Note: The code must be run in Stata version 15 or 16. Earlier versions will encounter errors. To replicate all results from start to finish: [0] Change working directories to relevant local in R and Stata code [1 OPTIONAL] Run build/Clean_data_export_stata.R in R [2] Run analysis/Analysis.do in Stata [3] Run analysis/Paper_figures.R in R The folder structure is organized as follows: --> code -----> build ---------- Clean_data_export_stata.R (Builds the all_city.dta Stata file from input CSVs.) -----> analysis ---------- Analysis.do (Replicates the main results.) ---------- Paper_figures.R (Formats the figures as in replication paper) --> data -----> input (Raw input files digitized from historical sources.) -----> output ---------- all_city.dta (Contains all necessary information to replicate the main regressions.) --> results