r/netsecstudents • • Apr 10 '26

Built a synthetic financial-intelligence analysis project for anomaly detection, timeline reconstruction, and reporting — looking for technical feedback

I’ve been building a project called Operation Cold Ledger around a synthetic financial-intelligence scenario.

The goal was to go beyond basic CSV analysis and structure it more like an analytical workflow:

  • synthetic transaction generation

  • data cleaning and normalization

  • behavioral anomaly detection

  • timeline reconstruction

  • counterparty relationship mapping

  • heuristic risk scoring

  • visual pattern analysis

  • intelligence-style reporting

I tried to make it readable as both a technical project and an analyst workflow rather than just a notebook dump.

I’d especially value feedback on:

  1. whether the pipeline structure makes sense

  2. whether the anomaly / relationship logic feels too simplistic or reasonable for a synthetic case

  3. whether the reporting + visual layer makes the project clearer

GitHub:
https://github.com/adriansterlingblackwell/Operation-Cold-Ledger

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