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. 10 -

    Ran

    1985, in 25 top lists Check
  2. 21 -

    District 9

    2009, in 10 top lists Check
  3. 41 -

    Logan

    2017, in 9 top lists Check
  4. 92 -

    Mad Max: Fury Road

    2015, in 23 top lists Check
  5. 110 -

    Shichinin no samurai

    1954 — a.k.a. Seven Samurai, in 36 top lists Check
  6. 138 -

    Heat

    1995, in 23 top lists Check
  7. 147 -

    Wonder Woman

    2017, in 4 top lists Check
  8. 203 -

    Seppuku

    1962 — a.k.a. Hara-Kiri, in 16 top lists Check
  9. 220 -

    Zootopia

    2016, in 7 top lists Check
  10. 232 -

    Per qualche dollaro in più

    1965 — a.k.a. For a Few Dollars More, in 11 top lists Check
  11. 235 -

    Tekkon kinkurîto

    2006 — a.k.a. Tekkonkinkreet, in 4 top lists Check
  12. 237 -

    Saving Private Ryan

    1998, in 28 top lists Check
  13. 243 -

    Dai-bosatsu tôge

    1966 — a.k.a. The Sword of Doom, in 5 top lists Check
  14. 244 -

    Guardians of the Galaxy

    2014, in 3 top lists Check
  15. 253 -

    Shin seiki Evangelion Gekijô-ban: Air/Magokoro...

    1997 — a.k.a. Neon Genesis Evangelion: The End of Evangelion, in 8 top lists Check
  16. 255 -

    Serbuan maut

    2011 — a.k.a. The Raid: Redemption, in 2 top lists Check
  17. 260 -

    Aliens

    1986, in 24 top lists Check
  18. 275 -

    Ying xiong

    2002 — a.k.a. Hero, in 6 top lists Check
  19. 284 -

    North by Northwest

    1959, in 30 top lists Check
  20. 327 -

    Rush

    2013, in 6 top lists Check
  21. 336 -

    Tropa de Elite 2: O Inimigo Agora é Outro

    2010 — a.k.a. Elite Squad: The Enemy Within, in 1 top list Check
  22. 338 -

    Ip Man

    2008, in 3 top lists Check
  23. 375 -

    Tropa de Elite

    2007 — a.k.a. Elite Squad, in 3 top lists Check
  24. 385 -

    Kill Bill: Vol. 2

    2004, in 9 top lists Check
  25. 387 -

    Sholay

    1975 — a.k.a. Embers, in 12 top lists Check
  26. 394 -

    Akira

    1988, in 22 top lists Check
  27. 396 -

    Indiana Jones and the Temple of Doom

    1984, in 11 top lists Check
  28. 422 -

    Raiders of the Lost Ark

    1981 — a.k.a. Indiana Jones and the Raiders of the Lost Ark, in 29 top lists Check
  29. 425 -

    Kôkaku Kidôtai

    1995 — a.k.a. Ghost in the Shell, in 12 top lists Check
  30. 437 -

    Kiss Kiss Bang Bang

    2005, in 4 top lists Check
  31. 442 -

    Taegukgi hwinalrimyeo

    2004 — a.k.a. Tae Guk Gi: The Brotherhood of War, in 3 top lists Check
  32. 462 -

    Gladiator

    2000, in 25 top lists Check
  33. 463 -

    Tsubaki Sanjûrô

    1962 — a.k.a. Sanjuro, in 7 top lists Check
  34. 469 -

    Scott Pilgrim vs. the World

    2010, in 6 top lists Check
  35. 470 -

    Edge of Tomorrow

    2014, in 3 top lists Check
  36. 473 -

    Terminator 2: Judgment Day

    1991, in 27 top lists Check
  37. 484 -

    Guardians of the Galaxy Vol. 2

    2017, in 2 top lists Check
  38. 491 -

    Evangelion Shin Gekijôban: Ha

    2009 — a.k.a. Evangelion: 2.0 You Can (Not) Advance, in 1 top list Check
  39. 492 -

    Indiana Jones and the Last Crusade

    1989, in 16 top lists Check
  40. 502 -

    Star Wars: Episode V - The Empire Strikes Back

    1980, in 25 top lists Check
  41. 507 -

    John Wick

    2014, in 3 top lists Check
  42. 528 -

    Tombstone

    1993, in 2 top lists Check
  43. 532 -

    The Dark Knight Rises

    2012, in 7 top lists Check
  44. 536 -

    Wo hu cang long

    2000 — a.k.a. Crouching Tiger, Hidden Dragon, in 27 top lists Check
  45. 540 -

    The General

    1926, in 33 top lists Check
  46. 560 -

    The Matrix

    1999, in 30 top lists Check
  47. 563 -

    The Avengers

    2012, in 7 top lists Check
  48. 571 -

    Star Wars

    1977, in 40 top lists Check
  49. 578 -

    Deadpool

    2016, in 2 top lists Check
  50. 579 -

    Batman Begins

    2005, in 11 top lists Check
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Last updated on Jun 12, 2017 by kvib; source