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Game of Thrones Matrix
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<!DOCTYPE html> | |
<html class="ocks-org do-not-copy"> | |
<meta charset="utf-8"> | |
<title>Game of Thrones Co-occurrence</title> | |
<style> | |
@import url(https://bost.ocks.org/mike/style.css?aea6f0a); | |
.background { | |
fill: #eee; | |
} | |
line { | |
stroke: #fff; | |
} | |
text.active { | |
fill: red; | |
} | |
</style> | |
<script src="//d3js.org/d3.v2.min.js" charset="utf-8"></script> | |
<header> | |
<aside>August 18, 2017</aside> | |
<a href="../" rel="author">Daniel Licht, d3.js template by Mike Bostock</a> | |
</header> | |
<h1><i>Game of Thrones</i> Co-occurrence</h1> | |
<aside style="margin-top:80px;"> | |
<p>Order: <select id="order"> | |
<option value="name">by Name</option> | |
<option value="count">by Frequency</option> | |
<option value="group">by Cluster</option> | |
</select> | |
<p>This matrix diagram visualizes character co-occurrences in George R.R. Martin’s Series "A Song of Ice and Fire", books 1-5, commonly called "Game of Thrones"</a></i>. | |
<p>Each colored cell represents two characters that appeared within n sentences of eachother; darker cells indicate characters that co-occurred more frequently. | |
<p>Use the drop-down menu to reorder the matrix and explore the data. | |
<p>Built with <a href="http://d3js.org/">d3.js</a>. | |
</aside> | |
<script> | |
var margin = {top: 80, right: 0, bottom: 10, left: 80}, | |
width = 720, | |
height = 720; | |
var x = d3.scale.ordinal().rangeBands([0, width]), | |
z = d3.scale.linear().domain([0,1000]).clamp(true), | |
c = d3.scale.category10().domain(d3.range(10)); | |
var svg = d3.select("body").append("svg") | |
.attr("width", width + margin.left + margin.right) | |
.attr("height", height + margin.top + margin.bottom) | |
.style("margin-left", -margin.left + "px") | |
.append("g") | |
.attr("transform", "translate(" + margin.left + "," + margin.top + ")"); | |
d3.json("GoT_interactions_matrix_draft.json", function(miserables) { | |
var matrix = [], | |
nodes = miserables.nodes, | |
n = nodes.length; | |
// Compute index per node. | |
nodes.forEach(function(node, i) { | |
node.index = i; | |
node.count = 0; | |
matrix[i] = d3.range(n).map(function(j) { return {x: j, y: i, z: 0}; }); | |
}); | |
// Convert links to matrix; count character occurrences. | |
miserables.links.forEach(function(link) { | |
matrix[link.source][link.target].z += link.value; | |
matrix[link.target][link.source].z += link.value; | |
matrix[link.source][link.source].z += link.value; | |
matrix[link.target][link.target].z += link.value; | |
nodes[link.source].count += link.value; | |
nodes[link.target].count += link.value; | |
}); | |
// Precompute the orders. | |
var orders = { | |
name: d3.range(n).sort(function(a, b) { return d3.ascending(nodes[a].name, nodes[b].name); }), | |
count: d3.range(n).sort(function(a, b) { return nodes[b].count - nodes[a].count; }), | |
group: d3.range(n).sort(function(a, b) { return nodes[b].group - nodes[a].group; }) | |
}; | |
// The default sort order. | |
x.domain(orders.name); | |
svg.append("rect") | |
.attr("class", "background") | |
.attr("width", width) | |
.attr("height", height); | |
var row = svg.selectAll(".row") | |
.data(matrix) | |
.enter().append("g") | |
.attr("class", "row") | |
.attr("transform", function(d, i) { return "translate(0," + x(i) + ")"; }) | |
.each(row); | |
row.append("line") | |
.attr("x2", width); | |
row.append("text") | |
.attr("x", -6) | |
.attr("y", x.rangeBand() / 2) | |
.attr("dy", ".32em") | |
.attr("text-anchor", "end") | |
.text(function(d, i) { return nodes[i].name; }); | |
var column = svg.selectAll(".column") | |
.data(matrix) | |
.enter().append("g") | |
.attr("class", "column") | |
.attr("transform", function(d, i) { return "translate(" + x(i) + ")rotate(-90)"; }); | |
column.append("line") | |
.attr("x1", -width); | |
column.append("text") | |
.attr("x", 6) | |
.attr("y", x.rangeBand() / 2) | |
.attr("dy", ".32em") | |
.attr("text-anchor", "start") | |
.text(function(d, i) { return nodes[i].name; }); | |
function row(row) { | |
var cell = d3.select(this).selectAll(".cell") | |
.data(row.filter(function(d) { return d.z; })) | |
.enter().append("rect") | |
.attr("class", "cell") | |
.attr("x", function(d) { return x(d.x); }) | |
.attr("width", x.rangeBand()) | |
.attr("height", x.rangeBand()) | |
.style("fill-opacity", function(d) { return z(d.z); }) | |
.style("fill", function(d) { return nodes[d.x].group == nodes[d.y].group ? c(nodes[d.x].group) : null; }) | |
.on("mouseover", mouseover) | |
.on("mouseout", mouseout); | |
} | |
function mouseover(p) { | |
d3.selectAll(".row text").classed("active", function(d, i) { return i == p.y; }); | |
d3.selectAll(".column text").classed("active", function(d, i) { return i == p.x; }); | |
} | |
function mouseout() { | |
d3.selectAll("text").classed("active", false); | |
} | |
d3.select("#order").on("change", function() { | |
clearTimeout(timeout); | |
order(this.value); | |
}); | |
function order(value) { | |
x.domain(orders[value]); | |
var t = svg.transition().duration(2500); | |
t.selectAll(".row") | |
.delay(function(d, i) { return x(i) * 4; }) | |
.attr("transform", function(d, i) { return "translate(0," + x(i) + ")"; }) | |
.selectAll(".cell") | |
.delay(function(d) { return x(d.x) * 4; }) | |
.attr("x", function(d) { return x(d.x); }); | |
t.selectAll(".column") | |
.delay(function(d, i) { return x(i) * 4; }) | |
.attr("transform", function(d, i) { return "translate(" + x(i) + ")rotate(-90)"; }); | |
} | |
var timeout = setTimeout(function() { | |
order("group"); | |
d3.select("#order").property("selectedIndex", 2).node().focus(); | |
}, 5000); | |
}); | |
</script> | |
<p class="attribution">Source: <a href="http://www-cs-staff.stanford.edu/~uno/sgb.html">The Stanford GraphBase</a>. | |
<p>A network can be represented by an <i><a href="http://en.wikipedia.org/wiki/Adjacency_matrix">adjacency matrix</a></i>, where each cell <i>ij</i> represents an edge from vertex <i>i</i> to vertex <i>j</i>. Here, vertices represent characters in a book, while edges represent co-occurrence in a chapter. | |
<p>Given this two-dimensional representation of a graph, a natural visualization is to show the matrix! However, the effectiveness of a matrix diagram is heavily dependent on the order of rows and columns: if related nodes are placed closed to each other, it is easier to identify clusters and bridges. | |
<p>This example lets you try different orderings via the drop-down menu. This type of diagram can be extended with manual reordering of rows and columns, and expanding or collapsing of clusters, to allow deeper exploration. | |
<p>While path-following is harder in a matrix view than in a <a href="http://mbostock.github.com/d3/ex/force.html">node-link diagram</a>, matrices have other advantages. As networks get large and highly connected, node-link diagrams often devolve into giant hairballs of line crossings. Line crossings are impossible with matrix views. Matrix cells can also be encoded to show additional data; here color depicts clusters computed by a community-detection algorithm. | |
<p>Want more? See this analysis of <a href="../shuffle/compare.html">shuffling algorithms</a> using matrix diagrams. | |
<footer> | |
<aside>January 12, 2012</aside> | |
<a href="../" rel="author">Daniel Licht, d3.js template by Mike Bostock</a> | |
</footer> |
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/* Copyright 2013 Michael Bostock. All rights reserved. Do not copy. */ | |
@import url(//fonts.googleapis.com/css?family=PT+Serif|PT+Serif:b|PT+Serif:i|PT+Sans|PT+Sans:b); | |
html { | |
min-width: 1040px; | |
} | |
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background: #fcfcfa; | |
color: #333; | |
font-family: "PT Serif", serif; | |
margin: 1em auto 4em auto; | |
position: relative; | |
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.attribution { | |
font-size: small; | |
margin-bottom: 2em; | |
} | |
body > p, li > p { | |
line-height: 1.5em; | |
} | |
body > p { | |
width: 720px; | |
} | |
body > blockquote { | |
width: 640px; | |
} | |
blockquote q { | |
display: block; | |
font-style: oblique; | |
} | |
ul { | |
padding: 0; | |
} | |
li { | |
width: 690px; | |
margin-left: 30px; | |
} | |
a { | |
color: steelblue; | |
} | |
a:not(:hover) { | |
text-decoration: none; | |
} | |
pre, code, textarea { | |
font-family: "Menlo", monospace; | |
} | |
code { | |
line-height: 1em; | |
} | |
textarea { | |
font-size: 100%; | |
} | |
body > pre { | |
border-left: solid 2px #ccc; | |
padding-left: 18px; | |
margin: 2em 0 2em -20px; | |
} | |
.html .value, | |
.javascript .string, | |
.javascript .regexp { | |
color: #756bb1; | |
} | |
.html .tag, | |
.css .tag, | |
.javascript .keyword { | |
color: #3182bd; | |
} | |
.comment { | |
color: #636363; | |
} | |
.html .doctype, | |
.javascript .number { | |
color: #31a354; | |
} | |
.html .attribute, | |
.css .attribute, | |
.javascript .class, | |
.javascript .special { | |
color: #e6550d; | |
} | |
svg { | |
font: 10px sans-serif; | |
} | |
.axis path, .axis line { | |
fill: none; | |
stroke: #000; | |
shape-rendering: crispEdges; | |
} | |
sup, sub { | |
line-height: 0; | |
} | |
q:before { | |
content: "“"; | |
} | |
q:after { | |
content: "”"; | |
} | |
blockquote q { | |
line-height: 1.5em; | |
display: inline; | |
} | |
blockquote q:before, | |
blockquote q:after { | |
content: ""; | |
} |
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