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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4 -
The Pianist
2002, in 21 top lists Check -
6 -
Spotlight
2015, in 8 top lists Check -
18 -
Schindler's List
1993, in 35 top lists Check -
20 -
Amadeus
1984, in 24 top lists Check -
23 -
The Salt of the Earth
2014, in 4 top lists Check -
24 -
The Big Short
2015, in 4 top lists Check -
27 -
Zerkalo
1975 — a.k.a. Mirror, in 14 top lists Check -
33 -
Andrey Rublyov
1966 — a.k.a. Andrei Rublev, in 29 top lists Check -
48 -
The Straight Story
1999, in 10 top lists Check -
57 -
Der Untergang
2004 — a.k.a. Downfall, in 14 top lists Check -
58 -
Dangal
2016, in 6 top lists Check -
76 -
In the Name of the Father
1993, in 7 top lists Check -
83 -
Fitzcarraldo
1982, in 14 top lists Check -
90 -
Le scaphandre et le papillon
2007 — a.k.a. The Diving Bell and the Butterfly, in 7 top lists Check -
93 -
Dersu Uzala
1975, in 11 top lists Check -
130 -
José e Pilar
2010 — a.k.a. José and Pilar, in 2 top lists Check -
134 -
Au revoir les enfants
1987 — a.k.a. Au Revoir les Enfants, in 13 top lists Check -
143 -
All the President's Men
1976, in 21 top lists Check -
145 -
The Elephant Man
1980, in 16 top lists Check -
170 -
Persepolis
2007, in 9 top lists Check -
178 -
Lawrence of Arabia
1962, in 40 top lists Check -
200 -
Goodfellas
1990, in 31 top lists Check -
214 -
Edvard Munch
1974, in 9 top lists Check -
215 -
Intouchables
2011 — a.k.a. The Intouchables, in 7 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 -
279 -
The King's Speech
2010, in 13 top lists Check -
287 -
Dallas Buyers Club
2013, in 2 top lists Check -
303 -
12 Years a Slave
2013, in 22 top lists Check -
306 -
Papillon
1973, in 6 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 -
319 -
Into the Wild
2007, in 10 top lists Check -
327 -
Rush
2013, in 6 top lists Check -
338 -
Ip Man
2008, in 4 top lists Check -
344 -
Hacksaw Ridge
2016, in 6 top lists Check -
353 -
Raging Bull
1980, in 34 top lists Check -
357 -
Mar adentro
2004 — a.k.a. The Sea Inside, in 5 top lists Check -
359 -
Catch Me If You Can
2002, in 9 top lists Check -
365 -
Il vangelo secondo Matteo
1964 — a.k.a. The Gospel According to St. Matthew, in 14 top lists Check -
370 -
Patton
1970, in 13 top lists Check -
373 -
The Wolf of Wall Street
2013, in 13 top lists Check -
405 -
Butch Cassidy and the Sundance Kid
1969, in 21 top lists Check -
413 -
The Social Network
2010, in 13 top lists Check -
439 -
Braveheart
1995, in 19 top lists Check -
464 -
Straight Outta Compton
2015, in 4 top lists Check -
465 -
Casino
1995, in 11 top lists Check -
474 -
A Beautiful Mind
2001, in 12 top lists Check -
521 -
A Man for All Seasons
1966, in 14 top lists Check -
543 -
Becket
1964, in 5 top lists Check -
552 -
Spartacus
1960, in 19 top lists Check -
567 -
Walk the Line
2005, in 4 top lists Check
Last updated on Jun 12, 2017 by kvib; source