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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22 -
Incendies
2010, in 10 top lists Check -
102 -
Suzumiya Haruhi no shôshitsu
2010 — a.k.a. The Disappearance of Haruhi Suzumiya, in 2 top lists Check -
130 -
José e Pilar
2010 — a.k.a. José and Pilar, in 2 top lists Check -
257 -
Black Swan
2010, in 12 top lists Check -
279 -
The King's Speech
2010, in 13 top lists Check -
317 -
Kokuhaku
2010 — a.k.a. Confessions, in 3 top lists Check -
336 -
Tropa de Elite 2: O Inimigo Agora é Outro
2010 — a.k.a. Elite Squad: The Enemy Within, in 1 top list Check -
413 -
The Social Network
2010, in 13 top lists Check -
429 -
How to Train Your Dragon
2010, in 11 top lists Check -
469 -
Scott Pilgrim vs. the World
2010, in 6 top lists Check -
549 -
Prezít svuj zivot (teorie a praxe)
2010 — a.k.a. Surviving Life, in 2 top lists Check -
572 -
Toy Story 3
2010, in 16 top lists Check -
590 -
Inception
2010, in 21 top lists Check -
604 -
Shutter Island
2010, in 8 top lists Check -
608 -
Harry Potter and the Deathly Hallows: Part 1
2010, in 4 top lists Check -
620 -
Kick-Ass
2010, in 1 top list Check -
631 -
Third Star
2010, in 0 top lists Check -
667 -
Despicable Me
2010, in 3 top lists Check -
686 -
Iron Man 2
2010, in 3 top lists Check -
732 -
Alice in Wonderland
2010, in 3 top lists Check
Last updated on Jun 12, 2017 by kvib; source