Research / Tools for discovery
Public data.
Open questions.
We build tools that make complex data easier to investigate. Follow a pattern, explore the evidence, and read the sources behind it.
01 Interactive research
NHTSA
Complaint Explorer.
What are drivers reporting? Explore related vehicle complaints across major car companies in a shared 3D map.
- Move from companies to clusters of related accounts.
- Search by exact words or similar descriptions.
- Read the original complaint behind each dot.
Open explorer →
Download data on Kaggle ↗
New to the map? The ? Help button walks you through it.
Start with the accounts.
These are reports submitted to NHTSA. Similarity helps surface related experiences; it does not establish a defect or measure incident rates.
Refreshed from NHTSA.
Completed updates include new and revised complaints. The explorer explains the layout, clustering, and coverage.
Data source: NHTSA ↗
Explore the map