********************************************************************************************************* **** Figure C.1. Yearly effects of connections : Entry vs. Re-entry ********************************************************************************************************* use Data\NationalCntyYr.dta,clear ******************************************************************************** ********** gen interactions gen nhXZenghu_all_invdist=nonhunan*Zenghu_all_invdist gen hXZenghu_all_invdist=hunan*Zenghu_all_invdist gen nhXZeng_all0_invdist=nonhunan*Zeng_all0_invdist gen hXZeng_all0_invdist=hunan*Zeng_all0_invdist foreach x of varlist hunan Zenghu_all_invdist Zeng_all0_invdist Zeng_all0_invdist_pc invdist0_L1 invdist0_F1 Zeng_exam0_invdist Zeng_Extraexam_invdist Zeng_BMF_invdist Zeng_juren0_invdist nhXZenghu_all_invdist nhXZeng_all0_invdist hXZenghu_all_invdist hXZeng_all0_invdist{ gen `x'Xperiod1=`x'*period1 gen `x'Xperiod2=`x'*period2 gen `x'Xperiod=`x'*period } foreach x of varlist lnurbanpop prefcap lnjinshi lncntyquota0 lncntypop lncntyarea mainriv dist2canal lnrice lnwheat dist_nanjing Taiping_route1 { gen `x'Xperiod1=`x'*period1 gen `x'Xperiod2=`x'*period2 gen `x'Xperiod=`x'*period } foreach x of varlist lnurbanpop prefcap lnjinshi lncntyquota0 lncntypop lncntyarea mainriv dist2canal lnrice lnwheat dist_nanjing Taiping_route1 { gen h`x'Xperiod1=hunan*`x'*period1 gen h`x'Xperiod2=hunan*`x'*period2 gen h`x'Xperiod=hunan*`x'*period } ******************************************************************************** ********** gen year dummy & interactions drop if year==. tab year, gen(year) foreach x of varlist year2-year111 { gen hunanX`x'=hunan*`x' } *************************************************************** foreach x of varlist year2-year111 { gen Zeng_all0_invdistX`x'=Zeng_all0_invdist*`x' } ******** foreach x of varlist year2-year111 { gen hXZeng_all0_invdistX`x'=hXZeng_all0_invdist*`x' } ******** foreach x of varlist year2-year111 { gen nhXZeng_all0_invdistX`x'=nhXZeng_all0_invdist*`x' } *************************************************************** foreach x of varlist year2-year111 { gen Zenghu_all_invdistX`x'=Zenghu_all_invdist*`x' } ******** foreach x of varlist year2-year111 { gen hXZenghu_all_invdistX`x'=hXZenghu_all_invdist*`x' } ******** foreach x of varlist year2-year111 { gen nhXZenghu_all_invdistX`x'=nhXZenghu_all_invdist*`x' } ******************************************************************************** reghdfe entry hXZeng_all0_invdistXyear22-hXZeng_all0_invdistXyear111 Zeng_all0_invdistXyear22-Zeng_all0_invdistXyear111 lnurbanpopXperiod-Taiping_route1Xperiod , absorb(year samcntyid ) cluster(prefid ) parmest, saving( Results\ConnectionOnEntry_all0_yearly_0, replace) reghdfe reentry hXZeng_all0_invdistXyear22-hXZeng_all0_invdistXyear111 Zeng_all0_invdistXyear22-Zeng_all0_invdistXyear111 lnurbanpopXperiod-Taiping_route1Xperiod , absorb(year samcntyid ) cluster(prefid ) parmest, saving( Results\ConnectionOnRentry_all0_yearly_0, replace) preserve ************** use Results\ConnectionOnSenior_all0_yearly_02, clear gen i=_n keep if i<=91 gen time=i gen zero=0 label var zero "the effect = 0" label var estimate "the coefficent of logged total deaths" keep time max95 min95 time estimate zero replace time=1820+time replace time=1820 if time==1911 foreach x of varlist estimate { replace `x'=0 if time==1820 } foreach x of varlist max95 min95 { replace `x'=0 if time==1820 } gen year=time **** sort time label var time "Year" sum estimate if year<=1849 gen bench=r(mean) ***** twoway (rarea max95 min95 time, lstyle(ci) msize(tiny) fc(gs12) c(none) lc(gs12)) (connect estimate time, msize(vsmall) lp(solid) lw(medthick) lc(gs7) xline(1850, lpattern(dash) lcolor(blue)) xline(1853, lpattern(solid) lcolor(blue)) xline(1864, lpattern(dash) lcolor(blue)) ) (line zero time , lp(dash) lw(medthick) lc(gs0) ) /// , leg(region(lp(blank)) rows(3)) title("A. All officials", size(medium) ) xlabel(1820(30)1910) ylabel(-0.2(0.2)0.4) legend(order(1 "95% CI" 2 "Effects of connections * Hunan" ) row(2) region(color(none))) graphregion(color(white) ifcolor(white) ilcolor(white) fcolor(white)) saving("Results\AllCnty_hXconn_all0_yearly_A_0.gph", replace) xsize(3) ysize(3) restore *********************************** New entry preserve ************** use Results\ConnectionOnEntry_all0_yearly_0, clear gen i=_n keep if i<=91 gen time=i gen zero=0 label var zero "the effect = 0" label var estimate "the coefficent of logged total deaths" keep time max95 min95 time estimate zero replace time=1820+time replace time=1820 if time==1911 foreach x of varlist estimate { replace `x'=0 if time==1820 } foreach x of varlist max95 min95 { replace `x'=0 if time==1820 } gen year=time **** sort time label var time "Year" sum estimate if year<=1849 gen bench=r(mean) ***** twoway (rarea max95 min95 time, lstyle(ci) msize(tiny) fc(gs12) c(none) lc(gs12)) (connect estimate time, msize(vsmall) lp(solid) lw(medthick) lc(gs7) xline(1850, lpattern(dash) lcolor(blue)) xline(1853, lpattern(solid) lcolor(blue)) xline(1864, lpattern(dash) lcolor(blue)) ) (line zero time , lp(dash) lw(medthick) lc(gs0) ) /// , leg(region(lp(blank)) rows(3)) title("B. Newly promoted", size(medium) ) xlabel(1820(30)1910) ylabel(-0.2(0.2)0.4) legend(order(1 "95% CI" 2 "Effects of connections * Hunan" ) row(2) region(color(none))) graphregion(color(white) ifcolor(white) ilcolor(white) fcolor(white)) saving("Results\AllCnty_hXconn_all0_yearly_Entry_0.gph", replace) xsize(3) ysize(3) restore *********************************** RE entry preserve ************** use Results\ConnectionOnRentry_all0_yearly_0, clear gen i=_n keep if i<=91 gen time=i gen zero=0 label var zero "the effect = 0" label var estimate "the coefficent of logged total deaths" keep time max95 min95 time estimate zero replace time=1820+time replace time=1820 if time==1911 foreach x of varlist estimate { replace `x'=0 if time==1820 } foreach x of varlist max95 min95 { replace `x'=0 if time==1820 } gen year=time **** sort time label var time "Year" sum estimate if year<=1849 gen bench=r(mean) ***** twoway (rarea max95 min95 time, lstyle(ci) msize(tiny) fc(gs12) c(none) lc(gs12)) (connect estimate time, msize(vsmall) lp(solid) lw(medthick) lc(gs7) xline(1850, lpattern(dash) lcolor(blue)) xline(1853, lpattern(solid) lcolor(blue)) xline(1864, lpattern(dash) lcolor(blue)) ) (line zero time , lp(dash) lw(medthick) lc(gs0) ) /// , leg(region(lp(blank)) rows(3)) title("C. Re-promoted", size(medium) ) xlabel(1820(30)1910) ylabel(-0.2(0.2)0.4) legend(order(1 "95% CI" 2 "Effects of connections * Hunan" ) row(2) region(color(none))) graphregion(color(white) ifcolor(white) ilcolor(white) fcolor(white)) saving("Results\AllCnty_hXconn_all0_yearly_Rentry_0.gph", replace) xsize(3) ysize(3) restore ********************************************************************************************************* ************************************************** Yearly effect of connections all, newly promoted, and re-promoted ************************************************** graph combine Results\AllCnty_hXconn_all0_yearly_A_0.gph Results\AllCnty_hXconn_all0_yearly_Entry_0.gph Results\AllCnty_hXconn_all0_yearly_Rentry_0.gph, row(1) xsize(9) ysize(4.5) graphregion(color(white) ifcolor(white) ilcolor(white) fcolor(white)) graph export Results\Figure_C1.png, replace