My predicted ratings
Created by kvib.
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I applied machine learning to my movie ratings at Letterboxd to predict rating scores for movies on some of the main official lists on ICM.
For input features I used ratings, likes, view counts and some minor metadata like release year, run time and genres from the following sites:
* ICheckMovies
* IMDb
* Letterboxd
* Rotten Tomatoes
* Metacritic
The used algorithm was linear XGBoost, I imputed any missing ratings (especially for older movies on Metacritic).
The most important features turned out to be:
icm_favs 80.30
letterboxd_rating 35.15
letterboxd_likes 34.59
imdb_rating 7.35
rt_critic_score 7.17
icm_checks 6.59
metacritic_user_score 5.69
metascore 5.39
rt_critic_count 5.35
runtime 5.22
year 5.13
rt_audience_score 4.09
icm_lists 3.74
imdb_votes 3.13
letterboxd_watches 3.04
letterboxd_lists 2.84
genre_romance 0.89
genre_crime 0.78
genre_fantasy 0.49
genre_thriller 0.36
genre_war 0.31
genre_adventure 0.30
genre_scifi 0.28
genre_mystery 0.17
genre_biography 0.11
genre_history 0.10
genre_animation 0.10
genre_documentary 0.10
genre_horror 0.06
genre_music 0.01
genre_western 0.01
genre_short 0.00
The predicted rating value was more than 4.5 for the top 70, 4 for the top 398, 3.5 for the top 587 and 3 for the top 670.
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627 -
The Lord of the Rings: The Fellowship of the Ring
2001, in 31 top lists Check -
656 -
The Lord of the Rings: The Return of the King
2003, in 29 top lists Check -
628 -
The Lord of the Rings: The Two Towers
2002, in 26 top lists Check -
590 -
Inception
2010, in 21 top lists Check -
571 -
Star Wars
1977, in 40 top lists Check -
274 -
Inglourious Basterds
2009, in 17 top lists Check -
579 -
Batman Begins
2005, in 11 top lists Check -
502 -
Star Wars: Episode V - The Empire Strikes Back
1980, in 25 top lists Check -
647 -
Star Wars: Episode VI - Return of the Jedi
1983, in 18 top lists Check -
542 -
Back to the Future
1985, in 25 top lists Check -
260 -
Aliens
1986, in 24 top lists Check -
422 -
Raiders of the Lost Ark
1981 — a.k.a. Indiana Jones and the Raiders of the Lost Ark, in 29 top lists Check -
640 -
Harry Potter and the Prisoner of Azkaban
2004, in 9 top lists Check -
633 -
Jurassic Park
1993, in 23 top lists Check -
697 -
Harry Potter and the Chamber of Secrets
2002, in 3 top lists Check -
531 -
Harry Potter and the Deathly Hallows: Part 2
2011, in 9 top lists Check -
669 -
Harry Potter and the Sorcerer's Stone
2001, in 5 top lists Check -
561 -
WALL·E
2008, in 26 top lists Check -
610 -
Toy Story
1995, in 25 top lists Check -
670 -
Harry Potter and the Goblet of Fire
2005, in 4 top lists Check -
189 -
Monty Python and the Holy Grail
1975, in 23 top lists Check -
690 -
Harry Potter and the Order of the Phoenix
2007, in 4 top lists Check -
636 -
Pirates of the Caribbean: The Curse of the...
2003, in 13 top lists Check -
663 -
Harry Potter and the Half-Blood Prince
2009, in 3 top lists Check -
608 -
Harry Potter and the Deathly Hallows: Part 1
2010, in 4 top lists Check -
156 -
Sen to Chihiro no kamikakushi
2001 — a.k.a. Spirited Away, in 39 top lists Check -
672 -
Back to the Future Part II
1989, in 6 top lists Check -
520 -
The Lion King
1994, in 24 top lists Check -
110 -
Shichinin no samurai
1954 — a.k.a. Seven Samurai, in 36 top lists Check -
492 -
Indiana Jones and the Last Crusade
1989, in 16 top lists Check -
673 -
Back to the Future Part III
1990, in 6 top lists Check -
178 -
Lawrence of Arabia
1962, in 40 top lists Check -
284 -
North by Northwest
1959, in 30 top lists Check -
121 -
Barry Lyndon
1975, in 24 top lists Check -
572 -
Toy Story 3
2010, in 16 top lists Check -
630 -
Finding Nemo
2003, in 17 top lists Check -
659 -
The Incredibles
2004, in 13 top lists Check -
480 -
Up
2009, in 16 top lists Check -
611 -
The Wizard of Oz
1939, in 37 top lists Check -
618 -
Jaws
1975, in 29 top lists Check -
641 -
Iron Man
2008, in 7 top lists Check -
617 -
Casino Royale
2006, in 7 top lists Check -
396 -
Indiana Jones and the Temple of Doom
1984, in 11 top lists Check -
748 -
Star Wars: Episode I - The Phantom Menace
1999, in 5 top lists Check -
677 -
Star Wars: Episode III - Revenge of the Sith
2005, in 6 top lists Check -
621 -
Monsters, Inc.
2001, in 14 top lists Check -
708 -
X-Men
2000, in 5 top lists Check -
694 -
Spider-Man
2002, in 7 top lists Check -
379 -
The Princess Bride
1987, in 19 top lists Check -
662 -
Toy Story 2
1999, in 12 top lists Check
Last updated on Jun 12, 2017 by kvib; source