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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12 -
Jodaeiye Nader az Simin
2011 — a.k.a. A Separation, in 15 top lists Check -
16 -
Drive
2011, in 8 top lists Check -
37 -
A torinói ló
2011 — a.k.a. The Turin Horse, in 8 top lists Check -
44 -
Bir Zamanlar Anadolu'da
2011 — a.k.a. Once Upon a Time in Anatolia, in 8 top lists Check -
215 -
Intouchables
2011 — a.k.a. The Intouchables, in 7 top lists Check -
226 -
Samsara
2011, in 4 top lists Check -
228 -
Oslo, 31. august
2011 — a.k.a. Oslo, August 31st, in 3 top lists Check -
245 -
Girl Walk: All Day
2011, in 2 top lists Check -
248 -
Warrior
2011, in 4 top lists Check -
255 -
Serbuan maut
2011 — a.k.a. The Raid: Redemption, in 2 top lists Check -
380 -
Medianeras
2011 — a.k.a. Sidewalls, in 2 top lists Check -
395 -
Sseo-ni
2011 — a.k.a. Sunny, in 2 top lists Check -
531 -
Harry Potter and the Deathly Hallows: Part 2
2011, in 9 top lists Check -
541 -
The Help
2011, in 6 top lists Check -
564 -
The Tree of Life
2011, in 13 top lists Check -
638 -
X: First Class
2011 — a.k.a. X-Men: First Class, in 3 top lists Check
Last updated on Jun 12, 2017 by kvib; source