Created
August 13, 2015 18:48
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Different error types
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Model | Innocent - presumed guilty | Guilty - presumed innocent | |
---|---|---|---|
Severity of offense (1994) | 0.391673570837 | 0.000310687655344 | |
Sentence Length (1994) | 0.376346313173 | 0.0158450704225 | |
Time served (1994) | 0.344552609776 | 0.0396644573322 | |
Age at release (1994) | 0.310141020324 | 0.0484238905019 | |
Consequence (first arrest) | 0.304681027341 | 0.071043910522 | |
Age at first offense | 0.292648186699 | 0.0672729264819 | |
Total prior arrests (1994) | 0.274751449876 | 0.0631731565866 | |
Average arrest rate | 0.254145478665 | 0.0895423391554 | |
Full model | 0.212283044059 | 0.0897863818425 |
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<!DOCTYPE html> | |
<meta charset="utf-8"> | |
<head> | |
<title>Error classification</title> | |
</head> | |
<style> | |
body { | |
font: 12px sans-serif; | |
fill: #C5C3C6; | |
background: black; | |
} | |
.axis path, | |
.axis line { | |
fill: None; | |
stroke: #C5C3C6; | |
shape-rendering: crispEdges; | |
} | |
.bar { | |
fill: white; | |
} | |
.x.axis path { | |
display: #C5C3C6; | |
} | |
</style> | |
<body> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js"></script> | |
<script> | |
var margin = {top: 20, right: 20, bottom: 80, left: 40}, | |
width = 960 - margin.left - margin.right, | |
height = 500 - margin.top - margin.bottom; | |
var x0 = d3.scale.ordinal() | |
.rangeRoundBands([0, width], .1); | |
var x1 = d3.scale.ordinal(); | |
var y = d3.scale.linear() | |
.range([height, 0]); | |
var color = d3.scale.ordinal() | |
.range(["#9BC53D", "#FA7921", "#7b6888", "#6b486b", "#a05d56", "#d0743c", "#ff8c00"]); | |
var xAxis = d3.svg.axis() | |
.scale(x0) | |
.orient("bottom"); | |
var yAxis = d3.svg.axis() | |
.scale(y) | |
.orient("left") | |
.tickFormat(d3.format(",.0%")); | |
var svg = d3.select("body").append("svg") | |
.attr("width", width + margin.left + margin.right) | |
.attr("height", height + margin.top + margin.bottom) | |
.append("g") | |
.attr("transform", "translate(" + margin.left + "," + margin.top + ")"); | |
d3.csv("error_data.csv", function(error, data) { | |
if (error) throw error; | |
var ageNames = d3.keys(data[0]).filter(function(key) { return key !== "Model"; }); | |
data.forEach(function(d) { | |
d.ages = ageNames.map(function(name) { return {name: name, value: +d[name]}; }); | |
}); | |
x0.domain(data.map(function(d) { return d.Model; })); | |
x1.domain(ageNames).rangeRoundBands([0, x0.rangeBand()]); | |
y.domain([0, d3.max(data, function(d) { return d3.max(d.ages, function(d) { return d.value; }); })]); | |
svg.append("g") | |
.attr("class", "x axis") | |
.attr("transform", "translate(0," + height + ")") | |
.call(xAxis) | |
.selectAll(".tick text") | |
.call(wrap, x1.rangeBand()) | |
svg.append("g") | |
.attr("class", "y axis") | |
.call(yAxis) | |
.append("text") | |
.attr("transform", "rotate(-90)") | |
.attr("y", 6) | |
.attr("dy", ".4em") | |
.style("text-anchor", "end") | |
.text("Percent of prisoners") | |
var model = svg.selectAll(".model") | |
.data(data) | |
.enter().append("g") | |
.attr("class", "g") | |
.attr("transform", function(d) { return "translate(" + x0(d.Model) + ",0)"; }); | |
model.selectAll("rect") | |
.data(function(d) { return d.ages; }) | |
.enter().append("rect") | |
.attr("width", x1.rangeBand()) | |
.attr("x", function(d) { return x1(d.name); }) | |
.attr("y", function(d) { return y(d.value); }) | |
.attr("height", function(d) { return height - y(d.value); }) | |
.style("fill", function(d) { return color(d.name); }) | |
.style("opacity", .65); | |
var legend = svg.selectAll(".legend") | |
.data(ageNames.slice().reverse()) | |
.enter().append("g") | |
.attr("class", "legend") | |
.attr("transform", function(d, i) { return "translate(0," + i * 20 + ")"; }); | |
legend.append("rect") | |
.attr("x", width - 18) | |
.attr("width", 18) | |
.attr("height", 18) | |
.style("fill", color) | |
.style("opacity",.65); | |
legend.append("text") | |
.attr("x", width - 24) | |
.attr("y", 9) | |
.attr("dy", ".35em") | |
.style("text-anchor", "end") | |
.text(function(d) { return d; }); | |
var barWidth = width / data.length; | |
function mouseover() { | |
d3.select(this).style("opacity",1 ); | |
} | |
function mouseout() { | |
d3.select(this).style("opacity",.65); | |
} | |
d3.selectAll("rect").on("mouseover",mouseover).on("mouseout",mouseout); | |
function wrap(text, width) { | |
text.each(function() { | |
var text = d3.select(this), | |
words = text.text().split(/\s+/).reverse(), | |
word, | |
line = [], | |
lineNumber = 0, | |
lineHeight = 1.1, // ems | |
y = text.attr("y"), | |
dy = parseFloat(text.attr("dy")), | |
tspan = text.text(null).append("tspan").attr("x", 0).attr("y", y).attr("dy", dy + "em"); | |
while (word = words.pop()) { | |
line.push(word); | |
tspan.text(line.join(" ")); | |
if (tspan.node().getComputedTextLength() > width) { | |
line.pop(); | |
tspan.text(line.join(" ")); | |
line = [word]; | |
tspan = text.append("tspan").attr("x", 0).attr("y", y).attr("dy", ++lineNumber * lineHeight + dy + "em").text(word); | |
} | |
} | |
}); | |
} | |
}); | |
</script> |
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