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Software-GesundheitsberichtSchema 0.25.0 · Metriken 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 Sterne⑂ 143 Forksseit Aug. 2020Auf GitHub ansehen ↗

whylabs/whylogs erreicht einen Gesundheitsindex von 38 von 100 und liegt damit im Bereich Gefährdet. Am stärksten schneidet es bei Community & Adoption (87/100) ab, am schwächsten bei Vitality (28/100). Zuletzt vor 557 Tagen aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.

38
gesamt / 100
Gefährdet

Software-Gesundheitsindex

Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.

38
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.

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

Eigentümerschaft

WhyLabsOrganisation
189 Follower40 öffentliche Reposseit Okt. 2019

Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPIwhylogsverweist auf ein anderes Repo — nicht bewertet1.6.4157.722339vor 594 Tagen

Metriken nach Kategorie

Vitalität

Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?

28Kritisch · 22 % des Gesamtindex
Wie die Bewertung erfolgt
0/36Push-Aktualität — letzter Push vor 557 Tagen
0/36Commit-Rhythmus — 0/52 Wochen mit Commits
0/18Commit-Volumen — 0 Commits im letzten Jahr
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Verwendete Eingangsdaten
commits_last_year0
human_commit_share0,99
days_since_last_push557
active_weeks_last_year0
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 100 Releases veröffentlicht
7.2/36Release-Aktualität — letztes Release vor 594 Tagen
27/27Release-Rhythmus — ein Release etwa alle 9,4 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count100
latest_release_tagv1.6.4
releases_from_tagsnein
days_since_latest_release594
mean_days_between_releases9,4
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.

Community & Verbreitung

Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?

87Exzellent · 18 % des Gesamtindex
Wie die Bewertung erfolgt
56/60Stars — 2.828 Stars
17.9/25Forks — 143 Forks
8.3/15Watcher — 32 Watcher
Verwendete Eingangsdaten
forks143
stars2.828
watchers32
growth_stateorganic
growth_factor_pct100
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (Apache-2.0)
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templateja

Nachhaltigkeit & Governance

Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?

76Gut · 24 % des Gesamtindex
Wie die Bewertung erfolgt
25.2/54Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab
15.7/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 30 % der Commits
13.5/13.5Breite der Beitragenden — 22 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor2
contributors_sampled22
top_contributor_share0,304
Wie die Bewertung erfolgt
46.7/46.8Issue-Lösungsquote — 100 % der Issues geschlossen
33.9/38.3PR-Annahme — 1.034/1.167 entschiedene PRs gemergt
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs1.034
open_issues1
closed_issues434
issue_closed_ratio0,998
closed_unmerged_prs133
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
16.4/25Reichweite des Inhabers — 189 Follower von whylabs
23.7/25Kontohistorie — 40 öffentliche Repos, Kontoalter ca. 6 Jahre
Verwendete Eingangsdaten
followers189
owner_typeOrganization
is_verified
owner_loginwhylabs
public_repos40
account_age_days2.470

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

74Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 8 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — .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
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja
Wie die Bewertung erfolgt
30/30README
0/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://whylogs.readthedocs.io/
10/10Repository-Beschreibung
10/10Topics — 18 Topics
10/10Wiki
Verwendete Eingangsdaten
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_wikija
homepagehttps://whylogs.readthedocs.io/
has_readmeja
has_docs_dirnein
has_descriptionja

Sicherheit

Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?

54Mittel · 16 % des Gesamtindex

Sicherheitslage

42Gefährdet
Wie die Bewertung erfolgt
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
2.5/2.5Lizenz — 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 — keine Daten
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 — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 143 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,2
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
35/35Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
25/25Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories0
affected_packages0
assessed_packages13
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:whylogs@1.6.4 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 13 Paketen. Erreichbarkeit wird nicht analysiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.

57Mittel · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 94 von 99 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,949
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — python/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — .flake8
0/11Statische Typprüfung
10/10Reproduzierbare Umgebung — Dockerfile, lockfile
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilespoetry.lock
has_dockerfileja
typed_languagenein
bootstrap_filespython/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile
has_devcontainernein
has_linter_configja
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
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Jupyter Notebook ohne Typprüfungs-Konfiguration
54.7/55Handhabbare Dateigrößen — 2/395 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageJupyter Notebook
largest_source_bytes270.687
source_files_sampled395
oversized_source_files2
Wie die Bewertung erfolgt
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
40/40Lauffähige Beispiele — examples, notebooks
Verwendete Eingangsdaten
example_dirsexamples, notebooks
has_mcp_signalnein
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

Eckdaten

2.828GitHub-Sterne
22Mitwirkende
0Commits, letzte 12 Monate
557Tage seit letztem Push
100Releases
2Bus-Faktor
1offene Issues
Maven, PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

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

Weitere Details

Stern- und Fork-Verlauf 2.828 ★ / 143 ⇿
2.828Sterne
143Forks
100Releases

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

Es wird nur die jüngste Historie angezeigt — dieses Repository überschreitet das Erfassungsfenster, sodass die früheste Historie nicht erfasst wird.

05001.0001.5002.0002.5003.0002.828143552020-092023-082026-07
Major 0Minor 4Patch 96

Jeder Punkt umfasst 6 Tage.

OpenSSF Scorecard 4.2 / 10
4.2Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).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
k. A.Packagingpackaging 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
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities143 existing vulnerabilities detected
Direkte Abhängigkeiten 35
RegistryPaketVersionsvorgabeManifest
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
PyPIscipypython/pyproject.toml
PyPInumpypython/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-skinnypython/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
PyPIPillowpython/pyproject.toml
PyPIscikit-learnpython/pyproject.toml
PyPIfugue^0.8.1python/pyproject.toml
Alle Abhängigkeiten 245

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 46 direkte und 199 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIbackoff2.2.1direkt
PyPIboto31.33.13direkt
PyPIdatabricks-cli0.8.7direkt
PyPIfaster-fifo1.4.7direkt
PyPIfugue0.8.6direkt
PyPIfuro2022.9.29direkt
PyPIgoogle-cloud-storage2.16.0direkt
PyPIimportlib-metadata4.2.0direkt
PyPIipython7.34.0direkt
PyPIipython-genutils0.2.0direkt
PyPImlflow-skinny1.27.0direkt
PyPImlflow-skinny2.13.0direkt
PyPImyst-parser0.17.2direkt
PyPInbconvert7.6.0direkt
PyPInbsphinx0.8.12direkt
PyPInumpydirekt
PyPInumpy1.21.6direkt
PyPInumpy1.26.4direkt
PyPIorjson3.9.7direkt
PyPIpandasdirekt
PyPIpandas1.3.2direkt
PyPIpandas1.3.5direkt
PyPIpillow10.3.0direkt
PyPIpillow9.5.0direkt
PyPIplatformdirs3.11.0direkt
PyPIprotobuf4.24.4direkt
PyPIpyarrow12.0.1direkt
PyPIpybars30.9.7direkt
PyPIpyspark3.4.3direkt
PyPIrequests2.22.0direkt
PyPIrequests2.31.0direkt
PyPIscikit-learndirekt
PyPIscikit-learn1.0.2direkt
PyPIscikit-learn1.1.1direkt
PyPIscikit-learn1.5.0direkt
PyPIscipy1.13.0direkt
PyPIscipy1.7.3direkt
PyPIsphinx4.3.2direkt
PyPIsphinx-autoapi2.0.1direkt
PyPIsphinx-autobuild2021.3.14direkt
PyPIsphinx-copybutton0.5.2direkt
PyPIsphinx-inline-tabs2023.4.21direkt
PyPIsphinxext-opengraph0.6.3direkt
PyPItyping-extensions4.7.1direkt
PyPIwhylabs-client0.6.15direkt
PyPIwhylogs-sketching3.4.1.dev3direkt
PyPI2to31.0indirekt
PyPIadagio0.2.4indirekt
PyPIalabaster0.7.13indirekt
PyPIansiwrap0.8.4indirekt
PyPIantlr4-python3-runtime4.11.1indirekt
PyPIappdirs1.4.4indirekt
PyPIappnope0.1.4indirekt
PyPIastroid2.11.7indirekt
PyPIattrs23.2.0indirekt
PyPIautoflake1.7.8indirekt
PyPIbabel2.14.0indirekt
PyPIbackcall0.2.0indirekt
PyPIbeautifulsoup44.12.3indirekt
PyPIbentomlindirekt
PyPIblack22.12.0indirekt
PyPIbleach6.0.0indirekt
PyPIbotocore1.33.13indirekt
PyPIbump2version1.0.1indirekt
PyPIcachetools5.3.3indirekt
PyPIcertifi2024.2.2indirekt
PyPIcffi1.15.1indirekt
PyPIcfgv3.3.1indirekt
PyPIcharset-normalizer3.3.2indirekt
PyPIclick8.1.7indirekt
PyPIcloudpickle2.2.1indirekt
PyPIcloudpickle3.0.0indirekt
PyPIcolorama0.4.6indirekt
PyPIconfigparser5.3.0indirekt
PyPIcoverage7.2.7indirekt
PyPIcryptography42.0.7indirekt
PyPIcython3.0.10indirekt
PyPIdebugpy1.7.0indirekt
PyPIdecorator5.1.1indirekt
PyPIdefusedxml0.7.1indirekt
PyPIdeprecated1.2.14indirekt
PyPIdistlib0.3.8indirekt
PyPIdocutils0.17.1indirekt
PyPIentrypoints0.4indirekt
PyPIexceptiongroup1.2.1indirekt
PyPIexecnet2.1.1indirekt
PyPIfastapiindirekt
PyPIfastjsonschema2.19.1indirekt
PyPIfilelock3.12.2indirekt
PyPIfindspark2.0.1indirekt
PyPIflake85.0.4indirekt
PyPIflasgger0.9.5indirekt
PyPIflask2.0.1indirekt
PyPIflask-cors3.0.10indirekt
PyPIflask-pydantic0.8.0indirekt
PyPIfs2.4.16indirekt
PyPIfsspec2023.1.0indirekt
PyPIfugue-sql-antlr0.1.8indirekt
PyPIgcp-storage-emulator2022.6.11indirekt
PyPIgitdb4.0.11indirekt
PyPIgitpython3.1.43indirekt
PyPIgoogle-api-core2.19.0indirekt
PyPIgoogle-auth2.29.0indirekt
PyPIgoogle-cloud-core2.4.1indirekt
PyPIgoogle-crc32c1.3.0indirekt
PyPIgoogle-resumable-media2.7.0indirekt
PyPIgoogleapis-common-protos1.63.0indirekt
PyPIgunicorn20.1.0indirekt
PyPIhttpretty1.1.4indirekt
PyPIidentify2.5.24indirekt
PyPIidna3.7indirekt
PyPIimagesize1.4.1indirekt
PyPIimportlib-resources5.12.0indirekt
PyPIiniconfig2.0.0indirekt
PyPIipykernel6.16.2indirekt
PyPIisort5.11.5indirekt
PyPIjaraco-classes3.2.3indirekt
PyPIjedi0.19.1indirekt
PyPIjeepney0.8.0indirekt
PyPIjinja23.1.4indirekt
PyPIjmespath1.0.1indirekt
PyPIjoblibindirekt
PyPIjoblib1.0.1indirekt
PyPIjoblib1.3.2indirekt
PyPIjoblib1.4.2indirekt
PyPIjsonschema4.17.3indirekt
PyPIjupyter-client7.4.9indirekt
PyPIjupyter-core4.12.0indirekt
PyPIjupyterlab-pygments0.2.2indirekt
PyPIkeyring23.9.3indirekt
PyPIlazy-object-proxy1.9.0indirekt
PyPIlivereload2.6.3indirekt
PyPImarkdown-it-py2.2.0indirekt
PyPImarkupsafe2.1.5indirekt
PyPImatplotlib-inline0.1.6indirekt
PyPImccabe0.7.0indirekt
PyPImdit-py-plugins0.3.5indirekt
PyPImdurl0.1.2indirekt
PyPImistune3.0.2indirekt
PyPImore-itertools9.1.0indirekt
PyPImoto4.2.14indirekt
PyPImypy0.991indirekt
PyPImypy-extensions1.0.0indirekt
PyPImypy-protobuf3.4.0indirekt
PyPInbclient0.7.4indirekt
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Abhängigkeits-Advisories 0

Die Installation von pypi:whylogs@1.6.4 zieht 13 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.

Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.

Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.

JSON-Rohbericht maschinenlesbar
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          "body": "## Description\r\nRemove the usage_stats emit_usage telemetry from whylogs and various\r\ncleanup:\r\n* remove whylabs API key format length checks\r\n* more verbose retry warnings in failures using the whylabs_client\r\n* test cleanup\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "remove usage stats and various cleanup (#1596)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2025-01-10T19:54:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5b5828387816920e6ffa59fe73b42232e2888d0",
          "body": "## Description\r\n\r\nRemoves installation of gitlab runner from Dockerfile.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <jamie@whylabs.ai>",
          "is_bot": false,
          "headline": "Remove gitlab runner from dockerfile (#1595)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2025-01-10T17:59:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "89188d78134ce11e1c31d5d2e98f56db52c50b3b",
          "body": "## Description\r\n\r\nAdds example of renaming columns in a Pyspark dataframe with names\r\ncontaining periods.\r\n\r\n\r\n## Related\r\n\r\nCloses whylabs/whylogs#1532\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Rename Pyspark dataframe columns with . example (#1588)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-12-04T04:54:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a08957435ba416b2b168cb7e1a58853a3700df4a",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.6.4 (#1594)",
          "author_name": "whylabs-automator",
          "author_login": "w0-automator",
          "committed_at": "2024-12-04T00:19:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d975e708d8abdbbecc5fe3750d62c49e4736597",
          "body": "## Description\r\n\r\nTest and transaction updates to get integration tests passing again.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fixes left out of #1589 (#1593)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-12-03T19:02:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f12339956200f30e50514ed90e92b0801836f072",
          "body": "Use the v1 version of the log api",
          "is_bot": false,
          "headline": "Merge pull request #1589 from whylabs/log-api-update",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-11-27T19:52:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64dd5278a7a6aa3133022696d10384fb494d4f9a",
          "body": null,
          "is_bot": false,
          "headline": "Use the v1 version of the log api",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-11-25T21:35:33Z",
          "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,
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          "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,
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        {
          "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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          "body": "## Description\r\n\r\nAdds docstrings & fix failed condition logging & exception bug.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "ConditionCountMetric fix and docstrings (#1503)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-04-25T19:35:35Z",
          "body_truncated": false,
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        },
        {
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          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.30 (#1502)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-04-22T16:54:11Z",
          "body_truncated": false,
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          "oid": "747b0c134295073d2cefd91d70858c900ca5e563",
          "body": "…#1501)\n\n## Description\r\n\r\nAdds and improves documentation in docstring format for\r\nlog_regression/log_classification/log_ranking metrics.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Add documentation for log classification/regression/ranking metrics (…",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-04-17T19:11:42Z",
          "body_truncated": false,
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          "oid": "8b2809ef2fb3656ba321dced884f872fbfefbc09",
          "body": "## Description\r\n\r\nThis PR:\r\n\r\n- On write(), search for known custom ranking metrics and tag them as\r\noutputs\r\n- tag_output_column requires the preexistence of columns, so a new\r\n_set_column_schema is created that can be called before the actual\r\ncolumns are uploaded\r\n- incidental fix on integration \n[…]\nance columns\r\n\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Tag custom ranking metrics as output columns (#1500)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-04-17T14:05:04Z",
          "body_truncated": true,
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        },
        {
          "oid": "c1385e146ea3f01aa7d726d76b9a28cb888b66ce",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.29 (#1499)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-04-11T23:31:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98b6c9a506c8964c7a102ae2f6556b9175cec9ce",
          "body": "…g (#1498)\n\n## Description\r\n\r\nThis PR adds ndcg and sum_gain in the list of known ranking metrics\r\ncolumns, so it will be automatically tagged as custom performance for\r\nwhylabs.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Add ndcg and sum_gain in known ranking metrics for custom perf taggin…",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-04-11T18:19:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c0dddbba942c538d9633c34e551d4d97e593c89",
          "body": "## Description\r\n\r\nAdds type counter metric to uncompounded condition count metric columns.\r\nAlso allows `DeclarativeSchema::add_resolver_spec()` to accept a set of\r\ncolumn names to apply the metrics to.\r\n\r\nCloses whylabs/whylogs#1496\r\nCloses whylabs/whylogs#1497\r\n\r\n[ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "condition count metric uncompounding types (#1495)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-04-10T19:56:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ad40e40b2b9e545142062116336ba584ea5d10b",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.28 (#1493)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-27T00:04:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "538eb05fa01f5cb1ee08fd9a0bfd4376f6685c2d",
          "body": "## Description\r\n\r\nThis PR:\r\n\r\n- Makes the metrics calculation (other than NDCG and AP, which are\r\nalready correct) correct for boolean and numeric scenarios\r\n- Changes ndcg from a non-mergeable batch metric to a mergeable row-wise\r\nmetric\r\n- Corrects top_rank to return None instead of 0 when there i\n[…]\ns `accuracy_k`\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking Metrics - Better Precision/Recall/MRR calculation (#1492)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-26T16:08:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "db15e49cbe57d6da5bedd0347ba0e416fef5cb0f",
          "body": "## Description\r\nUpdating whylabs-client to reflect latest changes on the API\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "bump whylabs-client to 0.6.0 (#1460)",
          "author_name": "Murilo Menezes Mendonça",
          "author_login": "murilommen",
          "committed_at": "2024-03-25T21:59:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "542720519cfebf197e5cf6c6513409950d2b3830",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.27 (#1491)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-20T01:12:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6251f1b8c95e3f82dbf3091c7a7c5a6f34b826bc",
          "body": "## Description\r\n\r\n- Ranking metrics example rewrite\r\n- Change prediction column semantics from index-based to rank-based\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "ranking example rewrite (#1488)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-19T21:40:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dee6c5dcb9f5a62652e69747576695532dd22180",
          "body": "## Description\r\n\r\n- corrected Average Precision calculation\r\n- added handling for AP calculation for both numeric/non-numeric cases\r\n- Removed `mean_average_precision` column, as this value is already\r\npresent in `average_precision['distribution/mean']`\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking Metrics - Mean Average Precision corrections (#1486)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-19T13:10:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e87833c9a071c93013cf5cf92793285b0b7c4493",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.26 (#1485)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-15T22:50:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "164985cb6e18f72558943820b21d687a8917f3eb",
          "body": "## Description\r\n\r\nThis PR:\r\n\r\n- Adds ndcg value expecations to the tests, not just counts\r\n- Changes convert_non_numeric=True to be used for string columns\r\n(integers, floats in scores and bools should use the default\r\nconvert_non_numeric=False )\r\n- adds score_column support: when a score is availab\n[…]\nelevance score\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "ndcg refactor (#1481)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-14T23:01:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0c7285661a7a14ef09399b77e8d1dc925e5b6a23",
          "body": "…l (#1483)\n\n## Description\r\n\r\nThe ranking metrics example notebook has a bug when used with latest\r\nwhylogs version, while those bugs are being addressed let's pin the\r\ninstall to the version this notebook example was based on to mitigate.\r\n\r\n## Changes\r\n\r\n- specify version 1.3.21 when installing wh\n[…]\nd\r\n\r\nAvoids the error but does not address underlying root cause of #1480 \r\n\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update Ranking metrics notebook example to pin whylogs version instal…",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-13T23:47:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d2695da79a474531282ded3e959ab80fc9786161",
          "body": "This updates the example for BentoML to no longer use atexit or the\r\noriginal rolling logger, and it uses the more common (in BentoML\r\nexamples) function based service interface. It also highlights logging\r\nto multiple dataset ids within a single service.\r\n\r\nThe atexit only really works for toy loca\n[…]\n management hooks to do startup and shutdown\r\nrelated logic. The old logger couldn't gracefully handle multiple\r\ndataset ids either, it required changing the default dataset id between\r\nlogging calls.",
          "is_bot": false,
          "headline": "Update BentoML example (#1479)",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-03-08T20:36:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "303d1dbb8d45a9bc8f298287564455169b20b632",
          "body": "Bump version to release version 1.3.25",
          "is_bot": false,
          "headline": "Merge pull request #1478 from whylabs/update_release_version",
          "author_name": "whylabs-automator",
          "author_login": "w0-automator",
          "committed_at": "2024-03-06T16:59:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c96b529ad98ac3e10fc285e441aa707a4936a05e",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'mainline' into update_release_version",
          "author_name": "whylabs-automator",
          "author_login": "w0-automator",
          "committed_at": "2024-03-06T16:47:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c0fb93bf9a1f15627f474a5b8c27399f02c19c0",
          "body": null,
          "is_bot": false,
          "headline": "Fixed typo in example notebook content (#1477)",
          "author_name": "Darlan Tódero ten Caten",
          "author_login": "darlantc",
          "committed_at": "2024-03-05T23:42:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "03a31bc1d12377c9e0cb9050d15b480deea796a1",
          "body": null,
          "is_bot": true,
          "headline": "Update version to 1.3.25",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2024-03-05T23:30:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e0817d176aee3ea62da754a267d6ae09508f062",
          "body": "## Description\r\n\r\nfix missing : in nightly build test 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 missing colon (#1476)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-03-05T00:26:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "127db5b47ab892d17efbb35e55b512f5d7f4acfb",
          "body": "Fix types and remove dead code in actor classes",
          "is_bot": false,
          "headline": "Merge pull request #1475 from whylabs/container-updates",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-03-04T22:04:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42f7b7cba5fdc931079082eeb5efa0d138b2d8ce",
          "body": "This helps when buliding whylogs into containers that don't have rw file\nsystem access.",
          "is_bot": false,
          "headline": "Don't write to disk in why.init if force_local=True",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-03-04T20:02:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f254891405fa50bfd56b839901ed5f15622a68ed",
          "body": null,
          "is_bot": false,
          "headline": "Fix process rolling logger's pipe signaler too",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-03-04T19:56:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "73b8215aed9768de1234793fe1b263db8a4bae30",
          "body": "The signaler was half migrated to the base class it seems.",
          "is_bot": false,
          "headline": "Start the pipe signaler in the base class",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-03-04T19:56:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0cf10210b41eec8f87ceb416ffcb008e7716540",
          "body": "The generic for the logger included too much and the pipe signaler\nshould have been closed in the parent of the logger instead of the\nlogger.",
          "is_bot": false,
          "headline": "Properly close pipe signaler, fix logger generic",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-03-04T19:56:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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      "components": []
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                "key": "openssf_scorecard_signed_releases",
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                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "143 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:whylogs@1.6.4 runtime dependency closure — what installing the published package pulls in — 13 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:whylogs@1.6.4",
                  "assessed": 13
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 13,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 13,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 57,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.949,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "94 of 99 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 94,
                      "sampled": 99
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "python/Makefile",
                "python/docs/Makefile",
                "python/examples/integrations/bentoml/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "java/build.gradle.kts",
                "java/core-bundle/build.gradle.kts",
                "java/core/build.gradle.kts",
                "java/smoketest/build.gradle",
                "java/spark-bundle/build.gradle.kts",
                "java/spark/build.gradle.kts"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "python/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "python/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".flake8",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Jupyter Notebook",
              "largest_source_bytes": 270687,
              "source_files_sampled": 395,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Jupyter Notebook without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Jupyter Notebook"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/395 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 395,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "good",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "proto/src/whylogs_messages.proto",
                "proto/v0/v0_constraints.proto",
                "proto/v0/v0_messages.proto",
                "proto/v0/v0_summaries.proto",
                "python/examples/integrations/flask_streaming/swagger.yaml"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "proto/src/whylogs_messages.proto, proto/v0/v0_constraints.proto, proto/v0/v0_messages.proto, proto/v0/v0_summaries.proto, python/examples/integrations/flask_streaming/swagger.yaml",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "proto/src/whylogs_messages.proto, proto/v0/v0_constraints.proto, proto/v0/v0_messages.proto, proto/v0/v0_summaries.proto, python/examples/integrations/flask_streaming/swagger.yaml"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "pypi package 'whylogs' points at a different repository (https://docs.whylabs.ai); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T22:33:04.873898Z",
  "schema_version": "0.25.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/w/whylabs/whylogs.svg",
  "full_name": "whylabs/whylogs",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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