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Use Beanie For Async MongoDB With Pydantic
- Use Beanie for async MongoDB with Pydantic models when you want document-based models and validation.
- Beanie builds on Motor and Pydantic to let you await create/query operations with typed models.
Plot Directly In Your Terminal For Fast Debugging
- For quick terminal plots, use an in-terminal plotting library to avoid switching to notebooks.
- plotext renders matplotlib-like plots directly in the terminal for time series, histograms, and more.
Abstract Storage With A File-System Interface
- Treat diverse data sources as files using a unified file-system API to simplify pipeline code.
- fsspec gives a common open() interface across local files, cloud storage, and other backends for pandas and pipelines.