Mandarin Chinese Speech Database

About this dataset
1. Product Overview
The Chinese Mandarin speech database contains 1,000 hours of audio, with 718 hours from [ZH-CN] and 282 hours from [ZH-CN]. The recorded transcripts cover 12 domains, including wake-up words, voice control commands, smart home applications, autonomous driving, industrial production, and more. Recordings were conducted in a quiet indoor environment using three different devices: a high-fidelity microphone (44.1 kHz, 16-bit), an Android smartphone (16 kHz, 16-bit), and an iOS smartphone (16 kHz, 16-bit). Voice data was primarily captured using iOS smartphones. A total of 1,991 speakers from various accent regions across China participated in the recording process. After transcription and annotation by professional linguists, and rigorous quality assurance checks, the database achieves a text accuracy rate exceeding 96%.
2. Recording Corpus
Corpus Construction
Corpus Content
Considering the application of speech recognition in areas such as smart homes, autonomous driving, and industrial production, the corpus was curated across 12 distinct domains.
Serial No. · Domain
1 · Home Appliances Names and Control Commands
2 · POI (Geographic Information)
3 · Music and Radio (Voice-Controlled)
4 · Digital Products (Voice-Controlled)
5 · TV and Movie Titles
6 · Finance
7 · Technology
8 · Sports
9 · Entertainment
10 · Current Affairs News
11 · English Spelling
12 · General Text
Corpus Processing
- De-identification: Removal of politically sensitive, personally identifiable, or pornographic/violent content.
- Removal of symbols such as <, >, [ , ], , /, \, =.
- Exclusion of materials containing languages other than Chinese and English.
- Standardization of formatting.
3. Speaker Information
Basic Information Records
Speaker information includes task ID, gender, accent region, age range, and place of origin.
Task ID · Age Range · Gender · Accent Region
C0002 · B · Male · North
Each speaker is assigned one unique task ID, corresponding to a single transcript. Each speaker may participate only once. Accent regions are categorized into Northern, Southern, and Other based on the speaker’s native language area. Age ranges are defined as follows: A (under 16), B (16–25), C (26–40), D (41+).
Speaker Demographic Characteristics
Gender Ratio
The database comprises 1,991 speakers—845 males and 1,146 females.
Gender · Male · Female · Total
Ratio · 42.4% · 57.6% · 100%
Age Distribution
Ages 16–25: 316 speakers; Ages 26–40: 71 speakers; Over 41: 13 speakers.
· Age Group · Number · Proportion · Male · Female
A · Under 16 · 16 · 0.8% · 5 · 11
B · 16–25 · 1707 · 85.7% · 722 · 985
C · 26–40 · 201 · 10.1% · 89 · 112
D · Over 41 · 67 · 3.4% · 29 · 38
Total · 1991 · 100% · 845 · 1146
Dialect Distribution
Northern dialect: 1,247 speakers; Southern dialect: 679 speakers; Other dialects: 65 speakers.
Region · Number · Proportion
Northern · 1275 · 64%
Southern · 687 · 34.5%
Other · 29 · 1.5%
Total · 1991 · 100%
4. Data Recording Environment
Recording Environment
The recording took place in a quiet indoor setting, replicating real-life home scenarios without significant background voices or other noise, and free from echoes. Speakers read aloud their scripts at normal speaking speed.
Recording Equipment
Equipment included a high-fidelity microphone and recorder, an iOS smartphone, and an Android smartphone. All recordings were captured using iOS devices.
Recording Method
Speakers stood approximately 20 cm away from the high-fidelity microphone, speaking at normal volume and pace while reading their scripts. Android and iOS smartphones were positioned 20 cm away from the microphone respectively.
5. Speech Data Transcription
Transcribers converted audio into written text, striving for complete alignment between spoken content and written form. General guidelines include: 1) Transcriptions must exactly match the spoken audio—no extra words, omissions, or errors. 2) Numerals should be transcribed in Chinese characters, e.g., “一二三” instead of “123.” Pay attention to distinguishing “一” from “幺,” and “二” from “两.” 3) English pronunciations within the audio should be rendered in corresponding Chinese characters or English. Specific cases include: all letters or words in URLs should be capitalized—for example, “www.abc.com” becomes “三W点A B C点com”; English words within the audio should be transcribed entirely in lowercase; English letters should be capitalized. Certain proper nouns or acronyms requiring all caps and spaces—such as “C E O,” “C C T V”—must follow these rules. 4) Annotation completeness must mirror actual pronunciation—no deletions allowed.
6. Data File Directory
Directory Structure
The directory tree reflects the hierarchical organization of the dataset.
│ .docx(Database Description)
│ README.txt(Overview)
│ ChangeLog(Data Version Information)
└─ data(Data Folder)
│├─wav.scp(Audio File List)
│├─trans.txt(Transcription List)
│├─spk_info.txt(Speaker Information List)
│├─wav(Audio Folder)
│├─D2166(Speaker Folder)
││ ││ ID2166W0001.wav(Audio File)
File Naming Conventions
Directory Naming Rules
/<CORPUS>/<DATA1>/<DATA2>/<USAGE>/<FILE_ID>/<SPEECH_ID>e.g./iOS/data/wav/D2166/ID2166W0001.wav
Directory · Content · Notes
CORPUS · · Database
DATA1 · iOS · iOS
DATA2 · data & RADME & ChangeLog · Data Information
USAGE · wav · Data Folder
FILE_ID · D2166 · Speaker Folder
SPEECH_ID · ID2166W0001.wav · WAV File
File · Content · Notes
CORPUS_ID · I · iOS
SPEAKER_NUM · D2166 · Speaker ID
WAV_NUM · W0001 · WAV Number
File Naming Rules
<CORPUS_ID><SPEAKER_IC><WAV_NUM>e.g. ID2166W0001.wav
Sample Data Download
Samples
- Audio sample 1
- Audio sample 2