Datasets:
MATCHA: A Multi-Disease Chinese Mental Health Dataset with Cross-Lingual Analyses
1. Overview / 项目简介
MATCHA (Multi-Disorder mental health daTa in CHinA) is a large-scale, community-driven Chinese Weibo dataset designed for multi-disorder mental health research. It is the first Chinese multi-disease dataset that links community posts from Weibo Super-Topics (超话) with user-level historical timelines.
MATCHA(Multi-Disorder mental health daTa in CHinA)是一个大规模、社区驱动的中文微博数据集,专为多病种精神健康研究设计。该数据集首次将微博超话社区帖子与用户层面的历史时间线相结合,构建了完整的用户数字足迹。
2. Key Features / 核心亮点
- Large Scale / 规模宏大: Covers 7 DSM-5 disorders and a control group, totaling 1.8 million posts from 47k users.
- LLM-Assisted Stratification / 大模型辅助标注: Utilizes Qwen-3 to identify "Identified Positive" (IP) users who have explicitly self-reported their clinical status with >80% accuracy.
- Cross-Lingual Alignment / 跨语言对齐: Fully aligned with the English Twitter-STMHD dataset to facilitate cross-lingual psychiatric analysis.
- Dual-Context / 双重语境: Links disorder-specific community posts (STP) with general homepage posts (HP) to characterize behavioral patterns.
3. Data Statistics / 数据统计
| Disorder / 疾病类型 | User Count / 用户数 | Total Posts / 总帖子数 |
|---|---|---|
| ADHD (多动症) | 197 | 10,084 |
| ASD (孤独症) | 753 | 33,622 |
| Bipolar Disorder (双相) | 612 | 125,653 |
| Depression (抑郁症) | 25,202 | 1,232,940 |
| General Anxiety (焦虑症) | 10,004 | 170,874 |
| Obsessive-Compulsive (强迫症) | 442 | 82,006 |
| Schizophrenia (精分) | 584 | 25,816 |
| Control Group (对照组) | 4,125 | 155,136 |
4. Ethics & Data Access / 伦理与数据获取
- De-identification: All personal identifiers have been removed or hashed to protect user privacy.
- Access Control: The dataset is distributed through a controlled-access system for academic, non-commercial use only.
- Ethics Statement: All data were collected from publicly accessible posts without intruding on restricted content.
5. Access Instructions / 申请须知
To access the MATCHA dataset, you must complete the following Dual-Verification process. Requests without a corresponding signed DUA will be declined.
如需访问 MATCHA 数据集,您必须完成以下双重验证流程。未提交签署协议的申请将被拒绝。
Download & Sign: Visit our GitHub Repository to download and sign the
DUA.mdfile. 下载并签署:前往 GitHub 仓库 下载并签署DUA数据使用协议。Email the DUA: Send the signed document to baihan.li612@gmail.com. 发送邮件:将签署后的扫描件发送至 baihan.li612@gmail.com。
- Subject:
[MATCHA Access Request] Name - Institution
- Subject:
Match Email Address: Ensure your Hugging Face account email is the SAME as the one in your signed DUA for verification. 邮箱一致性:请确保您的 Hugging Face 账号邮箱 与协议中填写的邮箱完全一致,以便核对。
We will review your request once the signed DUA is received via email. 我们在收到邮件及签署协议后将尽快予以通过。
- Downloads last month
- 4