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
-
561 -
WALL·E
2008, in 26 top lists Check -
610 -
Toy Story
1995, in 25 top lists Check -
156 -
Sen to Chihiro no kamikakushi
2001 — a.k.a. Spirited Away, in 39 top lists Check -
520 -
The Lion King
1994, in 24 top lists Check -
414 -
The Nightmare Before Christmas
1993, in 16 top lists Check -
572 -
Toy Story 3
2010, in 16 top lists Check -
630 -
Finding Nemo
2003, in 17 top lists Check -
659 -
The Incredibles
2004, in 13 top lists Check -
480 -
Up
2009, in 16 top lists Check -
621 -
Monsters, Inc.
2001, in 14 top lists Check -
632 -
Beauty and the Beast
1991, in 19 top lists Check -
662 -
Toy Story 2
1999, in 12 top lists Check -
212 -
Hauru no ugoku shiro
2004 — a.k.a. Howl's Moving Castle, in 18 top lists Check -
218 -
Mononoke-hime
1997 — a.k.a. Princess Mononoke, in 18 top lists Check -
349 -
Tonari no Totoro
1988 — a.k.a. My Neighbor Totoro, in 23 top lists Check -
649 -
Ratatouille
2007, in 14 top lists Check -
634 -
Aladdin
1992, in 14 top lists Check -
689 -
Shrek
2001, in 14 top lists Check -
691 -
Snow White and the Seven Dwarfs
1937, in 25 top lists Check -
522 -
Fantastic Mr. Fox
2009, in 9 top lists Check -
429 -
How to Train Your Dragon
2010, in 11 top lists Check -
619 -
Who Framed Roger Rabbit
1988, in 16 top lists Check -
687 -
Pinocchio
1940, in 15 top lists Check -
394 -
Akira
1988, in 22 top lists Check -
106 -
Hotaru no haka
1988 — a.k.a. Grave of the Fireflies, in 21 top lists Check -
707 -
Bambi
1942, in 13 top lists Check -
658 -
Fantasia
1940, in 20 top lists Check -
717 -
Shrek 2
2004, in 4 top lists Check -
716 -
The Little Mermaid
1989, in 8 top lists Check -
711 -
Ice Age
2002, in 5 top lists Check -
712 -
A Bug's Life
1998, in 4 top lists Check -
682 -
The Jungle Book
1967, in 11 top lists Check -
412 -
Kaze no Tani no Nausicaä
1984 — a.k.a. Nausicaä of the Valley of the Wind, in 10 top lists Check -
678 -
The Simpsons Movie
2007, in 3 top lists Check -
703 -
Cars
2006, in 3 top lists Check -
651 -
Mulan
1998, in 5 top lists Check -
586 -
The Iron Giant
1999, in 14 top lists Check -
425 -
Kôkaku Kidôtai
1995 — a.k.a. Ghost in the Shell, in 12 top lists Check -
667 -
Despicable Me
2010, in 3 top lists Check -
345 -
Inside Out
2015, in 18 top lists Check -
438 -
The Lego Movie
2014, in 5 top lists Check -
683 -
Kung Fu Panda
2008, in 4 top lists Check -
702 -
One Hundred and One Dalmatians
1961, in 8 top lists Check -
693 -
Tarzan
1999, in 4 top lists Check -
736 -
Pocahontas
1995, in 3 top lists Check -
170 -
Persepolis
2007, in 9 top lists Check -
709 -
Hercules
1997, in 4 top lists Check -
211 -
Mary and Max.
2009 — a.k.a. Mary and Max, in 6 top lists Check -
695 -
Lilo & Stitch
2002, in 6 top lists Check -
220 -
Zootopia
2016, in 6 top lists Check
Last updated on Jun 12, 2017 by kvib; source