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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5 -
The Grand Budapest Hotel
2014, in 16 top lists Check -
14 -
Interstellar
2014, in 13 top lists Check -
35 -
El abrazo de la serpiente
2015 — a.k.a. Embrace of the Serpent, in 6 top lists Check -
71 -
Over the Garden Wall
2014, in 2 top lists Check -
83 -
Fitzcarraldo
1982, in 14 top lists Check -
92 -
Mad Max: Fury Road
2015, in 23 top lists Check -
93 -
Dersu Uzala
1975, in 11 top lists Check -
110 -
Shichinin no samurai
1954 — a.k.a. Seven Samurai, in 36 top lists Check -
120 -
The Fall
2006, in 6 top lists Check -
121 -
Barry Lyndon
1975, in 24 top lists Check -
147 -
Wonder Woman
2017, in 4 top lists Check -
156 -
Sen to Chihiro no kamikakushi
2001 — a.k.a. Spirited Away, in 39 top lists Check -
178 -
Lawrence of Arabia
1962, in 40 top lists Check -
186 -
Rekopis znaleziony w Saragossie
1965 — a.k.a. The Saragossa Manuscript, in 8 top lists Check -
187 -
Le salaire de la peur
1953 — a.k.a. The Wages of Fear, in 29 top lists Check -
189 -
Monty Python and the Holy Grail
1975, in 23 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 -
220 -
Zootopia
2016, in 7 top lists Check -
235 -
Tekkon kinkurîto
2006 — a.k.a. Tekkonkinkreet, in 4 top lists Check -
239 -
The Bridge on the River Kwai
1957, in 32 top lists Check -
244 -
Guardians of the Galaxy
2014, in 3 top lists Check -
260 -
Aliens
1986, in 24 top lists Check -
266 -
Some Like It Hot
1959, in 35 top lists Check -
271 -
Anbe Sivam
2003, in 0 top lists Check -
274 -
Inglourious Basterds
2009, in 17 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 -
297 -
Lagaan: Once Upon a Time in India
2001, in 8 top lists Check -
319 -
Into the Wild
2007, in 10 top lists Check -
324 -
Little Miss Sunshine
2006, in 7 top lists Check -
334 -
The Revenant
2015, in 11 top lists Check -
345 -
Inside Out
2015, in 17 top lists Check -
371 -
Neotpravlennoe pismo
1960 — a.k.a. Letter Never Sent, in 4 top lists Check -
372 -
Fehérlófia
1981 — a.k.a. Son of the White Mare, in 5 top lists Check -
379 -
The Princess Bride
1987, in 19 top lists Check -
384 -
The Martian
2015, in 5 top lists Check -
386 -
Aguirre, der Zorn Gottes
1972 — a.k.a. Aguirre, the Wrath of God, in 18 top lists Check -
387 -
Sholay
1975 — a.k.a. Embers, in 11 top lists Check -
391 -
O Brother, Where Art Thou?
2000, in 6 top lists Check -
396 -
Indiana Jones and the Temple of Doom
1984, in 11 top lists Check -
408 -
The Right Stuff
1983, in 13 top lists Check -
412 -
Kaze no Tani no Nausicaä
1984 — a.k.a. Nausicaä of the Valley of the Wind, in 9 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 -
429 -
How to Train Your Dragon
2010, in 11 top lists Check -
431 -
The Treasure of the Sierra Madre
1948, in 25 top lists Check -
438 -
The Lego Movie
2014, in 5 top lists Check -
440 -
Panique au village
2009 — a.k.a. A Town Called Panic, in 2 top lists Check -
441 -
Stand by Me
1986, in 11 top lists Check -
443 -
Giorgino
1994, in 0 top lists Check
Last updated on Jun 12, 2017 by kvib; source