Interactive ranking laboratory
Change the
Lens.
Adjust what the ranking values, compare the experimental result with the official canon, and test hypothetical films—without changing a single official score, rank, or Film ID.
Locks preserve selected weights while every change redistributes the remaining percentage. The formula always totals 100%.
Live Top 25
Official vs Experimental
What Changed?
Official vs Experimental Top 100 composition.
Pre-1975 seats gained: 0 · Average runtime rises 0 minutes · Animation seats gain 0 · GCML Curated seats gain 0.
| Measure | Official | Experimental |
|---|---|---|
| Pre-1975 seats | 34 | 34 |
| Average runtime | 123 min | 123 min |
| Animation | 11 | 11 |
| Big Three members | 92 | 92 |
| GCML Curated | 8 | 8 |
| Leading decade | 2000s | 2000s |
| Leading country | USA | USA |
| Leading genre | Drama | Drama |
Biggest Climbers
No movement under this lens.
Biggest Fallers
No movement under this lens.
Top 10 entry / exit
No movement under this lens.
Top 100 entry / exit
No movement under this lens.
Rank trajectory + threshold explorer
Follow one film through the experiment.
Simulation: Greatness moves from 0–100%; the remaining share follows the current Engagement/Ease proportion. With Greatness and Engagement sharing the remainder equally, Parasite first enters the Top 100 at 0% Ease.
Head-to-head
Which film wins under this lens?
Parasite ranks higher
Place a Film · V1
Test a non-canon film against GCML math.
User-scored only. No official score or identity is created.
Nearby canonical films: Out 1
Hypothetical placement · Not an official GCML score, rank, film_id, or canon admission.Experimental / Non-Canon
The Bottom Shelf
What happens when famously terrible movies enter the GCML machine?
The Happening
Troll 2
Plan 9 from Outer Space
Cats
Catwoman
Birdemic: Shock and Terror
Glitter
The Last Airbender
Battlefield Earth
Gigli
Movie 43
Manos: The Hands of Fate
Disaster Movie
How were these scored?
Experimental Bottom Shelf Scores · Non-Canon
These generated baseline scores use the same Greatness, Engagement and Ease concepts as GCML for laboratory comparison only. They do not create official GCML scores, ranks, Film IDs or canon membership.
Terrible conventional filmmaking; extraordinary unintended entertainment value.
Competently mounted enough to rise above the cellar, with substantial accidental comedy.
Almost ideal “so bad it’s good” viewing; short, bizarre, endlessly quotable.
Historically important bad cinema; charming, brisk and painless.
Considerable production resources plus an almost hypnotic level of wrongness.
Monumental technical incompetence becomes the attraction.
Slick enough to remain watchable despite major creative failures.
Relatively easy viewing, but not spectacularly bad enough to become especially compelling.
Technical resources cannot overcome muddled storytelling and emotional flatness.
Spectacle and camp help, but the long runtime makes the ordeal heavier.
Some infamous scenes, but the movie around them is a slog.
Shock and celebrity curiosity create intermittent engagement.
Historically fascinating incompetence, but dramatically much harder going.
Short and mechanically easy to follow, but offers very little reward for doing so.