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| ********************************************************************************************************* | |
| **** Figure 6: The dynamic impacts of elite network on national-level office | |
| ********************************************************************************************************* | |
| 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 alloff hXZeng_all0_invdistXyear22-hXZeng_all0_invdistXyear111 nhXZeng_all0_invdistXyear22-nhXZeng_all0_invdistXyear111 hunanXyear22-hunanXyear111 lnurbanpopXperiod-Taiping_route1Xperiod , absorb(year samcntyid ) cluster(prefid ) | |
| parmest, saving( Results\ConnectionOnSenior_all0_yearly_01, replace) | |
| reghdfe alloff hXZeng_all0_invdistXyear22-hXZeng_all0_invdistXyear111 Zeng_all0_invdistXyear22-Zeng_all0_invdistXyear111 hunanXyear22-hunanXyear111 lnurbanpopXperiod-Taiping_route1Xperiod , absorb(year samcntyid ) cluster(prefid ) | |
| parmest, saving( Results\ConnectionOnSenior_all0_yearly_02, replace) | |
| preserve | |
| ************** | |
| use Results\ConnectionOnSenior_all0_yearly_01, 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. Hunan", size(medium) ) xlabel(1820(30)1910) ylabel(-0.2(0.2)0.4) legend(order(1 "95% CI" 2 "Effects of connections" ) row(2) region(color(none))) graphregion(color(white) ifcolor(white) ilcolor(white) fcolor(white)) saving("Results\AllCnty_hunan_conn_All0_ctrl_0.gph", replace) xsize(3) ysize(3) | |
| restore | |
| ********************************************************************************************************* | |
| **** the connection effects in non-Hunan | |
| preserve | |
| ************** | |
| use Results\ConnectionOnSenior_all0_yearly_01, clear | |
| gen i=_n | |
| keep if i>=91&i<=181 | |
| gen time=i-90 | |
| 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. Non-Hunan", size(medium) ) xlabel(1820(30)1910) ylabel(-0.2(0.2)0.4) legend(order(1 "95% CI" 2 "Effects of connections" ) row(2) region(color(none))) graphregion(color(white) ifcolor(white) ilcolor(white) fcolor(white)) saving("Results\AllCnty_nhunan_conn_All0_ctrl_0.gph", replace) xsize(3) ysize(3) | |
| restore | |
| ********************************************************************************************************* | |
| **** the difference in connection effects, hunan vs. non-hunan | |
| 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("C. Difference between Hunan and non-Hunan", 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_ctrl_0.gph", replace) xsize(3) ysize(3) | |
| restore | |
| ********************************************************************************************************* | |
| ************************************************** Yearly effect of connections in Hunan, non-hunan, and the difference | |
| ************************************************** | |
| graph combine Results\AllCnty_hunan_conn_All0_ctrl_0.gph Results\AllCnty_nhunan_conn_All0_ctrl_0.gph Results\AllCnty_hXconn_All0_ctrl_0.gph , row(1) xsize(9) ysize(4.5) graphregion(color(white) ifcolor(white) ilcolor(white) fcolor(white)) | |
| graph export Results\Figure_6.png, replace | |