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REPRO-Bench / 14 /replication_package /Replication /Code /ESLR_RDPlots_PropDataModern_Existence.do
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***************************************************************
******* ESLR: RD Plot - Plot-Level Outcomes - Modern **********
***************************************************************
capture log close
clear
set matsize 3000
set more off
set scheme s2color // Default Scheme
***************************************************************
** Load the Data on Prop. in 1980 and whether they appear in the 2007 Census:
use "./Data/LR_reform_existence.dta", clear
gen norm_dist = Total_Propretario2 - 500.00
gen own_amt = Total_Propretario2
label var norm_dist "Normalized Distance to Reform Threshold (has)"
label var own_amt "Cumulative Landholdings of Former Owner (has)"
label var Exists "Exists in 2007"
***************************************************************
** Using lpoly from Dell 2015: Distance to 500
keep Exists own_amt norm_dist
keep if norm_dist<300.00 & norm_dist> -300.00
sort norm_dist
tempfile tempdata
save `tempdata', replace
** Dep Var: Exists; Bandwidth=300; Degree=1
use `tempdata', clear
keep if (own_amt>500.00 & own_amt<800.00)
lpoly Exists own_amt if (own_amt>500.00 & own_amt<800.00), kernel(rectangle) bwidth(300) degree(1) generate(x s) se(se) nograph pwidth(150)
keep x s se
drop if x==.
save "Output/Temp/RD", replace
use `tempdata', clear
keep if (own_amt<500.00 & own_amt>200.00)
lpoly Exists own_amt if (own_amt<500.00 & own_amt>200.00), kernel(rectangle) bwidth(300) degree(1) generate(x s) se(se) nograph pwidth(150)
keep x s se
drop if x==.
append using "Output/Temp/RD"
g ciplus=s+1.96*se
g ciminus=s-1.96*se
keep if x>200.00 & x<800.00
save "Output/Temp/RD", replace
*---generate bins for taking averages---*
use `tempdata', replace
keep if abs(norm_dist)<300.00
gen bin5=.
foreach X of num 0(25.00)300.00 {
di "`X'"
replace bin=-`X' if (own_amt - 500.00 >=-`X' & own_amt-500.00<(-`X'+25.00) & own_amt-500.00<0)
replace bin=`X' if (own_amt -500.00>`X' & own_amt-500.00<=(`X'+25.00))
}
tab bin5
drop if bin5==.
collapse Exists own_amt, by(bin5)
append using "Output/Temp/RD"
twoway (connected s x if x>500.00, sort msymbol(none) clcolor(black) clpat(solid) clwidth(medthick)) /*
*/(connected ciplus x if x>500.00, sort msymbol(none) clcolor(black) clpat(shortdash) clwidth(thin)) /*
*/(connected ciminus x if x>500.00, sort msymbol(none) clcolor(black) clpat(shortdash) clwidth(thin)) /*
*/(connected s x if x<500.00, sort msymbol(none) clcolor(black) clpat(solid) clwidth(medthick)) /*
*/(connected ciplus x if x<500.00, sort msymbol(none) clcolor(black) clpat(shortdash) clwidth(thin)) /*
*/(connected ciminus x if x<500.00, sort msymbol(none) clcolor(black) clpat(shortdash) clwidth(thin)) /*
*/ (scatter Exists own_amt, sort msize(med)xline(500) mcolor(black)), /*
*/ legend(off) graphregion(color(white)) /*
*/ ytitle("Exists in 2007") xtitle("Distance to Reform Threshold (ha)") xlabel(200(100)800) xsc(r(200.00 800.00)) ylabel(0(.2)1) ysc(r(0 1)) /*
*/xline(500.00, lpattern(shortdash) lc(black)) ylab(,nogrid) /*
*/ saving("Output/RDPlot_exists_300.pdf",replace)
graph export "Output/RDPlot_exists_300.pdf", replace
***************************************************************
** Using lpoly from Dell 2015: Distance to 500
** Dep Var: Exists; Bandwidth=150; Degree=1
use `tempdata', clear
keep if (own_amt>500.00 & own_amt<650.00)
lpoly Exists own_amt if (own_amt>500.00 & own_amt<650.00), kernel(rectangle) bwidth(150) degree(1) generate(x s) se(se) nograph pwidth(150)
keep x s se
drop if x==.
save "Output/Temp/RD", replace
use `tempdata', clear
keep if (own_amt<500.00 & own_amt>350.00)
lpoly Exists own_amt if (own_amt<500.00 & own_amt>350.00), kernel(rectangle) bwidth(150) degree(1) generate(x s) se(se) nograph pwidth(150)
keep x s se
drop if x==.
append using "Output/Temp/RD"
g ciplus=s+1.96*se
g ciminus=s-1.96*se
keep if x>350.00 & x<650.00
save "Output/Temp/RD", replace
*---generate bins for taking averages---*
use `tempdata', replace
keep if abs(norm_dist)<150.00
gen bin5=.
foreach X of num 0(25.00)150.00 {
di "`X'"
replace bin=-`X' if (own_amt - 500.00 >=-`X' & own_amt-500.00<(-`X'+25.00) & own_amt-500.00<0)
replace bin=`X' if (own_amt -500.00>`X' & own_amt-500.00<=(`X'+25.00))
}
tab bin5
drop if bin5==.
collapse Exists own_amt, by(bin5)
append using "Output/Temp/RD"
twoway (connected s x if x>500.00, sort msymbol(none) clcolor(black) clpat(solid) clwidth(medthick)) /*
*/(connected ciplus x if x>500.00, sort msymbol(none) clcolor(black) clpat(shortdash) clwidth(thin)) /*
*/(connected ciminus x if x>500.00, sort msymbol(none) clcolor(black) clpat(shortdash) clwidth(thin)) /*
*/(connected s x if x<500.00, sort msymbol(none) clcolor(black) clpat(solid) clwidth(medthick)) /*
*/(connected ciplus x if x<500.00, sort msymbol(none) clcolor(black) clpat(shortdash) clwidth(thin)) /*
*/(connected ciminus x if x<500.00, sort msymbol(none) clcolor(black) clpat(shortdash) clwidth(thin)) /*
*/ (scatter Exists own_amt, sort msize(med)xline(500) mcolor(black)), /*
*/ legend(off) graphregion(color(white)) /*
*/ ytitle("Exists in 2007") xtitle("Distance to Reform Threshold (ha)") xlabel(350(100)650) xsc(r(350.00 650.00)) ylabel(0(.2)1) ysc(r(0 1)) /*
*/xline(500.00, lpattern(shortdash) lc(black)) ylab(,nogrid) /*
*/ saving("Output/RDPlot_exists_150.pdf",replace)
graph export "Output/RDPlot_exists_150.pdf", replace