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| shp2dta using "Data\county shapefile\cb_2016_us_county_500k", replace data("Data\county shapefile\county_data") coor("Data\county shapefile\county_coordinates")
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| use "Data\stoplevel_data.dta", clear
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| collapse trumpcounties, by(county_fips)
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| g stopsdata=1
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| merge n:1 county_fips using "Data\allcandidates_rallies.dta"
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| drop _merge
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| replace stopsdata=0 if stopsdata==.
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| replace trumpcounties=0 if trumpcounties==.
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| g stopsNtrump=(stopsdata==1 & trumpcounties==1)
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| g stopsNONtrump=(stopsdata==1 & trumpcounties==0)
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| g category=0 if stopsdata==0
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| replace category=1 if trumpcounties==1
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| replace category=2 if stopsNONtrump==1
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| g county_fips2=string(county_fips)
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| replace county_fips2="0"+county_fips2 if length(county_fips2)==4
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| drop if county_fips>72000
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| label define category 0 "Not In Sample" 1 "Stops Data with Trump Rally" 2 "Stops Data without Trump Rally", modify
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| g GEOID=string(county_fips)
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| replace GEOID="0"+GEOID if length(GEOID)==4
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| drop if county_fips>72000
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| merge 1:1 GEOID using "Data\county shapefile\county_data"
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| replace category=0 if _merge==2
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| drop if STATEFP=="02" | STATEFP=="15" | STATEFP=="72" | STATEFP=="60" | STATEFP=="66" | STATEFP=="69" | STATEFP=="78"
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| keep county_fips category GEOID GEOID2 _ID
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| label values category category
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| spmap category using "Data\county shapefile\county_coordinates", id(_ID)
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| clmethod(unique) fcolor(Greys) ocolor(Black)
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| legstyle(3) legend(ring(1) position(3))
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| plotregion(margin(vlarge)) legenda(on) legtitle("Legend")
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