In a 461-record OnlyDetect snapshot, 452 records had a nonempty biography and 264 had a location field. None had a recorded subscriber count. Those differences describe what the directory knew on 30 September 2026; they do not rank creators or prove what the platform makes available in every circumstance.
Missing information changes which questions a directory can answer. It should not be converted into a confident estimate simply to make a profile card look complete.
The fields we counted
The downloadable research snapshot covers active, indexable, unsuppressed records validated within 180 days. We counted whether selected fields were populated. We did not independently verify every value's meaning or freshness.
Scroll across the table on smaller screens.
| Recorded field | Populated records | Eligible denominator |
|---|---|---|
| Biography | 452 | 461 |
| Location text | 264 | 461 |
| Avatar reference | 461 | 461 |
| Price | 461 | 461 |
| Likes counter | 461 | 461 |
| Photo counter | 461 | 461 |
| Video counter | 461 | 461 |
| Subscriber counter | 0 | 461 |
“Populated” is a narrow technical observation. An avatar reference does not prove that an image is current, and a location string does not establish residence or physical proximity. A counter can be populated with a source default.
Why unknown and zero must stay separate
All 461 subscriber fields were null, while none was a recorded zero. Reporting zero subscribers would be incorrect. Estimating subscribers from likes would introduce an additional model that this study neither built nor validated.
The quality audit found 39 zero likes counters, 39 zero photo counters, and 57 zero video counters. We cannot infer from those database values alone that each corresponding public account truly has no likes or media. An extraction process can preserve a default when the source is unavailable. The distinction is important for any ranking based on these counters.
What missing location means for search
Location text was absent from 197 records. A location filter can therefore miss relevant accounts or match an ambiguous phrase. It cannot establish that a person lives near a searcher.
The public location guide limits the task to information a creator has chosen to publish. Do not fill a blank using private identifiers, face matching, or speculative personal information.
Completeness is not a quality score
A longer biography or a larger set of populated fields can help with comparison, but it does not demonstrate paid-content quality, responsiveness, or authenticity. A concise profile may accurately communicate its offer. A detailed profile may still leave important conditions unspecified.
For a decision, list the facts you need and check their source. The subscription inclusions guide turns that into practical questions without assuming an empty field means a bad service.
Reusing this research responsibly
Cite the date, directory, 461-record denominator, and field definitions. Do not describe these missing-value rates as platform-wide statistics. The CSV provides the aggregate coverage counts; the JSON records additional quality checks and limitations.