library(shiny) library(apexcharter) library(dplyr) data("mpg", package = "ggplot2") function(input, output, session) { data_r <- reactive({ mympg <- mpg %>% filter(cty >= input$cty & year %in% input$year) %>% count(manufacturer, year) if (input$keepallx) { mympg <- left_join( x = mpg %>% distinct(manufacturer, year), y = mympg, by = c("manufacturer", "year") ) } mympg }) output$chart <- renderApexchart({ apex(data = data_r(), type = "bar", mapping = aes(x = manufacturer, y = n, fill = year)) }) }