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Trust

The humans behind the FSI

Real, paid, consented contributors — shown only as anonymized public IDs with coarse demographics. Never names, emails, phone numbers, or user IDs.

Every voice in the dataset is a named, paid, consented contributor on amina.ai. Here they appear the only way they ever cross the licensing boundary: a stable pseudonym (e.g. BEM-A04) plus the coarse, anonymized metadata a licensee receives. Tombstoned (withdrawn) speakers do not appear — this is the live, active roster.

Language Bemba (bem) Chewa (nya) Ganda (lug) Kinyarwanda (kin) Lingala (lin) Lozi (loz) Lunda (lun) Luvale (lue) Northern Ndebele (nde) Shona (sna) Swahili (swh) Tonga (Zambia) (toi) Xhosa (xho) Zulu (zul) 9 active speaker(s) for Bemba

Public ID	Country	Gender	Age band	Education	Recordings	Tier	Consent
BEM-A01	Zambia	male	25-34	bachelors	291	standard	v2.0
BEM-A02	Zambia	female	18-24	bachelors	278	standard	v2.0
BEM-A03	Zambia	female	18-24	secondary	281	standard	v2.0
BEM-A04	Zambia	female	35-44	diploma	288	standard	v2.0
BEM-A05	Zambia	male	35-44	bachelors	288	standard	v2.0
BEM-A06	Zambia	female	65+	vocational	287	standard	v2.0
BEM-A07	Zambia	—	—	—	2	standard	custom
BEM-A08	Zambia	female	18-24	secondary	191	standard	v2.0
BEM-A09	Zambia	female	18-24	secondary	107	standard	v2.0

This is the de-identification boundary in practice — see how it works and provenance & consent.