skills/scikit-learn/scripts/clustering_analysis.py

• preprocess_for_clustering · function · L19-L48 — def preprocess_for_clustering(X, scale=True, pca_components=None)
• find_optimal_k_kmeans · function · L51-L108 — def find_optimal_k_kmeans(X, k_range=range(2, 11))
• compare_clustering_algorithms · function · L111-L198 — def compare_clustering_algorithms(X, n_clusters=3)
• visualize_clusters · function · L201-L274 — def visualize_clusters(X, results, true_labels=None)
• complete_clustering_analysis · function · L277-L335 — def complete_clustering_analysis(X, true_labels=None, scale=True, find_k=True, k_range=range(2, 11), n_clusters=3)