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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530 -
Alien
1979, in 30 top lists Check -
466 -
The Shining
1980, in 28 top lists Check -
161 -
Psycho
1960, in 39 top lists Check -
209 -
Shaun of the Dead
2004, in 13 top lists Check -
478 -
The Thing
1982, in 20 top lists Check -
569 -
The Exorcist
1973, in 27 top lists Check -
635 -
Zombieland
2009, in 2 top lists Check -
330 -
Persona
1966, in 25 top lists Check -
343 -
Les diaboliques
1955 — a.k.a. Diabolique, in 21 top lists Check -
458 -
Evil Dead II
1987, in 9 top lists Check -
745 -
Saw
2004, in 6 top lists Check -
645 -
The Cabin in the Woods
2011, in 4 top lists Check -
518 -
Das Cabinet des Dr. Caligari
1920 — a.k.a. The Cabinet of Dr. Caligari, in 30 top lists Check -
179 -
What Ever Happened to Baby Jane?
1962, in 15 top lists Check -
728 -
The Ring
2002, in 5 top lists Check -
551 -
The VVitch: A New-England Folktale
2015 — a.k.a. The Witch, in 4 top lists Check -
242 -
Possession
1981, in 7 top lists Check -
392 -
Seconds
1966, in 10 top lists Check -
163 -
Spalovac mrtvol
1969 — a.k.a. The Cremator, in 12 top lists Check -
328 -
Only Lovers Left Alive
2013, in 4 top lists Check -
448 -
Angst
1983, in 6 top lists Check -
516 -
Krysar
1986 — a.k.a. The Pied Piper, in 1 top list Check -
562 -
Panna a netvor
1978 — a.k.a. Beauty and the Beast, in 2 top lists Check -
192 -
Shura
1971 — a.k.a. Demons, in 4 top lists Check -
443 -
Giorgino
1994, in 0 top lists Check
Last updated on Jun 12, 2017 by kvib; source