Factual package intelligence from PyPI

upstream-data 3.40.1 package intelligence

Generate realistic synthetic healthcare claims for testing your revenue cycle pipeline. Zero PHI. Known denial patterns. API-first.

pip install upstream-data

Current version
3.40.1
Python requirement
>=3.12
License
Commercial
Distribution type
Pure Python wheel
Release files
2 (1 wheels, 1 source)
Download size
79.1 MiB
Release history
4 releases with files
Median release cadence
0 days

upstream-data dependencies

PyPI declares 21 unique dependency rules for this release. Environment markers are shown when supplied by the project.

  1. defusedxml >=0.7.1
  2. faker >=37.0.0
  3. fastapi >=0.115.0
  4. google-cloud-storage >=2.18.0
  5. huggingface-hub >=1.17.0
  6. mcp >=1.27.2
  7. numpy >=2.3.0
  8. orjson >=3.10.0
  9. polars >=1.30.0
  10. pyarrow >=20.0.0
  11. pydantic-settings >=2.10.0
  12. pydantic >=2.11.0
  13. pyyaml >=6.0.2
  14. requests >=2.32.0
  15. rich >=14.0.0
  16. scipy >=1.16.0
  17. stripe >=12.0.0
  18. structlog >=25.4.0
  19. tenacity >=9.1.0
  20. typer >=0.16.0
  21. uvicorn >=0.34.0

Compatibility and release files

upstream-data publishes 1 wheel and 1 source archive for version 3.40.1. Wheel platform tags: any.

Declared Python classifiers: 3.12.

Release activity and sources

PyPI lists 4 releases with files. The first dated release is ; 4 releases fall within the 365 days preceding the latest dated release. The current release files were uploaded on . The preceding dated release was .