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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90 -
Le scaphandre et le papillon
2007 — a.k.a. The Diving Bell and the Butterfly, in 7 top lists Check -
144 -
Taare Zameen Par
2007 — a.k.a. Like Stars on Earth, in 3 top lists Check -
170 -
Persepolis
2007, in 9 top lists Check -
312 -
Sigur Rós: Heima
2007, in 3 top lists Check -
316 -
Hot Fuzz
2007, in 5 top lists Check -
319 -
Into the Wild
2007, in 10 top lists Check -
375 -
Tropa de Elite
2007 — a.k.a. Elite Squad, in 3 top lists Check -
378 -
No Country for Old Men
2007, in 23 top lists Check -
420 -
There Will Be Blood
2007, in 20 top lists Check -
495 -
The Man from Earth
2007, in 1 top list Check -
577 -
Zodiac
2007, in 14 top lists Check -
599 -
The Bourne Ultimatum
2007, in 9 top lists Check -
649 -
Ratatouille
2007, in 14 top lists Check -
671 -
Juno
2007, in 12 top lists Check -
678 -
The Simpsons Movie
2007, in 3 top lists Check -
690 -
Harry Potter and the Order of the Phoenix
2007, in 4 top lists Check -
699 -
I Am Legend
2007, in 5 top lists Check -
715 -
Superbad
2007, in 5 top lists Check -
724 -
Pirates of the Caribbean: At World's End
2007, in 3 top lists Check -
731 -
Spider-Man 3
2007, in 3 top lists Check -
733 -
Transformers
2007, in 4 top lists Check -
749 -
Shrek the Third
2007, in 3 top lists Check
Last updated on Jun 12, 2017 by kvib; source