My predicted ratings

My predicted ratings's icon

Created by kvib.

Favorited 0 times, 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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  1. 1 -

    Arrival

    2016, in 6 top lists Check
  2. 2 -

    Das Leben der Anderen

    2006 — a.k.a. The Lives of Others, in 17 top lists Check
  3. 3 -

    Full Metal Jacket

    1987, in 17 top lists Check
  4. 4 -

    The Pianist

    2002, in 19 top lists Check
  5. 5 -

    The Grand Budapest Hotel

    2014, in 12 top lists Check
  6. 6 -

    Spotlight

    2015, in 9 top lists Check
  7. 7 -

    2001: A Space Odyssey

    1968, in 42 top lists Check
  8. 8 -

    Kis Uykusu

    2014 — a.k.a. Winter Sleep, in 4 top lists Check
  9. 9 -

    Cidade de Deus

    2002 — a.k.a. City of God, in 21 top lists Check
  10. 10 -

    Ran

    1985, in 23 top lists Check
  11. 11 -

    Werckmeister harmóniák

    2000 — a.k.a. Werckmeister Harmonies, in 12 top lists Check
  12. 12 -

    Jodaeiye Nader az Simin

    2011 — a.k.a. A Separation, in 12 top lists Check
  13. 13 -

    Ikiru

    1952, in 22 top lists Check
  14. 14 -

    Interstellar

    2014, in 9 top lists Check
  15. 15 -

    Ex Machina

    2014, in 4 top lists Check
  16. 16 -

    Drive

    2011, in 4 top lists Check
  17. 17 -

    Le trou

    1960 — a.k.a. Le Trou, in 13 top lists Check
  18. 18 -

    Schindler's List

    1993, in 31 top lists Check
  19. 19 -

    Idi i smotri

    1985 — a.k.a. Come and See, in 23 top lists Check
  20. 20 -

    Amadeus

    1984, in 21 top lists Check
  21. 21 -

    District 9

    2009, in 9 top lists Check
  22. 22 -

    Incendies

    2010, in 8 top lists Check
  23. 23 -

    The Salt of the Earth

    2014, in 3 top lists Check
  24. 24 -

    The Big Short

    2015, in 3 top lists Check
  25. 25 -

    Yôjinbô

    1961 — a.k.a. Yojimbo, in 20 top lists Check
  26. 26 -

    Salinui chueok

    2003 — a.k.a. Memories of Murder, in 13 top lists Check
  27. 27 -

    Zerkalo

    1975 — a.k.a. The Mirror, in 12 top lists Check
  28. 28 -

    Nuovo Cinema Paradiso

    1988 — a.k.a. Cinema Paradiso, in 17 top lists Check
  29. 29 -

    L'armée des ombres

    1969 — a.k.a. Army of Shadows, in 16 top lists Check
  30. 30 -

    Indagine su un cittadino al di sopra di ogni...

    1970 — a.k.a. Investigation of a Citizen Above Suspicion, in 8 top lists Check
  31. 31 -

    Underground

    1995, in 9 top lists Check
  32. 32 -

    Il buono, il brutto, il cattivo

    1966 — a.k.a. The Good, the Bad and the Ugly, in 24 top lists Check
  33. 33 -

    Andrey Rublev

    1966 — a.k.a. Andrei Rublev, in 28 top lists Check
  34. 34 -

    Un condamné à mort s'est échappé ou Le vent...

    1956 — a.k.a. A Man Escaped, in 17 top lists Check
  35. 35 -

    El abrazo de la serpiente

    2015 — a.k.a. Embrace of the Serpent, in 2 top lists Check
  36. 36 -

    Rocco e i suoi fratelli

    1960 — a.k.a. Rocco and His Brothers, in 18 top lists Check
  37. 37 -

    A torinói ló

    2011 — a.k.a. The Turin Horse, in 6 top lists Check
  38. 38 -

    Du rififi chez les hommes

    1955 — a.k.a. Rififi, in 17 top lists Check
  39. 39 -

    La grande bellezza

    2013 — a.k.a. The Great Beauty, in 7 top lists Check
  40. 40 -

    Jôi-uchi: Hairyô tsuma shimatsu

    1967 — a.k.a. Samurai Rebellion, in 5 top lists Check
  41. 41 -

    Logan

    2017, in 8 top lists Check
  42. 42 -

    Kaguyahime no monogatari

    2013 — a.k.a. The Tale of the Princess Kaguya, in 5 top lists Check
  43. 43 -

    Jagten

    2012 — a.k.a. The Hunt, in 7 top lists Check
  44. 44 -

    Bir Zamanlar Anadolu'da

    2011 — a.k.a. Once Upon a Time in Anatolia, in 6 top lists Check
  45. 45 -

    Festen

    1998 — a.k.a. The Celebration, in 15 top lists Check
  46. 46 -

    Whiplash

    2014, in 9 top lists Check
  47. 47 -

    Cool Hand Luke

    1967, in 12 top lists Check
  48. 48 -

    The Straight Story

    1999, in 10 top lists Check
  49. 49 -

    Jeanne Dielman, 23, quai du commerce, 1080...

    1975 — a.k.a. Jeanne Dielman, 23 Commerce Quay, 1080 Brussels, in 9 top lists Check
  50. 50 -

    Tengoku to jigoku

    1963 — a.k.a. High and Low, in 14 top lists Check