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Ransomware_in_AD_Early-Satge-Analysis

The data collected for the paper "Ransomware in Active Directory: A Dataset and Analysis of Early-Stage Behavior" which was accepted for the CSET Workshop 2025 at ACSAC.

The dataset captures the first 20–25 minutes of behavior across multiple ransomware families executed in a controlled Active Directory (AD) environment, with both victim and server perspectives recorded. All preprocessing, windowing, and evaluation scripts used in the paper are included to support full reproducibility.

How to Run?

  1. Unzip all CSV files contained in the data/ directory.
  2. Open the provided Jupyter notebook (AD_early_stage_analysis.ipynb) and run all cells to reproduce the figures, metrics, and results reported in the paper.

Usage & Citation

If you use this dataset, code, or methodology in your research, please cite our paper:

Temporary citation (to be updated once the official CSET 2025 proceedings are published):

@inproceedings{bhandary2025ransomwareAD, title={Ransomware in Active Directory: A Dataset and Analysis of Early-Stage Behavior}, author={Bhandary, Prajna and Nicholas, Charles and Joyce, RJ and Li, Bojing}, booktitle={CSET Workshop ACSAC}, year={2025} }

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The data collected for the paper "Ransomware in Active Directory: A Dataset and Analysis of Early-Stage Behavior" which was accepted for the CSET Workshop 2025.

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