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.
Pssst, want to check out the My predicted ratings list in our new look?
Filter
-
4 -
The Pianist
2002, in 21 top lists Check -
9 -
Cidade de Deus
2002 — a.k.a. City of God, in 22 top lists Check -
107 -
Tasogare Seibei
2002 — a.k.a. The Twilight Samurai, in 10 top lists Check -
208 -
Mou gaan dou
2002 — a.k.a. Infernal Affairs, in 14 top lists Check -
224 -
Adaptation.
2002, in 11 top lists Check -
275 -
Ying xiong
2002 — a.k.a. Hero, in 6 top lists Check -
359 -
Catch Me If You Can
2002, in 9 top lists Check -
461 -
Punch-Drunk Love
2002, in 12 top lists Check -
588 -
Jibeuro
2002 — a.k.a. The Way Home, in 2 top lists Check -
603 -
The Bourne Identity
2002, in 5 top lists Check -
628 -
The Lord of the Rings: The Two Towers
2002, in 26 top lists Check -
639 -
Minority Report
2002, in 8 top lists Check -
642 -
Interstate 60: Episodes of the Road
2002, in 1 top list Check -
694 -
Spider-Man
2002, in 7 top lists Check -
695 -
Lilo & Stitch
2002, in 6 top lists Check -
697 -
Harry Potter and the Chamber of Secrets
2002, in 3 top lists Check -
705 -
Star Wars: Episode II - Attack of the Clones
2002, in 4 top lists Check -
711 -
Ice Age
2002, in 5 top lists Check -
728 -
The Ring
2002, in 5 top lists Check -
751 -
Men in Black II
2002, in 3 top lists Check
Last updated on Jun 12, 2017 by kvib; source