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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571 -
Star Wars
1977, in 40 top lists Check -
110 -
Shichinin no samurai
1954 — a.k.a. Seven Samurai, in 36 top lists Check -
540 -
The General
1926, in 33 top lists Check -
627 -
The Lord of the Rings: The Fellowship of the Ring
2001, in 31 top lists Check -
560 -
The Matrix
1999, in 30 top lists Check -
284 -
North by Northwest
1959, in 30 top lists Check -
656 -
The Lord of the Rings: The Return of the King
2003, in 29 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 -
237 -
Saving Private Ryan
1998, in 28 top lists Check -
624 -
The Dark Knight
2008, in 27 top lists Check -
473 -
Terminator 2: Judgment Day
1991, in 27 top lists Check -
536 -
Wo hu cang long
2000 — a.k.a. Crouching Tiger, Hidden Dragon, in 27 top lists Check -
462 -
Gladiator
2000, in 25 top lists Check -
10 -
Ran
1985, in 25 top lists Check -
502 -
Star Wars: Episode V - The Empire Strikes Back
1980, in 25 top lists Check -
260 -
Aliens
1986, in 24 top lists Check -
629 -
The Terminator
1984, in 24 top lists Check -
138 -
Heat
1995, in 23 top lists Check -
92 -
Mad Max: Fury Road
2015, in 23 top lists Check -
394 -
Akira
1988, in 22 top lists Check -
680 -
Die Hard
1988, in 21 top lists Check -
590 -
Inception
2010, in 21 top lists Check -
582 -
Kill Bill: Vol. 1
2003, in 18 top lists Check -
647 -
Star Wars: Episode VI - Return of the Jedi
1983, in 18 top lists Check -
492 -
Indiana Jones and the Last Crusade
1989, in 16 top lists Check -
203 -
Seppuku
1962 — a.k.a. Hara-Kiri, in 16 top lists Check -
668 -
RoboCop
1987, in 15 top lists Check -
644 -
Avatar
2009, in 14 top lists Check -
586 -
The Iron Giant
1999, in 14 top lists Check -
659 -
The Incredibles
2004, in 13 top lists Check -
636 -
Pirates of the Caribbean: The Curse of the...
2003, in 13 top lists Check -
425 -
Kôkaku Kidôtai
1995 — a.k.a. Ghost in the Shell, in 12 top lists Check -
387 -
Sholay
1975 — a.k.a. Embers, in 12 top lists Check -
579 -
Batman Begins
2005, in 11 top lists Check -
396 -
Indiana Jones and the Temple of Doom
1984, in 11 top lists Check -
232 -
Per qualche dollaro in più
1965 — a.k.a. For a Few Dollars More, in 11 top lists Check -
21 -
District 9
2009, in 10 top lists Check -
594 -
V for Vendetta
2005, in 10 top lists Check -
666 -
Batman
1989, in 9 top lists Check -
599 -
The Bourne Ultimatum
2007, in 9 top lists Check -
385 -
Kill Bill: Vol. 2
2004, in 9 top lists Check -
41 -
Logan
2017, in 9 top lists Check -
704 -
Batman Returns
1992, in 8 top lists Check -
713 -
The Bourne Supremacy
2004, in 8 top lists Check -
764 -
Independence Day
1996, in 8 top lists Check -
641 -
Iron Man
2008, in 8 top lists Check -
639 -
Minority Report
2002, in 8 top lists Check -
253 -
Shin seiki Evangelion Gekijô-ban: Air/Magokoro...
1997 — a.k.a. Neon Genesis Evangelion: The End of Evangelion, in 8 top lists Check -
563 -
The Avengers
2012, in 7 top lists Check -
617 -
Casino Royale
2006, in 7 top lists Check
Last updated on Jun 12, 2017 by kvib; source