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. 454 -

    Pulp Fiction

    1994, in 38 top lists Check
  2. 450 -

    The Godfather

    1972, in 42 top lists Check
  3. 7 -

    2001: A Space Odyssey

    1968, in 45 top lists Check
  4. 161 -

    Psycho

    1960, in 39 top lists Check
  5. 627 -

    The Lord of the Rings: The Fellowship of the Ring

    2001, in 31 top lists Check
  6. 466 -

    The Shining

    1980, in 28 top lists Check
  7. 295 -

    Blade Runner

    1982, in 36 top lists Check
  8. 256 -

    Citizen Kane

    1941, in 39 top lists Check
  9. 355 -

    A Clockwork Orange

    1971, in 37 top lists Check
  10. 571 -

    Star Wars

    1977, in 40 top lists Check
  11. 109 -

    Taxi Driver

    1976, in 34 top lists Check
  12. 530 -

    Alien

    1979, in 30 top lists Check
  13. 100 -

    Apocalypse Now

    1979, in 37 top lists Check
  14. 624 -

    The Dark Knight

    2008, in 27 top lists Check
  15. 398 -

    Vertigo

    1958, in 42 top lists Check
  16. 656 -

    The Lord of the Rings: The Return of the King

    2003, in 29 top lists Check
  17. 467 -

    Fight Club

    1999, in 19 top lists Check
  18. 496 -

    The Silence of the Lambs

    1991, in 36 top lists Check
  19. 400 -

    Casablanca

    1942, in 39 top lists Check
  20. 560 -

    The Matrix

    1999, in 30 top lists Check
  21. 156 -

    Sen to Chihiro no kamikakushi

    2001 — a.k.a. Spirited Away, in 39 top lists Check
  22. 200 -

    Goodfellas

    1990, in 31 top lists Check
  23. 590 -

    Inception

    2010, in 21 top lists Check
  24. 204 -

    The Godfather Part II

    1974, in 32 top lists Check
  25. 502 -

    Star Wars: Episode V - The Empire Strikes Back

    1980, in 25 top lists Check
  26. 65 -

    Dr. Strangelove or: How I Learned to Stop...

    1964, in 37 top lists Check
  27. 151 -

    Rear Window

    1954, in 31 top lists Check
  28. 542 -

    Back to the Future

    1985, in 25 top lists Check
  29. 110 -

    Shichinin no samurai

    1954 — a.k.a. Seven Samurai, in 36 top lists Check
  30. 618 -

    Jaws

    1975, in 28 top lists Check
  31. 18 -

    Schindler's List

    1993, in 35 top lists Check
  32. 557 -

    Eternal Sunshine of the Spotless Mind

    2004, in 28 top lists Check
  33. 628 -

    The Lord of the Rings: The Two Towers

    2002, in 26 top lists Check
  34. 538 -

    The Shawshank Redemption

    1994, in 24 top lists Check
  35. 304 -

    One Flew Over the Cuckoo's Nest

    1975, in 35 top lists Check
  36. 231 -

    Mulholland Dr.

    2001 — a.k.a. Mulholland Drive, in 26 top lists Check
  37. 514 -

    Se7en

    1995, in 29 top lists Check
  38. 444 -

    Singin' in the Rain

    1952, in 37 top lists Check
  39. 422 -

    Raiders of the Lost Ark

    1981 — a.k.a. Indiana Jones and the Raiders of the Lost Ark, in 29 top lists Check
  40. 32 -

    Il buono, il brutto, il cattivo

    1966 — a.k.a. The Good, the Bad and the Ugly, in 28 top lists Check
  41. 190 -

    Sunset Blvd.

    1950 — a.k.a. Sunset Boulevard, in 35 top lists Check
  42. 172 -

    12 Angry Men

    1957, in 30 top lists Check
  43. 261 -

    Memento

    2000, in 27 top lists Check
  44. 335 -

    Fargo

    1996, in 27 top lists Check
  45. 503 -

    Chinatown

    1974, in 31 top lists Check
  46. 524 -

    El laberinto del fauno

    2006 — a.k.a. Pan's Labyrinth, in 33 top lists Check
  47. 494 -

    Reservoir Dogs

    1992, in 26 top lists Check
  48. 378 -

    No Country for Old Men

    2007, in 23 top lists Check
  49. 178 -

    Lawrence of Arabia

    1962, in 40 top lists Check
  50. 611 -

    The Wizard of Oz

    1939, in 38 top lists Check
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Last updated on Jun 12, 2017 by kvib; source