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small multiples plot of JGB Yields from Japanese MOF using r, clickme, and d3
Raw
readme.md

Small Multiples clickme ractive Plot JGB Yields

data source: Japanese Ministry of Finance

idea source: http://blog.sdqali.in/visualizations/datamyheart/presentation/#slide-24

After seeing this data vis presentation, I thought a small multiples view of JGB yields would be a nice additional view of how yields have moved since 2012. I gathered the data in R and then fed the data to a d3 plot through a clickme ractive. To see the entire ractive structure, see this git repo.

A nice addition to this would be a yield curve that changes as a user hovers over the yield charts. If they hover over the 40y for March 1, 2012, this yield curve chart would plot the curve for all maturities for that date. Also, a line would move across the dates in each yield chart to allow a easy date reference.

Raw
index.html
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>Small Multiples in d3 With clickme</title>
<script src="http://d3js.org/d3.v3.min.js"></script>
<style>
svg {
font: 10px sans-serif;
}
.axis path,
.axis line {
fill: none;
stroke: #000;
shape-rendering: crispEdges;
}
</style>
</head>
<body>
<div id=small_multiples></div>
<!-- see http://blog.sdqali.in/visualizations/datamyheart/presentation for original source-->
<script>
var series;
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{"date":"2012-04-04","indexname":"JGB40Y","value":"2.162"},
{"date":"2012-04-05","indexname":"JGB40Y","value":"2.14"},
{"date":"2012-04-06","indexname":"JGB40Y","value":"2.14"},
{"date":"2012-04-09","indexname":"JGB40Y","value":"2.128"},
{"date":"2012-04-10","indexname":"JGB40Y","value":"2.12"},
{"date":"2012-04-11","indexname":"JGB40Y","value":"2.124"},
{"date":"2012-04-12","indexname":"JGB40Y","value":"2.117"},
{"date":"2012-04-13","indexname":"JGB40Y","value":"2.112"},
{"date":"2012-04-16","indexname":"JGB40Y","value":"2.113"},
{"date":"2012-04-17","indexname":"JGB40Y","value":"2.107"},
{"date":"2012-04-18","indexname":"JGB40Y","value":"2.109"},
{"date":"2012-04-19","indexname":"JGB40Y","value":"2.113"},
{"date":"2012-04-20","indexname":"JGB40Y","value":"2.121"},
{"date":"2012-04-23","indexname":"JGB40Y","value":"2.113"},
{"date":"2012-04-24","indexname":"JGB40Y","value":"2.12"},
{"date":"2012-04-25","indexname":"JGB40Y","value":"2.113"},
{"date":"2012-04-26","indexname":"JGB40Y","value":"2.108"},
{"date":"2012-04-27","indexname":"JGB40Y","value":"2.105"},
{"date":"2012-05-01","indexname":"JGB40Y","value":"2.085"},
{"date":"2012-05-02","indexname":"JGB40Y","value":"2.088"},
{"date":"2012-05-07","indexname":"JGB40Y","value":"2.061"},
{"date":"2012-05-08","indexname":"JGB40Y","value":"2.064"},
{"date":"2012-05-09","indexname":"JGB40Y","value":"2.051"},
{"date":"2012-05-10","indexname":"JGB40Y","value":"2.051"},
{"date":"2012-05-11","indexname":"JGB40Y","value":"2.054"},
{"date":"2012-05-14","indexname":"JGB40Y","value":"2.056"},
{"date":"2012-05-15","indexname":"JGB40Y","value":"2.031"},
{"date":"2012-05-16","indexname":"JGB40Y","value":"2.002"},
{"date":"2012-05-17","indexname":"JGB40Y","value":"2.002"},
{"date":"2012-05-18","indexname":"JGB40Y","value":"1.965"},
{"date":"2012-05-21","indexname":"JGB40Y","value":"2.001"},
{"date":"2012-05-22","indexname":"JGB40Y","value":"2.009"},
{"date":"2012-05-23","indexname":"JGB40Y","value":"2.025"},
{"date":"2012-05-24","indexname":"JGB40Y","value":"2.019"},
{"date":"2012-05-25","indexname":"JGB40Y","value":"2.049"},
{"date":"2012-05-28","indexname":"JGB40Y","value":"2.045"},
{"date":"2012-05-29","indexname":"JGB40Y","value":"2.014"},
{"date":"2012-05-30","indexname":"JGB40Y","value":"2.006"},
{"date":"2012-05-31","indexname":"JGB40Y","value":"1.989"},
{"date":"2012-06-01","indexname":"JGB40Y","value":"1.986"},
{"date":"2012-06-04","indexname":"JGB40Y","value":"1.998"},
{"date":"2012-06-05","indexname":"JGB40Y","value":"2.034"},
{"date":"2012-06-06","indexname":"JGB40Y","value":"2.033"},
{"date":"2012-06-07","indexname":"JGB40Y","value":"2.053"},
{"date":"2012-06-08","indexname":"JGB40Y","value":"2.029"},
{"date":"2012-06-11","indexname":"JGB40Y","value":"2.038"},
{"date":"2012-06-12","indexname":"JGB40Y","value":"2.038"},
{"date":"2012-06-13","indexname":"JGB40Y","value":"2.07"},
{"date":"2012-06-14","indexname":"JGB40Y","value":"2.085"},
{"date":"2012-06-15","indexname":"JGB40Y","value":"2.074"},
{"date":"2012-06-18","indexname":"JGB40Y","value":"2.058"},
{"date":"2012-06-19","indexname":"JGB40Y","value":"2.049"},
{"date":"2012-06-20","indexname":"JGB40Y","value":"2.062"},
{"date":"2012-06-21","indexname":"JGB40Y","value":"2.081"},
{"date":"2012-06-22","indexname":"JGB40Y","value":"2.082"},
{"date":"2012-06-25","indexname":"JGB40Y","value":"2.09"},
{"date":"2012-06-26","indexname":"JGB40Y","value":"2.09"},
{"date":"2012-06-27","indexname":"JGB40Y","value":"2.09"},
{"date":"2012-06-28","indexname":"JGB40Y","value":"2.089"},
{"date":"2012-06-29","indexname":"JGB40Y","value":"2.107"},
{"date":"2012-07-02","indexname":"JGB40Y","value":"2.087"},
{"date":"2012-07-03","indexname":"JGB40Y","value":"2.075"},
{"date":"2012-07-04","indexname":"JGB40Y","value":"2.082"},
{"date":"2012-07-05","indexname":"JGB40Y","value":"2.087"},
{"date":"2012-07-06","indexname":"JGB40Y","value":"2.082"},
{"date":"2012-07-09","indexname":"JGB40Y","value":"2.075"},
{"date":"2012-07-10","indexname":"JGB40Y","value":"2.059"},
{"date":"2012-07-11","indexname":"JGB40Y","value":"2.034"},
{"date":"2012-07-12","indexname":"JGB40Y","value":"2.035"},
{"date":"2012-07-13","indexname":"JGB40Y","value":"2.024"},
{"date":"2012-07-17","indexname":"JGB40Y","value":"2.012"},
{"date":"2012-07-18","indexname":"JGB40Y","value":"1.987"},
{"date":"2012-07-19","indexname":"JGB40Y","value":"1.956"},
{"date":"2012-07-20","indexname":"JGB40Y","value":"1.976"},
{"date":"2012-07-23","indexname":"JGB40Y","value":"1.966"},
{"date":"2012-07-24","indexname":"JGB40Y","value":"1.994"},
{"date":"2012-07-25","indexname":"JGB40Y","value":"1.998"},
{"date":"2012-07-26","indexname":"JGB40Y","value":"1.994"},
{"date":"2012-07-27","indexname":"JGB40Y","value":"2.002"},
{"date":"2012-07-30","indexname":"JGB40Y","value":"2.023"},
{"date":"2012-07-31","indexname":"JGB40Y","value":"2.037"},
{"date":"2012-08-01","indexname":"JGB40Y","value":"2.034"},
{"date":"2012-08-02","indexname":"JGB40Y","value":"2.05"},
{"date":"2012-08-03","indexname":"JGB40Y","value":"2.024"},
{"date":"2012-08-06","indexname":"JGB40Y","value":"2.025"},
{"date":"2012-08-07","indexname":"JGB40Y","value":"2.048"},
{"date":"2012-08-08","indexname":"JGB40Y","value":"2.072"},
{"date":"2012-08-09","indexname":"JGB40Y","value":"2.08"},
{"date":"2012-08-10","indexname":"JGB40Y","value":"2.08"},
{"date":"2012-08-13","indexname":"JGB40Y","value":"2.076"},
{"date":"2012-08-14","indexname":"JGB40Y","value":"2.08"},
{"date":"2012-08-15","indexname":"JGB40Y","value":"2.096"},
{"date":"2012-08-16","indexname":"JGB40Y","value":"2.112"},
{"date":"2012-08-17","indexname":"JGB40Y","value":"2.088"},
{"date":"2012-08-20","indexname":"JGB40Y","value":"2.096"},
{"date":"2012-08-21","indexname":"JGB40Y","value":"2.088"},
{"date":"2012-08-22","indexname":"JGB40Y","value":"2.091"},
{"date":"2012-08-23","indexname":"JGB40Y","value":"2.119"},
{"date":"2012-08-24","indexname":"JGB40Y","value":"2.119"},
{"date":"2012-08-27","indexname":"JGB40Y","value":"2.125"},
{"date":"2012-08-28","indexname":"JGB40Y","value":"2.132"},
{"date":"2012-08-29","indexname":"JGB40Y","value":"2.121"},
{"date":"2012-08-30","indexname":"JGB40Y","value":"2.122"},
{"date":"2012-08-31","indexname":"JGB40Y","value":"2.121"},
{"date":"2012-09-03","indexname":"JGB40Y","value":"2.109"},
{"date":"2012-09-04","indexname":"JGB40Y","value":"2.109"},
{"date":"2012-09-05","indexname":"JGB40Y","value":"2.097"},
{"date":"2012-09-06","indexname":"JGB40Y","value":"2.105"},
{"date":"2012-09-07","indexname":"JGB40Y","value":"2.101"},
{"date":"2012-09-10","indexname":"JGB40Y","value":"2.084"},
{"date":"2012-09-11","indexname":"JGB40Y","value":"2.081"},
{"date":"2012-09-12","indexname":"JGB40Y","value":"2.078"},
{"date":"2012-09-13","indexname":"JGB40Y","value":"2.093"},
{"date":"2012-09-14","indexname":"JGB40Y","value":"2.087"},
{"date":"2012-09-18","indexname":"JGB40Y","value":"2.111"},
{"date":"2012-09-19","indexname":"JGB40Y","value":"2.123"},
{"date":"2012-09-20","indexname":"JGB40Y","value":"2.115"},
{"date":"2012-09-21","indexname":"JGB40Y","value":"2.103"},
{"date":"2012-09-24","indexname":"JGB40Y","value":"2.096"},
{"date":"2012-09-25","indexname":"JGB40Y","value":"2.088"},
{"date":"2012-09-26","indexname":"JGB40Y","value":"2.075"},
{"date":"2012-09-27","indexname":"JGB40Y","value":"2.077"},
{"date":"2012-09-28","indexname":"JGB40Y","value":"2.08"},
{"date":"2012-10-01","indexname":"JGB40Y","value":"2.078"},
{"date":"2012-10-02","indexname":"JGB40Y","value":"2.08"},
{"date":"2012-10-03","indexname":"JGB40Y","value":"2.091"},
{"date":"2012-10-04","indexname":"JGB40Y","value":"2.088"},
{"date":"2012-10-05","indexname":"JGB40Y","value":"2.102"},
{"date":"2012-10-09","indexname":"JGB40Y","value":"2.097"},
{"date":"2012-10-10","indexname":"JGB40Y","value":"2.106"},
{"date":"2012-10-11","indexname":"JGB40Y","value":"2.098"},
{"date":"2012-10-12","indexname":"JGB40Y","value":"2.098"},
{"date":"2012-10-15","indexname":"JGB40Y","value":"2.095"},
{"date":"2012-10-16","indexname":"JGB40Y","value":"2.095"},
{"date":"2012-10-17","indexname":"JGB40Y","value":"2.102"},
{"date":"2012-10-18","indexname":"JGB40Y","value":"2.111"},
{"date":"2012-10-19","indexname":"JGB40Y","value":"2.104"},
{"date":"2012-10-22","indexname":"JGB40Y","value":"2.105"},
{"date":"2012-10-23","indexname":"JGB40Y","value":"2.123"},
{"date":"2012-10-24","indexname":"JGB40Y","value":"2.131"},
{"date":"2012-10-25","indexname":"JGB40Y","value":"2.127"},
{"date":"2012-10-26","indexname":"JGB40Y","value":"2.116"},
{"date":"2012-10-29","indexname":"JGB40Y","value":"2.127"},
{"date":"2012-10-30","indexname":"JGB40Y","value":"2.131"},
{"date":"2012-10-31","indexname":"JGB40Y","value":"2.141"},
{"date":"2012-11-01","indexname":"JGB40Y","value":"2.136"},
{"date":"2012-11-02","indexname":"JGB40Y","value":"2.143"},
{"date":"2012-11-05","indexname":"JGB40Y","value":"2.143"},
{"date":"2012-11-06","indexname":"JGB40Y","value":"2.136"},
{"date":"2012-11-07","indexname":"JGB40Y","value":"2.147"},
{"date":"2012-11-08","indexname":"JGB40Y","value":"2.116"},
{"date":"2012-11-09","indexname":"JGB40Y","value":"2.104"},
{"date":"2012-11-12","indexname":"JGB40Y","value":"2.099"},
{"date":"2012-11-13","indexname":"JGB40Y","value":"2.092"},
{"date":"2012-11-14","indexname":"JGB40Y","value":"2.097"},
{"date":"2012-11-15","indexname":"JGB40Y","value":"2.123"},
{"date":"2012-11-16","indexname":"JGB40Y","value":"2.14"},
{"date":"2012-11-19","indexname":"JGB40Y","value":"2.136"},
{"date":"2012-11-20","indexname":"JGB40Y","value":"2.124"},
{"date":"2012-11-21","indexname":"JGB40Y","value":"2.132"},
{"date":"2012-11-22","indexname":"JGB40Y","value":"2.136"},
{"date":"2012-11-26","indexname":"JGB40Y","value":"2.121"},
{"date":"2012-11-27","indexname":"JGB40Y","value":"2.117"},
{"date":"2012-11-28","indexname":"JGB40Y","value":"2.119"},
{"date":"2012-11-29","indexname":"JGB40Y","value":"2.121"},
{"date":"2012-11-30","indexname":"JGB40Y","value":"2.127"},
{"date":"2012-12-03","indexname":"JGB40Y","value":"2.132"},
{"date":"2012-12-04","indexname":"JGB40Y","value":"2.131"},
{"date":"2012-12-05","indexname":"JGB40Y","value":"2.127"},
{"date":"2012-12-06","indexname":"JGB40Y","value":"2.082"},
{"date":"2012-12-07","indexname":"JGB40Y","value":"2.081"},
{"date":"2012-12-10","indexname":"JGB40Y","value":"2.082"},
{"date":"2012-12-11","indexname":"JGB40Y","value":"2.08"},
{"date":"2012-12-12","indexname":"JGB40Y","value":"2.079"},
{"date":"2012-12-13","indexname":"JGB40Y","value":"2.11"},
{"date":"2012-12-14","indexname":"JGB40Y","value":"2.115"},
{"date":"2012-12-17","indexname":"JGB40Y","value":"2.129"},
{"date":"2012-12-18","indexname":"JGB40Y","value":"2.141"},
{"date":"2012-12-19","indexname":"JGB40Y","value":"2.143"},
{"date":"2012-12-20","indexname":"JGB40Y","value":"2.123"},
{"date":"2012-12-21","indexname":"JGB40Y","value":"2.1"},
{"date":"2012-12-25","indexname":"JGB40Y","value":"2.107"},
{"date":"2012-12-26","indexname":"JGB40Y","value":"2.126"},
{"date":"2012-12-27","indexname":"JGB40Y","value":"2.142"},
{"date":"2012-12-28","indexname":"JGB40Y","value":"2.138"},
{"date":"2013-01-04","indexname":"JGB40Y","value":"2.149"},
{"date":"2013-01-07","indexname":"JGB40Y","value":"2.156"},
{"date":"2013-01-08","indexname":"JGB40Y","value":"2.158"},
{"date":"2013-01-09","indexname":"JGB40Y","value":"2.154"},
{"date":"2013-01-10","indexname":"JGB40Y","value":"2.154"},
{"date":"2013-01-11","indexname":"JGB40Y","value":"2.169"},
{"date":"2013-01-15","indexname":"JGB40Y","value":"2.158"},
{"date":"2013-01-16","indexname":"JGB40Y","value":"2.127"},
{"date":"2013-01-17","indexname":"JGB40Y","value":"2.139"},
{"date":"2013-01-18","indexname":"JGB40Y","value":"2.167"},
{"date":"2013-01-21","indexname":"JGB40Y","value":"2.145"},
{"date":"2013-01-22","indexname":"JGB40Y","value":"2.151"},
{"date":"2013-01-23","indexname":"JGB40Y","value":"2.138"},
{"date":"2013-01-24","indexname":"JGB40Y","value":"2.154"},
{"date":"2013-01-25","indexname":"JGB40Y","value":"2.172"},
{"date":"2013-01-28","indexname":"JGB40Y","value":"2.17"},
{"date":"2013-01-29","indexname":"JGB40Y","value":"2.167"},
{"date":"2013-01-30","indexname":"JGB40Y","value":"2.173"},
{"date":"2013-01-31","indexname":"JGB40Y","value":"2.157"},
{"date":"2013-02-01","indexname":"JGB40Y","value":"2.159"},
{"date":"2013-02-04","indexname":"JGB40Y","value":"2.175"},
{"date":"2013-02-05","indexname":"JGB40Y","value":"2.171"},
{"date":"2013-02-06","indexname":"JGB40Y","value":"2.171"},
{"date":"2013-02-07","indexname":"JGB40Y","value":"2.171"},
{"date":"2013-02-08","indexname":"JGB40Y","value":"2.162"},
{"date":"2013-02-12","indexname":"JGB40Y","value":"2.141"},
{"date":"2013-02-13","indexname":"JGB40Y","value":"2.133"},
{"date":"2013-02-14","indexname":"JGB40Y","value":"2.125"},
{"date":"2013-02-15","indexname":"JGB40Y","value":"2.109"},
{"date":"2013-02-18","indexname":"JGB40Y","value":"2.091"},
{"date":"2013-02-19","indexname":"JGB40Y","value":"2.078"},
{"date":"2013-02-20","indexname":"JGB40Y","value":"2.088"},
{"date":"2013-02-21","indexname":"JGB40Y","value":"2.092"},
{"date":"2013-02-22","indexname":"JGB40Y","value":"2.071"},
{"date":"2013-02-25","indexname":"JGB40Y","value":"2.059"},
{"date":"2013-02-26","indexname":"JGB40Y","value":"2.037"},
{"date":"2013-02-27","indexname":"JGB40Y","value":"2.021"},
{"date":"2013-02-28","indexname":"JGB40Y","value":"1.99"},
{"date":"2013-03-01","indexname":"JGB40Y","value":"1.95"},
{"date":"2013-03-04","indexname":"JGB40Y","value":"1.87"},
{"date":"2013-03-05","indexname":"JGB40Y","value":"1.903"},
{"date":"2013-03-06","indexname":"JGB40Y","value":"1.923"},
{"date":"2013-03-07","indexname":"JGB40Y","value":"1.937"},
{"date":"2013-03-08","indexname":"JGB40Y","value":"1.893"},
{"date":"2013-03-11","indexname":"JGB40Y","value":"1.915"},
{"date":"2013-03-12","indexname":"JGB40Y","value":"1.891"},
{"date":"2013-03-13","indexname":"JGB40Y","value":"1.878"},
{"date":"2013-03-14","indexname":"JGB40Y","value":"1.903"},
{"date":"2013-03-15","indexname":"JGB40Y","value":"1.891"},
{"date":"2013-03-18","indexname":"JGB40Y","value":"1.857"},
{"date":"2013-03-19","indexname":"JGB40Y","value":"1.843"},
{"date":"2013-03-21","indexname":"JGB40Y","value":"1.802"},
{"date":"2013-03-22","indexname":"JGB40Y","value":"1.757"},
{"date":"2013-03-25","indexname":"JGB40Y","value":"1.702"},
{"date":"2013-03-26","indexname":"JGB40Y","value":"1.735"},
{"date":"2013-03-27","indexname":"JGB40Y","value":"1.73"},
{"date":"2013-03-28","indexname":"JGB40Y","value":"1.711"},
{"date":"2013-03-29","indexname":"JGB40Y","value":"1.669"},
{"date":"2013-04-01","indexname":"JGB40Y","value":"1.699"},
{"date":"2013-04-02","indexname":"JGB40Y","value":"1.668"},
{"date":"2013-04-03","indexname":"JGB40Y","value":"1.671"},
{"date":"2013-04-04","indexname":"JGB40Y","value":"1.405"},
{"date":"2013-04-05","indexname":"JGB40Y","value":"1.368"},
{"date":"2013-04-08","indexname":"JGB40Y","value":"1.441"},
{"date":"2013-04-09","indexname":"JGB40Y","value":"1.487"},
{"date":"2013-04-10","indexname":"JGB40Y","value":"1.533"},
{"date":"2013-04-11","indexname":"JGB40Y","value":"1.566"},
{"date":"2013-04-12","indexname":"JGB40Y","value":"1.599"},
{"date":"2013-04-15","indexname":"JGB40Y","value":"1.652"},
{"date":"2013-04-16","indexname":"JGB40Y","value":"1.648"}];
var parse = d3.time.format("%Y-%m-%d").parse;
var color=d3.scale.category20();
data.forEach(function(s) {
s.date = parse(s.date);
s.value = +s.value;
})
series = d3.nest()
.key(function(d) {return d.indexname})
.sortValues(function(a,b) {return a.date<b.date?-1:(a.date==b.date)?0:1})
.entries(data);
series.forEach(function (serie) {
serie.max=d3.max(serie.values,function(d) {return +d.value});
serie.min=d3.min(serie.values,function(d) {return +d.value});
})
series.max = d3.max(series,function(d) {return d.max});
drawSmallMultiples(series,d3.select("#small_multiples"),series.max);
function drawSmallMultiples(series,container,max) {
series.forEach(function(serie) {
var smallContainer = container.append("div").attr("style","float:left")
smallContainer
.append("div")
.append("p")
.attr("class","small_multiples_label")
.text(serie.key)
.style("color", color(serie.key));
drawSmallLineChart([serie],smallContainer,max);
})
}
function drawSmallLineChart(series, container,max) {
var margin={left:40,right:20,top:0,bottom:20};
var w = 250-margin.left-margin.right, h = 100-margin.top-margin.bottom;
var vis=container.append("svg:svg")
.attr("width",w+margin.left+margin.right)
.attr("height",h+margin.top+margin.bottom)
.append("svg:g").attr("transform","translate("+margin.left +","+margin.top+")");
var x = d3.time.scale()
.domain([series[0].values[0].date,series[0].values[series[0].values.length-1].date])
.range([0,w]);
var y = d3.scale.linear().domain([0,max]).range([h,0]);
var line = d3.svg.line()
.x(function(d,i) {return x(d.date)})
.y(function(d) {return y(d.value)}).interpolate("linear");
var dateFormatter = d3.time.format("%d/%m");
var yAxis = d3.svg.axis().orient("left").ticks(5);
var xAxis = d3.svg.axis()
.orient("bottom")
.ticks(5);
//.tickFormat(d3.time.format("%b-%y"));
vis.selectAll("g")
.data(series)
.enter()
.append("svg:g")
.attr("class",function(d) {return d.key})
.append('svg:path')
.attr("d",function(d) {return line(d.values)})
.attr("stroke", function(d) {return color(d.key)})
.attr("stroke-width", "2.0")
.attr("fill","none");
vis.append("g").attr("class","axis").call(yAxis.scale(y));
vis.append("g").attr("transform","translate(0,"+h+")").attr("class","axis").call(xAxis.scale(x));
}
</script>
</body>
</html>
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