My predicted ratings
Created by kvib.
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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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18 -
Schindler's List
1993, in 35 top lists Check -
237 -
Saving Private Ryan
1998, in 28 top lists Check -
359 -
Catch Me If You Can
2002, in 9 top lists Check -
396 -
Indiana Jones and the Temple of Doom
1984, in 11 top lists Check -
422 -
Raiders of the Lost Ark
1981 — a.k.a. Indiana Jones and the Raiders of the Lost Ark, in 29 top lists Check -
492 -
Indiana Jones and the Last Crusade
1989, in 16 top lists Check -
618 -
Jaws
1975, in 29 top lists Check -
623 -
E.T. the Extra-Terrestrial
1982, in 31 top lists Check -
633 -
Jurassic Park
1993, in 23 top lists Check -
639 -
Minority Report
2002, in 8 top lists Check -
710 -
War of the Worlds
2005, in 5 top lists Check -
730 -
Indiana Jones and the Kingdom of the Crystal Skull
2008, in 5 top lists Check -
756 -
The Lost World: Jurassic Park
1997, in 4 top lists Check
Last updated on Jun 12, 2017 by kvib; source