Data Artifex Socrata Toolkit ============================ Welcome to the **Socrata Toolkit** documentation! This Python library provides comprehensive tools for working with Socrata open data platforms, enabling you to access datasets, generate rich metadata, and create standardized documentation. Overview -------- Socrata is an open data platform designed to help government agencies and organizations publish, manage, and share data effectively. It is used by a wide range of government agencies and organizations worldwide to manage and share open data. The Socrata Open Data Catalog, also known as the Open Data Network, is a global search engine and discovery tool for open datasets. Socrata offers a comprehensive API called the `Socrata Open Data API (SODA) `_ for accessing and interacting with datasets hosted on Socrata-powered open data portals. **Note:** The Socrata platform was acquired by Tyler Technologies for $150 million, about triple the amount of investor funding Socrata had raised since its launch in 2007. Key Features ------------ The Socrata Toolkit provides: * **Dataset Access**: Retrieve dataset information, metadata, and statistics from Socrata servers * **DCAT Generation**: Generate W3C DCAT (Data Catalog Vocabulary) metadata using Pydantic-based RDF models * **DDI-Codebook**: Create DDI-Codebook 2.5 XML documentation for datasets * **Croissant Metadata**: Generate ML Croissant format metadata for machine learning datasets * **Code Generation**: Generate data access code in multiple languages (Python, Ruby, SAS, Stata, PowerShell, jQuery, .NET) * **Type Safety**: Built on Pydantic models with full type checking and validation Recent Updates -------------- **Pydantic RDF Integration (February 2026)**: The DCAT generator has been refactored to use Pydantic-based RDF models from ``dartfx-rdf``, providing: * Enhanced type safety and validation * Cleaner, more maintainable code * Automatic RDF serialization via ``RdfBaseModel`` * Seamless integration with the DataArtifex RDF ecosystem Quick Start ----------- Installation ~~~~~~~~~~~~ **Using uv (recommended):** .. code-block:: bash uv pip install dartfx-socrata **Using pip:** .. code-block:: bash pip install dartfx-socrata Basic Usage ~~~~~~~~~~~ .. code-block:: python from dartfx.socrata import SocrataServer, SocrataDataset, DcatGenerator # Connect to a Socrata server server = SocrataServer(host="data.sfgov.org") # Access a specific dataset dataset = SocrataDataset(server=server, id="vw6y-z8j6") # Get dataset information print(f"Dataset: {dataset.name}") print(f"Records: {dataset.get_record_count()}") # Generate DCAT metadata generator = DcatGenerator(server=server) generator.add_dataset(dataset) graph = generator.get_graph() Documentation Contents ---------------------- .. toctree:: :maxdepth: 2 :caption: User Guide: installation quickstart metadata dcat .. toctree:: :maxdepth: 2 :caption: API Reference: api/socrata api/dcat api/models .. toctree:: :maxdepth: 1 :caption: Additional Resources: examples contributing changelog Indices and tables ================== * :ref:`genindex` * :ref:`modindex` * :ref:`search`