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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725 -
300
2006, in 6 top lists Check -
719 -
Borat: Cultural Learnings of America for Make...
2006, in 8 top lists Check -
362 -
Brand Upon the Brain! A Remembrance in 12 Chapters
2006 — a.k.a. Brand Upon the Brain!, in 2 top lists Check -
703 -
Cars
2006, in 3 top lists Check -
617 -
Casino Royale
2006, in 7 top lists Check -
290 -
Children of Men
2006, in 12 top lists Check -
760 -
Click
2006, in 3 top lists Check -
752 -
The Da Vinci Code
2006, in 4 top lists Check -
2 -
Das Leben der Anderen
2006 — a.k.a. The Lives of Others, in 20 top lists Check -
596 -
The Departed
2006, in 20 top lists Check -
696 -
The Devil Wears Prada
2006, in 3 top lists Check -
524 -
El laberinto del fauno
2006 — a.k.a. Pan's Labyrinth, in 33 top lists Check -
120 -
The Fall
2006, in 6 top lists Check -
726 -
Ice Age: The Meltdown
2006, in 3 top lists Check -
589 -
Letters from Iwo Jima
2006, in 5 top lists Check -
324 -
Little Miss Sunshine
2006, in 7 top lists Check -
755 -
Night at the Museum
2006, in 3 top lists Check -
722 -
Pirates of the Caribbean: Dead Man's Chest
2006, in 4 top lists Check -
605 -
The Prestige
2006, in 15 top lists Check -
675 -
The Pursuit of Happyness
2006, in 3 top lists Check -
597 -
Rang De Basanti
2006, in 0 top lists Check -
235 -
Tekkon kinkurîto
2006 — a.k.a. Tekkonkinkreet, in 4 top lists Check -
729 -
X-Men: The Last Stand
2006, in 3 top lists Check
Last updated on Jun 12, 2017 by kvib; source