Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.25.0 · метрики 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 зірок⑂ 143 форкиз серп. 2020 р.Переглянути на GitHub ↗

whylabs/whylogs має індекс здоров’я 38 зі 100, що відповідає смузі «У зоні ризику». Найвищий показник — Community & Adoption (87/100), найнижчий — Vitality (28/100). Останнє оновлення було 557 днів тому. Більшість нещодавньої роботи виконують 2 учасники.

38
загалом / 100
У зоні ризику

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.

38
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.

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

Власність

WhyLabsОрганізація
189 підписників40 публічних репозиторіївз жовт. 2019 р.

За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
PyPIwhylogsвказує на інший репозиторій — не оцінюється1.6.4157 722339594 дні тому

Метрики за категоріями

Життєздатність

Чи живий проєкт — чи пишеться код і чи виходять релізи?

28Критичний · 22% загального індексу
Як обчислюється оцінка
0/36Свіжість push — останній push 557 дн. тому
0/36Ритм комітів — 0/52 тижнів із комітами
0/18Обсяг комітів — 0 комітів за останній рік
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Використані вхідні дані
commits_last_year0
human_commit_share0,99
days_since_last_push557
active_weeks_last_year0
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 100 релізів
7.2/36Свіжість релізів — останній реліз 594 дн. тому
27/27Ритм релізів — реліз кожні ~9,4 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count100
latest_release_tagv1.6.4
releases_from_tagsні
days_since_latest_release594
mean_days_between_releases9,4
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?

87Відмінний · 18% загального індексу
Як обчислюється оцінка
56/60Зірки — 2 828 зірок
17.9/25Форки — 143 форків
8.3/15Спостерігачі — 32 спостерігачів
Використані вхідні дані
forks143
stars2 828
watchers32
growth_stateorganic
growth_factor_pct100
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (Apache-2.0)
18/18Настанови CONTRIBUTING
13.5/13.5Кодекс поведінки
0/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateні
has_code_of_conductтак
has_pull_request_templateтак

Сталість та врядування

Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?

76Добрий · 24% загального індексу
Як обчислюється оцінка
25.2/54Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів
15.7/22.5Розподіл комітів — головний контриб’ютор — автор 30% комітів
13.5/13.5Широта контриб’юторів — 22 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Використані вхідні дані
bus_factor2
contributors_sampled22
top_contributor_share0,304
Як обчислюється оцінка
46.7/46.8Вирішення issue — закрито 100% issue
33.9/38.3Прийняття PR — злито 1 034/1 167 вирішених PR
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Використані вхідні дані
merged_prs1 034
open_issues1
closed_issues434
issue_closed_ratio0,998
closed_unmerged_prs133
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
16.4/25Охоплення власника — 189 підписників у whylabs
23.7/25Послужний список — 40 публічних репозиторіїв, вік облікового запису ~6 р.
Використані вхідні дані
followers189
owner_typeOrganization
is_verified
owner_loginwhylabs
public_repos40
account_age_days2 470

Інженерна якість

Чи наявні базові інженерні практики та документація?

74Добрий · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 8 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — .flake8
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 29 merged PRs checked by a CI test -- score normalized to 0
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configтак
Як обчислюється оцінка
30/30README
0/25Каталог документації
15/15Сайт документації / домашня сторінка — https://whylogs.readthedocs.io/
10/10Опис репозиторію
10/10Теми — 18 тем
10/10Wiki
Використані вхідні дані
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_wikiтак
homepagehttps://whylogs.readthedocs.io/
has_readmeтак
has_docs_dirні
has_descriptionтак

Безпека

Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?

54Помірний · 16% загального індексу

Стан безпеки

42У зоні ризику
Як обчислюється оцінка
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
2.5/2.5Ліцензія — 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 — немає даних
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 — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 143 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,2
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
35/35Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
25/25Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень
0/40Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
sourceosv
advisories0
affected_packages0
assessed_packages13
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:whylogs@1.6.4 — тим, що тягне за собою встановлення опублікованого пакета, — 13 пакетів. Досяжність не аналізується.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.

57Помірний · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 94 з 99 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,949
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
18/18Розгортання однією командою — python/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — .flake8
0/11Статична перевірка типів
10/10Відтворюване середовище — Dockerfile, lockfile
0/10Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfilespoetry.lock
has_dockerfileтак
typed_languageні
bootstrap_filespython/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile
has_devcontainerні
has_linter_configтак
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
Як обчислюється оцінка
0/45Типізований код — Jupyter Notebook без конфігурації перевірки типів
54.7/55Керовані розміри файлів — 2/395 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languageJupyter Notebook
largest_source_bytes270 687
source_files_sampled395
oversized_source_files2
Як обчислюється оцінка
40/40Схема API (OpenAPI/GraphQL/proto) — proto/src/whylogs_messages.proto, proto/v0/v0_constraints.proto, proto/v0/v0_messages.proto, proto/v0/v0_summaries.proto, python/examples/integrations/flask_streaming/swagger.yaml
0/20Сервер MCP
40/40Придатні до запуску приклади — examples, notebooks
Використані вхідні дані
example_dirsexamples, notebooks
has_mcp_signalні
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

Ключові факти

2 828зірок GitHub
22контриб'юторів
0комітів за останні 12 місяців
557днів від останнього пушу
100релізів
2бас-фактор
1відкритих issue
Maven, PyPIпакетних екосистем

Попередження щодо збору даних

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

Докладніше

Історія зірок і форків 2 828 ★ / 143 ⇿
2 828Зірки
143Форки
100Релізи

Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.

Показано лише найновішу історію — цей репозиторій перевищує вікно збору, тож найраніша історія не захоплена.

05001 0001 5002 0002 5003 0002 828143552020-092023-082026-07
Мажорні 0Мінорні 4Патчі 96

Кожна точка охоплює 6 днів.

OpenSSF Scorecard 4.2 / 10
4.2сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).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
н/дPackagingpackaging 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
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities143 existing vulnerabilities detected
Прямі залежності 35
РеєстрПакетОбмеження версіїМаніфест
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
Усі залежності 245

Повний розв'язаний набір залежностей із графа залежностей GitHub: 46 прямих і 199 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIbackoff2.2.1пряма
PyPIboto31.33.13пряма
PyPIdatabricks-cli0.8.7пряма
PyPIfaster-fifo1.4.7пряма
PyPIfugue0.8.6пряма
PyPIfuro2022.9.29пряма
PyPIgoogle-cloud-storage2.16.0пряма
PyPIimportlib-metadata4.2.0пряма
PyPIipython7.34.0пряма
PyPIipython-genutils0.2.0пряма
PyPImlflow-skinny1.27.0пряма
PyPImlflow-skinny2.13.0пряма
PyPImyst-parser0.17.2пряма
PyPInbconvert7.6.0пряма
PyPInbsphinx0.8.12пряма
PyPInumpyпряма
PyPInumpy1.21.6пряма
PyPInumpy1.26.4пряма
PyPIorjson3.9.7пряма
PyPIpandasпряма
PyPIpandas1.3.2пряма
PyPIpandas1.3.5пряма
PyPIpillow10.3.0пряма
PyPIpillow9.5.0пряма
PyPIplatformdirs3.11.0пряма
PyPIprotobuf4.24.4пряма
PyPIpyarrow12.0.1пряма
PyPIpybars30.9.7пряма
PyPIpyspark3.4.3пряма
PyPIrequests2.22.0пряма
PyPIrequests2.31.0пряма
PyPIscikit-learnпряма
PyPIscikit-learn1.0.2пряма
PyPIscikit-learn1.1.1пряма
PyPIscikit-learn1.5.0пряма
PyPIscipy1.13.0пряма
PyPIscipy1.7.3пряма
PyPIsphinx4.3.2пряма
PyPIsphinx-autoapi2.0.1пряма
PyPIsphinx-autobuild2021.3.14пряма
PyPIsphinx-copybutton0.5.2пряма
PyPIsphinx-inline-tabs2023.4.21пряма
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Сповіщення про залежності 0

Встановлення pypi:whylogs@1.6.4 тягне 13 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.

Жодне відоме сповіщення не стосується оцінених залежностей.

Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.

Звіт у форматі JSON машиночитний
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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)",
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          "is_bot": false,
          "headline": "Remove gitlab runner from dockerfile (#1595)",
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          "body": "## Description\r\n\r\nAdds example of renaming columns in a Pyspark dataframe with names\r\ncontaining periods.\r\n\r\n\r\n## Related\r\n\r\nCloses whylabs/whylogs#1532\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Rename Pyspark dataframe columns with . example (#1588)",
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          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.6.4 (#1594)",
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          "body": "## Description\r\n\r\nTest and transaction updates to get integration tests passing again.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fixes left out of #1589 (#1593)",
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          "body": "Use the v1 version of the log api",
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          "headline": "Merge pull request #1589 from whylabs/log-api-update",
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          "headline": "Use the v1 version of the log api",
          "author_name": "Anthony Naddeo",
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          "committed_at": "2024-11-25T21:35:33Z",
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          "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)",
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          "oid": "301453cdf08f7800f3f2d16fd529f4f886058f2d",
          "body": "Bail out early if `get_profile_observatory_link()` fails since the rest\r\nof the methods require a valid `response`.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix undefined variable if get_profile_observatory_link() fails (#1590)",
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          "body": "## Description\r\n\r\nRemoves unused `DataType` message definition.\r\n\r\n\r\n## Related\r\n\r\nCloses whylabs/whylogs#1583\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Remove DataType definition (#1587)",
          "author_name": "richard-rogers",
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          "is_bot": false,
          "headline": "Fix auto-version bumping based on PR labels (#1586)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
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          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
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          "headline": "Bump version to release version 1.6.2 (#1585)",
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          "body": "## Description\r\n\r\nReplace expired GitHub token and version number catch up.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update token and resync version number (#1584)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
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          "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",
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          "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",
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          "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",
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          "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,
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        {
          "oid": "bba67257cdd2124169b12692e4c51cb146d94df7",
          "body": "## Description\r\n\r\nUpdates `init()` docstring to describe `upload_on_log`\r\n\r\n## Related\r\n\r\nRelates to whylabs/whylogs#1570\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "update docstring for upload_on_log (#1573)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-02T16:57:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a76ed2cc8d52e337cf829841609a551ff2ff30b",
          "body": "## Description\r\n* Update version to 1.5.0\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update version to 1.5.0 (#1572)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-10-02T16:55:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a5c611a9d20202da253b92ebb5be8bbbe6f55ab",
          "body": "## Description\r\n\r\nSeparates the notion of authentication mode (authenticated, anonymous,\r\nlocal) from whether or not `why.log()` should automatically upload\r\nprofiles.\r\n\r\n## Changes\r\n\r\n- Makes `allow_local` default to `True`\r\n- Adds `upload_on_log` configuration parameter orthogonal to session\r\ntype\n[…]\nsts. Type `#` and\r\nselect from the list. -->\r\n\r\nCloses whlabs/whylogs#1570\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Opt-in to uploading profiles from why.log() (#1571)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-01T19:15:23Z",
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        },
        {
          "oid": "89fec66f9f2383d7cdc7fa1db6475dee22ffc30a",
          "body": "## Description\r\n\r\ndeprecate `debug_event` argument.\r\n\r\n## Changes\r\n\r\n- adds a `deprecate_argument` decorator to issue a warning if a\r\ndeprecated keyword argument is used.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "deprecate debug event argument (#1569)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-10-01T16:54:24Z",
          "body_truncated": false,
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        },
        {
          "oid": "7660542a9ba39cf3fc021c33fcd1565d138b751d",
          "body": "## Description\r\n\r\nUpdate reference profile example notebook\r\n\r\n## Changes\r\n\r\n- remove the why.init() step, instead define WhyLabs env variables\r\n- add the profile upload step using the Writer object\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Updates to reference profile example notebook (#1568)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-26T21:51:57Z",
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        },
        {
          "oid": "4ad4cc9c2ef1a96b095478b48a253d77796131cb",
          "body": "## Description\r\n\r\nAllow `segment_key_values` in addition to segmented `DatasetSchema`\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Handle explicit segmentation keys (#1566)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-25T23:36:19Z",
          "body_truncated": false,
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        {
          "oid": "8b8bff7c4c57b50fb071a205b6836aaa4eada350",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.8 (#1567)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-24T23:12:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0bd8ed3db09a36748cf135d1d63d0131625e6515",
          "body": "## Description\r\n\r\nCount booleans as `\"True\"` or `\"False\"` in `FrequentItemsMetric` and 1\r\nor 0 in `DistributionMetric`.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Handle booleans in frequent items and distribution metrics. (#1565)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-20T20:07:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "933f9881a3868b90f62e43475c9b33c892bc0fa1",
          "body": "## Description\r\n\r\nInclude count of `True` bool values in `ColumnCountsMetric`\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add true bool count to ColumnCountsMetric (#1564)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-20T18:01:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f66ee33169c97b76d9da7c027559bf211039fa72",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.7 (#1563)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-12T22:01:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a34c0e89e381ad81a7c4515fb85096de029e4f0",
          "body": "## Description\r\n\r\nAddresses #1561 \r\n\r\nnow this works:\r\n```python\r\nwhy.log(df, segment_key_values={segment_key: segment_value})\r\n```\r\n\r\n## Changes\r\n\r\n- Creates an explicitly defined single segment SegmentedResultSet when\r\nthis parameter is passed into whylogs log method.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add support for manual segmentation with segment_key_values (#1562)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-11T18:54:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7336fcf2b28874bb94724bee2b686b25710cfb75",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.6 (#1560)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-11T18:53:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b43ff61f3cc4349c6ac75d0944bbc6fb5ffca18",
          "body": "## Description\r\n\r\nFixes #1558 \r\n\r\n## Changes\r\n\r\nUpdate the name of the parameter in LogAsyncRequest to match what\r\nwhylabs-client expects.\r\nMinor cleanup to the example notebook.\r\n\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix guest session dataset_timestamp batch upload (#1559)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-09-06T18:46:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38fe8fba100371a4b2130d2f7a749f2f2973a304",
          "body": "## Description\r\n\r\nMake integration tests pass now that `why.log()` tests are included.\r\nAlso pass environment variables into container for nightly integration\r\ntests.\r\n\r\n## Changes\r\n\r\n- add `reinit=True` to all the `why.init()` calls\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "add reinit to why.init() (#1556)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-09-03T16:29:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07ae3978ac329b9184cc50365bece8db235ceb2d",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.5 (#1557)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-08-28T04:11:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "05bd6f198ab41474afbea247c7a93447c3ce9ef0",
          "body": "## Description\r\n\r\nMove `env:` stanza with the secrets\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "fix nightly integration test (#1555)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-08-27T21:45:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6125f3d547f9531cadaa1ed14ee7623a0d164c67",
          "body": "## Description\r\n\r\nUpdate lure reference profile to current writer API.\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <jamie@whylabs.ai>",
          "is_bot": false,
          "headline": "Fix lure reference profile logging (#1554)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-08-24T00:27:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "618bd434618e000bc7f82ed3a37edd2edea5b791",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.4 (#1553)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-08-01T01:30:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fa841299fd0d36702cd41fc6c8e744f23b986bd4",
          "body": "## Description\r\n\r\nAdd optional set of columns to drop before profiling in `UdfSchema`\r\n\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Column dropping (#1551)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-25T18:01:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "865def7589942fe925a5dce3fd1f317f2a75a0b5",
          "body": "## Description\r\n\r\nSupport `search` in addition to `match` and `fullmatch` in regular\r\nexpressions. `%` is the operator.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add search operator to relation language (#1552)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-25T18:01:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "91190e2ea9b3db88040724c0bbc2dc654b857251",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.3 (#1550)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-07-18T20:45:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99465d69425269ac18edc23be28cb08bf0f26295",
          "body": "…ll steps (#1548)\n\n## Description\r\n\r\nminor test cleanup:\r\n* use consistent action versions\r\n* consistent poetry version\r\n* .gitignore updates for test artifacts\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Minor CI cleanup: consistent actions versions and Poetry version in a…",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-07-18T19:41:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a4224d3241b6fb51119c32cbda9e83875e05c56",
          "body": "## Description\r\n\r\nPass `None` to `builtin_metric` in the`MetricSchema` constructor.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Richard Rogers <rrogers@opendius.net>\r\nCo-authored-by: Jamie Broomall <jamie@whylabs.ai>\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix MetricSchema API breakage (#1549)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-18T19:40:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13e089ce5b88f9aee734110ed7fb2324315f7feb",
          "body": "## Description\r\nFixes for long running instances of rolling logger:\r\n\r\n* Use positional arguments when calling kll update\r\n* Add a load test to rolling logger\r\n* usage stats update to add segment_on_column, update\r\ncondition_validator\r\n\r\n```\r\npoetry run pytest -o log_level=INFO -o log_cli=true tests/api/logger/test_rolling.py::test_rolling_logger_load_test --load\r\n```\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Use positional arguments when calling kll update (#1545)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-07-18T18:23:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6a6dae631850a29c1f8c3a794734893211c95fc",
          "body": "## Description\r\n\r\nMove secret substitution into GitHub flow.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Nightly test fixes (#1543)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-17T19:48:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "18bc97533ba2fc580ff87075b105ec407b0a6fad",
          "body": "## Description\r\n\r\nContinued writer refactor cleanup. \r\n\r\n## Changes\r\n\r\n- Move duplicated state to `WhyLabsClient`\r\n- Remove support for zipped reference profiles\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Remove redundancy between Whylabs writer and client (#1540)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-17T19:33:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bff008b8b7e0f1426aa2dcb1758bab542327383f",
          "body": "## Description\r\n\r\nWe need to use older poetry in order to be able to setup the environment\r\non python in cache miss scenario.\r\n\r\nWe didn't see the problem in the CI runs until the caches went stale on\r\npython 3.7.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix whylogs CI runs on python3.7 (#1547)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-07-17T18:15:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f51888d07f226cadae0e9447e3f43a473ef05cd8",
          "body": "…541)\n\n## Description\r\n\r\nDon't fail if optional dependencies are missing.\r\n\r\n## Changes\r\n\r\n- Ignore import errors; it should be ok if the optional metrics aren't\r\nused\r\n\r\n## Related\r\n\r\nRelates to whylabs/whylogs#1489\r\nCloses whylabs/whylogs#1489",
          "is_bot": false,
          "headline": "Don't fail to import whylogs if optional dependencies are missing (#1…",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-02T19:29:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d86f2680b614e6d7db5d9bd34ef05d0c5df25743",
          "body": "## Description\r\n\r\nDon't warn if PIL is missing when importing `ImageMetric` for\r\n`why.read()`.\r\n\r\n## Changes\r\n\r\n- Don't issue warning on import, just `ImageMetric` construction.\r\n- Silence the warning when setting up for `why.read()`\r\n\r\n## Related\r\n\r\nRelates to whylabs/whylogs#1490\r\nCloses whylabs/whylogs#1490",
          "is_bot": false,
          "headline": "Eliminate PIL warning from why.read() (#1544)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-07-02T19:28:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7643ec343c3a3a4624891dde59e07bcc3643247",
          "body": "## Description\r\n\r\nIncludes integration tests in nightly test run.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add integration tests to nightly test suite (#1535)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-06-27T22:13:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a015e01ff066e6af5df9f3ec9459b9805fc282ad",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.2 (#1539)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-06-26T00:11:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7515acdc88981a9b05e43f670786772c947001a0",
          "body": "…lls (#1538)\n\n## Description\r\n\r\nThis doesn't have much effect on standard metrics, but we make an\r\nextraneous call to columnar_update when converting to a view even if the\r\ncache is empty, which leads to a surprising number of calls and updates\r\ncalled with empty data.\r\n\r\n## Changes\r\n\r\n- Check if the cache if empty before flushing the cache in column\r\nprofiles\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Only flush column if not empty to avoid extraneous columnar_update ca…",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-06-25T18:12:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d06b86950170b7401b44f3189b2b7b1f99dc30a4",
          "body": "## Description\r\n\r\nRetry on certain 5XX codes.\r\n\r\n## Changes\r\n\r\n- 5XX codes throw a different exception than 429, so adjusts `backoff`\r\narguments to retry on both\r\n- Specify set of HTTP response codes to retry on in `_RETRY_CODES`\r\nvariable\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Retry on 5XXX codes (#1537)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-06-25T17:51:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "256215879c0ebf502de2beb0b0ef1024f258f6dd",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.4.1 (#1534)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-06-19T10:35:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf52a901d6b179eca874e940b34abb2dd01444de",
          "body": "## Description\r\n\r\nRestore support for original `Writable::write()` signature just in case\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "back compat fixes (#1531)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-06-13T20:56:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c910a9563125183028b206d46e5435828de52e8d",
          "body": "## Description\r\n\r\nHandles retries with exponential backoff for WhyLabs REST endpoints and\r\ns3 uploads.\r\n\r\n## Changes\r\n\r\n- Wrap whylabs-client requests in `@backoff` to retry on failure\r\n- Trying out HTTPretty REST fakes for testing\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Initial throttling support (#1524)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-29T21:12:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a7b6fade60c5aaa1fe13739145172c1b2379f2a",
          "body": "…es (#1527)\n\n## Description\r\n\r\nUpdate PIL version and run poetry update for CI dependencies\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update PIL version range to support version 10+ and poetry dependenci…",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-05-23T14:46:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b7046df09952df62436c876e1fecc126cd2f38e9",
          "body": "## Description\r\n\r\n`SegmentedResultSet::set_dataset_timestamp()` calls the\r\n`set_dataset_timestamp()` method on its contained segments. However,\r\nsometimes the segments are `DatasetProfileView`s rather than\r\n`DatasetProfile`s (seems to be the case with pyspark).\r\n`DatasetProfileView` is weird in that\n[…]\nistency?\r\n\r\n## Changes\r\n\r\nAdds `DatasetProfileView::set_dataset_timestamp()`\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Fix SegmentedResultSet::set_dataset_timestamp() (#1525)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-21T23:27:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4f583a454c2c876fdb682e0803ce8de3ca5c7514",
          "body": "## Description\r\n\r\n`make pre-commit` now requires ruff. This adds it to the dev environment\r\nimage. Also adds running pre-commit to the nightly test.\r\n\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Add ruff to Dockerfile (#1526)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-21T20:23:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ea9161b32ca81d700649ac14ce9686f87700431",
          "body": "Thread rolling logger udf fix",
          "is_bot": false,
          "headline": "Merge pull request #1523 from whylabs/thread-rolling-logger-udf-fix",
          "author_name": "naddeoa",
          "author_login": null,
          "committed_at": "2024-05-16T22:40:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3dc26ccc14f862a4b3fb8401f5dd7920df96a399",
          "body": "## Description\r\n\r\nFixing the pip install commands on example notebooks\r\n\r\n## Changes\r\n\r\n- Took out '==1.3.5.dev0' for two examples\r\n- Added quotations around install groups for functionality in multiple\r\nenvironments",
          "is_bot": false,
          "headline": "pip installation fixes (#1522)",
          "author_name": "Cate Lewison",
          "author_login": "catel22",
          "committed_at": "2024-05-16T22:23:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2494fb9c77780ad40a836bc72c7ce73905e1d034",
          "body": "The actor code is using ruff/pyright and they're getting into fights.",
          "is_bot": false,
          "headline": "Don't run black and older formaters/linters on actor code",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-05-16T22:11:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30014c9253481fd11d05d463fff535856d35d5da",
          "body": "Apparently the logger layer is responsible for running udfs before\nprocessing data with a schema that wants segments. This updates the\nthread rolling logger's dataset profile abstraction to also run udfs\nwhen segments are active.",
          "is_bot": false,
          "headline": "Fix thread logger bug that ignores udfs with segments enabled",
          "author_name": "Anthony Naddeo",
          "author_login": null,
          "committed_at": "2024-05-16T21:32:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad064d3733b0fedbb64349c1055d6e30cd931bfc",
          "body": "## Description\r\n\r\nRestores the Writable-specific writer wrappers for backwards\r\ncompatibility.\r\n\r\n## Changes\r\n\r\nMakes `ResultSetWriter`, `EstimationResultWriter`, `HTMLReportWriter`,\r\nand `FeatureWeightWriter` as aliases of `WriterWrapper`.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Restore Writable-specific writer wrappers for back compat (#1521)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-14T23:49:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8acb765b0ee36137f26c37ea4a70c96e148376df",
          "body": "## Description\r\n\r\nMinor fix to integration test.\r\n\r\n## Changes\r\n\r\n`perf column` changed to `perf_column`\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "fix failing integrationt test (#1520)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-14T22:19:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "27c8a7ed33c59e5c7fcf5a05fe0c726b5c4a1c26",
          "body": "## Description\r\n\r\n`Writable` represents output to be serialized by whylogs. It will write\r\nitself to 1 or more temporary files. A `Writer` takes the temporary\r\nfile(s) and sends them to their intended destination. The interface\r\nallows any `Writer` to handle any `Writable`, but in practice some\r\n`Wr\n[…]\nzmk2t6)\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Richard Rogers <richard@whaylabs.ai>",
          "is_bot": false,
          "headline": "WhyLabsWriter refactor (#1484)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-13T17:33:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3a777f42d1e01b93c3f1479cab1d435c53dc3687",
          "body": "## Description\r\n\r\nIn the ranking metrics example, replace prediction to target in\r\nmulti-class relevance for single column case.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking Metrics Example - minor fix (#1517)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-05-10T17:06:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a31efd144958005d18b22e475ce2c6f76b5d9ebf",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.32 (#1516)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-05-08T20:31:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b42a36ccdea7495f25ff4b330df3e6639b686d9",
          "body": "## Description\r\n\r\nSupport segmented ranking metrics.\r\n\r\n## Changes\r\n\r\n- Segmented schemas are respected by the ranking metrics\r\n- Added `sum_gain_k` to unit tests\r\n\r\nCloses whylabs/whylogs#1506\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "segmented ranking metrics (#1514)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-05-07T22:27:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a2019f9e7edd51bd416185dc1ff7738e43fc4cf",
          "body": "## Description\r\n\r\nThis PR makes small changes in the ranking notebook examples in the\r\nsingle column case. With the latest changes, it is recommended to pass\r\nthe column as the target column instead of as the prediction column.\r\nThis PR updates the notebook accordingly.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking example - changes in single column case (#1515)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-05-07T18:26:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1fe09b80c0be3a4c614bd752b98917569f9c7dc",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.31 (#1508)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-04-30T06:08:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b91949facf684a3472361d3d9abaad81436917f3",
          "body": "## Description\r\n\r\nRemoves the `convert_non_numeric` argument and swap `prediction_column`\r\nfor `target_column` when only relevance scores are passed.\r\n\r\n## Changes\r\n\r\n- Determines `convert_non_numeric` automatically by looking for strings\r\nin the prediction & target columns\r\n- Swap `prediction_colum\n[…]\nom the list. -->\r\n\r\nCloses whylabs/whylogs#1504\r\nCloses whylabs/whylogs#1505\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Ranking metrics API improvements (#1507)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-04-25T21:54:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7b83a967e9b698794c80ae9055cf13367842b23e",
          "body": "## Description\r\n\r\nAdds docstrings & fix failed condition logging & exception bug.\r\n\r\n- [ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "ConditionCountMetric fix and docstrings (#1503)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-04-25T19:35:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aaa16f26f9df49acf429a803cb4b6782082f3ca8",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.30 (#1502)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-04-22T16:54:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "747b0c134295073d2cefd91d70858c900ca5e563",
          "body": "…#1501)\n\n## Description\r\n\r\nAdds and improves documentation in docstring format for\r\nlog_regression/log_classification/log_ranking metrics.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Add documentation for log classification/regression/ranking metrics (…",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-04-17T19:11:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b2809ef2fb3656ba321dced884f872fbfefbc09",
          "body": "## Description\r\n\r\nThis PR:\r\n\r\n- On write(), search for known custom ranking metrics and tag them as\r\noutputs\r\n- tag_output_column requires the preexistence of columns, so a new\r\n_set_column_schema is created that can be called before the actual\r\ncolumns are uploaded\r\n- incidental fix on integration \n[…]\nance columns\r\n\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Tag custom ranking metrics as output columns (#1500)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-04-17T14:05:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c1385e146ea3f01aa7d726d76b9a28cb888b66ce",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.29 (#1499)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-04-11T23:31:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98b6c9a506c8964c7a102ae2f6556b9175cec9ce",
          "body": "…g (#1498)\n\n## Description\r\n\r\nThis PR adds ndcg and sum_gain in the list of known ranking metrics\r\ncolumns, so it will be automatically tagged as custom performance for\r\nwhylabs.\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Add ndcg and sum_gain in known ranking metrics for custom perf taggin…",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-04-11T18:19:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c0dddbba942c538d9633c34e551d4d97e593c89",
          "body": "## Description\r\n\r\nAdds type counter metric to uncompounded condition count metric columns.\r\nAlso allows `DeclarativeSchema::add_resolver_spec()` to accept a set of\r\ncolumn names to apply the metrics to.\r\n\r\nCloses whylabs/whylogs#1496\r\nCloses whylabs/whylogs#1497\r\n\r\n[ ] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "condition count metric uncompounding types (#1495)",
          "author_name": "richard-rogers",
          "author_login": "richard-rogers",
          "committed_at": "2024-04-10T19:56:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ad40e40b2b9e545142062116336ba584ea5d10b",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.28 (#1493)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-27T00:04:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "538eb05fa01f5cb1ee08fd9a0bfd4376f6685c2d",
          "body": "## Description\r\n\r\nThis PR:\r\n\r\n- Makes the metrics calculation (other than NDCG and AP, which are\r\nalready correct) correct for boolean and numeric scenarios\r\n- Changes ndcg from a non-mergeable batch metric to a mergeable row-wise\r\nmetric\r\n- Corrects top_rank to return None instead of 0 when there i\n[…]\ns `accuracy_k`\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking Metrics - Better Precision/Recall/MRR calculation (#1492)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-26T16:08:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "db15e49cbe57d6da5bedd0347ba0e416fef5cb0f",
          "body": "## Description\r\nUpdating whylabs-client to reflect latest changes on the API\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: Jamie Broomall <88007022+jamie256@users.noreply.github.com>",
          "is_bot": false,
          "headline": "bump whylabs-client to 0.6.0 (#1460)",
          "author_name": "Murilo Menezes Mendonça",
          "author_login": "murilommen",
          "committed_at": "2024-03-25T21:59:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "542720519cfebf197e5cf6c6513409950d2b3830",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.27 (#1491)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-20T01:12:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6251f1b8c95e3f82dbf3091c7a7c5a6f34b826bc",
          "body": "## Description\r\n\r\n- Ranking metrics example rewrite\r\n- Change prediction column semantics from index-based to rank-based\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "ranking example rewrite (#1488)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-19T21:40:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dee6c5dcb9f5a62652e69747576695532dd22180",
          "body": "## Description\r\n\r\n- corrected Average Precision calculation\r\n- added handling for AP calculation for both numeric/non-numeric cases\r\n- Removed `mean_average_precision` column, as this value is already\r\npresent in `average_precision['distribution/mean']`\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "Ranking Metrics - Mean Average Precision corrections (#1486)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-19T13:10:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e87833c9a071c93013cf5cf92793285b0b7c4493",
          "body": "Automated changes by\r\n[create-pull-request](https://github.com/peter-evans/create-pull-request)\r\nGitHub action\r\n\r\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump version to release version 1.3.26 (#1485)",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-15T22:50:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "164985cb6e18f72558943820b21d687a8917f3eb",
          "body": "## Description\r\n\r\nThis PR:\r\n\r\n- Adds ndcg value expecations to the tests, not just counts\r\n- Changes convert_non_numeric=True to be used for string columns\r\n(integers, floats in scores and bools should use the default\r\nconvert_non_numeric=False )\r\n- adds score_column support: when a score is availab\n[…]\nelevance score\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).\r\n\r\n---------\r\n\r\nCo-authored-by: felipe207 <felipe@whylabs.ai>",
          "is_bot": false,
          "headline": "ndcg refactor (#1481)",
          "author_name": "Felipe Adachi",
          "author_login": "FelipeAdachi",
          "committed_at": "2024-03-14T23:01:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0c7285661a7a14ef09399b77e8d1dc925e5b6a23",
          "body": "…l (#1483)\n\n## Description\r\n\r\nThe ranking metrics example notebook has a bug when used with latest\r\nwhylogs version, while those bugs are being addressed let's pin the\r\ninstall to the version this notebook example was based on to mitigate.\r\n\r\n## Changes\r\n\r\n- specify version 1.3.21 when installing wh\n[…]\nd\r\n\r\nAvoids the error but does not address underlying root cause of #1480 \r\n\r\n\r\n- [x] I have reviewed the [Guidelines for Contributing](CONTRIBUTING.md)\r\nand the [Code of Conduct](CODE_OF_CONDUCT.md).",
          "is_bot": false,
          "headline": "Update Ranking metrics notebook example to pin whylogs version instal…",
          "author_name": "Jamie Broomall",
          "author_login": "jamie256",
          "committed_at": "2024-03-13T23:47:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 0,
            "reason": "0 out of 29 merged PRs checked by a CI test -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 6 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 0,
            "reason": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 7,
            "reason": "SAST tool detected but not run on all commits",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "143 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "976bc4c15ca1d4a0199360b8d7708b63e4adaa6d",
        "ran_at": "2026-07-21T22:32:05Z",
        "aggregate_score": 4.2,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": true,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-21T01:26:14Z",
      "oldest_open_prs": [
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          "number": 1602,
          "created_at": "2026-04-08T05:28:34Z",
          "last_comment_at": "2026-07-13T15:43:56Z",
          "last_comment_author": "github-actions"
        },
        {
          "number": 1603,
          "created_at": "2026-04-16T21:59:59Z",
          "last_comment_at": "2026-06-04T22:04:03Z",
          "last_comment_author": "hirenkumar-n-dholariya"
        },
        {
          "number": 1606,
          "created_at": "2026-07-01T01:37:27Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2022-02-15T12:12:47Z",
      "ci_last_conclusion": "FAILURE",
      "oldest_open_issues": [
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          "created_at": "2026-03-15T22:27:26Z",
          "last_comment_at": "2026-05-25T15:39:14Z",
          "last_comment_author": "rehan243"
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/whylabs/whylogs",
    "host": "github.com",
    "name": "whylogs",
    "owner": "whylabs"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "at_risk",
      "name": "Overall health",
      "note": "Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.",
      "notes": [
        {
          "code": "abandonment_overall_adjustment",
          "params": {
            "cap": 49,
            "pct": 60
          }
        }
      ],
      "value": 38,
      "inputs": {
        "security": 54,
        "vitality": 28,
        "community": 87,
        "governance": 76,
        "engineering": 74,
        "abandonment_cap": 49,
        "abandonment_state": "likely_abandoned",
        "abandonment_multiplier": 60,
        "weighted_overall_before_abandonment": 64,
        "overall_after_abandonment_multiplier": 38
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "critical",
        "name": "Vitality",
        "value": 28,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "critical",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
              "commits_last_year": 0,
              "human_commit_share": 0.99,
              "days_since_last_push": 557,
              "active_weeks_last_year": 0
            },
            "components": [
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                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 557 days ago",
                "points": 0,
                "status": "missed",
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                    "code": "push_recency",
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                      "days": 557
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                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "0/52 weeks with commits",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "commit_cadence_weeks",
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                      "weeks": 0
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "0 commits in the last year",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "commits_last_year",
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                ],
                "max_points": 18
              },
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                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
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            ]
          },
          {
            "key": "release_discipline",
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            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
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            ],
            "value": 68,
            "inputs": {
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              "latest_release_tag": "v1.6.4",
              "releases_from_tags": false,
              "days_since_latest_release": 594,
              "mean_days_between_releases": 9.4
            },
            "components": [
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "100 releases published",
                "points": 27,
                "status": "met",
                "details": [
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                    "code": "releases_published",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 594 days ago",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 594
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~9.4 days",
                "points": 27,
                "status": "met",
                "details": [
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                    "code": "release_cadence",
                    "params": {
                      "gap": 9.4
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
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                "status": "excluded",
                "details": [
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                    "params": {}
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
            "band": "moderate",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "cap": 49,
              "state": "likely_abandoned",
              "guards": [
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              ],
              "signals": [
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              "multiplier_pct": 60,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": 0,
              "unanswered_open_issues": 0,
              "days_since_last_merged_pr": 1617,
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              "days_since_last_human_commit_is_floor": false
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            "components": [
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                "key": "project_is_still_maintained",
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                "points": 60,
                "status": "partial",
                "details": [
                  {
                    "code": "abandonment_flagged",
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                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "excellent",
        "name": "Community & Adoption",
        "value": 87,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "good",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "forks": 143,
              "stars": 2828,
              "watchers": 32,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "2,828 stars",
                "points": 56,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 2828
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "143 forks",
                "points": 17.9,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 143
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "32 watchers",
                "points": 8.3,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 32
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
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              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
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                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
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                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
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                "points": 0,
                "status": "missed",
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              },
              {
                "key": "pr_template",
                "name": "PR template",
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                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 76,
        "weight": 0.24,
        "metrics": [
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            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
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              "contributors_sampled": 22,
              "top_contributor_share": 0.304
            },
            "components": [
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                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
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                "detail": "top contributor authored 30% of commits",
                "points": 15.7,
                "status": "partial",
                "details": [
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "22 contributors",
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                    "code": "contributors_sampled",
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
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                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 96,
            "inputs": {
              "merged_prs": 1034,
              "open_issues": 1,
              "closed_issues": 434,
              "issue_closed_ratio": 0.998,
              "closed_unmerged_prs": 133
            },
            "components": [
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                      "share": 100
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                  }
                ],
                "max_points": 46.75
              },
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                "key": "pr_acceptance",
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                      "decided": 1167
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                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
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            ]
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          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "followers": 189,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "whylabs",
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              "account_age_days": 2470
            },
            "components": [
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                "details": [
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                    "code": "owner_organization",
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                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
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                "status": "missed",
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              },
              {
                "key": "owner_reach",
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                      "login": "whylabs"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
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                      "count": 40
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                      "years": 6
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                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
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      },
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        "key": "engineering",
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        "weight": 0.2,
        "metrics": [
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            "inputs": {
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              "has_tests": true,
              "has_editorconfig": false,
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              "has_precommit_config": true
            },
            "components": [
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                "key": "ci_workflows",
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              },
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                      "files": ".flake8"
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                ],
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              },
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                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "0 out of 29 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "ai-pipelines",
                "approximate-statistics",
                "statistical-properties",
                "data-quality",
                "calculate-statistics",
                "python",
                "logging",
                "mlops",
                "dataops",
                "ml-pipelines",
                "data-pipeline",
                "dataset",
                "machine-learning",
                "data-science",
                "analytics",
                "constraints",
                "data-constraints",
                "model-performance"
              ],
              "has_wiki": true,
              "homepage": "https://whylogs.readthedocs.io/",
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://whylogs.readthedocs.io/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "18 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 18
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 54,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 42,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 29 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "143 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:whylogs@1.6.4 runtime dependency closure — what installing the published package pulls in — 13 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:whylogs@1.6.4",
                  "assessed": 13
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 13,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 13,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 57,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.949,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "94 of 99 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 94,
                      "sampled": 99
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "poetry.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "python/Makefile",
                "python/docs/Makefile",
                "python/examples/integrations/bentoml/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "java/build.gradle.kts",
                "java/core-bundle/build.gradle.kts",
                "java/core/build.gradle.kts",
                "java/smoketest/build.gradle",
                "java/spark-bundle/build.gradle.kts",
                "java/spark/build.gradle.kts"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "python/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "python/Makefile, python/docs/Makefile, python/examples/integrations/bentoml/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".flake8",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Jupyter Notebook",
              "largest_source_bytes": 270687,
              "source_files_sampled": 395,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Jupyter Notebook without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Jupyter Notebook"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/395 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 395,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "good",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "proto/src/whylogs_messages.proto",
                "proto/v0/v0_constraints.proto",
                "proto/v0/v0_messages.proto",
                "proto/v0/v0_summaries.proto",
                "python/examples/integrations/flask_streaming/swagger.yaml"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "proto/src/whylogs_messages.proto, proto/v0/v0_constraints.proto, proto/v0/v0_messages.proto, proto/v0/v0_summaries.proto, python/examples/integrations/flask_streaming/swagger.yaml",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "proto/src/whylogs_messages.proto, proto/v0/v0_constraints.proto, proto/v0/v0_messages.proto, proto/v0/v0_summaries.proto, python/examples/integrations/flask_streaming/swagger.yaml"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "pypi package 'whylogs' points at a different repository (https://docs.whylabs.ai); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T22:33:04.873898Z",
  "schema_version": "0.25.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/w/whylabs/whylogs.svg",
  "full_name": "whylabs/whylogs",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.

Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.25.0 — повна методологія · вікі метрик.

Як окремий результат виглядає на тлі всього реєстру: сукупна статистикаPyPI.