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Code Jumping in WAFL
Raw
.block
license: gpl-3.0
Raw
Readme.md

As the AFL Women's league has gotten up and running, there's been a lot of talk about players transitioning from other sports to play AFL. I wanted to practice making force directed graphs whilst also investigating just how prevalent code jumping is.

Overall I think the main thing I learnt is that a disproportionately large number of women have some sort of background in javelin. If anyone has any theories about why that is, I'm really curious.

For a player to be linked with AFL they had to have played more than 5 matches, at least one of which had to be before 2016. They also had to have played at least one game in the previous 3 years.

Any mistakes in the data are almost certainly my own, please feel free to contact me if you notice anything.

Credit

The force directed graph was modelled on that created by Mike Bostock.

All information was gathered from the AFL player profiles and data available on SportsTG.

Colours used are slightly modified versions of colour palettes available on Colour Brewer 2.0.

Raw
index.html
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<title>Code Jumping in WAFL</title>
<link href="https://fonts.googleapis.com/css?family=Open+Sans" rel="stylesheet">
<link rel="stylesheet" href="styles.css">
</head>
<body>
<script src="https://d3js.org/d3.v4.min.js"></script>
<script>
const width = 960;
const height = 500;
const club = ['adelaide', 'gws', 'melbourne', 'brisbane', 'bulldogs', 'carlton', 'fremantle', 'collingwood'];
const contract = ['marquee', 'rookie', 'priority', 'free agent', 'regular'];
// contract type is colorbrewer2
const color = {
'marquee': '#c7e9b4',
'rookie': '#7fcdbb',
'priority': '#1d91c0',
'free agent': '#12578c',
'regular': '#081d58',
'adelaide': '#ffe303',
'brisbane': '#b15928',
'carlton': '#253494',
'collingwood': '#000',
'fremantle': '#6a3d9a',
'gws': '#ff7f00',
'melbourne': '#e31a1c',
'bulldogs': '#1f78b4'
};
const buttons = [
{name: 'Contract Type', id: 'contract', state: true, y: 0},
{name: 'Club', id: 'club', state: false, y: 60}
];
const buttonsDims = {r: 15, ringOffset: 6, textOffset: 5,
xOffset: 200, yOffset: 80, xLegendOffset: 400, yLegendOffset: 120};
let svg = d3.select('body').append('svg')
.attr('width', width)
.attr('height', height);
let simulation = d3.forceSimulation()
.force('link', d3.forceLink().id(function(d) { return d.id; }))
.force('charge', d3.forceManyBody());
d3.json('sports.json', function(error, graph) {
if (error) throw error;
const nodeR = {player: 5, sport: 9};
let link = svg.append('g')
.attr('class', 'link')
.selectAll('line')
.data(graph.links)
.enter().append('line');
let node = svg.append('g')
.classed('node', true)
.selectAll('circle')
.data(graph.nodes)
.enter().append('circle')
.attr('r', function(d) { return d.type == 'player' ? nodeR.player : nodeR.sport; })
.attr('id', function(d) { return d.id.replace(/\s+/g, ''); })
.classed('player', function(d) { return d.type == 'player'; })
.classed('sport', function(d) { return d.type == 'sport'; })
.on('mouseover', mouseOverNode)
.on('mouseout', mouseOut)
.call(d3.drag()
.on('start', dragstarted)
.on('drag', dragged)
.on('end', dragended));
let players = d3.selectAll('.player')
.style('fill', function(d) { return color[d.contract]; });
for (let i = 0; i < contract.length; i++) {
players.classed(contract[i].replace(/\s+/g, ''), function(d) {return d.contract == contract[i]; });
}
for (let i = 0; i < club.length; i++) {
players.classed(club[i].replace(/\s+/g, ''), function(d) {return d.club == club[i]; });
}
node.append('title')
.text(function(d) { return d.id; });
simulation
.nodes(graph.nodes)
.on("tick", ticked);
simulation.force('link')
.links(graph.links);
function ticked() {
link
.attr('x1', function(d) { return d.source.x; })
.attr('y1', function(d) { return d.source.y; })
.attr('x2', function(d) { return d.target.x; })
.attr('y2', function(d) { return d.target.y; });
node
.attr('cx', function(d) { return d.x; })
.attr('cy', function(d) { return d.y; });
}
});
svg.append('g')
.attr('transform', 'translate(' + (width - buttonsDims.xOffset) + ',' + buttonsDims.yOffset + ')')
.attr('id', 'buttons')
.selectAll('circle')
.data(buttons)
.enter().append('circle')
.attr('cy', function(d) {return d.y; })
.attr('r', buttonsDims.r + buttonsDims.ringOffset)
.attr('id', function(d) {return d.id + 'Ring'; })
.classed('active', function(d) {return d.state; })
.classed('ring', true);
d3.select('#buttons').append('g')
.selectAll('circle')
.data(buttons)
.enter().append('circle')
.attr('cy', function(d) {return d.y; })
.attr('r', buttonsDims.r)
.classed('click', true)
.on('click', clicked);
d3.select('#buttons').selectAll('text')
.data(buttons)
.enter().append('text')
.attr('x', buttonsDims.r + buttonsDims.ringOffset + buttonsDims.textOffset)
.attr('y', function(d) {return d.y + buttonsDims.textOffset; })
.text(function(d) {return d.name});
const legendTitles = [{id: 'contract', state: true}, {id: 'club', state: false}];
d3.select('#buttons').append('g')
.attr('transform', 'translate(' + buttonsDims.xLegendOffset + ',' + buttonsDims.yLegendOffset + ')')
.attr('id', 'legend');
d3.select('#legend').selectAll('g')
.data(legendTitles)
.enter().append('g')
.attr('transform', function(d) {return 'translate(' + (d.state ? -(buttonsDims.xLegendOffset + 30) : 0) + ',0)'; })
.attr('id', function(d) {return d.id + 'G'});
createLegend(legendTitles[0].id, contract);
createLegend(legendTitles[1].id, club);
function createLegend(title, data) {
const legendDims = {width: 50, height: 30, gap: 35, round: 5, xText: 60, yText: 20};
d3.select('#' + title + 'G').selectAll('rect')
.data(data)
.enter().append('rect')
.attr('width', legendDims.width)
.attr('height', legendDims.height)
.attr('y', function(d,i) {return legendDims.gap*i; })
.attr('rx', legendDims.round)
.attr('ry', legendDims.round)
.style('fill', function(d,i) {return color[data[i]]; })
.on('mouseover', mouseOverLegend)
.on('mouseout', mouseOut);
d3.select('#' + title + 'G').selectAll('text')
.data(d3.range(data.length))
.enter().append('text')
.attr('x', legendDims.xText)
.attr('y', function(d) {return legendDims.gap*d + legendDims.yText; })
.text(function(d) {return data[d]; });
}
function mouseOverNode(d2) {
// lower link opacity if it doesn't link to the sport
let links = svg.selectAll('line');
links
.classed('fadeLink', function(d) {return !(d.source === d2 || d.target === d2)})
.classed('connectedLink', function(d) {return (d.source === d2 || d.target === d2); });
d3.selectAll('.sport').classed('fadeNode', true);
d3.selectAll('.player').classed('fadeNode', true);
d3.select(this).classed('fadeNode', false);
let linkData = d3.selectAll('.connectedLink').data();
if (d2.type == 'sport') {
for (let i = 0; i < linkData.length; i++) {
let source = linkData[i].source;
let id = source.id;
id = id.replace(/\s+/g, '');
d3.select('#' + id).classed('fadeNode', false);
}
} else {
for (let i = 0; i < linkData.length; i++) {
let target = linkData[i].target;
let id = target.id;
id = id.replace(/\s+/g, '');
d3.select('#' + id).classed('fadeNode', false);
}
}
}
function mouseOverLegend(d2) {
let id = d2.replace(/\s+/g, '');
d3.selectAll('.player').classed('fadeNode', true);
d3.selectAll('.' + id).classed('fadeNode', false);
d3.selectAll('line')
.classed('fadeLink', function(d) {return !(d.source.contract === d2 || d.source.club === d2)})
.classed('connectedLink', function(d) {return (d.source.contract === d2 || d.source.club === d2)});
d3.selectAll('.sport').classed('fadeNode', true);
let linkData = d3.selectAll('.connectedLink').data();
for (let i = 0; i < linkData.length; i++) {
let target = linkData[i].target;
let id = target.id;
id = id.replace(/\s+/g, '');
d3.select('#' + id).classed('fadeNode', false);
}
}
function mouseOut() {
d3.selectAll('.fadeNode').classed('fadeNode', false);
d3.selectAll('.connectedLink').classed('connectedLink', false);
d3.selectAll('.fadeLink').classed('fadeLink', false);
}
function dragstarted(d) {
if (!d3.event.active) simulation.alphaTarget(0.3).restart();
d.fx = d.x;
d.fy = d.y;
}
function dragged(d) {
d.fx = d3.event.x;
d.fy = d3.event.y;
}
function dragended(d) {
if (!d3.event.active) simulation.alphaTarget(0);
if (d.type != 'sport') {
d.fx = null;
d.fy = null;
}
}
function clicked(d2) {
d3.select('#buttons').selectAll('circle').classed('active', false);
d3.select('#' + d2.id + 'Ring').classed('active', true);
d3.selectAll('.player').style('fill', function(d) {return color[d[d2.id]];});
d3.select('#legend').selectAll('g')
.transition()
.duration(2000)
.attr('transform', function(d) {return 'translate(' + (d.id == d2.id ? -(buttonsDims.xLegendOffset + 30) : 0) + ',0)'; })
.style('fill-opacity', function(d) {return d.id == d2.id ? 1 : 0});
}
</script>
</body>
</html>
Raw
sports.json
{
"nodes": [
{"id": "AFL", "type": "sport", "fx": 380, "fy": 250},
{"id": "Volleyball", "type": "sport", "fx": 521.9, "fy": 298.7},
{"id": "Rugby", "type": "sport", "fx": 498.4, "fy": 342.1},
{"id": "Touch Football", "type": "sport", "fx": 462, "fy": 375.6},
{"id": "Cricket", "type": "sport", "fx": 416.8, "fy": 395.4},
{"id": "Softball", "type": "sport", "fx": 367.6, "fy": 399.5},
{"id": "Tennis", "type": "sport", "fx": 319.7, "fy": 387.4},
{"id": "Futsal", "type": "sport", "fx": 278.4, "fy": 360.4},
{"id": "Soccer", "type": "sport", "fx": 248.1, "fy": 321.4},
{"id": "Athletics", "type": "sport", "fx": 232, "fy": 274.7},
{"id": "Rowing", "type": "sport", "fx": 232, "fy": 225.3},
{"id": "Netball", "type": "sport", "fx": 248.1, "fy": 178.6},
{"id": "Basketball", "type": "sport", "fx": 278.4, "fy": 139.6},
{"id": "Javelin", "type": "sport", "fx": 319.7, "fy": 112.6},
{"id": "Bobsled", "type": "sport", "fx": 367.6, "fy": 100.5},
{"id": "Baseball", "type": "sport", "fx": 416.8, "fy": 104.6},
{"id": "American Football", "type": "sport", "fx": 462, "fy": 124.4},
{"id": "Ultimate Frisbee", "type": "sport", "fx": 498.4, "fy": 157.9},
{"id": "Gaellic Football", "type": "sport", "fx": 521.9, "fy": 201.3},
{"id": "Ice Skating", "type": "sport", "fx": 530, "fy": 250},
{"id": "Chelsea Randall", "contract": "marquee", "club": "adelaide", "type": "player"},
{"id": "Kellie Gibson", "contract": "marquee", "club": "adelaide", "type": "player"},
{"id": "Courtney Cramey", "contract": "priority", "club": "adelaide", "type": "player"},
{"id": "Angela Foley", "contract": "priority", "club": "adelaide", "type": "player"},
{"id": "Ebony Marinoff", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Heather Anderson", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Jenna McCormick", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Deni Varnhagen", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Sally Riley", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Georgia Bevan", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Sophie Armitstead", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Talia Radan", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Rachael Killian", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Rhiannon Metcalfe", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Anne Hatchard", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Tayla Thorn", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Abbey Holmes", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Stevie-Lee Thompson", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Jessica Sedunary", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Sarah Allan", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Justine Mules", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Monique Hollick", "contract": "regular", "club": "adelaide", "type": "player"},
{"id": "Lauren OShea", "contract": "free agent", "club": "adelaide", "type": "player"},
{"id": "Dayna Cox", "contract": "free agent", "club": "adelaide", "type": "player"},
{"id": "Sarah Perkins", "contract": "free agent", "club": "adelaide", "type": "player"},
{"id": "Erin Phillips", "contract": "rookie", "club": "adelaide", "type": "player"},
{"id": "Jasmine Anderson", "contract": "rookie", "club": "adelaide", "type": "player"},
{"id": "Tayla Harris", "contract": "marquee", "club": "brisbane", "type": "player"},
{"id": "Sabrina Frederick-Traub", "contract": "marquee", "club": "brisbane", "type": "player"},
{"id": "Emma Zielke", "contract": "priority", "club": "brisbane", "type": "player"},
{"id": "Kaitlyn Ashmore", "contract": "priority", "club": "brisbane", "type": "player"},
{"id": "Emily Bates", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Tahlia Randall", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Nicole Hildebrand", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Leah Kaslar", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Jessica Wuetschner", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Alexandra Anderson", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Breanna Koenen", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Megan Hunt", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Samantha Virgo", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Kate Lutkins", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Kate McCarthy", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Shaleise Law", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Selina Goodman", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Sharni Webb", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Nikki Wallace", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Jamie Stanton", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Jade Ransfield", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Brittany Gibson", "contract": "regular", "club": "brisbane", "type": "player"},
{"id": "Jordan Membrey", "contract": "free agent", "club": "brisbane", "type": "player"},
{"id": "Caitlin Collins", "contract": "free agent", "club": "brisbane", "type": "player"},
{"id": "Shannon Campbell", "contract": "free agent", "club": "brisbane", "type": "player"},
{"id": "Kate Deegan", "contract": "rookie", "club": "brisbane", "type": "player"},
{"id": "Delissa Kimmince", "contract": "rookie", "club": "brisbane", "type": "player"},
{"id": "Brianna Davey", "contract": "marquee", "club": "carlton", "type": "player"},
{"id": "Darcy Vescio", "contract": "marquee", "club": "carlton", "type": "player"},
{"id": "Lauren Arnell", "contract": "priority", "club": "carlton", "type": "player"},
{"id": "Bianca Jakobsson", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Kate Gillespie-Jones", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Sarah Hosking", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Gabriella Pound", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Danielle Hardiman", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Shae Audley", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Bella Ayre", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Lauren Brazzale", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Breann Moody", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Jessica Hosking", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Natalie Plane", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Sarah Last", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Tilly Lucas-Rodd", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Katie Loynes", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Madeline Keryk", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Kate Darby", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Alison Downie", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Laura Attard", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Rebecca Privitelli", "contract": "regular", "club": "carlton", "type": "player"},
{"id": "Alison Brown", "contract": "free agent", "club": "carlton", "type": "player"},
{"id": "Jessica Kennedy", "contract": "free agent", "club": "carlton", "type": "player"},
{"id": "Hayley Trevean", "contract": "free agent", "club": "carlton", "type": "player"},
{"id": "Nat Exon", "contract": "rookie", "club": "carlton", "type": "player"},
{"id": "Kate Shierlaw", "contract": "rookie", "club": "carlton", "type": "player"},
{"id": "Moana Hope", "contract": "marquee", "club": "collingwood", "type": "player"},
{"id": "Emma King", "contract": "marquee", "club": "collingwood", "type": "player"},
{"id": "Meg Hutchins", "contract": "priority", "club": "collingwood", "type": "player"},
{"id": "Nicola Stevens", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Stephanie Chiocci", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Sarah DArcy", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Brittany Bonnici", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Bree White", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Caitlyn Edwards", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Alicia Eva", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Amelia Barden", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Stacey Livingstone", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Jessica Cameron", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Jasmine Garner", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Emma Grant", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Penny Cula-Reid", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Lauren Tesoriero", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Melissa Kuys", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Cecilia Mcintosh", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Christina Bernardi", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Ruby Schleicher", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Tara Morgan", "contract": "regular", "club": "collingwood", "type": "player"},
{"id": "Kendra Heil", "contract": "free agent", "club": "collingwood", "type": "player"},
{"id": "Lou Watton", "contract": "free agent", "club": "collingwood", "type": "player"},
{"id": "Sophie Casey", "contract": "free agent", "club": "collingwood", "type": "player"},
{"id": "Kate Sheahan", "contract": "rookie", "club": "collingwood", "type": "player"},
{"id": "Helen Roden", "contract": "rookie", "club": "collingwood", "type": "player"},
{"id": "Kara Donnellan", "contract": "marquee", "club": "fremantle", "type": "player"},
{"id": "Kiara Bowers", "contract": "marquee", "club": "fremantle", "type": "player"},
{"id": "Ebony Antonio", "contract": "priority", "club": "fremantle", "type": "player"},
{"id": "Kirby Bentley", "contract": "priority", "club": "fremantle", "type": "player"},
{"id": "Hayley Miller", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Brianna Green", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Ashley Sharp", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Lara Filocamo", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Tiah Haynes", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Kira Phillips", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Tayla Bresland", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Amy Lavell", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Stacey Barr", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Melissa Caulfield", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Cassie Davidson", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Taylah Angel", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Belinda Smith", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Stephanie Cain", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Kelly Clinch", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Demi Okely", "contract": "regular", "club": "fremantle", "type": "player"},
{"id": "Dana Hooker", "contract": "regular", "club": "fremantle", "type": "player"},
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}
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styles.css
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stroke-width: 2px;
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stroke-width: 2px;
cursor: pointer;
}
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stroke-width: 2px;
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.fadeLink {
stroke-opacity: 0.2;
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.fadeNode {
fill-opacity: 0.2;
stroke-opacity: 0.2;
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