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JDR VI8 for CS725@ODU
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// http://colorbrewer2.org/ | |
function ColorMap() | |
{ | |
// public methods | |
this.byConference = function(conference) // no restrictions | |
{ | |
if (bigFive.indexOf(conference) >= 0) | |
{ | |
return colors0[0]; | |
} | |
if (groupOfFive.indexOf(conference) >= 0) | |
{ | |
return colors0[1]; | |
} | |
return colors0[2]; | |
} | |
this.getConferenceColors = function() | |
{ | |
return [ | |
{ category: 'Big Five', color: colors0[0] }, | |
{ category: 'Group Of Five', color: colors0[1] }, | |
{ category: 'Independent', color: colors0[2] } | |
]; | |
} | |
this.byConferenceBlindSafe = function(conference) | |
{ | |
if (bigFive.indexOf(conference) >= 0) | |
{ | |
return colors1[0]; | |
} | |
if (groupOfFive.indexOf(conference) >= 0) | |
{ | |
return colors1[1]; | |
} | |
return colors1[2]; | |
} | |
this.getConferenceBlindSafeColors = function() | |
{ | |
return [ | |
{ category: 'Big Five', color: colors1[0] }, | |
{ category: 'Group Of Five', color: colors1[1] }, | |
{ category: 'Independent', color: colors1[2] } | |
]; | |
} | |
this.byConferencePhotocopySafe = function(conference) | |
{ | |
if (bigFive.indexOf(conference) >= 0) | |
{ | |
return colors2[0]; | |
} | |
if (groupOfFive.indexOf(conference) >= 0) | |
{ | |
return colors2[1]; | |
} | |
return colors2[2]; | |
} | |
this.getConferencePhotocopySafeColors = function() | |
{ | |
return [ | |
{ category: 'Big Five', color: colors2[0] }, | |
{ category: 'Group Of Five', color: colors2[1] }, | |
{ category: 'Independent', color: colors2[2] } | |
]; | |
} | |
this.byBigFive = function(conference) // no restrictions | |
{ | |
var i = bigFive.indexOf(conference); | |
if (i >= 0) | |
{ | |
return bigFiveColors[i]; | |
} | |
} | |
this.inBigFive = function(conference) | |
{ | |
return bigFive.indexOf(conference) >= 0; | |
} | |
this.getBigFiveColors = function() | |
{ | |
var categories = []; | |
bigFive.forEach(function(v, i) { | |
categories.push( | |
{ category: v, color: bigFiveColors[i] } | |
); | |
}); | |
return categories; | |
} | |
// expect rank, one of { 0, 1, 2, 3, 4 } | |
this.fiveByMultiHue = function(rank) | |
{ | |
if (rank < fiveMultiHue.length) | |
{ | |
return fiveMultiHue[rank]; | |
} | |
} | |
this.getMultiHueColors = function() | |
{ | |
var categories = []; | |
fiveMultiHue.forEach(function(v, i) { | |
categories.push( | |
{ category: 'Rank ' + (i + 1), color: v } | |
); | |
}); | |
return categories; | |
} | |
// see above for rank | |
this.fiveBySingleHue = function(rank) | |
{ | |
if (rank < fiveSingleHue.length) | |
{ | |
return fiveSingleHue[rank]; | |
} | |
} | |
this.getSingleHueColors = function() | |
{ | |
var categories = []; | |
fiveSingleHue.forEach(function(v, i) { | |
categories.push( | |
{ category: 'Rank ' + (i + 1), color: v } | |
); | |
}); | |
return categories; | |
} | |
// private variables | |
var bigFive = [ 'SEC', 'ACC', 'Big 12', 'Pac-12', 'Big Ten' ]; | |
var groupOfFive = [ 'American', 'Sun Belt', 'MWC', 'MAC', 'CUSA' ]; | |
var fiveMultiHue = [ | |
'#253494', | |
'#2c7fb8', | |
'#41b6c4', | |
'#a1dab4', | |
'#ffffcc' | |
]; | |
var fiveSingleHue = [ | |
'#a50f15', | |
'#de2d26', | |
'#fb6a4a', | |
'#fcae91', | |
'#fee5d9' | |
]; | |
var colors0 = [ '#e41a1c', '#377eb8', '#4daf4a' ]; | |
var colors1 = [ '#1b9e77', '#d95f02', '#7570b3' ]; | |
var colors2 = [ '#f0f0f0', '#bdbdbd', '#636363' ]; | |
var bigFiveColors = [ '#e41a1c', '#377eb8', '#4daf4a', '#984ea3', | |
'#ff7f00']; | |
} |
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define&&define.amd?(this.d3=oa,define(oa)):"object"==typeof module&&module.exports?module.exports=oa:this.d3=oa}(); | |
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<!DOCTYPE html> | |
<html> | |
<head> | |
<meta charset="utf-8" /> | |
<title>CS725 VI8</title> | |
<script src="d3.min.js" type="text/javascript"></script> | |
<style type="text/css"> | |
.axis path, | |
.axis line | |
{ | |
fill: none; | |
stroke: black; | |
shape-rendering: crispEdges; | |
} | |
.axis text, | |
.legend-text | |
{ | |
font-family: sans-serif; | |
font-size: 10px; | |
} | |
.hover-label | |
{ | |
font-family: sans-serif; | |
font-size: 9px; | |
font-weight: bold; | |
} | |
</style> | |
</head> | |
<body style="text-align: center;"> | |
<script src="legend.js" type="text/javascript"></script> | |
<script src="setup.js" type="text/javascript"></script> | |
<script src="text.js" type="text/javascript"></script> | |
<script src="scatterplot.js" type="text/javascript"></script> | |
<script src="color_map.js" type="text/javascript"></script> | |
<script src="main.js" type="text/javascript"></script> | |
</body> | |
</html> |
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function Legend(g, | |
mw = 25, | |
mh = 25, | |
mp = 10) | |
{ | |
// public methods | |
this.draw = function(marks) | |
{ | |
var marks = group.selectAll('.legend') | |
.data(marks) | |
.enter() | |
.append('g') | |
.attr('class', 'legend'); | |
marks.append('rect') | |
.attr('x', 0) | |
.attr('y', function(d, i) { | |
return (markHeight + markPadding) * i; | |
}) | |
.attr('width', markWidth) | |
.attr('height', markHeight) | |
.attr('fill', function(d, i) { | |
return d.color; | |
}); | |
marks.append('text') | |
.attr('transform', function(d, i) { | |
var x = markWidth + markPadding; | |
var y = (markHeight + markPadding) * i; | |
y += 16; | |
return 'translate(' + x + ',' + y + ')'; | |
}) | |
.attr('class', 'legend-text') | |
.text(function(d) { | |
return d.category; | |
}); | |
} | |
// private variables | |
var that = this; | |
var group = g; | |
var markWidth = mw; | |
var markHeight = mh; | |
var markPadding = mp; | |
} |
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d3.csv('z_passing-stats-2014.csv', function(error, raw) | |
{ | |
function readLabels(d, i) | |
{ | |
return d.name + ', ' + d.school + ', ' + d.conference; | |
} | |
var dataset = []; | |
var color = new ColorMap(); | |
raw.forEach(function(v, i) { | |
dataset.push({ x: Number(v['Passing Attempts']), | |
y: Number(v['Passing Yards']), | |
name: v['Player'], | |
school: v['School'], | |
conference: v['Conf'] }); | |
}); | |
d3.select('body') | |
.append('h1') | |
.text('JDR VI8 for CS725@ODU'); | |
d3.select('body') | |
.append('h4') | |
.text(intro); | |
// ------------------------------------------------------------------------- | |
d3.select('body') | |
.append('p') | |
.text(problem0); | |
var plot0 = new Scatterplot(dataset); | |
plot0.draw(); | |
raw.forEach(function(v, i) { | |
dataset[i].color = color.byConference(v['Conf']); | |
}); | |
plot0.recolor(); | |
plot0.makeHoverLabels(readLabels); | |
d3.select('body') | |
.append('p') | |
.text(explanation0); | |
d3.select('body') | |
.append('hr'); | |
// ------------------------------------------------------------------------- | |
d3.select('body') | |
.append('p') | |
.text(problem1); | |
var plot1 = new Scatterplot(dataset); | |
plot1.draw(); | |
raw.forEach(function(v, i) { | |
dataset[i].color = color.byConferenceBlindSafe(v['Conf']); | |
}); | |
plot1.recolor(); | |
plot1.makeHoverLabels(readLabels); | |
d3.select('body') | |
.append('p') | |
.text(explanation1); | |
d3.select('body') | |
.append('hr'); | |
// ------------------------------------------------------------------------- | |
d3.select('body') | |
.append('p') | |
.text(problem2); | |
var plot2 = new Scatterplot(dataset); | |
plot2.draw(); | |
raw.forEach(function(v, i) { | |
dataset[i].color = color.byConferencePhotocopySafe(v['Conf']); | |
}); | |
plot2.recolor(); | |
plot2.makeHoverLabels(readLabels); | |
d3.select('body') | |
.append('p') | |
.text(explanation2); | |
d3.select('body') | |
.append('hr'); | |
// ------------------------------------------------------------------------- | |
d3.select('body') | |
.append('p') | |
.text(problem3); | |
var fiveDataset = []; | |
raw.forEach(function(v, i) { | |
if (color.inBigFive(v['Conf'])) | |
{ | |
fiveDataset.push(dataset[i]); | |
} | |
}); | |
var plot3 = new Scatterplot(fiveDataset); | |
plot3.draw(); | |
fiveDataset.forEach(function(v, i) { | |
v.color = color.byBigFive(v.conference); | |
}); | |
plot3.recolor(); | |
plot3.makeHoverLabels(readLabels); | |
d3.select('body') | |
.append('p') | |
.text(explanation3); | |
d3.select('body') | |
.append('p') | |
.text(extraQuestion); | |
d3.select('body') | |
.append('p') | |
.text(extraAnswer); | |
d3.select('body') | |
.append('hr'); | |
// ------------------------------------------------------------------------- | |
d3.select('body') | |
.append('p') | |
.text(problem4); | |
var topFive = []; | |
for (var i = 0; i < 5 && i < raw.length; ++i) | |
{ | |
topFive.push(dataset[i]); | |
} | |
var plot4 = new Scatterplot(topFive); | |
plot4.draw(); | |
topFive.forEach(function(v, i) { | |
v.color = color.fiveByMultiHue(i); | |
}); | |
plot4.recolor(); | |
plot4.makeHoverLabels(readLabels); | |
d3.select('body') | |
.append('p') | |
.text(explanation4); | |
d3.select('body') | |
.append('hr'); | |
// ------------------------------------------------------------------------- | |
d3.select('body') | |
.append('p') | |
.text(problem5); | |
var plot5 = new Scatterplot(topFive); | |
plot5.draw(); | |
topFive.forEach(function(v, i) { | |
v.color = color.fiveBySingleHue(i); | |
}); | |
plot5.recolor(); | |
plot5.makeHoverLabels(readLabels); | |
d3.select('body') | |
.append('p') | |
.text(explanation5); | |
// ------------------------------------------------------------------------- | |
plot0.drawAxisLabels('Passing Yards', 'Passing Attempts'); | |
plot1.drawAxisLabels('Passing Yards', 'Passing Attempts'); | |
plot2.drawAxisLabels('Passing Yards', 'Passing Attempts'); | |
plot3.drawAxisLabels('Passing Yards', 'Passing Attempts'); | |
plot4.drawAxisLabels('Passing Yards', 'Passing Attempts'); | |
plot5.drawAxisLabels('Passing Yards', 'Passing Attempts'); | |
// ------------------------------------------------------------------------- | |
var mw = 25; | |
var mh = 25; | |
var mp = 10; | |
plot0.drawLegend(color.getConferenceColors(), mw, mh, mp); | |
plot1.drawLegend(color.getConferenceBlindSafeColors(), mw, mh, mp); | |
plot2.drawLegend(color.getConferencePhotocopySafeColors(), mw, mh, mp); | |
plot3.drawLegend(color.getBigFiveColors(), mw, mh, mp); | |
plot4.drawLegend(color.getMultiHueColors(), mw, mh, mp); | |
plot5.drawLegend(color.getSingleHueColors(), mw, mh, mp); | |
}); |
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function Scatterplot(data, // object { x, y } | |
w = 640, // width | |
h = 480, // height | |
p = 50, // padding | |
t = 5, // ticks | |
r = 4) | |
{ | |
// public methods | |
this.draw = function() | |
{ | |
if (svg == null) | |
{ | |
// create svg element | |
svg = d3.select('body') | |
.append('svg') | |
.attr('width', width) | |
.attr('height', height); | |
// create circles | |
marks = svg.selectAll('circle') | |
.data(dataset) | |
.enter() | |
.append('circle') | |
.attr('cx', function(d) { | |
return xScale(d.x); | |
}) | |
.attr('cy', function(d) { | |
return yScale(d.y); | |
}) | |
.attr('r', radius); | |
// create x axis | |
svg.append('g') | |
.attr('class', 'axis x-axis') | |
.attr('transform', 'translate(0,' + (height - padding) + ')') | |
.call(xAxis); | |
// create y axis | |
svg.append('g') | |
.attr('class', 'axis y-axis') | |
.attr('transform', 'translate(' + padding + ',0)') | |
.call(yAxis); | |
} | |
} | |
this.recolor = function() | |
{ | |
if (marks != null) | |
{ | |
marks.style('fill', function(d) { return d.color; }); | |
} | |
} | |
// readData: returns text from data by reading implementation-specific | |
// text variables | |
this.makeHoverLabels = function(readData) | |
{ | |
if (hoverLabels == null) | |
{ | |
hoverLabels = svg.selectAll('.hover-label') | |
.data(dataset) | |
.enter() | |
.append('text') | |
.attr('class', 'hover-label') | |
.attr('transform', function(d, i) { | |
return 'translate(' + (xScale(d.x) - 55) + ',' + | |
(yScale(d.y) - 10) + ')'; | |
}); | |
marks.on('mouseover', function(d, i) { | |
hoverLabels.each(function(d, j) { | |
if (i == j) | |
{ | |
d3.select(this) | |
.text(function(d, i) { | |
return readData(d, i); | |
}); | |
} | |
}) | |
}) | |
.on('mouseout', function(d, i) { | |
hoverLabels.each(function(d, j) { | |
if (i == j) | |
{ | |
d3.select(this).text(''); | |
} | |
}) | |
}); | |
} | |
} | |
this.drawAxisLabels = function(vertical, horizontal) | |
{ | |
if (svg != null) | |
{ | |
svg.select('.x-axis') | |
.append('text') | |
.attr('x', width * 0.80 / 2 ) | |
.attr('y', -5) | |
.text(horizontal); | |
svg.select('.y-axis') | |
.append('text') | |
.attr('transform', 'rotate(-90)') | |
.attr('x', -height * 1.10 / 2) | |
.attr('y', 10) | |
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} | |
} | |
this.drawLegend = function(marks, width, height, padding) | |
{ | |
if (legend == null) | |
{ | |
var group = svg.append('g') | |
.attr('transform', 'translate(100, 50)') | |
legend = new Legend(group, width, height, padding); | |
legend.draw(marks); | |
} | |
} | |
// private variables | |
var that = this; | |
var dataset = data; | |
var width = w; | |
var height = h; | |
var padding = p; | |
var radius = r; | |
var ticks = t; | |
var xScale = d3.scale.linear() | |
.domain([ d3.min(dataset, function(d) { return d.x }) - 50, | |
d3.max(dataset, function(d) { return d.x }) + 50]) | |
.range([ padding, width - padding * 2]); | |
var yScale = d3.scale.linear() | |
.domain([ d3.min(dataset, function(d) { return d.y }) - 50, | |
d3.max(dataset, function(d) { return d.y }) + 50]) | |
.range([ height - padding, padding ]); | |
var xAxis = d3.svg.axis() | |
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var yAxis = d3.svg.axis() | |
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var svg = null; | |
var marks = null; | |
var hoverLabels = null; | |
var legend = null; | |
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// expand frame element | |
d3.select(self.frameElement).style('height', '4100px'); |
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var intro = 'The data being plotted is Passing Yards vs Passing Attempts.'; | |
var problem0 = '1. Color the marks by if the QB\'s school is in the Big Five, \ | |
Group of Five, or Independent. -- no restrictions'; | |
var problem1 = '2. Color the marks by if the QB\'s school is in the Big Five, \ | |
Group of Five, or Independent. -- color-blind safe'; | |
var problem2 = '3. Color the marks by if the QB\'s school is in the Big Five, \ | |
Group of Five, or Independent. -- photocopy safe'; | |
var problem3 = '4. Plot only QBs from schools in the Big Five conferences. \ | |
Color the marks by conference. -- no restrictions'; | |
var problem4 = '5. Plot only the top 5 QBs by rank and color the marks by \ | |
rank. -- choose a multi-hue colormap'; | |
var problem5 = '6. Plot only the top 5 QBs by rank and color the marks by \ | |
rank. -- choose a single-hue colormap'; | |
var explanation0 = 'Distinctive \ | |
hues are appropriate for categorical data, without \ | |
implicit ordering. Since this is a small region, \ | |
bright, highly saturated colors are used to ensure that \ | |
the color coding is distinguishable. The hue channel has \ | |
about 6 or 7 discriminable steps. Our categorical data has \ | |
3 distinct categories.'; | |
var explanation1 = 'The colors chosen here avoid using only the hue channel \ | |
to encode information: the color scheme generated by \ | |
ColorBrewer varies in saturation and luminance. \ | |
Using alternate channels to encode information produces \ | |
color-blind safe visualizations.'; | |
var explanation2 = 'To withstand black and white photocopy we must effectively \ | |
manipulate the luminance channel with the colors chosen. \ | |
The color scheme chosen achieves this by preserving \ | |
differences in lightness between the colors selected.'; | |
var explanation3 = 'Again, we pick distinctive hues for categorical data. \ | |
There are only 5 conferences in the Big Five, so we\'re \ | |
still good with the 6 to 7 discriminable steps from the \ | |
hue channel.'; | |
var explanation4 = 'The color scheme chosen here is appropriate for the \ | |
reasons explained in problems 1 and 4. We\'re only \ | |
plotting the top 5 ranks, so we\'re within the 6 or 7 \ | |
discriminable step limit of the hue channel. The catch is \ | |
that hue\'s not particularly suited to encoding order. \ | |
A distinct color is associated to each rank, but to \ | |
discover which colors are associated to higher ranks \ | |
and which to lower ranks, you\'ll have to hover your \ | |
mouse over the marks or rely on positioning in the \ | |
scatterplot.'; | |
var explanation5 = 'By using only a single color hue, we can rely on the \ | |
luminance and saturation channels to encode rank. \ | |
These channels are suited for encoding ordered data. \ | |
The luminance channel (the one used in this plot) \ | |
has 5 or less discriminable steps, \ | |
which is enough to encode our top 5 ranks. Darker colors \ | |
have been associated with higher ranks (Marcus Mariota), \ | |
and lighter colors have been associated with lower ranks \ | |
(Jake Waters).'; | |
var extraQuestion = 'Can you do a color-blind safe or photocopy safe version? \ | |
why or why not?'; | |
var extraAnswer = 'If the data being encoded were sequential, we might be able \ | |
to get away with making only a color-blind safe version of \ | |
the plot by encoding via the luminance channel, which can \ | |
have up to 5 discriminable steps. But, because the data \ | |
being encoded is qualitative we do not obtain enough \ | |
discriminable steps from either the luminance \ | |
or saturation channels to encode our 5 categories. \ | |
Encoding via saturation is not possible because this \ | |
channel has at most 3 discriminable steps. \ | |
In any case, photocopy versions cannot be made of this \ | |
plot. The book suggests avoiding grayscale (luminance) \ | |
if more than two to four bins are required. The luminance \ | |
channel must be preserved for photocopy safe vis design.'; | |
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Rk | Player | School | Conf | Cmp | Passing Attempts | Pct | Passing Yards | Y/A | AY/A | Passing TD | Interceptions | Rate | Rushing Attempts | Rushing Yards | Rushing Avg | Rushing TD | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | Marcus Mariota | Oregon | Pac-12 | 254 | 372 | 68.3 | 3773 | 10.1 | 11.9 | 38 | 2 | 186.1 | 117 | 669 | 5.7 | 14 | |
2 | Garrett Grayson | Colorado State | MWC | 250 | 386 | 64.8 | 3779 | 9.8 | 10.7 | 32 | 6 | 171.3 | 53 | -25 | -0.5 | 0 | |
3 | Zach Terrell | Western Michigan | MAC | 231 | 330 | 70.0 | 3146 | 9.5 | 9.6 | 23 | 10 | 167.0 | 67 | 203 | 3.0 | 3 | |
4 | Blake Sims | Alabama | SEC | 230 | 355 | 64.8 | 3250 | 9.2 | 9.7 | 26 | 7 | 161.9 | 73 | 321 | 4.4 | 6 | |
5 | Jake Waters | Kansas State | Big 12 | 231 | 349 | 66.2 | 3163 | 9.1 | 9.4 | 20 | 6 | 157.8 | 139 | 471 | 3.4 | 8 | |
6 | Connor Cook | Michigan State | Big Ten | 188 | 323 | 58.2 | 2900 | 9.0 | 9.5 | 22 | 6 | 152.4 | 45 | 69 | 1.5 | 2 | |
7 | J.T. Barrett | Ohio State | Big Ten | 203 | 314 | 64.6 | 2834 | 9.0 | 9.8 | 34 | 10 | 169.8 | 171 | 938 | 5.5 | 11 | |
8 | Grant Hedrick | Boise State | MWC | 270 | 381 | 70.9 | 3387 | 8.9 | 8.5 | 22 | 13 | 157.8 | 147 | 563 | 3.8 | 8 | |
9 | Bryce Petty | Baylor | Big 12 | 234 | 377 | 62.1 | 3305 | 8.8 | 9.4 | 26 | 6 | 155.3 | 77 | 137 | 1.8 | 5 | |
10 | Rakeem Cato | Marshall | CUSA | 242 | 414 | 58.5 | 3622 | 8.7 | 9.1 | 37 | 13 | 155.2 | 84 | 457 | 5.4 | 6 | |
11 | Bo Wallace | Mississippi | SEC | 219 | 358 | 61.2 | 3108 | 8.7 | 8.5 | 22 | 11 | 148.2 | 107 | 218 | 2.0 | 5 | |
12 | Dak Prescott | Mississippi State | SEC | 210 | 344 | 61.0 | 2987 | 8.7 | 8.8 | 24 | 10 | 151.2 | 195 | 939 | 4.8 | 13 | |
13 | Gary Nova | Rutgers | Big Ten | 178 | 307 | 58.0 | 2667 | 8.7 | 8.2 | 20 | 12 | 144.6 | 43 | -35 | -0.8 | 3 | |
14 | Brad Kayaa | Miami (FL) | ACC | 202 | 345 | 58.6 | 2962 | 8.6 | 8.6 | 25 | 11 | 148.2 | 24 | -124 | -5.2 | 1 | |
15 | Brandon Doughty | Western Kentucky | CUSA | 344 | 510 | 67.5 | 4344 | 8.5 | 9.4 | 44 | 10 | 163.5 | 37 | -56 | -1.5 | 2 | |
16 | Cody Kessler | Southern California | Pac-12 | 292 | 413 | 70.7 | 3505 | 8.5 | 9.8 | 36 | 4 | 168.8 | 52 | -149 | -2.9 | 2 | |
17 | Nick Marshall | Auburn | SEC | 163 | 271 | 60.1 | 2315 | 8.5 | 8.7 | 18 | 7 | 148.7 | 146 | 780 | 5.3 | 11 | |
18 | Jameis Winston | Florida State | ACC | 276 | 422 | 65.4 | 3559 | 8.4 | 7.8 | 24 | 17 | 147.0 | 50 | 82 | 1.6 | 3 | |
19 | Patrick Mahomes | Texas Tech | Big 12 | 105 | 185 | 56.8 | 1547 | 8.4 | 9.1 | 16 | 4 | 151.2 | 47 | 98 | 2.1 | 0 | |
20 | Gunner Kiel | Cincinnati | American | 219 | 364 | 60.2 | 3010 | 8.3 | 8.6 | 30 | 11 | 150.8 | 57 | 136 | 2.4 | 1 | |
21 | Kenny Hill | Texas A&M | SEC | 214 | 321 | 66.7 | 2649 | 8.3 | 8.6 | 23 | 8 | 154.6 | 52 | 156 | 3.0 | 0 | |
22 | Brett Hundley | UCLA | Pac-12 | 259 | 368 | 70.4 | 3019 | 8.2 | 8.7 | 21 | 5 | 155.4 | 148 | 548 | 3.7 | 8 | |
23 | Driphus Jackson | Rice | CUSA | 176 | 307 | 57.3 | 2524 | 8.2 | 8.4 | 21 | 8 | 143.8 | 108 | 360 | 3.3 | 1 | |
24 | Everett Golson | Notre Dame | Ind | 250 | 416 | 60.1 | 3355 | 8.1 | 7.9 | 29 | 14 | 144.1 | 113 | 280 | 2.5 | 8 | |
25 | Taylor Lamb | Appalachian State | Sun Belt | 181 | 295 | 61.4 | 2381 | 8.1 | 7.9 | 17 | 9 | 142.1 | 78 | 483 | 6.2 | 4 | |
26 | Cody Clements | Alabama-Birmingham | CUSA | 181 | 273 | 66.3 | 2221 | 8.1 | 7.9 | 13 | 7 | 145.2 | 91 | 160 | 1.8 | 4 | |
27 | Trevone Boykin | Texas Christian | Big 12 | 279 | 462 | 60.4 | 3714 | 8.0 | 8.7 | 30 | 7 | 146.3 | 141 | 659 | 4.7 | 8 | |
28 | Chad Voytik | Pittsburgh | ACC | 158 | 252 | 62.7 | 2011 | 8.0 | 7.9 | 15 | 7 | 143.8 | 102 | 426 | 4.2 | 3 | |
29 | Dylan Thompson | South Carolina | SEC | 248 | 417 | 59.5 | 3280 | 7.9 | 7.8 | 24 | 11 | 139.3 | 60 | -53 | -0.9 | 3 | |
30 | Cooper Rush | Central Michigan | MAC | 215 | 337 | 63.8 | 2664 | 7.9 | 7.5 | 20 | 12 | 142.7 | 38 | -77 | -2.0 | 0 | |
31 | Tommy Armstrong Jr | Nebraska | Big Ten | 152 | 294 | 51.7 | 2314 | 7.9 | 7.5 | 19 | 11 | 131.7 | 133 | 664 | 5.0 | 5 | |
32 | Trevor Knight | Oklahoma | Big 12 | 162 | 279 | 58.1 | 2197 | 7.9 | 7.4 | 14 | 9 | 134.3 | 66 | 340 | 5.2 | 5 | |
33 | Shane Carden | East Carolina | American | 358 | 551 | 65.0 | 4302 | 7.8 | 8.2 | 28 | 8 | 144.4 | 87 | 94 | 1.1 | 6 | |
34 | Jared Goff | California | Pac-12 | 315 | 509 | 61.9 | 3964 | 7.8 | 8.5 | 35 | 7 | 147.2 | 55 | -44 | -0.8 | 0 | |
35 | Clint Trickett | West Virginia | Big 12 | 281 | 419 | 67.1 | 3285 | 7.8 | 7.6 | 18 | 10 | 142.3 | 42 | -106 | -2.5 | 1 | |
36 | Justin Holman | Central Florida | American | 200 | 339 | 59.0 | 2661 | 7.8 | 7.3 | 20 | 13 | 136.7 | 103 | 162 | 1.6 | 3 | |
37 | Kevin Hogan | Stanford | Pac-12 | 218 | 333 | 65.5 | 2603 | 7.8 | 7.8 | 17 | 8 | 143.2 | 84 | 245 | 2.9 | 5 | |
38 | Logan Woodside | Toledo | MAC | 164 | 269 | 61.0 | 2087 | 7.8 | 8.0 | 19 | 7 | 144.2 | 47 | 88 | 1.9 | 3 | |
39 | Mike Bercovici | Arizona State | Pac-12 | 115 | 186 | 61.8 | 1445 | 7.8 | 8.1 | 12 | 4 | 144.1 | 26 | 16 | 0.6 | 0 | |
40 | Blake Frohnapfel | Massachusetts | MAC | 241 | 436 | 55.3 | 3345 | 7.7 | 7.7 | 23 | 10 | 132.5 | 41 | -85 | -2.1 | 0 | |
41 | Nick Arbuckle | Georgia State | Sun Belt | 259 | 429 | 60.4 | 3283 | 7.7 | 6.9 | 23 | 17 | 134.4 | 73 | 10 | 0.1 | 2 | |
42 | Joe Licata | Buffalo | MAC | 223 | 344 | 64.8 | 2642 | 7.7 | 7.9 | 29 | 11 | 150.8 | 34 | -6 | -0.2 | 2 | |
43 | Hutson Mason | Georgia | SEC | 178 | 263 | 67.7 | 2019 | 7.7 | 8.5 | 20 | 4 | 154.2 | 40 | 14 | 0.4 | 4 | |
44 | Lucas Falk | Washington State | Pac-12 | 156 | 243 | 64.2 | 1883 | 7.7 | 7.5 | 13 | 7 | 141.2 | 36 | -70 | -1.9 | 1 | |
45 | Taylor Kelly | Arizona State | Pac-12 | 141 | 244 | 57.8 | 1874 | 7.7 | 8.4 | 20 | 5 | 145.3 | 86 | 232 | 2.7 | 3 | |
46 | Taylor Heinicke | Old Dominion | CUSA | 289 | 455 | 63.5 | 3476 | 7.6 | 7.6 | 30 | 14 | 143.3 | 80 | 139 | 1.7 | 2 | |
47 | Cody Sokol | Louisiana Tech | CUSA | 246 | 420 | 58.6 | 3189 | 7.6 | 7.6 | 29 | 13 | 138.9 | 50 | 56 | 1.1 | 2 | |
48 | Christian Stewart | Brigham Young | Ind | 176 | 300 | 58.7 | 2273 | 7.6 | 8.1 | 22 | 6 | 142.5 | 71 | 174 | 2.5 | 4 | |
49 | Will Gardner | Louisville | ACC | 127 | 221 | 57.5 | 1669 | 7.6 | 8.0 | 12 | 3 | 136.1 | 22 | -106 | -4.8 | 0 | |
50 | Mitch Leidner | Minnesota | Big Ten | 101 | 206 | 49.0 | 1540 | 7.5 | 6.7 | 10 | 8 | 120.1 | 117 | 461 | 3.9 | 10 | |
51 | Connor Halliday | Washington State | Pac-12 | 354 | 526 | 67.3 | 3873 | 7.4 | 7.6 | 32 | 11 | 145.0 | 29 | -131 | -4.5 | 0 | |
52 | Paxton Lynch | Memphis | American | 235 | 367 | 64.0 | 2725 | 7.4 | 7.7 | 18 | 6 | 139.3 | 100 | 283 | 2.8 | 10 | |
53 | Colby Kirkegaard | Wyoming | MWC | 205 | 358 | 57.3 | 2654 | 7.4 | 7.0 | 12 | 9 | 125.6 | 78 | -110 | -1.4 | 0 | |
54 | Davis Webb | Texas Tech | Big 12 | 211 | 345 | 61.2 | 2539 | 7.4 | 7.1 | 24 | 13 | 138.4 | 17 | 15 | 0.9 | 1 | |
55 | Daxx Garman | Oklahoma State | Big 12 | 152 | 277 | 54.9 | 2041 | 7.4 | 6.3 | 12 | 12 | 122.4 | 60 | -16 | -0.3 | 1 | |
56 | Wes Lunt | Illinois | Big Ten | 149 | 233 | 63.9 | 1729 | 7.4 | 8.0 | 14 | 3 | 143.5 | 16 | -80 | -5.0 | 0 | |
57 | Marquise Williams | North Carolina | ACC | 245 | 391 | 62.7 | 2870 | 7.3 | 7.3 | 20 | 9 | 136.6 | 178 | 737 | 4.1 | 12 | |
58 | Cyler Miles | Washington | Pac-12 | 194 | 291 | 66.7 | 2129 | 7.3 | 8.0 | 16 | 3 | 144.2 | 109 | 280 | 2.6 | 4 | |
59 | Greg Ward | Houston | American | 161 | 236 | 68.2 | 1720 | 7.3 | 6.9 | 9 | 6 | 136.9 | 104 | 491 | 4.7 | 6 | |
60 | Andrew Hendrix | Miami (OH) | MAC | 222 | 458 | 48.5 | 3280 | 7.2 | 7.3 | 23 | 9 | 121.3 | 157 | 384 | 2.4 | 6 | |
61 | Blake Decker | Nevada-Las Vegas | MWC | 231 | 401 | 57.6 | 2881 | 7.2 | 5.9 | 15 | 18 | 121.3 | 147 | 366 | 2.5 | 5 | |
62 | Fredi Knighten | Arkansas State | Sun Belt | 246 | 401 | 61.3 | 2874 | 7.2 | 7.3 | 19 | 7 | 133.7 | 194 | 786 | 4.1 | 11 | |
63 | Austin Grammer | Middle Tennessee State | CUSA | 206 | 321 | 64.2 | 2307 | 7.2 | 6.5 | 16 | 12 | 133.5 | 124 | 442 | 3.6 | 6 | |
64 | Quinn Kaehler | San Diego State | MWC | 158 | 280 | 56.4 | 2016 | 7.2 | 6.2 | 9 | 10 | 120.4 | 24 | -116 | -4.8 | 0 | |
65 | Tyler Murphy | Boston College | ACC | 120 | 211 | 56.9 | 1526 | 7.2 | 6.1 | 11 | 10 | 125.3 | 170 | 1079 | 6.3 | 10 | |
66 | Tyler Jones | Texas State | Sun Belt | 246 | 376 | 65.4 | 2670 | 7.1 | 7.4 | 22 | 7 | 140.7 | 167 | 539 | 3.2 | 6 | |
67 | Jake Rudock | Iowa | Big Ten | 211 | 337 | 62.6 | 2404 | 7.1 | 7.4 | 16 | 5 | 135.2 | 65 | 154 | 2.4 | 3 | |
68 | Anu Solomon | Arizona | Pac-12 | 285 | 491 | 58.0 | 3458 | 7.0 | 7.5 | 27 | 7 | 132.5 | 114 | 259 | 2.3 | 1 | |
69 | Sean Mannion | Oregon State | Pac-12 | 282 | 453 | 62.3 | 3164 | 7.0 | 6.9 | 15 | 8 | 128.3 | 48 | -306 | -6.4 | 1 | |
70 | Joe Gray | San Jose State | MWC | 210 | 330 | 63.6 | 2305 | 7.0 | 6.4 | 11 | 9 | 127.9 | 57 | 108 | 1.9 | 3 | |
71 | Jaquez Johnson | Florida Atlantic | CUSA | 182 | 315 | 57.8 | 2215 | 7.0 | 7.4 | 17 | 5 | 131.5 | 120 | 513 | 4.3 | 7 | |
72 | Drew Hare | Northern Illinois | MAC | 179 | 299 | 59.9 | 2097 | 7.0 | 7.8 | 17 | 2 | 136.2 | 145 | 850 | 5.9 | 8 | |
73 | Travis Wilson | Utah | Pac-12 | 173 | 287 | 60.3 | 2012 | 7.0 | 7.6 | 17 | 4 | 135.9 | 103 | 218 | 2.1 | 2 | |
74 | Mike Cummings | Kansas | Big 12 | 137 | 244 | 56.1 | 1715 | 7.0 | 6.7 | 9 | 6 | 122.4 | 67 | 23 | 0.3 | 4 | |
75 | Reggie Bell | Eastern Michigan | MAC | 105 | 184 | 57.1 | 1297 | 7.0 | 6.6 | 9 | 6 | 125.9 | 133 | 562 | 4.2 | 4 | |
76 | Patrick Towles | Kentucky | SEC | 225 | 393 | 57.3 | 2718 | 6.9 | 6.6 | 14 | 9 | 122.5 | 145 | 303 | 2.1 | 6 | |
77 | Anthony Jennings | Louisiana State | SEC | 104 | 213 | 48.8 | 1460 | 6.9 | 6.3 | 10 | 7 | 115.3 | 100 | 284 | 2.8 | 0 | |
78 | Nick Mullens | Southern Mississippi | CUSA | 218 | 365 | 59.7 | 2470 | 6.8 | 6.3 | 12 | 9 | 122.5 | 49 | 39 | 0.8 | 0 | |
79 | Jacoby Brissett | North Carolina State | ACC | 206 | 344 | 59.9 | 2344 | 6.8 | 7.4 | 22 | 5 | 135.3 | 110 | 498 | 4.5 | 3 | |
80 | Brandon Silvers | Troy | Sun Belt | 190 | 270 | 70.4 | 1823 | 6.8 | 7.1 | 11 | 3 | 138.3 | 100 | 196 | 2.0 | 5 | |
81 | Mike White | South Florida | American | 122 | 242 | 50.4 | 1639 | 6.8 | 6.1 | 8 | 7 | 112.4 | 29 | -85 | -2.9 | 0 | |
82 | Chandler Whitmer | Connecticut | American | 124 | 225 | 55.1 | 1522 | 6.8 | 6.1 | 11 | 8 | 121.0 | 76 | 77 | 1.0 | 2 | |
83 | Dane Evans | Tulsa | American | 256 | 462 | 55.4 | 3102 | 6.7 | 6.1 | 23 | 17 | 120.9 | 77 | 58 | 0.8 | 3 | |
84 | Brandon Allen | Arkansas | SEC | 178 | 316 | 56.3 | 2125 | 6.7 | 7.2 | 18 | 5 | 128.4 | 36 | -13 | -0.4 | 2 | |
85 | Devin Gardner | Michigan | Big Ten | 172 | 281 | 61.2 | 1892 | 6.7 | 5.0 | 10 | 15 | 118.8 | 98 | 258 | 2.6 | 4 | |
86 | Matt Linehan | Idaho | Sun Belt | 220 | 378 | 58.2 | 2500 | 6.6 | 5.1 | 11 | 18 | 113.8 | 82 | -74 | -0.9 | 1 | |
87 | Tyrone Swoopes | Texas | Big 12 | 211 | 359 | 58.8 | 2352 | 6.6 | 6.0 | 13 | 10 | 120.2 | 103 | 294 | 2.9 | 3 | |
88 | Terrance Broadway | Louisiana-Lafayette | Sun Belt | 190 | 311 | 61.1 | 2068 | 6.6 | 6.1 | 12 | 9 | 123.9 | 133 | 646 | 4.9 | 3 | |
89 | Jameill Showers | Texas-El Paso | CUSA | 146 | 262 | 55.7 | 1732 | 6.6 | 6.7 | 12 | 5 | 122.6 | 83 | 288 | 3.5 | 4 | |
90 | Maty Mauk | Missouri | SEC | 209 | 395 | 52.9 | 2551 | 6.5 | 6.4 | 23 | 11 | 120.8 | 97 | 335 | 3.5 | 1 | |
91 | Ozzie Mann | Ball State | MAC | 116 | 197 | 58.9 | 1281 | 6.5 | 7.1 | 10 | 2 | 128.2 | 31 | -2 | -0.1 | 0 | |
92 | Sefo Liufau | Colorado | Pac-12 | 325 | 498 | 65.3 | 3194 | 6.4 | 6.2 | 28 | 15 | 131.7 | 70 | 126 | 1.8 | 0 | |
93 | C.J. Brown | Maryland | Big Ten | 174 | 327 | 53.2 | 2083 | 6.4 | 5.9 | 13 | 9 | 114.3 | 148 | 569 | 3.8 | 7 | |
94 | Andrew McNulty | North Texas | CUSA | 110 | 202 | 54.5 | 1295 | 6.4 | 5.4 | 6 | 7 | 111.2 | 42 | 54 | 1.3 | 2 | |
95 | Pete Thomas | Louisiana-Monroe | Sun Belt | 301 | 501 | 60.1 | 3181 | 6.3 | 6.4 | 14 | 6 | 120.2 | 110 | 6 | 0.1 | 3 | |
96 | James Knapke | Bowling Green State | MAC | 255 | 444 | 57.4 | 2805 | 6.3 | 5.7 | 13 | 12 | 114.8 | 57 | 126 | 2.2 | 2 | |
97 | Tyler Rogers | New Mexico State | Sun Belt | 268 | 435 | 61.6 | 2739 | 6.3 | 4.9 | 19 | 22 | 118.8 | 69 | 200 | 2.9 | 2 | |
98 | Brian Burrell | Fresno State | MWC | 242 | 412 | 58.7 | 2576 | 6.3 | 5.6 | 22 | 16 | 121.1 | 101 | 328 | 3.2 | 3 | |
99 | Cody Fajardo | Nevada | MWC | 225 | 376 | 59.8 | 2374 | 6.3 | 6.0 | 18 | 11 | 122.8 | 164 | 997 | 6.1 | 13 | |
100 | Greyson Lambert | Virginia | ACC | 154 | 261 | 59.0 | 1632 | 6.3 | 5.1 | 10 | 11 | 115.7 | 35 | -6 | -0.2 | 2 | |
101 | Justin Worley | Tennessee | SEC | 157 | 252 | 62.3 | 1579 | 6.3 | 5.8 | 12 | 8 | 124.3 | 45 | -105 | -2.3 | 3 | |
102 | Michael Brewer | Virginia Tech | ACC | 248 | 417 | 59.5 | 2598 | 6.2 | 5.5 | 17 | 14 | 118.5 | 75 | -22 | -0.3 | 2 | |
103 | Jack Milas | Ball State | MAC | 115 | 209 | 55.0 | 1302 | 6.2 | 6.0 | 9 | 5 | 116.8 | 27 | 96 | 3.6 | 2 | |
104 | Ikaika Woolsey | Hawaii | MWC | 208 | 414 | 50.2 | 2534 | 6.1 | 5.3 | 13 | 13 | 105.7 | 109 | 213 | 2.0 | 1 | |
105 | Colin Reardon | Kent State | MAC | 228 | 401 | 56.9 | 2466 | 6.1 | 5.1 | 14 | 16 | 112.1 | 59 | 148 | 2.5 | 2 | |
106 | P.J. Walker | Temple | American | 205 | 379 | 54.1 | 2317 | 6.1 | 5.0 | 13 | 15 | 108.8 | 106 | 324 | 3.1 | 3 | |
107 | Alex McGough | Florida International | CUSA | 138 | 274 | 50.4 | 1680 | 6.1 | 5.5 | 14 | 10 | 111.4 | 97 | 92 | 0.9 | 4 | |
108 | Brandon Bridge | South Alabama | Sun Belt | 140 | 270 | 51.9 | 1648 | 6.1 | 6.1 | 14 | 6 | 115.8 | 85 | 256 | 3.0 | 3 | |
109 | J.D. Sprague | Ohio | MAC | 98 | 202 | 48.5 | 1236 | 6.1 | 5.3 | 3 | 5 | 99.9 | 65 | 264 | 4.1 | 3 | |
110 | Christian Hackenberg | Penn State | Big Ten | 236 | 434 | 54.4 | 2606 | 6.0 | 4.8 | 8 | 15 | 104.0 | 85 | -94 | -1.1 | 0 | |
111 | Sam Richardson | Iowa State | Big 12 | 254 | 452 | 56.2 | 2669 | 5.9 | 5.8 | 18 | 9 | 115.0 | 125 | 421 | 3.4 | 3 | |
112 | Anthony Boone | Duke | ACC | 240 | 422 | 56.9 | 2507 | 5.9 | 6.0 | 17 | 7 | 116.8 | 88 | 346 | 3.9 | 5 | |
113 | Cole Stoudt | Clemson | ACC | 165 | 266 | 62.0 | 1573 | 5.9 | 4.7 | 6 | 10 | 111.6 | 61 | 101 | 1.7 | 0 | |
114 | Tanner Lee | Tulane | American | 185 | 336 | 55.1 | 1962 | 5.8 | 4.7 | 12 | 14 | 107.6 | 35 | -128 | -3.7 | 0 | |
115 | Trevor Siemian | Northwestern | Big Ten | 228 | 391 | 58.3 | 2214 | 5.7 | 4.8 | 7 | 11 | 106.2 | 68 | -123 | -1.8 | 5 | |
116 | Kyle Pohl | Akron | MAC | 207 | 382 | 54.2 | 2185 | 5.7 | 5.2 | 9 | 8 | 105.8 | 46 | 18 | 0.4 | 1 | |
117 | John Wolford | Wake Forest | ACC | 205 | 353 | 58.1 | 1965 | 5.6 | 4.5 | 11 | 13 | 107.8 | 104 | -151 | -1.5 | 0 | |
118 | Jeff Driskel | Florida | SEC | 106 | 195 | 54.4 | 1092 | 5.6 | 4.2 | 9 | 10 | 106.4 | 66 | 173 | 2.6 | 4 | |
119 | John O'Korn | Houston | American | 90 | 174 | 51.7 | 951 | 5.5 | 4.1 | 6 | 8 | 99.8 | 32 | 17 | 0.5 | 1 | |
120 | Austin Appleby | Purdue | Big Ten | 144 | 272 | 52.9 | 1449 | 5.3 | 4.2 | 10 | 11 | 101.7 | 61 | 198 | 3.2 | 5 | |
121 | Garrett Krstich | Southern Methodist | American | 99 | 181 | 54.7 | 855 | 4.7 | 3.2 | 2 | 7 | 90.3 | 40 | 81 | 2.0 | 0 |
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