My predicted ratings
Created by kvib.
Favorited 1 time, disliked 0 times, added to 0 watchlists.
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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644 -
Avatar
2009, in 14 top lists Check -
730 -
Indiana Jones and the Kingdom of the Crystal Skull
2008, in 5 top lists Check -
731 -
Spider-Man 3
2007, in 3 top lists Check -
733 -
Transformers
2007, in 4 top lists Check -
748 -
Star Wars: Episode I - The Phantom Menace
1999, in 5 top lists Check -
765 -
Fantastic Four
2005, in 3 top lists Check -
705 -
Star Wars: Episode II - Attack of the Clones
2002, in 4 top lists Check -
725 -
300
2006, in 6 top lists Check -
757 -
The Matrix Revolutions
2003, in 4 top lists Check -
746 -
The Day After Tomorrow
2004, in 3 top lists Check -
754 -
Hancock
2008, in 3 top lists Check -
723 -
Mr. & Mrs. Smith
2005, in 3 top lists Check -
729 -
X-Men: The Last Stand
2006, in 3 top lists Check -
724 -
Pirates of the Caribbean: At World's End
2007, in 3 top lists Check -
770 -
Armageddon
1998, in 4 top lists Check -
677 -
Star Wars: Episode III - Revenge of the Sith
2005, in 6 top lists Check -
21 -
District 9
2009, in 10 top lists Check -
762 -
Charlie's Angels
2000, in 2 top lists Check -
706 -
The Matrix Reloaded
2003, in 5 top lists Check -
590 -
Inception
2010, in 21 top lists Check -
751 -
Men in Black II
2002, in 3 top lists Check -
764 -
Independence Day
1996, in 8 top lists Check -
469 -
Scott Pilgrim vs. the World
2010, in 6 top lists Check -
755 -
Night at the Museum
2006, in 3 top lists Check -
722 -
Pirates of the Caribbean: Dead Man's Chest
2006, in 4 top lists Check -
594 -
V for Vendetta
2005, in 10 top lists Check -
624 -
The Dark Knight
2008, in 27 top lists Check -
582 -
Kill Bill: Vol. 1
2003, in 18 top lists Check -
772 -
The Mummy Returns
2001, in 3 top lists Check -
620 -
Kick-Ass
2010, in 1 top list Check -
627 -
The Lord of the Rings: The Fellowship of the Ring
2001, in 31 top lists Check -
698 -
King Kong
2005, in 6 top lists Check -
563 -
The Avengers
2012, in 7 top lists Check -
560 -
The Matrix
1999, in 30 top lists Check -
462 -
Gladiator
2000, in 25 top lists Check -
656 -
The Lord of the Rings: The Return of the King
2003, in 29 top lists Check -
686 -
Iron Man 2
2010, in 3 top lists Check -
753 -
National Treasure
2004, in 3 top lists Check -
636 -
Pirates of the Caribbean: The Curse of the...
2003, in 13 top lists Check -
769 -
Austin Powers: The Spy Who Shagged Me
1999, in 4 top lists Check -
714 -
Spider-Man 2
2004, in 7 top lists Check -
740 -
I, Robot
2004, in 3 top lists Check -
756 -
The Lost World: Jurassic Park
1997, in 4 top lists Check -
532 -
The Dark Knight Rises
2012, in 7 top lists Check -
694 -
Spider-Man
2002, in 7 top lists Check -
771 -
The Mummy
1999, in 4 top lists Check -
681 -
Sherlock Holmes
2009, in 3 top lists Check -
385 -
Kill Bill: Vol. 2
2004, in 9 top lists Check -
571 -
Star Wars
1977, in 40 top lists Check -
581 -
Star Trek
2009, in 4 top lists Check
Last updated on Jun 12, 2017 by kvib; source