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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42 -
Kaguya-hime no monogatari
2013 — a.k.a. The Tale of The Princess Kaguya, in 8 top lists Check -
120 -
The Fall
2006, in 6 top lists Check -
141 -
La montaña sagrada
1973 — a.k.a. The Holy Mountain, in 9 top lists Check -
142 -
Sanatorium pod Klepsydra
1973 — a.k.a. The Hourglass Sanatorium, in 7 top lists Check -
147 -
Wonder Woman
2017, in 4 top lists Check -
168 -
El espíritu de la colmena
1973 — a.k.a. The Spirit of the Beehive, in 21 top lists Check -
185 -
Song of the Sea
2014, in 7 top lists Check -
186 -
Rekopis znaleziony w Saragossie
1965 — a.k.a. The Saragossa Manuscript, in 8 top lists Check -
189 -
Monty Python and the Holy Grail
1975, in 23 top lists Check -
195 -
Ordet
1955, in 21 top lists Check -
196 -
Mr. Nobody
2009, in 4 top lists Check -
213 -
Der Himmel über Berlin
1987 — a.k.a. Wings of Desire, in 21 top lists Check -
218 -
Mononoke-hime
1997 — a.k.a. Princess Mononoke, in 18 top lists Check -
225 -
Being John Malkovich
1999, in 14 top lists Check -
263 -
El ángel exterminador
1962 — a.k.a. The Exterminating Angel, in 19 top lists Check -
291 -
It's a Wonderful Life
1946, in 33 top lists Check -
320 -
Den-en ni shisu
1974 — a.k.a. Pastoral: To Die in the Country, in 3 top lists Check -
333 -
A Matter of Life and Death
1946, in 22 top lists Check -
346 -
Duelle (une quarantaine)
1976 — a.k.a. Duelle, in 2 top lists Check -
349 -
Tonari no Totoro
1988 — a.k.a. My Neighbor Totoro, in 23 top lists Check -
362 -
Brand Upon the Brain! A Remembrance in 12 Chapters
2006 — a.k.a. Brand Upon the Brain!, in 2 top lists Check -
372 -
Fehérlófia
1981 — a.k.a. Son of the White Mare, in 5 top lists Check -
376 -
La double vie de Véronique
1991 — a.k.a. The Double Life of Véronique, in 12 top lists Check -
382 -
Det sjunde inseglet
1957 — a.k.a. The Seventh Seal, in 25 top lists Check -
383 -
Groundhog Day
1993, in 22 top lists Check -
389 -
The Green Mile
1999, in 15 top lists Check -
407 -
8½
1963, in 35 top lists Check -
412 -
Kaze no Tani no Nausicaä
1984 — a.k.a. Nausicaä of the Valley of the Wind, in 10 top lists Check -
414 -
The Nightmare Before Christmas
1993, in 15 top lists Check -
421 -
Survive Style 5+
2004, in 4 top lists Check -
452 -
Tot samyy Myunkhgauzen
1980 — a.k.a. The Very Same Munchhausen, in 3 top lists Check -
457 -
Tenshi no tamago
1985 — a.k.a. Angel's Egg, in 4 top lists Check -
459 -
Combat d'amour en songe
2000 — a.k.a. Love Torn in a Dream, in 2 top lists Check -
485 -
Sherlock Jr.
1924, in 24 top lists Check -
502 -
Star Wars: Episode V - The Empire Strikes Back
1980, in 25 top lists Check -
516 -
Krysar
1986 — a.k.a. The Pied Piper, in 1 top list Check -
524 -
El laberinto del fauno
2006 — a.k.a. Pan's Labyrinth, in 33 top lists Check -
531 -
Harry Potter and the Deathly Hallows: Part 2
2011, in 10 top lists Check -
545 -
Valerie a týden divu
1970 — a.k.a. Valerie and Her Week of Wonders, in 8 top lists Check -
546 -
Edward Scissorhands
1990, in 10 top lists Check -
549 -
Prezít svuj zivot (teorie a praxe)
2010 — a.k.a. Surviving Life, in 2 top lists Check -
556 -
Big Fish
2003, in 7 top lists Check -
562 -
Panna a netvor
1978 — a.k.a. Beauty and the Beast, in 2 top lists Check -
564 -
The Tree of Life
2011, in 13 top lists Check -
571 -
Star Wars
1977, in 40 top lists Check -
600 -
The Curious Case of Benjamin Button
2008, in 6 top lists Check -
607 -
Star Wars: Episode VII - The Force Awakens
2015, in 4 top lists Check -
608 -
Harry Potter and the Deathly Hallows: Part 1
2010, in 4 top lists Check -
611 -
The Wizard of Oz
1939, in 37 top lists Check -
614 -
Shinboru
2009 — a.k.a. Symbol, in 1 top list Check
Last updated on Jun 12, 2017 by kvib; source