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. 535 -

    Intolerance: Love's Struggle Throughout the Ages

    1916, in 24 top lists Check
  2. 518 -

    Das Cabinet des Dr. Caligari

    1920 — a.k.a. The Cabinet of Dr. Caligari, in 30 top lists Check
  3. 512 -

    The Kid

    1921, in 17 top lists Check
  4. 527 -

    Safety Last!

    1923, in 16 top lists Check
  5. 485 -

    Sherlock Jr.

    1924, in 24 top lists Check
  6. 435 -

    The Big Parade

    1925, in 13 top lists Check
  7. 554 -

    Bronenosets Potemkin

    1925 — a.k.a. Battleship Potemkin, in 27 top lists Check
  8. 497 -

    The Gold Rush

    1925, in 30 top lists Check
  9. 540 -

    The General

    1926, in 33 top lists Check
  10. 427 -

    Metropolis

    1927, in 36 top lists Check
  11. 509 -

    Sunrise: A Song of Two Humans

    1927 — a.k.a. Sunrise, in 36 top lists Check
  12. 506 -

    The Cameraman

    1928, in 13 top lists Check
  13. 238 -

    La passion de Jeanne d'Arc

    1928 — a.k.a. The Passion of Joan of Arc, in 27 top lists Check
  14. 568 -

    Lucky Star

    1929, in 5 top lists Check
  15. 537 -

    All Quiet on the Western Front

    1930, in 19 top lists Check
  16. 510 -

    City Lights

    1931, in 34 top lists Check
  17. 399 -

    M - Eine Stadt sucht einen Mörder

    1931 — a.k.a. M, in 35 top lists Check
  18. 523 -

    Trouble in Paradise

    1932, in 17 top lists Check
  19. 493 -

    It Happened One Night

    1934, in 29 top lists Check
  20. 529 -

    The Thin Man

    1934, in 14 top lists Check
  21. 455 -

    Modern Times

    1936, in 30 top lists Check
  22. 534 -

    La grande illusion

    1937 — a.k.a. The Grand Illusion, in 30 top lists Check
  23. 505 -

    Make Way for Tomorrow

    1937, in 16 top lists Check
  24. 691 -

    Snow White and the Seven Dwarfs

    1937, in 25 top lists Check
  25. 432 -

    Mr. Smith Goes to Washington

    1939, in 16 top lists Check
  26. 611 -

    The Wizard of Oz

    1939, in 38 top lists Check
  27. 658 -

    Fantasia

    1940, in 20 top lists Check
  28. 525 -

    The Grapes of Wrath

    1940, in 24 top lists Check
  29. 430 -

    The Great Dictator

    1940, in 25 top lists Check
  30. 687 -

    Pinocchio

    1940, in 15 top lists Check
  31. 472 -

    Rebecca

    1940, in 23 top lists Check
  32. 256 -

    Citizen Kane

    1941, in 39 top lists Check
  33. 476 -

    The Maltese Falcon

    1941, in 27 top lists Check
  34. 707 -

    Bambi

    1942, in 13 top lists Check
  35. 400 -

    Casablanca

    1942, in 39 top lists Check
  36. 202 -

    To Be or Not to Be

    1942, in 24 top lists Check
  37. 264 -

    The Life and Death of Colonel Blimp

    1943, in 16 top lists Check
  38. 356 -

    Double Indemnity

    1944, in 37 top lists Check
  39. 481 -

    Laura

    1944, in 21 top lists Check
  40. 526 -

    To Have and Have Not

    1944, in 16 top lists Check
  41. 281 -

    Les enfants du paradis

    1945 — a.k.a. Children of Paradise, in 21 top lists Check
  42. 294 -

    Roma città aperta

    1945 — a.k.a. Rome, Open City, in 23 top lists Check
  43. 393 -

    The Best Years of Our Lives

    1946, in 30 top lists Check
  44. 291 -

    It's a Wonderful Life

    1946, in 33 top lists Check
  45. 333 -

    A Matter of Life and Death

    1946, in 22 top lists Check
  46. 311 -

    Ladri di biciclette

    1948 — a.k.a. Bicycle Thieves, in 36 top lists Check
  47. 445 -

    Letter from an Unknown Woman

    1948, in 15 top lists Check
  48. 431 -

    The Treasure of the Sierra Madre

    1948, in 25 top lists Check
  49. 140 -

    Banshun

    1949 — a.k.a. Late Spring, in 16 top lists Check
  50. 278 -

    The Third Man

    1949, in 37 top lists Check
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Last updated on Jun 12, 2017 by kvib; source