Where are the names sourced?
From public Wikimedia/Wikidata-style knowledge sources when available.
Match your month and day with notable people represented in public Wikimedia knowledge data. Sharing a birthday means the same recurring month and day, not the same birth year.
A user born on 1 January can match people born on 1 January in many different years. Their ages, professions and historical prominence can all differ.
Birthday twins are a simple discovery hook: your recurring month/day connects you with people from different years, professions and places. The value is exploration, not a statistical statement about who is most likely to share your date.
The month/day match is deterministic once the source record contains a birth date. Completeness is not deterministic: public knowledge bases have uneven coverage, so EgoTools labels the result as a sourced sample rather than a census.
From public Wikimedia/Wikidata-style knowledge sources when available.
Public knowledge-base coverage is not uniform.
EgoTools treats the list as sourced discovery content, not as a complete census or population statistic.
The tool logic is treated as the reference for calculations. Worked examples are checked against the same method, external facts are sourced where relevant, and wording is reviewed so exact results, estimates and entertainment are not presented as the same thing.