Informe de salud del softwareesquema 0.25.0 · métricas 1.13.0 · 2026-07-21 22:33 UTC
whylabs / whylogs

An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈
Jupyter Notebook · Python · HTMLApache-2.0★ 2828 estrellas⑂ 143 forksdesde ago 2020Ver en GitHub ↗
#ai-pipelines #approximate-statistics #statistical-properties #data-quality #calculate-statistics #python #logging #mlops #dataops #ml-pipelines #data-pipeline #dataset #machine-learning #data-science #analytics #constraints #data-constraints #model-performance
whylabs/whylogs tiene un índice de salud de 38 sobre 100, lo que lo sitúa en la banda En riesgo. Su puntuación más alta es Community & Adoption (87/100) y la más baja, Vitality (28/100). Se actualizó por última vez hace 557 días. 2 personas concentran la mayor parte del trabajo reciente.
global / 100
En riesgo
Índice 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.
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.
Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.
Titularidad

WhyLabsOrganización
189 seguidores40 repositorios públicosdesde oct 2019
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	whylogsapunta a otro repositorio; no se puntúa	1.6.4	157.722	339	hace 594 días
Métricas por categoría

Vitalidad

¿Está vivo el proyecto: se escribe código y se publican versiones?
28Crítico · 22% del índice global
Actividad de desarrollo

1Crítico
Alerta de abandono
Ha llegado trabajo y nadie se ha ocupado de él

ningún commit humano en 557 díascommits automatizados excluidospublicaciones detenidasOpenSSF Scorecard lo reporta sin mantenimientointegración continua averiadaCalificación general: techo En riesgo
El silencio por sí solo nunca es el hallazgo: una biblioteca pequeña y terminada puede no necesitar commits durante años. Esta alerta exige ambas cosas: mucho tiempo sin un commit humano y obligaciones que el proyecto visiblemente no atiende. Los commits automatizados no cuentan como mantenimiento.
Cómo se evalúa el abandono
Cómo se puntúa
0/36	Recencia de push — último push hace 557 días
0/36	Cadencia de commits — 0/52 semanas con commits
0/18	Volumen de commits — 0 commits en el último año
0/10	OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Datos de entrada utilizados
commits_last_year	0
human_commit_share	0,99
days_since_last_push	557
active_weeks_last_year	0
Disciplina de publicación

68Moderado
Cómo se puntúa
27/27	Publica versiones — 100 versiones publicadas
7.2/36	Recencia de las versiones — última versión hace 594 días
27/27	Cadencia de publicación — una versión cada ~9,4 días
0/10	OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count	100
latest_release_tag	v1.6.4
releases_from_tags	no
days_since_latest_release	594
mean_days_between_releases	9,4
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?
87Excelente · 18% del índice global
Popularidad y adopción

82Bueno
Cómo se puntúa
56/60	Estrellas — 2828 estrellas
17.9/25	Forks — 143 forks
8.3/15	Observadores — 32 observadores
Datos de entrada utilizados
forks	143
stars	2828
watchers	32
growth_state	organic
growth_factor_pct	100
Salud de la comunidad

92Excelente
Cómo se puntúa
22.5/22.5	README
22.5/22.5	Licencia — licencia reconocida (Apache-2.0)
18/18	Guía CONTRIBUTING
13.5/13.5	Código de conducta
0/7.2	Plantilla de issues
6.3/6.3	Plantilla de PR
Datos de entrada utilizados
has_readme	sí
has_license	sí
has_contributing	sí
has_issue_template	no
has_code_of_conduct	sí
has_pull_request_template	sí
Sostenibilidad y Gobernanza

¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?
76Bueno · 24% del índice global
Resiliencia de mantenedores (factor bus)

64Moderado
Cómo se puntúa
25.2/54	Factor bus — la mitad de los commits recae en 2 contribuyente(s)
15.7/22.5	Distribución de commits — el principal contribuyente firma el 30% de los commits
13.5/13.5	Amplitud de contribuyentes — 22 contribuyentes
10/10	OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Datos de entrada utilizados
bus_factor	2
contributors_sampled	22
top_contributor_share	0,304
Capacidad de respuesta a issues y PR

96Excelente
Cómo se puntúa
46.7/46.8	Resolución de issues — 100% de issues cerradas
33.9/38.3	Aceptación de PR — 1034/1167 PR decididos fusionados
15/15	OpenSSF Scorecard: Code-Review — all changesets reviewed
Datos de entrada utilizados
merged_prs	1034
open_issues	1
closed_issues	434
issue_closed_ratio	0,998
closed_unmerged_prs	133
Propiedad y custodia

70Bueno
Cómo se puntúa
30/30	Respaldo de la propiedad — propiedad de una organización
0/20	Dominio verificado
16.4/25	Alcance del propietario — 189 seguidores de whylabs
23.7/25	Trayectoria — 40 repos públicos, cuenta de ~6 años
Datos de entrada utilizados
followers	189
owner_type	Organization
is_verified	—
owner_login	whylabs
public_repos	40
account_age_days	2470
Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?
74Bueno · 20% del índice global
Prácticas de ingeniería

74Bueno
Cómo se puntúa
24/24	Flujos de trabajo de CI — 8 flujo(s) de trabajo
24/24	Pruebas presentes
16/16	Configuración de linter — .flake8
9.6/9.6	Hooks de pre-commit
0/6.4	.editorconfig
0/20	OpenSSF Scorecard: CI-Tests — 0 out of 29 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	sí
has_precommit_config	sí
Documentación

75Bueno
Cómo se puntúa
30/30	README
0/25	Directorio de documentación
15/15	Sitio de documentación / página del proyecto — https://whylogs.readthedocs.io/
10/10	Descripción del repositorio
10/10	Topics — 18 topics
10/10	Wiki
Datos de entrada utilizados
topics	ai-pipelines, approximate-statistics, statistical-properties, data-quality, calculate-statistics, python, logging, mlops, dataops, ml-pipelines, data-pipeline, dataset, machine-learning, data-science, analytics, constraints, data-constraints, model-performance
has_wiki	sí
homepage	https://whylogs.readthedocs.io/
has_readme	sí
has_docs_dir	no
has_description	sí
Seguridad

¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
54Moderado · 16% del índice global
Postura de seguridad

42En riesgo
Cómo se puntúa
6.8/7.5	Binary-Artifacts — binaries present in source code
6/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
0/2.5	CI-Tests — 0 out of 29 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 6 contributing companies or organizations
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5	Dependency-Update-Tool — no update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	Licencia — license file detected
0/7.5	Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5	Packaging — sin datos
0/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
3.5/5	SAST — SAST tool detected but not run on all commits
0/5	Security-Policy — security policy file not detected
0/7.5	Signed-Releases — sin datos
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 143 existing vulnerabilities detected
Datos de entrada utilizados
source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	4,2
Excluidos de la puntuación (sin datos o no aplicable): 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
25/25	Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido
0/40	Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
source	osv
advisories	0
affected_packages	0
assessed_packages	13
unassessed_packages	0
affected_by_severity	none
direct_affected_packages	0
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:whylogs@1.6.4 —lo que arrastra la instalación del paquete publicado—: 13 paquetes. 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.
57Moderado · 0% del índice global
Contexto y guía para agentes

40En riesgo
Cómo se puntúa
0/45	Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15	Documentación legible por máquinas (llms.txt)
40/40	Historial de commits legible — 94 de 99 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txt	no
legible_history_share	0,949
agent_instruction_files	—
agent_instruction_max_bytes	—
Bucle de verificación (compilación / pruebas / verificación de tipos)

61Moderado
Cómo se puntúa
18/18	Arranque con un solo comando — python/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile
22/22	Pruebas automatizadas
11/11	Configuración de lint / formato — .flake8
0/11	Verificación estática de tipos
10/10	Entorno reproducible — Dockerfile, lockfile
0/10	Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100
0/8	Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
0/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nix	no
has_tests	sí
lockfiles	poetry.lock
has_dockerfile	sí
typed_language	no
bootstrap_files	python/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile
has_devcontainer	no
has_linter_config	sí
typecheck_configs	—
agent_commit_share	0
toolchain_manifests	java/build.gradle.kts, java/core-bundle/build.gradle.kts, java/core/build.gradle.kts, java/smoketest/build.gradle, java/spark-bundle/build.gradle.kts, java/spark/build.gradle.kts
dependency_bot_commit_share	0
Legibilidad del código para modelos

55Moderado
Cómo se puntúa
0/45	Código verificable por tipos — Jupyter Notebook sin configuración de verificación de tipos
54.7/55	Tamaños de archivo manejables — 2/395 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_language	Jupyter Notebook
largest_source_bytes	270.687
source_files_sampled	395
oversized_source_files	2
Interfaces legibles por máquina

80Bueno
Cómo se puntúa
40/40	Esquema de API (OpenAPI/GraphQL/proto) — proto/src/whylogs_messages.proto, proto/v0/v0_constraints.proto, proto/v0/v0_messages.proto, proto/v0/v0_summaries.proto, python/examples/integrations/flask_streaming/swagger.yaml
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	proto/src/whylogs_messages.proto, proto/v0/v0_constraints.proto, proto/v0/v0_messages.proto, proto/v0/v0_summaries.proto, python/examples/integrations/flask_streaming/swagger.yaml
Datos clave

2828estrellas de GitHub
22contribuidores
0commits en los últimos 12 meses
557días desde el último push
100versiones publicadas
2factor bus
1issues abiertas
Maven, PyPIecosistemas de paquetes
Advertencias de recopilación de datos

pypi package 'whylogs' points at a different repository (https://docs.whylabs.ai); excluded from ecosystem scoring
Más detalle

Historial de estrellas y forks 2828 ★ / 143 ⇿
2828Estrellas
143Forks
100Versiones
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.
Solo se muestra el historial más reciente: este repositorio supera la ventana de recopilación, por lo que no se captura el historial más antiguo.
Mayor 0Menor 4Parche 96
Cada punto abarca 6 días.
OpenSSF Scorecard 4.2 / 10
4.2agregado
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).Scorecard v5.5.0 · 2026-07-21 22:32 UTC
9	Binary-Artifacts	binaries present in source code
8	Branch-Protection	branch protection is not maximal on development and all release branches
0	CI-Tests	0 out of 29 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 6 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
0	Dependency-Update-Tool	no update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
0	Maintained	0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
n/d	Packaging	packaging workflow not detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
7	SAST	SAST tool detected but not run on all commits
0	Security-Policy	security policy file not detected
n/d	Signed-Releases	no releases found
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
0	Vulnerabilities	143 existing vulnerabilities detected
Dependencias directas 35
Registro	Paquete	Restricción de versión	Manifiesto
PyPI	whylogs-sketching	`>=3.4.1.dev3`	python/pyproject.toml
PyPI	protobuf	`>=3.19.4`	python/pyproject.toml
PyPI	importlib-metadata	`<4.3`	python/pyproject.toml
PyPI	typing-extensions	`>=3.10`	python/pyproject.toml
PyPI	whylabs-client	`^0.6.15`	python/pyproject.toml
PyPI	requests	`^2.27`	python/pyproject.toml
PyPI	backoff	`^2.2.1`	python/pyproject.toml
PyPI	platformdirs	`^3.5.0`	python/pyproject.toml
PyPI	pybars3	`^0.9`	python/pyproject.toml
PyPI	ipython	`*`	python/pyproject.toml
PyPI	scipy	`—`	python/pyproject.toml
PyPI	numpy	`—`	python/pyproject.toml
PyPI	pandas	`*`	python/pyproject.toml
PyPI	sphinx	`*`	python/pyproject.toml
PyPI	sphinx-autoapi	`*`	python/pyproject.toml
PyPI	sphinx-copybutton	`^0.5.0`	python/pyproject.toml
PyPI	myst-parser	`^0.17.2`	python/pyproject.toml
PyPI	furo	`^2022.3.4`	python/pyproject.toml
PyPI	sphinx-autobuild	`^2021.3.14`	python/pyproject.toml
PyPI	sphinxext-opengraph	`^0.6.3`	python/pyproject.toml
PyPI	sphinx-inline-tabs	`*`	python/pyproject.toml
PyPI	ipython_genutils	`^0.2.0`	python/pyproject.toml
PyPI	nbsphinx	`^0.8.9`	python/pyproject.toml
PyPI	nbconvert	`^7.0.0`	python/pyproject.toml
PyPI	boto3	`^1.22.13`	python/pyproject.toml
PyPI	mlflow-skinny	`—`	python/pyproject.toml
PyPI	databricks-cli	`^0.8.0`	python/pyproject.toml
PyPI	google-cloud-storage	`^2.5.0`	python/pyproject.toml
PyPI	pyarrow	`>=8.0.0, <13`	python/pyproject.toml
PyPI	pyspark	`^3.0.0`	python/pyproject.toml
PyPI	faster-fifo	`^1.4.5`	python/pyproject.toml
PyPI	orjson	`^3.8.10`	python/pyproject.toml
PyPI	Pillow	`—`	python/pyproject.toml
PyPI	scikit-learn	`—`	python/pyproject.toml
PyPI	fugue	`^0.8.1`	python/pyproject.toml
Todas las dependencias 245
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 46 paquetes directos y 199 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
Registro	Paquete	Versión	Relación
PyPI	backoff	`2.2.1`	directa
PyPI	boto3	`1.33.13`	directa
PyPI	databricks-cli	`0.8.7`	directa
PyPI	faster-fifo	`1.4.7`	directa
PyPI	fugue	`0.8.6`	directa
PyPI	furo	`2022.9.29`	directa
PyPI	google-cloud-storage	`2.16.0`	directa
PyPI	importlib-metadata	`4.2.0`	directa
PyPI	ipython	`7.34.0`	directa
PyPI	ipython-genutils	`0.2.0`	directa
PyPI	mlflow-skinny	`1.27.0`	directa
PyPI	mlflow-skinny	`2.13.0`	directa
PyPI	myst-parser	`0.17.2`	directa
PyPI	nbconvert	`7.6.0`	directa
PyPI	nbsphinx	`0.8.12`	directa
PyPI	numpy	`—`	directa
PyPI	numpy	`1.21.6`	directa
PyPI	numpy	`1.26.4`	directa
PyPI	orjson	`3.9.7`	directa
PyPI	pandas	`—`	directa
PyPI	pandas	`1.3.2`	directa
PyPI	pandas	`1.3.5`	directa
PyPI	pillow	`10.3.0`	directa
PyPI	pillow	`9.5.0`	directa
PyPI	platformdirs	`3.11.0`	directa
PyPI	protobuf	`4.24.4`	directa
PyPI	pyarrow	`12.0.1`	directa
PyPI	pybars3	`0.9.7`	directa
PyPI	pyspark	`3.4.3`	directa
PyPI	requests	`2.22.0`	directa
PyPI	requests	`2.31.0`	directa
PyPI	scikit-learn	`—`	directa
PyPI	scikit-learn	`1.0.2`	directa
PyPI	scikit-learn	`1.1.1`	directa
PyPI	scikit-learn	`1.5.0`	directa
PyPI	scipy	`1.13.0`	directa
PyPI	scipy	`1.7.3`	directa
PyPI	sphinx	`4.3.2`	directa
PyPI	sphinx-autoapi	`2.0.1`	directa
PyPI	sphinx-autobuild	`2021.3.14`	directa
PyPI	sphinx-copybutton	`0.5.2`	directa
PyPI	sphinx-inline-tabs	`2023.4.21`	directa
PyPI	sphinxext-opengraph	`0.6.3`	directa
PyPI	typing-extensions	`4.7.1`	directa
PyPI	whylabs-client	`0.6.15`	directa
PyPI	whylogs-sketching	`3.4.1.dev3`	directa
PyPI	2to3	`1.0`	indirecta
PyPI	adagio	`0.2.4`	indirecta
PyPI	alabaster	`0.7.13`	indirecta
PyPI	ansiwrap	`0.8.4`	indirecta
PyPI	antlr4-python3-runtime	`4.11.1`	indirecta
PyPI	appdirs	`1.4.4`	indirecta
PyPI	appnope	`0.1.4`	indirecta
PyPI	astroid	`2.11.7`	indirecta
PyPI	attrs	`23.2.0`	indirecta
PyPI	autoflake	`1.7.8`	indirecta
PyPI	babel	`2.14.0`	indirecta
PyPI	backcall	`0.2.0`	indirecta
PyPI	beautifulsoup4	`4.12.3`	indirecta
PyPI	bentoml	`—`	indirecta
PyPI	black	`22.12.0`	indirecta
PyPI	bleach	`6.0.0`	indirecta
PyPI	botocore	`1.33.13`	indirecta
PyPI	bump2version	`1.0.1`	indirecta
PyPI	cachetools	`5.3.3`	indirecta
PyPI	certifi	`2024.2.2`	indirecta
PyPI	cffi	`1.15.1`	indirecta
PyPI	cfgv	`3.3.1`	indirecta
PyPI	charset-normalizer	`3.3.2`	indirecta
PyPI	click	`8.1.7`	indirecta
PyPI	cloudpickle	`2.2.1`	indirecta
PyPI	cloudpickle	`3.0.0`	indirecta
PyPI	colorama	`0.4.6`	indirecta
PyPI	configparser	`5.3.0`	indirecta
PyPI	coverage	`7.2.7`	indirecta
PyPI	cryptography	`42.0.7`	indirecta
PyPI	cython	`3.0.10`	indirecta
PyPI	debugpy	`1.7.0`	indirecta
PyPI	decorator	`5.1.1`	indirecta
PyPI	defusedxml	`0.7.1`	indirecta
PyPI	deprecated	`1.2.14`	indirecta
PyPI	distlib	`0.3.8`	indirecta
PyPI	docutils	`0.17.1`	indirecta
PyPI	entrypoints	`0.4`	indirecta
PyPI	exceptiongroup	`1.2.1`	indirecta
PyPI	execnet	`2.1.1`	indirecta
PyPI	fastapi	`—`	indirecta
PyPI	fastjsonschema	`2.19.1`	indirecta
PyPI	filelock	`3.12.2`	indirecta
PyPI	findspark	`2.0.1`	indirecta
PyPI	flake8	`5.0.4`	indirecta
PyPI	flasgger	`0.9.5`	indirecta
PyPI	flask	`2.0.1`	indirecta
PyPI	flask-cors	`3.0.10`	indirecta
PyPI	flask-pydantic	`0.8.0`	indirecta
PyPI	fs	`2.4.16`	indirecta
PyPI	fsspec	`2023.1.0`	indirecta
PyPI	fugue-sql-antlr	`0.1.8`	indirecta
PyPI	gcp-storage-emulator	`2022.6.11`	indirecta
PyPI	gitdb	`4.0.11`	indirecta
PyPI	gitpython	`3.1.43`	indirecta
PyPI	google-api-core	`2.19.0`	indirecta
PyPI	google-auth	`2.29.0`	indirecta
PyPI	google-cloud-core	`2.4.1`	indirecta
PyPI	google-crc32c	`1.3.0`	indirecta
PyPI	google-resumable-media	`2.7.0`	indirecta
PyPI	googleapis-common-protos	`1.63.0`	indirecta
PyPI	gunicorn	`20.1.0`	indirecta
PyPI	httpretty	`1.1.4`	indirecta
PyPI	identify	`2.5.24`	indirecta
PyPI	idna	`3.7`	indirecta
PyPI	imagesize	`1.4.1`	indirecta
PyPI	importlib-resources	`5.12.0`	indirecta
PyPI	iniconfig	`2.0.0`	indirecta
PyPI	ipykernel	`6.16.2`	indirecta
PyPI	isort	`5.11.5`	indirecta
PyPI	jaraco-classes	`3.2.3`	indirecta
PyPI	jedi	`0.19.1`	indirecta
PyPI	jeepney	`0.8.0`	indirecta
PyPI	jinja2	`3.1.4`	indirecta
PyPI	jmespath	`1.0.1`	indirecta
PyPI	joblib	`—`	indirecta
PyPI	joblib	`1.0.1`	indirecta
PyPI	joblib	`1.3.2`	indirecta
PyPI	joblib	`1.4.2`	indirecta
PyPI	jsonschema	`4.17.3`	indirecta
PyPI	jupyter-client	`7.4.9`	indirecta
PyPI	jupyter-core	`4.12.0`	indirecta
PyPI	jupyterlab-pygments	`0.2.2`	indirecta
PyPI	keyring	`23.9.3`	indirecta
PyPI	lazy-object-proxy	`1.9.0`	indirecta
PyPI	livereload	`2.6.3`	indirecta
PyPI	markdown-it-py	`2.2.0`	indirecta
PyPI	markupsafe	`2.1.5`	indirecta
PyPI	matplotlib-inline	`0.1.6`	indirecta
PyPI	mccabe	`0.7.0`	indirecta
PyPI	mdit-py-plugins	`0.3.5`	indirecta
PyPI	mdurl	`0.1.2`	indirecta
PyPI	mistune	`3.0.2`	indirecta
PyPI	more-itertools	`9.1.0`	indirecta
PyPI	moto	`4.2.14`	indirecta
PyPI	mypy	`0.991`	indirecta
PyPI	mypy-extensions	`1.0.0`	indirecta
PyPI	mypy-protobuf	`3.4.0`	indirecta
PyPI	nbclient	`0.7.4`	indirecta
PyPI	nbformat	`5.8.0`	indirecta
PyPI	nest-asyncio	`1.6.0`	indirecta
PyPI	nodeenv	`1.8.0`	indirecta
PyPI	opentelemetry-api	`1.16.0`	indirecta
PyPI	opentelemetry-sdk	`1.16.0`	indirecta
PyPI	opentelemetry-semantic-conventions	`0.37b0`	indirecta
PyPI	packaging	`24.0`	indirecta
PyPI	pandas-stubs	`1.2.0.62`	indirecta
PyPI	pandocfilters	`1.5.1`	indirecta
PyPI	papermill	`2.4.0`	indirecta
PyPI	parso	`0.8.4`	indirecta
PyPI	pathspec	`0.11.2`	indirecta
PyPI	pexpect	`4.9.0`	indirecta
PyPI	pickleshare	`0.7.5`	indirecta
PyPI	pkginfo	`1.10.0`	indirecta
PyPI	pkgutil-resolve-name	`1.3.10`	indirecta
PyPI	pluggy	`1.2.0`	indirecta
PyPI	pre-commit	`2.20.0`	indirecta
PyPI	prompt-toolkit	`3.0.43`	indirecta
PyPI	proto-plus	`1.23.0`	indirecta
PyPI	psutil	`5.9.8`	indirecta
PyPI	ptyprocess	`0.7.0`	indirecta
PyPI	py4j	`0.10.9.7`	indirecta
PyPI	pyasn1	`0.5.1`	indirecta
PyPI	pyasn1-modules	`0.3.0`	indirecta
PyPI	pycodestyle	`2.9.1`	indirecta
PyPI	pycparser	`2.21`	indirecta
PyPI	pydantic	`1.8.2`	indirecta
PyPI	pyflakes	`2.5.0`	indirecta
PyPI	pygments	`2.17.2`	indirecta
PyPI	pymeta3	`0.5.1`	indirecta
PyPI	pyright	`1.1.385`	indirecta
PyPI	pyrsistent	`0.19.3`	indirecta
PyPI	pytest	`7.4.4`	indirecta
PyPI	pytest-cov	`4.1.0`	indirecta
PyPI	pytest-mock	`3.11.1`	indirecta
PyPI	pytest-spark	`0.6.0`	indirecta
PyPI	pytest-xdist	`3.6.1`	indirecta
PyPI	python-dateutil	`2.9.0.post0`	indirecta
PyPI	python-dotenv	`0.19.0`	indirecta
PyPI	pytz	`2024.1`	indirecta
PyPI	pywin32	`306`	indirecta
PyPI	pywin32-ctypes	`0.2.2`	indirecta
PyPI	pyyaml	`6.0.1`	indirecta
PyPI	pyzmq	`26.0.3`	indirecta
PyPI	qpd	`0.4.4`	indirecta
PyPI	readme-renderer	`37.3`	indirecta
PyPI	requests-toolbelt	`1.0.0`	indirecta
PyPI	responses	`0.23.3`	indirecta
PyPI	rfc3986	`2.0.0`	indirecta
PyPI	rich	`13.7.1`	indirecta
PyPI	rsa	`4.9`	indirecta
PyPI	ruff	`0.4.4`	indirecta
PyPI	s3transfer	`0.8.2`	indirecta
PyPI	secretstorage	`3.3.3`	indirecta
PyPI	setuptools	`68.0.0`	indirecta
PyPI	six	`1.16.0`	indirecta
PyPI	smmap	`5.0.1`	indirecta
PyPI	snowballstemmer	`2.2.0`	indirecta
PyPI	soupsieve	`2.4.1`	indirecta
PyPI	sphinx-basic-ng	`1.0.0b2`	indirecta
PyPI	sphinxcontrib-applehelp	`1.0.2`	indirecta
PyPI	sphinxcontrib-devhelp	`1.0.2`	indirecta
PyPI	sphinxcontrib-htmlhelp	`2.0.0`	indirecta
PyPI	sphinxcontrib-jsmath	`1.0.1`	indirecta
PyPI	sphinxcontrib-qthelp	`1.0.3`	indirecta
PyPI	sphinxcontrib-serializinghtml	`1.1.5`	indirecta
PyPI	sqlglot	`24.0.0`	indirecta
PyPI	sqlparse	`0.5.0`	indirecta
PyPI	tabulate	`0.9.0`	indirecta
PyPI	tenacity	`8.2.3`	indirecta
PyPI	textwrap3	`0.9.2`	indirecta
PyPI	threadpoolctl	`3.1.0`	indirecta
PyPI	threadpoolctl	`3.5.0`	indirecta
PyPI	tinycss2	`1.2.1`	indirecta
PyPI	toml	`0.10.2`	indirecta
PyPI	tomli	`2.0.1`	indirecta
PyPI	tornado	`6.2`	indirecta
PyPI	tqdm	`4.66.4`	indirecta
PyPI	traitlets	`5.9.0`	indirecta
PyPI	triad	`0.9.1`	indirecta
PyPI	twine	`4.0.2`	indirecta
PyPI	typed-ast	`1.5.5`	indirecta
PyPI	types-protobuf	`4.24.0.4`	indirecta
PyPI	types-python-dateutil	`2.8.19.14`	indirecta
PyPI	types-pyyaml	`6.0.12.12`	indirecta
PyPI	types-requests	`2.30.0.0`	indirecta
PyPI	types-urllib3	`1.26.25.14`	indirecta
PyPI	unidecode	`1.3.8`	indirecta
PyPI	urllib3	`1.26.18`	indirecta
PyPI	utils	`1.0.1`	indirecta
PyPI	uvicorn	`—`	indirecta
PyPI	virtualenv	`20.4.7`	indirecta
PyPI	wcwidth	`0.2.13`	indirecta
PyPI	webencodings	`0.5.1`	indirecta
PyPI	werkzeug	`2.2.3`	indirecta
PyPI	whylogs	`—`	indirecta
PyPI	wrapt	`1.16.0`	indirecta
PyPI	xmltodict	`0.13.0`	indirecta
PyPI	zipp	`3.15.0`	indirecta
Avisos de dependencias 0
Instalar pypi:whylogs@1.6.4 arrastra 13 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.
Ningún aviso conocido afecta a las dependencias evaluadas.
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
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          "oid": "976bc4c15ca1d4a0199360b8d7708b63e4adaa6d",
          "body": "## Description\r\nRemove the usage_stats emit_usage telemetry from whylogs and various\r\ncleanup:\r\n* remove whylabs API key format length checks\r\n* more verbose retry warnings in failures using the whylabs_client\r\n* test cleanup\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "remove usage stats and various cleanup (#1596)",
          "author_name": "Jamie Broomall",
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          "body": "## Description\r\n\r\nRemoves installation of gitlab runner from Dockerfile.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <jamie@whylabs.ai>",
          "is_bot": false,
          "headline": "Remove gitlab runner from dockerfile (#1595)",
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          "body": "## Description\r\n\r\nAdds example of renaming columns in a Pyspark dataframe with names\r\ncontaining periods.\r\n\r\n\r\n## Related\r\n\r\nCloses whylabs/whylogs#1532\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Rename Pyspark dataframe columns with . example (#1588)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
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          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.6.4 (#1594)",
          "author_name": "whylabs-automator",
          "author_login": "w0-automator",
          "committed_at": "2024-12-04T00:19:42Z",
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          "body": "## Description\r\n\r\nTest and transaction updates to get integration tests passing again.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fixes left out of #1589 (#1593)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-12-03T19:02:07Z",
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          "oid": "f12339956200f30e50514ed90e92b0801836f072",
          "body": "Use the v1 version of the log api",
          "is_bot": false,
          "headline": "Merge pull request #1589 from whylabs/log-api-update",
          "author_name": "naddeoa",
          "author_login": null,
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          "is_bot": false,
          "headline": "Use the v1 version of the log api",
          "author_name": "Anthony Naddeo",
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          "committed_at": "2024-11-25T21:35:33Z",
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          "body": "Switch secret name for the version bump token\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update push-release.yml (#1592)",
          "author_name": "richard-rogers",
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          "oid": "301453cdf08f7800f3f2d16fd529f4f886058f2d",
          "body": "Bail out early if `get_profile_observatory_link()` fails since the rest\r\nof the methods require a valid `response`.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix undefined variable if get_profile_observatory_link() fails (#1590)",
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          "author_login": "richard-rogers",
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          "body": "## Description\r\n\r\nRemoves unused `DataType` message definition.\r\n\r\n\r\n## Related\r\n\r\nCloses whylabs/whylogs#1583\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Remove DataType definition (#1587)",
          "author_name": "richard-rogers",
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          "is_bot": false,
          "headline": "Fix auto-version bumping based on PR labels (#1586)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
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          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.6.2 (#1585)",
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          "body": "## Description\r\n\r\nReplace expired GitHub token and version number catch up.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update token and resync version number (#1584)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-11-05T18:58:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db92234b692fa3f51bc705fa6b3e02b7c33ba6f3",
          "body": "## Description\r\n\r\nExample notebook for custom performance metrics.\r\n\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "add custom perf metric example (#1580)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-31T17:00:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7d18b983bf91ac3dcbe9abe7899cd3c566a0a56a",
          "body": "This constraint isn't true. Keys can actually be arbitrarily long now\r\nthat they include the org id as well, which is customizable.",
          "is_bot": false,
          "headline": "Remove size check on whylabs api keys (#1581)",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-10-31T16:58:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c9b9b8b15a0a5df8e2001c1b4194b0dc4ad34496",
          "body": "## Description\r\n\r\nInclude timestamp in `log_regression_metrics()` when `log_full_data` is\r\n`False`.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Include timestamp in log_regression_metrics (#1578)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-23T19:43:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b364445afe3279bd59b91d13a035bf13cf3cc25e",
          "body": "## Description\r\nBump to version 1.6.0\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Bump to version 1.6.0 (#1577)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-10-22T22:13:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a04f37ba045e35be7f2d41e107998e15b51bc38d",
          "body": "We need to support multi org workflows. Currently, the process rolling\r\nlogger stores all of its profiles keyed off of the dataset id, assuming\r\nthat the global whylabs api key applies to all of them more or less.\r\nTechnically, its already possible to create custom writers which are the\r\nonly things\n[…]\npite whylogs not actually depending on that yet.\r\n\r\nThis does end up having to be a breaking change unfortunately, though\r\nall\r\nof these logger and actor types are still in the experimental namespace.",
          "is_bot": false,
          "headline": "Multi org process logger (#1575)",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-10-22T16:07:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2a85ed4dcc444ff837252c16b356285281ed1f0d",
          "body": "## Description\r\n\r\nUse `@v6` release drafter. Also all version bump by labeling PRs\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update release drafter (#1574)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-08T16:06:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bba67257cdd2124169b12692e4c51cb146d94df7",
          "body": "## Description\r\n\r\nUpdates `init()` docstring to describe `upload_on_log`\r\n\r\n## Related\r\n\r\nRelates to whylabs/whylogs#1570\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "update docstring for upload_on_log (#1573)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-02T16:57:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a76ed2cc8d52e337cf829841609a551ff2ff30b",
          "body": "## Description\r\n* Update version to 1.5.0\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update version to 1.5.0 (#1572)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-10-02T16:55:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a5c611a9d20202da253b92ebb5be8bbbe6f55ab",
          "body": "## Description\r\n\r\nSeparates the notion of authentication mode (authenticated, anonymous,\r\nlocal) from whether or not `why.log()` should automatically upload\r\nprofiles.\r\n\r\n## Changes\r\n\r\n- Makes `allow_local` default to `True`\r\n- Adds `upload_on_log` configuration parameter orthogonal to session\r\ntype\n[…]\nsts. Type `#` and\r\nselect from the list. -->\r\n\r\nCloses whlabs/whylogs#1570\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Opt-in to uploading profiles from why.log() (#1571)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-01T19:15:23Z",
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        },
        {
          "oid": "89fec66f9f2383d7cdc7fa1db6475dee22ffc30a",
          "body": "## Description\r\n\r\ndeprecate `debug_event` argument.\r\n\r\n## Changes\r\n\r\n- adds a `deprecate_argument` decorator to issue a warning if a\r\ndeprecated keyword argument is used.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "deprecate debug event argument (#1569)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-01T16:54:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7660542a9ba39cf3fc021c33fcd1565d138b751d",
          "body": "## Description\r\n\r\nUpdate reference profile example notebook\r\n\r\n## Changes\r\n\r\n- remove the why.init() step, instead define WhyLabs env variables\r\n- add the profile upload step using the Writer object\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Updates to reference profile example notebook (#1568)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-26T21:51:57Z",
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        },
        {
          "oid": "4ad4cc9c2ef1a96b095478b48a253d77796131cb",
          "body": "## Description\r\n\r\nAllow `segment_key_values` in addition to segmented `DatasetSchema`\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Handle explicit segmentation keys (#1566)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-25T23:36:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b8bff7c4c57b50fb071a205b6836aaa4eada350",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.8 (#1567)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-24T23:12:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0bd8ed3db09a36748cf135d1d63d0131625e6515",
          "body": "## Description\r\n\r\nCount booleans as `\"True\"` or `\"False\"` in `FrequentItemsMetric` and 1\r\nor 0 in `DistributionMetric`.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Handle booleans in frequent items and distribution metrics. (#1565)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-20T20:07:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "933f9881a3868b90f62e43475c9b33c892bc0fa1",
          "body": "## Description\r\n\r\nInclude count of `True` bool values in `ColumnCountsMetric`\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add true bool count to ColumnCountsMetric (#1564)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-20T18:01:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f66ee33169c97b76d9da7c027559bf211039fa72",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.7 (#1563)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-12T22:01:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a34c0e89e381ad81a7c4515fb85096de029e4f0",
          "body": "## Description\r\n\r\nAddresses #1561 \r\n\r\nnow this works:\r\n```python\r\nwhy.log(df, segment_key_values={segment_key: segment_value})\r\n```\r\n\r\n## Changes\r\n\r\n- Creates an explicitly defined single segment SegmentedResultSet when\r\nthis parameter is passed into whylogs log method.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add support for manual segmentation with segment_key_values (#1562)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-11T18:54:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7336fcf2b28874bb94724bee2b686b25710cfb75",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.6 (#1560)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-11T18:53:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b43ff61f3cc4349c6ac75d0944bbc6fb5ffca18",
          "body": "## Description\r\n\r\nFixes #1558 \r\n\r\n## Changes\r\n\r\nUpdate the name of the parameter in LogAsyncRequest to match what\r\nwhylabs-client expects.\r\nMinor cleanup to the example notebook.\r\n\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix guest session dataset_timestamp batch upload (#1559)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-06T18:46:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38fe8fba100371a4b2130d2f7a749f2f2973a304",
          "body": "## Description\r\n\r\nMake integration tests pass now that `why.log()` tests are included.\r\nAlso pass environment variables into container for nightly integration\r\ntests.\r\n\r\n## Changes\r\n\r\n- add `reinit=True` to all the `why.init()` calls\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "add reinit to why.init() (#1556)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-03T16:29:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07ae3978ac329b9184cc50365bece8db235ceb2d",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.5 (#1557)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-08-28T04:11:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "05bd6f198ab41474afbea247c7a93447c3ce9ef0",
          "body": "## Description\r\n\r\nMove `env:` stanza with the secrets\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "fix nightly integration test (#1555)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-08-27T21:45:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6125f3d547f9531cadaa1ed14ee7623a0d164c67",
          "body": "## Description\r\n\r\nUpdate lure reference profile to current writer API.\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <jamie@whylabs.ai>",
          "is_bot": false,
          "headline": "Fix lure reference profile logging (#1554)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-08-24T00:27:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "618bd434618e000bc7f82ed3a37edd2edea5b791",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.4 (#1553)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-08-01T01:30:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fa841299fd0d36702cd41fc6c8e744f23b986bd4",
          "body": "## Description\r\n\r\nAdd optional set of columns to drop before profiling in `UdfSchema`\r\n\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Column dropping (#1551)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-25T18:01:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "865def7589942fe925a5dce3fd1f317f2a75a0b5",
          "body": "## Description\r\n\r\nSupport `search` in addition to `match` and `fullmatch` in regular\r\nexpressions. `%` is the operator.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add search operator to relation language (#1552)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-25T18:01:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "91190e2ea9b3db88040724c0bbc2dc654b857251",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.3 (#1550)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-07-18T20:45:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99465d69425269ac18edc23be28cb08bf0f26295",
          "body": "…ll steps (#1548)\n\n## Description\r\n\r\nminor test cleanup:\r\n* use consistent action versions\r\n* consistent poetry version\r\n* .gitignore updates for test artifacts\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Minor CI cleanup: consistent actions versions and Poetry version in a…",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-07-18T19:41:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a4224d3241b6fb51119c32cbda9e83875e05c56",
          "body": "## Description\r\n\r\nPass `None` to `builtin_metric` in the`MetricSchema` constructor.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Richard Rogers <rrogers@opendius.net>\r\nCo-authored-by: Jamie Broomall <jamie@whylabs.ai>\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix MetricSchema API breakage (#1549)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-18T19:40:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13e089ce5b88f9aee734110ed7fb2324315f7feb",
          "body": "## Description\r\nFixes for long running instances of rolling logger:\r\n\r\n* Use positional arguments when calling kll update\r\n* Add a load test to rolling logger\r\n* usage stats update to add segment_on_column, update\r\ncondition_validator\r\n\r\n```\r\npoetry run pytest -o log_level=INFO -o log_cli=true tests/api/logger/test_rolling.py::test_rolling_logger_load_test --load\r\n```\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Use positional arguments when calling kll update (#1545)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-07-18T18:23:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6a6dae631850a29c1f8c3a794734893211c95fc",
          "body": "## Description\r\n\r\nMove secret substitution into GitHub flow.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Nightly test fixes (#1543)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-17T19:48:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "18bc97533ba2fc580ff87075b105ec407b0a6fad",
          "body": "## Description\r\n\r\nContinued writer refactor cleanup. \r\n\r\n## Changes\r\n\r\n- Move duplicated state to `WhyLabsClient`\r\n- Remove support for zipped reference profiles\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Remove redundancy between Whylabs writer and client (#1540)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-17T19:33:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bff008b8b7e0f1426aa2dcb1758bab542327383f",
          "body": "## Description\r\n\r\nWe need to use older poetry in order to be able to setup the environment\r\non python in cache miss scenario.\r\n\r\nWe didn't see the problem in the CI runs until the caches went stale on\r\npython 3.7.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix whylogs CI runs on python3.7 (#1547)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-07-17T18:15:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f51888d07f226cadae0e9447e3f43a473ef05cd8",
          "body": "…541)\n\n## Description\r\n\r\nDon't fail if optional dependencies are missing.\r\n\r\n## Changes\r\n\r\n- Ignore import errors; it should be ok if the optional metrics aren't\r\nused\r\n\r\n## Related\r\n\r\nRelates to whylabs/whylogs#1489\r\nCloses whylabs/whylogs#1489",
          "is_bot": false,
          "headline": "Don't fail to import whylogs if optional dependencies are missing (#1…",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-02T19:29:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d86f2680b614e6d7db5d9bd34ef05d0c5df25743",
          "body": "## Description\r\n\r\nDon't warn if PIL is missing when importing `ImageMetric` for\r\n`why.read()`.\r\n\r\n## Changes\r\n\r\n- Don't issue warning on import, just `ImageMetric` construction.\r\n- Silence the warning when setting up for `why.read()`\r\n\r\n## Related\r\n\r\nRelates to whylabs/whylogs#1490\r\nCloses whylabs/whylogs#1490",
          "is_bot": false,
          "headline": "Eliminate PIL warning from why.read() (#1544)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-02T19:28:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7643ec343c3a3a4624891dde59e07bcc3643247",
          "body": "## Description\r\n\r\nIncludes integration tests in nightly test run.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add integration tests to nightly test suite (#1535)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-06-27T22:13:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a015e01ff066e6af5df9f3ec9459b9805fc282ad",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.2 (#1539)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-06-26T00:11:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7515acdc88981a9b05e43f670786772c947001a0",
          "body": "…lls (#1538)\n\n## Description\r\n\r\nThis doesn't have much effect on standard metrics, but we make an\r\nextraneous call to columnar_update when converting to a view even if the\r\ncache is empty, which leads to a surprising number of calls and updates\r\ncalled with empty data.\r\n\r\n## Changes\r\n\r\n- Check if the cache if empty before flushing the cache in column\r\nprofiles\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Only flush column if not empty to avoid extraneous columnar_update ca…",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-06-25T18:12:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d06b86950170b7401b44f3189b2b7b1f99dc30a4",
          "body": "## Description\r\n\r\nRetry on certain 5XX codes.\r\n\r\n## Changes\r\n\r\n- 5XX codes throw a different exception than 429, so adjusts `backoff`\r\narguments to retry on both\r\n- Specify set of HTTP response codes to retry on in `_RETRY_CODES`\r\nvariable\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Retry on 5XXX codes (#1537)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-06-25T17:51:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "256215879c0ebf502de2beb0b0ef1024f258f6dd",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.1 (#1534)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-06-19T10:35:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf52a901d6b179eca874e940b34abb2dd01444de",
          "body": "## Description\r\n\r\nRestore support for original `Writable::write()` signature just in case\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "back compat fixes (#1531)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-06-13T20:56:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c910a9563125183028b206d46e5435828de52e8d",
          "body": "## Description\r\n\r\nHandles retries with exponential backoff for WhyLabs REST endpoints and\r\ns3 uploads.\r\n\r\n## Changes\r\n\r\n- Wrap whylabs-client requests in `@backoff` to retry on failure\r\n- Trying out HTTPretty REST fakes for testing\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Initial throttling support (#1524)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-29T21:12:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a7b6fade60c5aaa1fe13739145172c1b2379f2a",
          "body": "…es (#1527)\n\n## Description\r\n\r\nUpdate PIL version and run poetry update for CI dependencies\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update PIL version range to support version 10+ and poetry dependenci…",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-05-23T14:46:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b7046df09952df62436c876e1fecc126cd2f38e9",
          "body": "## Description\r\n\r\n`SegmentedResultSet::set_dataset_timestamp()` calls the\r\n`set_dataset_timestamp()` method on its contained segments. However,\r\nsometimes the segments are `DatasetProfileView`s rather than\r\n`DatasetProfile`s (seems to be the case with pyspark).\r\n`DatasetProfileView` is weird in that\n[…]\nistency?\r\n\r\n## Changes\r\n\r\nAdds `DatasetProfileView::set_dataset_timestamp()`\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix SegmentedResultSet::set_dataset_timestamp() (#1525)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-21T23:27:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4f583a454c2c876fdb682e0803ce8de3ca5c7514",
          "body": "## Description\r\n\r\n`make pre-commit` now requires ruff. This adds it to the dev environment\r\nimage. Also adds running pre-commit to the nightly test.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add ruff to Dockerfile (#1526)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-21T20:23:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ea9161b32ca81d700649ac14ce9686f87700431",
          "body": "Thread rolling logger udf fix",
          "is_bot": false,
          "headline": "Merge pull request #1523 from whylabs/thread-rolling-logger-udf-fix",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-05-16T22:40:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3dc26ccc14f862a4b3fb8401f5dd7920df96a399",
          "body": "## Description\r\n\r\nFixing the pip install commands on example notebooks\r\n\r\n## Changes\r\n\r\n- Took out '==1.3.5.dev0' for two examples\r\n- Added quotations around install groups for functionality in multiple\r\nenvironments",
          "is_bot": false,
          "headline": "pip installation fixes (#1522)",
          "author_name": "Cate Lewison",
          "author_login": "catel22",
          "committed_at": "2024-05-16T22:23:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2494fb9c77780ad40a836bc72c7ce73905e1d034",
          "body": "The actor code is using ruff/pyright and they're getting into fights.",
          "is_bot": false,
          "headline": "Don't run black and older formaters/linters on actor code",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-05-16T22:11:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30014c9253481fd11d05d463fff535856d35d5da",
          "body": "Apparently the logger layer is responsible for running udfs before\nprocessing data with a schema that wants segments. This updates the\nthread rolling logger's dataset profile abstraction to also run udfs\nwhen segments are active.",
          "is_bot": false,
          "headline": "Fix thread logger bug that ignores udfs with segments enabled",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-05-16T21:32:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad064d3733b0fedbb64349c1055d6e30cd931bfc",
          "body": "## Description\r\n\r\nRestores the Writable-specific writer wrappers for backwards\r\ncompatibility.\r\n\r\n## Changes\r\n\r\nMakes `ResultSetWriter`, `EstimationResultWriter`, `HTMLReportWriter`,\r\nand `FeatureWeightWriter` as aliases of `WriterWrapper`.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Restore Writable-specific writer wrappers for back compat (#1521)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-14T23:49:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8acb765b0ee36137f26c37ea4a70c96e148376df",
          "body": "## Description\r\n\r\nMinor fix to integration test.\r\n\r\n## Changes\r\n\r\n`perf column` changed to `perf_column`\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "fix failing integrationt test (#1520)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-14T22:19:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "27c8a7ed33c59e5c7fcf5a05fe0c726b5c4a1c26",
          "body": "## Description\r\n\r\n`Writable` represents output to be serialized by whylogs. It will write\r\nitself to 1 or more temporary files. A `Writer` takes the temporary\r\nfile(s) and sends them to their intended destination. The interface\r\nallows any `Writer` to handle any `Writable`, but in practice some\r\n`Wr\n[…]\nzmk2t6)\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Richard Rogers <richard@whaylabs.ai>",
          "is_bot": false,
          "headline": "WhyLabsWriter refactor (#1484)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-13T17:33:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3a777f42d1e01b93c3f1479cab1d435c53dc3687",
          "body": "## Description\r\n\r\nIn the ranking metrics example, replace prediction to target in\r\nmulti-class relevance for single column case.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking Metrics Example - minor fix (#1517)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-05-10T17:06:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a31efd144958005d18b22e475ce2c6f76b5d9ebf",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.32 (#1516)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-05-08T20:31:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b42a36ccdea7495f25ff4b330df3e6639b686d9",
          "body": "## Description\r\n\r\nSupport segmented ranking metrics.\r\n\r\n## Changes\r\n\r\n- Segmented schemas are respected by the ranking metrics\r\n- Added `sum_gain_k` to unit tests\r\n\r\nCloses whylabs/whylogs#1506\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "segmented ranking metrics (#1514)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-07T22:27:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a2019f9e7edd51bd416185dc1ff7738e43fc4cf",
          "body": "## Description\r\n\r\nThis PR makes small changes in the ranking notebook examples in the\r\nsingle column case. With the latest changes, it is recommended to pass\r\nthe column as the target column instead of as the prediction column.\r\nThis PR updates the notebook accordingly.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking example - changes in single column case (#1515)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-05-07T18:26:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1fe09b80c0be3a4c614bd752b98917569f9c7dc",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.31 (#1508)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-04-30T06:08:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b91949facf684a3472361d3d9abaad81436917f3",
          "body": "## Description\r\n\r\nRemoves the `convert_non_numeric` argument and swap `prediction_column`\r\nfor `target_column` when only relevance scores are passed.\r\n\r\n## Changes\r\n\r\n- Determines `convert_non_numeric` automatically by looking for strings\r\nin the prediction & target columns\r\n- Swap `prediction_colum\n[…]\nom the list. -->\r\n\r\nCloses whylabs/whylogs#1504\r\nCloses whylabs/whylogs#1505\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Ranking metrics API improvements (#1507)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-04-25T21:54:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7b83a967e9b698794c80ae9055cf13367842b23e",
          "body": "## Description\r\n\r\nAdds docstrings & fix failed condition logging & exception bug.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "ConditionCountMetric fix and docstrings (#1503)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-04-25T19:35:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aaa16f26f9df49acf429a803cb4b6782082f3ca8",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.30 (#1502)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-04-22T16:54:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "747b0c134295073d2cefd91d70858c900ca5e563",
          "body": "…#1501)\n\n## Description\r\n\r\nAdds and improves documentation in docstring format for\r\nlog_regression/log_classification/log_ranking metrics.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Add documentation for log classification/regression/ranking metrics (…",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-04-17T19:11:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b2809ef2fb3656ba321dced884f872fbfefbc09",
          "body": "## Description\r\n\r\nThis PR:\r\n\r\n- On write(), search for known custom ranking metrics and tag them as\r\noutputs\r\n- tag_output_column requires the preexistence of columns, so a new\r\n_set_column_schema is created that can be called before the actual\r\ncolumns are uploaded\r\n- incidental fix on integration \n[…]\nance columns\r\n\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Tag custom ranking metrics as output columns (#1500)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-04-17T14:05:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c1385e146ea3f01aa7d726d76b9a28cb888b66ce",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.29 (#1499)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-04-11T23:31:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98b6c9a506c8964c7a102ae2f6556b9175cec9ce",
          "body": "…g (#1498)\n\n## Description\r\n\r\nThis PR adds ndcg and sum_gain in the list of known ranking metrics\r\ncolumns, so it will be automatically tagged as custom performance for\r\nwhylabs.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Add ndcg and sum_gain in known ranking metrics for custom perf taggin…",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-04-11T18:19:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c0dddbba942c538d9633c34e551d4d97e593c89",
          "body": "## Description\r\n\r\nAdds type counter metric to uncompounded condition count metric columns.\r\nAlso allows `DeclarativeSchema::add_resolver_spec()` to accept a set of\r\ncolumn names to apply the metrics to.\r\n\r\nCloses whylabs/whylogs#1496\r\nCloses whylabs/whylogs#1497\r\n\r\n[ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "condition count metric uncompounding types (#1495)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-04-10T19:56:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ad40e40b2b9e545142062116336ba584ea5d10b",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.28 (#1493)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-27T00:04:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "538eb05fa01f5cb1ee08fd9a0bfd4376f6685c2d",
          "body": "## Description\r\n\r\nThis PR:\r\n\r\n- Makes the metrics calculation (other than NDCG and AP, which are\r\nalready correct) correct for boolean and numeric scenarios\r\n- Changes ndcg from a non-mergeable batch metric to a mergeable row-wise\r\nmetric\r\n- Corrects top_rank to return None instead of 0 when there i\n[…]\ns `accuracy_k`\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking Metrics - Better Precision/Recall/MRR calculation (#1492)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-26T16:08:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "db15e49cbe57d6da5bedd0347ba0e416fef5cb0f",
          "body": "## Description\r\nUpdating whylabs-client to reflect latest changes on the API\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "bump whylabs-client to 0.6.0 (#1460)",
          "author_name": "Murilo Menezes Mendonça",
          "author_login": "murilommen",
          "committed_at": "2024-03-25T21:59:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "542720519cfebf197e5cf6c6513409950d2b3830",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.27 (#1491)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-20T01:12:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6251f1b8c95e3f82dbf3091c7a7c5a6f34b826bc",
          "body": "## Description\r\n\r\n- Ranking metrics example rewrite\r\n- Change prediction column semantics from index-based to rank-based\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "ranking example rewrite (#1488)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-19T21:40:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dee6c5dcb9f5a62652e69747576695532dd22180",
          "body": "## Description\r\n\r\n- corrected Average Precision calculation\r\n- added handling for AP calculation for both numeric/non-numeric cases\r\n- Removed `mean_average_precision` column, as this value is already\r\npresent in `average_precision['distribution/mean']`\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking Metrics - Mean Average Precision corrections (#1486)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-19T13:10:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e87833c9a071c93013cf5cf92793285b0b7c4493",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.26 (#1485)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-15T22:50:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "164985cb6e18f72558943820b21d687a8917f3eb",
          "body": "## Description\r\n\r\nThis PR:\r\n\r\n- Adds ndcg value expecations to the tests, not just counts\r\n- Changes convert_non_numeric=True to be used for string columns\r\n(integers, floats in scores and bools should use the default\r\nconvert_non_numeric=False )\r\n- adds score_column support: when a score is availab\n[…]\nelevance score\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "ndcg refactor (#1481)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-14T23:01:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0c7285661a7a14ef09399b77e8d1dc925e5b6a23",
          "body": "…l (#1483)\n\n## Description\r\n\r\nThe ranking metrics example notebook has a bug when used with latest\r\nwhylogs version, while those bugs are being addressed let's pin the\r\ninstall to the version this notebook example was based on to mitigate.\r\n\r\n## Changes\r\n\r\n- specify version 1.3.21 when installing wh\n[…]\nd\r\n\r\nAvoids the error but does not address underlying root cause of #1480 \r\n\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update Ranking metrics notebook example to pin whylogs version instal…",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-13T23:47:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d2695da79a474531282ded3e959ab80fc9786161",
          "body": "This updates the example for BentoML to no longer use atexit or the\r\noriginal rolling logger, and it uses the more common (in BentoML\r\nexamples) function based service interface. It also highlights logging\r\nto multiple dataset ids within a single service.\r\n\r\nThe atexit only really works for toy loca\n[…]\n management hooks to do startup and shutdown\r\nrelated logic. The old logger couldn't gracefully handle multiple\r\ndataset ids either, it required changing the default dataset id between\r\nlogging calls.",
          "is_bot": false,
          "headline": "Update BentoML example (#1479)",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-03-08T20:36:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "303d1dbb8d45a9bc8f298287564455169b20b632",
          "body": "Bump version to release version 1.3.25",
          "is_bot": false,
          "headline": "Merge pull request #1478 from whylabs/update_release_version",
          "author_name": "whylabs-automator",
          "author_login": "w0-automator",
          "committed_at": "2024-03-06T16:59:21Z",
          "body_truncated": false,
          "is_coding_agent": false
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            "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": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
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            "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",
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            "reason": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
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          {
            "name": "Packaging",
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            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
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            "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"
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          {
            "name": "SAST",
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            "reason": "SAST tool detected but not run on all commits",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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          {
            "name": "Security-Policy",
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            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
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            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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            "name": "Token-Permissions",
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            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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          {
            "name": "Vulnerabilities",
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            "reason": "143 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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  "source": {
    "url": "https://github.com/whylabs/whylogs",
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    "owner": "whylabs"
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      "note": "Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.",
      "notes": [
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        "vitality": 28,
        "community": 87,
        "governance": 76,
        "engineering": 74,
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      "components": []
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                "key": "ships_releases",
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                "key": "release_recency",
                "name": "Release recency",
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                "key": "release_cadence",
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                "key": "openssf_scorecard_signed_releases",
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            "key": "abandonment",
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                ],
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            ]
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        ],
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        "weight": 0.18,
        "metrics": [
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            "note": null,
            "notes": [],
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              "stars": 2828,
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              "growth_state": "organic",
              "growth_factor_pct": 100
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            "components": [
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                "key": "stars",
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                "detail": "2,828 stars",
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                "details": [
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                    "code": "stars",
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                ],
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              },
              {
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                "points": 17.9,
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                "details": [
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                ],
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              },
              {
                "key": "watchers",
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                "details": [
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            ]
          },
          {
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            "inputs": {
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              },
              {
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                  },
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              },
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              },
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          {
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            "notes": [],
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              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://whylogs.readthedocs.io/",
                "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": "18 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 18
                    }
                  }
                ],
                "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": 54,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 42,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 29 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 6 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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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 detected but not run on all commits",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "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": "143 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): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:whylogs@1.6.4 runtime dependency closure — what installing the published package pulls in — 13 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:whylogs@1.6.4",
                  "assessed": 13
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 13,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "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": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "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": 13,
              "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": 6
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 57,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.949,
              "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": "94 of 99 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 94,
                      "sampled": 99
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "python/Makefile",
                "python/docs/Makefile",
                "python/examples/integrations/bentoml/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "java/build.gradle.kts",
                "java/core-bundle/build.gradle.kts",
                "java/core/build.gradle.kts",
                "java/smoketest/build.gradle",
                "java/spark-bundle/build.gradle.kts",
                "java/spark/build.gradle.kts"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "python/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "python/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/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": ".flake8",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "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": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "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": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "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": 55,
            "inputs": {
              "primary_language": "Jupyter Notebook",
              "largest_source_bytes": 270687,
              "source_files_sampled": 395,
              "oversized_source_files": 2
            },
            "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": "2/395 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 395,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "good",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "proto/src/whylogs_messages.proto",
                "proto/v0/v0_constraints.proto",
                "proto/v0/v0_messages.proto",
                "proto/v0/v0_summaries.proto",
                "python/examples/integrations/flask_streaming/swagger.yaml"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "proto/src/whylogs_messages.proto, proto/v0/v0_constraints.proto, proto/v0/v0_messages.proto, proto/v0/v0_summaries.proto, python/examples/integrations/flask_streaming/swagger.yaml",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "proto/src/whylogs_messages.proto, proto/v0/v0_constraints.proto, proto/v0/v0_messages.proto, proto/v0/v0_summaries.proto, python/examples/integrations/flask_streaming/swagger.yaml"
                    }
                  }
                ],
                "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": [
    "pypi package 'whylogs' points at a different repository (https://docs.whylabs.ai); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T22:33:04.873898Z",
  "schema_version": "0.25.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/w/whylabs/whylogs.svg",
  "full_name": "whylabs/whylogs",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}
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 v0.25.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.
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