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R package to supplement bartCause and thinkCausal
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priism-center/plotBart
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plotBart is a diagnostic and plotting package forbartCause andthinkCausal.
library(plotBart)data(lalonde)confounders<- c('age','educ','black','hisp','married','nodegr')# fit BART modelmodel_results<-bartCause::bartc(response=lalonde[['re78']],treatment=lalonde[['treat']],confounders= as.matrix(lalonde[,confounders]),estimand='ate',commonSup.rule='none',verbose=FALSE,keepTrees=TRUE)# plot common supportplot_common_support(.model=model_results)
# plot CATE and manipulate ggplot objectplot_CATE(.model=model_results,type='density',ci_80=TRUE,ci_95=TRUE,.mean=TRUE)+ labs(subtitle='My comments on the results')+ theme_classic()
plotBart is currently in development and is available to test byinstalling via:
# latest release on CRANinstall.packages('plotBart')# latest development version# install.packages("remotes")remotes::install_github('priism-center/plotBart')
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R package to supplement bartCause and thinkCausal
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