REAL-WORLD ACTIONS + VISIBLE OUTCOMES

Cause and Effect Video Dataset

Access a commercially produced collection of approximately 6,000 4K video clips capturing clear actions, meaningful movement and visible changes across everyday real-world scenarios. The dataset provides approximately 12 hours of footage covering household activities, sports, food preparation, object interactions, vehicles, creative tasks and physical activities.

Clips are selected for observable progression or transformation, helping models learn relationships between actions, events and resulting visual outcomes. Slow-motion footage and clips with limited visual change are excluded to maintain strong temporal and event-level signal for video understanding and multimodal AI workflows.

6,000
Video Clips
~12
Total Hours
4K
Resolution
24 fps
Frame Rate
Clean
Source Video
No Dialogue
Spoken Language

Dataset Preview

Representative samples show everyday actions, interactions and physical processes where meaningful movement, progression or visible change can be clearly observed over time.

Representative cause-and-effect video samples showing clear actions, object interactions and visible changes across real-world scenarios.

Key Highlights

  • • Approximately 6,000 professionally produced 4K video clips
  • • Approximately 12 hours of real-world action and event footage
  • • Clear actions with observable visual progression, change or outcomes
  • • Household, sports, food preparation, object interaction, vehicle, creative-task and physical-activity coverage
  • • Slow-motion footage excluded
  • • Clips with limited visual change excluded
  • • 4K video captured at 24 fps
  • • Clean source video without graphics, captions or overlays
  • • Professionally produced and rights-cleared footage
  • • Descriptive titles, scene descriptions and keyword metadata
  • • Production information, structured categorisation and release documentation

Metadata Fields

title Descriptive title associated with the video and visible activity
scene_description Natural-language description of the visible activity, interaction, scene and event context
keywords Keywords describing actions, objects, people, environments, movement and visible events
category Structured content category associated with the video
production_information Available production information associated with the video asset
model_release Model-release information associated with applicable performers
property_release Property-release information associated with applicable locations or property

Technical Specifications

Dataset Type

Cause and Effect Video Dataset

Content Type

Real-world actions, interactions, event progression and visible changes

Clip Count

Approximately 6,000 clips

Total Duration

Approximately 12 hours

Video Resolution

4K

Frame Rate

24 fps

Production Quality

Professional commercial production quality

Rights Status

Rights-cleared footage

Source Video

Clean video without graphics, captions or overlays

Spoken Language

None

Dialogue

No spoken dialogue

Slow Motion

Excluded

Low-Change Clips

Excluded

Content Coverage

Household activities, sports, food preparation, object interactions, vehicles, creative tasks and physical activities

Metadata

Titles, scene descriptions, keywords, production information, structured categories and release information

Metadata Format

CSV available on request

Licensing, Documentation, and Delivery

Wavebreak Media can provide applicable licensing, provenance, and model or property release information for the footage, with dataset delivery organized around agreed file, metadata, and technical requirements. See our Dataset Licensing & Compliance and Dataset Delivery & Security pages for details on rights documentation, packaging, and secure transfer.

Need Real-World Video Data for Cause-and-Effect AI?

Request access to the Cause and Effect Video Dataset or discuss required actions, event types, visible outcomes, content categories, metadata, licensing and delivery requirements with Wavebreak Media.

Selected Partners

Selected Wavebreak Media partners