Tamr Data Quality platform connects enterprise data sources (databases, Hadoop Distributed File System (HDFS), Comma-Separated Values (CSVs), and flat files) to arrange relevant datasets into a unified schema, cleans the unified data systems through entity deduplication and mastering, and categorizes entities according to the taxonomies, which facilitates robust downstream analysis.