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Visual Implementation 10 (Scatterplot matrix with Linked Highlighting)

Name: Srinivas Havanur

Assignment: CS 725 - VI10 submission

Course: Information Visualization

Semester: Spring 2016


Description: The graph shown above is the scatterplot matrix which is mainly used to determine the linear correlation between multiple attributes. Here four different attributes are used to determine correlation. They are Passing Attempts, Passing TD, Rushing Attempts, Rushing TD. Color coding is done based on 3 grouping conferences Big Five, Group of Five, Independent. Along with this, linked highlighting is implemented to compare the values for different attributes.


Design Choices made:

  1. Initially, I thought of developing different scatterplots to compare the values using linked highlighting. I rejected this because, there are lot of rework involved to implement this type of visualization.

  2. Second, I thought to implement small multiples to generate scatterplots, this would result into too many graphs so I rejected this.

  3. Third, I wanted to implement detail on demand scatterplot but this was already implemented in the last assignment and hence rejected this design too.


<!DOCTYPE html>
<meta charset="utf-8">
<style>
svg {
font: 10px sans-serif;
padding: 10px;
}
.axis,
.frame {
shape-rendering: crispEdges;
}
.axis line {
stroke: #ddd;
}
.axis path {
display: none;
}
.cell text {
font-weight: bold;
text-transform: capitalize;
}
.frame {
fill: none;
stroke: #aaa;
}
circle {
fill-opacity: .7;
}
circle.hidden {
fill: #ccc !important;
}
.extent {
fill: #000;
fill-opacity: .125;
stroke: #fff;
}
</style>
<body>
<script src="//d3js.org/d3.v3.min.js"></script>
<script>
var width = 1360,
size = 230,
padding = 20;
var x = d3.scale.linear()
.range([padding / 2, size - padding / 2]);
var y = d3.scale.linear()
.range([size - padding / 2, padding / 2]);
var xAxis = d3.svg.axis()
.scale(x)
.orient("bottom")
.ticks(6);
var yAxis = d3.svg.axis()
.scale(y)
.orient("left")
.ticks(6);
var color = d3.scale.category10();
d3.csv("passing-stats-2014.csv", function(error, data) {
if (error) throw error;
var domainByTrait = {},
traits = d3.keys(data[0]).filter(function(d) { return d !== "Groupings"; }),
n = traits.length;
traits.forEach(function(trait) {
domainByTrait[trait] = d3.extent(data, function(d) { return d[trait]; });
});
xAxis.tickSize(size * n);
yAxis.tickSize(-size * n);
var brush = d3.svg.brush()
.x(x)
.y(y)
.on("brushstart", brushstart)
.on("brush", brushmove)
.on("brushend", brushend);
var svg = d3.select("body").append("svg")
.attr("width", size * n + padding)
.attr("height", size * n + padding)
.append("g")
.attr("transform", "translate(" + padding + "," + padding / 2 + ")");
svg.selectAll(".x.axis")
.data(traits)
.enter().append("g")
.attr("class", "x axis")
.attr("transform", function(d, i) { return "translate(" + (n - i - 1) * size + ",0)"; })
.each(function(d) { x.domain(domainByTrait[d]); d3.select(this).call(xAxis); });
svg.selectAll(".y.axis")
.data(traits)
.enter().append("g")
.attr("class", "y axis")
.attr("transform", function(d, i) { return "translate(0," + i * size + ")"; })
.each(function(d) { y.domain(domainByTrait[d]); d3.select(this).call(yAxis); });
var cell = svg.selectAll(".cell")
.data(cross(traits, traits))
.enter().append("g")
.attr("class", "cell")
.attr("transform", function(d) { return "translate(" + (n - d.i - 1) * size + "," + d.j * size + ")"; })
.each(plot);
// Titles for the diagonal.
cell.filter(function(d) { return d.i === d.j; }).append("text")
.attr("x", padding)
.attr("y", padding)
.attr("dy", ".71em")
.text(function(d) { return d.x; });
cell.call(brush);
function plot(p) {
var cell = d3.select(this);
x.domain(domainByTrait[p.x]);
y.domain(domainByTrait[p.y]);
cell.append("rect")
.attr("class", "frame")
.attr("x", padding / 2)
.attr("y", padding / 2)
.attr("width", size - padding)
.attr("height", size - padding);
cell.selectAll("circle")
.data(data)
.enter().append("circle")
.attr("cx", function(d) { return x(d[p.x]); })
.attr("cy", function(d) { return y(d[p.y]); })
.attr("r", 4)
.style("fill", function(d) { return color(d.Groupings); });
}
var brushCell;
// Clear the previously-active brush, if any.
function brushstart(p) {
if (brushCell !== this) {
d3.select(brushCell).call(brush.clear());
x.domain(domainByTrait[p.x]);
y.domain(domainByTrait[p.y]);
brushCell = this;
}
}
// Highlight the selected circles.
function brushmove(p) {
var e = brush.extent();
svg.selectAll("circle").classed("hidden", function(d) {
return e[0][0] > d[p.x] || d[p.x] > e[1][0]
|| e[0][1] > d[p.y] || d[p.y] > e[1][1];
});
}
// If the brush is empty, select all circles.
function brushend() {
if (brush.empty()) svg.selectAll(".hidden").classed("hidden", false);
}
d3.select(self.frameElement).style("height", size * n + padding + 20 + "px");
});
function cross(a, b) {
var c = [], n = a.length, m = b.length, i, j;
for (i = -1; ++i < n;) for (j = -1; ++j < m;) c.push({x: a[i], i: i, y: b[j], j: j});
return c;
}
</script>
PassingAttempts PassingTD RushingAttempts RushingTD Groupings
372 38 117 14 Big Five
386 32 53 0 Group of Five
330 23 67 3 Group of Five
355 26 73 6 Big Five
349 20 139 8 Big Five
323 22 45 2 Big Five
314 34 171 11 Big Five
381 22 147 8 Group of Five
377 26 77 5 Big Five
414 37 84 6 Group of Five
358 22 107 5 Big Five
344 24 195 13 Big Five
307 20 43 3 Big Five
345 25 24 1 Big Five
510 44 37 2 Group of Five
413 36 52 2 Big Five
271 18 146 11 Big Five
422 24 50 3 Big Five
185 16 47 0 Big Five
364 30 57 1 Group of Five
321 23 52 0 Big Five
368 21 148 8 Big Five
307 21 108 1 Group of Five
416 29 113 8 Independent
295 17 78 4 Group of Five
273 13 91 4 Group of Five
462 30 141 8 Big Five
252 15 102 3 Big Five
417 24 60 3 Big Five
337 20 38 0 Group of Five
294 19 133 5 Big Five
279 14 66 5 Big Five
551 28 87 6 Group of Five
509 35 55 0 Big Five
419 18 42 1 Big Five
339 20 103 3 Group of Five
333 17 84 5 Big Five
269 19 47 3 Group of Five
186 12 26 0 Big Five
436 23 41 0 Group of Five
429 23 73 2 Group of Five
344 29 34 2 Group of Five
263 20 40 4 Big Five
243 13 36 1 Big Five
244 20 86 3 Big Five
455 30 80 2 Group of Five
420 29 50 2 Group of Five
300 22 71 4 Independent
221 12 22 0 Big Five
206 10 117 10 Big Five
526 32 29 0 Big Five
367 18 100 10 Group of Five
358 12 78 0 Group of Five
345 24 17 1 Big Five
277 12 60 1 Big Five
233 14 16 0 Big Five
391 20 178 12 Big Five
291 16 109 4 Big Five
236 9 104 6 Group of Five
458 23 157 6 Group of Five
401 15 147 5 Group of Five
401 19 194 11 Group of Five
321 16 124 6 Group of Five
280 9 24 0 Group of Five
211 11 170 10 Big Five
376 22 167 6 Group of Five
337 16 65 3 Big Five
491 27 114 1 Big Five
453 15 48 1 Big Five
330 11 57 3 Group of Five
315 17 120 7 Group of Five
299 17 145 8 Group of Five
287 17 103 2 Big Five
244 9 67 4 Big Five
184 9 133 4 Group of Five
393 14 145 6 Big Five
213 10 100 0 Big Five
365 12 49 0 Group of Five
344 22 110 3 Big Five
270 11 100 5 Group of Five
242 8 29 0 Group of Five
225 11 76 2 Group of Five
462 23 77 3 Group of Five
316 18 36 2 Big Five
281 10 98 4 Big Five
378 11 82 1 Group of Five
359 13 103 3 Big Five
311 12 133 3 Group of Five
262 12 83 4 Group of Five
395 23 97 1 Big Five
197 10 31 0 Group of Five
498 28 70 0 Big Five
327 13 148 7 Big Five
202 6 42 2 Group of Five
501 14 110 3 Group of Five
444 13 57 2 Group of Five
435 19 69 2 Group of Five
412 22 101 3 Group of Five
376 18 164 13 Group of Five
261 10 35 2 Big Five
252 12 45 3 Big Five
417 17 75 2 Big Five
209 9 27 2 Group of Five
414 13 109 1 Group of Five
401 14 59 2 Group of Five
379 13 106 3 Group of Five
274 14 97 4 Group of Five
270 14 85 3 Group of Five
202 3 65 3 Group of Five
434 8 85 0 Big Five
452 18 125 3 Big Five
422 17 88 5 Big Five
266 6 61 0 Big Five
336 12 35 0 Group of Five
391 7 68 5 Big Five
382 9 46 1 Group of Five
353 11 104 0 Big Five
195 9 66 4 Big Five
174 6 32 1 Group of Five
272 10 61 5 Big Five
181 2 40 0 Group of Five
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