The document explains the features and characteristics of dictionaries in Python, highlighting that they store data in key-value pairs with unique keys and do not allow duplicates. It discusses the structure of a dictionary, data types, and the rules around key immutability and the handling of duplicate keys. Additionally, it provides examples of how to define and manipulate dictionaries.