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.

Remove ads

Filter

  1. 624 -

    The Dark Knight

    2008, in 27 top lists Check
  2. 627 -

    The Lord of the Rings: The Fellowship of the Ring

    2001, in 31 top lists Check
  3. 454 -

    Pulp Fiction

    1994, in 38 top lists Check
  4. 656 -

    The Lord of the Rings: The Return of the King

    2003, in 29 top lists Check
  5. 628 -

    The Lord of the Rings: The Two Towers

    2002, in 26 top lists Check
  6. 467 -

    Fight Club

    1999, in 19 top lists Check
  7. 590 -

    Inception

    2010, in 21 top lists Check
  8. 450 -

    The Godfather

    1972, in 42 top lists Check
  9. 7 -

    2001: A Space Odyssey

    1968, in 45 top lists Check
  10. 571 -

    Star Wars

    1977, in 40 top lists Check
  11. 538 -

    The Shawshank Redemption

    1994, in 24 top lists Check
  12. 274 -

    Inglourious Basterds

    2009, in 18 top lists Check
  13. 204 -

    The Godfather Part II

    1974, in 32 top lists Check
  14. 355 -

    A Clockwork Orange

    1971, in 37 top lists Check
  15. 579 -

    Batman Begins

    2005, in 11 top lists Check
  16. 530 -

    Alien

    1979, in 30 top lists Check
  17. 502 -

    Star Wars: Episode V - The Empire Strikes Back

    1980, in 25 top lists Check
  18. 494 -

    Reservoir Dogs

    1992, in 26 top lists Check
  19. 560 -

    The Matrix

    1999, in 30 top lists Check
  20. 582 -

    Kill Bill: Vol. 1

    2003, in 18 top lists Check
  21. 466 -

    The Shining

    1980, in 28 top lists Check
  22. 653 -

    The Big Lebowski

    1998, in 26 top lists Check
  23. 400 -

    Casablanca

    1942, in 39 top lists Check
  24. 295 -

    Blade Runner

    1982, in 36 top lists Check
  25. 32 -

    Il buono, il brutto, il cattivo

    1966 — a.k.a. The Good, the Bad and the Ugly, in 28 top lists Check
  26. 514 -

    Se7en

    1995, in 29 top lists Check
  27. 647 -

    Star Wars: Episode VI - Return of the Jedi

    1983, in 18 top lists Check
  28. 496 -

    The Silence of the Lambs

    1991, in 36 top lists Check
  29. 542 -

    Back to the Future

    1985, in 25 top lists Check
  30. 65 -

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

    1964, in 37 top lists Check
  31. 161 -

    Psycho

    1960, in 39 top lists Check
  32. 260 -

    Aliens

    1986, in 24 top lists Check
  33. 200 -

    Goodfellas

    1990, in 31 top lists Check
  34. 100 -

    Apocalypse Now

    1979, in 37 top lists Check
  35. 385 -

    Kill Bill: Vol. 2

    2004, in 9 top lists Check
  36. 261 -

    Memento

    2000, in 27 top lists Check
  37. 3 -

    Full Metal Jacket

    1987, in 18 top lists Check
  38. 557 -

    Eternal Sunshine of the Spotless Mind

    2004, in 28 top lists Check
  39. 216 -

    American Beauty

    1999, in 25 top lists Check
  40. 436 -

    Donnie Darko

    2001, in 21 top lists Check
  41. 109 -

    Taxi Driver

    1976, in 34 top lists Check
  42. 596 -

    The Departed

    2006, in 20 top lists Check
  43. 151 -

    Rear Window

    1954, in 31 top lists Check
  44. 335 -

    Fargo

    1996, in 27 top lists Check
  45. 378 -

    No Country for Old Men

    2007, in 23 top lists Check
  46. 524 -

    El laberinto del fauno

    2006 — a.k.a. Pan's Labyrinth, in 33 top lists Check
  47. 398 -

    Vertigo

    1958, in 42 top lists Check
  48. 304 -

    One Flew Over the Cuckoo's Nest

    1975, in 35 top lists Check
  49. 256 -

    Citizen Kane

    1941, in 39 top lists Check
  50. 422 -

    Raiders of the Lost Ark

    1981 — a.k.a. Indiana Jones and the Raiders of the Lost Ark, in 29 top lists Check
Remove ads
Show all 773 movies

Last updated on Jun 12, 2017 by kvib; source