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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7 -
2001: A Space Odyssey
1968, in 45 top lists Check -
514 -
Se7en
1995, in 29 top lists Check -
161 -
Psycho
1960, in 39 top lists Check -
261 -
Memento
2000, in 27 top lists Check -
151 -
Rear Window
1954, in 31 top lists Check -
398 -
Vertigo
1958, in 42 top lists Check -
256 -
Citizen Kane
1941, in 39 top lists Check -
231 -
Mulholland Dr.
2001 — a.k.a. Mulholland Drive, in 26 top lists Check -
59 -
L.A. Confidential
1997, in 27 top lists Check -
605 -
The Prestige
2006, in 15 top lists Check -
411 -
Twelve Monkeys
1995 — a.k.a. 12 Monkeys, in 14 top lists Check -
503 -
Chinatown
1974, in 31 top lists Check -
478 -
The Thing
1982, in 20 top lists Check -
273 -
Oldeuboi
2003 — a.k.a. Oldboy, in 34 top lists Check -
603 -
The Bourne Identity
2002, in 5 top lists Check -
599 -
The Bourne Ultimatum
2007, in 9 top lists Check -
399 -
M - Eine Stadt sucht einen Mörder
1931 — a.k.a. M, in 35 top lists Check -
278 -
The Third Man
1949, in 37 top lists Check -
604 -
Shutter Island
2010, in 8 top lists Check -
622 -
The Sixth Sense
1999, in 20 top lists Check -
577 -
Zodiac
2007, in 14 top lists Check -
639 -
Minority Report
2002, in 8 top lists Check -
472 -
Rebecca
1940, in 23 top lists Check -
401 -
Rashômon
1950 — a.k.a. Rashomon, in 34 top lists Check -
314 -
Blue Velvet
1986, in 27 top lists Check -
269 -
Trois couleurs: Rouge
1994 — a.k.a. Three Colors: Red, in 20 top lists Check -
548 -
Mystic River
2003, in 7 top lists Check -
61 -
Solyaris
1972 — a.k.a. Solaris, in 27 top lists Check -
343 -
Les diaboliques
1955 — a.k.a. Diabolique, in 21 top lists Check -
74 -
Stalker
1979, in 22 top lists Check -
96 -
Anatomy of a Murder
1959, in 12 top lists Check -
650 -
Planet of the Apes
1968, in 16 top lists Check -
745 -
Saw
2004, in 6 top lists Check -
105 -
Gone Girl
2014, in 12 top lists Check -
645 -
The Cabin in the Woods
2011, in 4 top lists Check -
50 -
Tengoku to jigoku
1963 — a.k.a. High and Low, in 16 top lists Check -
740 -
I, Robot
2004, in 3 top lists Check -
425 -
Kôkaku Kidôtai
1995 — a.k.a. Ghost in the Shell, in 12 top lists Check -
752 -
The Da Vinci Code
2006, in 4 top lists Check -
208 -
Mou gaan dou
2002 — a.k.a. Infernal Affairs, in 14 top lists Check -
246 -
Le samouraï
1967 — a.k.a. Le Samouraï, in 20 top lists Check -
108 -
Witness for the Prosecution
1957, in 12 top lists Check -
293 -
Prisoners
2013, in 8 top lists Check -
753 -
National Treasure
2004, in 3 top lists Check -
12 -
Jodaeiye Nader az Simin
2011 — a.k.a. A Separation, in 15 top lists Check -
728 -
The Ring
2002, in 5 top lists Check -
529 -
The Thin Man
1934, in 14 top lists Check -
146 -
El secreto de sus ojos
2009 — a.k.a. The Secret in Their Eyes, in 12 top lists Check -
301 -
In a Lonely Place
1950, in 19 top lists Check -
26 -
Salinui chueok
2003 — a.k.a. Memories of Murder, in 17 top lists Check
Last updated on Jun 12, 2017 by kvib; source