Registro públicoBueno
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-08-02 03:49 UTC
UdayLab / PAMI
PAMI is a Python library containing 100+ algorithms to discover useful patterns in various databases across multiple computing platforms. (Active)
UdayLab/PAMI tiene un índice de salud de 70 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (84/100) y la más baja, AI Readiness (37/100). Se actualizó por última vez hoy. 2 personas concentran la mayor parte del trabajo reciente.
70
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.
70
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
Sustainable Ambient Computing LabOrganización
16 seguidores11 repositorios públicosdesde ago 2020
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 | pami | 2026.7.29.1 | 5025 | 283 | hace 0 días |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
84
Actividad de desarrollo
78Bueno
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 0 días |
| 14.5/36 | Cadencia de commits — 21/52 semanas con commits |
| 18/18 | Volumen de commits — 130 commits en el último año |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Datos de entrada utilizados
| commits_last_year | 130 |
| human_commit_share | 0,97 |
| days_since_last_push | 0 |
| active_weeks_last_year | 21 |
Disciplina de publicación
92Excelente
Cómo se puntúa
| 27/27 | Publica versiones — 16 versiones publicadas |
| 36/36 | Recencia de las versiones — última versión hace 0 días |
| 19.8/27 | Cadencia de publicación — una versión cada ~93,8 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 16 |
| latest_release_tag | PAMI2026.07.29.1 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 93,8 |
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?
58
Popularidad y adopción
63Moderado
Cómo se puntúa
| 39.9/60 | Estrellas — 290 estrellas |
| 20/25 | Forks — 252 forks |
| 3.3/15 | Observadores — 5 observadores |
Datos de entrada utilizados
| forks | 252 |
| stars | 290 |
| watchers | 5 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
50Moderado
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (GPL-3.0) |
| 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
| 49.3/80 | Descargas mensuales — 5025 descargas/mes en pypi |
| 0/20 | Dependientes en el registro — no lo informa este ecosistema |
Datos de entrada utilizados
| packages | pami |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 5025 |
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?
76
Resiliencia de mantenedores (factor bus)
63Moderado
Cómo se puntúa
| 25.2/54 | Factor bus — la mitad de los commits recae en 2 contribuyente(s) |
| 13.9/22.5 | Distribución de commits — el principal contribuyente firma el 38% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 29 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations |
Datos de entrada utilizados
| bus_factor | 2 |
| contributors_sampled | 29 |
| top_contributor_share | 0,38 |
Capacidad de respuesta a issues y PR
92Excelente
Cómo se puntúa
| 46.8/46.8 | Resolución de issues — 100% de issues cerradas |
| 30.1/38.3 | Aceptación de PR — 451/573 PR decididos fusionados |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Datos de entrada utilizados
| merged_prs | 451 |
| open_issues | 0 |
| closed_issues | 32 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 122 |
Propiedad y custodia
58Moderado
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 8.8/25 | Alcance del propietario — 16 seguidores de UdayLab |
| 19.7/25 | Trayectoria — 11 repos públicos, cuenta de ~5 años |
Datos de entrada utilizados
| followers | 16 |
| owner_type | Organization |
| is_verified | — |
| owner_login | UdayLab |
| public_repos | 11 |
| account_age_days | 2170 |
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 0 días |
| 20/20 | Historial de versiones — 283 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | pami |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
69
Prácticas de ingeniería
48En riesgo
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 1 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 0/16 | Configuración de linter |
| 0/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 5 merged PRs checked by a CI test -- score normalized to 0 |
Datos de entrada utilizados
| has_ci | sí |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentación
100Excelente
Cómo se puntúa
| 30/30 | README |
| 25/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — https://udaylab.github.io/PAMI/ |
| 10/10 | Descripción del repositorio |
| 10/10 | Topics — 13 topics |
| 10/10 | Wiki |
Datos de entrada utilizados
| topics | frequent-itemsets, frequent-pattern-mining, python, sequence-mining, periodic-patterns, periodicity, pattern-mining, pattern-recognition, frequent-subgraphs, stream-mining, spatial-data, spatiotemporal-data-analysis, spatiotemporal-data |
| has_wiki | sí |
| homepage | https://udaylab.github.io/PAMI/ |
| 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?
58
Postura de seguridad
47En riesgo
Cómo se puntúa
| 0.8/7.5 | Binary-Artifacts — binaries present in source code |
| 0/7.5 | Branch-Protection — sin datos |
| 0/2.5 | CI-Tests — 0 out of 5 merged PRs checked by a CI test -- score normalized to 0 |
| 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 4 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — 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 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — sin datos |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 2/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — sin datos |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 14 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 4,7 |
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, packaging, signed_releases. Los pesos restantes se han renormalizado.
Avisos de dependencias
100Excelente
Cómo se puntúa
| 35/35 | Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido |
| 0/25 | Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance |
| 0/40 | Sin avisos pendientes — ningún aviso tiene fecha de publicación |
Datos de entrada utilizados
| source | osv |
| advisories | 28 |
| affected_packages | 2 |
| assessed_packages | 15 |
| unassessed_packages | 19 |
| affected_by_severity | critical 1, moderate 1 |
| direct_affected_packages | 0 |
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos, Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejaron 15 dependencias resueltas con OSV. 19 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido o fuera de la lista de paquetes informada. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.
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.
37
Contexto y guía para agentes
13Crítico
Cómo se puntúa
| 0/45 | Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 12.6/40 | Historial de commits legible — 23 de 97 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0,237 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Cómo se puntúa
| 18/18 | Arranque con un solo comando — finalSphinxDocs/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 |
| 8/8 | Mantenimiento automatizado — 3 de los últimos 100 commits son actualizaciones automáticas de dependencias |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Datos de entrada utilizados
| has_nix | no |
| has_tests | sí |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | finalSphinxDocs/Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0,03 |
Legibilidad del código para modelos
54Moderado
Cómo se puntúa
| 0/45 | Código verificable por tipos — Jupyter Notebook sin configuración de verificación de tipos |
| 54.4/55 | Tamaños de archivo manejables — 6/596 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Jupyter Notebook |
| largest_source_bytes | 893.569 |
| source_files_sampled | 596 |
| oversized_source_files | 6 |
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
290estrellas de GitHub
29contribuidores
130commits en los últimos 12 meses
0días desde el último push
16versiones publicadas
2factor bus
0issues 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:pami@2026.7.29.1; advisories assessed against the repository dependency graph instead
Más detalle
Historial de estrellas y forks 0 ★ / 252 ⇿
0Estrellas
252Forks
15Versiones
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 0Parche 6
Cada punto abarca 5 días.
OpenSSF Scorecard 4.7 / 10
4.7agregado
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).
| 1 | Binary-Artifacts | binaries present in source code |
| n/d | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 0 | CI-Tests | 0 out of 5 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 4 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| n/d | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 4 | Security-Policy | security policy file detected |
| n/d | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 14 existing vulnerabilities detected |
Todas las dependencias 34
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 0 paquetes directos y 34 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | build | — | indirecta |
| PyPI | cupy | 12.1.0 | indirecta |
| PyPI | deprecated | — | indirecta |
| PyPI | deprecated | 1.2.14 | indirecta |
| PyPI | discord-py | — | indirecta |
| PyPI | fastparquet | — | indirecta |
| PyPI | matplotlib | — | indirecta |
| PyPI | matplotlib | 3.7.2 | indirecta |
| PyPI | networkx | — | indirecta |
| PyPI | numpy | — | indirecta |
| PyPI | numpy | 1.25.1 | indirecta |
| PyPI | pandas | — | indirecta |
| PyPI | pandas | 2.0.3 | indirecta |
| PyPI | pillow | — | indirecta |
| PyPI | pillow | 12.2.0 | indirecta |
| PyPI | plotly | — | indirecta |
| PyPI | plotly | 5.15.0 | indirecta |
| PyPI | psutil | — | indirecta |
| PyPI | psutil | 5.9.5 | indirecta |
| PyPI | pycuda | — | indirecta |
| PyPI | pyspark | — | indirecta |
| PyPI | resource | — | indirecta |
| PyPI | resource | 0.2.1 | indirecta |
| PyPI | setuptools | 78.1.1 | indirecta |
| PyPI | sphinx | — | indirecta |
| PyPI | sphinx | 7.2.6 | indirecta |
| PyPI | sphinx-rtd-theme | — | indirecta |
| PyPI | sphinx-rtd-theme | 1.3.0 | indirecta |
| PyPI | twine | — | indirecta |
| PyPI | urllib3 | — | indirecta |
| PyPI | urllib3 | 2.7.0 | indirecta |
| PyPI | validators | — | indirecta |
| PyPI | validators | 0.20.0 | indirecta |
| PyPI | wheel | 0.46.2 | indirecta |
Avisos de dependencias 2
Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 15 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 2 tienen avisos conocidos, de los cuales 0 son directas. 19 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido, o fuera de la lista de paquetes informada.
| Paquete | Versión | Relación | Gravedad | Avisos | Corregido en |
|---|---|---|---|---|---|
| pillow | 12.2.0 | indirecta | crítica | 26 | 12.3.0 |
| setuptools | 78.1.1 | indirecta | moderada | 2 | 83.0.0 |
Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.
Informe JSON sin procesar legible por máquina
{
"data": {
"repo": {
"topics": [
"frequent-itemsets",
"frequent-pattern-mining",
"python",
"sequence-mining",
"periodic-patterns",
"periodicity",
"pattern-mining",
"pattern-recognition",
"frequent-subgraphs",
"stream-mining",
"spatial-data",
"spatiotemporal-data-analysis",
"spatiotemporal-data"
],
"is_fork": false,
"size_kb": 175902,
"has_wiki": true,
"homepage": "https://udaylab.github.io/PAMI/",
"languages": {
"C++": 12879,
"CSS": 20047,
"HTML": 18004694,
"Shell": 600,
"Python": 5622607,
"Makefile": 634,
"Batchfile": 765,
"JavaScript": 34861,
"Jupyter Notebook": 96001711
},
"pushed_at": "2026-08-02T03:35:40Z",
"created_at": "2021-06-15T04:49:15Z",
"owner_type": "Organization",
"updated_at": "2026-08-02T03:31:14Z",
"description": "PAMI is a Python library containing 100+ algorithms to discover useful patterns in various databases across multiple computing platforms. (Active)",
"is_archived": false,
"is_disabled": false,
"license_spdx": "GPL-3.0",
"default_branch": "main",
"license_spdx_raw": "GPL-3.0",
"primary_language": "Jupyter Notebook",
"significant_languages": [
"Jupyter Notebook",
"HTML"
]
},
"owner": {
"blog": "https://u-aizu.ac.jp/~udayrage/",
"name": "Sustainable Ambient Computing Lab",
"type": "Organization",
"login": "UdayLab",
"company": null,
"location": "Japan",
"followers": 16,
"avatar_url": "https://avatars.githubusercontent.com/u/70084063?v=4",
"created_at": "2020-08-23T03:36:45Z",
"is_verified": null,
"public_repos": 11,
"account_age_days": 2170
},
"license": {
"state": "standard",
"spdx_id": "GPL-3.0",
"raw_spdx": "GPL-3.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "PAMI2026.07.29.1",
"kind": "other",
"published_at": "2026-08-02T03:35:40Z"
},
{
"tag": "PAMI2026.07.01",
"kind": "other",
"published_at": "2026-07-01T07:09:43Z"
},
{
"tag": "PAMI2025.03.25",
"kind": "other",
"published_at": "2025-03-25T07:39:23Z"
},
{
"tag": "PAMI2024.10.24.1.1",
"kind": "other",
"published_at": "2024-10-24T14:17:54Z"
},
{
"tag": "PAMI2024.8.5",
"kind": "other",
"published_at": "2024-08-05T12:05:25Z"
},
{
"tag": "PAMI2024.7.2",
"kind": "other",
"published_at": "2024-07-02T09:16:27Z"
},
{
"tag": "PAMI2024.6.10",
"kind": "other",
"published_at": "2024-06-10T14:20:23Z"
},
{
"tag": "2024.5.1",
"kind": "patch",
"published_at": "2024-05-01T06:31:11Z"
},
{
"tag": "2024.4.11.1",
"kind": "other",
"published_at": "2024-04-11T11:01:28Z"
},
{
"tag": "2024.4.10.1",
"kind": "other",
"published_at": "2024-04-10T09:25:24Z"
},
{
"tag": "2024.08.08",
"kind": "patch",
"published_at": "2024-04-08T08:42:04Z"
},
{
"tag": "2023.07.07",
"kind": "patch",
"published_at": "2023-07-07T07:05:48Z"
},
{
"tag": "2023.05.01",
"kind": "patch",
"published_at": "2023-06-20T07:53:43Z"
},
{
"tag": "2023.03.01",
"kind": "patch",
"published_at": "2023-04-03T12:11:46Z"
},
{
"tag": "0.9.5.1",
"kind": "other",
"published_at": "2021-10-26T11:20:26Z"
},
{
"tag": "0.9.5",
"kind": "patch",
"published_at": "2021-10-01T14:39:56Z"
}
],
"recent_commits": [
{
"oid": "c9d1fd2e8b8aad566dbbbf7ee38d50bae11cc73c",
"body": "2026.07.29.1 changes",
"is_bot": false,
"headline": "Merge pull request #618 from MithunThangaraj/main",
"author_name": "Ojash-Shrestha",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-08-02T03:30:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b9d410ee96d6ecdbd78d026ffb53b9d03cadaf4c",
"body": null,
"is_bot": false,
"headline": "updated setup.py",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-08-02T03:27:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2d2fa47f3fb0b462b7fd103d8555e9b21653f186",
"body": " Add binary dataset generators and BinaryApriori miner; fix parsing & state bugs",
"is_bot": false,
"headline": "Merge pull request #617 from Ojash927/main",
"author_name": "Mithun",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-30T08:04:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "503fdc7ca6f5b57a1237877eb2dc82d02bdea537",
"body": null,
"is_bot": false,
"headline": "updated setup.py",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-29T08:02:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ccd7bff24d7463e2b31a26b924bfa9de9c03a10a",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main'",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-29T07:17:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2faaed46109cc814b8bcc27d0432e8cdd0837b07",
"body": "BinaryDatabase (syntheticDataGenerator) and generateBinaryDatabase (generateDatabase) produce a synthetic 0/1 matrix with a target average number\nof items per transaction, each following the conventions of its own package.\nBoth expose create()/save()/getTransactions(), so the output feeds the binary miners directly without any conversion step.",
"is_bot": false,
"headline": "Add synthetic binary database generators",
"author_name": "Ojash",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-29T06:16:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03a7262bf8c53bd0113d6d730d516deab98b0acb",
"body": null,
"is_bot": false,
"headline": "added cuCMine",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-29T06:15:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03608ea198452741de229c7ab86cb4d0ebebf36b",
"body": "Introduces PAMI/frequentPattern/binary/, a subpackage for algorithms that take a\nbinary (0/1) matrix directly - rows are transactions, columns are items - rather\nthan requiring the data to be flattened into an item-token file first.\n\nBinaryApriori packs each item column into a uint8 bitset (numpy.pa\n[…]\nmn labels become item\nnames), a DataFrame with a 'Transactions' column, or the path of a 0/1 matrix\nfile with an optional header row. minSup is a count when int, a fraction of the\ndatabase when float.",
"is_bot": false,
"headline": "Add BinaryApriori: frequent pattern mining on binary databases",
"author_name": "Ojash",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-29T06:15:06Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "d7264f86df4c070f6a1b10bc0aeedf2f381f4407",
"body": "minSup was converted twice, so float thresholds were scaled twice (0.5 -> 5 -> 50)\nand returned no patterns. Also handles blank input lines and resets _lno per run.",
"is_bot": false,
"headline": "Fix GPFPMiner double-converting minSup",
"author_name": "Ojash",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-29T06:04:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1eaa9123bcf0443d6c97f2b60dfc6265bf36bb5d",
"body": null,
"is_bot": false,
"headline": "Fix separator handling and output format in CFPGrowth/CFPGrowthPlus",
"author_name": "Ojash",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-29T06:01:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a8ba4adef21ea004c2374381d771d74ddcccf173",
"body": null,
"is_bot": false,
"headline": "Merge branch 'UdayLab:main' into main",
"author_name": "Mithun",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-25T12:16:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6b1451bd23330b45f3e801abcdd99251088f92c4",
"body": null,
"is_bot": false,
"headline": "added cuda versions of FCPGrowth FFSPMiner FGPFPMiner",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-25T01:00:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ea92492d627afe5bd5db8f45336a3080c2b12d9e",
"body": null,
"is_bot": false,
"headline": "updated setup version",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-24T10:59:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "031da0dac8d017962cef1fb3cfa080f25c0e9e68",
"body": "Bug fixes, optimizations, and new algorithm implementations for correlated and fault-tolerant pattern mining",
"is_bot": false,
"headline": "Merge pull request #616 from Ojash927/main",
"author_name": "Mithun",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-24T10:47:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3dfcafd362013052c7712823e878b9d957ff7883",
"body": "2026.07.15.1 changes",
"is_bot": false,
"headline": "Merge pull request #613 from MithunThangaraj/main",
"author_name": "Mithun",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-24T10:40:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5d31689123d506a20f4409b024e855935a2e48ec",
"body": null,
"is_bot": false,
"headline": "optimized FPFPMiner",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-24T07:13:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "549c221d792a2f6b7f9141ecdb6996d7187b2fa7",
"body": null,
"is_bot": false,
"headline": "optimized FCPGrowth",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-24T07:10:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "35f8ac9df462d6dabf77701831251d4e71eda08a",
"body": null,
"is_bot": false,
"headline": "Added CorrelatedECLAT: vertical correlated pattern miner",
"author_name": "Ojash",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-15T06:45:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5c4b4db1df68278b5c7c5fae1592b89e18136dc3",
"body": null,
"is_bot": false,
"headline": "Optimize CoMine and CoMinePlus using a total item ordering",
"author_name": "Ojash",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-15T06:42:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b93a23afe9b2e441c6b7f1eb1347d9411fb85e79",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main'",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-15T05:17:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6346d83ece79f843fd3647eddd91c879c4b9d6e0",
"body": null,
"is_bot": false,
"headline": "updated setup.py",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-15T04:58:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "82822fbaf1dd4396f2e711487ed76f56e9013cce",
"body": null,
"is_bot": false,
"headline": "added cuFPFPMiner",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-14T23:54:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e94404080a16f9731feae89509473832d81e0188",
"body": null,
"is_bot": false,
"headline": "fixed dropped first item and faster bitset construction for CMine",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-14T15:53:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "025623408678c5991c2a226746e54ce8391e84c3",
"body": null,
"is_bot": false,
"headline": "added cuF3PMiner",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-14T15:24:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da8c2f1ecdea147d6c0b37c501799060feadd60f",
"body": null,
"is_bot": false,
"headline": "added cuFFIMiner",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-14T15:23:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "83589e358274d1e618d0acd5c1ca4db4b916a809",
"body": null,
"is_bot": false,
"headline": "Added FTECLAT: vertical fault-tolerant frequent pattern miner",
"author_name": "Ojash",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-14T08:03:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9ba3da9ca08f03a0f5c23de55b14c1caa4c612df",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main'",
"author_name": "Ojash",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-14T07:57:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f9f6dd6663df19f874ffc6dc4f06ae520d2a925a",
"body": null,
"is_bot": false,
"headline": "Optimize FTApriori and FTFPGrowth",
"author_name": "Ojash",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-14T07:57:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ad06552f381266c9fb386191df8f1727f42416fa",
"body": null,
"is_bot": false,
"headline": "Optimize FTApriori and FTFPGrowth",
"author_name": "Ojash",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-14T07:57:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "11ca3ca4fd7cd097f6e45c8dfac48644d8fc1318",
"body": "version 2026.07.09.01",
"is_bot": false,
"headline": "Merge pull request #611 from MithunThangaraj/main",
"author_name": "Ojash-Shrestha",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-09T06:31:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcd5a37700a6bc4538430238569b6beb868b6720",
"body": "Optimized cuApriori, cuEclat, GenMax, and MaxMiner Implementations",
"is_bot": false,
"headline": "Merge pull request #612 from Ojash927/main",
"author_name": "Mithun",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-09T06:31:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "442f18de037a7e023a7b8193c5bccf37cdf6da6d",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main'",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-09T05:27:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55cfde798e20436c03b68456912030d8f750aa3b",
"body": null,
"is_bot": false,
"headline": "updated setup",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-09T01:23:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c60ad0b09c0994572b895027d6b007023bbf5379",
"body": "Batch GPU kernels in cuEclat and cuEclatBit",
"is_bot": false,
"headline": "Merge pull request #3 from Ojash927/optimize-eclat-memory-saver",
"author_name": "Ojash927",
"author_login": "Ojash927",
"committed_at": "2026-07-08T14:07:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5bdf973ca324d0940f796b48c19eb9479f9c8b5d",
"body": null,
"is_bot": false,
"headline": "Optimized cuEclat and cuEclatBit",
"author_name": "Ojash-Shrestha",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-08T14:06:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0f692308eb1531cab5a0c77254be4a64600fae48",
"body": "Add GenMax and MaxMiner maximal miners and optimize MaxFPGrowth sort",
"is_bot": false,
"headline": "Merge pull request #2 from Ojash927/optimize-eclat-memory-saver",
"author_name": "Ojash927",
"author_login": "Ojash927",
"committed_at": "2026-07-08T13:49:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fa038b5351997f1d01485b1d9048d206ba4e6ce5",
"body": null,
"is_bot": false,
"headline": "fixed args for plotLineGraphFromDictionary",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-08T13:48:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "baefd335041806d9662ef6d8150810aca58edf6f",
"body": "…o optimize-eclat-memory-saver",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/optimize-eclat-memory-saver' int…",
"author_name": "Ojash-Shrestha",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-08T13:47:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "069c43e9037a76c722890a1b55b8a635e3acf38f",
"body": null,
"is_bot": false,
"headline": "added visualization to plotGraphs",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-08T13:46:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7b63b0f0b536124d121864d374711ea32b34e0c3",
"body": "…miners also optimized MaxFPGrowth sort.",
"is_bot": false,
"headline": "Added GenMax(EclatDiffset Based) and MaxMiner(Apriori Based) maximal …",
"author_name": "Ojash-Shrestha",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-08T13:46:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "721650121332ba3cef081ca4df10ced2248b58db",
"body": null,
"is_bot": false,
"headline": "fix bug",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-07T07:20:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "27cdbc10111ee0f1f77ff95da2f2fb88b14a857f",
"body": null,
"is_bot": false,
"headline": "corrected documentation",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-07T06:58:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "53f96f325e6178207ef4b146472c7b0424a3ce99",
"body": null,
"is_bot": false,
"headline": "fix bugs",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-07T06:34:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "12bf011e4f9b2b713d62c87e43f9f22a15aaedd7",
"body": null,
"is_bot": false,
"headline": "fixed plotGraphs() crash in database stats classes",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-05T05:30:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41069986f09a7f8e1fe749a14e7a7554b431581b",
"body": null,
"is_bot": false,
"headline": "updated fuzzy test files",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-04T03:14:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99ec82d501bf8bfe6539e312693b00edc94083f4",
"body": "Optimize eclat memory saver",
"is_bot": false,
"headline": "Merge pull request #1 from Ojash927/optimize-eclat-memory-saver",
"author_name": "Ojash927",
"author_login": "Ojash927",
"committed_at": "2026-07-01T14:29:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "44d69de9de951c426f65ed7eaf55fc6f0cfe8d40",
"body": null,
"is_bot": false,
"headline": "Merge branch 'UdayLab:main' into optimize-eclat-memory-saver",
"author_name": "Ojash927",
"author_login": "Ojash927",
"committed_at": "2026-07-01T14:28:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8dffb36640e64a59ba9d0f2d8989520937f35335",
"body": null,
"is_bot": false,
"headline": "Batch GPU kernels in cuApriori and cuAprioriBit",
"author_name": "Ojash-Shrestha",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-07-01T14:23:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a10fe8e1af953ff49d694ba5e0078e220d89bd33",
"body": "2026.07.01 release",
"is_bot": false,
"headline": "Merge pull request #610 from MithunThangaraj/main",
"author_name": "Mithun",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-01T12:54:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "424dfeef1c3c964fb013ffccc1f2868ac162449b",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main'",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-01T12:45:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e8106724452910e8c931b5b5a88823ed227c404a",
"body": null,
"is_bot": false,
"headline": "updated setup version",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-01T12:45:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5534c1cbb289e72d0fd329b3d1f6276c76d82259",
"body": null,
"is_bot": false,
"headline": "Merge branch 'UdayLab:main' into main",
"author_name": "Mithun",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-01T12:44:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b075ae88854b8bbff5bb462f05174f782727ed54",
"body": null,
"is_bot": false,
"headline": "version 2026.07.01",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-07-01T12:43:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eb2fa1ff24ade6a7f94c8c4327c23253a04b3dde",
"body": "2026.06.25.1 changes",
"is_bot": false,
"headline": "Merge pull request #609 from MithunThangaraj/main",
"author_name": "RAGE UDAY KIRAN",
"author_login": "udayRage",
"committed_at": "2026-07-01T06:41:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4cb1210ec3b6ef909e53f73de5645898e0b755c4",
"body": "Fix CLI duplicate mining calls and optimize frequent pattern mining internals",
"is_bot": false,
"headline": "Merge pull request #608 from Ojash927/optimize-eclat-memory-saver",
"author_name": "RAGE UDAY KIRAN",
"author_login": "udayRage",
"committed_at": "2026-07-01T06:41:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e47a5eb18bb9ce83dbbfbee1be8f6079f8cee041",
"body": "…s/checkout-7\n\nBump actions/checkout from 6 to 7",
"is_bot": false,
"headline": "Merge pull request #606 from UdayLab/dependabot/github_actions/action…",
"author_name": "RAGE UDAY KIRAN",
"author_login": "udayRage",
"committed_at": "2026-07-01T06:40:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6dd723733e5376bc6f3630cf8e06aeb85f6f0365",
"body": null,
"is_bot": false,
"headline": " added co-occurrence heatmap and rule scatter plot to extras/graph",
"author_name": "Ojash-Shrestha",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-06-30T14:26:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5cb38344421c1223cd4beac62d87960b1a916b17",
"body": null,
"is_bot": false,
"headline": "updated setup version",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-29T01:45:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2927d07d26f0063614a26ae0f2c8bf82b892a205",
"body": null,
"is_bot": false,
"headline": "minor fixes",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-29T01:45:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2cb906ac64944f666ca997245e7d0f0036e95e39",
"body": null,
"is_bot": false,
"headline": "minor fixes",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-27T10:01:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99983940d874713754d9a27b760608a016bcfa2b",
"body": null,
"is_bot": false,
"headline": "updated setup version",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-26T01:34:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "080adf476c5f39803b1d2ec1e89ada4d8dbde9ee",
"body": null,
"is_bot": false,
"headline": "added k-cardinality parameter to FCPGrowth",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-26T01:33:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "edc3c3144c37599bc733cd3d9f62d2bc81f4a526",
"body": null,
"is_bot": false,
"headline": "fixed copy paste docstrings",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-25T07:53:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1e56f6075367e467bea586020e13ddf97ffd11e1",
"body": null,
"is_bot": false,
"headline": "added k-cardinality parameter to F3PMiner",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-25T07:21:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ecfc50cfc20431fd2e4c25f99e85a11e00fee469",
"body": null,
"is_bot": false,
"headline": "added k-cardinality parameter to FGPFPMiner",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-25T04:19:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "65482eb8546ffa5e2d726fb1d21d70d52e6bb4f1",
"body": null,
"is_bot": false,
"headline": "added k-cardinality parameter to FFSPMiner",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-25T04:19:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7d04f0125d8a5eb8d77390b08936bf6416aba097",
"body": null,
"is_bot": false,
"headline": "added k-cardinality parameter to FPFPMiner",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-25T04:18:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2edcddbfe7aef27057d70b0beb722595bc900f95",
"body": null,
"is_bot": false,
"headline": "updated setup version",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-25T04:17:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "58c8c6800ad2e528e318b625066052cefabf56ce",
"body": null,
"is_bot": false,
"headline": "added k-cardinality parameter to FFIMiner",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-25T04:15:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5b642a3d2d04ec7ea1b08a029b112832271a5ef9",
"body": null,
"is_bot": false,
"headline": "Optimized memory usage for ECLAT",
"author_name": "Ojash-Shrestha",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-06-24T14:17:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "98d96b097ca74822f4f5d417f20285d8f29bf178",
"body": null,
"is_bot": false,
"headline": "optimize ECLATDiffset memory usage and tuple handling",
"author_name": "Ojash-Shrestha",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-06-24T10:55:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7f0c25b4894d68f8e80b878c830e558b32f17b0c",
"body": null,
"is_bot": false,
"headline": "optimized FPGrowth combination generation",
"author_name": "Ojash-Shrestha",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-06-23T13:18:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cdb0491eba3eb96bbeda24414225f2ed050dab17",
"body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\n:\n- dependency-name: actions/checkout\n dependency-version: '7'\n dependency-type: direct:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "Bump actions/checkout from 6 to 7",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-22T13:22:59Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "5099277cc377171f152ca1b425da608f252b335a",
"body": null,
"is_bot": false,
"headline": "fix O(n^2) location accumulation in _Node.addChild",
"author_name": "Ojash-Shrestha",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-06-22T12:21:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d33f9e2846234b525e6c776cbdfce7fe738eadcf",
"body": null,
"is_bot": false,
"headline": "Remove duplicate FPGrowth CLI mining call and Update copyright header",
"author_name": "Ojash",
"author_login": "s1312007-Ojash",
"committed_at": "2026-06-17T14:22:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2b8de6a3ac69a41c0f21fea69a77d37b700e13b8",
"body": null,
"is_bot": false,
"headline": "Remove duplicate ECLAT CLI mining call and Update copyright header",
"author_name": "Ojash",
"author_login": "s1312007-Ojash",
"committed_at": "2026-06-17T14:20:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "53c930a95d5d70e84b414f40c34a5d07e156b26a",
"body": null,
"is_bot": false,
"headline": "Update copyright header",
"author_name": "Ojash",
"author_login": "s1312007-Ojash",
"committed_at": "2026-06-17T14:07:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7dc1406f5c86c5181ef264d3587e0f644304b440",
"body": null,
"is_bot": false,
"headline": "Fix Apriori CLI save path and duplicate mine call",
"author_name": "Ojash",
"author_login": "s1312007-Ojash",
"committed_at": "2026-06-17T13:49:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "56820780748d10ec6d86885b858dc96d04cc868d",
"body": "2026.06.14.1 changes",
"is_bot": false,
"headline": "Merge pull request #603 from MithunThangaraj/main",
"author_name": "RAGE UDAY KIRAN",
"author_login": "udayRage",
"committed_at": "2026-06-16T09:57:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "71d6e0224fa2d737d7dec5a435e4758b853a33b8",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main'",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-16T08:53:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ac2619c13f02c0dbf40c80b087b5af9b9c36c8a9",
"body": null,
"is_bot": false,
"headline": "fix url not opening",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-16T08:53:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bea459b97202841048bfda59865142989b0693ff",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into main",
"author_name": "Mithun Thangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-14T12:25:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e9cc14d8a70fe938fd86a175260919d9e0a281d5",
"body": null,
"is_bot": false,
"headline": "new version",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-14T12:23:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcb5f1494412d6b823460fa40d10e7599017c7c4",
"body": null,
"is_bot": false,
"headline": "renamed file",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-14T12:21:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9c399c870cdcea6a06c52ab2e80ea7ac1b42035f",
"body": null,
"is_bot": false,
"headline": "memory cleanup",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-14T12:15:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c28dda1a859a4b70f6059c3d252abb1cc668bb71",
"body": null,
"is_bot": false,
"headline": "documentation fixes",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-06-14T12:14:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c672eff25101b5113e9735333e5053e6cb683514",
"body": "Performance upgrades for SpatialECLAT and FSPGrowth",
"is_bot": false,
"headline": "Merge pull request #602 from Ojash927/graphing",
"author_name": "RAGE UDAY KIRAN",
"author_login": "udayRage",
"committed_at": "2026-06-12T06:04:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3bdf0eec4dcaa0e61d3791c4037a65a2ab03e363",
"body": null,
"is_bot": false,
"headline": "Merge branch 'UdayLab:main' into graphing",
"author_name": "Ojash927",
"author_login": "Ojash927",
"committed_at": "2026-06-11T12:52:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c12a3df5ce245203a8f245e28761bcfd3bf6149d",
"body": null,
"is_bot": false,
"headline": "corrected SpatialECLAT lattice traversal to mine itemsets beyond size 2",
"author_name": "Ojash",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-06-11T12:45:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d76a0338faa4517e5a3cab9436c34b0efce3879",
"body": null,
"is_bot": false,
"headline": "optimized FSPGrowth with compact fp-tree, keep old as FSPGrowth_old",
"author_name": "Ojash",
"author_login": "Ojash-Shrestha",
"committed_at": "2026-06-11T07:29:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6478a723e42ce863d1e25ae32f633f54758436a4",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main'",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-05-31T02:32:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ba9cb84e848b111910045151166ab1ea4ec5657d",
"body": null,
"is_bot": false,
"headline": "optimized getPerSup GPFgrowth, PPF_DFS, PPP_ECLAT, PPPGrowth",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-05-31T02:32:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9aea1849cab65a477bb10fb2f290452fc2fe34a6",
"body": "optimized getMaxPer PFECLAT",
"is_bot": false,
"headline": "Merge pull request #599 from MithunThangaraj/main",
"author_name": "RAGE UDAY KIRAN",
"author_login": "udayRage",
"committed_at": "2026-05-25T02:28:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eb5743547b2443b230ca3b89d2c1ab433b2dd73e",
"body": "…s/setup-python-6\n\nBump actions/setup-python from 3 to 6",
"is_bot": false,
"headline": "Merge pull request #598 from UdayLab/dependabot/github_actions/action…",
"author_name": "RAGE UDAY KIRAN",
"author_login": "udayRage",
"committed_at": "2026-05-25T02:27:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fedd8efcdeb2f03c98105d86245c03703905d88f",
"body": "…s/checkout-6\n\nBump actions/checkout from 4 to 6",
"is_bot": false,
"headline": "Merge pull request #597 from UdayLab/dependabot/github_actions/action…",
"author_name": "RAGE UDAY KIRAN",
"author_login": "udayRage",
"committed_at": "2026-05-25T02:27:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "14575cb7edfd88dab3620c7bc2ab2111325a61f7",
"body": null,
"is_bot": false,
"headline": "optimized getMaxPer PFECLAT",
"author_name": "MithunThangaraj",
"author_login": "MithunThangaraj",
"committed_at": "2026-05-24T06:50:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8dc35c403b90cb6cdd6200f2da459cd391a013c2",
"body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 3 to 6.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v3...v6)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n dependency-version: '6'\n dependency-type: direct:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "Bump actions/setup-python from 3 to 6",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-18T23:16:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b15da9f3827e6c7fb2a535b1f6b75d81aa7e5079",
"body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 6.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v4...v6)\n\n---\nupdated-dependenc\n[…]\n:\n- dependency-name: actions/checkout\n dependency-version: '6'\n dependency-type: direct:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "Bump actions/checkout from 4 to 6",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-18T23:16:16Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "c6a197fa12a58271ffcc448261825b17cb7804d3",
"body": "…5910\n\nBump the pip group across 1 directory with 3 updates",
"is_bot": false,
"headline": "Merge pull request #595 from UdayLab/dependabot/pip/binder/pip-328255…",
"author_name": "RAGE UDAY KIRAN",
"author_login": "udayRage",
"committed_at": "2026-05-18T06:42:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1f1eb552ecde339b3684675782a4c4f3bcf19618",
"body": "optimized FFIMiner",
"is_bot": false,
"headline": "Merge pull request #596 from MithunThangaraj/main",
"author_name": "RAGE UDAY KIRAN",
"author_login": "udayRage",
"committed_at": "2026-05-18T06:41:56Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 16,
"commits_last_year": 130,
"latest_release_at": "2026-08-02T03:35:40Z",
"latest_release_tag": "PAMI2026.07.29.1",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 21,
"days_since_latest_release": 0,
"mean_days_between_releases": 93.8
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 50,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "pami",
"exists": true,
"license": "GPLv3",
"keywords": [
"Development Status :: 5 - Production/Stable",
"License :: OSI Approved :: GNU General Public License v3 (GPLv3)",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/pami/",
"is_deprecated": false,
"latest_version": "2026.7.29.1",
"repository_url": "https://github.com/udayLab/PAMI",
"versions_count": 283,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 5025,
"first_published_at": "2021-06-15T10:07:33.149747Z",
"latest_published_at": "2026-08-02T03:34:58.110952Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 252,
"stars": 290,
"watchers": 5,
"fork_history": {
"days": [
{
"date": "2021-09-03",
"count": 1
},
{
"date": "2021-12-29",
"count": 1
},
{
"date": "2022-06-10",
"count": 1
},
{
"date": "2022-08-29",
"count": 2
},
{
"date": "2022-08-31",
"count": 1
},
{
"date": "2023-01-07",
"count": 1
},
{
"date": "2023-05-24",
"count": 7
},
{
"date": "2023-05-30",
"count": 1
},
{
"date": "2023-05-31",
"count": 16
},
{
"date": "2023-06-01",
"count": 4
},
{
"date": "2023-06-04",
"count": 1
},
{
"date": "2023-06-05",
"count": 1
},
{
"date": "2023-07-10",
"count": 3
},
{
"date": "2023-07-19",
"count": 1
},
{
"date": "2023-07-24",
"count": 1
},
{
"date": "2023-07-26",
"count": 2
},
{
"date": "2023-07-27",
"count": 2
},
{
"date": "2023-07-28",
"count": 1
},
{
"date": "2023-07-30",
"count": 3
},
{
"date": "2023-07-31",
"count": 7
},
{
"date": "2023-08-14",
"count": 1
},
{
"date": "2023-08-22",
"count": 1
},
{
"date": "2023-10-06",
"count": 12
},
{
"date": "2023-10-11",
"count": 2
},
{
"date": "2023-10-13",
"count": 1
},
{
"date": "2023-10-19",
"count": 1
},
{
"date": "2023-11-08",
"count": 1
},
{
"date": "2024-01-31",
"count": 1
},
{
"date": "2024-02-05",
"count": 1
},
{
"date": "2024-02-14",
"count": 1
},
{
"date": "2024-02-17",
"count": 1
},
{
"date": "2024-02-21",
"count": 1
},
{
"date": "2024-03-27",
"count": 1
},
{
"date": "2024-03-29",
"count": 1
},
{
"date": "2024-04-09",
"count": 1
},
{
"date": "2024-05-17",
"count": 1
},
{
"date": "2024-05-21",
"count": 1
},
{
"date": "2024-05-22",
"count": 10
},
{
"date": "2024-05-24",
"count": 1
},
{
"date": "2024-05-28",
"count": 2
},
{
"date": "2024-05-29",
"count": 1
},
{
"date": "2024-05-30",
"count": 1
},
{
"date": "2024-06-03",
"count": 1
},
{
"date": "2024-06-10",
"count": 1
},
{
"date": "2024-06-13",
"count": 1
},
{
"date": "2024-06-24",
"count": 3
},
{
"date": "2024-07-05",
"count": 1
},
{
"date": "2024-07-10",
"count": 1
},
{
"date": "2024-07-25",
"count": 2
},
{
"date": "2024-07-26",
"count": 1
},
{
"date": "2024-07-27",
"count": 1
},
{
"date": "2024-07-28",
"count": 2
},
{
"date": "2024-07-29",
"count": 5
},
{
"date": "2024-07-30",
"count": 2
},
{
"date": "2024-07-31",
"count": 2
},
{
"date": "2024-08-04",
"count": 1
},
{
"date": "2024-08-05",
"count": 1
},
{
"date": "2024-08-08",
"count": 1
},
{
"date": "2024-08-13",
"count": 54
},
{
"date": "2024-08-14",
"count": 2
},
{
"date": "2024-10-06",
"count": 2
},
{
"date": "2024-10-25",
"count": 1
},
{
"date": "2024-12-12",
"count": 1
},
{
"date": "2024-12-18",
"count": 1
},
{
"date": "2025-05-21",
"count": 1
},
{
"date": "2025-06-12",
"count": 20
},
{
"date": "2025-06-16",
"count": 2
},
{
"date": "2025-07-07",
"count": 1
},
{
"date": "2025-07-24",
"count": 4
},
{
"date": "2025-08-05",
"count": 1
},
{
"date": "2025-10-03",
"count": 1
},
{
"date": "2025-11-20",
"count": 1
},
{
"date": "2025-12-02",
"count": 1
},
{
"date": "2025-12-14",
"count": 1
},
{
"date": "2025-12-16",
"count": 1
},
{
"date": "2025-12-22",
"count": 1
},
{
"date": "2026-01-16",
"count": 1
},
{
"date": "2026-01-22",
"count": 1
},
{
"date": "2026-05-04",
"count": 1
},
{
"date": "2026-05-07",
"count": 1
},
{
"date": "2026-05-24",
"count": 1
},
{
"date": "2026-06-15",
"count": 6
},
{
"date": "2026-06-21",
"count": 1
},
{
"date": "2026-06-25",
"count": 1
},
{
"date": "2026-07-01",
"count": 1
},
{
"date": "2026-07-16",
"count": 1
},
{
"date": "2026-07-25",
"count": 1
},
{
"date": "2026-07-27",
"count": 3
},
{
"date": "2026-07-28",
"count": 1
},
{
"date": "2026-07-29",
"count": 5
}
],
"complete": true,
"collected": 248,
"total_forks": 252
},
"star_history": null,
"open_issues_and_prs": 2
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples",
"notebooks"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"finalSphinxDocs/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 893569,
"source_files_sampled": 596,
"oversized_source_files": 6,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"binder/requirements.txt",
"setup.py"
],
"advisories": {
"error": null,
"scope": "repository_graph",
"source": "osv",
"findings": [
{
"name": "pillow",
"direct": false,
"version": "12.2.0",
"severity": "critical",
"ecosystem": "pypi",
"cvss_score": 9.1,
"advisory_ids": [
"GHSA-45hq-cxwh-f6vc",
"GHSA-4x4j-2g7c-83w6",
"GHSA-5x94-69rx-g8h2",
"GHSA-62p4-gmf7-7g93",
"GHSA-6r8x-57c9-28j4",
"GHSA-8v84-f9pq-wr9x",
"GHSA-9hw9-ch79-4vh6",
"GHSA-fj7v-r99m-22gq",
"GHSA-jjj6-mw9f-p565",
"GHSA-pg7v-jwj7-p798"
],
"fixed_version": "12.3.0",
"advisory_count": 26,
"oldest_advisory_days": 26
},
{
"name": "setuptools",
"direct": false,
"version": "78.1.1",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": 6.1,
"advisory_ids": [
"GHSA-h35f-9h28-mq5c",
"PYSEC-2026-3447"
],
"fixed_version": "83.0.0",
"advisory_count": 2,
"oldest_advisory_days": 24
}
],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {
"critical": 1,
"moderate": 1
},
"advisory_count": 28,
"affected_count": 2,
"assessed_count": 15,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 19,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "build",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "cupy",
"direct": false,
"version": "12.1.0",
"ecosystem": "pypi"
},
{
"name": "deprecated",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "deprecated",
"direct": false,
"version": "1.2.14",
"ecosystem": "pypi"
},
{
"name": "discord-py",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "fastparquet",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": false,
"version": "3.7.2",
"ecosystem": "pypi"
},
{
"name": "networkx",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": false,
"version": "1.25.1",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": "2.0.3",
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": false,
"version": "12.2.0",
"ecosystem": "pypi"
},
{
"name": "plotly",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "plotly",
"direct": false,
"version": "5.15.0",
"ecosystem": "pypi"
},
{
"name": "psutil",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "psutil",
"direct": false,
"version": "5.9.5",
"ecosystem": "pypi"
},
{
"name": "pycuda",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyspark",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "resource",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "resource",
"direct": false,
"version": "0.2.1",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": "78.1.1",
"ecosystem": "pypi"
},
{
"name": "sphinx",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx",
"direct": false,
"version": "7.2.6",
"ecosystem": "pypi"
},
{
"name": "sphinx-rtd-theme",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-rtd-theme",
"direct": false,
"version": "1.3.0",
"ecosystem": "pypi"
},
{
"name": "twine",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": "2.7.0",
"ecosystem": "pypi"
},
{
"name": "validators",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "validators",
"direct": false,
"version": "0.20.0",
"ecosystem": "pypi"
},
{
"name": "wheel",
"direct": false,
"version": "0.46.2",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 34,
"direct_count": 0,
"indirect_count": 34
}
},
"maintainership": {
"issues": {
"open_prs": 2,
"merged_prs": 451,
"open_issues": 0,
"closed_ratio": 1,
"closed_issues": 32,
"closed_unmerged_prs": 122
},
"bus_factor": 2,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "Likhitha-palla",
"commits": 1478,
"avatar_url": "https://avatars.githubusercontent.com/u/70084044?v=4"
},
{
"type": "User",
"login": "udayRage",
"commits": 941,
"avatar_url": "https://avatars.githubusercontent.com/u/52146396?v=4"
},
{
"type": "User",
"login": "vanithakattumuri",
"commits": 283,
"avatar_url": "https://avatars.githubusercontent.com/u/134862983?v=4"
},
{
"type": "User",
"login": "pallamadhavi",
"commits": 272,
"avatar_url": "https://avatars.githubusercontent.com/u/134825681?v=4"
},
{
"type": "User",
"login": "Avvari1830S",
"commits": 183,
"avatar_url": "https://avatars.githubusercontent.com/u/76546836?v=4"
},
{
"type": "User",
"login": "Tarun-Sreepada",
"commits": 96,
"avatar_url": "https://avatars.githubusercontent.com/u/41629493?v=4"
},
{
"type": "User",
"login": "choubeyy",
"commits": 94,
"avatar_url": "https://avatars.githubusercontent.com/u/50207895?v=4"
},
{
"type": "User",
"login": "charan-teja2003",
"commits": 85,
"avatar_url": "https://avatars.githubusercontent.com/u/129943820?v=4"
},
{
"type": "User",
"login": "LasyaPalla",
"commits": 78,
"avatar_url": "https://avatars.githubusercontent.com/u/167892088?v=4"
},
{
"type": "User",
"login": "nakamura204",
"commits": 76,
"avatar_url": "https://avatars.githubusercontent.com/u/69311418?v=4"
}
],
"contributors_sampled": 29,
"top_contributor_share": 0.38
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"python-package-conda.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 1,
"reason": "binaries present in source code",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 0,
"reason": "0 out of 5 merged PRs checked by a CI test -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 10,
"reason": "all changesets reviewed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 4 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 4,
"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 0,
"reason": "14 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "c9d1fd2e8b8aad566dbbbf7ee38d50bae11cc73c",
"ran_at": "2026-08-02T03:48:45Z",
"aggregate_score": 4.7,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": true,
"has_dependabot_config": true
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-08-02T03:31:59Z",
"oldest_open_prs": [
{
"number": 614,
"created_at": "2026-07-20T13:23:04Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 615,
"created_at": "2026-07-21T15:52:32Z",
"last_comment_at": null,
"last_comment_author": null
}
],
"last_merged_pr_at": "2026-08-02T03:30:58Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": []
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/UdayLab/PAMI",
"host": "github.com",
"name": "PAMI",
"owner": "UdayLab"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"security": 58,
"vitality": 84,
"community": 58,
"governance": 76,
"engineering": 69
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 84,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "good",
"name": "Development activity",
"note": null,
"notes": [],
"value": 78,
"inputs": {
"commits_last_year": 130,
"human_commit_share": 0.97,
"days_since_last_push": 0,
"active_weeks_last_year": 21
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "21/52 weeks with commits",
"points": 14.5,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 21
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "130 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 130
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 92,
"inputs": {
"releases_count": 16,
"latest_release_tag": "PAMI2026.07.29.1",
"releases_from_tags": false,
"days_since_latest_release": 0,
"mean_days_between_releases": 93.8
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "16 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 16
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~93.8 days",
"points": 19.8,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 93.8
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 0,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 0 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 0
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 58,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 63,
"inputs": {
"forks": 252,
"stars": 290,
"watchers": 5,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "290 stars",
"points": 39.9,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 290
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "252 forks",
"points": 20,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 252
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "5 watchers",
"points": 3.3,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 5
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (GPL-3.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "GPL-3.0"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "moderate",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 62,
"inputs": {
"packages": [
"pami"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 5025
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "5,025 downloads/month across pypi",
"points": 49.3,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 5025,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 76,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 63,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 29,
"top_contributor_share": 0.38
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 38% of commits",
"points": 13.9,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 38
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "29 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 29
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 4 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "excellent",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"merged_prs": 451,
"open_issues": 0,
"closed_issues": 32,
"issue_closed_ratio": 1,
"closed_unmerged_prs": 122
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "100% of issues closed",
"points": 46.8,
"status": "met",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 100
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "451/573 decided PRs merged",
"points": 30.1,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 451,
"decided": 573
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "all changesets reviewed",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 58,
"inputs": {
"followers": 16,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "UdayLab",
"public_repos": 11,
"account_age_days": 2170
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "16 followers of UdayLab",
"points": 8.8,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 16,
"login": "UdayLab"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "11 public repos, account ~5 yr old",
"points": 19.7,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 11
}
},
{
"code": "account_age_years",
"params": {
"years": 5
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"pami"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "283 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 283
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 69,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "at_risk",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 48,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "1 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 1
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "0 out of 5 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"frequent-itemsets",
"frequent-pattern-mining",
"python",
"sequence-mining",
"periodic-patterns",
"periodicity",
"pattern-mining",
"pattern-recognition",
"frequent-subgraphs",
"stream-mining",
"spatial-data",
"spatiotemporal-data-analysis",
"spatiotemporal-data"
],
"has_wiki": true,
"homepage": "https://udaylab.github.io/PAMI/",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://udaylab.github.io/PAMI/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "13 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 13
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 58,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 47,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 4.7
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "binaries present in source code",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "0 out of 5 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "all changesets reviewed",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 4 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 2,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "14 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 15 resolved dependencies against OSV; 19 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"indirect_dependencies_free_of_known_advisories",
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 15
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 19
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 28,
"affected_packages": 2,
"assessed_packages": 15,
"unassessed_packages": 19,
"affected_by_severity": "critical 1, moderate 1",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 15,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"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": 3
},
"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": 37,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 13,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.237,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "23 of 97 human commits state their intent (structured subject or explanatory body)",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 23,
"sampled": 97
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 48,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"finalSphinxDocs/Makefile"
],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.03
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "finalSphinxDocs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "finalSphinxDocs/Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "3 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 3,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"primary_language": "Jupyter Notebook",
"largest_source_bytes": 893569,
"source_files_sampled": 596,
"oversized_source_files": 6
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Jupyter Notebook without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Jupyter Notebook"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "6/596 source files over 60KB",
"points": 54.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 596,
"oversized": 6
}
}
],
"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:pami@2026.7.29.1; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-08-02T03:49:17.598804Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/u/UdayLab/PAMI.svg",
"full_name": "UdayLab/PAMI",
"license_state": "standard",
"license_spdx": "GPL-3.0"
}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.