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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3 -
Full Metal Jacket
1987, in 18 top lists Check -
4 -
The Pianist
2002, in 21 top lists Check -
19 -
Idi i smotri
1985 — a.k.a. Come and See, in 28 top lists Check -
22 -
Incendies
2010, in 10 top lists Check -
29 -
L'armée des ombres
1969 — a.k.a. Army of Shadows, in 18 top lists Check -
31 -
Underground
1995, in 12 top lists Check -
34 -
Un condamné à mort s'est échappé ou Le vent...
1956 — a.k.a. A Man Escaped, in 20 top lists Check -
54 -
La battaglia di Algeri
1966 — a.k.a. The Battle of Algiers, in 29 top lists Check -
70 -
Kagemusha
1980, in 10 top lists Check -
79 -
Az ötödik pecsét
1976 — a.k.a. The Fifth Seal, in 4 top lists Check -
81 -
Ningen no jôken
1961 — a.k.a. The Human Condition III: A Soldier's Prayer, in 12 top lists Check -
87 -
The Deer Hunter
1978, in 26 top lists Check -
100 -
Apocalypse Now
1979, in 37 top lists Check -
103 -
Paths of Glory
1957, in 26 top lists Check -
106 -
Hotaru no haka
1988 — a.k.a. Grave of the Fireflies, in 21 top lists Check -
122 -
Threads
1984, in 4 top lists Check -
132 -
The Thin Red Line
1998, in 14 top lists Check -
134 -
Au revoir les enfants
1987 — a.k.a. Au Revoir les Enfants, in 13 top lists Check -
152 -
Ningen no jôken
1959 — a.k.a. The Human Condition I: No Greater Love, in 13 top lists Check -
171 -
Ningen no jôken
1959 — a.k.a. The Human Condition II: Road to Eternity, in 12 top lists Check -
174 -
Mandariinid
2013 — a.k.a. Tangerines, in 6 top lists Check -
193 -
Judgment at Nuremberg
1961, in 7 top lists Check -
202 -
To Be or Not to Be
1942, in 24 top lists Check -
221 -
Voskhozhdenie
1977 — a.k.a. The Ascent, in 14 top lists Check -
237 -
Saving Private Ryan
1998, in 28 top lists Check -
239 -
The Bridge on the River Kwai
1957, in 32 top lists Check -
249 -
Camp de Thiaroye
1988, in 6 top lists Check -
250 -
Lektionen in Finsternis
1992 — a.k.a. Lessons of Darkness, in 6 top lists Check -
264 -
The Life and Death of Colonel Blimp
1943, in 16 top lists Check -
274 -
Inglourious Basterds
2009, in 18 top lists Check -
292 -
Proverka na dorogakh
1986 — a.k.a. Trial on the Road, in 5 top lists Check -
294 -
Roma città aperta
1945 — a.k.a. Rome, Open City, in 23 top lists Check -
313 -
Letyat zhuravli
1957 — a.k.a. The Cranes Are Flying, in 17 top lists Check -
347 -
Ivanovo detstvo
1962 — a.k.a. Ivan's Childhood, in 12 top lists Check -
370 -
Patton
1970, in 13 top lists Check -
393 -
The Best Years of Our Lives
1946, in 30 top lists Check -
400 -
Casablanca
1942, in 39 top lists Check -
430 -
The Great Dictator
1940, in 25 top lists Check -
435 -
The Big Parade
1925, in 13 top lists Check -
442 -
Taegukgi hwinalrimyeo
2004 — a.k.a. Tae Guk Gi: The Brotherhood of War, in 3 top lists Check -
446 -
Platoon
1986, in 21 top lists Check -
453 -
Hotel Rwanda
2004, in 10 top lists Check -
479 -
Ballada o soldate
1959 — a.k.a. Ballad of a Soldier, in 16 top lists Check -
482 -
Akai tenshi
1966 — a.k.a. The Red Angel, in 4 top lists Check -
499 -
Kocár do Vídne
1966 — a.k.a. Carriage to Vienna, in 4 top lists Check -
524 -
El laberinto del fauno
2006 — a.k.a. Pan's Labyrinth, in 33 top lists Check -
534 -
La grande illusion
1937 — a.k.a. The Grand Illusion, in 30 top lists Check -
537 -
All Quiet on the Western Front
1930, in 19 top lists Check -
554 -
Bronenosets Potemkin
1925 — a.k.a. Battleship Potemkin, in 27 top lists Check -
565 -
The Killing Fields
1984, in 12 top lists Check
Last updated on Jun 12, 2017 by kvib; source