Dataset & Layers
All artifacts from this study, PII-safe (author handles removed).
📦 L1 — Full study bundle
Download ZIP
Download ZIP
Lens files, profile, persona roster, coverage report, corroboration, L3+L4 reports, config, and the PII-safe dataset.
Source breakdown (captured)
| Source | Records |
|---|---|
| 2563 | |
| youtube | 1116 |
| onsite | 251 |
| 42 |
Documented gaps: TikTok comment API soft-blocked (0 records); on-site reviews for adameve/lovehoney/lelo/babeland JS-walled or bot-blocked (covered by Reddit+YouTube); Instagram thin (adult-account restricted). Full detail in the coverage report inside the ZIP.