Body Atlas

Team USA x Google Cloud

Body Atlas

Public Team USA athlete records since 1904, projected into one living map.

Calibration

Map my position

Sport interests
Optional context
2024 Use the timeline to watch the atlas rearrange around the user's anchored point.

Olympic records render as filled circles. Paralympic records render as rings.

The atlas contains anonymized public aggregate records grouped into Team USA comparison zones.
← Open the atlas

Method

How Body Atlas was built

Public data to anonymous atlas

Public Olympic rows, public Team USA profile context, and IPC Paralympic/classification context are normalized into aggregate records. Identifying fields never ship to the browser.

Public sourcesOlympic CSV, Team USA pages, IPC context
NormalizerSport family, era, units, record type
Safety gateNo names, photos, URLs, bios, scores
Static artifactsAtlas points, zones, coverage, model card

Model card summary

The deployed artifacts contain 18,356 public Team USA records, 8 aggregate zones, and 14,205 body-comparison records. The current strongest Paralympic-ratio zone is Power-to-Weight: 5,474 Olympic records and 46 Paralympic records.

Deterministic match, Gemini explanation

/api/match scores the session profile against generated zones. Gemini on Vertex AI receives only aggregate context and writes optional explanatory copy; it does not choose the match.

Safety architecture

Body Atlas never returns an athlete name, performance prediction, sport prescription, diagnosis, or Paralympic classification assignment. Safety checks rewrite deterministic language into conditional language.

Limitations we surface

Paralympic biometric data is sparse in public sources. Body Atlas gives every available Paralympic record the same analytical treatment as Olympic records, but it does not pretend missing fields exist.

Google Cloud stack

The demo runs on Cloud Run. Vertex AI Gemini is the controlled narrative layer. Cloud Build packages each source deploy. The app uses service-account auth, not an AI Studio API key.

← Open the atlas

Story

This is the atlas.

Every exported point is an anonymous public Team USA record, projected by aggregate body archetype.

This is one neighborhood.

Each region contains athletes who share public body-pattern context, not identities.

Olympic and Paralympic, with the data we have.

The highest-share zone still contains far more Olympic records than Paralympic records. The atlas surfaces that gap instead of hiding it.

120 years of American bodies.

The time-warp mode lets the atlas rearrange decade by decade around the user's anchored point.

Find your own neighborhood.

Open the atlas →

How this was built.

The full method page documents the public-data pipeline, deterministic matcher, Vertex AI Gemini narrative layer, and safety auditor.

Read the method →