Dataset overview

Research from real-world photography metadata

A current map of what PhotoDataLab can measure, where the evidence is strongest, and what the observational dataset cannot establish.

Dataset version 2

Photographs
166,036
Photographers
1,063
Public albums
5,537
Canonical lenses
11 selected

Activated 2026-08-12 13:45:21. The current release deliberately publishes a small reviewed subset instead of every technically possible combination.

What this dataset can answer

It can describe settings and pairings observed in this sample, compare photo-weighted and photographer-balanced patterns, and expose field coverage and contributor concentration.

What it cannot answer

It cannot prove that a frequent setting is best, measure the whole photography market, establish equipment compatibility, or turn a heuristic album genre into ground truth.

Read the full methodology.