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AfiadataKe/ppb-kenya-recalls-dataset

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Hugging Face2026-04-07 更新2026-04-12 收录
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--- license: cc-by-4.0 language: - en pretty_name: PPB Kenya Recalls tags: - healthcare - pharmaceuticals - drug-safety - kenya - africa - recalls - regulatory size_categories: - n<1K configs: - config_name: recalls data_files: recalls_combined.csv default: true - config_name: rapid_alerts data_files: rapid_alerts.csv - config_name: manifest_recalls data_files: manifest_recalls.csv - config_name: manifest_rapid_alerts data_files: manifest_rapid_alerts.csv - config_name: curation_log data_files: curation_log.csv --- # PPB Kenya Recalls Structured data on medicine and medical device recalls and rapid alerts issued by the Pharmacy and Poisons Board (PPB) of Kenya, covering 2016 to 2025. ## Load the dataset ```python from datasets import load_dataset # Recall notices (default) recalls = load_dataset("afiadata/ppb-kenya-recalls", "recalls") # Rapid alerts alerts = load_dataset("afiadata/ppb-kenya-recalls", "rapid_alerts") ``` Or with pandas directly: ```python import pandas as pd recalls = pd.read_csv("https://huggingface.co/datasets/afiadata/ppb-kenya-recalls/resolve/main/recalls_combined.csv") alerts = pd.read_csv("https://huggingface.co/datasets/afiadata/ppb-kenya-recalls/resolve/main/rapid_alerts.csv") ``` ## Dataset structure ### recalls (183 records, 2016–2025) | Column | Description | |--------|-------------| | `year` | Year the recall was issued | | `date` | Date of the recall notice | | `recall_ref` | Official PPB reference number (`REC/YYYY/NNN`). Empty for pre-2022 records. | | `product_name` | Brand name of the recalled product | | `inn_name` | International Non-proprietary Name (generic name) and strength | | `batch_no` | Affected batch number(s) | | `manufacturer` | Manufacturer name and country | | `reason` | Reason for recall as stated in the PPB notice | ### rapid_alerts (62 records, 2018–2025) | Column | Description | |--------|-------------| | `year` | Year the alert was issued | | `date` | Date of the alert | | `title` | Full title of the alert | | `pdf_url` | URL to the PDF on the PPB website, where available | | `pdf_filename` | Corresponding local PDF filename, if available | | `product_type` | Product category (Medicine, Medical device, Excipient) | | `source` | Issuing body (PPB or WHO) | | `manufacturer` | Stated or confirmed manufacturer | ## Additional files The full dataset repository also includes: - `recalls_full_text.jsonl` — extracted text from recall PDFs (digital + OCR) - `rapid_alerts_full_text.jsonl` — extracted text from rapid alert PDFs - `manifest_recalls.csv` — PDF-to-record linkage for recalls - `manifest_rapid_alerts.csv` — PDF-to-record linkage for rapid alerts - `curation_log.csv` — documents manual corrections and records needing review - `recall_pdfs/` — source PDF documents - `rapid_alerts_pdfs/` — source PDF documents See `data_dictionary.md` for full column definitions. ## Source All records originate from the PPB website (pharmacyboardkenya.org). Rapid alerts include both PPB-issued notices and WHO alerts circulated by PPB. ## Citation ```bibtex @dataset{afiadata_ppb_kenya_recalls_2026, author = {Afiadata}, title = {PPB Kenya Recalls Dataset}, year = {2026}, publisher = {Hugging Face}, url = {https://huggingface.co/datasets/afiadata/ppb-kenya-recalls} } ``` ## License CC BY 4.0 — free to use, share, and adapt with attribution. **Attribution:** PPB Kenya Recalls Dataset, compiled by Afiadata. Original source: Pharmacy and Poisons Board of Kenya (pharmacyboardkenya.org).

--- 许可证: CC BY 4.0 语言: - 英语 显示名称: PPB 肯尼亚召回数据集 标签: - 医疗保健 - 制药行业 - 药品安全 - 肯尼亚 - 非洲 - 药品召回 - 监管 样本量类别: - 不足1000条 配置项: - 配置名称: recalls 数据文件: recalls_combined.csv 默认配置: 是 - 配置名称: rapid_alerts 数据文件: rapid_alerts.csv - 配置名称: manifest_recalls 数据文件: manifest_recalls.csv - 配置名称: manifest_rapid_alerts 数据文件: manifest_rapid_alerts.csv - 配置名称: curation_log 数据文件: curation_log.csv --- # PPB 肯尼亚召回数据集 本数据集包含肯尼亚药房与毒药管理局(Pharmacy and Poisons Board,简称PPB)发布的药品、医疗器械召回及快速预警结构化数据,时间覆盖2016年至2025年。 ## 加载数据集 python from datasets import load_dataset # 召回通知(默认配置) recalls = load_dataset("afiadata/ppb-kenya-recalls", "recalls") # 快速预警 alerts = load_dataset("afiadata/ppb-kenya-recalls", "rapid_alerts") 或直接通过 Pandas 加载: python import pandas as pd recalls = pd.read_csv("https://huggingface.co/datasets/afiadata/ppb-kenya-recalls/resolve/main/recalls_combined.csv") alerts = pd.read_csv("https://huggingface.co/datasets/afiadata/ppb-kenya-recalls/resolve/main/rapid_alerts.csv") ## 数据集结构 ### recalls 配置(183条记录,2016–2025年) | 字段名 | 字段说明 | |--------|----------| | `year` | 召回发布年份 | | `date` | 召回通知发布日期 | | `recall_ref` | PPB官方参考编号(格式为`REC/YYYY/NNN`),2022年之前的记录此字段为空 | | `product_name` | 召回产品的品牌名称 | | `inn_name` | 国际非专利名称(International Non-proprietary Name,简称INN,即通用名)及规格 | | `batch_no` | 受影响的产品批次编号 | | `manufacturer` | 生产企业名称及所在国家 | | `reason` | PPB通知中列明的召回原因 | ### rapid_alerts 配置(62条记录,2018–2025年) | 字段名 | 字段说明 | |--------|----------| | `year` | 预警发布年份 | | `date` | 预警发布日期 | | `title` | 预警完整标题 | | `pdf_url` | PPB官网PDF文档链接(如可获取) | | `pdf_filename` | 本地对应的PDF文件名(如可获取) | | `product_type` | 产品类别(药品、医疗器械、辅料) | | `source` | 发布机构(PPB或世界卫生组织(World Health Organization,简称WHO)) | | `manufacturer` | 列明或确认的生产企业 | ## 附加文件 完整数据集仓库还包含以下文件: - `recalls_full_text.jsonl`:从召回通知PDF中提取的文本(数字化文本+光学字符识别(Optical Character Recognition,简称OCR)结果) - `rapid_alerts_full_text.jsonl`:从快速预警PDF中提取的文本 - `manifest_recalls.csv`:召回通知的PDF与数据集记录关联表 - `manifest_rapid_alerts.csv`:快速预警的PDF与数据集记录关联表 - `curation_log.csv`:记录手动修正内容及待审核条目 - `recall_pdfs/`:召回通知源PDF文件目录 - `rapid_alerts_pdfs/`:快速预警源PDF文件目录 完整字段定义请参阅`data_dictionary.md`文件。 ## 数据来源 所有数据均源自PPB官网(pharmacyboardkenya.org)。快速预警数据包含PPB发布的官方通知及PPB转发的WHO预警。 ## 引用格式 bibtex @dataset{afiadata_ppb_kenya_recalls_2026, author = {Afiadata}, title = {PPB Kenya Recalls Dataset}, year = {2026}, publisher = {Hugging Face}, url = {https://huggingface.co/datasets/afiadata/ppb-kenya-recalls} } ## 许可证 CC BY 4.0许可证:可自由使用、分享及改编,但需注明出处。 **署名要求:** PPB肯尼亚召回数据集由Afiadata汇编,原始数据来源为肯尼亚药房与毒药管理局(pharmacyboardkenya.org)。
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