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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494 -
Reservoir Dogs
1992, in 26 top lists Check -
295 -
Blade Runner
1982, in 36 top lists Check -
514 -
Se7en
1995, in 29 top lists Check -
496 -
The Silence of the Lambs
1991, in 36 top lists Check -
161 -
Psycho
1960, in 39 top lists Check -
385 -
Kill Bill: Vol. 2
2004, in 9 top lists Check -
261 -
Memento
2000, in 27 top lists Check -
436 -
Donnie Darko
2001, in 21 top lists Check -
596 -
The Departed
2006, in 20 top lists Check -
151 -
Rear Window
1954, in 31 top lists Check -
335 -
Fargo
1996, in 27 top lists Check -
378 -
No Country for Old Men
2007, in 23 top lists Check -
398 -
Vertigo
1958, in 42 top lists Check -
633 -
Jurassic Park
1993, in 23 top lists Check -
473 -
Terminator 2: Judgment Day
1991, in 27 top lists Check -
460 -
Sin City
2005, in 10 top lists Check -
129 -
The Usual Suspects
1995, in 24 top lists Check -
594 -
V for Vendetta
2005, in 10 top lists Check -
133 -
Léon
1994 — a.k.a. Léon: The Professional, in 23 top lists Check -
532 -
The Dark Knight Rises
2012, in 7 top lists Check -
231 -
Mulholland Dr.
2001 — a.k.a. Mulholland Drive, in 26 top lists Check -
257 -
Black Swan
2010, in 12 top lists Check -
605 -
The Prestige
2006, in 15 top lists Check -
411 -
Twelve Monkeys
1995 — a.k.a. 12 Monkeys, in 14 top lists Check -
680 -
Die Hard
1988, in 21 top lists Check -
503 -
Chinatown
1974, in 31 top lists Check -
618 -
Jaws
1975, in 28 top lists Check -
617 -
Casino Royale
2006, in 7 top lists Check -
273 -
Oldeuboi
2003 — a.k.a. Oldboy, in 34 top lists Check -
21 -
District 9
2009, in 10 top lists Check -
290 -
Children of Men
2006, in 13 top lists Check -
603 -
The Bourne Identity
2002, in 5 top lists Check -
599 -
The Bourne Ultimatum
2007, in 9 top lists Check -
278 -
The Third Man
1949, in 37 top lists Check -
604 -
Shutter Island
2010, in 8 top lists Check -
713 -
The Bourne Supremacy
2004, in 8 top lists Check -
622 -
The Sixth Sense
1999, in 20 top lists Check -
665 -
Ocean's Eleven
2001, in 6 top lists Check -
2 -
Das Leben der Anderen
2006 — a.k.a. The Lives of Others, in 20 top lists Check -
272 -
Touch of Evil
1958, in 31 top lists Check -
25 -
Yôjinbô
1961 — a.k.a. Yojimbo, in 19 top lists Check -
390 -
Dial M for Murder
1954, in 9 top lists Check -
330 -
Persona
1966, in 25 top lists Check -
187 -
Le salaire de la peur
1953 — a.k.a. The Wages of Fear, in 29 top lists Check -
674 -
Collateral
2004, in 6 top lists Check -
128 -
Amores perros
2000, in 17 top lists Check -
699 -
I Am Legend
2007, in 5 top lists Check -
737 -
Ocean's Twelve
2004, in 4 top lists Check -
745 -
Saw
2004, in 6 top lists Check -
710 -
War of the Worlds
2005, in 5 top lists Check
Last updated on Jun 12, 2017 by kvib; source