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Tag: schema

Data Science

marshmallow – object serialization and data validation

October 20, 2023 Steve Emms Scientific

marshmallow validates and transforms structured application data with declarative schemas, custom fields, nested objects, and serialization.

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Data Science

Pydantic – data validation using Python type hints

October 20, 2023 Steve Emms Scientific

Pydantic validates structured data using Python type hints, with custom validators, strict typing, serialization, and JSON Schema generation.

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Data Science

Cerberus – lightweight and extensible data validation library

October 20, 2023 Steve Emms Scientific

Cerberus validates dictionaries with declarative schemas, type checks, dependencies, normalization rules, and extensible custom validators.

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Data Science

Valideer – lightweight data validation and adaptation library

October 20, 2023 Steve Emms Scientific

Valideer checks and transforms structured values with declarative schemas, built-in validators, custom rules, and detailed errors.

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Data Science

Colander – serialization, deserialization and validation library

October 20, 2023 Steve Emms Scientific

Colander validates and converts structured data using schemas for mappings, sequences, strings, numbers, dates, and custom types.

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Data Science

Voluptuous – Python data validation library

October 20, 2023 Steve Emms Scientific

Voluptuous validates nested data structures using composable schemas, callable validators, required fields, transformations, and error reporting.

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Data Science

schema – library for validating Python data structures

October 20, 2023 Steve Emms Scientific

schema checks Python data structures using readable validation rules, nested schemas, optional fields, custom checks, and data conversion.

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Data Science

jsonschema – implementation of JSON Schema for Python

October 20, 2023 Steve Emms CLI, Scientific

jsonschema validates JSON-compatible data against schemas, supports multiple JSON Schema drafts, and provides detailed error reporting.

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