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Interactive correlation matrix
Raw
housing.json
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Raw
index.html
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.attr({
'class': 'plottitle',
'x': w/2,
'y': -margin.top/2,
'dominant-baseline': 'middle',
'text-anchor': 'middle'
});
scatterplot.append('text')
.text('Scatter plot')
.attr({
'class': 'plottitle',
'x': w/2,
'y': -margin.top/2,
'dominant-baseline': 'middle',
'text-anchor': 'middle'
});
var corXscale = d3.scale.ordinal().rangeRoundBands([0,w]),
corYscale = d3.scale.ordinal().rangeRoundBands([h,0]),
corColScale = d3.scale.linear().domain([-1,0,1]).range(['crimson','white','slateblue']);
var corRscale = d3.scale.sqrt().domain([0,1]);
d3.json('housing.json', function(err, data) {
var nind = data.ind.length,
nvar = data.vars.length;
corXscale.domain(d3.range(nvar));
corYscale.domain(d3.range(nvar));
corRscale.range([0,0.5*corXscale.rangeBand()]);
var corr = [];
for (var i = 0; i < data.corr.length; ++i) {
for (var j = 0; j < data.corr[i].length; ++j) {
corr.push({row: i, col: j, value:data.corr[i][j]});
}
}
var cells = corrplot.append('g')
.attr('id', 'cells')
.selectAll('empty')
.data(corr)
.enter().append('g')
.attr({
'class': 'cell'
})
.style('pointer-events', 'all');
var rects = cells.append('rect')
.attr({
'x': function(d) { return corXscale(d.col); },
'y': function(d) { return corXscale(d.row); },
'width': corXscale.rangeBand(),
'height': corYscale.rangeBand(),
'fill': 'none',
'stroke': 'none',
'stroke-width': '1'
});
var circles = cells.append('circle')
.attr('cx', function(d) {return corXscale(d.col) + 0.5*corXscale.rangeBand(); })
.attr('cy', function(d) {return corXscale(d.row) + 0.5*corYscale.rangeBand(); })
.attr('r', function(d) {return corRscale(Math.abs(d.value)); })
.style('fill', function(d) { return corColScale(d.value); });
corrplot.selectAll('g.cell')
.on('mouseover', function(d) {
d3.select(this)
.select('rect')
.attr('stroke', 'black');
var xPos = parseFloat(d3.select(this).select('rect').attr('x'));
var yPos = parseFloat(d3.select(this).select('rect').attr('y'));
corrplot.append('text')
.attr({
'class': 'corrlabel',
'x': corXscale(d.col),
'y': h + margin.bottom*0.2
})
.text(data.vars[d.col])
.attr({
'dominant-baseline': 'middle',
'text-anchor': 'middle'
});
corrplot.append('text')
.attr({
'class': 'corrlabel'
// 'x': -margin.left*0.1,
// 'y': corXscale(d.row)
})
.text(data.vars[d.row])
.attr({
'dominant-baseline': 'middle',
'text-anchor': 'middle',
'transform': 'translate(' + (-margin.left*0.1) + ',' + corXscale(d.row) + ')rotate(270)'
});
corrplot.append('rect')
.attr({
'class': 'tooltip',
'x': xPos + 10,
'y': yPos - 30,
'width': 40,
'height': 20,
'fill': 'rgba(200, 200, 200, 0.5)',
'stroke': 'black'
});
corrplot.append('text')
.attr({
'class': 'tooltip',
'x': xPos + 30,
'y': yPos - 15,
'text-anchor': 'middle',
'font-family': 'sans-serif',
'font-size': '14px',
'font-weight': 'bold',
'fill': 'black'
})
.text(d3.format('.2f')(d.value));
})
.on('mouseout', function(d) {
d3.select('#corrtext').remove();
d3.selectAll('.corrlabel').remove();
d3.select(this)
.select('rect')
.attr('stroke', 'none');
//Hide the tooltip
d3.selectAll('.tooltip').remove();
})
.on('click', function(d) {
drawScatter(d.col, d.row);
});
var drawScatter = function(col, row) {
console.log('column ' + col + ', row ' + row);
d3.selectAll('.points').remove();
d3.selectAll('.axis').remove();
d3.selectAll('.scatterlabel').remove();
var xScale = d3.scale.linear()
.domain(d3.extent(data.dat[col]))
.range([0, w]);
var yScale = d3.scale.linear()
.domain(d3.extent(data.dat[row]))
.range([h, 0]);
var xAxis = d3.svg.axis()
.scale(xScale)
.orient('bottom')
.ticks(5);
var yAxis = d3.svg.axis()
.scale(yScale)
.orient('left');
scatterplot.append('g')
.attr('class', 'points')
.selectAll('empty')
.data(d3.range(nind))
.enter().append('circle')
.attr({
'class': 'point',
'cx': function(d) {
return xScale(data.dat[col][d]);
},
'cy': function(d) {
return yScale(data.dat[row][d]);
},
'r': 2,
'stroke': 'none',
'fill': 'black'
});
scatterplot.append('g')
.attr('class', 'x axis')
.attr('transform', 'translate(0,' + h + ')')
.call(xAxis);
scatterplot.append('g')
.attr('class', 'y axis')
.call(yAxis);
scatterplot.append('text')
.text(data.vars[col])
.attr({
'class': 'scatterlabel',
'x': w/2,
'y': h + margin.bottom/2,
'text-anchor': 'middle',
'dominant-baseline': 'middle'
});
scatterplot.append('text')
.text(data.vars[row])
.attr({
'class': 'scatterlabel',
'transform': 'translate(' + (-pad/1.25) + ',' + (h/2) + ')rotate(270)',
'dominant-baseline': 'middle',
'text-anchor': 'middle'
});
}
});
</script>
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