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. 547 -

    10 Cloverfield Lane

    2016, in 2 top lists Check
  2. 767 -

    101 Dalmatians

    1996, in 3 top lists Check
  3. 172 -

    12 Angry Men

    1957, in 30 top lists Check
  4. 303 -

    12 Years a Slave

    2013, in 22 top lists Check
  5. 7 -

    2001: A Space Odyssey

    1968, in 45 top lists Check
  6. 258 -

    3 Idiots

    2009, in 3 top lists Check
  7. 725 -

    300

    2006, in 6 top lists Check
  8. 573 -

    (500) Days of Summer

    2009 — a.k.a. 500 Days of Summer, in 3 top lists Check
  9. 407 -

    8½

    1963, in 35 top lists Check
  10. 224 -

    Adaptation.

    2002, in 11 top lists Check
  11. 386 -

    Aguirre, der Zorn Gottes

    1972 — a.k.a. Aguirre, the Wrath of God, in 18 top lists Check
  12. 139 -

    Ah-ga-ssi

    2016 — a.k.a. The Handmaiden, in 13 top lists Check
  13. 558 -

    Airplane!

    1980, in 14 top lists Check
  14. 155 -

    Akahige

    1965 — a.k.a. Red Beard, in 10 top lists Check
  15. 482 -

    Akai tenshi

    1966 — a.k.a. The Red Angel, in 3 top lists Check
  16. 394 -

    Akira

    1988, in 22 top lists Check
  17. 634 -

    Aladdin

    1992, in 14 top lists Check
  18. 149 -

    Alice in den Städten

    1974 — a.k.a. Alice in the Cities, in 10 top lists Check
  19. 732 -

    Alice in Wonderland

    2010, in 3 top lists Check
  20. 530 -

    Alien

    1979, in 30 top lists Check
  21. 260 -

    Aliens

    1986, in 24 top lists Check
  22. 97 -

    All About Eve

    1950, in 25 top lists Check
  23. 537 -

    All Quiet on the Western Front

    1930, in 19 top lists Check
  24. 143 -

    All the President's Men

    1976, in 21 top lists Check
  25. 219 -

    Almost Famous

    2000, in 9 top lists Check
  26. 337 -

    Alone in the Wilderness

    2004, in 2 top lists Check
  27. 20 -

    Amadeus

    1984, in 23 top lists Check
  28. 216 -

    American Beauty

    1999, in 25 top lists Check
  29. 167 -

    American History X

    1998, in 12 top lists Check
  30. 763 -

    American Pie

    1999, in 6 top lists Check
  31. 433 -

    American Psycho

    2000, in 12 top lists Check
  32. 254 -

    Amici miei

    1975, in 2 top lists Check
  33. 128 -

    Amores perros

    2000, in 17 top lists Check
  34. 96 -

    Anatomy of a Murder

    1959, in 13 top lists Check
  35. 271 -

    Anbe Sivam

    2003, in 0 top lists Check
  36. 598 -

    Andaz Apna Apna

    1994, in 0 top lists Check
  37. 33 -

    Andrey Rublyov

    1966 — a.k.a. Andrei Rublev, in 29 top lists Check
  38. 448 -

    Angst

    1983, in 5 top lists Check
  39. 648 -

    Annie Hall

    1977, in 34 top lists Check
  40. 575 -

    Aoi haru

    2001 — a.k.a. Blue Spring, in 1 top list Check
  41. 299 -

    The Apartment

    1960, in 28 top lists Check
  42. 100 -

    Apocalypse Now

    1979, in 37 top lists Check
  43. 236 -

    Apur Sansar

    1959 — a.k.a. The World of Apu, in 19 top lists Check
  44. 770 -

    Armageddon

    1998, in 4 top lists Check
  45. 1 -

    Arrival

    2016, in 11 top lists Check
  46. 112 -

    Aruitemo aruitemo

    2008 — a.k.a. Still Walking, in 7 top lists Check
  47. 410 -

    Ascenseur pour l'échafaud

    1958 — a.k.a. Elevator to the Gallows, in 10 top lists Check
  48. 447 -

    Ashes and Snow

    2005, in 2 top lists Check
  49. 134 -

    Au revoir les enfants

    1987 — a.k.a. Au Revoir les Enfants, in 13 top lists Check
  50. 769 -

    Austin Powers: The Spy Who Shagged Me

    1999, in 4 top lists Check
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Last updated on Jun 12, 2017 by kvib; source