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February 9, 2017 17:47
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Correlation matrix for education attainment over genders
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license: mit |
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<!DOCTYPE html> | |
<html lang="en"> | |
<head> | |
<meta charset="utf-8" /> | |
<title>Correlation Matrix</title> | |
<style> | |
.node { | |
stroke: #fff; | |
stroke-width: 1.5px; | |
} | |
.link { | |
fill: none; | |
stroke: #000; | |
stroke-width: 1.5px; | |
opacity: 0.4; | |
marker-end: url(#end-arrow); | |
} | |
</style> | |
</head> | |
<body> | |
<script src="https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.16/d3.min.js"></script> | |
<script> | |
//These attributes could be derived from the data | |
attributes = ["All","Males","Females",]; | |
attributeMatrix = []; | |
attributes.forEach(function (a, x) { | |
attributes.forEach(function (b, y) { | |
//create an n-by-n matrix based on pairs of attributes | |
attributeMatrix.push({a: a, b: b, x: x, y: y}) | |
}) | |
}) | |
colors = d3.scale.category10(); | |
d3.csv("year school_races.csv", small_scatterplots); | |
d3.select("body").append("svg").attr("height", 1000).attr("width", 1000); | |
function small_scatterplots(data) { | |
//d3.csv pulls in data as strings so they need to be formatted as numbers | |
data.forEach(function (d) { | |
attributes.forEach(function (att) { | |
d[att] = parseFloat(d[att]) | |
}) | |
}) | |
//create scales dynamically for each attribute's extent | |
scale = {}; | |
attributes.forEach(function (att) { | |
scale[att] = d3.scale.linear(); | |
attExtent = d3.extent(data, function (d) {return d[att]}); | |
scale[att].domain(attExtent).range([5,245]); | |
}) | |
//bind the matrix array to a grid of g elements | |
d3.select("svg") | |
.selectAll("g") | |
.data(attributeMatrix) | |
.enter() | |
.append("g") | |
.attr("transform", function (d) {return "translate(" + (d.x * 250) + "," + (d.y * 250) + ")" }); | |
d3.selectAll("g") | |
.each(function (matrix, i) { | |
//index i is only used for coloring | |
//background/border | |
d3.select(this).append("rect").style("fill", "white").style("stroke", "black").style("stroke-width", 1) | |
.attr("height", 250) | |
.attr("width", 250); | |
//label | |
d3.select(this).append("text") | |
.attr("x", 125) | |
.style("text-anchor", "middle") | |
.attr("y", 15) | |
.attr("font-size", 15) | |
.text(matrix.a + " vs " + matrix.b); | |
//scatterplot points | |
d3.select(this).selectAll("circle") | |
.data(data) | |
.enter() | |
.append("circle") | |
.attr("r", 2) | |
.style("fill", colors(i)) | |
.attr("cx", function (d) {return scale[matrix.a](d[matrix.a])}) | |
.attr("cy", function (d) {return 245 - scale[matrix.b](d[matrix.b])}) | |
}) | |
} | |
</script> | |
</body> | |
</html> |
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education | All | Males | Females | 25-34 | 35-54 | 55+ | White | Non-His White | Black | Asian | Hispanic | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
Less than 1 year, no diploma | 0.40000000000000002 | 0.40000000000000002 | 0.40000000000000002 | 0.20000000000000001 | 0.40000000000000002 | 0.5 | 0.29999999999999999 | 0.10000000000000001 | 0.29999999999999999 | 1.1000000000000001 | 1.3999999999999999 | |
1st-4th grade, no diploma | 0.80000000000000004 | 0.90000000000000002 | 0.80000000000000004 | 0.5 | 0.69999999999999996 | 1.2 | 0.80000000000000004 | 0.20000000000000001 | 0.59999999999999998 | 1.3 | 3.8999999999999999 | |
5th-6th grade, no diploma | 1.6000000000000001 | 1.7 | 1.5 | 1.0 | 1.8 | 1.7 | 1.7 | 0.29999999999999999 | 0.90000000000000002 | 1.8999999999999999 | 8.4000000000000004 | |
7th-8th grade, no diploma | 1.8 | 1.8999999999999999 | 1.8 | 1.0 | 1.5 | 2.5 | 1.8999999999999999 | 1.2 | 1.5 | 1.8 | 5.0999999999999996 | |
9th grade, no diploma | 1.6000000000000001 | 1.6000000000000001 | 1.6000000000000001 | 1.5 | 1.7 | 1.6000000000000001 | 1.7 | 0.90000000000000002 | 1.3 | 1.1000000000000001 | 5.2999999999999998 | |
10th grade, no diploma | 1.8 | 1.8999999999999999 | 1.8 | 1.5 | 1.6000000000000001 | 2.2000000000000002 | 1.7 | 1.5 | 2.7000000000000002 | 1.3999999999999999 | 3.0 | |
11th grade, no diploma | 2.0 | 2.1000000000000001 | 2.0 | 2.2000000000000002 | 1.8999999999999999 | 2.1000000000000001 | 1.8999999999999999 | 1.6000000000000001 | 3.3999999999999999 | 1.0 | 3.3999999999999999 | |
12th grade, no diploma | 1.3999999999999999 | 1.5 | 1.3999999999999999 | 1.6000000000000001 | 1.3999999999999999 | 1.3999999999999999 | 1.3 | 1.0 | 2.2000000000000002 | 1.3 | 3.0 | |
Less than 1 year, GED | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
1st-4th grade, GED | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.10000000000000001 | 0.0 | 0.10000000000000001 | |
5th-6th grade, GED | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.10000000000000001 | |
7th-8th grade, GED | 0.20000000000000001 | 0.20000000000000001 | 0.10000000000000001 | 0.10000000000000001 | 0.10000000000000001 | 0.20000000000000001 | 0.20000000000000001 | 0.20000000000000001 | 0.10000000000000001 | 0.0 | 0.20000000000000001 | |
9th grade, GED | 0.29999999999999999 | 0.29999999999999999 | 0.29999999999999999 | 0.29999999999999999 | 0.29999999999999999 | 0.29999999999999999 | 0.29999999999999999 | 0.29999999999999999 | 0.20000000000000001 | 0.0 | 0.29999999999999999 | |
10th grade, GED | 0.80000000000000004 | 0.90000000000000002 | 0.69999999999999996 | 0.80000000000000004 | 0.80000000000000004 | 0.80000000000000004 | 0.80000000000000004 | 0.90000000000000002 | 0.69999999999999996 | 0.10000000000000001 | 0.59999999999999998 | |
11th grade, GED | 1.0 | 1.2 | 0.80000000000000004 | 1.1000000000000001 | 1.1000000000000001 | 0.90000000000000002 | 1.0 | 1.0 | 1.3 | 0.20000000000000001 | 1.0 | |
12th grade, GED | 0.59999999999999998 | 0.69999999999999996 | 0.59999999999999998 | 0.69999999999999996 | 0.69999999999999996 | 0.5 | 0.59999999999999998 | 0.5 | 0.80000000000000004 | 0.5 | 0.90000000000000002 | |
High school diploma | 26.5 | 27.100000000000001 | 26.0 | 22.5 | 24.899999999999999 | 30.100000000000001 | 26.600000000000001 | 26.5 | 31.0 | 18.199999999999999 | 26.699999999999999 | |
Less than 1 year college, no degree | 2.5 | 2.3999999999999999 | 2.5 | 2.7000000000000002 | 2.2000000000000002 | 2.6000000000000001 | 2.5 | 2.7000000000000002 | 2.6000000000000001 | 1.1000000000000001 | 1.8999999999999999 | |
One year of college, no degree | 5.2999999999999998 | 5.0 | 5.5 | 5.5999999999999996 | 5.0 | 5.2999999999999998 | 5.2999999999999998 | 5.4000000000000004 | 6.4000000000000004 | 1.8999999999999999 | 4.5 | |
Two years of college, no degree | 6.5 | 6.5 | 6.4000000000000004 | 6.7999999999999998 | 6.2999999999999998 | 6.4000000000000004 | 6.2999999999999998 | 6.4000000000000004 | 8.4000000000000004 | 4.5999999999999996 | 5.7000000000000002 | |
Three years of college, no degree | 1.7 | 1.8 | 1.7 | 2.2999999999999998 | 1.6000000000000001 | 1.6000000000000001 | 1.7 | 1.7 | 2.2999999999999998 | 1.2 | 1.5 | |
Four or more years of college, no degree | 0.69999999999999996 | 0.80000000000000004 | 0.59999999999999998 | 1.1000000000000001 | 0.69999999999999996 | 0.5 | 0.69999999999999996 | 0.69999999999999996 | 0.80000000000000004 | 0.69999999999999996 | 0.69999999999999996 | |
Less than 1 year college, vocational/associates | 0.29999999999999999 | 0.20000000000000001 | 0.29999999999999999 | 0.29999999999999999 | 0.20000000000000001 | 0.29999999999999999 | 0.29999999999999999 | 0.29999999999999999 | 0.20000000000000001 | 0.0 | 0.20000000000000001 | |
One year of college, vocational/associates | 0.59999999999999998 | 0.5 | 0.59999999999999998 | 0.59999999999999998 | 0.59999999999999998 | 0.5 | 0.59999999999999998 | 0.59999999999999998 | 0.59999999999999998 | 0.40000000000000002 | 0.59999999999999998 | |
Two years of college, vocational/associates | 2.7000000000000002 | 2.6000000000000001 | 2.7999999999999998 | 2.6000000000000001 | 2.8999999999999999 | 2.5 | 2.7000000000000002 | 2.8999999999999999 | 2.7999999999999998 | 1.6000000000000001 | 1.8 | |
Three years of college, vocational/associates | 0.40000000000000002 | 0.40000000000000002 | 0.40000000000000002 | 0.5 | 0.5 | 0.40000000000000002 | 0.40000000000000002 | 0.5 | 0.5 | 0.20000000000000001 | 0.29999999999999999 | |
Four or more years of college, vocational/associates | 0.40000000000000002 | 0.40000000000000002 | 0.40000000000000002 | 0.40000000000000002 | 0.40000000000000002 | 0.40000000000000002 | 0.40000000000000002 | 0.40000000000000002 | 0.29999999999999999 | 0.29999999999999999 | 0.29999999999999999 | |
Less than 1 year college, academic/associates | 0.10000000000000001 | 0.10000000000000001 | 0.10000000000000001 | 0.10000000000000001 | 0.10000000000000001 | 0.10000000000000001 | 0.10000000000000001 | 0.10000000000000001 | 0.0 | 0.10000000000000001 | 0.10000000000000001 | |
One year of college, academic/associates | 0.29999999999999999 | 0.29999999999999999 | 0.40000000000000002 | 0.29999999999999999 | 0.29999999999999999 | 0.29999999999999999 | 0.40000000000000002 | 0.40000000000000002 | 0.29999999999999999 | 0.10000000000000001 | 0.29999999999999999 | |
Two years of college, academic/associates | 3.7000000000000002 | 3.1000000000000001 | 4.2000000000000002 | 3.7000000000000002 | 4.0999999999999996 | 3.2999999999999998 | 3.7000000000000002 | 3.8999999999999999 | 3.8999999999999999 | 2.7000000000000002 | 2.6000000000000001 | |
Three years of college, academic/associates | 0.80000000000000004 | 0.69999999999999996 | 0.90000000000000002 | 1.0 | 0.80000000000000004 | 0.69999999999999996 | 0.80000000000000004 | 0.80000000000000004 | 0.69999999999999996 | 0.59999999999999998 | 0.59999999999999998 | |
Four or more years of college, academic/associates | 0.69999999999999996 | 0.59999999999999998 | 0.69999999999999996 | 0.90000000000000002 | 0.69999999999999996 | 0.5 | 0.69999999999999996 | 0.69999999999999996 | 0.59999999999999998 | 0.40000000000000002 | 0.40000000000000002 | |
Bachelors degree | 20.5 | 20.300000000000001 | 20.699999999999999 | 25.300000000000001 | 21.899999999999999 | 16.899999999999999 | 20.699999999999999 | 22.699999999999999 | 14.300000000000001 | 32.5 | 10.800000000000001 | |
Master's degree /2 | 8.6999999999999993 | 8.0 | 9.4000000000000004 | 8.3000000000000007 | 9.4000000000000004 | 8.3000000000000007 | 8.6999999999999993 | 9.8000000000000007 | 6.5999999999999996 | 14.4 | 3.5 | |
Professional degree | 1.6000000000000001 | 1.8999999999999999 | 1.3 | 1.3999999999999999 | 1.6000000000000001 | 1.7 | 1.7 | 1.8999999999999999 | 0.80000000000000004 | 2.7000000000000002 | 0.69999999999999996 | |
Doctorate degree | 1.7 | 2.1000000000000001 | 1.3999999999999999 | 1.2 | 1.8 | 1.8999999999999999 | 1.7 | 1.8999999999999999 | 0.80000000000000004 | 4.2999999999999998 | 0.5 |
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