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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31 -
Underground
1995, in 9 top lists Check -
129 -
The Usual Suspects
1995, in 24 top lists Check -
138 -
Heat
1995, in 23 top lists Check -
322 -
Before Sunrise
1995, in 14 top lists Check -
326 -
La haine
1995 — a.k.a. La Haine, in 15 top lists Check -
340 -
Dilwale Dulhania Le Jayenge
1995, in 5 top lists Check -
411 -
Twelve Monkeys
1995 — a.k.a. 12 Monkeys, in 14 top lists Check -
425 -
Kôkaku Kidôtai
1995 — a.k.a. Ghost in the Shell, in 12 top lists Check -
439 -
Braveheart
1995, in 19 top lists Check -
465 -
Casino
1995, in 11 top lists Check -
490 -
Salam Cinema
1995 — a.k.a. Hello Cinema, in 6 top lists Check -
514 -
Se7en
1995, in 29 top lists Check -
610 -
Toy Story
1995, in 25 top lists Check -
643 -
Babe
1995, in 12 top lists Check -
736 -
Pocahontas
1995, in 3 top lists Check -
747 -
Jumanji
1995, in 3 top lists Check
Last updated on Jun 12, 2017 by kvib; source