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.

Experimental formula40/40/20Greatness · Engagement · Ease
greatness40%
ease20%

Locks preserve selected weights while every change redistributes the remaining percentage. The formula always totals 100%.

Extreme experiments · Laboratory only
Session-only experimental rankingExplore all 713 films through this lensOpen Film Finder →

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.

MeasureOfficialExperimental
Pre-1975 seats3434
Average runtime123 min123 min
Animation1111
Big Three members9292
GCML Curated88
Leading decade2000s2000s
Leading countryUSAUSA
Leading genreDramaDrama

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.

#10% G
#120% G
#140% G
#160% G
#680% G
#32100% G

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?

vs
Parasite9.760

Parasite ranks higher

Jaws9.640

Place a Film · V1

Test a non-canon film against GCML math.

User-scored only. No official score or identity is created.

Experimental total 5.00Hypothetical experimental placement #714Official 40/40/20 total 5.00Hypothetical official placement #714

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?

2003 · Experimental / Non-Canon

The Room

Generated Lens Score6.00Hypothetical placement #714
2008 · Experimental / Non-Canon

The Happening

Generated Lens Score5.94Hypothetical placement #715
1990 · Experimental / Non-Canon

Troll 2

Generated Lens Score5.66Hypothetical placement #716
1959 · Experimental / Non-Canon

Plan 9 from Outer Space

Generated Lens Score5.64Hypothetical placement #717
2019 · Experimental / Non-Canon

Cats

Generated Lens Score5.02Hypothetical placement #718
2004 · Experimental / Non-Canon

Catwoman

Generated Lens Score4.74Hypothetical placement #719
2010 · Experimental / Non-Canon

Birdemic: Shock and Terror

Generated Lens Score4.74Hypothetical placement #720
2001 · Experimental / Non-Canon

Glitter

Generated Lens Score4.48Hypothetical placement #721
2010 · Experimental / Non-Canon

The Last Airbender

Generated Lens Score4.08Hypothetical placement #722
2000 · Experimental / Non-Canon

Battlefield Earth

Generated Lens Score4.04Hypothetical placement #723
2003 · Experimental / Non-Canon

Gigli

Generated Lens Score3.98Hypothetical placement #724
2013 · Experimental / Non-Canon

Movie 43

Generated Lens Score3.96Hypothetical placement #725
1966 · Experimental / Non-Canon

Manos: The Hands of Fate

Generated Lens Score3.38Hypothetical placement #726
2008 · Experimental / Non-Canon

Disaster Movie

Generated Lens Score3.22Hypothetical placement #727
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.

FilmGreatnessEngagementEase40/40/20Rationale
The Room2.28.48.86.00

Terrible conventional filmmaking; extraordinary unintended entertainment value.

The Happening4.06.68.55.94

Competently mounted enough to rise above the cellar, with substantial accidental comedy.

Troll 21.88.08.75.66

Almost ideal “so bad it’s good” viewing; short, bizarre, endlessly quotable.

Plan 9 from Outer Space2.57.19.05.64

Historically important bad cinema; charming, brisk and painless.

Cats3.06.36.55.02

Considerable production resources plus an almost hypnotic level of wrongness.

Birdemic: Shock and Terror1.37.07.14.74

Monumental technical incompetence becomes the attraction.

Catwoman2.75.67.14.74

Slick enough to remain watchable despite major creative failures.

Glitter2.74.97.24.48

Relatively easy viewing, but not spectacularly bad enough to become especially compelling.

The Last Airbender2.64.26.84.08

Technical resources cannot overcome muddled storytelling and emotional flatness.

Battlefield Earth2.05.25.84.04

Spectacle and camp help, but the long runtime makes the ordeal heavier.

Gigli2.84.35.73.98

Some infamous scenes, but the movie around them is a slog.

Movie 431.94.76.63.96

Shock and celebrity curiosity create intermittent engagement.

Manos: The Hands of Fate1.04.75.53.38

Historically fascinating incompetence, but dramatically much harder going.

Disaster Movie1.23.56.73.22

Short and mechanically easy to follow, but offers very little reward for doing so.