My predicted ratings
Created by kvib.
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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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10 -
Ran
1985, in 25 top lists Check -
21 -
District 9
2009, in 10 top lists Check -
41 -
Logan
2017, in 9 top lists Check -
92 -
Mad Max: Fury Road
2015, in 23 top lists Check -
110 -
Shichinin no samurai
1954 — a.k.a. Seven Samurai, in 36 top lists Check -
138 -
Heat
1995, in 23 top lists Check -
147 -
Wonder Woman
2017, in 4 top lists Check -
203 -
Seppuku
1962 — a.k.a. Hara-Kiri, in 16 top lists Check -
220 -
Zootopia
2016, in 7 top lists Check -
232 -
Per qualche dollaro in più
1965 — a.k.a. For a Few Dollars More, in 11 top lists Check -
235 -
Tekkon kinkurîto
2006 — a.k.a. Tekkonkinkreet, in 4 top lists Check -
237 -
Saving Private Ryan
1998, in 28 top lists Check -
243 -
Dai-bosatsu tôge
1966 — a.k.a. The Sword of Doom, in 5 top lists Check -
244 -
Guardians of the Galaxy
2014, in 3 top lists Check -
253 -
Shin seiki Evangelion Gekijô-ban: Air/Magokoro...
1997 — a.k.a. Neon Genesis Evangelion: The End of Evangelion, in 8 top lists Check -
255 -
Serbuan maut
2011 — a.k.a. The Raid: Redemption, in 2 top lists Check -
260 -
Aliens
1986, in 24 top lists Check -
275 -
Ying xiong
2002 — a.k.a. Hero, in 6 top lists Check -
284 -
North by Northwest
1959, in 30 top lists Check -
327 -
Rush
2013, in 6 top lists Check -
336 -
Tropa de Elite 2: O Inimigo Agora é Outro
2010 — a.k.a. Elite Squad: The Enemy Within, in 1 top list Check -
338 -
Ip Man
2008, in 3 top lists Check -
375 -
Tropa de Elite
2007 — a.k.a. Elite Squad, in 3 top lists Check -
385 -
Kill Bill: Vol. 2
2004, in 9 top lists Check -
387 -
Sholay
1975 — a.k.a. Embers, in 12 top lists Check -
394 -
Akira
1988, in 22 top lists Check -
396 -
Indiana Jones and the Temple of Doom
1984, in 11 top lists Check -
422 -
Raiders of the Lost Ark
1981 — a.k.a. Indiana Jones and the Raiders of the Lost Ark, in 29 top lists Check -
425 -
Kôkaku Kidôtai
1995 — a.k.a. Ghost in the Shell, in 12 top lists Check -
437 -
Kiss Kiss Bang Bang
2005, in 4 top lists Check -
442 -
Taegukgi hwinalrimyeo
2004 — a.k.a. Tae Guk Gi: The Brotherhood of War, in 3 top lists Check -
462 -
Gladiator
2000, in 25 top lists Check -
463 -
Tsubaki Sanjûrô
1962 — a.k.a. Sanjuro, in 7 top lists Check -
469 -
Scott Pilgrim vs. the World
2010, in 6 top lists Check -
470 -
Edge of Tomorrow
2014, in 3 top lists Check -
473 -
Terminator 2: Judgment Day
1991, in 27 top lists Check -
484 -
Guardians of the Galaxy Vol. 2
2017, in 2 top lists Check -
491 -
Evangelion Shin Gekijôban: Ha
2009 — a.k.a. Evangelion: 2.0 You Can (Not) Advance, in 1 top list Check -
492 -
Indiana Jones and the Last Crusade
1989, in 16 top lists Check -
502 -
Star Wars: Episode V - The Empire Strikes Back
1980, in 25 top lists Check -
507 -
John Wick
2014, in 3 top lists Check -
528 -
Tombstone
1993, in 2 top lists Check -
532 -
The Dark Knight Rises
2012, in 7 top lists Check -
536 -
Wo hu cang long
2000 — a.k.a. Crouching Tiger, Hidden Dragon, in 27 top lists Check -
540 -
The General
1926, in 33 top lists Check -
560 -
The Matrix
1999, in 30 top lists Check -
563 -
The Avengers
2012, in 7 top lists Check -
571 -
Star Wars
1977, in 40 top lists Check -
578 -
Deadpool
2016, in 2 top lists Check -
579 -
Batman Begins
2005, in 11 top lists Check
Last updated on Jun 12, 2017 by kvib; source