21/replication_package/Do_Files/Stata admin files/LSS_TablePrograms.do

* *******************************************************
* 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