Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
No reported malware or high/critical advisories · Details
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
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((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
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Dependencies
21 optional dependencies
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coverage>=7.4[test]extra == "test"
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datamodelzoo[dev]extra == "dev"
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jsonschema>=4.25.1[thirdparty]extra == "thirdparty"
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mkdocs-autorefs[docs]extra == "docs"
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mkdocs-material[docs]extra == "docs"
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mkdocs-section-index[docs]extra == "docs"
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mkdocstrings[docs]extra == "docs"
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msgspec>=0.19.0[thirdparty]extra == "thirdparty"
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mypy>=1.10[typecheck]extra == "typecheck"
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networkx>=3.4.2[thirdparty]extra == "thirdparty"
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numpy>=2.2.6[thirdparty]extra == "thirdparty"
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pandas>=2.3.3[thirdparty]extra == "thirdparty"
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pydantic>=2.12.3[thirdparty]extra == "thirdparty"
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pyright>=1.1.400[typecheck]extra == "typecheck"
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pytest>=8[test]extra == "test"
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pytest-assert-type>=0.1.2[test]extra == "test"
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pytest-cov>=5[test]extra == "test"
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ruff>=0.5[lint]extra == "lint"
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sympy>=1.14.0[thirdparty]extra == "thirdparty"
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torch>=2.9.0[thirdparty]extra == "thirdparty"
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typing-extensions[test]python_full_version < "3.12" and extra == "test"