My predicted ratings

My predicted ratings's icon

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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  1. 3 -

    Full Metal Jacket

    1987, in 18 top lists Check
  2. 4 -

    The Pianist

    2002, in 21 top lists Check
  3. 19 -

    Idi i smotri

    1985 — a.k.a. Come and See, in 28 top lists Check
  4. 22 -

    Incendies

    2010, in 10 top lists Check
  5. 29 -

    L'armée des ombres

    1969 — a.k.a. Army of Shadows, in 18 top lists Check
  6. 31 -

    Underground

    1995, in 12 top lists Check
  7. 34 -

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

    1956 — a.k.a. A Man Escaped, in 20 top lists Check
  8. 54 -

    La battaglia di Algeri

    1966 — a.k.a. The Battle of Algiers, in 29 top lists Check
  9. 70 -

    Kagemusha

    1980, in 10 top lists Check
  10. 79 -

    Az ötödik pecsét

    1976 — a.k.a. The Fifth Seal, in 4 top lists Check
  11. 81 -

    Ningen no jôken

    1961 — a.k.a. The Human Condition III: A Soldier's Prayer, in 12 top lists Check
  12. 87 -

    The Deer Hunter

    1978, in 26 top lists Check
  13. 100 -

    Apocalypse Now

    1979, in 37 top lists Check
  14. 103 -

    Paths of Glory

    1957, in 26 top lists Check
  15. 106 -

    Hotaru no haka

    1988 — a.k.a. Grave of the Fireflies, in 21 top lists Check
  16. 122 -

    Threads

    1984, in 4 top lists Check
  17. 132 -

    The Thin Red Line

    1998, in 14 top lists Check
  18. 134 -

    Au revoir les enfants

    1987 — a.k.a. Au Revoir les Enfants, in 13 top lists Check
  19. 152 -

    Ningen no jôken

    1959 — a.k.a. The Human Condition I: No Greater Love, in 13 top lists Check
  20. 171 -

    Ningen no jôken

    1959 — a.k.a. The Human Condition II: Road to Eternity, in 12 top lists Check
  21. 174 -

    Mandariinid

    2013 — a.k.a. Tangerines, in 6 top lists Check
  22. 193 -

    Judgment at Nuremberg

    1961, in 7 top lists Check
  23. 202 -

    To Be or Not to Be

    1942, in 24 top lists Check
  24. 221 -

    Voskhozhdenie

    1977 — a.k.a. The Ascent, in 14 top lists Check
  25. 237 -

    Saving Private Ryan

    1998, in 28 top lists Check
  26. 239 -

    The Bridge on the River Kwai

    1957, in 32 top lists Check
  27. 249 -

    Camp de Thiaroye

    1988, in 6 top lists Check
  28. 250 -

    Lektionen in Finsternis

    1992 — a.k.a. Lessons of Darkness, in 6 top lists Check
  29. 264 -

    The Life and Death of Colonel Blimp

    1943, in 16 top lists Check
  30. 274 -

    Inglourious Basterds

    2009, in 18 top lists Check
  31. 292 -

    Proverka na dorogakh

    1986 — a.k.a. Trial on the Road, in 5 top lists Check
  32. 294 -

    Roma città aperta

    1945 — a.k.a. Rome, Open City, in 23 top lists Check
  33. 313 -

    Letyat zhuravli

    1957 — a.k.a. The Cranes Are Flying, in 17 top lists Check
  34. 347 -

    Ivanovo detstvo

    1962 — a.k.a. Ivan's Childhood, in 12 top lists Check
  35. 370 -

    Patton

    1970, in 13 top lists Check
  36. 393 -

    The Best Years of Our Lives

    1946, in 30 top lists Check
  37. 400 -

    Casablanca

    1942, in 39 top lists Check
  38. 430 -

    The Great Dictator

    1940, in 25 top lists Check
  39. 435 -

    The Big Parade

    1925, in 13 top lists Check
  40. 442 -

    Taegukgi hwinalrimyeo

    2004 — a.k.a. Tae Guk Gi: The Brotherhood of War, in 3 top lists Check
  41. 446 -

    Platoon

    1986, in 21 top lists Check
  42. 453 -

    Hotel Rwanda

    2004, in 10 top lists Check
  43. 479 -

    Ballada o soldate

    1959 — a.k.a. Ballad of a Soldier, in 16 top lists Check
  44. 482 -

    Akai tenshi

    1966 — a.k.a. The Red Angel, in 4 top lists Check
  45. 499 -

    Kocár do Vídne

    1966 — a.k.a. Carriage to Vienna, in 4 top lists Check
  46. 524 -

    El laberinto del fauno

    2006 — a.k.a. Pan's Labyrinth, in 33 top lists Check
  47. 534 -

    La grande illusion

    1937 — a.k.a. The Grand Illusion, in 30 top lists Check
  48. 537 -

    All Quiet on the Western Front

    1930, in 19 top lists Check
  49. 554 -

    Bronenosets Potemkin

    1925 — a.k.a. Battleship Potemkin, in 27 top lists Check
  50. 565 -

    The Killing Fields

    1984, in 12 top lists Check
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Last updated on Jun 12, 2017 by kvib; source