Correlation matrix for education attainment over genders

<!DOCTYPE html>

<html lang="en">
<head>
<meta charset="utf-8" />
<title>Correlation Matrix</title>
<style>
.node {
  stroke: #fff;
  stroke-width: 1.5px;
}

.link {
  fill: none;
  stroke: #000;
  stroke-width: 1.5px;
  opacity: 0.4;
  marker-end: url(#end-arrow);
}

</style>
</head>
<body>
<script src="https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.16/d3.min.js"></script>
<script>

//These attributes could be derived from the data
attributes = ["All","Males","Females",];
attributeMatrix = [];

attributes.forEach(function (a, x) {
  attributes.forEach(function (b, y) {
    //create an n-by-n matrix based on pairs of attributes
    attributeMatrix.push({a: a, b: b, x: x, y: y})
  })
})

colors = d3.scale.category10();

d3.csv("year school_races.csv", small_scatterplots);

d3.select("body").append("svg").attr("height", 1000).attr("width", 1000);

function small_scatterplots(data) {

//d3.csv pulls in data as strings so they need to be formatted as numbers
  data.forEach(function (d) {
    attributes.forEach(function (att) {
      d[att] = parseFloat(d[att])
    })
  })

//create scales dynamically for each attribute's extent

scale = {};
  attributes.forEach(function (att) {
    scale[att] = d3.scale.linear();
    attExtent = d3.extent(data, function (d) {return d[att]});
    scale[att].domain(attExtent).range([5,245]);
  })

//bind the matrix array to a grid of g elements
  d3.select("svg")
  .selectAll("g")
  .data(attributeMatrix)
  .enter()
  .append("g")
  .attr("transform", function (d) {return "translate(" + (d.x * 250) + "," + (d.y * 250) + ")" });

d3.selectAll("g")
  .each(function (matrix, i) {
    //index i is only used for coloring

//background/border
    d3.select(this).append("rect").style("fill", "white").style("stroke", "black").style("stroke-width", 1)
    .attr("height", 250)
    .attr("width", 250);

//label
    d3.select(this).append("text")
    .attr("x", 125)
    .style("text-anchor", "middle")
    .attr("y", 15)
    .attr("font-size", 15)
    .text(matrix.a + " vs " + matrix.b);

//scatterplot points
    d3.select(this).selectAll("circle")
    .data(data)
    .enter()
    .append("circle")
    .attr("r", 2)
    .style("fill", colors(i))
    .attr("cx", function (d) {return scale[matrix.a](d[matrix.a])})
    .attr("cy", function (d) {return 245 - scale[matrix.b](d[matrix.b])})
  })

}

</script>
</body>
</html>

https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.16/d3.min.js