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DEEP DIVE · WALLE

The full breakdown

Detection, audio and scene analysis across every frame of WALL-E — derived from object recognition, transcript alignment and shot segmentation.

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2008Drama98.2 min● analyzed Jun 10, 2026

Total Detections

22,934

objects + faces

Unique Objects

120

distinct types

Detections / min

233.5

avg rate

Night Scenes

26.6%

low-light frames

Words Spoken

1,742

transcribed

Named Actors

5

face-id matched

SCENE BREAKDOWN

Distribution by type

100 scenes·20 distinct types detected

Outdoor

Empty

Nature

Night

Outdoor33.7%

Empty27.2%

Nature18.7%

Night13.8%

Day3.5%

Suspense1.3%

Intimate0.5%

Romantic0.5%

Military0.2%

General0.2%

Armed0.1%

Disaster0.0%

Violent0.0%

Action0.0%

Sci fi0.0%

Fire0.0%

Fight0.0%

Indoor0.0%

Creature0.0%

Police chase0.0%

GLOSSARY

What each label means

Outdoor

Exterior locations — sky, open ground, natural light.

Empty

No faces, low motion, no salient objects — establishing or transitional.

Nature

Outdoor scenes with dominant foliage, water, or terrain — no urban geometry.

Night

Dark or nighttime lighting — mean luminance below 0.25.

Day

Bright outdoor or daytime lighting.

Suspense

Low motion + dark frame + low dialogue density — held tension.

Intimate

Two-person framing, close shot, low motion, sustained dialogue.

Romantic

Two-person framing with warm color flag + low motion + close proximity.

Military

Uniforms, ordnance, or military vehicles detected.

General

Default bucket — frame did not match any specific scene type.

Armed

Firearms or bladed weapons detected in frame.

Violent

Weapons + impact events + blood-tone color flags.

Action

General high-motion footage that doesn’t fit a more specific subtype.

Sci fi

Out-of-distribution objects, synthetic environments, unusual color palettes.

Fire

Flame, explosion, or extreme highlight clusters in warm hues.

Fight

Close-range physical combat — body contact, rapid pose changes.

Indoor

Interior locations — ceilings, walls, controlled lighting.

Police chase

Vehicles + emergency colors / sirens detected.

SCENE LIST

100 sampled scenes · spread across runtime

#TypeRangeDurationFramesMotion

001night0:00 – 0:1313.3s650.00

002outdoor2:29 – 2:4212.5s610.11

003outdoor4:03 – 4:030.2s20.45

004outdoor4:30 – 4:300.4s30.07

005day5:33 – 5:330.2s20.45

006night6:05 – 6:138.3s410.09

007day9:42 – 9:529.6s470.16

008day10:38 – 10:391.0s60.05

009outdoor12:50 – 12:510.8s50.16

010outdoor13:44 – 13:440.0s10.00

011outdoor15:22 – 15:3614.6s710.03

012outdoor16:53 – 16:584.4s220.02

013day17:41 – 17:442.3s120.13

014outdoor18:43 – 18:5411.5s560.07

015outdoor19:50 – 19:566.3s310.06

016outdoor21:08 – 21:112.7s140.10

017night22:06 – 22:060.0s10.10

018outdoor22:40 – 22:411.0s60.11

019outdoor22:54 – 22:540.0s10.10

020intimate23:24 – 23:240.2s20.10

021outdoor25:43 – 25:452.3s120.56

022outdoor28:27 – 28:280.6s40.06

023outdoor28:48 – 28:490.6s40.05

024day29:58 – 30:034.6s230.04

025day31:27 – 31:3810.4s510.03

026intimate32:25 – 32:250.0s10.10

027outdoor32:59 – 33:078.1s400.17

028outdoor33:43 – 33:484.2s210.00

029outdoor35:56 – 35:592.3s120.01

030outdoor36:47 – 37:1022.7s1100.02

031outdoor38:17 – 38:180.6s40.00

032outdoor38:56 – 39:1620.2s980.15

033intimate40:05 – 40:050.0s10.20

034day40:10 – 40:110.2s20.00

035outdoor41:26 – 41:271.4s80.19

036outdoor41:50 – 41:500.0s10.00

037intimate41:55 – 41:550.0s10.10

038outdoor42:24 – 42:240.4s30.15

039night43:11 – 43:131.9s100.01

040intimate44:25 – 44:250.0s10.10

041night45:01 – 45:1513.3s650.17

042outdoor45:57 – 46:047.3s360.08

043outdoor46:25 – 46:250.0s10.30

044night47:08 – 47:080.0s10.30

045night48:07 – 48:070.0s10.00

046outdoor49:56 – 49:570.6s40.10

047outdoor51:12 – 51:175.2s260.00

048night51:51 – 51:521.9s100.17

049day52:41 – 52:421.2s70.05

050outdoor53:31 – 53:331.0s60.01

051day54:20 – 54:254.8s240.03

052outdoor54:47 – 54:481.0s60.01

053night55:50 – 55:522.3s120.13

054night56:26 – 56:271.2s70.05

055night56:40 – 56:421.7s90.12

056intimate57:25 – 57:250.6s40.11

057night57:41 – 57:431.9s100.21

058outdoor58:14 – 58:151.2s70.09

059night58:37 – 58:370.0s10.00

060night59:37 – 59:381.5s80.01

061outdoor1:00:24 – 1:00:240.8s50.17

062outdoor1:01:12 – 1:01:141.7s90.17

063outdoor1:01:35 – 1:01:350.2s20.15

064night1:02:42 – 1:02:496.7s330.00

065night1:04:02 – 1:04:020.0s10.00

066night1:04:34 – 1:04:350.4s30.35

067night1:05:49 – 1:06:2636.3s1750.09

068general1:06:47 – 1:06:491.2s70.40

069night1:07:40 – 1:07:498.8s430.10

070outdoor1:08:21 – 1:08:210.4s30.60

071outdoor1:09:02 – 1:09:020.0s10.10

072night1:09:50 – 1:09:554.4s220.10

073night1:10:32 – 1:10:330.6s40.14

074outdoor1:11:10 – 1:11:121.7s90.10

075outdoor1:12:32 – 1:12:320.4s30.05

076night1:13:08 – 1:13:102.7s140.04

077outdoor1:13:32 – 1:13:364.8s240.10

078outdoor1:15:20 – 1:15:210.4s30.10

079intimate1:16:08 – 1:16:080.0s10.10

080outdoor1:16:55 – 1:16:550.2s20.00

081outdoor1:17:30 – 1:17:310.8s50.00

082outdoor1:18:53 – 1:18:530.0s10.00

083outdoor1:19:46 – 1:19:5610.6s520.05

084day1:20:16 – 1:20:182.1s110.06

085day1:20:37 – 1:20:370.6s40.01

086outdoor1:21:22 – 1:21:230.8s50.11

087day1:21:43 – 1:21:474.2s210.10

088outdoor1:22:27 – 1:22:281.3s70.00

089night1:22:50 – 1:22:510.4s30.17

090outdoor1:23:08 – 1:23:178.6s420.01

091day1:23:36 – 1:23:371.2s70.00

092night1:24:11 – 1:24:142.7s140.05

093outdoor1:24:48 – 1:24:501.9s100.01

094day1:25:42 – 1:25:431.7s90.00

095intimate1:26:33 – 1:26:385.2s260.10

096night1:27:44 – 1:27:440.0s10.20

097day1:28:48 – 1:28:491.0s60.00

098night1:30:04 – 1:30:2218.1s880.00

099intimate1:31:16 – 1:31:160.2s20.15

100day1:32:01 – 1:32:075.4s270.11