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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627 -
The Lord of the Rings: The Fellowship of the Ring
2001, in 31 top lists Check -
436 -
Donnie Darko
2001, in 21 top lists Check -
669 -
Harry Potter and the Sorcerer's Stone
2001, in 5 top lists Check -
360 -
Le fabuleux destin d'Amélie Poulain
2001 — a.k.a. Amélie, in 27 top lists Check -
156 -
Sen to Chihiro no kamikakushi
2001 — a.k.a. Spirited Away, in 39 top lists Check -
231 -
Mulholland Dr.
2001 — a.k.a. Mulholland Drive, in 26 top lists Check -
621 -
Monsters, Inc.
2001, in 14 top lists Check -
418 -
The Royal Tenenbaums
2001, in 8 top lists Check -
665 -
Ocean's Eleven
2001, in 6 top lists Check -
689 -
Shrek
2001, in 14 top lists Check -
474 -
A Beautiful Mind
2001, in 12 top lists Check -
772 -
The Mummy Returns
2001, in 3 top lists Check -
297 -
Lagaan: Once Upon a Time in India
2001, in 8 top lists Check -
539 -
Dil Chahta Hai
2001, in 2 top lists Check -
201 -
Riri Shushu no subete
2001 — a.k.a. All About Lily Chou-Chou, in 3 top lists Check -
575 -
Aoi haru
2001 — a.k.a. Blue Spring, in 1 top list Check -
159 -
Lavoura Arcaica
2001 — a.k.a. To the Left of the Father, in 4 top lists Check
Last updated on Jun 12, 2017 by kvib; source