################################################################## #### El Salvador - Land Reform - Prop Level Geographical Covs #### ################################################################## rm(list = ls()) # Clear variables require(foreign) require(ggplot2) require(rgdal) require(rgeos) require(RColorBrewer) # creates nice color schemes require(maptools) # loads sp library too require(scales) # customize scales require(gridExtra) # mutiple plots require(plyr) # join function require(dplyr) require(mapproj) # projection tools require(raster) # raster tools require(tidyr) require(readstata13) require(haven) require(gstat) # interpolation tools require(ncdf4) require(Hmisc) require(lubridate) library(lmtest) library(sandwich) library(dotwhisker) # coef plots library(broom) require(stringr) require(readxl) require(rmapshaper) require(extrafont) require(ggmap) require(rdrobust) require(stringdist) require(benford.analysis) # Tests for data manipulation require(sampleSelection) require(exactextractr) # faster extract require(sf) # faster extract require(elevatr) # elevation data require(stringi) ## SET WORKING DIRECTORY: path <- "/Users/eduardomontero/Dropbox/Research_ElSalvador_LandReform/Replication/" setwd(path) ############################ ### R SCRIPTS: ### MAIN ### ## FIGURE 1: Land Reforms that Redistributed Haciendas as Cooperatives source("./Code/ESLR_LatAmMaps.R") ## FIGURE 2: Land Reform by Canton - El Salvador source("./Code/ESLR_ESMap.R") ## FIGURE 4: Estimates for Differences in Geography & FIGURE 3: McCrary Sorting Test source("./Code/ESLR_Balance_PropLevel.R") ### RUN STATA CODE: Code/ESLR_Master.do #### ### APPENDIX ### ## FIGURE D4: Matching Estimates source("./Code/ESLR_IVCensus_Matching.R") ## FIGURE D5: Sensitivity to Balance source("./Code/ESLR_Unbalancedness.R") ## FIGURE D6: Temporal External Validity Exercise - Agricultural Productivity source("./Code/ESLR_TemporalEV.R") ## FIGURE D7: Coefficient Estimates For Existence in 2007 - Heterogeneity by Geographic Characteristics source("./Code/ESLR_Robustness_Existence.R") ## TABLE D3 & FIGURE D8: Testing for Differences in the Distribution of Digits for Reported Crop Outputs & Testing for Differences in Bunching in Crop Output Across Ownership Types source("./Code/ESLR_Digits.R") ## FIGURE D9: Yield Results: Correcting for Possible Selection Bias source("./Code/ESLR_YieldsSampleSelection.R") ## FIGURE D10-D13: Production of Minor Crops - Fruits & Production of Minor Crops - Vegetables & Capital Ownership & Input Use source("./Code/ESLR_IVCensus_AdditionalPlots.R") ## FIGURE D16-D18: Controlling for Migration Rates – Main Outcomes & Main Results - Controlling for Property Size & Controlling for Conflict During the Civil War – Main Outcomes source("./Code/ESLR_IVCensus_Controls.R") ## FIGURE D19: Heterogeneity by Number of Plots Owned By Previous Owner – Main Outcomes source("./Code/ESLR_IVCensus_HetPlots.R") ## FIGURE D20: Crop Allocation - Haciendas Above vs. Below 500 ha Ownership Threshold source("./Code/ESLR_IVCensus_NonComplierPlot.R") ## FIGURE E1: Public Good Access – Time to Nearest Public Good – Estimated Differences source("./Code/ESLR_EHPM_PGsCoefPlot.R") ## FIGURE F1: Heterogeneity by Access to Cities – Main Outcomes source("./Code/ESLR_IVCensus_HetPlots.R") ## Figure F2: Controlling for Commercialization Avenues – Main Outcomes source("./Code/ESLR_IVCensus_Controls.R") ## FIGURE J1-J6: Robustness to Alternative RD Specifications source("./Code/ESLR_IVCensus_RDRobustnessPlots.R")