library(plotly)
library(GGally)
library(htmlwidgets)
ui <- shinyUI(fluidPage(
sliderInput("threshold", "Fold Change:", min = 0, max = 30, value=15, step=0.1),
plotlyOutput("myPlot")
))
server <- shinyServer(function(input, output) {
set.seed(1)
# Acts strange when not all values are positive
dat <- data.frame(ID = paste0("ID",sample(c(1:100),100)), A=abs(rnorm(100)), B=abs(rnorm(100)), C=abs(rnorm(100)), D=abs(rnorm(100)), E=abs(rnorm(100)))
dat$ID <- as.character(dat$ID)
minVal = min(dat[,-1])
maxVal = max(dat[,-1])
# Designate end points of lines to be drawn
minLine = minVal
maxLine = maxVal
#minLine = minVal - 5*(maxVal-minVal)
#maxLine = maxVal + 5*(maxVal-minVal)
my_fn <- function(data, mapping, ...){
x = data[,c(as.character(mapping$x))]
y = data[,c(as.character(mapping$y))]
p <- ggplot(data = dat, aes(x=x, y=y)) + coord_cartesian(xlim = c(minVal, maxVal), ylim = c(minVal, maxVal))
p
}
p <- ggpairs(dat[,-1], lower = list(continuous = my_fn))
ggPS <- ggplotly(p)
myLength <- length(ggPS[["x"]][["data"]])
for (i in 1:myLength){
item =ggPS[["x"]][["data"]][[i]]$text[1]
if (!is.null(item))
if (!startsWith(item, "co")){
ggPS[["x"]][["data"]][[i]]$hoverinfo <- "none"
}
}
output$myPlot <- renderPlotly(ggPS %>%
onRender("
function(el, x, data) {
len = Math.sqrt(document.getElementsByClassName('cartesianlayer')[0].childNodes.length);
AxisNames = [];
for (i = 1; i < (len+1); i++) {
AxisNames.push(document.getElementsByClassName('infolayer')[0].childNodes[i].textContent);
}
noPoint = x.data.length;
var SubPoints = [];
var Traces = [];
var i=0;
var k=1;
while ((i*len+k)<=Math.pow((len-1),2)) {
while ((i+k)<len){
var selRows = [];
data.dat.forEach(function(row){
var fract = row[AxisNames[i]] / row[AxisNames[(len-k)]]
if(fract > (data.val + 1) || fract < (1/(data.val+1))){
selRows.push(row);
}})
var xArr = [];
for (a=0; a<selRows.length; a++){
xArr.push(selRows[a][AxisNames[i]])
}
var yArr = [];
for (a=0; a<selRows.length; a++){
yArr.push(selRows[a][AxisNames[(len-k)]])
}
var keepIndex = [];
for (a=0; a<selRows.length; a++){
keepIndex.push(selRows[a]['ID'])
}
SubPoints.push(keepIndex);
var tracePoints = {
x: xArr,
y: yArr,
hoverinfo: 'none',
mode: 'markers',
marker: {
color: 'black',
size: 4
},
xaxis: 'x' + (i+1),
yaxis: 'y' + (i*len+k)
};
var hiLine = {
x: xv,
y: uyv,
mode: 'lines',
line: {
color: 'gray',
width: 1
},
xaxis: 'x' + (i+1),
yaxis: 'y' + (i*len+k),
opacity: 0.25,
hoverinfo: 'none'
};
var lowLine = {
x: xv,
y: lyv,
mode: 'lines',
fill: 'tonexty',
line: {
color: 'gray',
width: 1
},
xaxis: 'x' + (i+1),
yaxis: 'y' + (i*len+k),
opacity: 0.25,
hoverinfo: 'none'
};
Traces.push(tracePoints);
Traces.push(hiLine);
Traces.push(lowLine);
k++;
}
i++;
k=1;
}
Plotly.addTraces(el.id, Traces);
var idRows = []
for (a=0; a<data.dat.length; a++){
idRows.push(data.dat[a]['ID'])
}
el.on('plotly_selected', function(e) {
numSel = e.points.length
cN = e.points[0].curveNumber;
var pointNumbers = [];
for (a=0; a<numSel; a++){
pointNumbers.push(e.points[a].pointNumber)
}
// Determine which subplot was selected
subPlot = (cN - Math.pow(len,2))/3+1
var selData = []
for (a=0; a<pointNumbers.length; a++){
selData.push(data.dat[idRows.indexOf(SubPoints[subPlot-1][pointNumbers[a]])])
}
var Traces = [];
var i=0;
var k=1;
while ((i*len+k)<=Math.pow((len-1),2)) {
var xArr = [];
for (a=0; a<selData.length; a++){
xArr.push(selData[a][AxisNames[i]])
}
while ((i+k)<len){
var yArr = [];
for (a=0; a<selData.length; a++){
yArr.push(selData[a][AxisNames[(len-k)]])
}
var trace = {
x: xArr,
y: yArr,
mode: 'markers',
marker: {
color: 'red',
size: 4
},
xaxis: 'x' + (i+1),
yaxis: 'y' + (i*len+k),
hoverinfo: 'none'
};
Traces.push(trace);
k++;
}
i++;
k=1;
}
Plotly.addTraces(el.id, Traces);
})
}
", data = list(dat=dat, val = input$threshold, minLine=minLine, maxLine=maxLine)))})
shinyApp(ui, server)
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.