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Movie Genre, Rating and Budget
height: 600

IMDB movie ratings by genre. Movies with bigger budgets have bigger bubbles.

Uses the d3.forceChart() plugin. Data are from the ggplot2 R package.

d3.forceChart = function() {
var width = 400,
height = 300,
padding = 3,
x = function(d) { return d[0]; },
y = function(d) { return d[1]; },
r = function(d) { return d[2]; },
xStart = function(d) { return x(d) + 50*Math.random() - 25},
yStart = function(d) { return y(d) + 50*Math.random() - 25},
rStart = function(d) { return r(d); },
draggable = true,
xGravity = function(d) { return 1; },
yGravity = function(d) { return 1; },
rGravity = function(d) { return 1; },
shape = "circle",
tickUpdate = function() {};
var force = d3.layout.force()
.charge(0)
.gravity(0);
function chart(selection, nodes) {
if (shape === "circle") { collide = collideCircle; }
else if (shape === "square") { collide = collideSquare; }
else { console.error("forceChart.shape must be 'circle' or 'square'"); }
nodes = nodes
.map(function(d) {
d.x = xStart(d);
d.y = yStart(d);
d.r = rStart(d);
d.x0 = x(d);
d.y0 = y(d);
d.r0 = r(d);
return d;
});
var gNodes = selection.selectAll(".node").data(nodes)
.enter().append("g")
.attr("class", "node")
.call(draggable ? force.drag : null);
force
.size([width, height])
.nodes(nodes)
.on("tick", tick)
.start();
function tick(e) {
gNodes
.each(gravity(e.alpha * .1))
.each(collide(.5))
.attr("transform", function(d) {
return "translate(" + d.x + "," + d.y + ")";
})
.call(tickUpdate);
}
function gravity(k) {
return function(d) {
var dx = d.x0 - d.x,
dy = d.y0 - d.y,
dr = d.r0 - d.r;
d.x += dx * k * xGravity(d);
d.y += dy * k * yGravity(d);
d.r += dr * k * rGravity(d);
};
}
function collideCircle(k) {
var q = d3.geom.quadtree(nodes);
return function(node) {
var nr = node.r + padding,
nx1 = node.x - nr,
nx2 = node.x + nr,
ny1 = node.y - nr,
ny2 = node.y + nr;
q.visit(function(quad, x1, y1, x2, y2) {
if (quad.point && (quad.point !== node)) {
var x = node.x - quad.point.x,
y = node.y - quad.point.y,
l = x * x + y * y,
r = nr + quad.point.r;
if (l < r * r) {
l = ((l = Math.sqrt(l)) - r) / l * k;
node.x -= x *= l;
node.y -= y *= l;
quad.point.x += x;
quad.point.y += y;
}
}
return x1 > nx2 || x2 < nx1 || y1 > ny2 || y2 < ny1;
});
};
}
function collideSquare(k) {
var q = d3.geom.quadtree(nodes);
return function(node) {
var nr = node.r + padding,
nx1 = node.x - nr,
nx2 = node.x + nr,
ny1 = node.y - nr,
ny2 = node.y + nr;
q.visit(function(quad, x1, y1, x2, y2) {
if (quad.point && (quad.point !== node)) {
var x = node.x - quad.point.x,
y = node.y - quad.point.y,
lx = Math.abs(x),
ly = Math.abs(y),
r = nr + quad.point.r;
if (lx < r && ly < r) {
if (lx > ly) {
lx = (lx - r) * (x < 0 ? -k : k);
node.x -= lx;
quad.point.x += lx;
} else {
ly = (ly - r) * (y < 0 ? -k : k);
node.y -= ly;
quad.point.y += ly;
}
}
}
return x1 > nx2 || x2 < nx1 || y1 > ny2 || y2 < ny1;
});
};
}
}
chart.size = function(_) {
if (!arguments.length) return [width, height];
width = _[0];
height = _[1];
return chart;
};
chart.x = function(_) {
if (!arguments.length) return x;
if (typeof _ === "number") {
x = function() { return _; };
}
else if (typeof _ === "function") {
x = _;
}
return chart;
};
chart.y = function(_) {
if (!arguments.length) return y;
if (typeof _ === "number") {
y = function() { return _; };
}
else if (typeof _ === "function") {
y = _;
}
return chart;
};
chart.r = function(_) {
if (!arguments.length) return r;
if (typeof _ === "number") {
r = function() { return _; };
}
else if (typeof _ === "function") {
r = _;
}
return chart;
};
chart.draggable = function(_) {
if (!arguments.length) return draggable;
draggable = _;
return chart;
};
chart.padding = function(_) {
if (!arguments.length) return padding;
padding = _;
return chart;
};
chart.xGravity = function(_) {
if (!arguments.length) return xGravity;
if (typeof _ === "number") {
xGravity = function() { return _; };
}
else if (typeof _ === "function") {
xGravity = _;
}
return chart;
};
chart.yGravity = function(_) {
if (!arguments.length) return yGravity;
if (typeof _ === "number") {
yGravity = function() { return _; };
}
else if (typeof _ === "function") {
yGravity = _;
}
return chart;
};
chart.rGravity = function(_) {
if (!arguments.length) return rGravity;
if (typeof _ === "number") {
rGravity = function() { return _; };
}
else if (typeof _ === "function") {
rGravity = _;
}
return chart;
};
chart.xStart = function(_) {
if (!arguments.length) return xStart;
if (typeof _ === "number") {
xStart = function() { return _; };
}
else if (typeof _ === "function") {
xStart = _;
}
return chart;
};
chart.yStart = function(_) {
if (!arguments.length) return yStart;
if (typeof _ === "number") {
yStart = function() { return _; };
}
else if (typeof _ === "function") {
yStart = _;
}
return chart;
};
chart.rStart = function(_) {
if (!arguments.length) return rStart;
if (typeof _ === "number") {
rStart = function() { return _; };
}
else if (typeof _ === "function") {
rStart = _;
}
return chart;
};
chart.shape = function(_) {
if (!arguments.length) return shape;
shape = _;
return chart;
};
chart.tickUpdate = function(_) {
if (!arguments.length) return tickUpdate;
tickUpdate = _;
return chart;
};
return chart;
};
library(dplyr)
library(ggplot2movies)
library(tidyr)
library(jsonlite)
movies %>%
filter(!is.na(budget)) %>%
gather(genre, isGenre, Action:Short) %>%
filter(isGenre == 1,
mpaa != "",
!(genre %in% c("Short", "Documentary")),
year > 2000) %>%
select(title, year, length, rating, budget, votes, mpaa, genre) %>%
toJSON %>%
write("movies.json")
<html>
<head>
<style>
body {
font: 14px sans-serif;
}
.axis path,
.axis line {
fill: none;
stroke: black;
}
.axis path { stroke: none; }
</style>
</head>
<body>
<script src="https://d3js.org/d3.v3.min.js" charset="utf-8"></script>
<script src="force-chart.js"></script>
<script>
var margin = { top: 10, left: 100, bottom: 30, right: 50 },
width = 960 - margin.left - margin.right,
height = 600 - margin.top - margin.bottom;
var x = function(d) { return d.rating; },
y = function(d) { return d.genre; },
area = function(d) { return d.budget; };
var xScale = d3.scale.linear()
.domain([0, 10])
.range([0, width]),
yScale = d3.scale.ordinal()
.domain(["Comedy", "Action", "Romance", "Animation", "Drama"])
.rangeBands([height, 0]),
areaScale = d3.scale.linear().range([0, 125]),
colorScale = d3.scale.quantize()
.domain([0, 10])
.range(["#AB879C","#928EAB","#6C97B0","#3E9EA7","#1BA38F",
"#37A46C","#62A145","#8D991C","#B98A00","#E07423"]);
var xValue = function(d) { return xScale(x(d)); },
yValue = function(d) { return yScale(y(d)) + yScale.rangeBand()/2; },
rValue = function(d) {
var A = areaScale(area(d));
return Math.sqrt(A / Math.PI);
},
colorValue = function(d) { return colorScale(x(d)); };
var xAxis = d3.svg.axis().scale(xScale).orient("bottom"),
yAxis = d3.svg.axis().scale(yScale).orient("left");
var bubbleChart = d3.forceChart()
.size([width, height])
.x(xValue)
.y(yValue)
.r(rValue)
.xGravity(3) // make the x-position more accurate
.yGravity(1/3); // ...and the y-position more flexible
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.json("movies.json", function(error, movies) {
if (error) throw error;
areaScale.domain([0,d3.max(movies, area)]);
// Draw axes
svg.append("g")
.attr("class", "x axis")
.attr("transform", "translate(0," + height + ")")
.call(xAxis)
.append("text")
.attr("dx", width)
.attr("dy", -6)
.style("text-anchor", "end")
.text("IMDB Rating");
svg.append("g")
.attr("class", "y axis")
.call(yAxis)
.selectAll(".tick line")
.attr("x2", width)
.attr("stroke-dasharray", "1, 2")
.style("stroke", "lightgrey");
// Draw legend
svg.append("g").call(legend);
// Draw bubbles
svg.append("g").call(bubbleChart, movies)
.attr("class", "bubbles")
.selectAll(".node").append("circle")
.attr("r", function(d) { return d.r0; })
.attr("fill", colorValue)
.attr("stroke", "slategrey");
});
function legend(selection) {
var legendData = [
{ budget: 200000000, text: "$200 million", dy: 0 },
{ budget: 100000000, text: "$100 million", dy: 20 },
{ budget: 50000000, text: "$50 million", dy: 40 },
{ budget: 10000000, text: "$10 million", dy: 60 }
];
var legend = selection
.attr("class", "legend")
.attr("transform", "translate(" + xScale(9.5) + "," + (height/2 - 30) + ")");
legend.append("text")
.attr("dx", -6)
.attr("dy", -16)
.text("Budget");
legend.selectAll(".item").data(legendData)
.enter().append("g")
.attr("transform", function(d) { return "translate(0," + d.dy + ")"; })
.each(function(d) {
d3.select(this).append("circle")
.attr("r", rValue(d))
.style("fill", "none")
.style("stroke", "slategrey");
d3.select(this).append("text")
.attr("dx", 10)
.attr("dy", 4)
.text(d.text);
});
}
</script>
</body>
</html>
[{"title":"2 Fast 2 Furious","year":2003,"length":107,"rating":5.1,"budget":76000000,"votes":9556,"mpaa":"PG-13","genre":"Action"},{"title":"3000 Miles to Graceland","year":2001,"length":125,"rating":5.4,"budget":62000000,"votes":7298,"mpaa":"R","genre":"Action"},{"title":"51st State, The","year":2001,"length":92,"rating":6.1,"budget":28000000,"votes":6752,"mpaa":"R","genre":"Action"},{"title":"AVP: Alien Vs. Predator","year":2004,"length":102,"rating":5.4,"budget":45000000,"votes":14651,"mpaa":"PG-13","genre":"Action"},{"title":"Absolon","year":2003,"length":96,"rating":4.1,"budget":8000000,"votes":548,"mpaa":"R","genre":"Action"},{"title":"Adventures of Pluto Nash, The","year":2002,"length":95,"rating":3.9,"budget":100000000,"votes":2543,"mpaa":"PG-13","genre":"Action"},{"title":"After the Sunset","year":2004,"length":97,"rating":6,"budget":58000000,"votes":3431,"mpaa":"PG-13","genre":"Action"},{"title":"Agent Cody Banks","year":2003,"length":102,"rating":5.5,"budget":26000000,"votes":2655,"mpaa":"PG","genre":"Action"},{"title":"Agent Cody Banks 2: Destination London","year":2004,"length":100,"rating":3.8,"budget":26000000,"votes":919,"mpaa":"PG","genre":"Action"},{"title":"Air Marshal","year":2003,"length":90,"rating":3,"budget":500000,"votes":81,"mpaa":"R","genre":"Action"},{"title":"Alamo, The","year":2004,"length":137,"rating":5.9,"budget":95000000,"votes":3060,"mpaa":"PG-13","genre":"Action"},{"title":"All About the Benjamins","year":2002,"length":95,"rating":5.4,"budget":14000000,"votes":1250,"mpaa":"R","genre":"Action"},{"title":"All the Queen's Men","year":2001,"length":105,"rating":5,"budget":25000000,"votes":353,"mpaa":"PG-13","genre":"Action"},{"title":"Alone in the Dark","year":2005,"length":96,"rating":2.1,"budget":20000000,"votes":2880,"mpaa":"R","genre":"Action"},{"title":"American Outlaws","year":2001,"length":94,"rating":5.5,"budget":35000000,"votes":2878,"mpaa":"PG-13","genre":"Action"},{"title":"Animatrix: Final Flight of the Osiris, The","year":2003,"length":11,"rating":7.6,"budget":5000000,"votes":1536,"mpaa":"PG-13","genre":"Action"},{"title":"Around the World in 80 Days","year":2004,"length":120,"rating":5.7,"budget":110000000,"votes":3887,"mpaa":"PG","genre":"Action"},{"title":"Assault on Precinct 13","year":2005,"length":109,"rating":6.3,"budget":20000000,"votes":2960,"mpaa":"R","genre":"Action"},{"title":"Atlantis: The Lost Empire","year":2001,"length":95,"rating":6.4,"budget":90000000,"votes":6323,"mpaa":"PG","genre":"Action"},{"title":"Austin Powers in Goldmember","year":2002,"length":94,"rating":6.2,"budget":63000000,"votes":22870,"mpaa":"PG-13","genre":"Action"},{"title":"Bad Boys II","year":2003,"length":145,"rating":6.1,"budget":130000000,"votes":13087,"mpaa":"R","genre":"Action"},{"title":"Bad Company","year":2002,"length":116,"rating":5.4,"budget":70000000,"votes":6175,"mpaa":"PG-13","genre":"Action"},{"title":"Badge, The","year":2002,"length":103,"rating":6.3,"budget":6000000,"votes":740,"mpaa":"R","genre":"Action"},{"title":"Ballistic: Ecks vs. Sever","year":2002,"length":91,"rating":3.4,"budget":70000000,"votes":4556,"mpaa":"R","genre":"Action"},{"title":"Behind Enemy Lines","year":2001,"length":106,"rating":6.1,"budget":40000000,"votes":10856,"mpaa":"PG-13","genre":"Action"},{"title":"Belly of the Beast","year":2003,"length":91,"rating":4.2,"budget":18000000,"votes":638,"mpaa":"R","genre":"Action"},{"title":"Black Hawk Down","year":2001,"length":142,"rating":7.6,"budget":90000000,"votes":32530,"mpaa":"R","genre":"Action"},{"title":"Blade II","year":2002,"length":108,"rating":6.6,"budget":55000000,"votes":17139,"mpaa":"R","genre":"Action"},{"title":"Blade: Trinity","year":2004,"length":124,"rating":5.7,"budget":65000000,"votes":7439,"mpaa":"R","genre":"Action"},{"title":"Bourne Identity, The","year":2002,"length":119,"rating":7.3,"budget":75000000,"votes":29871,"mpaa":"PG-13","genre":"Action"},{"title":"Bourne Supremacy, The","year":2004,"length":108,"rating":7.3,"budget":75000000,"votes":19878,"mpaa":"PG-13","genre":"Action"},{"title":"Breed, The","year":2001,"length":91,"rating":4.7,"budget":4000000,"votes":582,"mpaa":"R","genre":"Action"},{"title":"Bulletproof Monk","year":2003,"length":104,"rating":5.2,"budget":52000000,"votes":5405,"mpaa":"PG-13","genre":"Action"},{"title":"Catch That Kid","year":2004,"length":91,"rating":4.5,"budget":18000000,"votes":598,"mpaa":"PG","genre":"Action"},{"title":"Catwoman","year":2004,"length":104,"rating":3.4,"budget":85000000,"votes":8815,"mpaa":"PG-13","genre":"Action"},{"title":"Cellular","year":2004,"length":94,"rating":6.4,"budget":25000000,"votes":6182,"mpaa":"PG-13","genre":"Action"},{"title":"Charlie's Angels: Full Throttle","year":2003,"length":107,"rating":5,"budget":120000000,"votes":13990,"mpaa":"PG-13","genre":"Action"},{"title":"Chronicles of Riddick, The","year":2004,"length":135,"rating":6.2,"budget":110000000,"votes":11438,"mpaa":"PG-13","genre":"Action"},{"title":"Climb, The","year":2002,"length":98,"rating":5.2,"budget":2500000,"votes":83,"mpaa":"PG","genre":"Action"},{"title":"Collateral Damage","year":2002,"length":108,"rating":5.2,"budget":85000000,"votes":8590,"mpaa":"R","genre":"Action"},{"title":"Core, The","year":2003,"length":135,"rating":5.4,"budget":74000000,"votes":7860,"mpaa":"PG-13","genre":"Action"},{"title":"Coronado","year":2003,"length":88,"rating":4.5,"budget":4700000,"votes":411,"mpaa":"PG-13","genre":"Action"},{"title":"Count of Monte Cristo, The","year":2002,"length":134,"rating":7.4,"budget":35000000,"votes":13907,"mpaa":"PG-13","genre":"Action"},{"title":"Cradle 2 the Grave","year":2003,"length":101,"rating":5.3,"budget":25000000,"votes":4164,"mpaa":"R","genre":"Action"},{"title":"Cypher","year":2002,"length":95,"rating":7.2,"budget":7500000,"votes":3160,"mpaa":"R","genre":"Action"},{"title":"D.E.B.S.","year":2004,"length":91,"rating":6,"budget":3500000,"votes":300,"mpaa":"PG-13","genre":"Action"},{"title":"Daredevil","year":2003,"length":133,"rating":5.7,"budget":75000000,"votes":20642,"mpaa":"R","genre":"Action"},{"title":"Dark Blue","year":2002,"length":118,"rating":6.6,"budget":15000000,"votes":3882,"mpaa":"R","genre":"Action"},{"title":"Dawn of the Dead","year":2004,"length":109,"rating":7.4,"budget":28000000,"votes":16283,"mpaa":"R","genre":"Action"},{"title":"Day After Tomorrow, The","year":2004,"length":124,"rating":6.3,"budget":125000000,"votes":23749,"mpaa":"PG-13","genre":"Action"},{"title":"Defender, The","year":2004,"length":90,"rating":6.3,"budget":6000000,"votes":58,"mpaa":"R","genre":"Action"},{"title":"Derailed","year":2002,"length":89,"rating":3.4,"budget":18000000,"votes":1075,"mpaa":"R","genre":"Action"},{"title":"Detention","year":2003,"length":98,"rating":4.1,"budget":10000000,"votes":223,"mpaa":"R","genre":"Action"},{"title":"Deuces Wild","year":2002,"length":100,"rating":5.3,"budget":10000000,"votes":1511,"mpaa":"R","genre":"Action"},{"title":"Die Another Day","year":2002,"length":133,"rating":6.4,"budget":142000000,"votes":22136,"mpaa":"PG-13","genre":"Action"},{"title":"Double Take","year":2001,"length":91,"rating":4.8,"budget":24000000,"votes":1503,"mpaa":"PG-13","genre":"Action"},{"title":"Driven","year":2001,"length":116,"rating":4.4,"budget":72000000,"votes":7129,"mpaa":"PG-13","genre":"Action"},{"title":"Eight Legged Freaks","year":2002,"length":99,"rating":5.5,"budget":30000000,"votes":6362,"mpaa":"PG-13","genre":"Action"},{"title":"Elektra","year":2005,"length":96,"rating":4.9,"budget":43000000,"votes":5120,"mpaa":"PG-13","genre":"Action"},{"title":"Empire","year":2002,"length":90,"rating":6,"budget":3500000,"votes":1718,"mpaa":"R","genre":"Action"},{"title":"Enemy at the Gates","year":2001,"length":131,"rating":7.3,"budget":70000000,"votes":19169,"mpaa":"R","genre":"Action"},{"title":"Equilibrium","year":2002,"length":107,"rating":7.6,"budget":20000000,"votes":17579,"mpaa":"R","genre":"Action"},{"title":"Era of Vampire, The","year":2002,"length":90,"rating":4.2,"budget":1000000,"votes":329,"mpaa":"R","genre":"Action"},{"title":"Exit Wounds","year":2001,"length":101,"rating":5.3,"budget":33000000,"votes":5370,"mpaa":"R","genre":"Action"},{"title":"Exorcist: The Beginning","year":2004,"length":114,"rating":5,"budget":30000000,"votes":4130,"mpaa":"R","genre":"Action"},{"title":"Extreme Ops","year":2002,"length":94,"rating":4,"budget":40000000,"votes":1337,"mpaa":"PG-13","genre":"Action"},{"title":"Fast and the Furious, The","year":2001,"length":106,"rating":5.7,"budget":38000000,"votes":21428,"mpaa":"PG-13","genre":"Action"},{"title":"Final Fantasy: The Spirits Within","year":2001,"length":106,"rating":6.5,"budget":137000000,"votes":16451,"mpaa":"PG-13","genre":"Action"},{"title":"Final Solution","year":2001,"length":110,"rating":7,"budget":1500000,"votes":32,"mpaa":"R","genre":"Action"},{"title":"Fire Over Afghanistan","year":2003,"length":92,"rating":4.5,"budget":155000,"votes":67,"mpaa":"R","genre":"Action"},{"title":"Flight of the Phoenix","year":2004,"length":113,"rating":6,"budget":45000000,"votes":2732,"mpaa":"PG-13","genre":"Action"},{"title":"Foreigner, The","year":2003,"length":96,"rating":3.1,"budget":20000000,"votes":904,"mpaa":"R","genre":"Action"},{"title":"Frankenfish","year":2004,"length":84,"rating":4.6,"budget":3000000,"votes":309,"mpaa":"R","genre":"Action"},{"title":"Freddy Vs. 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