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README.md

The PopCha! Movie Network

A visualization of similarity between movies by means of a network graph

  • Similarity data taken from [PopCha!] 1 recommender engine (R*)
  • Movie info from [The Movie Database] 3
  • Visualization done in JavaScript with [D3.js] 2
Raw
index.html
<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<title>PopCha! Movie Network</title>
<link rel="stylesheet" href="movie-network.css"/>
<link rel="shortcut icon" href="popcha.ico" type="image/x-icon">
<script>
// Sniff MSIE version
// http://james.padolsey.com/javascript/detect-ie-in-js-using-conditional-comments/
var ie = ( function() {
var undef,
v = 3,
div = document.createElement('div'),
all = div.getElementsByTagName('i');
while (
div.innerHTML='<!--[if gt IE ' + (++v) + ']><i></i><![endif]-->',all[0]
);
return v > 4 ? v : undef;
}() );
function takeAction() {
if( ie && ie < 9 ) {
D3notok();
} else {
// Load D3.js, and once loaded do our stuff
var head = document.getElementsByTagName('head')[0];
var script = document.createElement('script');
script.type = 'text/javascript';
script.src = "http://d3js.org/d3.v3.min.js";
script.addEventListener('load', D3ok, false);
script.onload = "D3ok();";
head.appendChild(script);
}
}
</script>
</head>
<body onload="takeAction();">
<div id="nocontent">
<h1>Sadly your browser is not compatible with this site</h1>
<div>You can use <a href="http://www.google.com/chrome/">Google
Chrome</a>, <a href="http://www.mozilla.org/firefox">Mozilla Firefox</a>
or <a href="http://windows.microsoft.com/en-us/internet-explorer/download-ie">Microsoft
Internet Explorer (v9 or above)</a> to access the PopCha Movie
Network</div>
</div>
<div id="movieNetwork"></div>
<div id="sidepanel">
<div id="title">
<img src="popcha-100.png"/><br/>Movie Network<br/>
<!-- <a href="javascript:void(0);"
onClick="zoomCall(0.5);" style="pointer-events: all;">+</a>
<a href="javascript:void(0);"
onClick="zoomCall(-0.5);" style="pointer-events: all;">-</a> -->
<img id="helpIcon"
src="help-question-48.png" title="Click for help"
onClick="toggleDiv('help');"/>
</div>
<div id="help" class="panel_off">
<img src="close.png" style="float: right;"
onClick="toggleDiv('help');"/>
This is a subset of the movie network produced from data in the
mobile <a href="https://www.popcha.tv">PopCha!</a> app. Movies
relate to each other <em>as they get picked by PopCha! users</em>
(note that movie details are <strong>not</strong> used to build the
graph).
<ul>
<li>Hover over a node to see the movie title, and to highlight
the movies related to it.</li>
<li>Click on a node to show movie details. It will open up a
side panel.</li>
<li>On the movie details panel, you can click on the <em>target</em>
icon to center the graph on that movie. And clicking on the link to
a related movie will move to that movie (in the graph and in the
panel)</li>
<li>You can use you usual browser controls to zoom and pan
over the graph. If you zoom in when centred on a movie, the
graph will expand around it.</li>
<li>Above a certain zoom level, movie titles are automatically
displayed for all the nodes.</li>
</ul>
For additional information, check the <strong><a href="" onClick="return toggleDiv('faq');">FAQ</a></strong>.
</div>
<div id="movieInfo" class="panel_off"></div>
</div>
<div id="faq" class="panel_off">
<div id="close_faq">
<img src="close.png" onClick="toggleDiv('faq');"/>
</div>
<dl>
<dt>Where does this come from?</dt>
<dd>The <a href="https://www.popcha.tv">PopCha!</a> mobile app
lets users search for movies, view their details, rate them, add
them to bags to build personalized movie lists and receive
notifications when they are available in theaters, TV or Video
on Demand platforms. Its recommendation engine allows proposing
users movies they might be interested in. PopCha! users have so
far currently rated, added to bags or otherwise showed interest
for more than 11,000 movies</dd>
<dt>And how was this concrete "movie network" made?</dt>
<dd>This is how we did it:
<ol style="margin: 0px;">
<li> We selected the movies with the top ratings (the most
highly valued movies for PopCha! users). Those were our
initial seed, and are the nodes with a red border in the
graph. As you can see, they are mostly the "usual suspects",
but with also a few non-conventional movies added in.</li>
<li>Then we used our recommendation engine to find the
movies most similar to them. Not by looking at their genre,
director or cast, but by checking how users interact with
them. That is, two movies are considered similar just by
checking if users rate them equally, or usually appear
together in their bags. Those movies make up the second
level in our network, marked with a grey border.</li>
<li>Finally, we rounded up the graph by adding a third
level, computed as the movies most similar to the ones in
the second level</li>
</ol>
</dd>
<dt>Ok, but <em>how</em> was the graph actually computed?</dt>
<dd>For those of you technically oriented, the links between
movies were extracted as item-item similarity scores computed in
our Collaborative Filtering engine, using all events produced by
users of the PopCha! Android/iOS apps. Those links were then fed
to a <a
href="https://github.com/mbostock/d3/wiki/Force-Layout">force-directed
graph layout</a> in <strong>D3.js</strong>.
<br>No movie metadata (title, director, cast, whatever) was used or harmed in any way during the production of this graph.</dd>
<dt>What do the graph elements mean?</dt>
<dd>Each circle is a movie; it is linked to the set of movies
most similar to it according to our engine (and therefore to
PopCha! users). The size of the circle represents how it is
valued by PopCha! users; the set of 25 most valued movies is
highlighted with a red border. <br/>
When a movie is selected (hovering or clicking) it is shown as purple
in the network. The set of movies linked to it (the ones more similar
to it) are also highlighted, this time in blue.<br/>
The width of the link between two movies reflect how similar they are
(in terms of user response to them); this similarity translates to the
force attracting the nodes (so that two very similar movies will tend
to stay close, within the constraints imposed by the rest of the
forces from the other nodes).<br/>
The force-directed layout is an iterative algorithm; each time the
page is loaded the rendering starts anew, and converges towards a
final stable state. There is some randomness in it, so that no two
final states are equal (but relative positioning of movies, and the
formed clusters, should be similar).
<dt>What is the resulting structure?</dt>
<dd>The graph is heavily connected: there are connections between many of the movies in the network (note that this is only a partial view of the overall network: in the full graph there are many more connections, and also to the movies that here appear to be at the edges).<br/>
There is a strong central cluster containing some of the most important movies (it is so dense that it cannot be clearly seen unless you zoom in). Some of them are deeply connected, check for instance <em><a href="javascript:void(0);" onclick="clearAndSelect(56);">Seven</a></em> or <em><a href="javascript:void(0);" onclick="clearAndSelect(65);">Forrest Gump</a></em>. Within that central cluster we can also identify thematic subclusters, such as the <a href="javascript:void(0);" onclick="clearAndSelect(52);">Tolkien saga</a>.<br/>
Outside the graph core we can also find other areas with semantic meaning (e.g. the set of <em><a href="javascript:void(0);" onclick="clearAndSelect(165);">Star Wars</a></em> movies, or a group of classic <a href="javascript:void(0);" onclick="clearAndSelect(61);">Hitchcock thrillers</a>). There is also a small <a href="javascript:void(0);" onclick="clearAndSelect(20);">Western</a> cluster (mostly Clint Eastwood movies) and a <a href="javascript:void(0);" onclick="clearAndSelect(119);">Tarantino</a> group.<br/> As a curiosity, there seems to be an exaggerated importance given to movies that are seemingly minor, but that share title with more significant ones (i.e. there is a second <em>Godfather</em> or a second <em>Gladiator</em> in the graph, try to spot them!). These might stem from user confusion when selecting the movie they actually wanted.</dd>
</dl>
<dt>Credits</dt>
<dd><em>
Movie statistics by the <a href="https://www.popcha.tv">PopCha! team</a><br/>
Graph computation & visualization by Paulo Villegas<br/>
Movie details from <a href="http://www.themoviedb.org/">The Movie Database</a>
</em></dd>
</div>
<script src="movie-network.js"></script>
</body>
</html>
Raw
LICENSE.txt
Copyright (c) 2016, Paulo Villegas
All rights reserved.
Redistribution and use in source and binary forms, with or without modification,
are permitted provided that the following conditions are met:
1. Redistributions of source code must retain the above copyright notice, this
list of conditions and the following disclaimer.
2. Redistributions in binary form must reproduce the above copyright notice,
this list of conditions and the following disclaimer in the documentation
and/or other materials provided with the distribution.
3. Neither the name of the copyright holder nor the names of its contributors
may be used to endorse or promote products derived from this software
without specific prior written permission.
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
Raw
movie-network-25-7-3.json
{
"nodes": [
{
"index": 0,
"links": [
24,
56,
140,
7
],
"score": 7.35923957824707,
"level": 3,
"title": "Blood Diamond",
"cover": "http://image.tmdb.org/t/p/w342/wRamTzV6udKaMXrspxqOuo02zk0.jpg",
"label": "Blood Diamond (2006)",
"director": "Edward Zwick",
"cast": "Leonardo DiCaprio, Djimon Hounsou, Jennifer Connelly, Arnold Vosloo, David Harewood, Jimi Mistry, Michael Sheen, Marius Weyers, Stephen Collins, Ato Essandoh",
"year": 2006,
"duration": "143 minutes",
"genre": "Action, Drama, Adventure, Thriller",
"id": 1768448
},
{
"index": 1,
"links": [
84,
82,
144,
169,
170
],
"score": 7.167639255523682,
"level": 2,
"title": "Lonely Hearts",
"cover": "http://image.tmdb.org/t/p/w342/wxsyl5wjobtYhll3rf5nGuC4kBN.jpg",
"label": "Lonely Hearts (2006)",
"director": "Todd Robinson",
"cast": "John Travolta, James Gandolfini, Salma Hayek, Jared Leto, Laura Dern, Dan Byrd, Alice Krige, Dagmara Dominczyk, Bailee Madison",
"year": 2006,
"duration": "108 minutes",
"genre": "Drama, Romance, Thriller, Crime",
"id": 1758379
},
{
"index": 2,
"links": [
24,
96,
104
],
"score": 7.554875373840332,
"level": 2,
"title": "The Hangover Part II",
"cover": "http://image.tmdb.org/t/p/w342/hFUsdnUoQDQ02EVlKTyhDTdehEr.jpg",
"label": "The Hangover Part II (2011)",
"director": "Todd Phillips",
"cast": "Bradley Cooper, Zach Galifianakis, Justin Bartha, Ed Helms, Ken Jeong, Mike Tyson, Jamie Chung, Paul Giamatti, Jeffrey Tambor, Mason Lee",
"year": 2011,
"duration": "102 minutes",
"genre": "Comedy",
"id": 5
},
{
"index": 3,
"links": [
98,
9,
45,
41
],
"score": 7.812180042266846,
"level": 2,
"title": "Casablanca",
"cover": "http://image.tmdb.org/t/p/w342/sm1QVZu5RKe1vXVHZooo4SZyHMx.jpg",
"label": "Casablanca (1942)",
"director": "Michael Curtiz",
"cast": "Humphrey Bogart, Ingrid Bergman, Paul Henreid, Claude Rains, Conrad Veidt, Sydney Greenstreet, Peter Lorre, Madeleine Lebeau, Dooley Wilson, Joy Page",
"year": 1942,
"duration": "102 minutes",
"genre": "Drama, Romance, War, Crime",
"id": 1750024
},
{
"index": 4,
"links": [
166,
125,
19,
64
],
"score": 7.442391872406006,
"level": 3,
"title": "Jumanji",
"cover": "http://image.tmdb.org/t/p/w342/vzmL6fP7aPKNKPRTFnZmiUfciyV.jpg",
"label": "Jumanji (1995)",
"duration": "104 minutes",
"year": 1995,
"genre": "Fantasy, Adventure, Family, Sci-Fi",
"id": 1035
},
{
"index": 5,
"links": [
163,
56,
78,
137
],
"score": 7.658870220184326,
"level": 3,
"title": "Trainspotting",
"cover": "http://image.tmdb.org/t/p/w342/p1O3eFsdb0GEIYu87xlwV7P4jM1.jpg",
"label": "Trainspotting (1996)",
"director": "Danny Boyle",
"cast": "Ewan McGregor, Ewen Bremner, Jonny Lee Miller, Kevin McKidd, Kelly Macdonald, Peter Mullan, James Cosmo, Eileen Nicholas, Shirley Henderson",
"year": 1996,
"duration": "94 minutes",
"genre": "Drama, Comedy, Foreign",
"id": 1751571
},
{
"index": 6,
"links": [
49,
157
],
"score": 7.258140563964844,
"level": 3,
"title": "Spirit: Stallion of the Cimarron",
"cover": "http://image.tmdb.org/t/p/w342/tUNT5bObAYd2t5kZxbLGGBUBLOz.jpg",
"label": "Spirit: Stallion of the Cimarron (2002)",
"director": "Kelly Asbury, Lorna Cook",
"cast": "Matt Damon, James Cromwell",
"year": 2002,
"duration": "83 minutes",
"genre": "Animation, Adventure, Family, Western",
"id": 1764372
},
{
"index": 7,
"links": [
0,
24,
78,
97
],
"score": 7.585334300994873,
"level": 2,
"title": "21",
"cover": "http://image.tmdb.org/t/p/w342/4zKAgycQDJD2zIkmPYV3aMR8tEy.jpg",
"label": "21 (2008)",
"director": "Robert Luketic",
"cast": "Jim Sturgess, Kevin Spacey, Kate Bosworth, Laurence Fishburne, Aaron Yoo, Jacob Pitts, Jack McGee, Josh Gad",
"year": 2008,
"duration": "123 minutes",
"genre": "Drama, Crime",
"id": 1766421
},
{
"index": 8,
"links": [
90,
157,
168,
72,
120
],
"score": 7.213498592376709,
"level": 3,
"title": "Charlie and the Chocolate Factory",
"cover": "http://image.tmdb.org/t/p/w342/fdXNl6bSEn3H4ulfrA07v4nSNmt.jpg",
"label": "Charlie and the Chocolate Factory (2005)",
"director": "Tim Burton",
"cast": "Johnny Depp, Freddie Highmore, AnnaSophia Robb, David Kelly, Helena Bonham Carter, Noah Taylor, Philip Wiegratz, James Fox, Missi Pyle, Christopher Lee",
"year": 2005,
"duration": "115 minutes",
"genre": "Fantasy, Comedy, Adventure, Family",
"id": 1751575
},
{
"index": 9,
"links": [
79,
93,
32,
119,
47,
3,
26
],
"score": 8.061498641967773,
"level": 1,
"title": "Nuovo Cinema Paradiso",
"cover": "http://image.tmdb.org/t/p/w342/omg676j1avsJZrDqpzR4ZaP3XYK.jpg",
"label": "Nuovo Cinema Paradiso (1988)",
"director": "Giuseppe Tornatore",
"cast": "Philippe Noiret, Jacques Perrin, Marco Leonardi, Salvatore Cascio, Agnese Nano, Enzo Cannavale, Leo Gullotta, Pupella Maggio, Leopoldo Trieste, Tano Cimarosa",
"year": 1988,
"duration": "155 minutes",
"genre": "Drama, Romance",
"id": 1752091
},
{
"index": 10,
"links": [
28,
91,
160
],
"score": 7.444244384765625,
"level": 3,
"title": "Pirates of the Caribbean: Dead Man's Chest",
"cover": "http://image.tmdb.org/t/p/w342/qCoHWE8tipW1fWW4dBUXZ9Nikw.jpg",
"label": "Pirates of the Caribbean: Dead Man's Chest (2006)",
"director": "Gore Verbinski",
"cast": "Johnny Depp, Keira Knightley, Orlando Bloom, Jack Davenport, Bill Nighy, Stellan Skarsg\u00e5rd, Tom Hollander, Jonathan Pryce, Naomie Harris, Geoffrey Rush",
"year": 2006,
"duration": "151 minutes",
"genre": "Action, Fantasy, Adventure",
"id": 29
},
{
"index": 11,
"links": [
103,
56,
39
],
"score": 7.70278787612915,
"level": 3,
"title": "The Rock",
"cover": "http://image.tmdb.org/t/p/w342/2Cp6oObnlafLEx3Nkiu8RSWBvGL.jpg",
"label": "The Rock (1996)",
"director": "Michael Bay",
"cast": "Sean Connery, Nicolas Cage, Ed Harris, John Spencer, David Morse, William Forsythe, Michael Biehn, Vanessa Marcil, John C. McGinley, Bokeem Woodbine",
"year": 1996,
"duration": "136 minutes",
"genre": "Action, Adventure, Thriller",
"id": 1749793
},
{
"index": 12,
"links": [],
"score": 8.107501029968262,
"level": 1,
"title": "Lost",
"cover": "http://image.tmdb.org/t/p/w342/j3NVKm1fSDM5j1ryeO7LGIWJV7K.jpg",
"label": "Lost (2004)",
"director": "Darren Lemke ",
"cast": "Dean Cain, Ashley Scott, Danny Trejo, Justin Henry",
"year": 2004,
"duration": "90 minutes",
"genre": "Action, Thriller",
"id": 2095
},
{
"index": 13,
"links": [
56,
89,
87,
18
],
"score": 7.615694999694824,
"level": 2,
"title": "One Flew Over the Cuckoo's Nest",
"cover": "http://image.tmdb.org/t/p/w342/hEOu8VrOmrmdxHjMrdqyu5EaQxI.jpg",
"label": "One Flew Over the Cuckoo's Nest (1975)",
"director": "Milo\u0161 Forman",
"cast": "Jack Nicholson, Louise Fletcher, William Redfield, Scatman Crothers, Danny DeVito, Brad Dourif, Christopher Lloyd, Will Sampson, Michael Berryman, Sydney Lassick",
"year": 1975,
"duration": "133 minutes",
"genre": "Drama",
"id": 1752112
},
{
"index": 14,
"links": [
92
],
"score": 6.7810797691345215,
"level": 3,
"title": "Hitman",
"cover": "http://image.tmdb.org/t/p/w342/sMA8hNVH7hd1TqXwA2qhCYvijQA.jpg",
"label": "Hitman (2007)",
"director": "Xavier Gens",
"cast": "Timothy Olyphant, Dougray Scott, Robert Knepper, Ulrich Thomsen, Henry Ian Cusick, Eriq Ebouaney, James Faulkner",
"year": 2007,
"duration": "89 minutes",
"genre": "Action, Drama, Adventure, Thriller, Crime",
"id": 1769480
},
{
"index": 15,
"links": [
115,
53,
85,
158,
109
],
"score": 7.709866046905518,
"level": 3,
"title": "Raiders of the Lost Ark",
"cover": "http://image.tmdb.org/t/p/w342/tjGpsV0vKKHECtdsQoVwIXsDj3.jpg",
"label": "Raiders of the Lost Ark (1981)",
"director": "Steven Spielberg",
"cast": "Harrison Ford, Karen Allen, Paul Freeman, Ronald Lacey, John Rhys-Davies, Denholm Elliott, Wolf Kahler, Anthony Higgins, Vic Tablian, Don Fellows",
"year": 1981,
"duration": "115 minutes",
"genre": "Action, Adventure",
"id": 1752114
},
{
"index": 16,
"links": [
52,
68,
32,
118,
119,
133,
21,
145,
93,
51,
69
],
"score": 7.821805477142334,
"level": 2,
"title": "The Dark Knight",
"cover": "http://image.tmdb.org/t/p/w342/1hRoyzDtpgMU7Dz4JF22RANzQO7.jpg",
"label": "The Dark Knight (2008)",
"director": "Christopher Nolan",
"cast": "Christian Bale, Aaron Eckhart, Michael Caine, Maggie Gyllenhaal, Gary Oldman, Morgan Freeman, Monique Gabriela Curnen, Ron Dean, Cillian Murphy, Chin Han",
"year": 2008,
"duration": "152 minutes",
"genre": "Action, Drama, Thriller, Crime",
"id": 1750068
},
{
"index": 17,
"links": [
153,
136
],
"score": 7.376439571380615,
"level": 3,
"title": "Before Sunrise",
"cover": "http://image.tmdb.org/t/p/w342/9NBjDNPHA6SkThIweOs8iCfsA8a.jpg",
"label": "Before Sunrise (1995)",
"director": "Richard Linklater",
"cast": "Ethan Hawke, Julie Delpy, Andrea Eckert, Hanno P\u00f6schl, Tex Rubinowitz, Hans Weingartner, Haymon Maria Buttinger, Erni Mangold",
"year": 1995,
"duration": "105 minutes",
"genre": "Drama, Romance",
"id": 1750581
},
{
"index": 18,
"links": [
13,
111,
78,
40,
56,
129
],
"score": 7.697786331176758,
"level": 2,
"title": "The Silence of the Lambs",
"cover": "http://image.tmdb.org/t/p/w342/xDRBmwNpZzhhxZCMr81LbJqBKAa.jpg",
"label": "The Silence of the Lambs (1991)",
"director": "Jonathan Demme",
"cast": "Jodie Foster, Anthony Hopkins, Anthony Heald, Ted Levine, Frankie Faison, Kasi Lemmons, Brooke Smith, Tracey Walter, Obba Babatund\u00e9, Diane Baker",
"year": 1991,
"duration": "118 minutes",
"genre": "Drama, Thriller, Crime",
"id": 1750071
},
{
"index": 19,
"links": [
103,
4,
104,
91,
30,
125,
166,
64
],
"score": 7.415234088897705,
"level": 3,
"title": "Men in Black",
"cover": "http://image.tmdb.org/t/p/w342/f24UVKq3UiQWLqGWdqjwkzgB8j8.jpg",
"label": "Men in Black (1997)",
"director": "Barry Sonnenfeld",
"cast": "Tommy Lee Jones, Will Smith, Linda Fiorentino, Vincent D'Onofrio, Rip Torn, Tony Shalhoub, Jon Gries, Sergio Calder\u00f3n, Carel Struycken, Fredric Lehne",
"year": 1997,
"duration": "98 minutes",
"genre": "Action, Comedy, Adventure, Sci-Fi",
"id": 1752757
},
{
"index": 20,
"links": [
25,
40,
57,
164
],
"score": 7.536423683166504,
"level": 2,
"title": "Il buono, il brutto, il cattivo",
"cover": "http://image.tmdb.org/t/p/w342/wfPHdfofBD5PN96dV96a51B3Ja2.jpg",
"label": "Il buono, il brutto, il cattivo (1966)",
"director": "Sergio Leone",
"cast": "Eli Wallach, Clint Eastwood, Lee Van Cleef, Aldo Giuffr\u00e8, Luigi Pistilli, Rada Rassimov, John Bartha, Livio Lorenzon, Claudio Scarchilli, Benito Stefanelli",
"year": 1966,
"duration": "161 minutes",
"genre": "Action, Western, Adventure, Foreign",
"id": 1752128
},
{
"index": 21,
"links": [
52,
156,
16,
131,
51
],
"score": 7.792819023132324,
"level": 2,
"title": "The Lord of the Rings: The Two Towers",
"cover": "http://image.tmdb.org/t/p/w342/9mBjBuUmBBgnGjV1JZ2uCIYbaph.jpg",
"label": "The Lord of the Rings: The Two Towers (2002)",
"director": "Peter Jackson",
"cast": "Elijah Wood, Ian McKellen, Viggo Mortensen, Liv Tyler, Orlando Bloom, John Rhys-Davies, Christopher Lee, Sean Astin, Billy Boyd, Dominic Monaghan",
"year": 2002,
"duration": "179 minutes",
"genre": "Action, Fantasy, Adventure",
"id": 267
},
{
"index": 22,
"links": [
149,
27,
165
],
"score": 7.889649868011475,
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