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The datasets presented in this article are related the research paper entitled “A Linear Classifier Approach for Identifying Security Requirements in Open Source Software Development” Wang et al. (2018) [1]. This article describes requirements collected from three open-source software (OSS) projects and labels of security requirements. The datasets are made available to support automated security requirements analyzing tools development as well as tools’ evaluation. Keywords: Security requirements, Open-source software