{"library":"nptyping","type":"library","category":null,"description":"nptyping provides type hints for NumPy arrays and structured arrays, enabling static type checking for data science code that uses NumPy. It also includes experimental support for Pandas DataFrames. As of version 2.5.0, it's actively maintained with a moderate release cadence, focusing on compatibility, new features like structure expressions, and bug fixes.","language":"python","status":"active","version":"2.5.0","tags":["numpy","typing","type-hints","ndarray","data-science","static-analysis"],"install":[{"cmd":"pip install nptyping","imports":["from nptyping import NDArray","from nptyping import Shape","from nptyping import Structure","from nptyping import Int","from nptyping import DataFrame"]}],"homepage":null,"github":"https://github.com/ramonhagenaars/nptyping","docs":null,"changelog":null,"pypi":"https://pypi.org/project/nptyping/","npm":null,"openapi_spec":null,"status_page":null,"smithery":null,"compatibility":{"summary":{"python_range":"3.10–3.9","success_rate":80,"avg_install_s":3.7,"avg_import_s":0.33,"wheel_type":"wheel"},"url":"https://checklist.day/v1/registry/nptyping/compatibility"},"provenance":{"verified_status":"passing","verified_at":"Sun Jun 28","last_verified":"Sun Jun 28","next_check":"Tue Jul 28","install_tag":null}}