This post describes how to build the most basic
correlogram with d3.js. You can see
many other examples in the
correlogram section of the gallery.
Learn more about the theory of correlogram in
data-to-viz.com. This example works with d3.js v4 and v6
g element for each cell
of the correlogram and store it in an object called
cor
.filter to add text
to the lower left part of the matrix.
.circle<!DOCTYPE html>
<meta charset="utf-8">
<!-- Load d3.js -->
<script src="https://d3js.org/d3.v4.js"></script>
<!-- Create a div where the graph will take place -->
<div id="my_dataviz"></div>
<!DOCTYPE html>
<meta charset="utf-8">
<!-- Load d3.js -->
<script src="https://d3js.org/d3.v6.js"></script>
<!-- Create a div where the graph will take place -->
<div id="my_dataviz"></div>
<script>
// Graph dimension
var margin = {top: 20, right: 20, bottom: 20, left: 20},
width = 430 - margin.left - margin.right,
height = 430 - margin.top - margin.bottom
// Create the svg area
var svg = d3.select("#my_dataviz")
.append("svg")
.attr("width", width + margin.left + margin.right)
.attr("height", height + margin.top + margin.bottom)
.append("g")
.attr("transform", "translate(" + margin.left + "," + margin.top + ")");
d3.csv("https://raw.githubusercontent.com/holtzy/D3-graph-gallery/master/DATA/data_correlogram.csv", function(error, rows) {
// Going from wide to long format
var data = [];
rows.forEach(function(d) {
var x = d[""];
delete d[""];
for (prop in d) {
var y = prop,
value = d[prop];
data.push({
x: x,
y: y,
value: +value
});
}
});
// List of all variables and number of them
var domain = d3.set(data.map(function(d) { return d.x })).values()
var num = Math.sqrt(data.length)
// Create a color scale
var color = d3.scaleLinear()
.domain([-1, 0, 1])
.range(["#B22222", "#fff", "#000080"]);
// Create a size scale for bubbles on top right. Watch out: must be a rootscale!
var size = d3.scaleSqrt()
.domain([0, 1])
.range([0, 9]);
// X scale
var x = d3.scalePoint()
.range([0, width])
.domain(domain)
// Y scale
var y = d3.scalePoint()
.range([0, height])
.domain(domain)
// Create one 'g' element for each cell of the correlogram
var cor = svg.selectAll(".cor")
.data(data)
.enter()
.append("g")
.attr("class", "cor")
.attr("transform", function(d) {
return "translate(" + x(d.x) + "," + y(d.y) + ")";
});
// Low left part + Diagonal: Add the text with specific color
cor
.filter(function(d){
var ypos = domain.indexOf(d.y);
var xpos = domain.indexOf(d.x);
return xpos <= ypos;
})
.append("text")
.attr("y", 5)
.text(function(d) {
if (d.x === d.y) {
return d.x;
} else {
return d.value.toFixed(2);
}
})
.style("font-size", 11)
.style("text-align", "center")
.style("fill", function(d){
if (d.x === d.y) {
return "#000";
} else {
return color(d.value);
}
});
// Up right part: add circles
cor
.filter(function(d){
var ypos = domain.indexOf(d.y);
var xpos = domain.indexOf(d.x);
return xpos > ypos;
})
.append("circle")
.attr("r", function(d){ return size(Math.abs(d.value)) })
.style("fill", function(d){
if (d.x === d.y) {
return "#000";
} else {
return color(d.value);
}
})
.style("opacity", 0.8)
})
</script> <script>
// Graph dimension
const margin = {top: 20, right: 20, bottom: 20, left: 20},
width = 430 - margin.left - margin.right,
height = 430 - margin.top - margin.bottom
// Create the svg area
const svg = d3.select("#my_dataviz")
.append("svg")
.attr("width", width + margin.left + margin.right)
.attr("height", height + margin.top + margin.bottom)
.append("g")
.attr("transform", `translate(${margin.left},${margin.top})`);
d3.csv("https://raw.githubusercontent.com/holtzy/D3-graph-gallery/master/DATA/data_correlogram.csv").then(function(rows) {
// if (error) throw error
// Going from wide to long format
const data = [];
rows.forEach(function(d) {
let x = d[""];
delete d[""];
for (prop in d) {
let y = prop,
value = d[prop];
data.push({
x: x,
y: y,
value: +value
});
}
});
// List of all variables and number of them
const domain = Array.from(new Set(data.map(function(d) { return d.x })))
const num = Math.sqrt(data.length)
// Create a color scale
const color = d3.scaleLinear()
.domain([-1, 0, 1])
.range(["#B22222", "#fff", "#000080"]);
// Create a size scale for bubbles on top right. Watch out: must be a rootscale!
const size = d3.scaleSqrt()
.domain([0, 1])
.range([0, 9]);
// X scale
const x = d3.scalePoint()
.range([0, width])
.domain(domain)
// Y scale
const y = d3.scalePoint()
.range([0, height])
.domain(domain)
// Create one 'g' element for each cell of the correlogram
const cor = svg.selectAll(".cor")
.data(data)
.join("g")
.attr("class", "cor")
.attr("transform", function(d) {
return `translate(${x(d.x)}, ${y(d.y)})`
});
// Low left part + Diagonal: Add the text with specific color
cor
.filter(function(d){
const ypos = domain.indexOf(d.y);
const xpos = domain.indexOf(d.x);
return xpos <= ypos;
})
.append("text")
.attr("y", 5)
.text(function(d) {
if (d.x === d.y) {
return d.x;
} else {
return d.value.toFixed(2);
}
})
.style("font-size", 11)
.style("text-align", "center")
.style("fill", function(d){
if (d.x === d.y) {
return "#000";
} else {
return color(d.value);
}
});
// Up right part: add circles
cor
.filter(function(d){
const ypos = domain.indexOf(d.y);
const xpos = domain.indexOf(d.x);
return xpos > ypos;
})
.append("circle")
.attr("r", function(d){ return size(Math.abs(d.value)) })
.style("fill", function(d){
if (d.x === d.y) {
return "#000";
} else {
return color(d.value);
}
})
.style("opacity", 0.8)
})
</script>