update 54

54/paper.pdf

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8ab95e6340e1ea107d4dcb67ffe6b491b67631c0e1fce8cf7a84954dc6df891a
+size 1311362

54/replication_package/Codes for Replication.do

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+
+*** Note that the path should be manually set to where the downloaded data files are stored. Figures and tables will be saved in the Results folder.
+
+use "C:\Users\Steven Guo\Nutstore\1\Famine\EJ\4th\Replication package\Data for Replication.dta", clear
+cd "C:\Users\Steven Guo\Nutstore\1\Famine\EJ\4th\Replication package\Results"
+
+
+*** Install packages ***
+
+ssc install logout
+ssc install reghdfe
+ssc install outreg2
+ssc install coefplot
+* The package for ols_spatial_HAC can be downloaded at https://www.dropbox.com/s/pf2vtvgqhjk7rc8/spatial_HAC.zip?dl=0 and should be stored in the stata ado file folders.
+
+
+*** Figure 1 ***
+
+preserve
+sort cps
+drop if cps == cps[_n-1]
+bysort birthyr: egen ncps = count(cps)
+sort birthyr
+drop if birthyr == birthyr[_n-1]
+graph twoway bar ncps birthyr, xtitle("Year of birth") ytitle("Number of CPS")
+graph export "figure_1.png", as(png) name("Graph")
+restore
+
+
+*** Table 1 ***
+
+logout, save(table_1) tex replace: tabstat male age eduyear minor maxterm famineseverity born4960 born5560 lexpen_agri lexpen_secu lrevenue_agri lgrain lgdp1998 lpopulation1998 lexpenditure1998 lrevenue1998, stats(mean sd min max N) c(s) f(%10.2f)
+
+
+*** Table 2 ***
+
+* coefficients
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+gen samplea1 = e(sample)
+
+outreg2 using table_2, tex replace dec(2) sortvar(c.famineseverity#c.born4960 c.famineseverity#c.born4954 c.famineseverity#c.born5560) addstat(Number of work counties, `e(N_clust)', Adjusted R-squared, `e(r2_a)', Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+gen samplea2 = e(sample)
+
+outreg2 using table_2, tex append dec(2) sortvar(c.famineseverity#c.born4960 c.famineseverity#c.born4954 c.famineseverity#c.born5560) addstat(Number of work counties, `e(N_clust)', Adjusted R-squared, `e(r2_a)', Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_agri c.famineseverity#c.born4954 c.famineseverity#c.born5560 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_2, tex append dec(2) sortvar(c.famineseverity#c.born4960 c.famineseverity#c.born4954 c.famineseverity#c.born5560) addstat(Number of work counties, `e(N_clust)', Adjusted R-squared, `e(r2_a)', Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_agri c.famineseverity#c.born4954 c.famineseverity#c.born5560 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_2, tex append dec(2) sortvar(c.famineseverity#c.born4960 c.famineseverity#c.born4954 c.famineseverity#c.born5560) addstat(Number of work counties, `e(N_clust)', Adjusted R-squared, `e(r2_a)', Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+gen samples1 = e(sample)
+outreg2 using table_2, tex append dec(2) sortvar(c.famineseverity#c.born4960 c.famineseverity#c.born4954 c.famineseverity#c.born5560) addstat(Number of work counties, `e(N_clust)', Adjusted R-squared, `e(r2_a)', Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+gen samples2 = e(sample)
+outreg2 using table_2, tex append dec(2) sortvar(c.famineseverity#c.born4960 c.famineseverity#c.born4954 c.famineseverity#c.born5560) addstat(Number of work counties, `e(N_clust)', Adjusted R-squared, `e(r2_a)', Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4954 c.famineseverity#c.born5560 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_2, tex append dec(2) sortvar(c.famineseverity#c.born4960 c.famineseverity#c.born4954 c.famineseverity#c.born5560) addstat(Number of work counties, `e(N_clust)', Adjusted R-squared, `e(r2_a)', Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4954 c.famineseverity#c.born5560 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_2, tex append dec(2) sortvar(c.famineseverity#c.born4960 c.famineseverity#c.born4954 c.famineseverity#c.born5560) addstat(Number of work counties, `e(N_clust)', Adjusted R-squared, `e(r2_a)', Within R-squared, `e(r2_within)')
+
+* means of y
+sum lexpen_agri if samplea1 == 1
+sum lexpen_agri if samplea2 == 1
+sum lexpen_secu if samples1 == 1
+sum lexpen_secu if samples2 == 1
+
+
+*** Table 3 ***
+
+* col 1: normal work counties
+
+preserve 
+keep if countytype == 2
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_3_panel_a, tex replace dec(2) keep(c.famineseverity#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_3_panel_b, tex replace dec(2) keep(c.famineseverity#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+restore
+
+* col 2: born in normal counties
+
+preserve 
+keep if urbanborn == 0
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_3_panel_a, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_3_panel_b, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+
+restore
+
+* col 3: work in only one county
+
+preserve 
+keep if numberworkcounties == 1
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_3_panel_a, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_3_panel_b, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+
+restore
+
+* col 4: exclude long term
+
+preserve 
+keep if maxterm <= 4
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_3_panel_a, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_3_panel_b, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+
+restore
+
+* col 5: shrink rate based on local residents
+
+reghdfe lexpen_agri c.faminelocal#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_3_panel_a, tex append dec(2) keep(c.famineseverity#c.born4960 c.faminelocal#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.faminelocal#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_3_panel_b, tex append dec(2) keep(c.famineseverity#c.born4960 c.faminelocal#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+
+
+*** Table 4 ***
+
+reghdfe lrevenue_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_4, tex replace dec(2) keep(c.famineseverity#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+
+reghdfe lrevenue_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_4, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+
+reghdfe lgrain c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_4, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+
+reghdfe lgrain c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_4, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Number of work counties, `e(N_clust)', Within R-squared, `e(r2_within)')
+
+
+*** Figure 4 ***
+
+* generate leads and lags
+preserve
+tab term, gen(tm)
+sort county_code year
+gen tmlead1 = 0
+replace tmlead1 = 1 if county_code == county_code[_n+1] & year == year[_n+1]-1 & cps != cps[_n+1] & term[_n+1] == 1
+gen tmlead2 = 0
+replace tmlead2 = 1 if county_code == county_code[_n+2] & year == year[_n+2]-2 & cps != cps[_n+2] & tmlead1[_n+1] == 1
+gen tmlead3 = 0
+replace tmlead3 = 1 if county_code == county_code[_n+3] & year == year[_n+3]-3 & cps != cps[_n+3] & tmlead2[_n+1] == 1
+gen tmlead4 = 0
+replace tmlead4 = 1 if county_code == county_code[_n+4] & year == year[_n+4]-4 & cps != cps[_n+4] & tmlead3[_n+1] == 1
+gen tmlead5 = 0
+replace tmlead5 = 1 if county_code == county_code[_n+5] & year == year[_n+5]-5 & cps != cps[_n+5] & tmlead4[_n+1] == 1
+gen tmlead6 = 0
+replace tmlead6 = 1 if county_code == county_code[_n+6] & year == year[_n+6]-6 & cps != cps[_n+6] & tmlead5[_n+1] == 1
+gen tmlead7 = 0
+replace tmlead7 = 1 if county_code == county_code[_n+7] & year == year[_n+7]-7 & cps != cps[_n+7] & tmlead6[_n+1] == 1
+gen tmlead8 = 0
+replace tmlead8 = 1 if county_code == county_code[_n+8] & year == year[_n+8]-8 & cps != cps[_n+8] & tmlead7[_n+1] == 1
+gen tmlead9 = 0
+replace tmlead9 = 1 if county_code == county_code[_n+9] & year == year[_n+9]-9 & cps != cps[_n+9] & tmlead8[_n+1] == 1
+gen tmlead10 = 0
+replace tmlead10 = 1 if county_code == county_code[_n+10] & year == year[_n+10]-10 & cps != cps[_n+10] & tmlead9[_n+1] == 1
+gen tmlead11 = 0
+replace tmlead11 = 1 if county_code == county_code[_n+11] & year == year[_n+11]-11 & cps != cps[_n+11] & tmlead10[_n+1] == 1
+gen tmlead12 = 0
+replace tmlead12 = 1 if county_code == county_code[_n+12] & year == year[_n+12]-12 & cps != cps[_n+12] & tmlead11[_n+1] == 1
+gen tmlead13 = 0
+replace tmlead13 = 1 if county_code == county_code[_n+13] & year == year[_n+13]-13 & cps != cps[_n+13] & tmlead12[_n+1] == 1
+
+gen tm6more = 0
+replace tm6more = 1 if tm6==1|tm7==1|tm8==1|tm9==1
+gen tmlead4more = 0
+replace tmlead4more = 1 if tmlead4==1|tmlead5==1|tmlead6==1|tmlead7==1|tmlead8==1|tmlead9==1|tmlead10==1|tmlead11==1|tmlead12==1|tmlead13==1
+
+* plot
+gen zero = 1
+reghdfe lexpen_agri zero c.famineseverity#c.born4960#c.tmlead4more c.famineseverity#c.born4960#c.tmlead3 c.famineseverity#c.born4960#c.tmlead2 c.famineseverity#c.born4960#c.tm1 c.famineseverity#c.born4960#c.tm2 c.famineseverity#c.born4960#c.tm3 c.famineseverity#c.born4960#c.tm4 c.famineseverity#c.born4960#c.tm5 c.famineseverity#c.born4960#c.tm6more eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+est store agriculture
+
+reghdfe lexpen_secu zero c.famineseverity#c.born4960#c.tmlead4more c.famineseverity#c.born4960#c.tmlead3 c.famineseverity#c.born4960#c.tmlead2 c.famineseverity#c.born4960#c.tm1 c.famineseverity#c.born4960#c.tm2 c.famineseverity#c.born4960#c.tm3 c.famineseverity#c.born4960#c.tm4 c.famineseverity#c.born4960#c.tm5 c.famineseverity#c.born4960#c.tm6more eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+est store social_security
+
+* panel a
+coefplot (agriculture) (social_security, msymbol(T)), keep(c.famineseverity#c.born4960#c.tmlead4more c.famineseverity#c.born4960#c.tmlead3 c.famineseverity#c.born4960#c.tmlead2 zero c.famineseverity#c.born4960#c.tm1 c.famineseverity#c.born4960#c.tm2 c.famineseverity#c.born4960#c.tm3 c.famineseverity#c.born4960#c.tm4 c.famineseverity#c.born4960#c.tm5 c.famineseverity#c.born4960#c.tm6more) ///
+order(c.famineseverity#c.born4960#c.tmlead4more c.famineseverity#c.born4960#c.tmlead3 c.famineseverity#c.born4960#c.tmlead2 zero c.famineseverity#c.born4960#c.tm1 c.famineseverity#c.born4960#c.tm2 c.famineseverity#c.born4960#c.tm3 c.famineseverity#c.born4960#c.tm4 c.famineseverity#c.born4960#c.tm5 c.famineseverity#c.born4960#c.tm6more) yline(0) levels(90) vertical omitted ciopts(recast(rcap)) ytitle("Coefficients") xtitle("Years of term") ///
+coeflabels(c.famineseverity#c.born4960#c.tmlead4more = "≤-4" c.famineseverity#c.born4960#c.tmlead3 = "-3" c.famineseverity#c.born4960#c.tmlead2 = "-2" zero = "-1" c.famineseverity#c.born4960#c.tm1 = "1" c.famineseverity#c.born4960#c.tm2 = "2" c.famineseverity#c.born4960#c.tm3 = "3" c.famineseverity#c.born4960#c.tm4 = "4" c.famineseverity#c.born4960#c.tm5 = "5" c.famineseverity#c.born4960#c.tm6more = "≥6") ylabel(0(1)3) yscale(range(0(1)3)) legend(label(2 "Agricultural") label(4 "Social security"))
+
+graph export "figure_4_panel_a.png", as(png) name("Graph") replace
+
+reghdfe lexpen_agri zero c.famineseverity#c.born5560#c.tmlead4more c.famineseverity#c.born5560#c.tmlead3 c.famineseverity#c.born5560#c.tmlead2 c.famineseverity#c.born5560#c.tm1 c.famineseverity#c.born5560#c.tm2 c.famineseverity#c.born5560#c.tm3 c.famineseverity#c.born5560#c.tm4 c.famineseverity#c.born5560#c.tm5 c.famineseverity#c.born5560#c.tm6more c.famineseverity#c.born4954 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+est store agriculture2
+
+reghdfe lexpen_secu zero c.famineseverity#c.born5560#c.tmlead4more c.famineseverity#c.born5560#c.tmlead3 c.famineseverity#c.born5560#c.tmlead2 c.famineseverity#c.born5560#c.tm1 c.famineseverity#c.born5560#c.tm2 c.famineseverity#c.born5560#c.tm3 c.famineseverity#c.born5560#c.tm4 c.famineseverity#c.born5560#c.tm5 c.famineseverity#c.born5560#c.tm6more c.famineseverity#c.born4954 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+est store social_security2
+
+* panel b
+coefplot (agriculture2) (social_security2, msymbol(T)), keep(c.famineseverity#c.born5560#c.tmlead4more c.famineseverity#c.born5560#c.tmlead3 c.famineseverity#c.born5560#c.tmlead2 zero c.famineseverity#c.born5560#c.tm1 c.famineseverity#c.born5560#c.tm2 c.famineseverity#c.born5560#c.tm3 c.famineseverity#c.born5560#c.tm4 c.famineseverity#c.born5560#c.tm5 c.famineseverity#c.born5560#c.tm6more) order(c.famineseverity#c.born5560#c.tmlead4more c.famineseverity#c.born5560#c.tmlead3 c.famineseverity#c.born5560#c.tmlead2 zero c.famineseverity#c.born5560#c.tm1 c.famineseverity#c.born5560#c.tm2 c.famineseverity#c.born5560#c.tm3 c.famineseverity#c.born5560#c.tm4 c.famineseverity#c.born5560#c.tm5 c.famineseverity#c.born5560#c.tm6more) yline(0) levels(90) vertical omitted ciopts(recast(rcap)) ytitle("Coefficients") xtitle("Years of term") ///
+coeflabels(c.famineseverity#c.born5560#c.tmlead4more = "≤-4" c.famineseverity#c.born5560#c.tmlead3 = "-3" c.famineseverity#c.born5560#c.tmlead2 = "-2" zero = "-1" c.famineseverity#c.born5560#c.tm1 = "1" c.famineseverity#c.born5560#c.tm2 = "2" c.famineseverity#c.born5560#c.tm3 = "3" c.famineseverity#c.born5560#c.tm4 = "4" c.famineseverity#c.born5560#c.tm5 = "5" c.famineseverity#c.born5560#c.tm6more = "≥6") ylabel(0(1)3) yscale(range(0(1)3)) legend(label(2 "Agricultural") label(4 "Social security"))
+
+graph export "figure_4_panel_b.png", as(png) name("Graph") replace
+restore
+
+
+*** Figure 5 ***
+
+preserve
+forvalue i = 1949(1)1969 {
+gen by`i' = 0
+replace by`i' = 1 if birthyr == `i'
+}
+
+gen byb1952 = 0
+replace byb1952 = 1 if birthyr <= 1952
+
+reghdfe lexpen_agri c.famineseverity#c.byb1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+est store m1
+display (3.038+1.590+2.652+0.835+1.973+0.744)/6
+display (-0.142+1.307+0.996+0.627)/4
+
+reghdfe lexpen_secu c.famineseverity#c.byb1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if year >= 1998 & year <= 2007, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+est store m2
+display (2.790+3.874+2.591+2.215+2.943+1.917)/6
+display (2.811+1.359+1.768+0.516)/4
+
+* panel a
+coefplot m1, keep(c.famineseverity#c.byb1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964) order(c.famineseverity#c.byb1951 c.famineseverity#c.byb1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964) yline(0) levels(90) vertical xline(9.5) ciopts(recast(rcap)) ytitle("Coefficients") xtitle("Years of birth") ///
+coeflabels(c.famineseverity#c.byb1952 = "≤1952" c.famineseverity#c.by1953 = "1953" c.famineseverity#c.by1954 = "1954" c.famineseverity#c.by1955 = "1955" c.famineseverity#c.by1956 = "1956" c.famineseverity#c.by1957 = "1957" c.famineseverity#c.by1958 = "1958" c.famineseverity#c.by1959 = "1959" c.famineseverity#c.by1960 = "1960" c.famineseverity#c.by1961 = "1961" c.famineseverity#c.by1962 = "1962" c.famineseverity#c.by1963 = "1963" c.famineseverity#c.by1964 = "1964") ylabel(-2(2)6) yscale(range(-2(2)6)) ///
+addplot(function first=1.805, ra(4 9) || function second=0.697, ra(10 13))
+
+graph export "figure_5_panel_a.png", as(png) name("Graph") replace
+
+* panel b
+coefplot m2, keep(c.famineseverity#c.byb1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964) order(c.famineseverity#c.byb1951 c.famineseverity#c.byb1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964) yline(0) levels(90) vertical xline(9.5) ciopts(recast(rcap)) ytitle("Coefficients") xtitle("Years of birth") ///
+coeflabels(c.famineseverity#c.byb1952 = "≤1952" c.famineseverity#c.by1953 = "1953" c.famineseverity#c.by1954 = "1954" c.famineseverity#c.by1955 = "1955" c.famineseverity#c.by1956 = "1956" c.famineseverity#c.by1957 = "1957" c.famineseverity#c.by1958 = "1958" c.famineseverity#c.by1959 = "1959" c.famineseverity#c.by1960 = "1960" c.famineseverity#c.by1961 = "1961" c.famineseverity#c.by1962 = "1962" c.famineseverity#c.by1963 = "1963" c.famineseverity#c.by1964 = "1964") ylabel(-2(2)6) yscale(range(-2(2)6)) ///
+addplot(function first=2.722, ra(4 9) || function second=1.614, ra(10 13))
+
+graph export "figure_5_panel_b.png", as(png) name("Graph") replace
+restore
+
+
+********************
+***** Appendix *****
+********************
+
+*** Figure A3 ***
+
+gen before = 1 if birthyr <= 1958 & birthyr >= 1949
+gen during = 2 if birthyr <= 1961 & birthyr >= 1959
+gen after = 3 if birthyr <= 1969 & birthyr >= 1962
+graph bar (count) after (count) during (count) before, over(year) stack ytitle("Number of observations") legend(label(1 "With CPS born after famine") label(2 "During famine") label(3 "Before famine"))
+graph export "figure_a3.png", as(png) name("Graph") replace
+
+
+*** Table A1 ***
+
+preserve
+keep if year == 2007
+logout, save(table_a1_row1) tex replace: tabstat pexpen_agri pgdp1 if countytype == 2, stats(mean) c(s) f(%10.2f)
+logout, save(table_a1_row2) tex replace: tabstat pexpen_agri pgdp1 if countytype == 1, stats(mean) c(s) f(%10.2f)
+logout, save(table_a1_row3) tex replace: tabstat pexpen_agri pgdp1 if countytype == 3, stats(mean) c(s) f(%10.2f)
+logout, save(table_a1_row4) tex replace: tabstat pexpen_agri pgdp1 if countytype == 4, stats(mean) c(s) f(%10.2f)
+restore
+
+
+*** Table B1: other expenditures ***
+
+reghdfe lexpen_edu c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b1, tex replace dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_admin c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b1, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_health c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b1, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_public c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b1, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_const c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b1, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_rural c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b1, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+
+*** Table B2: in-utero ***
+
+reghdfe lexpen_agri c.famineseverity#c.born4958 c.famineseverity#c.born5961 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b2, tex replace dec(2) keep(c.famineseverity#c.born4958 c.famineseverity#c.born5961) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_agri c.famineseverity#c.born4958 c.famineseverity#c.born5961 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b2, tex append dec(2) keep(c.famineseverity#c.born4958 c.famineseverity#c.born5961) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4958 c.famineseverity#c.born5961 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b2, tex append dec(2) keep(c.famineseverity#c.born4958 c.famineseverity#c.born5961) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4958 c.famineseverity#c.born5961 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b2, tex append dec(2) keep(c.famineseverity#c.born4958 c.famineseverity#c.born5961) addstat(Within R-squared, `e(r2_within)')
+
+
+*** Table B3: monotonicity ***
+
+reghdfe lexpen_agri c.faminetop10#c.born4960 c.faminetop50#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b3, tex replace dec(2) keep(c.faminetop10#c.born4960 c.faminetop50#c.born4960 c.faminetop10#c.born4954 c.faminetop50#c.born4954 c.faminetop10#c.born5560 c.faminetop50#c.born5560) sortvar(c.faminetop10#c.born4960 c.faminetop50#c.born4960 c.faminetop10#c.born4954 c.faminetop50#c.born4954 c.faminetop10#c.born5560 c.faminetop50#c.born5560) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.faminetop10#c.born4960 c.faminetop50#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b3, tex append dec(2) keep(c.faminetop10#c.born4960 c.faminetop50#c.born4960 c.faminetop10#c.born4954 c.faminetop50#c.born4954 c.faminetop10#c.born5560 c.faminetop50#c.born5560) sortvar(c.faminetop10#c.born4960 c.faminetop50#c.born4960 c.faminetop10#c.born4954 c.faminetop50#c.born4954 c.faminetop10#c.born5560 c.faminetop50#c.born5560) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_agri c.faminetop10#c.born4954 c.faminetop50#c.born4954 c.faminetop10#c.born5560 c.faminetop50#c.born5560 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if year >= 2003 & year <= 2007, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b3, tex append dec(2) keep(c.faminetop10#c.born4960 c.faminetop50#c.born4960 c.faminetop10#c.born4954 c.faminetop50#c.born4954 c.faminetop10#c.born5560 c.faminetop50#c.born5560) sortvar(c.faminetop10#c.born4960 c.faminetop50#c.born4960 c.faminetop10#c.born4954 c.faminetop50#c.born4954 c.faminetop10#c.born5560 c.faminetop50#c.born5560) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.faminetop10#c.born4954 c.faminetop50#c.born4954 c.faminetop10#c.born5560 c.faminetop50#c.born5560 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if year >= 1998 & year <= 2007, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b3, tex append dec(2) keep(c.faminetop10#c.born4960 c.faminetop50#c.born4960 c.faminetop10#c.born4954 c.faminetop50#c.born4954 c.faminetop10#c.born5560 c.faminetop50#c.born5560) sortvar(c.faminetop10#c.born4960 c.faminetop50#c.born4960 c.faminetop10#c.born4954 c.faminetop50#c.born4954 c.faminetop10#c.born5560 c.faminetop50#c.born5560) addstat(Within R-squared, `e(r2_within)')
+
+
+*** Table B4: more robustness ***
+
+* col 1: cluster at cps level
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl cps)
+outreg2 using table_b4_panel_a, tex replace dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960new) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl cps)
+outreg2 using table_b4_panel_b, tex replace dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960new) addstat(Within R-squared, `e(r2_within)')
+
+* col 2: born before 1966
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if birthyr <= 1966, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b4_panel_a, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960new) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if birthyr <= 1966, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b4_panel_b, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960new) addstat(Within R-squared, `e(r2_within)')
+
+* col 3: famine duration
+
+reghdfe lexpen_agri c.famineseverity#c.born4960new eduyear male minor term c.eduyear#c.born4960new c.male#c.born4960new c.minor#c.born4960new c.age#c.born4960new c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b4_panel_a, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960new) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960new eduyear male minor term c.eduyear#c.born4960new c.male#c.born4960new c.minor#c.born4960new c.age#c.born4960new c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b4_panel_b, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960new) addstat(Within R-squared, `e(r2_within)')
+
+* col 4: prov-by-year FE
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.prov_code#i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b4_panel_a, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960new) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.prov_code#i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b4_panel_b, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960new) addstat(Within R-squared, `e(r2_within)')
+
+* col 5: age under 48
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if age <= 48, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b4_panel_a, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960new) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if age <= 48, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b4_panel_b, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960new) addstat(Within R-squared, `e(r2_within)')
+
+* col 6: county trend
+
+bysort county_code: egen ny = count(year)
+tab ny
+sum ny, de
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 if ny > 7, absorb(i.county_code i.year i.age i.htcode i.birthyr i.county_code#c.year) vce(cl county_code)
+outreg2 using table_b4_panel_a, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960new) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 if ny > 7, absorb(i.county_code i.year i.age i.htcode i.birthyr i.county_code#c.year) vce(cl county_code)
+outreg2 using table_b4_panel_b, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960new) addstat(Within R-squared, `e(r2_within)')
+
+
+*** Table B5: cps characteristics ***
+
+* col 1 edu
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 c.eduyear#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b5, tex replace dec(2) keep(c.famineseverity#c.born4960 c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+* col 2 male
+reghdfe lexpen_agri c.famineseverity#c.born4960 c.male#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b5, tex append dec(2) keep(c.famineseverity#c.born4960 c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+* col 3 minor
+reghdfe lexpen_agri c.famineseverity#c.born4960 c.minor#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b5, tex append dec(2) keep(c.famineseverity#c.born4960 c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+* col 4 age
+reghdfe lexpen_agri c.famineseverity#c.born4960 c.age#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b5, tex append dec(2) keep(c.famineseverity#c.born4960 c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+* col 5 edu
+reghdfe lexpen_secu c.famineseverity#c.born4960 c.eduyear#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b5, tex append dec(2) keep(c.famineseverity#c.born4960 c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+* col 6 male
+reghdfe lexpen_secu c.famineseverity#c.born4960 c.male#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b5, tex append dec(2) keep(c.famineseverity#c.born4960 c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+* col 7 minor
+reghdfe lexpen_secu c.famineseverity#c.born4960 c.minor#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b5, tex append dec(2) keep(c.famineseverity#c.born4960 c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+* col 8 age
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 c.age#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b5, tex append dec(2) keep(c.famineseverity#c.born4960 c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+
+*** Table B6: by cohorts ***
+
+preserve
+forvalue i = 1949(1)1969 {
+gen by`i' = 0
+replace by`i' = 1 if birthyr == `i'
+}
+
+gen byb1952 = 0
+replace byb1952 = 1 if birthyr <= 1952
+
+reghdfe lexpen_agri c.famineseverity#c.byb1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b6, tex replace dec(2) keep(c.famineseverity#c.byb1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964 c.famineseverity#c.by1949 c.famineseverity#c.by1950 c.famineseverity#c.by1951 c.famineseverity#c.by1952) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_agri c.famineseverity#c.by1949 c.famineseverity#c.by1950 c.famineseverity#c.by1951 c.famineseverity#c.by1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b6, tex append dec(2) keep(c.famineseverity#c.byb1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964 c.famineseverity#c.by1949 c.famineseverity#c.by1950 c.famineseverity#c.by1951 c.famineseverity#c.by1952) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.byb1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b6, tex append dec(2) keep(c.famineseverity#c.byb1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964 c.famineseverity#c.by1949 c.famineseverity#c.by1950 c.famineseverity#c.by1951 c.famineseverity#c.by1952) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.by1949 c.famineseverity#c.by1950 c.famineseverity#c.by1951 c.famineseverity#c.by1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b6, tex append dec(2) keep(c.famineseverity#c.byb1952 c.famineseverity#c.by1953 c.famineseverity#c.by1954 c.famineseverity#c.by1955 c.famineseverity#c.by1956 c.famineseverity#c.by1957 c.famineseverity#c.by1958 c.famineseverity#c.by1959 c.famineseverity#c.by1960 c.famineseverity#c.by1961 c.famineseverity#c.by1962 c.famineseverity#c.by1963 c.famineseverity#c.by1964 c.famineseverity#c.by1949 c.famineseverity#c.by1950 c.famineseverity#c.by1951 c.famineseverity#c.by1952) addstat(Within R-squared, `e(r2_within)')
+
+restore
+
+
+*** Table B7: other revenues ***
+
+reghdfe lrevenue_business c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b7, tex replace dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lrevenue_vat c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b7, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lrevenue_firm c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b7, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lrevenue_city c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b7, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lrevenue_individual c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b7, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+
+*** Table B8: agri tax after 2001 ***
+
+reghdfe lrevenue_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 if year >= 2001 & year <= 2005 & samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b8, tex replace dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lrevenue_agri c.famineseverity#c.born4960 eduyear male minor term c.eduyear#c.born4960 c.male#c.born4960 c.minor#c.born4960 c.age#c.born4960 c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if year >= 2001 & year <= 2005 & samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b8, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+
+*** Table B9: other development outcomes ***
+
+outreg2 using table_b9_mean_of_y if samples2 == 1, replace sum(log) keep(lcotton loil lgdp1 lstudent lbed lwelcenter lfirmn lfirmv linfras lgdppc)
+
+reghdfe lcotton c.famineseverity#c.born4960 eduyear male minor term if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b9, tex replace dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe loil c.famineseverity#c.born4960 eduyear male minor term if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b9, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lgdp1 c.famineseverity#c.born4960 eduyear male minor term if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b9, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lstudent c.famineseverity#c.born4960 eduyear male minor term if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b9, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lbed c.famineseverity#c.born4960 eduyear male minor term if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b9, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lwelcenter c.famineseverity#c.born4960 eduyear male minor term if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b9, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lfirmn c.famineseverity#c.born4960 eduyear male minor term if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b9, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lfirmv c.famineseverity#c.born4960 eduyear male minor term if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b9, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe linfras c.famineseverity#c.born4960 eduyear male minor term if samples2 == 1, absorb(i.county_code i.year i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b9, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lgdppc c.famineseverity#c.born4960 eduyear male minor term if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b9, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+
+*** Table B10: total expenditure, revenue, and transfer ***
+
+outreg2 using table_b10_mean_of_y if samples2 == 1, replace sum(log) keep(lexpenditure lrevenue ltransfer)
+
+reghdfe lexpenditure c.famineseverity#c.born4960 eduyear male minor term if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code) 
+outreg2 using table_b10, tex replace dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpenditure c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code) 
+outreg2 using table_b10, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lrevenue c.famineseverity#c.born4960 eduyear male minor term if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b10, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lrevenue c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b10, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe ltransfer c.famineseverity#c.born4960 eduyear male minor term if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b10, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe ltransfer c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year if samples2 == 1, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_b10, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+
+*** Table C2: promotion ***
+
+sum promoted
+
+reghdfe promoted c.famineseverity#c.born4960 eduyear male minor term, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c2, tex replace dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') addtext(Mean of dep. var., 0.098)
+
+reghdfe promoted c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c2, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') addtext(Mean of dep. var., 0.098)
+
+
+*** Table C3: allocation to agri counties within home city ***
+
+preserve
+gen agrihome1 = 0
+replace agrihome1 = 1 if agricounty1 == 1 & homecity == 1
+gen agrihome2 = 0
+replace agrihome2 = 1 if agricounty2 == 1 & homecity == 1
+sort cps year county_code
+drop if cps == cps[_n-1] & county_code == county_code[_n-1]
+sum agrihome1 agrihome2
+reghdfe agrihome1 c.famineseverity#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c3, tex replace dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') addtext(Mean of dep. var., 0.13)
+
+reghdfe agrihome2 c.famineseverity#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c3, tex append dec(2) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') addtext(Mean of dep. var., 0.15)
+restore
+
+
+*** Table C4: agri counties ***
+
+* cols 1-4 
+
+reghdfe lexpen_agri agricounty1 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.agricounty1 c.born4960#c.agricounty1 c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex replace dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu agricounty1 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.agricounty1 c.born4960#c.agricounty1 c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_agri agricounty2 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.agricounty2 c.born4960#c.agricounty2 c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu agricounty2 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.agricounty2 c.born4960#c.agricounty2 c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+* cols 5-8 
+
+reghdfe lexpen_agri dn2008d c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.dn2008d c.born4960#c.dn2008d c.famineseverity#c.dn2008d c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu dn2008d c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.dn2008d c.born4960#c.dn2008d c.famineseverity#c.dn2008d c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_agri grainsdh c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.grainsdh c.born4960#c.grainsdh c.famineseverity#c.grainsdh c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu grainsdh c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.grainsdh c.born4960#c.grainsdh c.famineseverity#c.grainsdh c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+* cols 9-10
+
+reghdfe lexpen_agri secondterm c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960 c.famineseverity#c.secondterm c.born4960#c.secondterm eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu secondterm c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960 c.famineseverity#c.secondterm c.born4960#c.secondterm eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+* cols 11-12 
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.rugged c.born4960#c.rugged eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.rugged c.born4960#c.rugged eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+* cols 13-14 
+
+reghdfe lexpen_agri c.famineseverity#c.born4960#c.libern c.famineseverity#c.born4960 c.born4960#c.libern eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960#c.libern c.famineseverity#c.born4960 c.born4960#c.libern eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c4, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.agricounty1 c.famineseverity#c.born4960#c.agricounty2 c.famineseverity#c.born4960#c.dn2008d c.famineseverity#c.born4960#c.grainsdh c.famineseverity#c.born4960#c.secondterm c.famineseverity#c.born4960#c.rugged c.famineseverity#c.born4960#c.libern) addstat(Within R-squared, `e(r2_within)')
+
+
+*** Table C5: distance ***
+
+* cols 1-6
+
+reghdfe lexpen_agri dist100 c.famineseverity#c.born4960#c.dist100 c.famineseverity#c.dist100 c.born4960#c.dist100 c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+ereturn list
+lincom _b[c.famineseverity#c.born4960#c.dist100] + _b[c.famineseverity#c.born4960]
+outreg2 using table_c5, tex replace dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.dist100) addstat(Within R-squared, `e(r2_within)') addtext(Sum of two coefficients, 1.01**, se, (0.42))
+
+reghdfe lexpen_secu dist100 c.famineseverity#c.born4960#c.dist100 c.famineseverity#c.dist100 c.born4960#c.dist100 c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+lincom _b[c.famineseverity#c.born4960#c.dist100] + _b[c.famineseverity#c.born4960]
+outreg2 using table_c5, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.dist100) addstat(Within R-squared, `e(r2_within)') addtext(Sum of two coefficients, 1.52*, se, (0.91))
+
+reghdfe lexpen_agri dist200 c.famineseverity#c.born4960#c.dist200 c.famineseverity#c.dist200 c.born4960#c.dist200 c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+lincom _b[c.famineseverity#c.born4960#c.dist200] + _b[c.famineseverity#c.born4960]
+outreg2 using table_c5, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.dist200) addstat(Within R-squared, `e(r2_within)') addtext(Sum of two coefficients, 1.60, se, (0.99))
+
+reghdfe lexpen_secu dist200 c.famineseverity#c.born4960#c.dist200 c.famineseverity#c.dist200 c.born4960#c.dist200 c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+lincom _b[c.famineseverity#c.born4960#c.dist200] + _b[c.famineseverity#c.born4960]
+outreg2 using table_c5, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.dist200) addstat(Within R-squared, `e(r2_within)') addtext(Sum of two coefficients, 0.46, se, (1.49))
+
+reghdfe lexpen_agri dist300 c.famineseverity#c.born4960#c.dist300 c.famineseverity#c.dist300 c.born4960#c.dist300 c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+lincom _b[c.famineseverity#c.born4960#c.dist300] + _b[c.famineseverity#c.born4960]
+outreg2 using table_c5, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.dist300) addstat(Within R-squared, `e(r2_within)') addtext(Sum of two coefficients, 0.61, se, (0.94))
+
+reghdfe lexpen_secu dist300 c.famineseverity#c.born4960#c.dist300 c.famineseverity#c.dist300 c.born4960#c.dist300 c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+lincom _b[c.famineseverity#c.born4960#c.dist300] + _b[c.famineseverity#c.born4960]
+outreg2 using table_c5, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.dist300) addstat(Within R-squared, `e(r2_within)') addtext(Sum of two coefficients, -2.42, se, (2.56))
+
+* cols 7-8
+
+gen htcodecity = int(htcode/100)*100
+gen city_code = int(county_code/100)*100
+gen diffcity = 0
+replace diffcity = 1 if htcodecity == city_code
+
+reghdfe lexpen_agri diffcity c.famineseverity#c.born4960#c.diffcity c.famineseverity#c.diffcity c.born4960#c.diffcity c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+lincom _b[c.famineseverity#c.born4960#c.diffcity] + _b[c.famineseverity#c.born4960]
+outreg2 using table_c5, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.diffcity) addstat(Within R-squared, `e(r2_within)') addtext(Sum of two coefficients, 0.70**, se, (0.30))
+
+reghdfe lexpen_secu diffcity c.famineseverity#c.born4960#c.diffcity c.famineseverity#c.diffcity c.born4960#c.diffcity c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+lincom _b[c.famineseverity#c.born4960#c.diffcity] + _b[c.famineseverity#c.born4960]
+outreg2 using table_c5, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.diffcity) addstat(Within R-squared, `e(r2_within)') addtext(Sum of two coefficients, 0.82*, se, (0.46))
+
+* col 9-10
+
+reghdfe lexpen_agri nonneighbor c.famineseverity#c.born4960#c.nonneighbor c.famineseverity#c.nonneighbor c.born4960#c.nonneighbor c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+lincom _b[c.famineseverity#c.born4960#c.nonneighbor] + _b[c.famineseverity#c.born4960]
+outreg2 using table_c5, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.nonneighbor) addstat(Within R-squared, `e(r2_within)') addtext(Sum of two coefficients, 1.15**, se, (0.45))
+
+reghdfe lexpen_secu nonneighbor c.famineseverity#c.born4960#c.nonneighbor c.famineseverity#c.nonneighbor c.born4960#c.nonneighbor c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+lincom _b[c.famineseverity#c.born4960#c.nonneighbor] + _b[c.famineseverity#c.born4960]
+outreg2 using table_c5, tex append dec(2) keep(c.famineseverity#c.born4960 c.famineseverity#c.born4960#c.nonneighbor) addstat(Within R-squared, `e(r2_within)') addtext(Sum of two coefficients, 1.73***, se, (0.66))
+
+
+*** Table C6: Conley s.e. ***
+
+* panel a
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+gen esample=e(sample)
+reg lexpen_agri eduyear male minor term eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year i.county_code i.year i.age i.htcode i.birthyr if esample==1
+predict residy, r
+gen famine_60 = c.famineseverity#c.born4960
+reg famine_60 eduyear male minor term eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year i.county_code i.year i.age i.htcode i.birthyr if esample==1
+predict residx, r
+* 100 km, lag 0:
+ols_spatial_HAC residy residx if esample == 1, lat(htlati) lon(htlongi) t(year) p(county_code) dist(100) lag(0)
+est store m1
+* 100 km, lag 1:
+ols_spatial_HAC residy residx if esample == 1, lat(htlati) lon(htlongi) t(year) p(county_code) dist(100) lag(1)
+est store m2
+* 100 km, lag 2:
+ols_spatial_HAC residy residx if esample == 1, lat(htlati) lon(htlongi) t(year) p(county_code) dist(100) lag(2)
+est store m3
+* 500 km, lag0: 
+ols_spatial_HAC residy residx if esample == 1, lat(htlati) lon(htlongi) t(year) p(county_code) dist(500) lag(0)
+est store m4
+* 500 km, lag1: 
+ols_spatial_HAC residy residx if esample == 1, lat(htlati) lon(htlongi) t(year) p(county_code) dist(500) lag(1)
+est store m5
+* 500 km, lag2: 
+ols_spatial_HAC residy residx if esample == 1, lat(htlati) lon(htlongi) t(year) p(county_code) dist(500) lag(2)
+est store m6
+
+outreg2 [m1 m2 m3 m4 m5 m6] using table_c6_panel_a, tex replace dec(2) keep(residx)
+
+* panel b
+
+drop esample residy residx
+reghdfe lexpen_secu c.famineseverity#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+gen esample=e(sample)
+reg lexpen_secu eduyear male minor term eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year i.county_code i.year i.age i.htcode i.birthyr if esample==1
+predict residy, r
+gen shrink_60 = c.famineseverity#c.born4960
+reg shrink_60 eduyear male minor term eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year i.county_code i.year i.age i.htcode i.birthyr if esample==1
+predict residx, r
+* 100 km, lag 0:
+ols_spatial_HAC residy residx if esample == 1, lat(htlati) lon(htlongi) t(year) p(county_code) dist(100) lag(0)
+est store m1b
+* 100 km, lag 1:
+ols_spatial_HAC residy residx if esample == 1, lat(htlati) lon(htlongi) t(year) p(county_code) dist(100) lag(1)
+est store m2b
+* 100 km, lag 2:
+ols_spatial_HAC residy residx if esample == 1, lat(htlati) lon(htlongi) t(year) p(county_code) dist(100) lag(2)
+est store m3b
+* 500 km, lag0: 
+ols_spatial_HAC residy residx if esample == 1, lat(htlati) lon(htlongi) t(year) p(county_code) dist(500) lag(0)
+est store m4b
+* 500 km, lag1: 
+ols_spatial_HAC residy residx if esample == 1, lat(htlati) lon(htlongi) t(year) p(county_code) dist(500) lag(1)
+est store m5b
+* 500 km, lag2: 
+ols_spatial_HAC residy residx if esample == 1, lat(htlati) lon(htlongi) t(year) p(county_code) dist(500) lag(2)
+est store m6b
+
+outreg2 [m1b m2b m3b m4b m5b m6b] using table_c6_panel_b, tex replace dec(2) keep(residx)
+
+*** Table C7: radicalism ***
+
+* cols 1-4
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 c.grainrate#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c7, tex replace dec(2) keep(c.famineseverity#c.born4960 c.grainrate#c.born4960 c.steelprod#c.born4960 c.ldeath#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 c.grainrate#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c7, tex append dec(2) keep(c.famineseverity#c.born4960 c.grainrate#c.born4960 c.steelprod#c.born4960 c.ldeath#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 c.steelprod#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c7, tex append dec(2) keep(c.famineseverity#c.born4960 c.grainrate#c.born4960 c.steelprod#c.born4960 c.ldeath#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 c.steelprod#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c7, tex append dec(2) keep(c.famineseverity#c.born4960 c.grainrate#c.born4960 c.steelprod#c.born4960 c.ldeath#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+* cols 5-6
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 c.ldeath#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c7, tex append dec(2) keep(c.famineseverity#c.born4960 c.grainrate#c.born4960 c.steelprod#c.born4960 c.ldeath#c.born4960) addstat(Within R-squared, `e(r2_within)')
+
+reghdfe lexpen_secu c.famineseverity#c.born4960 c.ldeath#c.born4960 eduyear male minor term c.lgdp1998#i.year c.lpopulation1998#i.year c.lexpenditure1998#i.year c.lrevenue1998#i.year, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using table_c7, tex append dec(2) keep(c.famineseverity#c.born4960 c.grainrate#c.born4960 c.steelprod#c.born4960 c.ldeath#c.born4960) addstat(Within R-squared, `e(r2_within)')

54/replication_package/Codes for Replication_b.do

@@ -0,0 +1,247 @@
+
+*** Note that the path should be manually set to where the downloaded data files are stored. Figures and tables will be saved in the Results folder.
+
+cd "C:\Users\Steven Guo\Nutstore\1\Famine\EJ\4th\Replication package"
+
+*** Install packages ***
+
+ssc install reghdfe
+ssc install outreg2
+
+
+*** Figure 2 ***
+
+use "Data for Replication_b.dta", clear
+
+graph twoway (bar csize birthyr, color(gs10))(bar csize birthyr if birthyr >= 1959 & birthyr <= 1961, color(black))(bar csize birthyr if birthyr >= 1956 & birthyr <= 1958, color(gs5))(bar csize birthyr if birthyr >= 1962 & birthyr <= 1964, color(gs5)), xtitle("Year of birth") ytitle("Birth cohort size (# of individuals, 1% sample size)") legend(off)
+graph export "Results\figure_2.png", as(png) name("Graph")
+
+
+*** Figure A1: representative ***
+
+use "Data for Replication_e.dta", clear
+
+preserve
+gen e = 1
+expand 2
+sort id data
+replace e = 2 if id == id[_n-1]
+drop if e == 2 & data == .
+ksmirnov gdp, by(e)
+ksmirnov pcgdp, by(e)
+ksmirnov population, by(e)
+ksmirnov popu_agri, by(e)
+ksmirnov revenue, by(e)
+ksmirnov pcrevenue, by(e)
+ksmirnov expenditure, by(e)
+ksmirnov pcexpenditure, by(e)
+restore
+
+* GDP
+sum gdp, de
+return list
+gen outlier1 = 1 if gdp > r(p99) | gdp < r(p1)
+sum gdp if data == 1, de
+return list
+gen outlier2 = 1 if gdp > r(p99) | gdp < r(p1)
+twoway (kdensity gdp if outlier1 != 1, lcol(black) lpattern(dash))(kdensity gdp if data == 1 & outlier2 != 1, lcol(black)), legend(label(1 "All counties") label(2 "Selected counties")) xtitle("(in billions)") title("GDP") subtitle("P=0.48") graphregion(color(white)) ylabel(,nogrid) ytitle("") saving(gdp.gph, replace)
+drop outlier1 outlier2
+graph export "Results\figure_a1_gdp.png", as(png) name("Graph")
+
+* Per capita GDP
+sum pcgdp, de
+return list
+gen outlier1 = 1 if pcgdp > r(p99) | pcgdp < r(p1)
+sum pcgdp if data == 1, de
+return list
+gen outlier2 = 1 if pcgdp > r(p99) | pcgdp < r(p1)
+twoway (kdensity pcgdp if outlier1 != 1, lcol(black) lpattern(dash))(kdensity pcgdp if data == 1 & outlier2 != 1, lcol(black)), legend(label(1 "All counties") label(2 "Selected counties")) xtitle("(in thousands)") title("Per capita GDP") subtitle("P=0.69") graphregion(color(white)) ylabel(,nogrid) ytitle("") saving(pcgdp.gph, replace)
+drop outlier1 outlier2
+graph export "Results\figure_a1_percapitagdp.png", as(png) name("Graph")
+
+* Population
+sum population, de
+return list
+gen outlier1 = 1 if population > r(p99) | population < r(p1)
+sum population if data == 1, de
+return list
+gen outlier2 = 1 if population > r(p99) | population < r(p1)
+twoway (kdensity population if outlier1 != 1, lcol(black) lpattern(dash))(kdensity population if data == 1 & outlier2 != 1, lcol(black)), legend(label(1 "All counties") label(2 "Selected counties")) xtitle("(in millions)") title("Population") subtitle("P=0.16") graphregion(color(white)) ylabel(,nogrid) ytitle("") saving(popu.gph, replace)
+drop outlier1 outlier2
+graph export "Results\figure_a1_population.png", as(png) name("Graph")
+
+* Agri population
+sum popu_agri, de
+return list
+gen outlier1 = 1 if popu_agri > r(p99) | popu_agri < r(p1)
+sum popu_agri if data == 1, de
+return list
+gen outlier2 = 1 if popu_agri > r(p99) | popu_agri < r(p1)
+twoway (kdensity popu_agri if outlier1 != 1, lcol(black) lpattern(dash))(kdensity popu_agri if data == 1 & outlier2 != 1, lcol(black)), legend(label(1 "All counties") label(2 "Selected counties")) xtitle("(in millions)") title("Agricultural population") subtitle("P=0.16") graphregion(color(white)) ylabel(,nogrid) ytitle("") saving(agripopu.gph, replace)
+drop outlier1 outlier2
+graph export "Results\figure_a1_agriculturalpopulation.png", as(png) name("Graph")
+
+* Revenue
+sum revenue, de
+return list
+gen outlier1 = 1 if revenue > r(p99) | revenue < r(p1)
+sum revenue if data == 1, de
+return list
+gen outlier2 = 1 if revenue > r(p99) | revenue < r(p1)
+twoway (kdensity revenue if outlier1 != 1, lcol(black) lpattern(dash))(kdensity revenue if data == 1 & outlier2 != 1, lcol(black)), legend(label(1 "All counties") label(2 "Selected counties")) xtitle("(in billions)") title("Fiscal revenue") subtitle("P=0.04") graphregion(color(white)) ylabel(,nogrid) ytitle("") saving(revenue.gph, replace)
+drop outlier1 outlier2
+graph export "Results\figure_a1_fiscalrevenue.png", as(png) name("Graph")
+
+* Per capita revenue
+sum pcrevenue, de
+return list
+gen outlier1 = 1 if pcrevenue > r(p99) | pcrevenue < r(p1)
+sum pcrevenue if data == 1, de
+return list
+gen outlier2 = 1 if pcrevenue > r(p99) | pcrevenue < r(p1)
+twoway (kdensity pcrevenue if outlier1 != 1, lcol(black) lpattern(dash))(kdensity pcrevenue if data == 1 & outlier2 != 1, lcol(black)), legend(label(1 "All counties") label(2 "Selected counties")) xtitle("(in thousands)") title("Per capita revenue") subtitle("P=0.30") graphregion(color(white)) ylabel(,nogrid) ytitle("") saving(pcrevenue.gph, replace)
+drop outlier1 outlier2
+graph export "Results\figure_a1_percapitarevenue.png", as(png) name("Graph")
+
+* Expenditure
+sum expenditure, de
+return list
+gen outlier1 = 1 if expenditure > r(p99) | expenditure < r(p1)
+sum expenditure if data == 1, de
+return list
+gen outlier2 = 1 if expenditure > r(p99) | expenditure < r(p1)
+twoway (kdensity expenditure if outlier1 != 1, lcol(black) lpattern(dash))(kdensity expenditure if data == 1 & outlier2 != 1, lcol(black)), legend(label(1 "All counties") label(2 "Selected counties")) xtitle("(in billions)") title("Fiscal expenditure") subtitle("P=0.00") graphregion(color(white)) ylabel(,nogrid) ytitle("") saving(expen.gph, replace)
+drop outlier1 outlier2
+graph export "Results\figure_a1_fiscalexpenditure.png", as(png) name("Graph")
+
+* Per capita expenditure
+sum pcexpenditure, de
+return list
+gen outlier1 = 1 if pcexpenditure > r(p99) | pcexpenditure < r(p1)
+sum pcexpenditure if data == 1, de
+return list
+gen outlier2 = 1 if pcexpenditure > r(p99) | pcexpenditure < r(p1)
+twoway (kdensity pcexpenditure if outlier1 != 1, lcol(black) lpattern(dash))(kdensity pcexpenditure if data == 1 & outlier2 != 1, lcol(black)), legend(label(1 "All counties") label(2 "Selected counties")) xtitle("(in thousands)") title("Per capita expenditure") subtitle("P=0.04") graphregion(color(white)) ylabel(,nogrid) ytitle("") saving(pcexpen.gph, replace)
+drop outlier1 outlier2
+graph export "Results\figure_a1_percapitaexpenditure.png", as(png) name("Graph")
+
+
+*** Figure A2 ***
+
+use "Data for Replication_f.dta", clear
+corr pdevr death
+corr pdevr mortality
+graph bar pdevr death mortality, over(province, sort(1) descending label(angle(45))) ytitle("Percentage") legend(label(1 "Famine severity") label(2 "Unusual death rate (corr=0.78)") label(3 "Mortality rate (corr=0.80)"))
+graph export "Results\figure_a2.png", as(png) name("Graph")
+
+
+*** Table C1: strategic appointment ***
+
+* panel a
+use "Data for Replication_c.dta", clear
+reghdfe lgdp c.famineseverity#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_a", tex replace dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lpopulation c.famineseverity#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_a", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lpopu_agri c.famineseverity#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_a", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lexpenditure c.famineseverity#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_a", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_a", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lrevenue c.famineseverity#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_a", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lrevenue_agri c.famineseverity#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_a", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lgrain c.famineseverity#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_a", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lgdp1 c.famineseverity#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_a", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+* panel b
+reghdfe lgdp c.famprov#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_b", tex replace dec(3) keep(c.famprov#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lpopulation c.famprov#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_b", tex append dec(3) keep(c.famprov#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lpopu_agri c.famprov#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_b", tex append dec(3) keep(c.famprov#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lexpenditure c.famprov#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_b", tex append dec(3) keep(c.famprov#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lexpen_agri c.famprov#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_b", tex append dec(3) keep(c.famprov#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lrevenue c.famprov#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_b", tex append dec(3) keep(c.famprov#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lrevenue_agri c.famprov#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_b", tex append dec(3) keep(c.famprov#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lgrain c.famprov#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_b", tex append dec(3) keep(c.famprov#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+reghdfe lgdp1 c.famprov#c.born4960 eduyear male minor term, absorb(i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_b", tex append dec(3) keep(c.famprov#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(3)
+
+* panel c
+use "Data for Replication_d.dta", clear
+reghdfe lgdp c.famineseverity#c.born4960 eduyear male minor term, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_c", tex replace dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(4)
+
+reghdfe lpopulation c.famineseverity#c.born4960 eduyear male minor term, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_c", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(4)
+
+reghdfe lpopu_agri c.famineseverity#c.born4960 eduyear male minor term, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_c", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(4)
+
+reghdfe lexpenditure c.famineseverity#c.born4960 eduyear male minor term, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_c", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(4)
+
+reghdfe lexpen_agri c.famineseverity#c.born4960 eduyear male minor term, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_c", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(4)
+
+reghdfe lrevenue c.famineseverity#c.born4960 eduyear male minor term, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_c", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(4)
+
+reghdfe lrevenue_agri c.famineseverity#c.born4960 eduyear male minor term, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_c", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(4)
+
+reghdfe lgrain c.famineseverity#c.born4960 eduyear male minor term, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_c", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(4)
+
+reghdfe lgdp1 c.famineseverity#c.born4960 eduyear male minor term, absorb(i.county_code i.year i.age i.htcode i.birthyr) vce(cl county_code)
+outreg2 using "Results\table_c1_panel_c", tex append dec(3) keep(c.famineseverity#c.born4960) addstat(Within R-squared, `e(r2_within)') adec(4)
+
+
+*** Figure C1 ***
+
+use "Data for Replication_c.dta", clear
+
+graph twoway (scatter lgdp famineseverity if birthyr <= 1958, mcolor(gs10) msize(vsmall))(scatter lgdp famineseverity if birthyr >= 1959 & birthyr <= 1961, mcolor(gs4) msymbol(triangle) msize(vsmall))(scatter lgdp famineseverity if birthyr >= 1962, mcolor(black) msymbol(square) msize(vsmall))(lfit lgdp famineseverity if birthyr <= 1958, lcolor(gs10) lwidth(thin))(lfit lgdp famineseverity if birthyr >= 1962, lcolor(black) lwidth(vthin))(lfit lgdp famineseverity if birthyr >= 1959 & birthyr <= 1961, lcolor(gs4) lwidth(vthin)), ytitle("Log GDP") xtitle("Famine severity") legend(lab(1 "CPS born before famine") lab(2 "during famine") lab(3 "after famine") order(1 2 3) cols(3)) saving(gdp, replace) graphregion(color(white)) bgcolor(white) ylabel(, nogrid)
+graph export "Results\figure_c1_gdp.png", as(png) name("Graph")
+
+graph twoway (scatter lpopulation famineseverity if birthyr <= 1958, mcolor(gs10) msize(vsmall))(scatter lpopulation famineseverity if birthyr >= 1959 & birthyr <= 1961, mcolor(gs4) msymbol(triangle) msize(vsmall))(scatter lpopulation famineseverity if birthyr >= 1962, mcolor(black) msymbol(square) msize(vsmall))(lfit lpopulation famineseverity if birthyr <= 1958, lcolor(gs10) lwidth(thin))(lfit lpopulation famineseverity if birthyr >= 1962, lcolor(black) lwidth(vthin))(lfit lpopulation famineseverity if birthyr >= 1959 & birthyr <= 1961, lcolor(gs4) lwidth(vthin)), ytitle("Log population") xtitle("Famine severity") legend(lab(1 "CPS born before famine") lab(2 "during famine") lab(3 "after famine") order(1 2 3) cols(3)) saving(popu, replace) graphregion(color(white)) bgcolor(white) ylabel(, nogrid)
+graph export "Results\figure_c1_population.png", as(png) name("Graph")
+
+graph twoway (scatter lexpenditure famineseverity if birthyr <= 1958, mcolor(gs10) msize(vsmall))(scatter lexpenditure famineseverity if birthyr >= 1959 & birthyr <= 1961, mcolor(gs4) msymbol(triangle) msize(vsmall))(scatter lexpenditure famineseverity if birthyr >= 1962, mcolor(black) msymbol(square) msize(vsmall))(lfit lexpenditure famineseverity if birthyr <= 1958, lcolor(gs10) lwidth(thin))(lfit lexpenditure famineseverity if birthyr >= 1962, lcolor(black) lwidth(vthin))(lfit lexpenditure famineseverity if birthyr >= 1959 & birthyr <= 1961, lcolor(gs4) lwidth(vthin)), ytitle("Log fiscal expenditure") xtitle("Famine severity") legend(lab(1 "CPS born before famine") lab(2 "during famine") lab(3 "after famine") order(1 2 3) cols(3)) saving(expen, replace) graphregion(color(white)) bgcolor(white) ylabel(, nogrid)
+graph export "Results\figure_c1_expenditure.png", as(png) name("Graph")
+
+graph twoway (scatter lexpen_agri famineseverity if birthyr <= 1958, mcolor(gs10) msize(vsmall))(scatter lexpen_agri famineseverity if birthyr >= 1959 & birthyr <= 1961, mcolor(gs4) msymbol(triangle) msize(vsmall))(scatter lexpen_agri famineseverity if birthyr >= 1962, mcolor(black) msymbol(square) msize(vsmall))(lfit lexpen_agri famineseverity if birthyr <= 1958, lcolor(gs10) lwidth(thin))(lfit lexpen_agri famineseverity if birthyr >= 1962, lcolor(black) lwidth(vthin))(lfit lexpen_agri famineseverity if birthyr >= 1959 & birthyr <= 1961, lcolor(gs4) lwidth(vthin)), ytitle("Log agricultural expenditure") xtitle("Famine severity") legend(lab(1 "CPS born before famine") lab(2 "during famine") lab(3 "after famine") order(1 2 3) cols(3)) saving(expenagri, replace) graphregion(color(white)) bgcolor(white) ylabel(, nogrid)
+graph export "Results\figure_c1_agriculturalexpenditure.png", as(png) name("Graph")
+
+graph twoway (scatter lgdp1 famineseverity if birthyr <= 1958, mcolor(gs10) msize(vsmall))(scatter lgdp1 famineseverity if birthyr >= 1959 & birthyr <= 1961, mcolor(gs4) msymbol(triangle) msize(vsmall))(scatter lgdp1 famineseverity if birthyr >= 1962, mcolor(black) msymbol(square) msize(vsmall))(lfit lgdp1 famineseverity if birthyr <= 1958, lcolor(gs10) lwidth(thin))(lfit lgdp1 famineseverity if birthyr >= 1962, lcolor(black) lwidth(vthin))(lfit lgdp1 famineseverity if birthyr >= 1959 & birthyr <= 1961, lcolor(gs4) lwidth(vthin)), ytitle("Log GDP from agriculture") xtitle("Famine severity") legend(lab(1 "CPS born before famine") lab(2 "during famine") lab(3 "after famine") order(1 2 3) cols(3)) saving(gdp1, replace) graphregion(color(white)) bgcolor(white) ylabel(, nogrid)
+graph export "Results\figure_c1_gdpfromagriculture.png", as(png) name("Graph")
+
+graph twoway (scatter lgrain famineseverity if birthyr <= 1958, mcolor(gs10) msize(vsmall))(scatter lgrain famineseverity if birthyr >= 1959 & birthyr <= 1961, mcolor(gs4) msymbol(triangle) msize(vsmall))(scatter lgrain famineseverity if birthyr >= 1962, mcolor(black) msymbol(square) msize(vsmall))(lfit lgrain famineseverity if birthyr <= 1958, lcolor(gs10) lwidth(thin))(lfit lgrain famineseverity if birthyr >= 1962, lcolor(black) lwidth(vthin))(lfit lgrain famineseverity if birthyr >= 1959 & birthyr <= 1961, lcolor(gs4) lwidth(vthin)), ytitle("Log grain production") xtitle("Famine severity") legend(lab(1 "CPS born before famine") lab(2 "during famine") lab(3 "after famine") order(1 2 3) cols(3)) saving(grain, replace) graphregion(color(white)) bgcolor(white) ylabel(, nogrid)
+graph export "Results\figure_c1_grainproduction.png", as(png) name("Graph")

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