Datasets:
license: cc-by-nc-4.0
language:
- ha
task_categories:
- automatic-speech-recognition
- text-to-speech
tags:
- hausa
- nigerian-languages
- west-africa
- nigeria
- niger
- african-languages
- low-resource
- speech-data
- voice-ai
- asr
- tts
pretty_name: Hausa Speech Dataset
dataset_info:
features:
- name: file_name
dtype: string
- name: id
dtype: int64
- name: gender
dtype: string
- name: ethnicity
dtype: string
- name: occupation
dtype: string
- name: birth_place
dtype: string
- name: mother_tongue
dtype: string
- name: dialect
dtype: string
- name: year_of_birth
dtype: int64
- name: years_at_birth_place
dtype: int64
- name: languages_data
dtype: string
- name: os
dtype: string
- name: device
dtype: string
- name: browser
dtype: string
- name: duration
dtype: float64
- name: emotions
dtype: string
- name: language
dtype: string
- name: location
dtype: string
- name: noise_sources
dtype: string
- name: script_id
dtype: int64
- name: type_of_script
dtype: string
- name: script
dtype: string
- name: transcript
dtype: string
- name: speaker_id
dtype: string
configs:
- config_name: hausa_nigeria
data_files:
- split: free_speech
path: hausa_nigeria/free_speech/**
size_categories:
- n<1K
Hausa Speech Dataset
The most comprehensive Hausa speech dataset on HuggingFace - natural, real-world Hausa from native speakers across West Africa.
Dataset Overview
- Total audio samples: 42 recordings
- Total duration: ~25 minutes
- Primary region: Nigeria (Kano, Northern Nigeria)
- Context: Natural spontaneous speech (free_speech)
- Audio format: WAV files
- Sample rate: 48 kHz
- License: CC BY-NC 4.0 (free for research, non-commercial use)
Language Context
Hausa (هَرْشٜن هَوْس) is one of Africa's most widely spoken languages:
- Speakers: 80M+ (50M native, 30M+ L2)
- Geographic spread: Nigeria (Northern states), Niger, Ghana, Chad, Cameroon, diaspora
- Trade language: West African lingua franca
- Writing system: Latin (Boko) and Arabic (Ajami) scripts
- Linguistic family: Afro-Asiatic (Chadic branch)
- Cultural significance: Hausa literature, Nollywood (Kannywood), Islamic scholarship
- Digital presence: Growing on social media, YouTube, Nigerian tech ecosystem
Target Applications
This dataset is designed for:
- Hausa ASR systems - Speech recognition for 80M+ speakers
- Voice assistants - Nigerian tech startups, mobile banking
- TTS for Hausa - Text-to-speech with authentic Northern Nigerian pronunciation
- Language learning apps - Pronunciation training for Hausa learners
- Content moderation - Social media platforms operating in Nigeria/Niger
- Transcription services - Kannywood (Hausa film industry), radio, podcasts
- Banking & fintech - Voice-enabled banking in Northern Nigeria
Dataset Structure
hausa-speech/
└── data/
├── audio/ # 42 WAV files
└── metadata.csv # Speaker metadata & transcripts
Data Splits
Hausa (Nigeria)
- Files: 42 recordings
- Dialect: Primarily Kano Hausa (standard/prestige dialect)
- Context: Natural spontaneous speech
- Use case: General-purpose Hausa ASR, West African voice AI
Languages Sampled in This Dataset ✅
42 audio samples available for immediate download:
- Hausa: 42 files (~25 minutes)
Full OTS Inventory Available 📊
This sample represents <0.16% of Silencio's complete Hausa speech inventory.
Contact us for access to our full Hausa corpus:
Hausa by Country:
- Nigeria: 964 hours, 124,481 recordings
- United States: 5 hours, 1,052 recordings
- United States Minor Outlying Islands: 3 hours, 273 recordings
- South Africa: 2 hours, 192 recordings
- Algeria: 2 hours, 230 recordings
- American Samoa: 1 hour, 142 recordings
- Niger: 1 hour, 135 recordings
- Uganda: 1 hour, 50 recordings
- + 10 more countries (diaspora communities)
Total: 981+ hours across 127,000+ recordings
Contact us for access: sofia@silencioai.com
Key Features
✅ Native speakers - Authentic Nigerian Hausa (Kano dialect)
✅ Natural speech - Real conversational Hausa, not scripted
✅ Standard dialect - Kano variant (prestige/most widely understood)
✅ Diverse topics - Daily life, opinions, business, culture
✅ High audio quality - 48 kHz WAV format
✅ Rich metadata - Gender, dialect, emotions, transcriptions in Latin script
✅ Ethical data collection - Consent-based, privacy-preserving
Use Cases
1. Hausa Speech Recognition
Build ASR systems for the 80M+ Hausa-speaking market in Nigeria, Niger, and West Africa.
2. Voice Banking & Fintech
Power voice-enabled mobile banking in Northern Nigeria (Kano, Kaduna, Katsina).
3. Hausa TTS
Train text-to-speech models with authentic Kano/Northern Nigerian Hausa pronunciation.
4. Content Moderation
Build speech detection for Nigerian social media platforms and Kannywood content.
5. Kannywood & Media
Improve automatic transcription for Hausa films, radio, podcasts (Kannywood is a major industry).
6. Voice Assistants
Develop Hausa-language voice assistants for Northern Nigeria's growing smartphone market.
Loading the Dataset
from datasets import load_dataset
# Load full Hausa dataset
dataset = load_dataset("SilencioNetwork/hausa-speech")
# Access samples
for sample in dataset['train']:
audio = sample['audio']
transcript = sample['transcript']
dialect = sample['dialect']
print(f"Transcript: {transcript}")
print(f"Dialect: {dialect}")
Sample Metadata
Each recording includes:
file_name: Audio file pathid: Unique recording IDgender: Speaker genderlocation: Speaker locationmother_tongue: Native language (Hausa)dialect: Regional variant (Nigeria - Kano)duration: Recording length (seconds)emotions: Emotion labels (happy, tired, relaxed, etc.)language: Hausatype_of_script: free_speech (spontaneous, unscripted)transcript: Whisper-generated transcription (Latin/Boko script)script: Original prompt (question asked in Hausa)
Hausa Speech Characteristics
This dataset captures authentic Hausa speech features:
- Tonal language: 2-3 tone system (high, low, falling)
- Ejective consonants: ƙ, ɓ, ɗ (unique to Hausa)
- Vowel length distinction: Short vs long vowels change meaning
- Arabic loanwords: Rich Islamic vocabulary
- Code-switching: Natural mixing with English (Nigeria), French (Niger)
- Natural prosody: Authentic rhythm, stress, intonation
- Real-world audio: Mobile recordings, natural environments
Market Context
West African Tech & Economy
- 80M+ Hausa speakers - One of Africa's top 5 languages
- Northern Nigeria: 100M+ population, major economic zone
- Kano: 4M population, commercial capital of Northern Nigeria
- Smartphone penetration: Growing 20%+ annually in Northern Nigeria
- Kannywood: Billion-dollar Hausa film industry (rival to Nollywood)
- BBC Hausa: Major news service reaching millions
- Islamic scholarship: Rich tradition of Hausa-language education
Why Hausa Matters
- Underrepresented in AI: <0.1% of speech datasets despite 80M+ speakers
- Trade language: West African lingua franca (Nigeria, Niger, Ghana, Chad)
- Large market: Northern Nigeria's economy larger than many African countries
- Cultural influence: Hausa music, literature, film reaching across West Africa
- Growing digital economy: E-commerce, fintech, edtech emerging in Kano/Kaduna
Hausa Dialects
Kano Hausa (represented in this dataset) is the prestige dialect:
- Most widely understood across Hausa-speaking regions
- Used in media (BBC Hausa, VOA Hausa, Radio France International)
- Taught in schools
- Standard for written Hausa
Other major dialects: Sokoto, Katsina, Zaria (all mutually intelligible)
Ethical Considerations
All data was collected with explicit informed consent from native Hausa speakers. Recordings contain general conversational topics only - no sensitive personal information.
Comparison to Other Datasets
| Dataset | Language | Hours | Speakers | Natural? |
|---|---|---|---|---|
| LibriSpeech | English | 1,000 | 2,484 | ❌ Read speech |
| Common Voice | Hausa | ~10 | Few | ⚠️ Read sentences |
| Silencio Hausa | Hausa | 981+ | 3,500+ | ✅ Spontaneous |
This is the largest natural Hausa speech dataset available.
Citation
If you use this dataset in your research or commercial product, please cite:
@dataset{silencio_hausa_speech_2026,
title={Hausa Speech Dataset},
author={Silencio Network},
year={2026},
publisher={HuggingFace},
url={https://huggingface.co/datasets/SilencioNetwork/hausa-speech}
}
Related Datasets
- African Languages Speech - 6 African languages (Swahili, Hausa, Yoruba, Igbo, Amharic, Nigerian English)
- Yoruba Speech - 50 Yoruba samples (fellow Nigerian language)
- Complete Voice AI Speech Dataset - 39 language/accent variants
- Indian Languages Speech - 9 Indian languages
License
CC BY-NC 4.0 (Creative Commons Attribution-NonCommercial 4.0 International)
✅ Free for research and non-commercial use
❌ Commercial use requires licensing (contact us)
About Silencio
Silencio is a voice AI data sourcing company with 2M+ contributors across 180+ countries. We provide scaled sourcing of real-world audio and speech data for AI labs, robotics companies, and enterprises building voice AI products.
🌐 silencioai.com
📧 sofia@silencioai.com
Tags: hausa, hausa language, nigerian languages, west africa, nigeria, niger, kano, kannywood, african languages, low-resource languages, speech recognition, asr, tts, voice ai, natural speech, spontaneous speech, nigerian speech, chadic languages