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.
Pssst, want to check out the My predicted ratings list in our new look?
Filter
-
274 -
Inglourious Basterds
2009, in 17 top lists Check -
663 -
Harry Potter and the Half-Blood Prince
2009, in 3 top lists Check -
480 -
Up
2009, in 16 top lists Check -
21 -
District 9
2009, in 10 top lists Check -
644 -
Avatar
2009, in 14 top lists Check -
581 -
Star Trek
2009, in 4 top lists Check -
573 -
(500) Days of Summer
2009 — a.k.a. 500 Days of Summer, in 3 top lists Check -
451 -
Moon
2009, in 5 top lists Check -
522 -
Fantastic Mr. Fox
2009, in 9 top lists Check -
681 -
Sherlock Holmes
2009, in 3 top lists Check -
685 -
The Hangover
2009, in 5 top lists Check -
635 -
Zombieland
2009, in 2 top lists Check -
652 -
A Serious Man
2009, in 8 top lists Check -
211 -
Mary and Max.
2009 — a.k.a. Mary and Max, in 6 top lists Check -
146 -
El secreto de sus ojos
2009 — a.k.a. The Secret in Their Eyes, in 12 top lists Check -
570 -
Hachi: A Dog's Tale
2009, in 4 top lists Check -
196 -
Mr. Nobody
2009, in 4 top lists Check -
258 -
3 Idiots
2009, in 3 top lists Check -
491 -
Evangelion Shin Gekijôban: Ha
2009 — a.k.a. Evangelion: 2.0 You Can (Not) Advance, in 1 top list Check -
78 -
Darbareye Elly
2009 — a.k.a. About Elly, in 5 top lists Check -
366 -
Kimssi pyoryugi
2009 — a.k.a. Castaway on the Moon, in 4 top lists Check -
440 -
Panique au village
2009 — a.k.a. A Town Called Panic, in 2 top lists Check -
614 -
Shinboru
2009 — a.k.a. Symbol, in 1 top list Check -
403 -
Keshtzar haye sepid
2009 — a.k.a. The White Meadows, in 2 top lists Check
Last updated on Jun 12, 2017 by kvib; source