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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1 -
Arrival
2016, in 11 top lists Check -
58 -
Dangal
2016, in 6 top lists Check -
60 -
Hunt for the Wilderpeople
2016, in 3 top lists Check -
69 -
Manchester by the Sea
2016, in 7 top lists Check -
104 -
Moonlight
2016, in 13 top lists Check -
148 -
Kubo and the Two Strings
2016, in 0 top lists Check -
177 -
Kimi no na wa.
2016 — a.k.a. Your Name., in 12 top lists Check -
220 -
Zootopia
2016, in 6 top lists Check -
309 -
Lion
2016, in 2 top lists Check -
344 -
Hacksaw Ridge
2016, in 6 top lists Check -
409 -
The Nice Guys
2016, in 1 top list Check -
547 -
10 Cloverfield Lane
2016, in 2 top lists Check -
578 -
Deadpool
2016, in 2 top lists Check -
601 -
Captain America: Civil War
2016, in 2 top lists Check -
660 -
Rogue One
2016 — a.k.a. Rogue One: A Star Wars Story, in 2 top lists Check
Last updated on Jun 12, 2017 by kvib; source