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require(lme4)
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require(lfe)
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require(MatchIt)
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require(WeightIt)
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require(tjbal)
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require(optmatch)
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require(stargazer)
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require(cobalt)
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require(tidyverse)
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require(ggridges)
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rm(list = ls())
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gc()
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load('../Data/replication_data.RData')
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source('./helper_functions.R')
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finalDat$post <- ifelse(finalDat$date > as.Date('2020-03-10'),1,0)
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finalDat$treat <- ifelse(finalDat$DMA_March17Cases > 1,1,0)
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summary(tmp <- lmer(as.formula(paste0("pcttw_sanders ~ treat*post + (1|DMA_CODE)")),finalDat))$coefficients
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toplot <- data.frame(interaction_plot_continuous(tmp,num_points = 2,pointsplot = T))
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pdf('../Figures/figure4.pdf',width = 7,height = 5)
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toplot %>%
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mutate(x = factor(ifelse(x_2 == 0,'Pre','Post'),levels = c('Pre','Post'))) %>%
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ggplot(aes(x = x,y = delta_1))+
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geom_point() +
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geom_errorbar(aes(ymin = lb,ymax = ub),width= .1) +
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geom_hline(yintercept = 0,linetype = 'dashed') +
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xlab("Period") + ylab("Marginal Effect of Exposure") +
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theme_ridges()
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dev.off() |
