Registro públicoBueno
Informe de salud del softwareesquema 0.11.0 · métricas 1.13.0 · 2026-07-17 00:59 UTC
pandas-dev / pandas-stubs
Public type stubs for pandas
pandas-dev/pandas-stubs tiene un índice de salud de 76 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Sustainability & Governance (86/100) y la más baja, Vitality (60/100). Se actualizó por última vez hace 2 días. 3 personas concentran la mayor parte del trabajo reciente.
76
global / 100Índice de salud del software
Las métricas se agrupan en categorías ponderadas sobre una escala de 1 a 100. El resultado global parte de su media; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe el límite 49 (En riesgo). Preparación para IA queda fuera.
76
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
Perfil de puntuación
Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.
Titularidad
pandasOrganización
5321 seguidores16 repositorios públicosdesde ago 2016
Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.
Ecosistemas de paquetes
| Registro | Paquete | Versión | Descargas / mes | Versiones | Última publicación |
|---|---|---|---|---|---|
| PyPI | pandas-stubs | 3.0.3.260530 | - | 139 | hace 47 días |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
60
Actividad de desarrollo
99Excelente
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 2 días |
| 34.6/36 | Cadencia de commits — 50/52 semanas con commits |
| 18/18 | Volumen de commits — 365 commits en el último año |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10 |
Datos de entrada utilizados
| commits_last_year | 365 |
| human_commit_share | — |
| days_since_last_push | 2 |
| active_weeks_last_year | 50 |
Disciplina de publicación
1Crítico
Cómo se puntúa
| 0/27 | Publica versiones — sin versiones publicadas |
| 0/36 | Recencia de las versiones — sin versiones |
| 0/27 | Cadencia de publicación — sin versiones |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 0 |
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.
Comunidad y Adopción
¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?
77
Popularidad y adopción
64Moderado
Cómo se puntúa
| 40.7/60 | Estrellas — 324 estrellas |
| 18.7/25 | Forks — 177 forks |
| 5/15 | Observadores — 9 observadores |
Datos de entrada utilizados
| forks | 177 |
| stars | 324 |
| watchers | 9 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
92Excelente
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (BSD-3-Clause) |
| 18/18 | Guía CONTRIBUTING |
| 13.5/13.5 | Código de conducta |
| 0/7.2 | Plantilla de issues |
| 6.3/6.3 | Plantilla de PR |
Datos de entrada utilizados
| has_readme | sí |
| has_license | sí |
| has_contributing | sí |
| has_issue_template | no |
| has_code_of_conduct | sí |
| has_pull_request_template | sí |
Sostenibilidad y Gobernanza
¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?
86
Cómo se puntúa
| 36/54 | Factor bus — la mitad de los commits recae en 3 contribuyente(s) |
| 17.6/22.5 | Distribución de commits — el principal contribuyente firma el 22% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 100 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 16 contributing companies or organizations |
Datos de entrada utilizados
| bus_factor | 3 |
| contributors_sampled | 100 |
| top_contributor_share | 0,218 |
Capacidad de respuesta a issues y PR
95Excelente
Cómo se puntúa
| 44.2/46.8 | Resolución de issues — 94% de issues cerradas |
| 35.4/38.3 | Aceptación de PR — 1034/1117 PR decididos fusionados |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Datos de entrada utilizados
| merged_prs | 1034 |
| open_issues | 37 |
| closed_issues | 640 |
| issue_closed_ratio | 0,945 |
| closed_unmerged_prs | 83 |
Propiedad y custodia
76Bueno
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 25/25 | Alcance del propietario — 5321 seguidores de pandas-dev |
| 21/25 | Trayectoria — 16 repos públicos, cuenta de ~9 años |
Datos de entrada utilizados
| followers | 5321 |
| owner_type | Organization |
| is_verified | — |
| owner_login | pandas-dev |
| public_repos | 16 |
| account_age_days | 3614 |
Mantenimiento de paquetes
100Excelente
Cómo se puntúa
| 25/25 | Publicado y resoluble — 1 paquete(s) en pypi |
| 35/35 | Recencia de publicación — última publicación hace 47 días |
| 20/20 | Historial de versiones — 139 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | pandas-stubs |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 47 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
84
Prácticas de ingeniería
90Excelente
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 3 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 16/16 | Configuración de linter |
| 9.6/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 16/20 | OpenSSF Scorecard: CI-Tests — 26 out of 30 merged PRs checked by a CI test -- score normalized to 8 |
Datos de entrada utilizados
| has_ci | sí |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | sí |
| has_precommit_config | sí |
Documentación
75Bueno
Cómo se puntúa
| 30/30 | README |
| 25/25 | Directorio de documentación |
| 0/15 | Sitio de documentación / página del proyecto |
| 10/10 | Descripción del repositorio |
| 0/10 | Topics |
| 10/10 | Wiki |
Datos de entrada utilizados
| topics | — |
| has_wiki | sí |
| homepage | — |
| has_readme | sí |
| has_docs_dir | sí |
| has_description | sí |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
70
Postura de seguridad
70Bueno
Cómo se puntúa
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2/2.5 | CI-Tests — 26 out of 30 merged PRs checked by a CI test -- score normalized to 8 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 16 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Licencia — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — sin datos |
| 5/5 | Pinned-Dependencies — all dependencies are pinned |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — sin datos |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 7 |
Excluidos de la puntuación (sin datos o no aplicable): packaging, signed_releases. Los pesos restantes se han renormalizado.
Preparación para IA
¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.
72
Contexto y guía para agentes
75Bueno
Cómo se puntúa
| 45/45 | Instrucciones para agentes — AGENTS.md |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 0/40 | Historial de commits legible — sin datos |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 4313 |
Excluidos de la puntuación (sin datos o no aplicable): Historial de commits legible. Los pesos restantes se han renormalizado.
Cómo se puntúa
| 0/18 | Arranque con un solo comando |
| 22/22 | Pruebas automatizadas |
| 11/11 | Configuración de lint / formato |
| 11/11 | Verificación estática de tipos — pandas-stubs/py.typed |
| 0/10 | Entorno reproducible |
| 0/10 | Práctica demostrada con agentes — sin datos |
| 0/8 | Mantenimiento automatizado — sin datos |
| 10/10 | OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned |
Datos de entrada utilizados
| has_nix | no |
| has_tests | sí |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | sí |
| typecheck_configs | pandas-stubs/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluidos de la puntuación (sin datos o no aplicable): Práctica demostrada con agentes, Mantenimiento automatizado. Los pesos restantes se han renormalizado.
Cómo se puntúa
| 27/45 | Código verificable por tipos — Python con configuración de verificación de tipos (pandas-stubs/py.typed) |
| 52.7/55 | Tamaños de archivo manejables — 7/171 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 157.327 |
| source_files_sampled | 171 |
| oversized_source_files | 7 |
Datos clave
324estrellas de GitHub
100contribuidores
365commits en los últimos 12 meses
2días desde el último push
0versiones publicadas
3factor bus
37issues abiertas
PyPIecosistemas de paquetes
Más detalle
OpenSSF Scorecard 7.0 / 10
7.0agregado
Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 8 | CI-Tests | 26 out of 30 merged PRs checked by a CI test -- score normalized to 8 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 16 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10 |
| n/d | Packaging | packaging workflow not detected |
| 10 | Pinned-Dependencies | all dependencies are pinned |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| n/d | Signed-Releases | no releases found |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Dependencias directas 1
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| PyPI | numpy | >=1.23.5,<2.5 | pyproject.toml |
Todas las dependencias 110
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 1 paquetes directos y 109 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | numpy | 2.4.6 | directa |
| PyPI | annotated-types | 0.7.0 | indirecta |
| PyPI | anyio | 4.14.1 | indirecta |
| PyPI | ast-serialize | 0.6.0 | indirecta |
| PyPI | beautifulsoup4 | 4.15.0 | indirecta |
| PyPI | black | 26.5.1 | indirecta |
| PyPI | blosc2 | 4.8.0 | indirecta |
| PyPI | cachetools | 6.2.6 | indirecta |
| PyPI | certifi | 2026.6.17 | indirecta |
| PyPI | cfgv | 3.5.0 | indirecta |
| PyPI | charset-normalizer | 3.4.9 | indirecta |
| PyPI | click | 8.4.2 | indirecta |
| PyPI | colorama | 0.4.6 | indirecta |
| PyPI | contourpy | 1.3.3 | indirecta |
| PyPI | cycler | 0.12.1 | indirecta |
| PyPI | defusedxml | 0.7.1 | indirecta |
| PyPI | distlib | 0.4.3 | indirecta |
| PyPI | et-xmlfile | 2.0.0 | indirecta |
| PyPI | filelock | 3.29.7 | indirecta |
| PyPI | fonttools | 4.63.0 | indirecta |
| PyPI | fsspec | 2026.6.0 | indirecta |
| PyPI | greenlet | 3.5.3 | indirecta |
| PyPI | h11 | 0.16.0 | indirecta |
| PyPI | h2 | 4.3.0 | indirecta |
| PyPI | hpack | 4.2.0 | indirecta |
| PyPI | html5lib | 1.1 | indirecta |
| PyPI | httpcore | 1.0.9 | indirecta |
| PyPI | httpx | 0.28.1 | indirecta |
| PyPI | hyperframe | 6.1.0 | indirecta |
| PyPI | identify | 2.6.19 | indirecta |
| PyPI | idna | 3.18 | indirecta |
| PyPI | iniconfig | 2.3.0 | indirecta |
| PyPI | isort | 8.0.1 | indirecta |
| PyPI | jinja2 | 3.1.6 | indirecta |
| PyPI | kiwisolver | 1.5.0 | indirecta |
| PyPI | librt | 0.13.0 | indirecta |
| PyPI | loguru | 0.7.2 | indirecta |
| PyPI | lxml | 6.1.1 | indirecta |
| PyPI | markdown-it-py | 4.2.0 | indirecta |
| PyPI | markupsafe | 3.0.3 | indirecta |
| PyPI | matplotlib | 3.11.0 | indirecta |
| PyPI | mdurl | 0.1.2 | indirecta |
| PyPI | mmh3 | 5.2.1 | indirecta |
| PyPI | msgpack | 1.2.1 | indirecta |
| PyPI | mypy | 2.2.0 | indirecta |
| PyPI | mypy-extensions | 1.1.0 | indirecta |
| PyPI | narwhals | 2.23.0 | indirecta |
| PyPI | ndindex | 1.10.1 | indirecta |
| PyPI | nodeenv | 1.10.0 | indirecta |
| PyPI | numexpr | 2.14.1 | indirecta |
| PyPI | numpy-typing-compat | 20260602.2.4 | indirecta |
| PyPI | odfpy | 1.4.1 | indirecta |
| PyPI | openpyxl | 3.1.5 | indirecta |
| PyPI | optype | 0.17.1 | indirecta |
| PyPI | packaging | 26.2 | indirecta |
| PyPI | pandas | 3.0.3 | indirecta |
| PyPI | pastel | 0.2.1 | indirecta |
| PyPI | pathspec | 1.1.1 | indirecta |
| PyPI | pillow | 12.3.0 | indirecta |
| PyPI | platformdirs | 4.10.0 | indirecta |
| PyPI | pluggy | 1.6.0 | indirecta |
| PyPI | poethepoet | 0.48.0 | indirecta |
| PyPI | pre-commit | 4.6.0 | indirecta |
| PyPI | py-cpuinfo | 9.0.0 | indirecta |
| PyPI | pyarrow | 25.0.0 | indirecta |
| PyPI | pyarrow-stubs | 20.0.0.20260625 | indirecta |
| PyPI | pydantic | 2.13.4 | indirecta |
| PyPI | pydantic-core | 2.46.4 | indirecta |
| PyPI | pygments | 2.20.0 | indirecta |
| PyPI | pyiceberg | 0.10.0 | indirecta |
| PyPI | pyparsing | 3.3.2 | indirecta |
| PyPI | pyreadstat | 1.3.5 | indirecta |
| PyPI | pyrefly | 1.1.1 | indirecta |
| PyPI | pyright | 1.1.411 | indirecta |
| PyPI | pyroaring | 1.1.0 | indirecta |
| PyPI | pytest | 9.1.1 | indirecta |
| PyPI | python-calamine | 0.7.0 | indirecta |
| PyPI | python-dateutil | 2.9.0.post0 | indirecta |
| PyPI | python-discovery | 1.4.4 | indirecta |
| PyPI | pytokens | 0.4.1 | indirecta |
| PyPI | pytz | 2026.2 | indirecta |
| PyPI | pyxlsb | 1.0.10 | indirecta |
| PyPI | pyyaml | 6.0.3 | indirecta |
| PyPI | requests | 2.34.2 | indirecta |
| PyPI | rich | 14.3.4 | indirecta |
| PyPI | scipy | 1.17.1 | indirecta |
| PyPI | scipy-stubs | 1.16.0.2 | indirecta |
| PyPI | six | 1.17.0 | indirecta |
| PyPI | sortedcontainers | 2.4.0 | indirecta |
| PyPI | soupsieve | 2.8.4 | indirecta |
| PyPI | sqlalchemy | 2.0.51 | indirecta |
| PyPI | strictyaml | 1.7.3 | indirecta |
| PyPI | tables | 3.11.1 | indirecta |
| PyPI | tabulate | 0.10.0 | indirecta |
| PyPI | tenacity | 9.1.4 | indirecta |
| PyPI | threadpoolctl | 3.6.0 | indirecta |
| PyPI | ty | 0.0.58 | indirecta |
| PyPI | types-python-dateutil | 2.9.0.20260518 | indirecta |
| PyPI | types-pytz | 2026.2.0.20260518 | indirecta |
| PyPI | typing-extensions | 4.16.0 | indirecta |
| PyPI | typing-inspection | 0.4.2 | indirecta |
| PyPI | tzdata | 2026.3 | indirecta |
| PyPI | urllib3 | 2.7.0 | indirecta |
| PyPI | virtualenv | 21.6.1 | indirecta |
| PyPI | webencodings | 0.5.1 | indirecta |
| PyPI | win32-setctime | 1.2.0 | indirecta |
| PyPI | xarray | 2026.7.0 | indirecta |
| PyPI | xlrd | 2.0.2 | indirecta |
| PyPI | xlsxwriter | 3.2.9 | indirecta |
| PyPI | zstandard | 0.25.0 | indirecta |
Informe JSON sin procesar legible por máquina
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]
},
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{
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{
"key": "vulnerabilities",
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"code": "jurisdiction_evidence_limits",
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"components": [
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],
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]
}
],
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{
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"weight": 0,
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"details": [
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}Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.
Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.11.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.