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index.html
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<!DOCTYPE html>
<meta charset="utf-8">
<style>
body {
font: 10px sans-serif;
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<body>
<h1>WTA trends</h1>
<div id="plots">
<h2>There is some physical trend in top-100 players?</h2>
<div id="plot1"></div>
<div id="plot2"></div>
<div id="plot3"></div>
<div id="plot4"></div>
<div id="plot5"></div>
</div>
<div id="ranking">
<h2>Top-100 Ranking trends</h2>
<div id="plotboxes"></div>
<h2>Reaching the top-100 (in gray the top-10 to compare)</h2>
<h3>(Use above plot for navigating)</h3>
<div id="rank"></div>
</div>
<div id="map">
<h2>There is some geographical trend in top-100 players?</h2>
<div id="wtamap" width=100%>
</div>
</div>
<h2>WTA top-100 head-to-head</h2>
Top-100 head-to-head matrix, going from all losts (full pink) to all wins (full green) matches. On the right you will see the performance of the player on
different surfaces and tournament rounds agains another top-100 only.
<div>
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</div>
<h1>Disclaimer</h1>
<p>
There are trends in top-100 WTA players? how they behave in their careers?
what would be the key points to say: "this one will be a star"?<br>
I tried to answer that using public data from WTA website (before Wimbledon 2016!) as part of my
research visit at <a href=http://www.scalefreelabs.co>ScaleFreeLabs</a>,
where I was learning about dataviz with my friend and expert Dr. Alvaro Graves(<a href=http://www.twitter.com/alvarograves>@alvarograves</a>).
He told me that for practise I have to use public data from a subject that
passionated me and that I could understand.<br>
Questions and comments are welcomed via <a href=http://www.twitter.com/madestro>Twitter</a>.
</p>
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var ordered = data.map(function(d) { return d[key]; }).sort();
var median = ordered[50];
var axis = d3.axisLeft(yf).ticks(5);
svg[idx].selectAll(".ylabel")
.text(key+"-median");
svg[idx].selectAll(".yaxis")
.call(axis);
var dots = svg[idx].selectAll(".dot")
.data(data)
.enter();
dots.append("circle")
.attr("class", "dot")
.attr("id", function(d) { return "dot"+d.id; })
.attr("r", 3.5)
.attr("cx", function(d) { return x(d.rank[0]); })
.attr("cy", function(d) { return yf(d[key]-median);})
.style("fill", color(idx))
.on("mouseover", function(d) {
d3.selectAll(".dot").style("opacity",0.15);
d3.selectAll("#dot"+d.id).style("opacity",1);
})
.on("mouseout", function(d) {
d3.selectAll(".dot").style("opacity",1);
})
.append("title")
.text(function(d) { return d.rank[0]+": "+d.name+"\n"
+key+": "+d[key]+" "+metric;});
dots.append("line")
.attr("class", "dot")
.attr("id", function(d) { return "dot"+d.id; })
.attr("x1", function(d) { return x(d.rank[0]); })
.attr("y1", function(d) { return yf(0); })
.attr("x2", function(d) { return x(d.rank[0]); })
.attr("y2", function(d) { return yf(d[key]-median); })
.attr("stroke", color(idx))
.attr("stroke-width", 1);
drawMedian(svg[idx],median,metric,yf);
}
function drawPlay(data) {
svg[0].selectAll(".ylabel")
.text("plays");
svg[0].selectAll(".yaxis").remove();
var dots = svg[0].selectAll(".dot")
.data(data)
.enter();
dots.append("circle")
.attr("class", "dot")
.attr("id", function(d) { return "dot"+d.id; })
.attr("r", 3.5)
.attr("cx", function(d) { return x(d.rank[0]); })
.attr("cy", function(d) { return y(0); })
.style("fill", function(d) {
return color(1+((d.plays > 2)? d.plays-3:d.plays));
})
.on("mouseover", function(d) {
d3.selectAll(".dot").style("opacity",0.15);
d3.selectAll("#dot"+d.id).style("opacity",1);
})
.on("mouseout", function(d) {
d3.selectAll(".dot").style("opacity",1);
})
.append("title")
.text(function(d) { return d.rank[0]+": "+d.name+"\nPlays: "+plays[d.plays];});
dots.append("line")
.attr("class", "dot")
.attr("id", function(d) { return "dot"+d.id; })
.attr("x1", function(d) { return x(d.rank[0]); })
.attr("y1", function(d) { return y(0); })
.attr("x2", function(d) { return x(d.rank[0]+((d.plays > 2)?-1:1)/2.5); })
.attr("y2", function(d) { return y(-5); })
.attr("stroke", function(d){
return color(1+((d.plays > 2)? d.plays-3:d.plays));
})
.attr("stroke-width", 2);
svg[0].append("circle")
.attr("r", 3.5)
.attr("cx", x(0))
.attr("cy", y(20))
.style("fill", color(1))
.style("stroke", "black")
svg[0].append("text")
.text("two-handed backhand")
.attr("class", "text-label")
.attr("x", function(d) {return x(-1);})
.attr("y", function(d) {return y(18);});
svg[0].append("circle")
.attr("r", 3.5)
.attr("cx", x(0))
.attr("cy", y(12))
.style("fill", color(2))
.style("stroke", "black")
svg[0].append("text")
.text("one-handed backhand")
.attr("class", "text-label")
.attr("x", function(d) {return x(-1);})
.attr("y", function(d) {return y(10);});
svg[0].append("circle")
.attr("r", 3.5)
.attr("cx", x(0))
.attr("cy", y(4))
.style("fill", color(3))
.style("stroke", "black")
svg[0].append("text")
.text("two-handed both sides")
.attr("class", "text-label")
.attr("x", function(d) {return x(-1);})
.attr("y", function(d) {return y(2);});
}
function getAge(dateString)
{
var today = new Date();
var birthDate = new Date(dateString);
var age = today.getFullYear() - birthDate.getFullYear();
var m = today.getMonth() - birthDate.getMonth();
if (m < 0 || (m === 0 && today.getDate() < birthDate.getDate()))
{
age--;
}
return age;
}
function drawMedian(svg,median,unit,y) {
var x1 = 1;
var y1 = 0;
var x2 = 100;
var y2 = 0;
var trendData = [[x1,y1,x2,y2]];
var trendline = svg.selectAll(".trendline").data(trendData);
trendline.enter()
.append("line")
.attr("class", "trendline")
.attr("x1", function(d) { return x(d[0]); })
.attr("y1", function(d) { return y(d[1]); })
.attr("x2", function(d) { return x(d[2]); })
.attr("y2", function(d) { return y(d[3]); })
.attr("stroke", "gray")
.attr("stroke-width", 1);
svg.append("text")
.text("median: " + median + " " + unit)
.attr("class", "text-label")
.attr("x", function(d) {return x(x1)+5;})
.attr("y", function(d) {return y(y1) - 5;});
}
function drawMap(wtadata) {
wtacountry = new Array();
var max = 0;
for (key in wtadata) {
if (wtacountry[wtadata[key].country] === undefined) {
wtacountry[wtadata[key].country] = 0;
}
wtacountry[wtadata[key].country]++;
if (wtacountry[wtadata[key].country] > max ) {
max = wtacountry[wtadata[key].country];
}
}
var quantize = d3.scaleQuantize()
.domain([0, 10])
.range(d3.range(0,10).map(function(i) { return "q" + i; }));
var projection = d3.geoMercator()
.scale(200);
var path = d3.geoPath()
.projection(projection);
var height = 500;
var svg = d3.select("#wtamap").append("svg")
.attr("width", "100%")
.attr("height", height)
.attr('transform', 'translate(' + margin.left + ',' + margin.top + ')')
d3.queue()
.defer(d3.json, "json/world.json")
.await(ready);
function ready(error, world) {
if (error) console.log(error);
svg.append("g")
.attr("class", "world")
.selectAll("path")
.data(topojson.feature(world, world.objects.countries).features)
.enter()
.append("path")
.attr("class", function(d) {
if (wtacountry[d.properties.name] === undefined) { return "q"+0; }
else {
return quantize(wtacountry[d.properties.name]);
};
})
.attr("d", path)
.append("title")
.text(function(d) { return d.properties.name+": "
+ ((wtacountry[d.properties.name] === undefined)? "0":
wtacountry[d.properties.name]);});
svg.append("path")
.datum(topojson.mesh(world, world.objects.countries, function(a, b) { return a !== b; }))
.attr("class", "countries")
.attr("d", path);
};
}
function drawRank(data) {
height = 250 - margin.top - margin.bottom;
var y5 = d3.scaleLinear().domain([25,0]).clamp(true).range([0,height]);
var y5Axis = d3.axisLeft(y5).ticks(5);
var svgboxes = initcanvas("#plotboxes",250);
svgboxes.selectAll(".ylabel")
.text("years in pro");
svgboxes.selectAll(".yaxis")
.call(y5Axis);
var boxes = svgboxes.selectAll(".rankbox")
.data(data)
.enter()
.append("g")
.attr("id",function(d) { return "rankbox"+d.id;})
.attr("class", "rankbox")
.on("mouseover", function(d) {
d3.selectAll(".rankbox").style("opacity",0.15);
d3.selectAll('.legend').style("opacity", 0);
d3.select(this).style("opacity",1);
d3.select("#line"+d.id)
.style("stroke",color(1)).style("opacity",1);
d3.select("#legend"+d.id)
.style("opacity",1);
})
.on('mouseout', function(d) {
d3.selectAll(".rankbox").style("opacity",1);
d3.selectAll('.legend').style("opacity", 0);
d3.selectAll('.line')
.style("stroke","grey")
.style("opacity", function(d) { return (d.top10 == 1)? 0.2:0;});
})
boxes.append("title").text(function(d) {return d.rank[0]+": "+d.name;})
boxes.each(function(d) {
d3.select("#rankbox"+d.id)
.selectAll(".box")
.data(d.rank)
.enter()
.append("rect")
.attr("class","box")
.attr("x", function(t) { return x(d.rank[0])+2; })
.attr("y", function(t,i) { return y5(d.rank.length-i); })
.attr("height", 8)
.attr("width", 8)
.attr("stroke-width", function (t) { return (t == 1)? 1:0.3;})
.attr("stroke", "gray")
.attr("fill", function(t) {
if (t > 100) return d3.interpolatePurples(1-t/1000);
else return d3.interpolateYlGnBu(t/100);
})
})
// legend
for (i=0; i < 10; i++) {
svgboxes.append("rect").attr("x", x(-1.5)).attr("y", y5(23-i*2))
.attr("height", 8).attr("width", 8)
.attr("stroke-width", 0.3).attr("stroke", "gray")
.attr("fill", d3.interpolateYlGnBu(i/10));
svgboxes.append('text').attr('x', x(-3)).attr("y", y5(22-i*2)-1).text("top "+(i*10+10))
}
svgboxes.append("rect").attr("x", x(-1.5)).attr("y", y5(25))
.attr("height", 8).attr("width", 8)
.attr("stroke-width", 0.7).attr("stroke", "black")
.attr("fill", d3.interpolateYlGnBu(0));
svgboxes.append('text').attr('x', x(-3)).attr("y", y5(24)-1).text("top 1")
svgboxes.append("rect").attr("x", x(-0.8)).attr("y", y5(3))
.attr("height", 8).attr("width", 8)
.attr("stroke-width", 0.3).attr("stroke", "gray")
.attr("fill", d3.interpolatePurples(0));
svgboxes.append("rect").attr("x", x(-1.5)).attr("y", y5(3))
.attr("height", 8).attr("width", 8)
.attr("stroke-width", 0.3).attr("stroke", "gray")
.attr("fill", d3.interpolatePurples(1));
svgboxes.append('text').attr('x', x(-3)).attr("y", y5(2)-1).text("1000 to 100")
svgRank.selectAll(".xlabel")
.text("year");
svgRank.selectAll(".ylabel")
.text("rank");
svgRank.selectAll(".xaxis")
.call(xrAxis);
svgRank.selectAll(".yaxis")
.call(yrAxis);
var line = d3.line()
.curve(d3.curveCardinal.tension(0))
.x(function(t) { return xr(t.y); })
.y(function(t) { return yr(t.r); });
var path = svgRank.selectAll(".rankline")
.data(data)
.enter()
.append("g")
.attr("fill", "none")
.attr("class", "rankline");
path.append("path")
.attr("class", "line")
.attr("id", function(d) { return 'line'+d.id;})
.attr("d", function(d) {
values = d.rank.map(function(x,i) {
return { y : 2016 - i, r : x};
});
return line(values);
})
.style("stroke", "gray")
.style("stroke-width", 3)
.style("opacity", function(d) { return (d.top10 == 1)? 0.2:0;})
.on("mouseover", function(d) {
d3.selectAll(".line").transition()
.style("opacity",function(d) { return (d.top10 == 1)? 0.2:0;});
if (d.top10 == 1) {
d3.selectAll('.legend').style("opacity", 0);
d3.select(this).transition()
.style("stroke",color(1))
.style("opacity",1);
d3.select("#legend"+d.id).transition()
.style("fill",color(1)).style("opacity",1);
d3.selectAll(".rankbox").transition().style("opacity",0.15);
d3.select("#rankbox"+d.id).transition().style("opacity",1);
}
})
.on('mouseout', function(d) {
d3.selectAll('.line')
.style("stroke","gray")
.style("opacity", function(d) { return (d.top10 == 1)? 0.2:0;});
d3.selectAll('.legend')
.style("opacity", 0);
d3.selectAll(".rankbox").style("opacity",1);
})
var legend = svgRank.selectAll('.legend').data(data)
.enter()
.append('g')
.attr('class', 'legend')
.attr('id',function(d) {return 'legend'+d.id;})
.style('fill', color(1))
.style("opacity",0);
legend.append('circle')
.attr('cx', width)
.attr('cy', function(d, i) {return yr(d.rank[0]);})
.attr('r', 5)
legend.append('text')
.attr('x', width + 5)
.attr('y', function(d) {return yr(d.rank[0]);})
.text(function(d) {return d.rank[0]+": "+d.name;})
svgRank.append("line")
.attr("class", "trendline")
.attr("x1", function(d) { return xr(1995); })
.attr("y1", function(d) { return yr(101); })
.attr("x2", function(d) { return xr(2016); })
.attr("y2", function(d) { return yr(101); })
.attr("stroke", "gray")
.attr("stroke-width", 1);
}
function drawH2H(data) {
var height = 1000;
var x = d3.scaleLinear().domain([-2,105]).range([0, width-40]);
var y = d3.scaleLinear().domain([-2,105]).range([0, height]);
var x0 = x(104)-1095+100;
var rank = new Array();
for (key in data) {
rank[data[key].id]=parseInt(key);
}
var surface = ["CLAY","GRASS","HARD","CARPET"];
var svg = d3.select(".h2hgroup")
.attr("width", width)
.attr("height", height)
var bigbox = d3.select(".bigbox")
.attr('transform', 'translate('+x0+',-20)');
d3.queue()
.defer(d3.json, "json/h2h.json")
.await(ready);
function ready(error, h2h) {
if (error) console.log(error);
for(key in h2h) {
h2h[key].t1 = rank[h2h[key].t1];
h2h[key].t2 = rank[h2h[key].t2];
h2h[key].winner = rank[h2h[key].winner];
h2h[key].surface = surface.indexOf(h2h[key].surface);
}
var boxes = svg.selectAll(".h2h")
.data(data)
.enter()
.append("g")
.attr("id",function(d) { return "h2h"+d.id;})
.attr("class", "h2h")
boxes.append("text")
.attr('text-anchor', 'end')
.attr('font-size', '8px')
.attr('x', x(10))
.attr('y', function(d,i) { return y(i);})
.text(function(d) {return d.rank[0]+": "+d.name;});
boxes.each(function(d,i) {
var totals = [];
var wins = [];
var m = h2h.filter(function(h) { return (h.t1 == i || h.t2 == i);});
var bysurface = [
{'s':0,'w':0,'t':0},
{'s':1,'w':0,'t':0},
{'s':2,'w':0,'t':0},
{'s':3,'w':0,'t':0}]
var byround = [
{'r':'Q-R128','w':0,'t':0},
{'r':'Q-R64','w':0,'t':0},
{'r':'Q-R32','w':0,'t':0},
{'r':'Q-R16','w':0,'t':0},
{'r':'Q-Q','w':0,'t':0},
{'r':'R128','w':0,'t':0},
{'r':'R64','w':0,'t':0},
{'r':'R32','w':0,'t':0},
{'r':'R16','w':0,'t':0},
{'r':'Q','w':0,'t':0},
{'r':'S','w':0,'t':0},
{'r':'F','w':0,'t':0},
{'r':'WR1','w':0,'t':0},
{'r':'WQ','w':0,'t':0},
{'r':'WSF','w':0,'t':0},
{'r':'WF','w':0,'t':0},
{'r':'FCR1','w':0,'t':0},
{'r':'FCR2','w':0,'t':0},
{'r':'FCF','w':0,'t':0}
];
for (key in m) {
var round = "";
var j = (m[key].t1 == i)? m[key].t2:m[key].t1;
if (totals[j] === undefined) totals[j] = 0;
if (wins[j] === undefined) wins[j] = 0;
totals[j]++;
wins[j] = wins[j] + ((m[key].winner == i)? 1:0);
bysurface[m[key].surface].t++;
bysurface[m[key].surface].w += ((m[key].winner == i)? 1:0);
if (m[key].tournament.indexOf("FED CUP") >= 0) round = "FC";
else if (m[key].tournament.indexOf("WTA ") >= 0) round = "W";
round = round + m[key].round;
for (j in byround) {
if (byround[j].r == round) {
byround[j].t++;
byround[j].w += ((m[key].winner == i)? 1:0);
break;
}
}
}
d3.select("#h2h"+d.id)
.selectAll(".box")
.data(wins)
.enter()
.append("rect")
.attr("class","box")
.attr("x", function(h,j) { return x(j+11);})
.attr("y", y(i)-6)
.attr("height", y(i+1)-y(i)-1)
.attr("width", x(i+1)-x(i)-1)
.attr("stroke-width", 0.3)
.attr("stroke", function(t){return(t === undefined)?"white":"gray";})
.attr("fill", function(t,j) {
if (t === undefined) return "white";
else return d3.interpolatePiYG(t/totals[j]);
})
.on("mouseover", function() {
d3.selectAll(".h2h").style("opacity",0.15);
d3.selectAll("#h2h"+d.id).style("opacity",1);
var mouse = d3.mouse(this);
var bb = d3.select(".bigbox");
if (mouse[1] < y(45)) {
bb.attr('transform', 'translate ('+x0+',-20)');
} else {
bb.attr('transform', 'translate ('+x0+','+ y(40) +')');
}
updateBigBox(d.id,bysurface,byround);
})
.on("mouseout", function() {
d3.selectAll(".h2h").style("opacity",1);
d3.selectAll("text.surface-text").text("0/0");
d3.select(".byround").selectAll("text.rectwin").text("0/0");
d3.select(".byround").selectAll("rect.rectwin").attr("width", 1);
})
.append("title")
.text(function(t,j) {
if (t === undefined) return null;
else return d.name+" vs. "+data[j].name+"\n"
+wins[j]+" - "+(totals[j]-wins[j]);});
})
function updateBigBox(id,bysurface,byround) {
d3.selectAll(".surface-text")
.data(bysurface)
.text(function(d) { return d.w+"/"+d.t;});
d3.select(".byround")
.selectAll("text.rectwin")
.data(byround)
.text(function(d) { return d.w+"/"+d.t;});
d3.select(".byround")
.selectAll("rect.rectwin")
.data(byround)
.attr("width", function (d){
var w = d3.scaleLinear().domain([0,d.t]).range([0, 96]);
return w(d.w);
})
}
}
}
</script>
</body>