRAHEAD(string)] [EXTRAVARHead(string)] CLUVar(string) TESTOFH(string) SIGNIFEVIDENCEH(string) TESTOFL(string) SIGNIFEVIDENCEL(string) /// NUMreps(integer) DODO(string) LCONT(string) qui { preserve local q= 2 local colcount= wordcount("`varlist'")+1 local seclast= `q'-1 // locals to assist in making the table local ester=1 forval i=1/`q' { local eststr`i' "" } // label covariates la var patient_voucher_high "$\delta_{PH}$: Patient Voucher $\times$ High Risk" la var doctor_voucher_high "$\delta_{DH}$: Doctor Voucher $\times$ High Risk" la var patient_voucher_low "$\delta_{PL}$: Patient Voucher $\times$ Low Risk" la var doctor_voucher_low "$\delta_{DL}$: Doctor Voucher $\times$ Low Risk" la var above_med_pos "$\theta$: High Malaria Risk" local counter=1 local varhead "" local paren`counter' "" local outcount=1 tempfile theuser save `theuser' foreach out in `varlist' { drop _all use `theuser' // GET LABELS HERE local labelq : variable label `out' local varhead "`varhead'& `labelq'" //this is the label for columns // step 1 :: select covariates using PDS lasso pdslasso `out' patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos (`lcont') `if', clu(`cluvar') partial(`partial') local totcont= "`e(xselected)' `e(xpartial)'" // step 2 :: bootstrap this thing boot_ols reg `out' patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos `totcont' `if', reppath(`path') repname(`setname') num(`numreps') dofirst(`dodo') * NB: since this is bootstrapping after double post lasso, recalculate p-values to be based on asymptotic inference * this ensures that we use asymptotics for both one and two-sided tests test patient_voucher_high = doctor_voucher_high local n1= 2*(1-normal(sqrt(r(F)))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDVhigh `combo' local sign = sign(_b[patient_voucher_high]-_b[doctor_voucher_high]) local n1= 1-normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="ge" local p_one_high "`combo'" local n1= normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="le" local p_one_high "`combo'" test patient_voucher_low = doctor_voucher_low local n1= 2*(1-normal(sqrt(r(F)))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDVlow `combo' local sign = sign(_b[patient_voucher_low]-_b[doctor_voucher_low]) local n1= 1-normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="ge" local p_one_low "`combo'" local n1= normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="le" local p_one_low "`combo'" qui sum `out' if e(sample) & doctor_voucher + patient_voucher ==0 & above_med_pos==0 local DV: display %7.3f `r(mean)' estadd local DV `DV' tokenize `testofh' estadd local test_of_h "``outcount''" tokenize `signifevidenceh' estadd local signif_evidence_h "``outcount''" tokenize `testofl' estadd local test_of_l "``outcount''" tokenize `signifevidencel' estadd local signif_evidence_l "``outcount''" est store E`ester' local eststr`counter' "`eststr`counter'' E`ester'" local paren`counter' "`paren`counter'' & (`ester')" // column numbers local ++ester local ++outcount } local ++counter } //end qui loop * FIRST PANEL esttab `eststr1' using "`table'", keep(patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos) label noabbrev `type' replace nogaps nomtit nonum /// stats(space p_PVDVhigh test_of_h signif_evidence_h space p_PVDVlow test_of_l signif_evidence_l space DV N, fmt(0 0 0 0 0 0 0 0 0 a2 a0) labels("\emph{P-values and theory-driven tests}" "\enspace $\delta_{PH}=\delta_{DH}$" "\enspace Test for mechanism:" "\enspace Significant evidence of mechanism:" " " "\enspace $\delta_{PL}=\delta_{DL}$" "\enspace Test for mechanism:" "\enspace Significant evidence of mechanism:" " " "Mean (Control, Low Risk)" "N")) /// nonote star(* 0.10 ** 0.05 *** 0.01) `extrac1' /// b(a2) se(a2) noline subs("\beta\_" "\beta_") /// prehead("\begin{table}[ht!] \begin{adjustbox}{max width=`texwid'\textwidth} \begin{threeparttable} \caption{`title'} \label{`label'} {\begin{tabular}{l*{`colcount'}{C{`widc'}}} \toprule \toprule `paren1' `extrahead' \\ `varhead' `extravarhead' \\ \toprule ") /// postfoot(\hline \end{tabular} } \begin{tablenotes}[flushleft] \small \item `footnote' \end{tablenotes} \end{threeparttable} \end{adjustbox} \end{table}) restore end ************************************************************************************************************** * theory driven tests in table w/ het tmt by above/below median malaria risk * this table uses bootstrapped standard errors coupled w/ variable selection via pdslasso ************************************************************************************************************** cap prog drop docpat_het_theory_lso_simple prog define docpat_het_theory_lso_simple est clear syntax varlist [if], TEXWID(string) [Table(string)] [TYPE(string)] [FOOTnote(string)] [PREHEAD1(string)] PATH(string) SETNAME(string) /// [PREHEAD2(string)] [TITLE(string)] [LABel(string)] WIDC(string) [EXTRAC1(string)] [EXTRAC2(string)] [PARTIAL(string)] /// [EXTRAHEAD(string)] [EXTRAVARHead(string)] CLUVar(string) /// NUMreps(integer) DODO(string) LCONT(string) qui { preserve local q= 2 local colcount= wordcount("`varlist'")+1 local seclast= `q'-1 // locals to assist in making the table local ester=1 forval i=1/`q' { local eststr`i' "" } // label covariates la var patient_voucher_high "$\delta_{PH}$: Patient Voucher $\times$ High Risk" la var doctor_voucher_high "$\delta_{DH}$: Doctor Voucher $\times$ High Risk" la var patient_voucher_low "$\delta_{PL}$: Patient Voucher $\times$ Low Risk" la var doctor_voucher_low "$\delta_{DL}$: Doctor Voucher $\times$ Low Risk" la var above_med_pos "$\theta$: High Malaria Risk" local counter=1 local varhead "" local paren`counter' "" local outcount=1 tempfile theuser save `theuser' foreach out in `varlist' { drop _all use `theuser' // GET LABELS HERE local labelq : variable label `out' local varhead "`varhead'& `labelq'" //this is the label for columns // step 1 :: select covariates using PDS lasso pdslasso `out' patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos (`lcont') `if', clu(`cluvar') partial(`partial') local totcont= "`e(xselected)' `e(xpartial)'" // step 2 :: bootstrap this thing boot_ols reg `out' patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos `totcont' `if', reppath(`path') repname(`setname') num(`numreps') dofirst(`dodo') * NB: since this is bootstrapping after double post lasso, recalculate p-values to be based on asymptotic inference * this ensures that we use asymptotics for both one and two-sided tests test patient_voucher_high = doctor_voucher_high local n1= 2*(1-normal(sqrt(r(F)))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDVhigh `combo' local sign = sign(_b[patient_voucher_high]-_b[doctor_voucher_high]) local n1= 1-normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="ge" local p_one_high "`combo'" local n1= normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="le" local p_one_high "`combo'" test patient_voucher_low = doctor_voucher_low local n1= 2*(1-normal(sqrt(r(F)))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDVlow `combo' local sign = sign(_b[patient_voucher_low]-_b[doctor_voucher_low]) local n1= 1-normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="ge" local p_one_low "`combo'" local n1= normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="le" local p_one_low "`combo'" qui sum `out' if e(sample) & doctor_voucher + patient_voucher ==0 & above_med_pos==0 local DV: display %7.3f `r(mean)' estadd local DV `DV' tokenize `testofh' estadd local test_of_h "``outcount''" tokenize `signifevidenceh' estadd local signif_evidence_h "``outcount''" tokenize `testofl' estadd local test_of_l "``outcount''" tokenize `signifevidencel' estadd local signif_evidence_l "``outcount''" est store E`ester' local eststr`counter' "`eststr`counter'' E`ester'" local paren`counter' "`paren`counter'' & (`ester')" // column numbers local ++ester local ++outcount } local ++counter } //end qui loop * FIRST PANEL esttab `eststr1' using "`table'", keep(patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos) label noabbrev `type' replace nogaps nomtit nonum /// stats(space p_PVDVhigh p_PVDVlow space DV N, fmt(0 0 0 0 a2 a0) labels("\emph{P-values}" "\enspace $\delta_{PH}=\delta_{DH}$" "\enspace $\delta_{PL}=\delta_{DL}$" " " "Mean (Control, Low Risk)" "N")) /// nonote star(* 0.10 ** 0.05 *** 0.01) `extrac1' /// b(a2) se(a2) noline subs("\beta\_" "\beta_") /// prehead("\begin{table}[ht!] \begin{adjustbox}{max width=`texwid'\textwidth} \begin{threeparttable} \caption{`title'} \label{`label'} {\begin{tabular}{l*{`colcount'}{C{`widc'}}} \toprule \toprule `paren1' `extrahead' \\ `varhead' `extravarhead' \\ \toprule ") /// postfoot(\hline \end{tabular} } \begin{tablenotes}[flushleft] \small \item `footnote' \end{tablenotes} \end{threeparttable} \end{adjustbox} \end{table}) restore end ************************************************************************************************************** * table w/ panels that uses lasso throughout and bootstrapping for the het effects * NOTE: no theory-driven tests for this one ************************************************************************************************************** cap prog drop docpat_pantable_lso prog define docpat_pantable_lso est clear syntax varlist [if], TEXWID(string) [Table(string)] [TYPE(string)] [FOOTnote(string)] [PREHEAD1(string)] /// [PREHEAD2(string)] [TITLE(string)] [LABel(string)] WIDC(string) [EXTRAC1(string)] [EXTRAC2(string)] /// [EXTRAHEAD(string)] [EXTRAVARHead(string)] CLUVar(string) [PARTIAL(string)] NUMreps(integer) DODO(string) /// SETname(string) PATH(string) LCONT(string) qui { local q= 2 local colcount= wordcount("`varlist'")+1 local seclast= `q'-1 // locals to assist in making the table local ester=1 forval i=1/`q' { local eststr`i' "" } // label covariates la var patient_voucher "\enspace $\beta_P$: Patient Voucher" la var doctor_voucher "\enspace $\beta_D$: Doctor Voucher" la var patient_voucher_high "\enspace $\delta_{PH}$: Patient Voucher $\times$ High Risk" la var doctor_voucher_high "\enspace $\delta_{DH}$: Doctor Voucher $\times$ High Risk" la var patient_voucher_low "\enspace $\delta_{PL}$: Patient Voucher $\times$ Low Risk" la var doctor_voucher_low "\enspace $\delta_{DL}$: Doctor Voucher $\times$ Low Risk" la var above_med_pos "\enspace $\theta$: High Malaria Risk" local counter=1 local varhead "" local paren`counter' "" tempfile startfile save `startfile' foreach out in `varlist' { // GET LABELS HERE local headz`counter' "\emph{Panel A. No Interactions}" // this is the label for panels local labelq : variable label `out' local varhead "`varhead'& `labelq'" //this is the label for columns pdslasso `out' patient_voucher doctor_voucher (`lcont') `if', clu(`cluvar') partial(`partial') test patient_voucher=doctor_voucher local n1= r(p) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDV `combo' test patient_voucher=doctor_voucher=0 local n1= r(p) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDV0 `combo' qui sum `out' if e(sample) & infotreat==0 & treat_scheduled==1 estadd scalar DV=r(mean) est store E`ester' local eststr`counter' "`eststr`counter'' E`ester'" local paren`counter' "`paren`counter'' & (`ester')" // column numbers local ++ester } local ++counter // NOW DO INTERACTIONS local varhead "" local paren`counter' "" foreach out in `varlist' { drop _all use `startfile' // get labels here local headz`counter' "\emph{Panel B. Interactions with Predicted Malaria Probability}" // this is the label for panels local labelq : variable label `out' local varhead "`varhead'& `labelq'" //this is the label for columns // step 1 :: select covariates using PDS lasso pdslasso `out' patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos (`lcont') `if', clu(`cluvar') partial(`partial') local totcont= "`e(xselected)' `e(xpartial)'" // step 2 :: bootstrap this thing boot_ols reg `out' patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos `totcont' `if', reppath(`path') repname(`setname') num(`numreps') dofirst(`dodo') test patient_voucher_high = doctor_voucher_high local n1= 2*(1-normal(sqrt(r(F)))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDVhigh `combo' test patient_voucher_low = doctor_voucher_low local n1= 2*(1-normal(sqrt(r(F)))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDVlow `combo' qui sum `out' if e(sample) & doctor_voucher + patient_voucher ==0 local DV: display %7.3f `r(mean)' estadd local DV `DV' estadd local space="" est store E`ester' local eststr`counter' "`eststr`counter'' E`ester'" local paren`counter' "`paren`counter'' & (`ester')" // column numbers local ++ester } local ++counter } //end qui loop * FIRST PANEL esttab `eststr1' using "`table'", keep(patient_voucher doctor_voucher) label noabbrev `type' replace nogaps nomtit nonum /// stats(space p_PVDV p_PVDV0 , fmt( 0 0 0) labels("\emph{P-Values: Two-Sided Tests} \textcolor{white}{XXXXXXXXXXXXXXXXXX}" "\enspace $\beta_P=\beta_D$" "\enspace $\beta_P=\beta_D=0$")) /// nonote star(* 0.10 ** 0.05 *** 0.01) `extrac1' /// b(a2) se(a2) noline subs("\beta\_" "\beta_") /// prehead("\begin{table}[ht!] \begin{adjustbox}{max width=`texwid'\textwidth} \begin{threeparttable} \caption{`title'} \label{`label'} {\begin{tabular}{l*{`colcount'}{C{`widc'}}} \toprule \toprule `paren1' `extrahead' \\ `varhead' `extravarhead' \\ \toprule \multicolumn{`colcount'}{l}{`headz1'} \\") * SECOND PANEL esttab `eststr2' using "`table'", append keep(patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos) /// label noabbrev `type' nogaps nomtit nonum /// stats(space p_PVDVhigh p_PVDVlow space DV N, fmt(0 0 0 0 a2 a0) /// labels("\emph{P-values: Two-Sided Tests} \textcolor{white}{XXXXXXXXXXXXXXXXXX}" "\enspace $\delta_{PH}=\delta_{DH}$" "\enspace $\delta_{PL}=\delta_{DL}$" " " "Mean (Control)" "N")) /// nonote eqlabels(none) star(* 0.10 ** 0.05 *** 0.01) `extrac2' /// b(a2) se(a2) noline subs("\beta\_" "\beta_") /// prehead("{ \begin{tabular}{l*{8}{C{`widc'}}} \\ \multicolumn{`colcount'}{l}{`headz`q''} \\") /// postfoot(\hline \end{tabular} } \begin{tablenotes}[flushleft] \small \item `footnote' \end{tablenotes} \end{threeparttable} \end{adjustbox} \end{table}) end ************************************************************************************************************** * table to show one-panel / main effects using lasso, no theory driven tests ************************************************************************************************************** cap prog drop docpat_p1_lso prog define docpat_p1_lso est clear syntax varlist [if], TEXWID(string) [Table(string)] [TYPE(string)] [FOOTnote(string)] [PREHEAD1(string)] /// [PREHEAD2(string)] [TITLE(string)] [LABel(string)] WIDC(string) [EXTRAC1(string)] [EXTRAC2(string)] /// [EXTRAHEAD(string)] [EXTRAVARHead(string)] CLUVar(string) [PARTIAL(string)] LCONT(string) qui { local q= 2 local colcount= wordcount("`varlist'")+1 local seclast= `q'-1 // locals to assist in making the table local ester=1 forval i=1/`q' { local eststr`i' "" } // label covariates la var patient_voucher "$\beta_P$: Patient Voucher" la var doctor_voucher "$\beta_D$: Doctor Voucher" local counter=1 local varhead "" local paren`counter' "" foreach out in `varlist' { // GET LABELS HERE local labelq : variable label `out' local varhead "`varhead'& `labelq'" //this is the label for columns pdslasso `out' patient_voucher doctor_voucher (`lcont') `if', clu(`cluvar') partial(`partial') test patient_voucher=doctor_voucher local n1= r(p) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDV `combo' test patient_voucher=doctor_voucher=0 local n1= r(p) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDV0 `combo' qui sum `out' if e(sample) & doctor_voucher+patient_voucher==0 local DV: display %7.3f `r(mean)' estadd local DV `DV' est store E`ester' local eststr`counter' "`eststr`counter'' E`ester'" local paren`counter' "`paren`counter'' & (`ester')" // column numbers local ++ester } local ++counter } //end qui loop * FIRST PANEL esttab `eststr1' using "`table'", keep(patient_voucher doctor_voucher) label noabbrev `type' replace nogaps nomtit nonum /// stats(space p_PVDV p_PVDV0 space DV N, fmt(0 0 0 0 a2 a0) labels("\emph{P-values}" "\enspace $\beta_P=\beta_D$" "\enspace $\beta_P=\beta_D=0$" " " "Mean (Control)" "N")) /// nonote star(* 0.10 ** 0.05 *** 0.01) `extrac1' /// b(a2) se(a2) noline subs("\beta\_" "\beta_") /// prehead("\begin{table}[ht!] \begin{adjustbox}{max width=`texwid'\textwidth} \begin{threeparttable} \caption{`title'} \label{`label'} {\begin{tabular}{l*{`colcount'}{C{`widc'}}} \toprule \toprule `paren1' `extrahead' \\ `varhead' `extravarhead' \\ \toprule ") /// postfoot(\hline \end{tabular} } \begin{tablenotes}[flushleft] \small \item `footnote' \end{tablenotes} \end{threeparttable} \end{adjustbox} \end{table}) end ************************************************************************************************************** * table that looks at impact of patient information ************************************************************************************************************** cap prog drop docpat_pat_aux_lso prog define docpat_pat_aux_lso est clear syntax varlist [if], TEXWID(string) [Table(string)] [TYPE(string)] [FOOTnote(string)] [PREHEAD1(string)] /// [PREHEAD2(string)] [TITLE(string)] [LABel(string)] WIDC(string) [EXTRAC1(string)] [EXTRAC2(string)] /// [EXTRAHEAD(string)] [EXTRAVARHead(string)] CLUVar(string) [PARTIAL(string)] LCONT(string) qui { local q= 2 local colcount= wordcount("`varlist'")+1 local seclast= `q'-1 // locals to assist in making the table local ester=1 forval i=1/`q' { local eststr`i' "" } // label covariates la var patient_voucher "\enspace Patient Voucher" la var doctor_voucher "\enspace Doctor Voucher" la var patient_info "\enspace Patient Information" la var pat_infoXno_voucher "\enspace Patient Information $\times$ No Voucher" la var pat_infoXdoc_voucher "\enspace Doctor Voucher $\times$ Patient Information" la var pat_infoXpat_voucher "\enspace Patient Voucher $\times$ Patient Information" local counter=1 local varhead "" local paren`counter' "" foreach out in `varlist' { // GET LABELS HERE local headz`counter' "\emph{Panel A. Overall Effects}" // this is the label for panels local labelq : variable label `out' local varhead "`varhead'& `labelq'" //this is the label for columns pdslasso `out' patient_info (`lcont') `if', clu(`cluvar') partial(`partial') qui sum `out' if e(sample) & patient_info==0 local control_PI: display %10.3f `r(mean)' estadd local control_PI `control_PI' est store E`ester' local eststr`counter' "`eststr`counter'' E`ester'" local paren`counter' "`paren`counter'' & (`ester')" // column numbers local ++ester } local ++counter local varhead "" local paren`counter' "" foreach out in `varlist' { // GET LABELS HERE local headz`counter' "\emph{Panel B. By Voucher Treatment Group}" // this is the label for panels local labelq : variable label `out' local varhead "`varhead'& `labelq'" //this is the label for columns pdslasso `out' patient_info patient_voucher doctor_voucher pat_infoXpat_voucher pat_infoXdoc_voucher ($date $patient) `if', clu(`cluvar') partial(`partial') test patient_voucher = doctor_voucher local n1= r(p) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_NoVPVDV `combo' qui sum `out' if e(sample) & patient_info +doctor_voucher + patient_voucher ==0 estadd scalar noPInoVoucher=r(mean) estadd local space="" est store E`ester' local eststr`counter' "`eststr`counter'' E`ester'" local paren`counter' "`paren`counter'' & (`ester')" // column numbers local ++ester } local ++counter } //end qui loop * FIRST PANEL esttab `eststr1' using "`table'", keep(patient_info) label noabbrev `type' replace nogaps nomtit nonum /// stats(space control_PI, fmt( 0 0) labels(" " "\enspace Mean (No PI)\textcolor{white}{XXXXXXXXXXXXXXX}")) /// nonote star(* 0.10 ** 0.05 *** 0.01) `extrac1' /// b(a2) se(a2) noline subs("\beta\_" "\beta_") /// prehead("\begin{table}[ht!] \begin{adjustbox}{max width=`texwid'\textwidth} \begin{threeparttable} \caption{`title'} \label{`label'} {\begin{tabular}{l*{`colcount'}{C{`widc'}}} \toprule \toprule `paren1' `extrahead' \\ `varhead' `extravarhead' \\ \toprule \multicolumn{`colcount'}{l}{`headz1'} \\") * SECOND PANEL esttab `eststr2' using "`table'", append keep(patient_info patient_voucher doctor_voucher pat_infoXpat_voucher pat_infoXdoc_voucher) /// label noabbrev `type' nogaps nomtit nonum /// stats(space p_NoVPVDV space noPInoVoucher N, fmt(0 0 0 a3 a0) /// labels("\enspace \emph{P-Values}" "\enspace \enspace Patient Voucher=Doctor Voucher" " " "\enspace Mean (No PI, No Voucher)" "\enspace N")) /// nonote eqlabels(none) star(* 0.10 ** 0.05 *** 0.01) `extrac2' /// b(a2) se(a2) noline subs("\beta\_" "\beta_") /// prehead("{ \begin{tabular}{l*{8}{C{`widc'}}} \\ \multicolumn{`colcount'}{l}{`headz`q''} \\") /// postfoot(\hline \end{tabular} } \begin{tablenotes}[flushleft] \small \item `footnote' \end{tablenotes} \end{threeparttable} \end{adjustbox} \end{table}) end ************************************************************************************************************** * table that looks at impact of patient information ************************************************************************************************************** cap prog drop docpat_pat_lso prog define docpat_pat_lso est clear syntax varlist [if], TEXWID(string) [Table(string)] [TYPE(string)] [FOOTnote(string)] [PREHEAD1(string)] /// [PREHEAD2(string)] [TITLE(string)] [LABel(string)] WIDC(string) [EXTRAC1(string)] [EXTRAC2(string)] /// [EXTRAHEAD(string)] [EXTRAVARHead(string)] CLUVar(string) [PARTIAL(string)] LCONT(string) qui { local q= 2 local colcount= wordcount("`varlist'")+1 local seclast= `q'-1 // locals to assist in making the table local ester=1 forval i=1/`q' { local eststr`i' "" } // label covariates la var patient_voucher "\enspace Patient Voucher" la var doctor_voucher "\enspace Doctor Voucher" la var patient_info "\enspace Patient Information" la var doctor_voucher_x_patient_info "\enspace Doctor Voucher $\times$ Patient Information" la var patient_voucher_x_patient_info "\enspace Patient Voucher $\times$ Patient Information" local counter=1 local varhead "" local paren`counter' "" foreach out in `varlist' { // GET LABELS HERE local headz`counter' "\emph{Panel B. By Voucher Treatment Group}" // this is the label for panels local labelq : variable label `out' local varhead "`varhead'& `labelq'" //this is the label for columns pdslasso `out' patient_info patient_voucher doctor_voucher patient_voucher_x_patient_info doctor_voucher_x_patient_info ($date $patient) `if', clu(`cluvar') partial(`partial') test patient_voucher = doctor_voucher local n1= r(p) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_NoVPVDV `combo' qui sum `out' if e(sample) & patient_info +doctor_voucher + patient_voucher ==0 estadd scalar noPInoVoucher=r(mean) estadd local space="" est store E`ester' local eststr`counter' "`eststr`counter'' E`ester'" local paren`counter' "`paren`counter'' & (`ester')" // column numbers local ++ester } local ++counter } //end qui loop * FIRST PANEL esttab `eststr1' using "`table'", replace keep(patient_info patient_voucher doctor_voucher patient_voucher_x_patient_info doctor_voucher_x_patient_info ) /// label noabbrev `type' nogaps nomtit nonum /// stats(space noPInoVoucher N, fmt(0 a3 a0) /// labels(" " "\enspace Mean (No PI, No Voucher)" "\enspace N")) /// nonote eqlabels(none) star(* 0.10 ** 0.05 *** 0.01) `extrac1' /// b(a2) se(a2) noline subs("\beta\_" "\beta_") /// prehead("\begin{table}[h!] \begin{adjustbox}{max width=`texwid'\textwidth} \begin{threeparttable} \caption{`title'} \label{`label'} {\begin{tabular}{l*{`colcount'}{C{`widc'}}} \toprule \toprule `paren1' `extrahead' \\ `varhead' `extravarhead' \\ \toprule ") /// postfoot(\hline \end{tabular} } \begin{tablenotes}[flushleft] \small \item `footnote' \end{tablenotes} \end{threeparttable} \end{adjustbox} \end{table}) end ************************************************************************************************************** * table that looks at impact of doctor information ************************************************************************************************************** cap prog drop docpat_doc_lso prog define docpat_doc_lso est clear syntax varlist [if], TEXWID(string) [Table(string)] [TYPE(string)] [FOOTnote(string)] [PREHEAD1(string)] /// [PREHEAD2(string)] [TITLE(string)] [LABel(string)] WIDC(string) [EXTRAC1(string)] [EXTRAC2(string)] /// [EXTRAHEAD(string)] [EXTRAVARHead(string)] CLUVar(string) [PARTIAL(string)] LCONT(string) qui { local q= 2 local colcount= wordcount("`varlist'")+1 local seclast= `q'-1 // locals to assist in making the table local ester=1 forval i=1/`q' { local eststr`i' "" } // label covariates la var patient_voucher "\enspace Patient Voucher" la var doctor_voucher "\enspace Doctor Voucher" la var infotreat "\enspace Doctor Information" la var doctor_voucher_x_doctor_info "\enspace Doctor Voucher $\times$ Doctor Information" la var patient_voucher_x_doctor_info "\enspace Patient Voucher $\times$ Doctor Information" local counter=1 local varhead "" local paren`counter' "" foreach out in `varlist' { // GET LABELS HERE local labelq : variable label `out' local varhead "`varhead'& `labelq'" //this is the label for columns pdslasso `out' infotreat patient_voucher doctor_voucher patient_voucher_x_doctor_info doctor_voucher_x_doctor_info ($date $patient) `if', clu(`cluvar') partial(`partial') test patient_voucher = doctor_voucher local n1= r(p) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_NoVPVDV `combo' qui sum `out' if e(sample) & infotreat +doctor_voucher + patient_voucher ==0 local noDInoVoucher: display %7.3f `r(mean)' estadd local noDInoVoucher `noDInoVoucher' est store E`ester' local eststr`counter' "`eststr`counter'' E`ester'" local paren`counter' "`paren`counter'' & (`ester')" // column numbers local ++ester } local ++counter } //end qui loop * FIRST PANEL esttab `eststr1' using "`table'", replace keep(infotreat patient_voucher doctor_voucher patient_voucher_x_doctor_info doctor_voucher_x_doctor_info) /// label noabbrev `type' nogaps nomtit nonum /// stats(space noDInoVoucher N, fmt(0 a3 a0) /// labels(" " "\enspace Mean (No DI, No Voucher)" "\enspace N")) /// nonote eqlabels(none) star(* 0.10 ** 0.05 *** 0.01) `extrac1' /// b(a2) se(a2) noline subs("\beta\_" "\beta_") /// prehead("\begin{table}[h!] \begin{adjustbox}{max width=`texwid'\textwidth} \begin{threeparttable} \caption{`title'} \label{`label'} {\begin{tabular}{l*{`colcount'}{C{`widc'}}} \toprule \toprule `paren1' `extrahead' \\ `varhead' `extravarhead' \\ \toprule ") /// postfoot(\hline \end{tabular} } \begin{tablenotes}[flushleft] \small \item `footnote' \end{tablenotes} \end{threeparttable} \end{adjustbox} \end{table}) end ************************************************************************************************************** * ROBUSTNESS: main table w/ theory-driven tests (no lasso) ************************************************************************************************************** cap prog drop docpat_p1_theory prog define docpat_p1_theory est clear syntax varlist [if], TEXWID(string) [Table(string)] [EXtra(varlist)] [TYPE(string)] [FOOTnote(string)] [PREHEAD1(string)] /// [PREHEAD2(string)] [TITLE(string)] [LABel(string)] WIDC(string) [EXTRAC1(string)] [EXTRAC2(string)] /// [EXTRAHEAD(string)] [EXTRAVARHead(string)] CLUVar(string) TESTOF(string) SIGNIFEVIDENCE(string) qui { local q= 2 local colcount= wordcount("`varlist'")+1 local seclast= `q'-1 // locals to assist in making the table local ester=1 forval i=1/`q' { local eststr`i' "" } // label covariates la var patient_voucher "$\beta_P$: Patient Voucher" la var doctor_voucher "$\beta_D$: Doctor Voucher" local counter=1 local varhead "" local paren`counter' "" local outcount=1 foreach out in `varlist' { // GET LABELS HERE local labelq : variable label `out' local varhead "`varhead'& `labelq'" //this is the label for columns reg `out' patient_voucher doctor_voucher `extra' `if', clu(`cluvar') test patient_voucher=doctor_voucher local n1= r(p) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDV `combo' local sign = sign(_b[patient_voucher]-_b[doctor_voucher]) local n1= ttail(r(df_r),`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="ge" local p_one "`combo'" local n1= 1-ttail(r(df_r),`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="le" local p_one "`combo'" estadd local p_oneside `p_one' test patient_voucher=doctor_voucher=0 local n1= r(p) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDV0 `combo' qui sum `out' if e(sample) & doctor_voucher+patient_voucher==0 local DV: display %7.3f `r(mean)' estadd local DV `DV' tokenize `testof' estadd local test_of "``outcount''" tokenize `signifevidence' estadd local signif_evidence "``outcount''" est store E`ester' local eststr`counter' "`eststr`counter'' E`ester'" local paren`counter' "`paren`counter'' & (`ester')" // column numbers local ++ester local ++outcount } local ++counter } //end qui loop * FIRST PANEL esttab `eststr1' using "`table'", keep(patient_voucher doctor_voucher) label noabbrev `type' replace nogaps nomtit nonum /// stats(space p_PVDV test_of signif_evidence space DV N, fmt(0 0 0 0 0 a3 a0) labels("\emph{P-values and theory-driven tests}" "\enspace $\beta_P=\beta_D$" "\enspace Test for mechanism:" "\enspace Significant evidence of mechanism:" " " "Mean (Control)" "N")) /// nonote star(* 0.10 ** 0.05 *** 0.01) `extrac1' /// b(a2) se(a2) noline subs("\beta\_" "\beta_") /// prehead("\begin{table}[ht!] \begin{adjustbox}{max width=`texwid'\textwidth} \begin{threeparttable} \caption{`title'} \label{`label'} {\begin{tabular}{l*{`colcount'}{C{`widc'}}} \toprule \toprule `paren1' `extrahead' \\ `varhead' `extravarhead' \\ \toprule ") /// postfoot(\hline \end{tabular} } \begin{tablenotes}[flushleft] \small \item `footnote' \end{tablenotes} \end{threeparttable} \end{adjustbox} \end{table}) end ************************************************************************************************************** * ROBUSTNESS: het effects table w/ theory-driven tests (no lasso) ************************************************************************************************************** cap prog drop docpat_hettable_theory prog define docpat_hettable_theory est clear syntax varlist [if], TEXWID(string) [Table(string)] [EXtra(varlist)] [TYPE(string)] [FOOTnote(string)] [PREHEAD1(string)] /// [PREHEAD2(string)] [TITLE(string)] [LABel(string)] WIDC(string) [EXTRAC(string)] [PARTIAL(string)] /// [EXTRAHEAD(string)] [EXTRAVARHead(string)] CLUVar(string) TESTOFH(string) SIGNIFEVIDENCEH(string) TESTOFL(string) SIGNIFEVIDENCEL(string) /// DODO(string) PATH(string) SETNAME(string) NUMReps(string) qui { preserve local q= 2 local colcount= wordcount("`varlist'")+1 local seclast= `q'-1 // locals to assist in making the table local ester=1 forval i=1/`q' { local eststr`i' "" } // label covariates la var patient_voucher_high "$\delta_{PH}$: Patient Voucher $\times$ High Risk" la var doctor_voucher_high "$\delta_{DH}$: Doctor Voucher $\times$ High Risk" la var patient_voucher_low "$\delta_{PL}$: Patient Voucher $\times$ Low Risk" la var doctor_voucher_low "$\delta_{DL}$: Doctor Voucher $\times$ Low Risk" la var above_med_pos "$\theta$: High Malaria Risk" local counter=1 local varhead "" local paren`counter' "" local outcount=1 tempfile theuser save `theuser' foreach out in `varlist' { drop _all use `theuser' // GET LABELS HERE local labelq : variable label `out' local varhead "`varhead'& `labelq'" //this is the label for columns // bootstrap this thing boot_ols reg `out' patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos `extrac' `if', reppath(`path') repname(`setname') num(`numreps') dofirst(`dodo') * NB: recalculate p-values to be based on asymptotic inference * code written so we use asymptotics for both one and two-sided tests test patient_voucher_high = doctor_voucher_high local n1= 2*(1-normal(sqrt(r(F)))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDVhigh `combo' local sign = sign(_b[patient_voucher_high]-_b[doctor_voucher_high]) local n1= 1-normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="ge" local p_one_high "`combo'" local n1= normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="le" local p_one_high "`combo'" test patient_voucher_low = doctor_voucher_low local n1= 2*(1-normal(sqrt(r(F)))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDVlow `combo' local sign = sign(_b[patient_voucher_low]-_b[doctor_voucher_low]) local n1= 1-normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="ge" local p_one_low "`combo'" local n1= normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="le" local p_one_low "`combo'" * CHECK THIS qui sum `out' if doctor_voucher + patient_voucher ==0 & above_med_pos==0 local DV: display %7.3f `r(mean)' estadd local DV `DV' tokenize `testofh' estadd local test_of_h "``outcount''" tokenize `signifevidenceh' estadd local signif_evidence_h "``outcount''" tokenize `testofl' estadd local test_of_l "``outcount''" tokenize `signifevidencel' estadd local signif_evidence_l "``outcount''" est store E`ester' local eststr`counter' "`eststr`counter'' E`ester'" local paren`counter' "`paren`counter'' & (`ester')" // column numbers local ++ester local ++outcount } local ++counter } //end qui loop * FIRST PANEL esttab `eststr1' using "`table'", keep(patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos) label noabbrev `type' replace nogaps nomtit nonum /// stats(space p_PVDVhigh test_of_h signif_evidence_h space p_PVDVlow test_of_l signif_evidence_l space DV N, fmt(0 0 0 0 0 0 0 0 0 a2 a0) labels("\emph{P-values and theory-driven tests}" "\enspace $\delta_{PH}=\delta_{DH}$" "\enspace Test for mechanism:" "\enspace Significant evidence of mechanism:" " " "\enspace $\delta_{PL}=\delta_{DL}$" "\enspace Test for mechanism:" "\enspace Significant evidence of mechanism:" " " "Mean (Control, Low Risk)" "N")) /// nonote star(* 0.10 ** 0.05 *** 0.01) `extrac1' /// b(a2) se(a2) noline subs("\beta\_" "\beta_") /// prehead("\begin{table}[ht!] \begin{adjustbox}{max width=`texwid'\textwidth} \begin{threeparttable} \caption{`title'} \label{`label'} {\begin{tabular}{l*{`colcount'}{C{`widc'}}} \toprule \toprule `paren1' `extrahead' \\ `varhead' `extravarhead' \\ \toprule ") /// postfoot(\hline \end{tabular} } \begin{tablenotes}[flushleft] \small \item `footnote' \end{tablenotes} \end{threeparttable} \end{adjustbox} \end{table}) restore end ************************************************************************************************************** * TABLE FOR ANTIBIOTICS ************************************************************************************************************** cap prog drop docpat_hettable_lso prog define docpat_hettable_lso est clear syntax varlist [if], TEXWID(string) [Table(string)] [TYPE(string)] [FOOTnote(string)] [PREHEAD1(string)] PATH(string) SETNAME(string) /// [PREHEAD2(string)] [TITLE(string)] [LABel(string)] WIDC(string) [EXTRAC1(string)] [EXTRAC2(string)] [PARTIAL(string)] /// [EXTRAHEAD(string)] [EXTRAVARHead(string)] CLUVar(string) /// NUMreps(integer) DODO(string) LCONT(string) qui { preserve local q= 2 local colcount= wordcount("`varlist'")+1 local seclast= `q'-1 // locals to assist in making the table local ester=1 forval i=1/`q' { local eststr`i' "" } // label covariates la var patient_voucher_high "$\delta_{PH}$: Patient Voucher $\times$ High Risk" la var doctor_voucher_high "$\delta_{DH}$: Doctor Voucher $\times$ High Risk" la var patient_voucher_low "$\delta_{PL}$: Patient Voucher $\times$ Low Risk" la var doctor_voucher_low "$\delta_{DL}$: Doctor Voucher $\times$ Low Risk" la var above_med_pos "$\theta$: High Malaria Risk" local counter=1 local varhead "" local paren`counter' "" local outcount=1 tempfile theuser save `theuser' foreach out in `varlist' { drop _all use `theuser' // GET LABELS HERE local labelq : variable label `out' local varhead "`varhead'& `labelq'" //this is the label for columns // step 1 :: select covariates using PDS lasso pdslasso `out' patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos (`lcont') `if', clu(`cluvar') partial(`partial') local totcont= "`e(xselected)' `e(xpartial)'" // step 2 :: bootstrap this thing boot_ols reg `out' patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos `totcont' `if', reppath(`path') repname(`setname') num(`numreps') dofirst(`dodo') * NB: since this is bootstrapping after double post lasso, recalculate p-values to be based on asymptotic inference * this ensures that we use asymptotics for both one and two-sided tests test patient_voucher_high = doctor_voucher_high local n1= 2*(1-normal(sqrt(r(F)))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDVhigh `combo' local sign = sign(_b[patient_voucher_high]-_b[doctor_voucher_high]) local n1= 1-normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="ge" local p_one_high "`combo'" local n1= normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="le" local p_one_high "`combo'" test patient_voucher_low = doctor_voucher_low local n1= 2*(1-normal(sqrt(r(F)))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" estadd local p_PVDVlow `combo' local sign = sign(_b[patient_voucher_low]-_b[doctor_voucher_low]) local n1= 1-normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="ge" local p_one_low "`combo'" local n1= normal(`sign'*sqrt(r(F))) local star "" if `n1'<=.01 local star "\sym{***}" if `n1'>.01 & `n1'<=.05 local star "\sym{**}" if `n1'>.05 & `n1'<=.1 local star "\sym{*}" local n2 = trim("`: display %10.3f `n1''") local combo "`n2'`star'" tokenize `oneside' if "``outcount''"=="le" local p_one_low "`combo'" qui sum `out' if e(sample) & doctor_voucher + patient_voucher ==0 & above_med_pos==0 local DV: display %7.3f `r(mean)' estadd local DV `DV' tokenize `testofhigh' estadd local test_of_high "``outcount''" tokenize `testoflow' estadd local test_of_low "``outcount''" estadd local p_one_high `p_one_high' estadd local p_one_low `p_one_low' est store E`ester' local eststr`counter' "`eststr`counter'' E`ester'" local paren`counter' "`paren`counter'' & (`ester')" // column numbers local ++ester local ++outcount } local ++counter } //end qui loop * FIRST PANEL esttab `eststr1' using "`table'", keep(patient_voucher_high doctor_voucher_high patient_voucher_low doctor_voucher_low above_med_pos) label noabbrev `type' replace nogaps nomtit nonum /// stats(space p_PVDVhigh p_PVDVlow space DV N, fmt(0 0 0 0 a2 a0) labels("\emph{P-values}" "\enspace $\delta_{PH}=\delta_{DH}$" "\enspace $\delta_{PL}=\delta_{DL}$" " " "Mean (Control, Low Risk)" "N")) /// nonote star(* 0.10 ** 0.05 *** 0.01) `extrac1' /// b(a2) se(a2) noline subs("\beta\_" "\beta_") /// prehead("\begin{table}[ht!] \begin{adjustbox}{max width=`texwid'\textwidth} \begin{threeparttable} \caption{`title'} \label{`label'} {\begin{tabular}{l*{`colcount'}{C{`widc'}}} \toprule \toprule `paren1' `extrahead' \\ `varhead' `extravarhead' \\ \toprule ") /// postfoot(\hline \end{tabular} } \begin{tablenotes}[flushleft] \small \item `footnote' \end{tablenotes} \end{threeparttable} \end{adjustbox} \end{table}) restore end