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@garrilla
Last active August 29, 2015 14:07
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Clusterfy

This example demonstrates how to add emphasis to points on a plot/map to highlight clusters. The size of each circle is determined by a how much it shares a characteristic with its surrounding neighbours of a grid 3x3.

It uses colour encoding taken from from various examples of cloropethic maps based on d3's quantile scale. I've added a similar method for opacity.

The input is an array of objects. Each object must have at least 3 key:value pairs - 2 representing a x & y for your plot, the other should be a value of some kind. In this example the x/y is the easterly and northerly of 10km grid, the value is a rate between 0 and 1. An example:

[ {e: 37, n: 45, rate: 0.68},
  {e: 51, n: 49, rate: 0.48},
  {e: 39, n: 51, rate: 0.71}
  ...
  {e: 27, n: 64, rate: 0.62} ]

Some variables you may want to take note of:

  • inverted sets whether the colour encoding is inverted or not, on a light background it should be set to false and conversely for a dark background. The example sets inverted = true;

  • maxOpacity sets the maximum level of opacity for each point. The pattern sets the hottest regions as the least opaque. In this example maxOpacity = 0.90;

  • stepsOpacity sets the steps for each opacity in the quantile output. This is how much less opaque one quantile is the its higher neighbour. In this example stepsOpacity = 0.07.

  • scaleFactor sets the factor by how much the radius is scaled up in proportion to its similarity to its immediate neighbours. In this example scaleFactor = 1 - where all 8 neighbours are the same, the radius will be 8 x the default radius, a scaleFactor = 0.5; would 4 x larger and so on.

<!DOCTYPE html>
<meta charset="utf-8">
<title>Clusterfy</title>
<style>
.stage{
background-color: #161a10;
width: 960px;
margin: auto;
}
.q0-9 { fill:rgb(247,251,255); }
.q1-9 { fill:rgb(222,235,247); }
.q2-9 { fill:rgb(198,219,239); }
.q3-9 { fill:rgb(158,202,225); }
.q4-9 { fill:rgb(107,174,214); }
.q5-9 { fill:rgb(66,146,198); }
.q6-9 { fill:rgb(33,113,181); }
.q7-9 { fill:rgb(8,81,156); }
.q8-9 { fill:rgb(8,48,107); }
</style>
<body>
<div class="stage">
<svg width="960" height="500" viewBox="0 0 200 500" preserveAspectRatio="xMidYMid meet"></svg>
</div>
<script src="http://d3js.org/d3.v3.min.js"></script>
<script>
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];
</script>
<script>
var svg = d3.select("svg");
console.log('wtf?');
var height = Number(svg.attr("height"));
var range = {counts: points.map(function(points) { return points["-cnt"]; }),
east: points.map(function(points) { return points["-e"]; }),
north:points.map(function(points) { return points["-n"]; })};
var pointSize = height / (Number(d3.max(range.north)) + 2);
var spacer = pointSize;
var radius = pointSize/5;
var inverted = true;
var maxOpacity = 0.90;
var stepsOpacity = 0.07
var quantile = d3.scale.quantile()
.domain(range.counts)
.range(d3.range(9).map(function(i) {
return "q" + (!inverted ? i : 9 - i) + "-9";
}));
var opacity = d3.scale.quantile()
.domain(range.counts)
.range(d3.range(9).map(function(i) {
return maxOpacity - ((!inverted ? i : 9 - i) * stepsOpacity);
}));
clusterfy = function(d,radius){
var scaleFactor = 1;
var current ={
x : Number(d["-e"]),
y : Number(d["-n"]),
class : quantile(d["-cnt"])
};
var cnt = 0;
for(var i = current.x -1; i <= current.x +1; i++ ){
for(var j = current.y -1; j <= current.y +1; j++ ){
if(i!==current.x&&j!==current.y){
pointExists = points.some(function(element, index, array){
if(Number(element["-e"])===i&&Number(element["-n"])===j)
return (value = Number(element["-cnt"]),true);});
if(pointExists&&quantile(value)==current.class){
cnt++ ;
}
}
}
}
newR = parseFloat(radius+((cnt/scaleFactor)*radius));
return newR;
};
svg.selectAll("circle")
.data(points)
.enter().append("circle")
.attr("cx", function(d){ return Number(d["-e"]*pointSize) + spacer;})
.attr("cy", function(d){ return height - (Number(d["-n"]*pointSize) + spacer);})
.attr("r", function(d){return clusterfy(d,radius);})
.attr("class",function(d){return quantile(d["-cnt"]);})
.attr("x", function(d){ return Number(d["-e"]);})
.attr("y", function(d){ return Number(d["-n"]);})
.attr("style", function(d){ return "opacity:" + opacity(d["-cnt"]) + ";"});
</script>
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