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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205 -
Linda Linda Linda
2005, in 2 top lists Check -
437 -
Kiss Kiss Bang Bang
2005, in 4 top lists Check -
447 -
Ashes and Snow
2005, in 2 top lists Check -
460 -
Sin City
2005, in 10 top lists Check -
513 -
Babam ve Oglum
2005 — a.k.a. My Father and My Son, in 4 top lists Check -
567 -
Walk the Line
2005, in 4 top lists Check -
579 -
Batman Begins
2005, in 11 top lists Check -
594 -
V for Vendetta
2005, in 10 top lists Check -
670 -
Harry Potter and the Goblet of Fire
2005, in 4 top lists Check -
677 -
Star Wars: Episode III - Revenge of the Sith
2005, in 6 top lists Check -
684 -
Charlie and the Chocolate Factory
2005, in 4 top lists Check -
688 -
Cinderella Man
2005, in 2 top lists Check -
692 -
Madagascar
2005, in 4 top lists Check -
698 -
King Kong
2005, in 6 top lists Check -
701 -
The Chronicles of Narnia: The Lion, the Witch...
2005, in 4 top lists Check -
710 -
War of the Worlds
2005, in 5 top lists Check -
723 -
Mr. & Mrs. Smith
2005, in 3 top lists Check -
742 -
Hitch
2005, in 2 top lists Check -
765 -
Fantastic Four
2005, in 3 top lists Check
Last updated on Jun 12, 2017 by kvib; source