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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261 -
Memento
2000, in 27 top lists Check -
462 -
Gladiator
2000, in 25 top lists Check -
123 -
Requiem for a Dream
2000, in 21 top lists Check -
137 -
Snatch
2000, in 11 top lists Check -
708 -
X-Men
2000, in 5 top lists Check -
433 -
American Psycho
2000, in 12 top lists Check -
391 -
O Brother, Where Art Thou?
2000, in 6 top lists Check -
536 -
Wo hu cang long
2000 — a.k.a. Crouching Tiger, Hidden Dragon, in 27 top lists Check -
219 -
Almost Famous
2000, in 9 top lists Check -
188 -
Fa yeung nin wah
2000 — a.k.a. In the Mood for Love, in 30 top lists Check -
128 -
Amores perros
2000, in 17 top lists Check -
615 -
Cast Away
2000, in 3 top lists Check -
56 -
Yi yi
2000 — a.k.a. Yi Yi: A One and a Two..., in 19 top lists Check -
741 -
Meet the Parents
2000, in 4 top lists Check -
773 -
Scary Movie
2000, in 5 top lists Check -
762 -
Charlie's Angels
2000, in 2 top lists Check -
11 -
Werckmeister harmóniák
2000 — a.k.a. Werckmeister Harmonies, in 12 top lists Check -
626 -
Hera Pheri
2000, in 0 top lists Check -
459 -
Combat d'amour en songe
2000 — a.k.a. Love Torn in a Dream, in 2 top lists Check
Last updated on Jun 12, 2017 by kvib; source