Registro públicoModerado
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-23 06:49 UTC
pik-copan / pyunicorn
Unified Complex Network and Recurrence Analysis Toolbox
pik-copan/pyunicorn tiene un índice de salud de 61 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Sustainability & Governance (72/100) y la más baja, Security (38/100). Se actualizó por última vez hace 5 días. 2 personas concentran la mayor parte del trabajo reciente.
61
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.
61
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
copanOrganización
25 seguidores18 repositorios públicosdesde abr 2015
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 | Etiquetas |
|---|---|---|---|---|---|---|
| PyPI | pyunicorn | 1.0.0 | 5099 | 11 | hace 5 días | complex-networknonlinear-time-series-analysisclimate-networkrecurrence-plotsurrogate-model |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
70
Actividad de desarrollo
71Bueno
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 5 días |
| 10.4/36 | Cadencia de commits — 15/52 semanas con commits |
| 14.7/18 | Volumen de commits — 42 commits en el último año |
| 10/10 | OpenSSF Scorecard: Maintained — 11 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
Datos de entrada utilizados
| commits_last_year | 42 |
| human_commit_share | 1 |
| days_since_last_push | 5 |
| active_weeks_last_year | 15 |
Disciplina de publicación
68Moderado
Cómo se puntúa
| 27/27 | Publica versiones — 11 versiones publicadas |
| 36/36 | Recencia de las versiones — última versión hace 5 días |
| 5.4/27 | Cadencia de publicación — una versión cada ~456,8 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Datos de entrada utilizados
| releases_count | 11 |
| latest_release_tag | v1.0.0 |
| releases_from_tags | no |
| days_since_latest_release | 5 |
| mean_days_between_releases | 456,8 |
Comunidad y Adopción
¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?
55
Popularidad y adopción
61Moderado
Cómo se puntúa
| 38.2/60 | Estrellas — 229 estrellas |
| 16.2/25 | Forks — 89 forks |
| 6.2/15 | Observadores — 14 observadores |
Datos de entrada utilizados
| forks | 89 |
| stars | 229 |
| watchers | 14 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
44En riesgo
Cómo se puntúa
| 22.5/22.5 | README |
| 16.9/22.5 | Licencia — archivo de licencia presente, no es una licencia reconocida |
| 0/18 | Guía CONTRIBUTING |
| 0/13.5 | Código de conducta |
| 0/7.2 | Plantilla de issues |
| 0/6.3 | Plantilla de PR |
Datos de entrada utilizados
| has_readme | sí |
| has_license | sí |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Adopción en el ecosistema (descargas)
62Moderado
Cómo se puntúa
| 49.4/80 | Descargas mensuales — 5099 descargas/mes en pypi |
| 0/20 | Dependientes en el registro — no lo informa este ecosistema |
Datos de entrada utilizados
| packages | pyunicorn |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 5099 |
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.
Sostenibilidad y Gobernanza
¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?
72
Resiliencia de mantenedores (factor bus)
64Moderado
Cómo se puntúa
| 25.2/54 | Factor bus — la mitad de los commits recae en 2 contribuyente(s) |
| 15/22.5 | Distribución de commits — el principal contribuyente firma el 33% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 16 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations |
Datos de entrada utilizados
| bus_factor | 2 |
| contributors_sampled | 16 |
| top_contributor_share | 0,333 |
Cómo se puntúa
| 37.4/46.8 | Resolución de issues — 80% de issues cerradas |
| 32.2/38.3 | Aceptación de PR — 64/76 PR decididos fusionados |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 1/26 approved changesets -- score normalized to 0 |
Datos de entrada utilizados
| merged_prs | 64 |
| open_issues | 38 |
| closed_issues | 151 |
| issue_closed_ratio | 0,799 |
| closed_unmerged_prs | 12 |
Propiedad y custodia
62Moderado
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 10.2/25 | Alcance del propietario — 25 seguidores de pik-copan |
| 21.3/25 | Trayectoria — 18 repos públicos, cuenta de ~11 años |
Datos de entrada utilizados
| followers | 25 |
| owner_type | Organization |
| is_verified | — |
| owner_login | pik-copan |
| public_repos | 18 |
| account_age_days | 4121 |
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 5 días |
| 20/20 | Historial de versiones — 11 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | pyunicorn |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 5 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
60
Prácticas de ingeniería
40En riesgo
Cómo se puntúa
| 0/24 | Flujos de trabajo de CI |
| 24/24 | Pruebas presentes |
| 0/16 | Configuración de linter |
| 0/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 16/20 | OpenSSF Scorecard: CI-Tests — 7 out of 8 merged PRs checked by a CI test -- score normalized to 8 |
Datos de entrada utilizados
| has_ci | no |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentación
90Excelente
Cómo se puntúa
| 30/30 | README |
| 25/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — https://pyunicorn.readthedocs.io |
| 10/10 | Descripción del repositorio |
| 0/10 | Topics |
| 10/10 | Wiki |
Datos de entrada utilizados
| topics | — |
| has_wiki | sí |
| homepage | https://pyunicorn.readthedocs.io |
| 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?
38
Postura de seguridad
38En riesgo
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 — 7 out of 8 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 |
| 0/7.5 | Code-Review — Found 1/26 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 6 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — sin datos |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | Licencia — license file detected |
| 7.5/7.5 | Maintained — 11 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — sin datos |
| 0/5 | Pinned-Dependencies — sin datos |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — sin datos |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 14 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 4 |
| scorecard_aggregate | 3,8 |
Excluidos de la puntuación (sin datos o no aplicable): dangerous_workflow, packaging, pinned_dependencies, token_permissions. 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.
40
Contexto y guía para agentes
27Crítico
Cómo se puntúa
| 0/45 | Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 26.7/40 | Historial de commits legible — 50 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0,5 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Cómo se puntúa
| 18/18 | Arranque con un solo comando — docs/Makefile |
| 22/22 | Pruebas automatizadas |
| 0/11 | Configuración de lint / formato |
| 0/11 | Verificación estática de tipos |
| 0/10 | Entorno reproducible |
| 0/10 | Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100 |
| 0/8 | Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — sin datos |
Datos de entrada utilizados
| has_nix | no |
| has_tests | sí |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | docs/Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Pinned-Dependencies. Los pesos restantes se han renormalizado.
Legibilidad del código para modelos
53Moderado
Cómo se puntúa
| 0/45 | Código verificable por tipos — Python sin configuración de verificación de tipos |
| 53.1/55 | Tamaños de archivo manejables — 3/87 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 159.988 |
| source_files_sampled | 87 |
| oversized_source_files | 3 |
Interfaces legibles por máquina
40En riesgo
Cómo se puntúa
| 0/40 | Esquema de API (OpenAPI/GraphQL/proto) |
| 0/20 | Servidor MCP |
| 40/40 | Ejemplos ejecutables — examples, notebooks |
Datos de entrada utilizados
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Datos clave
229estrellas de GitHub
16contribuidores
42commits en los últimos 12 meses
5días desde el último push
11versiones publicadas
2factor bus
38issues abiertas
PyPIecosistemas de paquetes
Advertencias de recopilación de datos
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- deps.dev does not index pypi:pyunicorn@1.0.0; advisories assessed against the repository dependency graph instead
- No resolved dependencies carried a version and a supported ecosystem
Más detalle
Historial de estrellas y forks 0 ★ / 89 ⇿
0Estrellas
89Forks
8Versiones
Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.
Mayor 0Menor 3Parche 4
Cada punto abarca 11 días.
OpenSSF Scorecard 3.8 / 10
3.8agregado
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 | 7 out of 8 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 |
| 0 | Code-Review | Found 1/26 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 6 contributing companies or organizations |
| n/d | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 11 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| n/d | Packaging | packaging workflow not detected |
| n/d | Pinned-Dependencies | no dependencies found |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| n/d | Token-Permissions | No tokens found |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Dependencias directas 5
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| PyPI | numpy | >=2.2 | pyproject.toml |
| PyPI | scipy | >=1.15 | pyproject.toml |
| PyPI | igraph | >=1.0 | pyproject.toml |
| PyPI | h5netcdf | >=1.8 | pyproject.toml |
| PyPI | tqdm | >=4.67 | pyproject.toml |
Todas las dependencias 24
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 5 paquetes directos y 19 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | h5netcdf | — | directa |
| PyPI | igraph | — | directa |
| PyPI | numpy | — | directa |
| PyPI | scipy | — | directa |
| PyPI | tqdm | — | directa |
| PyPI | cartopy | — | indirecta |
| PyPI | codecov | — | indirecta |
| PyPI | cython | — | indirecta |
| PyPI | ipykernel | — | indirecta |
| PyPI | ipython | — | indirecta |
| PyPI | joblib | — | indirecta |
| PyPI | matplotlib | — | indirecta |
| PyPI | nbsphinx | — | indirecta |
| PyPI | networkx | — | indirecta |
| PyPI | pandoc | — | indirecta |
| PyPI | psutil | — | indirecta |
| PyPI | pytest | — | indirecta |
| PyPI | pytest-cov | — | indirecta |
| PyPI | pytest-xdist | — | indirecta |
| PyPI | requests | — | indirecta |
| PyPI | ruff | — | indirecta |
| PyPI | setuptools | — | indirecta |
| PyPI | sphinx | — | indirecta |
| PyPI | tox | — | indirecta |
Avisos de dependencias sin evaluar
El cotejo de avisos no pudo ejecutarse para este informe: No resolved dependencies carried a version and a supported ecosystem
Informe JSON sin procesar legible por máquina
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"published_at": "2015-11-15T14:13:26Z"
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"kind": "prerelease",
"published_at": "2015-04-15T09:26:49Z"
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"kind": "patch",
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"is_bot": false,
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"is_bot": false,
"headline": "Release v1.0 (#263)",
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"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-07-14T11:18:31Z",
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"headline": "DOCS: fix `uv` config in `.readthedocs.yml`",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2026-06-28T13:09:21Z",
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"headline": "DOCS: add `.readthedocs.yml`",
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"is_bot": false,
"headline": "perf(eventseries): vectorized ECA, sparse ES with lag, tqdm, NaN hand…",
"author_name": "Guru",
"author_login": "GurupremBishnoi",
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"is_bot": false,
"headline": "MAINT: Update Devenv config",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2026-04-08T09:22:31Z",
"body_truncated": false,
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{
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"body": "- namely indegree, outdegree and bildegree",
"is_bot": false,
"headline": "TST: add simple tests for some basic edge-weighted measures",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-03-30T21:49:15Z",
"body_truncated": false,
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{
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"body": "- as is default for pylint by now anyway",
"is_bot": false,
"headline": "CI: allow max-line-length of 100 chars",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-03-30T21:49:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96de30011c8e166be67bc0a3f65ffdd9c7625b1e",
"body": "- to disambiguate both argument names which\n had previously been used for the same purpose\n- resolve #249",
"is_bot": false,
"headline": "MNT: rename `key` –> `link_attribute`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-03-30T21:49:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
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"body": null,
"is_bot": false,
"headline": "DOC: Update `CHANGELOG.rst`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T17:09:23Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "MNT: patch other cases of c1d5036",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T17:00:20Z",
"body_truncated": false,
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},
{
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"body": "- add argument `dtype=None` to `scipy.sparse.diags()` to ensure\n output dtype matches the input.\n see https://scipy.github.io/devdocs/reference/generated/scipy.sparse.diags.html for reference",
"is_bot": false,
"headline": "MNT: adapt to changes in `scipy>=1.19`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T16:51:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e2c549bd46ffa71613c83f0f248223dfa071f2e1",
"body": null,
"is_bot": false,
"headline": "DOC: Update tutorials link in README",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T16:28:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a88ab4d08231f09e2ae5ff8024cbf39bba0d7e7a",
"body": "- as direct dependency has been dropped as of `h5netcdf>=1.8.1`\n (see https://h5netcdf.org/#install for reference)",
"is_bot": false,
"headline": "PKG: make `h5py` dependency via `h5netcdf` explicit",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T16:06:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
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"body": "- for release of v0.9.0",
"is_bot": false,
"headline": "MNT: Update version and `CHANGELOG`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T09:15:29Z",
"body_truncated": false,
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},
{
"oid": "584f313fb3e557c6107784b299b78dac9ebe9c10",
"body": null,
"is_bot": false,
"headline": "MAINT: call tools/update-copyright",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-25T11:13:27Z",
"body_truncated": false,
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},
{
"oid": "40cd2b96b69a377d1d300b399982ef171fedb6d2",
"body": "- as previous repository has been discontinued\n- fix #251",
"is_bot": false,
"headline": "MNT: update download URL for test data",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-12-12T15:39:06Z",
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},
{
"oid": "96cdaa926c4707845fef5e1b635991f28b0c3982",
"body": "Revert to Ubuntu 20.04 (Focal Fossa), as newer `dist:` tags seem to be\ndysfunctional on Travis-CI.",
"is_bot": false,
"headline": "CI: Fixup",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-12-09T11:30:08Z",
"body_truncated": false,
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},
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"body": null,
"is_bot": false,
"headline": "CI: Fixup",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-12-09T11:22:19Z",
"body_truncated": false,
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},
{
"oid": "55285ed30d467ebe71a3841a44c3d38d08145ef5",
"body": null,
"is_bot": false,
"headline": "CI: Fixup",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-12-09T11:07:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d8bc4a0163abd279f9ff7ceea6bbbf78adb89e70",
"body": "- update Ubuntu container\n- add env var `$TOX_JOBS` to simplify process limit",
"is_bot": false,
"headline": "CI: Update config",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-12-09T10:28:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "733139c64a018599c951d043328dd813a32876d3",
"body": "Update `Cached`",
"is_bot": false,
"headline": "Merge pull request #253 from pik-copan/252-caching-update",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-11-25T09:24:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9eb4e3c99ddd48b2027bcf37ab8d6560a3c7d4a4",
"body": null,
"is_bot": false,
"headline": "TST: Fix `test_refcount` for python<3.13",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-24T22:11:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "34bef6d994ae70ccf3d89f0d74fb38e1387e1f30",
"body": null,
"is_bot": false,
"headline": "MAINT: Observe end-of-life for Python 3.9",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-24T22:01:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "74971dadeed585bd6d31008f5270afaaa0aa7670",
"body": null,
"is_bot": false,
"headline": "DOC: Update installation instructions",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-14T22:19:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8fa00ba47c228edf987c687159c793954a5ebe76",
"body": "- change local cache ownership: `CacheRef` -> `Cached`\n- adjust `CacheRef.__del__()`\n- remove weakref: `Cached` -> `CacheRef`\n- remove `Cached.del_weakrefs()`\n- move local cache argument `ref(self)`: cache keys -> cache closure",
"is_bot": false,
"headline": "MAINT: Simplify 62b7730 (#252)",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-14T09:00:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "62b7730c79e16f7467926c4c3cb644220a4f1d2f",
"body": "Follow up on 93ab748, afc6abf to better match user expectations.\n\nExisting global (class level) method cache:\n\n- reduce keys to `weakref`s of `Cached` instances, thus unblocking\n instance finalisation\n- change values to `CacheRef`s, which hold local caches and register\n finalisers for associated `\n[…]\nce mutation at global cache\n- hold only a `weakref` of `CacheRef` in `Cached` instance, thus\n unblocking global cache finalisation\n- add helper `Cached.del_weakrefs()`\n- set `@lru_cache.maxsize` to 3",
"is_bot": false,
"headline": "ENH: Finalise `@Cached.method` per instance (#252)",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-12T21:10:47Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "1c94599e70590d4365a65e5fcd1806df9ac04510",
"body": "- enable package management via `uv`\n- update `tox` config\n- update `travis` config\n- add `devenv` config",
"is_bot": false,
"headline": "MAINT: Migrate: `setup.cfg` -> `pyproject.toml`",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-12T10:33:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b8caccde0653df2e5e4092ae4710e962779d32f6",
"body": "Fix/enable `nsi_betweenness()` for directed networks",
"is_bot": false,
"headline": "Merge pull request #250 from pik-copan/248-betweenness",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-10-12T14:18:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "390d2b2f823ec4328a9557923a8f276e2bf1ba43",
"body": null,
"is_bot": false,
"headline": "TST: temporarily skip `TestMapPlot.test_plot()` (#251)",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-10-12T14:03:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ea8f0c984e2d1dfba895b2f9cc36d9ba9201b68d",
"body": "- to test against index errors as in #142\n- and to ensure correct results\n- related: #248",
"is_bot": false,
"headline": "TST: add tests for `nsi_betweenness()` on directed networks",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-10-12T13:13:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "20239d2f9b0258b9969ee411d844994eb2edda06",
"body": "- take directedness into account when asserting dimensional\n consistency of `flat_neighbors` (fixup 9cbc0bc)\n- take directedness into account when calculating shortest paths\n and indexing nodes' predecessors. therefore need to pass both\n in- and outdegree to `_ext.numerics._nsi_betweenness()`.\n- keep computation times minimal on undirected networks by\n using same indexation then. therefore need to also pass\n `self.directed` to `_ext.numerics._nsi_betweenness()`.\n- related: #248",
"is_bot": false,
"headline": "BUG/ENH: fix `nsi_betweenness()` for directed networks (#142)",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-10-12T11:53:42Z",
"body_truncated": false,
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},
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"oid": "23b096dfd12ebaa42a02b966e3212081d668b8a9",
"body": "- for the incorporation of edge weights/link lengths",
"is_bot": false,
"headline": "ENH: add `link_attribute` argument to `Network.betweenness()`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-09-07T10:31:12Z",
"body_truncated": false,
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},
{
"oid": "49b11b182e0a1bc325a897dacd82c97f9de5615b",
"body": "DOC: fixed typo and TOC error in API documentation\n\n&\n\nCI: remove macOS builds\n- as are unfortunately no longer supported by Travis\n- see https://docs.travis-ci.com/user/reference/osx/ for reference",
"is_bot": false,
"headline": "Merge pull request #246 from pik-copan/fix-minor-apidoc-typos",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-08-26T12:22:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1a7973b247fd2b71315ca65a7773a8807c58959c",
"body": "- as are unfortunately no longer supported by Travis\n- see https://docs.travis-ci.com/user/reference/osx/ for reference",
"is_bot": false,
"headline": "CI: remove macOS builds",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-08-26T10:26:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e0a190fbd37facbf4c558b623cfad672f347cebf",
"body": null,
"is_bot": false,
"headline": "DOC: fixed typo and TOC error in API documentation",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-08-26T10:02:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
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"body": null,
"is_bot": false,
"headline": "MAINT: update `CHANGELOG.rst` and bump version",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-03-03T17:28:33Z",
"body_truncated": false,
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},
{
"oid": "8d6bf60e11e1005b8b45f0268c704d2f942286f1",
"body": "- by validating it with cffconvert",
"is_bot": false,
"headline": "MAINT: fix CITATION.cff",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-03-03T17:26:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "98131faaf476625ca0209b9731808ea8d5364902",
"body": "- for release of v0.8.1",
"is_bot": false,
"headline": "MAINT: Update version",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-03-03T15:09:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "86596dc754cd95062b40230f4f74ddcaf6345561",
"body": "- for release of v0.8.1",
"is_bot": false,
"headline": "MAINT: Update CHANGELOG.rst",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-03-03T15:07:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "73435e42cda3b24e2f50b90aebf7b2b984040c58",
"body": "- fix bugs in parallelized `Network` methods:\n - fix use of mpi.submit_call()\n - fix calculation of how many parts the\n outer loop is split into\n - namely in: nsi_arenas_betweenness,\n newman_betweenness, nsi_newman_betweenness\n - blame 66593b0, 3dab5bf\n- fixup overflow for large networks in `Network.BarabasiAlbert`\n and add simple test (although not exposing above case as would\n take too much resources)\n- fixup 0fbabd4: adapt `utils.mpi` examples to changed API",
"is_bot": false,
"headline": "BUG: fix parallel code and MPI examples (#242)",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-03-03T14:39:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7b48595aa4aeedca0ad93e993bea9d5254780ddd",
"body": "- had put unallowed comments in the travis.yml before",
"is_bot": false,
"headline": "CI: fixup 3c233c8 (2)",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-02-13T17:57:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d95b2ace932b58fce8cdf117f04ac5bdd36cd4b",
"body": "- didn't trigger build, probably due to\n account settings on my behalf",
"is_bot": false,
"headline": "CI: fixup 3c233c8",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-02-13T16:02:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3c233c8a71f576a0dbcc523f3304e374f6ca6bed",
"body": "- hardcode `python313` here, as apparently is\n otherwise not yet available via choco",
"is_bot": false,
"headline": "CI: Fix windows build for `python=3.13`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-02-13T15:54:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b5cbe4c13e6f1a4bdb6088008f08500b0f79dcee",
"body": null,
"is_bot": false,
"headline": "MAINT: call `tools/update-copyright`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-01-31T17:27:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1bfd5d2e9f89517326ee034cf9b8ed7b31d4f078",
"body": "- and remove python=3.8",
"is_bot": false,
"headline": "MAINT: add python=3.13 support",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-01-30T17:01:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b756ca92402fd6d3bb1ed35f4aa1e0bda1726117",
"body": "- \"too-many-positional-arguments\"\n- or resolve in case of test_event_series.py,\n where downstream use-cases are foreseeable",
"is_bot": false,
"headline": "LINT: locally disable pylint R0917",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-01-30T16:55:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1bf45cab625fa3cc4344e4f24005974fa144d325",
"body": "- fixup c54102e",
"is_bot": false,
"headline": "Update MANIFEST.in",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2024-09-11T11:40:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4b834edf4c4fb0ad274d937d1e6197df67cf3ac9",
"body": "- remove reserved Zenodo DOI as a new one\r\n will be registered automatically when a new\r\n release is issued via GitHub. This happens \r\n thanks to the GitHub-integrated Zenodo badge,\r\n which has been added as of 1f7e962.",
"is_bot": false,
"headline": "Update CITATION.cff",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2024-09-11T11:16:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e79ad89503055ef9d619a659519e6f89cabfcebf",
"body": null,
"is_bot": false,
"headline": "DOC: fixup 1f7e962",
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"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 8
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 40,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 27,
"inputs": {
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"legible_history_share": 0.5,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
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"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
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"points": 26.7,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 50,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 44,
"inputs": {
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],
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"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
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"details": [
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}
],
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},
{
"key": "automated_tests",
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},
{
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"points": 0,
"status": "missed",
"details": [],
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},
{
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"points": 0,
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"details": [],
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},
{
"key": "reproducible_environment",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
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"points": 0,
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"details": [
{
"code": "no_agent_authored_commits",
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}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
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"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 53,
"inputs": {
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"largest_source_bytes": 159988,
"source_files_sampled": 87,
"oversized_source_files": 3
},
"components": [
{
"key": "type_checkable_code",
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"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
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"detail": "3/87 source files over 60KB",
"points": 53.1,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
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"oversized": 3
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:pyunicorn@1.0.0; advisories assessed against the repository dependency graph instead",
"No resolved dependencies carried a version and a supported ecosystem"
],
"report_type": "repository",
"generated_at": "2026-07-23T06:49:39.049293Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/pik-copan/pyunicorn.svg",
"full_name": "pik-copan/pyunicorn",
"license_state": "custom",
"license_spdx": null
}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 v0.27.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.