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docs: add data‑science analysis notebook for clustering & anomaly detection #1938

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Fixes: #

This PR adds a Jupyter notebook under extras/notebooks that:

  • Loads a sample SpiderFoot JSON scan.
  • Performs K‑Means clustering on risk, confidence, and record count.
  • Runs IsolationForest for anomaly detection.
  • Visualizes clusters and outliers in a scatter plot.
  • Updates the README with a link to the notebook.

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