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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640 -
Harry Potter and the Prisoner of Azkaban
2004, in 9 top lists Check -
697 -
Harry Potter and the Chamber of Secrets
2002, in 3 top lists Check -
669 -
Harry Potter and the Sorcerer's Stone
2001, in 5 top lists Check -
561 -
WALL·E
2008, in 26 top lists Check -
670 -
Harry Potter and the Goblet of Fire
2005, in 4 top lists Check -
690 -
Harry Potter and the Order of the Phoenix
2007, in 4 top lists Check -
663 -
Harry Potter and the Half-Blood Prince
2009, in 3 top lists Check -
608 -
Harry Potter and the Deathly Hallows: Part 1
2010, in 4 top lists Check -
156 -
Sen to Chihiro no kamikakushi
2001 — a.k.a. Spirited Away, in 39 top lists Check -
414 -
The Nightmare Before Christmas
1993, in 16 top lists Check -
611 -
The Wizard of Oz
1939, in 38 top lists Check -
291 -
It's a Wonderful Life
1946, in 33 top lists Check -
632 -
Beauty and the Beast
1991, in 19 top lists Check -
379 -
The Princess Bride
1987, in 19 top lists Check -
623 -
E.T. the Extra-Terrestrial
1982, in 30 top lists Check -
212 -
Hauru no ugoku shiro
2004 — a.k.a. Howl's Moving Castle, 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 -
691 -
Snow White and the Seven Dwarfs
1937, in 25 top lists Check -
592 -
The Sound of Music
1965, in 25 top lists Check -
429 -
How to Train Your Dragon
2010, in 11 top lists Check -
687 -
Pinocchio
1940, in 15 top lists Check -
707 -
Bambi
1942, in 13 top lists Check -
658 -
Fantasia
1940, in 20 top lists Check -
684 -
Charlie and the Chocolate Factory
2005, in 4 top lists Check -
716 -
The Little Mermaid
1989, in 8 top lists Check -
768 -
Home Alone
1990, in 6 top lists Check -
512 -
The Kid
1921, in 17 top lists Check -
682 -
The Jungle Book
1967, in 11 top lists Check -
664 -
Willy Wonka & the Chocolate Factory
1971, in 8 top lists Check -
651 -
Mulan
1998, in 5 top lists Check -
701 -
The Chronicles of Narnia: The Lion, the Witch...
2005, in 4 top lists Check -
667 -
Despicable Me
2010, in 3 top lists Check -
732 -
Alice in Wonderland
2010, in 3 top lists Check -
721 -
Mrs. Doubtfire
1993, in 6 top lists Check -
747 -
Jumanji
1995, in 3 top lists Check -
759 -
Home Alone 2: Lost in New York
1992, in 3 top lists Check -
643 -
Babe
1995, in 12 top lists Check -
570 -
Hachi: A Dog's Tale
2009, in 4 top lists Check -
160 -
Ôkami kodomo no Ame to Yuki
2012 — a.k.a. Wolf Children, in 7 top lists Check -
486 -
Flåklypa Grand Prix
1975 — a.k.a. The Pinchcliffe Grand Prix, in 6 top lists Check -
506 -
The Cameraman
1928, in 13 top lists Check -
241 -
Khane-ye doust kodjast?
1987 — a.k.a. Where Is the Friend's House?, in 15 top lists Check -
185 -
Song of the Sea
2014, in 7 top lists Check -
286 -
Bacheha-Ye aseman
1997 — a.k.a. Children of Heaven, in 10 top lists Check -
144 -
Taare Zameen Par
2007 — a.k.a. Like Stars on Earth, in 3 top lists Check -
377 -
Yoyo
1965, in 2 top lists Check -
598 -
Andaz Apna Apna
1994, in 0 top lists Check -
423 -
L'homme qui plantait des arbres
1987 — a.k.a. The Man Who Planted Trees, in 8 top lists Check -
217 -
Rang-e khoda
1999 — a.k.a. The Color of Paradise, in 4 top lists Check
Last updated on Jun 12, 2017 by kvib; source