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ggplot2 to plotly to shiny to box/lasso select to DT
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#plotly box or lasso select linked to | |
# DT data table | |
# using Wage data | |
# the out group: is sex:Male, region:Middle Atlantic + | |
library(ggplot2) | |
library(plotly) | |
library(dplyr) | |
library(ISLR) | |
library(shiny) | |
library(DT) | |
#reactive app | |
ui <- fluidPage( | |
# Set theme | |
# theme = shinytheme("spacelab"), | |
fluidRow( | |
column(12, plotlyOutput("plot", height = "600px")), | |
column(12,DT::dataTableOutput('data_table')) | |
# column(12, verbatimTextOutput("text")) | |
) | |
) | |
server <- function(input, output){ | |
output$plot <- renderPlotly({ | |
req(data()) | |
p<-ggplot(data = data()$data, mapping = aes(x = age, y = wage)) + | |
geom_point() + theme_bw() | |
obj<-data()$sel | |
if(nrow(obj)!=0) { | |
p<-p + geom_point(data=obj,color="red",size=4) | |
} | |
ggplotly(p,source="master") | |
}) | |
#selected | |
selected<-reactive({ | |
# event_data("plotly_click", source = "master") | |
event_data("plotly_selected", source = "master") | |
}) | |
output$text <- renderPrint({ | |
list(selection=selected(), | |
dims=data()$sel) | |
}) | |
output$data_table<-DT::renderDataTable( | |
data()$sel, filter = 'top', options = list( | |
pageLength = 5, autoWidth = TRUE | |
) | |
) | |
#reactive data | |
data<-reactive({ | |
tmp<-Wage | |
sel<-tryCatch(Wage[(selected()$pointNumber+1),,drop=FALSE] , error=function(e){NULL}) | |
list(data=tmp,sel=sel) | |
}) | |
} | |
shinyApp(ui,server) | |
other attached packages: | |
[1] DT_0.2 shiny_0.13.2 ISLR_1.0 dplyr_0.5.0 | |
[5] plotly_3.6.0 ggplot2_2.1.0 |
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