DATASETHugging Face

5/5

FLEURS

Northern Sotho(nso)SpeechGender dataSouthern Africa

View Source

Dataset Info

Language

Northern Sotho (nso)

Modality

Speech

Domain

General

Size

3140

Institution

Google Research (Conneau, Ma, Khanuja, Zhang, Axelrod, Dalmia, Riesa, Rivera, Bapna)

Last Updated

24 Jul 2026

License & Access

SPDX identifierCC-BY-4.0

Open — attribution required; commercial use allowed.

RedistributionYes

PII RISK

Low risk

Full Record

34 of 46 fields stated

Every column the registry tracks. Values marked derivedwere filled by a rule or read from the source's text rather than stated in its metadata; the rule or the quoted sentence is shown under the value.

Registry columns (25/27)

iso code: nso
Dataset name: FLEURS
Modality: Speech
Type: dataset
Link: https://huggingface.co/datasets/google/fleurs
NLP Task: ASR
Domain: General
Data Format: parquet
Size Metric: Files
Size Value: 3140
License: CC-BY-4.0
Open Access: Open
Source Repository: Hugging Face
Year Published: 2022
Creator/Author(s): Google Research (Conneau, Ma, Khanuja, Zhang, Axelrod, Dalmia, Riesa, Rivera, Bapna)
Funder/Partner: Google
Dialect Coverage: Standard
Gender Balance: Yes
Speaker Count: Not stated
Annotation Type: Human
Status: Active
Has Datasheet: Yes
PII Risk: Low
Consent Verified: Not stated
Verified By: Gideon George
Date Indexed: 2026-07-24
Notes / Flags: FLEURS subset nso_za. Row count approximate, read from the Hugging Face viewer 2026-07-24. Speech version of the FLoRes benchmark, 102 languages, read speech. P…

Quality (DQI) (7/12)

Datasheet Fields Completed: Not stated
SPDX License ID: CC-BY-4.0
Redistribution Allowed?: Yes
Content Hash: 70bb2e84b976b7e960aa89f1c648e09c59f894ddderivedHugging Face card: commit sha
Submitted By: hf_data pipeline (automated)
Fetch Date: 2026-07-24
Last Updated Date: 2026-05-15derivedHugging Face card: lastModified
Annotation Guidelines Available?: Not stated
IAA Score: Not stated
Cleaning Notes: - rawtranscription (str): The non-normalized transcription of the audio filederivedHugging Face card: "- rawtranscription (str): The non-normalized transcription of the audio file"
Benchmark Exists?: Not stated
Benchmark Citation: Not stated

Representativeness (DRI) (2/7)

Gender Distribution: Not stated
Region Coverage: Not stated
Region Distribution: Not stated
Age Range Coverage: Not stated
Register: Written
Marginalized Group Note: Not stated
Demographic Fields Reported Count: 0

Readiness Score Breakdown

5/5

Data Coverage100%

Model Availability100%

Benchmarks100%

Documentation74%

Recency100%

Representativeness

Gender Balance

Regional Distribution

Dialect Coverage

Inclusivity

Provenance

Source URL

https://huggingface.co/datasets/google/fleurs

Fetch Timestamp

24 Jul 2026

Content Hash

70bb2e84b976b7e960aa89f1c648e09c59f894dd

Audit Log

Record indexed from Hugging Face

24 Jul 2026

Source status: Active

24 Jul 2026

Other Copies

The same resource, also published at these locations. It is counted once.

dataset

fleurs

automatic-speech-recognition · speech domain · cahya

27 languages15 copiesNorthern Sotho(nso)Speechautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

fleurs

automatic-speech-recognition · speech domain · ankur02

27 languages15 copiesNorthern Sotho(nso)Speechautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

fleurs

Data format: parquet

27 languages15 copiesNorthern Sotho(nso)Audioautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

fleurs

Data format: parquet

27 languages15 copiesNorthern Sotho(nso)Audioautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

fleurs

Data format: parquet

27 languages15 copiesNorthern Sotho(nso)Audioautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

fleurs

Data format: parquet

27 languages15 copiesNorthern Sotho(nso)Audioautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

fleurs

Data format: parquet

27 languages15 copiesNorthern Sotho(nso)Audioautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

fleurs

Data format: parquet

27 languages15 copiesNorthern Sotho(nso)Audioautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

fleurs

Data format: parquet

27 languages15 copiesNorthern Sotho(nso)Audioautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

fleurs

automatic-speech-recognition · speech domain · Shriyaask

27 languages15 copiesNorthern Sotho(nso)Speechautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

fleurs

automatic-speech-recognition · speech domain · lionking927

27 languages15 copiesNorthern Sotho(nso)Speechautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

fleurs

automatic-speech-recognition · speech domain · nanexxx

27 languages15 copiesNorthern Sotho(nso)Speechautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

Also Available In

This is the same multilingual corpus, sliced for other languages the platform indexes it under.

dataset

FLEURS

FLEURS subset af_za. Row count approximate, read from the Hugging Face viewer 2026-07-24. Speech version of the FLoRes benchmark, 102 languages, read speech.…

27 languages15 copiesAfrikaans(afr)SpeechGender data

HUHugging Face

Open24 Jul 2026

dataset

FLEURS Amharic

Widely used multilingual speech benchmark

27 languages15 copiesAmharic(amh)SpeechGender data

HUHugging Face

Open12 May 2026

dataset

FLEURS

FLEURS subset ar_eg. Row count approximate, read from the Hugging Face viewer 2026-07-24. Speech version of the FLoRes benchmark, 102 languages, read speech.…

27 languages15 copiesEgyptian Arabic(arz)SpeechGender data

HUHugging Face

Open24 Jul 2026

dataset

FLEURS Bemba

"Multilingual speech dataset with Bemba coverage"

27 languages15 copiesBemba(bem)SpeechASR;TTS

HUHugging Face

Open5 Jun 2026

dataset

FLEURS Bena

"Check dataset configuration for bez"

27 languages15 copiesBena(bez)SpeechASR;TTS

HUHugging Face

Open5 Jun 2026

dataset

FLEURS

A multilingual read-speech dataset covering many languages including Fula.

27 languages15 copiesFula(ful)SpeechASR

HUHugging Face

Open19 Jun 2026

dataset

FLEURS - Oromo Speech Dataset

Source lists Oromo with code om; verify that the variety corresponds to gaz before final acceptance.

27 languages15 copiesWest Central Oromo(gaz)SpeechASR

HUHugging Face

Open3 Jun 2026

dataset

FLEURS

FLEURS subset ha_ng. Row count approximate, read from the Hugging Face viewer 2026-07-24. Speech version of the FLoRes benchmark, 102 languages, read speech.…

27 languages15 copiesHausa(hau)SpeechGender data

HUHugging Face

Open24 Jul 2026

dataset

FLEURS

FLEURS subset ig_ng. Row count approximate, read from the Hugging Face viewer 2026-07-24. Speech version of the FLoRes benchmark, 102 languages, read speech.…

27 languages15 copiesIgbo(ibo)SpeechGender data

HUHugging Face

Open24 Jul 2026

dataset

fleurs

Data format: parquet

27 languages15 copiesKamba(kam)Audioautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

FLEURS

FLEURS subset kea_cv. Row count approximate, read from the Hugging Face viewer 2026-07-24. Speech version of the FLoRes benchmark, 102 languages, read speech…

27 languages15 copiesKabuverdianu(kea)SpeechGender data

HUHugging Face

Open24 Jul 2026

dataset

FLEURS - Kikuyu Speech Dataset

ASR · General domain · Google Research

27 languages15 copiesGikuyu(kik)SpeechASR

HUHugging Face

Open—

dataset

FLEURS – Krio

Verified speech dataset containing Krio (ISO 639-3: kri).

27 languages15 copiesKrio(kri)SpeechGender data

HUHugging Face

Open9 Jul 2026

dataset

FLEURS

FLEURS subset ln_cd. Row count approximate, read from the Hugging Face viewer 2026-07-24. Speech version of the FLoRes benchmark, 102 languages, read speech.…

27 languages15 copiesLingala(lin)SpeechGender data

HUHugging Face

Open24 Jul 2026

dataset

fleurs

Data format: parquet

27 languages15 copiesLuganda(lug)Audioautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

fleurs

Data format: parquet

27 languages15 copiesLuo(luo)Audioautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

FLEURS (Chichewa/Nyanja subset)

Canonical FLEURS release, which includes a Chichewa (nya) read-speech split. The raw HuggingFace nya-tagged query returned 11 additional personal re-uploads/…

27 languages15 copiesChewa(nya)SpeechASR

HUHugging Face

Open3 Aug 2026

dataset

fleurs

Data format: parquet

27 languages15 copiesShona(sna)Audioautomatic-speech-recognition

HUHugging Face

Open27 Oct 2026

dataset

FLEURS

FLEURS subset so_so. Row count approximate, read from the Hugging Face viewer 2026-07-24. Speech version of the FLoRes benchmark, 102 languages, read speech.…

27 languages15 copiesSomali(som)SpeechGender data

HUHugging Face

Open24 Jul 2026

dataset

FLEURS

FLEURS subset sw_ke. Row count approximate, read from the Hugging Face viewer 2026-07-24. Speech version of the FLoRes benchmark, 102 languages, read speech.…

27 languages15 copiesSwahili(swh)SpeechGender data

HUHugging Face

Open24 Jul 2026

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