Public record
Software health reportschema 0.25.0 · metrics 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★ 2,828 stars⑂ 143 forkssince Aug 2020View on 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 holds a health index of 38 out of 100, placing it in the At risk band. It scores highest on Community & Adoption (87/100) and lowest on Vitality (28/100). It was last updated 557 days ago. 2 contributors account for most of its recent work.

38
overall / 100
At risk

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

38
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.

Ownership

WhyLabsOrganization
189 followers40 public repossince Oct 2019

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIwhylogspoints to another repo — not scored1.6.4157,722339594 days ago

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

28Critical · 22% of overall

Development activity

1Critical
How it's scored
0/36Push recency — last push 557 days ago
0/36Commit cadence — 0/52 weeks with commits
0/18Commit volume — 0 commits in the last year
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Inputs used
commits_last_year0
human_commit_share0.99
days_since_last_push557
active_weeks_last_year0

Release discipline

68Moderate
How it's scored
27/27Ships releases — 100 releases published
7.2/36Release recency — latest release 594 days ago
27/27Release cadence — a release every ~9.4 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv1.6.4
releases_from_tagsno
days_since_latest_release594
mean_days_between_releases9.4
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

87Excellent · 18% of overall

Popularity & adoption

82Good
How it's scored
56/60Stars — 2,828 stars
17.9/25Forks — 143 forks
8.3/15Watchers — 32 watchers
Inputs used
forks143
stars2,828
watchers32
growth_stateorganic
growth_factor_pct100

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

76Good · 24% of overall

Maintainer resilience (bus factor)

64Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
15.7/22.5Commit distribution — top contributor authored 30% of commits
13.5/13.5Contributor breadth — 22 contributors
10/10OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled22
top_contributor_share0.304

Issue & PR responsiveness

96Excellent
How it's scored
46.7/46.8Issue resolution — 100% of issues closed
33.9/38.3PR acceptance — 1,034/1,167 decided PRs merged
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs1,034
open_issues1
closed_issues434
issue_closed_ratio0.998
closed_unmerged_prs133

Ownership & stewardship

70Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
16.4/25Owner reach — 189 followers of whylabs
23.7/25Track record — 40 public repos, account ~6 yr old
Inputs used
followers189
owner_typeOrganization
is_verified—
owner_loginwhylabs
public_repos40
account_age_days2,470

Engineering Quality

Are baseline engineering and documentation practices in place?

74Good · 20% of overall

Engineering practices

74Good
How it's scored
24/24CI workflows — 8 workflow(s)
24/24Tests present
16/16Linter config — .flake8
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 29 merged PRs checked by a CI test -- score normalized to 0
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

75Good
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://whylogs.readthedocs.io/
10/10Repository description
10/10Topics — 18 topics
10/10Wiki
Inputs used
topicsai-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_wikiyes
homepagehttps://whylogs.readthedocs.io/
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

54Moderate · 16% of overall

Security posture

42At risk
How it's scored
6.8/7.5Binary-Artifacts — binaries present in source code
6/7.5Branch-Protection — branch protection is not maximal on development and all release branches
0/2.5CI-Tests — 0 out of 29 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 6 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
3.5/5SAST — SAST tool detected but not run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 143 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.2
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.

Dependency advisories

100Excellent
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages13
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
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.

AI Readiness

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.

57Moderate · 0% of overall

Agent context & guidance

40At risk
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 94 of 99 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.949
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

61Moderate
How it's scored
18/18One-command bootstrap — python/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile
22/22Automated tests
11/11Lint / format config — .flake8
0/11Static type checking
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespoetry.lock
has_dockerfileyes
typed_languageno
bootstrap_filespython/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share0
toolchain_manifestsjava/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_share0

Code legibility for models

55Moderate
How it's scored
0/45Type-checkable code — Jupyter Notebook without a type-check config
54.7/55Manageable file sizes — 2/395 source files over 60KB
Inputs used
primary_languageJupyter Notebook
largest_source_bytes270,687
source_files_sampled395
oversized_source_files2

Machine-readable interfaces

80Good
How it's scored
40/40API schema (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
0/20MCP server
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_filesproto/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

Key facts

2,828GitHub stars
22contributors
0commits, last 12 months
557days since last push
100releases
2bus factor
1open issues
Maven, PyPIpackage ecosystems

Data collection warnings

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

More detail

Star and fork history 2,828 ★ / 143 ⇿
2,828Stars
143Forks
100Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

05001,0001,5002,0002,5003,0002,828143552020-092023-082026-07
Major 0Minor 4Patch 96

Each point covers 6 days.

OpenSSF Scorecard 4.2 / 10
4.2aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-21 22:32 UTC

9Binary-Artifactsbinaries present in source code
8Branch-Protectionbranch protection is not maximal on development and all release branches
0CI-Tests0 out of 29 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 6 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
7SASTSAST tool detected but not run on all commits
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities143 existing vulnerabilities detected
Direct dependencies 35
RegistryPackageVersion constraintManifest
PyPIwhylogs-sketching>=3.4.1.dev3python/pyproject.toml
PyPIprotobuf>=3.19.4python/pyproject.toml
PyPIimportlib-metadata<4.3python/pyproject.toml
PyPItyping-extensions>=3.10python/pyproject.toml
PyPIwhylabs-client^0.6.15python/pyproject.toml
PyPIrequests^2.27python/pyproject.toml
PyPIbackoff^2.2.1python/pyproject.toml
PyPIplatformdirs^3.5.0python/pyproject.toml
PyPIpybars3^0.9python/pyproject.toml
PyPIipython*python/pyproject.toml
PyPIscipy—python/pyproject.toml
PyPInumpy—python/pyproject.toml
PyPIpandas*python/pyproject.toml
PyPIsphinx*python/pyproject.toml
PyPIsphinx-autoapi*python/pyproject.toml
PyPIsphinx-copybutton^0.5.0python/pyproject.toml
PyPImyst-parser^0.17.2python/pyproject.toml
PyPIfuro^2022.3.4python/pyproject.toml
PyPIsphinx-autobuild^2021.3.14python/pyproject.toml
PyPIsphinxext-opengraph^0.6.3python/pyproject.toml
PyPIsphinx-inline-tabs*python/pyproject.toml
PyPIipython_genutils^0.2.0python/pyproject.toml
PyPInbsphinx^0.8.9python/pyproject.toml
PyPInbconvert^7.0.0python/pyproject.toml
PyPIboto3^1.22.13python/pyproject.toml
PyPImlflow-skinny—python/pyproject.toml
PyPIdatabricks-cli^0.8.0python/pyproject.toml
PyPIgoogle-cloud-storage^2.5.0python/pyproject.toml
PyPIpyarrow>=8.0.0, <13python/pyproject.toml
PyPIpyspark^3.0.0python/pyproject.toml
PyPIfaster-fifo^1.4.5python/pyproject.toml
PyPIorjson^3.8.10python/pyproject.toml
PyPIPillow—python/pyproject.toml
PyPIscikit-learn—python/pyproject.toml
PyPIfugue^0.8.1python/pyproject.toml
All dependencies 245

Full resolved dependency set from the GitHub dependency graph: 46 direct and 199 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIbackoff2.2.1direct
PyPIboto31.33.13direct
PyPIdatabricks-cli0.8.7direct
PyPIfaster-fifo1.4.7direct
PyPIfugue0.8.6direct
PyPIfuro2022.9.29direct
PyPIgoogle-cloud-storage2.16.0direct
PyPIimportlib-metadata4.2.0direct
PyPIipython7.34.0direct
PyPIipython-genutils0.2.0direct
PyPImlflow-skinny1.27.0direct
PyPImlflow-skinny2.13.0direct
PyPImyst-parser0.17.2direct
PyPInbconvert7.6.0direct
PyPInbsphinx0.8.12direct
PyPInumpy—direct
PyPInumpy1.21.6direct
PyPInumpy1.26.4direct
PyPIorjson3.9.7direct
PyPIpandas—direct
PyPIpandas1.3.2direct
PyPIpandas1.3.5direct
PyPIpillow10.3.0direct
PyPIpillow9.5.0direct
PyPIplatformdirs3.11.0direct
PyPIprotobuf4.24.4direct
PyPIpyarrow12.0.1direct
PyPIpybars30.9.7direct
PyPIpyspark3.4.3direct
PyPIrequests2.22.0direct
PyPIrequests2.31.0direct
PyPIscikit-learn—direct
PyPIscikit-learn1.0.2direct
PyPIscikit-learn1.1.1direct
PyPIscikit-learn1.5.0direct
PyPIscipy1.13.0direct
PyPIscipy1.7.3direct
PyPIsphinx4.3.2direct
PyPIsphinx-autoapi2.0.1direct
PyPIsphinx-autobuild2021.3.14direct
PyPIsphinx-copybutton0.5.2direct
PyPIsphinx-inline-tabs2023.4.21direct
PyPIsphinxext-opengraph0.6.3direct
PyPItyping-extensions4.7.1direct
PyPIwhylabs-client0.6.15direct
PyPIwhylogs-sketching3.4.1.dev3direct
PyPI2to31.0indirect
PyPIadagio0.2.4indirect
PyPIalabaster0.7.13indirect
PyPIansiwrap0.8.4indirect
PyPIantlr4-python3-runtime4.11.1indirect
PyPIappdirs1.4.4indirect
PyPIappnope0.1.4indirect
PyPIastroid2.11.7indirect
PyPIattrs23.2.0indirect
PyPIautoflake1.7.8indirect
PyPIbabel2.14.0indirect
PyPIbackcall0.2.0indirect
PyPIbeautifulsoup44.12.3indirect
PyPIbentoml—indirect
PyPIblack22.12.0indirect
PyPIbleach6.0.0indirect
PyPIbotocore1.33.13indirect
PyPIbump2version1.0.1indirect
PyPIcachetools5.3.3indirect
PyPIcertifi2024.2.2indirect
PyPIcffi1.15.1indirect
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PyPIexceptiongroup1.2.1indirect
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PyPIfastapi—indirect
PyPIfastjsonschema2.19.1indirect
PyPIfilelock3.12.2indirect
PyPIfindspark2.0.1indirect
PyPIflake85.0.4indirect
PyPIflasgger0.9.5indirect
PyPIflask2.0.1indirect
PyPIflask-cors3.0.10indirect
PyPIflask-pydantic0.8.0indirect
PyPIfs2.4.16indirect
PyPIfsspec2023.1.0indirect
PyPIfugue-sql-antlr0.1.8indirect
PyPIgcp-storage-emulator2022.6.11indirect
PyPIgitdb4.0.11indirect
PyPIgitpython3.1.43indirect
PyPIgoogle-api-core2.19.0indirect
PyPIgoogle-auth2.29.0indirect
PyPIgoogle-cloud-core2.4.1indirect
PyPIgoogle-crc32c1.3.0indirect
PyPIgoogle-resumable-media2.7.0indirect
PyPIgoogleapis-common-protos1.63.0indirect
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PyPIipykernel6.16.2indirect
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PyPIjeepney0.8.0indirect
PyPIjinja23.1.4indirect
PyPIjmespath1.0.1indirect
PyPIjoblib—indirect
PyPIjoblib1.0.1indirect
PyPIjoblib1.3.2indirect
PyPIjoblib1.4.2indirect
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PyPIprompt-toolkit3.0.43indirect
PyPIproto-plus1.23.0indirect
PyPIpsutil5.9.8indirect
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PyPIpyasn10.5.1indirect
PyPIpyasn1-modules0.3.0indirect
PyPIpycodestyle2.9.1indirect
PyPIpycparser2.21indirect
PyPIpydantic1.8.2indirect
PyPIpyflakes2.5.0indirect
PyPIpygments2.17.2indirect
PyPIpymeta30.5.1indirect
PyPIpyright1.1.385indirect
PyPIpyrsistent0.19.3indirect
PyPIpytest7.4.4indirect
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PyPIpytest-mock3.11.1indirect
PyPIpytest-spark0.6.0indirect
PyPIpytest-xdist3.6.1indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv0.19.0indirect
PyPIpytz2024.1indirect
PyPIpywin32306indirect
PyPIpywin32-ctypes0.2.2indirect
PyPIpyyaml6.0.1indirect
PyPIpyzmq26.0.3indirect
PyPIqpd0.4.4indirect
PyPIreadme-renderer37.3indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIresponses0.23.3indirect
PyPIrfc39862.0.0indirect
PyPIrich13.7.1indirect
PyPIrsa4.9indirect
PyPIruff0.4.4indirect
PyPIs3transfer0.8.2indirect
PyPIsecretstorage3.3.3indirect
PyPIsetuptools68.0.0indirect
PyPIsix1.16.0indirect
PyPIsmmap5.0.1indirect
PyPIsnowballstemmer2.2.0indirect
PyPIsoupsieve2.4.1indirect
PyPIsphinx-basic-ng1.0.0b2indirect
PyPIsphinxcontrib-applehelp1.0.2indirect
PyPIsphinxcontrib-devhelp1.0.2indirect
PyPIsphinxcontrib-htmlhelp2.0.0indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-qthelp1.0.3indirect
PyPIsphinxcontrib-serializinghtml1.1.5indirect
PyPIsqlglot24.0.0indirect
PyPIsqlparse0.5.0indirect
PyPItabulate0.9.0indirect
PyPItenacity8.2.3indirect
PyPItextwrap30.9.2indirect
PyPIthreadpoolctl3.1.0indirect
PyPIthreadpoolctl3.5.0indirect
PyPItinycss21.2.1indirect
PyPItoml0.10.2indirect
PyPItomli2.0.1indirect
PyPItornado6.2indirect
PyPItqdm4.66.4indirect
PyPItraitlets5.9.0indirect
PyPItriad0.9.1indirect
PyPItwine4.0.2indirect
PyPItyped-ast1.5.5indirect
PyPItypes-protobuf4.24.0.4indirect
PyPItypes-python-dateutil2.8.19.14indirect
PyPItypes-pyyaml6.0.12.12indirect
PyPItypes-requests2.30.0.0indirect
PyPItypes-urllib31.26.25.14indirect
PyPIunidecode1.3.8indirect
PyPIurllib31.26.18indirect
PyPIutils1.0.1indirect
PyPIuvicorn—indirect
PyPIvirtualenv20.4.7indirect
PyPIwcwidth0.2.13indirect
PyPIwebencodings0.5.1indirect
PyPIwerkzeug2.2.3indirect
PyPIwhylogs—indirect
PyPIwrapt1.16.0indirect
PyPIxmltodict0.13.0indirect
PyPIzipp3.15.0indirect
Dependency advisories 0

Installing pypi:whylogs@1.6.4 pulls in 13 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
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          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3e201af53f0351ffd857a85b82d40c17427d27db",
          "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",
          "author_login": "richard-rogers",
          "committed_at": "2024-11-22T21:43:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-11-18T03:38:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "091896d47ca8efa3d7eba027475d85582bced158",
          "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",
          "author_login": "richard-rogers",
          "committed_at": "2024-11-08T18:49:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7702fe499ec6c110d5ce370ad17a331f7041e8c0",
          "body": "## Description\r\n\r\nFixes version bumping in release drafter workflow. You can label a PR\r\nwith `major`, `minor`, or `patch` to indicate which component of the\r\nversion number the PR should increment (defaults to `patch` for\r\nunlabeled PRs). The release drafter will tag & name the draft release\r\naccor\n[…]\ning & describing the draft release\r\n- Updates some permissions in the action\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 auto-version bumping based on PR labels (#1586)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-11-06T18:07:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "471aa71273164b078c63f0d81d7d1d2c2b08bccb",
          "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)",
          "author_name": "whylabs-automator",
          "author_login": "w0-automator",
          "committed_at": "2024-11-05T22:39:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f247ed2e4c68e9182f8bc7ba45f836d51d76b464",
          "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",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
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          "headline": "ConditionCountMetric fix and docstrings (#1503)",
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          "is_bot": false,
          "headline": "Add documentation for log classification/regression/ranking metrics (…",
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          "is_bot": false,
          "headline": "Tag custom ranking metrics as output columns (#1500)",
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          "headline": "condition count metric uncompounding types (#1495)",
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          "headline": "ndcg refactor (#1481)",
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          "is_bot": false,
          "headline": "Update Ranking metrics notebook example to pin whylogs version instal…",
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          "headline": "Update BentoML example (#1479)",
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          "headline": "Merge pull request #1478 from whylabs/update_release_version",
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          "headline": "Fixed typo in example notebook content (#1477)",
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                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
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                      "count": 100
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 594 days ago",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 594
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~9.4 days",
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                "details": [
                  {
                    "code": "release_cadence",
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                      "gap": 9.4
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "moderate",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "cap": 49,
              "state": "likely_abandoned",
              "guards": [
                "dependencies_clean"
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              "signals": [
                "release_stall",
                "scorecard_unmaintained",
                "broken_ci"
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              "red_flag": true,
              "multiplier_pct": 60,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": 0,
              "unanswered_open_issues": 0,
              "days_since_last_merged_pr": 1617,
              "days_since_last_human_commit": 557,
              "days_since_last_human_commit_is_floor": false
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            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "no human commit for 557 days; 3 unmet obligation(s): releases stalled, Scorecard reports it unmaintained, CI broken",
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                    "code": "abandonment_flagged",
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
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        "name": "Community & Adoption",
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        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "good",
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            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "forks": 143,
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              "watchers": 32,
              "growth_state": "organic",
              "growth_factor_pct": 100
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "2,828 stars",
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                    "code": "stars",
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                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "143 forks",
                "points": 17.9,
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                "details": [
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                    "code": "forks",
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                      "count": 143
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                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "32 watchers",
                "points": 8.3,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
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                      "count": 32
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                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
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            "note": null,
            "notes": [],
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            "inputs": {
              "has_readme": true,
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              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
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                "key": "readme",
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                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
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                  },
                  {
                    "code": "license_spdx",
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                      "spdx": "Apache-2.0"
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                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
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              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
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              },
              {
                "key": "issue_template",
                "name": "Issue template",
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              {
                "key": "pr_template",
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          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 76,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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              "bus_factor": 2,
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              "top_contributor_share": 0.304
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            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
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                  {
                    "code": "bus_factor",
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                      "count": 2
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                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 30% of commits",
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                "status": "partial",
                "details": [
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                    "code": "top_contributor_share",
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                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "22 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
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                      "count": 22
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                  }
                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
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            "inputs": {
              "merged_prs": 1034,
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              "closed_unmerged_prs": 133
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            "components": [
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                "key": "issue_resolution",
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                "detail": "100% of issues closed",
                "points": 46.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
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                      "share": 100
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1034/1167 decided PRs merged",
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                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
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            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "followers": 189,
              "owner_type": "Organization",
              "is_verified": null,
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              "account_age_days": 2470
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "189 followers of whylabs",
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                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
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                      "count": 189,
                      "login": "whylabs"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "40 public repos, account ~6 yr old",
                "points": 23.7,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 40
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 6
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                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 74,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "8 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 8
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                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".flake8",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
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                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "0 out of 29 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
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            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
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                "ai-pipelines",
                "approximate-statistics",
                "statistical-properties",
                "data-quality",
                "calculate-statistics",
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                "logging",
                "mlops",
                "dataops",
                "ml-pipelines",
                "data-pipeline",
                "dataset",
                "machine-learning",
                "data-science",
                "analytics",
                "constraints",
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                "model-performance"
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              "has_wiki": true,
              "homepage": "https://whylogs.readthedocs.io/",
              "has_readme": true,
              "has_docs_dir": false,
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            "components": [
              {
                "key": "readme",
                "name": "README",
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                "points": 30,
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              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://whylogs.readthedocs.io/",
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                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
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                "points": 10,
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                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "18 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
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                      "count": 18
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                  }
                ],
                "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"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 42,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
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              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.2
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            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6.8,
                "status": "partial",
                "details": [],
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              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 6,
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              },
              {
                "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": [],
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              },
              {
                "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"
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                }
              },
              {
                "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",
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              "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",
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                    }
                  }
                ],
                "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"
}

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.25.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.