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Venesa123/livestock-health-disease-ssa-synthetic

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Hugging Face2025-12-17 更新2025-12-20 收录
下载链接:
https://hf-mirror.com/datasets/Venesa123/livestock-health-disease-ssa-synthetic
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资源简介:
该数据集是一个合成的撒哈拉以南非洲牲畜健康与疾病监测数据集,旨在弥补实际数据收集的不足。它包含了100万非洲小农户家庭的详细数据,涵盖了牲畜健康、疾病监测、兽医服务和畜群管理实践等多个方面。数据集通过严格的四阶段流程创建,包括文献综述、参数设定、条件数据生成和验证。它适用于多种允许的用途,如牲畜政策分析、兽医服务规划和疾病监测系统设计,但明确禁止用于实时疾病爆发响应或针对个体农户等用途。数据集完全合成,确保了隐私和伦理方面的考虑。

This synthetic dataset represents 1,000,000 African smallholder households with livestock systems, capturing livestock health, disease surveillance, veterinary access, and herd management practices across Sub-Saharan Africa. It combines baseline farm characteristics with 15 livestock-specific variables to create a comprehensive picture of livestock production systems and animal health challenges. The dataset is created through a rigorous 4-stage process involving literature review, parameter specification, conditional data generation, and validation. It is intended for various permitted uses such as livestock policy analysis, veterinary service planning, and disease surveillance system design, while explicitly prohibiting uses like real-time disease outbreak response or individual farmer targeting. The dataset is fully synthetic, ensuring privacy and ethical considerations are met.
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Venesa123
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