NumPy User Guide Assistant

Answers questions on SQLAlchemy 2.0: the ORM, Core, sessions, relationships, querying and the unified tutorial, citing the exact file in the public docs of the GitHub repo sqlalchemy/sqlalchemy (MIT). Not an official SQLAlchemy product.

Answers questions on Streamlit: widgets, caching, session state, multipage apps, connections and deployment, citing the exact file in the public docs of the GitHub repo streamlit/docs (Apache-2.0). Not an official Streamlit product.

Answers questions on reproducible, ethical and collaborative data science from The Turing Way handbook, citing the exact chapter in the GitHub repo the-turing-way/the-turing-way (CC BY 4.0). Not an official Turing Way product.

Answers questions on the U.S. Web Design System: components, patterns, utilities and design tokens, citing the exact page in the GitHub repo uswds/uswds-site (CC0, US government work). Not an official U.S. government product.

Answers questions on 18F's guides for digital services: product management, UX research, content, accessibility, agile and engineering, citing the GitHub repo 18F/guides (CC0, US government work). Not an official 18F or GSA product.

Answers questions on starting, growing and maintaining open source projects: contributing, community, governance, funding and legal basics, citing the GitHub repo github/opensource.guide (CC BY 4.0). Not an official GitHub product.