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 17 top lists Check -
25 -
Yôjinbô
1961 — a.k.a. Yojimbo, in 19 top lists Check -
31 -
Underground
1995, in 9 top lists Check -
39 -
La grande bellezza
2013 — a.k.a. The Great Beauty, in 11 top lists Check -
55 -
Relatos salvajes
2014 — a.k.a. Wild Tales, in 8 top lists Check -
60 -
Hunt for the Wilderpeople
2016, in 3 top lists Check -
65 -
Dr. Strangelove or: How I Learned to Stop...
1964, in 37 top lists Check -
68 -
The Sting
1973, in 17 top lists Check -
71 -
Over the Garden Wall
2014, in 2 top lists Check -
77 -
La dolce vita
1960 — a.k.a. La Dolce Vita, in 22 top lists Check -
80 -
Dom za vesanje
1988 — a.k.a. Time of the Gypsies, in 8 top lists Check -
86 -
Pride
2014, in 3 top lists Check -
89 -
C'eravamo tanto amati
1974 — a.k.a. We All Loved Each Other So Much, in 5 top lists Check -
102 -
Suzumiya Haruhi no shôshitsu
2010 — a.k.a. The Disappearance of Haruhi Suzumiya, in 2 top lists Check -
111 -
Love Streams
1984, in 8 top lists Check -
126 -
La vita è bella
1997 — a.k.a. Life Is Beautiful, in 22 top lists Check -
137 -
Snatch
2000, in 11 top lists Check -
158 -
Birdman or (The Unexpected Virtue of Ignorance)
2014, in 8 top lists Check -
164 -
Life of Brian
1979 — a.k.a. Monty Python's Life of Brian, in 18 top lists Check -
166 -
Cha no aji
2004 — a.k.a. The Taste of Tea, in 2 top lists Check -
182 -
Chung Hing sam lam
1994 — a.k.a. Chungking Express, in 19 top lists Check -
189 -
Monty Python and the Holy Grail
1975, in 23 top lists Check -
198 -
La La Land
2016, in 18 top lists Check -
199 -
It's Such a Beautiful Day
2012, in 6 top lists Check -
202 -
To Be or Not to Be
1942, in 24 top lists Check -
205 -
Linda Linda Linda
2005, in 2 top lists Check -
209 -
Shaun of the Dead
2004, in 13 top lists Check -
211 -
Mary and Max.
2009 — a.k.a. Mary and Max, in 6 top lists Check -
215 -
Intouchables
2011 — a.k.a. The Intouchables, in 7 top lists Check -
224 -
Adaptation.
2002, in 11 top lists Check -
225 -
Being John Malkovich
1999, in 14 top lists Check -
251 -
What We Do in the Shadows
2014, in 7 top lists Check -
254 -
Amici miei
1975, in 2 top lists Check -
258 -
3 Idiots
2009, in 3 top lists Check -
259 -
Ernest et Célestine
2012 — a.k.a. Ernest & Celestine, in 4 top lists Check -
263 -
El ángel exterminador
1962 — a.k.a. The Exterminating Angel, in 19 top lists Check -
266 -
Some Like It Hot
1959, in 35 top lists Check -
270 -
The Graduate
1967, in 29 top lists Check -
271 -
Anbe Sivam
2003, in 0 top lists Check -
280 -
Noon o Goldoon
1996 — a.k.a. A Moment of Innocence, in 9 top lists Check -
285 -
Crna macka, beli macor
1998 — a.k.a. Black Cat, White Cat, in 4 top lists Check -
288 -
Young Frankenstein
1974, in 14 top lists Check -
289 -
Dazed and Confused
1993, in 7 top lists Check -
299 -
The Apartment
1960, in 28 top lists Check -
316 -
Hot Fuzz
2007, in 5 top lists Check -
323 -
Kikujirô no natsu
1999 — a.k.a. Kikujiro, in 6 top lists Check -
324 -
Little Miss Sunshine
2006, in 7 top lists Check -
325 -
Il sorpasso
1962 — a.k.a. The Easy Life, in 7 top lists Check -
332 -
Sedmikrásky
1966 — a.k.a. Daisies, in 19 top lists Check -
340 -
Dilwale Dulhania Le Jayenge
1995, in 5 top lists Check
Last updated on Jun 12, 2017 by kvib; source