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 # PerfSPEC Learning Phase
+
+Based in [PrefSPEC: Performance Profiling-based Proactive Security Policy Enforcement for Containers](https://ieeexplore.ieee.org/document/10577533) document presented in [1], thir repository contains source files used to generate and process data.
+
+__PerfSPEC__ has three phases:
+
+- Ranking
+- Learning
+- Runtime
+
+This repository is focused in __Learning__ phase with attention on:
+
+- Event logs info load and process
+- Predictive learning model 
+
+> Note: It is considered that __event data collection__ in `raw-audit-logs.log` are realistic and representative to simulate
+administrative operations.
+
+## Files
+- `raw-audit-logs.log` contains raw Kubernetes audit logs collected using the `audit-policy.yaml` audit policy.
+
+If you wish to collect your own dataset, we include several source files that might help:
+- `collect.py` is a script to trigger the installation and uninstallation of public Helm repositories.
+- `helm-charts.json` is a backup of Helm charts used at the time of the collection.
+
+
+## Reference
+
+Source document 
+ te this dataset in your publication if it helps your research:
+
+[1]: [H. Kermabon-Bobinnec et al., "PerfSPEC: Performance Profiling-based Proactive Security Policy Enforcement for Containers," in IEEE Transactions on Dependable and Secure Computing, doi: 10.1109/TDSC.2024.3420712.](https://ieeexplore.ieee.org/document/10577533)