{
    "best_k": 15,
    "best_silhouette_score": 0.4733,
    "silhouette_threshold_for_auto_retrain": 0.4,
    "description": "Clustering pipeline using KMeans on UMAP embeddings with categorical and numerical preprocessing."
}