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lines changed Original file line number Diff line number Diff line change @@ -21,13 +21,13 @@ seaborn==0.13.2 # To visualize clustering results
2121
2222# --- Machine Learning / Optimization ---
2323scikit-learn == 1.7.2
24- optuna == 4.5 .0
24+ optuna == 4.6 .0
2525umap-learn == 0.5.9.post2 # Dimensionality reduction to visualize node embeddings in 2D
2626
2727# --- Database connector ---
2828neo4j == 5.28.2
2929
3030# --- Native/scientific packages (may require compilation) ---
3131# These are included but may cause install errors in pip/venv
32- opentsne == 1.0.2 # Dimensionality reduction to visualize node embeddings in 2D. Might get replaced by umap.
33- shap == 0.48.0 # For e.g. explaining anomaly detection results
32+ opentsne == 1.0.4 # Dimensionality reduction to visualize node embeddings in 2D. Might get replaced by umap.
33+ shap == 0.49.1 # For e.g. explaining anomaly detection results
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