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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6 -
Spotlight
2015, in 8 top lists Check -
18 -
Schindler's List
1993, in 35 top lists Check -
20 -
Amadeus
1984, in 23 top lists Check -
33 -
Andrey Rublyov
1966 — a.k.a. Andrei Rublev, in 29 top lists Check -
40 -
Jôi-uchi: Hairyô tsuma shimatsu
1967 — a.k.a. Samurai Rebellion, in 8 top lists Check -
57 -
Der Untergang
2004 — a.k.a. Downfall, in 14 top lists Check -
70 -
Kagemusha
1980, in 10 top lists Check -
76 -
In the Name of the Father
1993, in 7 top lists Check -
81 -
Ningen no jôken
1961 — a.k.a. The Human Condition III: A Soldier's Prayer, in 12 top lists Check -
86 -
Pride
2014, in 3 top lists Check -
91 -
Il gattopardo
1963 — a.k.a. The Leopard, in 18 top lists Check -
121 -
Barry Lyndon
1975, in 24 top lists Check -
143 -
All the President's Men
1976, in 21 top lists Check -
150 -
In Cold Blood
1967, in 8 top lists Check -
171 -
Ningen no jôken
1959 — a.k.a. The Human Condition II: Road to Eternity, in 12 top lists Check -
181 -
Z
1969, in 17 top lists Check -
184 -
Inherit the Wind
1960, in 4 top lists Check -
197 -
Marketa Lazarová
1967, in 9 top lists Check -
203 -
Seppuku
1962 — a.k.a. Hara-Kiri, in 16 top lists Check -
214 -
Edvard Munch
1974, in 9 top lists Check -
238 -
La passion de Jeanne d'Arc
1928 — a.k.a. The Passion of Joan of Arc, in 27 top lists Check -
267 -
Tini zabutykh predkiv
1965 — a.k.a. Shadows of Forgotten Ancestors, in 12 top lists Check -
279 -
The King's Speech
2010, in 13 top lists Check -
303 -
12 Years a Slave
2013, in 22 top lists Check -
307 -
Jeder für sich und Gott gegen alle
1974 — a.k.a. The Enigma of Kaspar Hauser, in 11 top lists Check -
344 -
Hacksaw Ridge
2016, in 6 top lists Check -
352 -
The Lion in Winter
1968, in 4 top lists Check -
365 -
Il vangelo secondo Matteo
1964 — a.k.a. The Gospel According to St. Matthew, in 14 top lists Check -
386 -
Aguirre, der Zorn Gottes
1972 — a.k.a. Aguirre, the Wrath of God, in 18 top lists Check -
408 -
The Right Stuff
1983, in 13 top lists Check -
439 -
Braveheart
1995, in 19 top lists Check -
453 -
Hotel Rwanda
2004, in 10 top lists Check -
483 -
The Great Escape
1963, in 14 top lists Check -
521 -
A Man for All Seasons
1966, in 14 top lists Check -
528 -
Tombstone
1993, in 2 top lists Check -
535 -
Intolerance: Love's Struggle Throughout the Ages
1916, in 24 top lists Check -
543 -
Becket
1964, in 5 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 -
566 -
JFK
1991, in 13 top lists Check -
587 -
A Night to Remember
1958, in 3 top lists Check -
589 -
Letters from Iwo Jima
2006, in 5 top lists Check -
597 -
Rang De Basanti
2006, in 0 top lists Check -
602 -
Glory
1989, in 5 top lists Check -
646 -
Gandhi
1982, in 15 top lists Check
Last updated on Jun 12, 2017 by kvib; source