The report utilizes the Global Cybersecurity Threats Dataset (2015-2024) that provides extensive data on cyberattacks, malware types, targeted industries, and affected countries. It is designed for threat intelligence analysis, cybersecurity trend forecasting, and machine learning model development to enhance global digital security. This report was developed using R Quarto for reproducible analytics. All visualizations were created using the R ggplot2 and plotly packages.

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