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qgraph network comparison app
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# | |
# This is a Shiny web application. You can run the application by clicking | |
# the 'Run App' button above. | |
# | |
# Find out more about building applications with Shiny here: | |
# | |
# http://shiny.rstudio.com/ | |
# | |
library(shiny) | |
# Define UI for application that draws a histogram | |
ui <- fluidPage( | |
# Application title | |
titlePanel("BFI network comparison"), | |
# Sidebar with a slider input for number of bins | |
sidebarLayout( | |
sidebarPanel( | |
sliderInput("constraint", | |
"Constraint", | |
min = 0, | |
max = 10, | |
value = 1, | |
step = 0.1) | |
), | |
# Show a plot of the generated distribution | |
mainPanel( | |
plotOutput("plot") | |
) | |
) | |
) | |
# Define server logic required to draw a histogram | |
server <- function(input, output) { | |
output$plot <- renderPlot({ | |
layout(t(1:2)) | |
qgraph(graph1$graph, layout = "spring", | |
layout.par = list(init=L, max.delta = 25/10^input$constraint), cut=0, theme = "colorblind", maximum = Max) | |
qgraph(graph2$graph, layout = "spring", | |
layout.par = list(init=L, max.delta = 25/10^input$constraint), cut=0, theme = "colorblind", maximum = Max) | |
}) | |
} | |
global <- function(){ | |
library(psych) | |
library(qgraph) | |
library(bootnet) | |
data(bfi) | |
bfi1 <<- bfi[bfi$gender==1,1:25] | |
bfi2 <<- bfi[bfi$gender==2,1:25] | |
graph1 <<- estimateNetwork(bfi1, default = "EBICglasso") | |
graph2 <<- estimateNetwork(bfi2, default = "EBICglasso") | |
Max <<- max(graph1$graph, graph2$graph) | |
# Average layout: | |
L <<- qgraph((graph1$graph+graph2$graph)/2, layout = "spring",DoNotPlot=TRUE)$layout.orig | |
} | |
# Run the application | |
shinyApp(ui = ui, server = server,onStart = global) | |
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