Phishing validation emails dataset
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Description:This dataset contains a collection of 2,000 emails, specifically curated for the purpose of validating machine learning models designed to differentiate between safe emails and phishing attempts. The dataset is a mix of real-world email samples and artificially generated emails, ensuring a comprehensive reflection of realistic email scenarios. Each entry in the dataset includes the full text of an email and a corresponding label that categorizes the email as either 'Safe Email' or 'Phishing Email.' This dataset is intended for use in validating the performance of models after they have been trained, providing a crucial step in ensuring the model's accuracy and reliability before deployment. Dataset Structure: Total Emails: 2,000 Email Types: Safe Emails Phishing Emails Attributes: Full text of the email Label indicating whether the email is safe or phishing Example Entries: Email Text: "Dear Jordan, your subscription has been succes..." Email Type: Safe Email Email Text: "Congratulations! You've won a $3000 gift card...." Email Type: Phishing Email In this version, the dataset has been balanced across the two classes (1,000 safe emails and 1,000 phishing emails), the repeated entries from the previous version have been removed, and new email samples have been added so that all 2,000 entries are now distinct. Acknowledgments Special gratitude is extended to the University of Twente, the Technologies for Criminal Investigations (TCI) research group, part of Saxion University of Applied Sciences and the Police Academy in the Netherlands, the Technical University of Sofia and the AI & CAD Systems Lab at Sofia Tech Park. Additionally, the work is supported by project No. BG16RFPR002-1.014-0014-C01, "Development Program with a Business Plan for the Laboratory Complex of Sofia Tech Park", implemented under the "Research, Innovation and Digitalization for Smart Transformation" Program, co-financed by the European Union through the European Regional Development Fund and part of the project "Regiodeal Stedendriehoek" funded by the Dutch National Government.



