dataset provides a simple abstraction layer removes most direct SQL statements without the necessity for a full ORM model - essentially, databases can be treated like a JSON file, a hash table or a NoSQL datastore.
Schema is automatically generated and updated. If you want to, you can use SQLite's in-memory database functionality. Records are either created or updated automatically, depending on whether or not they exist already. Built on top of SQLalchemy so whatever it supports, dataset supports.
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