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. 6 -

    Spotlight

    2015, in 8 top lists Check
  2. 15 -

    Ex Machina

    2014, in 5 top lists Check
  3. 24 -

    The Big Short

    2015, in 4 top lists Check
  4. 35 -

    El abrazo de la serpiente

    2015 — a.k.a. Embrace of the Serpent, in 6 top lists Check
  5. 64 -

    Room

    2015, in 7 top lists Check
  6. 73 -

    Sicario

    2015, in 2 top lists Check
  7. 92 -

    Mad Max: Fury Road

    2015, in 23 top lists Check
  8. 116 -

    Victoria

    2015, in 4 top lists Check
  9. 198 -

    La La Land

    2016, in 18 top lists Check
  10. 210 -

    Sing Street

    2016, in 3 top lists Check
  11. 268 -

    Human

    2015, in 2 top lists Check
  12. 334 -

    The Revenant

    2015, in 11 top lists Check
  13. 345 -

    Inside Out

    2015, in 17 top lists Check
  14. 384 -

    The Martian

    2015, in 6 top lists Check
  15. 464 -

    Straight Outta Compton

    2015, in 4 top lists Check
  16. 468 -

    The Forbidden Room

    2015, in 2 top lists Check
  17. 551 -

    The VVitch: A New-England Folktale

    2015 — a.k.a. The Witch, in 4 top lists Check
  18. 607 -

    Star Wars: Episode VII - The Force Awakens

    2015, in 4 top lists Check
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Last updated on Jun 12, 2017 by kvib; source