## ----include = FALSE---------------------------------------------------------- knitr::opts_chunk$set( collapse = TRUE, comment = "#>" ) ## ----setup-------------------------------------------------------------------- library(didintrjl) ## ----include = FALSE---------------------------------------------------------- # Only run the examples below if Julia can be set up on this machine. # (DiDInt.jl must also be installed; see the README.) knitr::opts_chunk$set( eval = requireNamespace("JuliaConnectoR", quietly = TRUE) && JuliaConnectoR::juliaSetupOk() && JuliaConnectoR::juliaEval('using Pkg; _didint_pkgs = filter(p -> p.second.name == "DiDInt", Pkg.dependencies()); !isempty(_didint_pkgs) && first(values(_didint_pkgs)).version >= v"0.9.6"') #nolint ) ## ----------------------------------------------------------------------------- # Load the example data df <- read.csv(system.file("extdata", "merit.csv", package = "didintrjl")) # Estimate the ATT res <- didint("coll", "state", "year", df, verbose = FALSE, treated_states = c(71, 58, 64, 59, 85, 57, 72, 61, 34, 88), treatment_times = c(1991, 1993, 1996, 1997, 1997, 1998, 1998, 1999, 2000, 2000)) summary(res) # Aggregate and sub-aggregate results can also be accessed directly res$agg res$sub ## ----fig.width = 9, fig.height = 10, out.width = "100%", fig.align = "center"---- res_event <- didint_plot("coll", "state", "year", df, event = TRUE, treated_states = c(71, 58, 64, 59, 85, 57, 72, 61, 34, 88), treatment_times = c(1991, 1993, 1996, 1997, 1997, 1998, 1998, 1999, 2000, 2000), covariates = c("asian", "black", "male")) plot(res_event) ## ----fig.width = 8, fig.height = 6, out.width = "100%", fig.align = "center"---- # Using a subset of states to keep the plot readable df_sub <- df[df$state %in% c(71, 58, 11, 34, 14), ] res_parallel <- didint_plot("coll", "state", "year", df_sub, treatment_times = c(1991, 1993, 2000), covariates = c("asian", "black", "male")) plot(res_parallel) ## ----include = FALSE---------------------------------------------------------- # Shut down the Julia session started during the examples. if (requireNamespace("JuliaConnectoR", quietly = TRUE) && JuliaConnectoR::juliaSetupOk()) { JuliaConnectoR:::stopJulia() }