Clustering Analysis Overview Clustering partitions data into groups of similar observations without pre-defined labels, enabling discovery of natural patterns and structures in data. When to Use - Segmenting customers based on purchasing behavior or demographics - Discovering natural groupings in data without prior knowledge of categories - Identifying market segments for targeted marketing campaigns - Organizing large datasets into meaningful categories for further analysis - Finding patterns in gene expression data or medical imaging - Grouping documents, products, or users by similarity fo…