Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-25 13:53 UTC
dynamicslab / pysindy
A package for the sparse identification of nonlinear dynamical systems from data
dynamicslab/pysindy має індекс здоров’я 73 зі 100, що відповідає смузі «Добрий». Найвищий показник — Engineering Quality (92/100), найнижчий — AI Readiness (44/100). Останнє оновлення було 44 дні тому. Більшість нещодавньої роботи виконують 2 учасники.
73
загалом / 100Індекс 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.
73
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)
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.
Власність
dynamicslabОрганізація
1 431 підписник20 публічних репозиторіївз січ. 2020 р.
За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.
Пакетні екосистеми
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація |
|---|---|---|---|---|---|
| PyPI | pysindy | 2.1.0 | 43 784 | 38 | 197 днів тому |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
58
Активність розробки
55Помірний
Як обчислюється оцінка
| 18/36 | Свіжість push — останній push 44 дн. тому |
| 19.4/36 | Ритм комітів — 28/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 148 комітів за останній рік |
| 0/10 | OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
Використані вхідні дані
| commits_last_year | 148 |
| human_commit_share | 1 |
| days_since_last_push | 44 |
| active_weeks_last_year | 28 |
Дисципліна релізів
62Помірний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 39 релізів |
| 16.2/36 | Свіжість релізів — останній реліз 197 дн. тому |
| 12.6/27 | Ритм релізів — реліз кожні ~141,6 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 39 |
| latest_release_tag | v2.1.0 |
| releases_from_tags | ні |
| days_since_latest_release | 197 |
| mean_days_between_releases | 141,6 |
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?
75
Популярність і впровадження
83Добрий
Як обчислюється оцінка
| 53.1/60 | Зірки — 1 869 зірок |
| 21.5/25 | Форки — 383 форків |
| 8.3/15 | Спостерігачі — 32 спостерігачів |
Використані вхідні дані
| forks | 383 |
| stars | 1 869 |
| watchers | 32 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
64Помірний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 16.9/22.5 | Ліцензія — файл ліцензії наявний, не є визнаною ліцензією |
| 18/18 | Настанови CONTRIBUTING |
| 0/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 0/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | ні |
| has_pull_request_template | ні |
Як обчислюється оцінка
| 61.9/80 | Щомісячні завантаження — 43 784 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | pysindy |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 43 784 |
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
78
Стійкість мейнтейнерів (бас-фактор)
64Помірний
Як обчислюється оцінка
| 25.2/54 | Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів |
| 15.1/22.5 | Розподіл комітів — головний контриб’ютор — автор 33% комітів |
| 13.5/13.5 | Широта контриб’юторів — 26 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 13 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 2 |
| contributors_sampled | 26 |
| top_contributor_share | 0,329 |
Реактивність на issue та PR
87Відмінний
Як обчислюється оцінка
| 38.1/46.8 | Вирішення issue — закрито 81% issue |
| 33.9/38.3 | Прийняття PR — злито 172/194 вирішених PR |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Використані вхідні дані
| merged_prs | 172 |
| open_issues | 77 |
| closed_issues | 336 |
| issue_closed_ratio | 0,814 |
| closed_unmerged_prs | 22 |
Власність та опіка
74Добрий
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 22.7/25 | Охоплення власника — 1 431 підписників у dynamicslab |
| 21.6/25 | Послужний список — 20 публічних репозиторіїв, вік облікового запису ~6 р. |
Використані вхідні дані
| followers | 1 431 |
| owner_type | Organization |
| is_verified | — |
| owner_login | dynamicslab |
| public_repos | 20 |
| account_age_days | 2 384 |
Супровід пакетів
91Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 26/35 | Свіжість публікацій — остання публікація 197 дн. тому |
| 20/20 | Історія версій — 38 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | pysindy |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 197 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
92
Інженерні практики
94Відмінний
Як обчислюється оцінка
| 24/24 | Процеси CI — 6 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера — .flake8 |
| 9.6/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | так |
Документація
90Відмінний
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://pysindy.readthedocs.io/en/latest/ |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 6 тем |
| 0/10 | Wiki |
Використані вхідні дані
| topics | dynamical-systems, machine-learning, sparse-regression, model-discovery, system-identification, nonlinear-dynamics |
| has_wiki | ні |
| homepage | https://pysindy.readthedocs.io/en/latest/ |
| has_readme | так |
| has_docs_dir | так |
| has_description | так |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
58
Стан безпеки
48У зоні ризику
Як обчислюється оцінка
| 0/7.5 | Binary-Artifacts — binaries present in source code |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 13 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | Ліцензія — license file detected |
| 0/7.5 | Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — немає даних |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 4,8 |
Виключено з оцінювання (немає даних або не застосовно): signed_releases. Залишкові ваги перенормовано.
Сповіщення про залежності
100Відмінний
Як обчислюється оцінка
| 35/35 | Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень |
| 25/25 | Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень |
| 0/40 | Немає задавнених сповіщень — жодне сповіщення не має дати публікації |
Використані вхідні дані
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 10 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:pysindy@2.1.0 — тим, що тягне за собою встановлення опублікованого пакета, — 10 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.
44
Контекст і настанови для агентів
17Критичний
Як обчислюється оцінка
| 0/45 | Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора |
| 0/15 | Машиночитана документація (llms.txt) |
| 17.1/40 | Читабельна історія комітів — намір зазначено у 32 з 100 людських комітів (структурований заголовок або пояснювальний текст) |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | 0,32 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Як обчислюється оцінка
| 18/18 | Розгортання однією командою — examples/data/vonKarman_pod/pod_modes/makefile |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера — .flake8 |
| 0/11 | Статична перевірка типів |
| 0/10 | Відтворюване середовище |
| 10/10 | Підтверджена практика роботи з агентами — 6 з останніх 100 комітів створено агентом або з його зазначенням |
| 0/8 | Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | — |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | examples/data/vonKarman_pod/pod_modes/makefile |
| has_devcontainer | ні |
| has_linter_config | так |
| typecheck_configs | — |
| agent_commit_share | 0,06 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Читабельність коду для моделей
55Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 55/55 | Керовані розміри файлів — 0/84 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 55 722 |
| source_files_sampled | 84 |
| oversized_source_files | 0 |
Машиночитні інтерфейси
40У зоні ризику
Як обчислюється оцінка
| 0/40 | Схема API (OpenAPI/GraphQL/proto) |
| 0/20 | Сервер MCP |
| 40/40 | Придатні до запуску приклади — examples, notebooks |
Використані вхідні дані
| example_dirs | examples, notebooks |
| has_mcp_signal | ні |
| api_schema_files | — |
Ключові факти
1 869зірок GitHub
26контриб'юторів
148комітів за останні 12 місяців
44днів від останнього пушу
39релізів
2бас-фактор
77відкритих issue
PyPIпакетних екосистем
Попередження щодо збору даних
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Докладніше
Історія зірок і форків 0 ★ / 383 ⇿
0Зірки
383Форки
36Релізи
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.
Мажорні 2Мінорні 7Патчі 21
Кожна точка охоплює 6 днів.
OpenSSF Scorecard 4.8 / 10
4.8сукупно
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).
| 0 | Binary-Artifacts | binaries present in source code |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 13 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 0 | Maintained | 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| н/д | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Прямі залежності 5
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | scikit-learn | >=1.1, !=1.5.0, !=1.6.0, !=1.7.1 | pyproject.toml |
| PyPI | numpy | >=2.0 | pyproject.toml |
| PyPI | derivative | >=0.6.2 | pyproject.toml |
| PyPI | scipy | — | pyproject.toml |
| PyPI | typing_extensions | — | pyproject.toml |
Усі залежності 5
Повний розв'язаний набір залежностей із графа залежностей GitHub: 5 прямих і 0 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | derivative | — | пряма |
| PyPI | numpy | — | пряма |
| PyPI | scikit-learn | — | пряма |
| PyPI | scipy | — | пряма |
| PyPI | typing-extensions | — | пряма |
Сповіщення про залежності 0
Встановлення pypi:pysindy@2.1.0 тягне 10 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
{
"data": {
"repo": {
"topics": [
"dynamical-systems",
"machine-learning",
"sparse-regression",
"model-discovery",
"system-identification",
"nonlinear-dynamics"
],
"is_fork": false,
"size_kb": 993557,
"has_wiki": false,
"homepage": "https://pysindy.readthedocs.io/en/latest/",
"languages": {
"Python": 707747
},
"pushed_at": "2026-06-10T21:36:54Z",
"created_at": "2019-05-10T21:22:25Z",
"owner_type": "Organization",
"updated_at": "2026-07-25T04:50:30Z",
"description": "A package for the sparse identification of nonlinear dynamical systems from data",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "main",
"license_spdx_raw": "NOASSERTION",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": null,
"name": null,
"type": "Organization",
"login": "dynamicslab",
"company": null,
"location": null,
"followers": 1431,
"avatar_url": "https://avatars.githubusercontent.com/u/59835780?v=4",
"created_at": "2020-01-13T15:11:55Z",
"is_verified": null,
"public_repos": 20,
"account_age_days": 2384
},
"license": {
"state": "custom",
"spdx_id": null,
"raw_spdx": "NOASSERTION",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v2.1.0",
"kind": "minor",
"published_at": "2026-01-08T18:15:08Z"
},
{
"tag": "v2.0.0",
"kind": "major",
"published_at": "2025-08-22T04:23:59Z"
},
{
"tag": "v2.0.0-rc3",
"kind": "prerelease",
"published_at": "2025-07-28T17:29:04Z"
},
{
"tag": "v2.0.0-rc2",
"kind": "prerelease",
"published_at": "2025-04-14T21:56:16Z"
},
{
"tag": "v1.7.5",
"kind": "patch",
"published_at": "2023-04-07T15:11:51Z"
},
{
"tag": "v1.7.4",
"kind": "patch",
"published_at": "2023-04-05T16:01:20Z"
},
{
"tag": "v1.7.3",
"kind": "patch",
"published_at": "2023-02-25T20:46:43Z"
},
{
"tag": "v1.7.2",
"kind": "patch",
"published_at": "2022-10-12T00:41:56Z"
},
{
"tag": "1.7.1",
"kind": "patch",
"published_at": "2022-07-26T17:55:22Z"
},
{
"tag": "v2.0.0-rc1",
"kind": "prerelease",
"published_at": "2022-07-13T21:57:05Z"
},
{
"tag": "v1.7",
"kind": "other",
"published_at": "2022-04-30T20:20:58Z"
},
{
"tag": "v1.6.3",
"kind": "patch",
"published_at": "2022-01-28T15:21:05Z"
},
{
"tag": "v1.6.2",
"kind": "patch",
"published_at": "2022-01-27T16:46:13Z"
},
{
"tag": "v1.6.1",
"kind": "patch",
"published_at": "2022-01-12T23:34:04Z"
},
{
"tag": "v1.6",
"kind": "other",
"published_at": "2022-01-06T05:54:31Z"
},
{
"tag": "v1.5.1",
"kind": "patch",
"published_at": "2021-12-05T19:38:12Z"
},
{
"tag": "v1.5",
"kind": "other",
"published_at": "2021-12-05T19:29:32Z"
},
{
"tag": "v1.4.3",
"kind": "patch",
"published_at": "2021-07-08T02:34:39Z"
},
{
"tag": "v1.4.2",
"kind": "patch",
"published_at": "2021-06-08T02:04:06Z"
},
{
"tag": "v1.4.1",
"kind": "patch",
"published_at": "2021-06-07T14:33:03Z"
},
{
"tag": "v1.4.0",
"kind": "minor",
"published_at": "2021-06-06T22:38:22Z"
},
{
"tag": "v1.3.0",
"kind": "minor",
"published_at": "2020-12-09T03:05:13Z"
},
{
"tag": "v1.2.2",
"kind": "patch",
"published_at": "2020-10-02T03:36:16Z"
},
{
"tag": "v1.2.1",
"kind": "patch",
"published_at": "2020-09-19T00:52:20Z"
},
{
"tag": "v1.2.0",
"kind": "minor",
"published_at": "2020-08-30T01:06:00Z"
},
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2020-07-15T23:56:01Z"
},
{
"tag": "v1.0.3",
"kind": "patch",
"published_at": "2020-07-07T17:43:19Z"
},
{
"tag": "v1.0.2",
"kind": "patch",
"published_at": "2020-06-30T17:17:21Z"
},
{
"tag": "v1.0.1",
"kind": "patch",
"published_at": "2020-06-23T18:35:09Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2020-05-18T18:06:47Z"
},
{
"tag": "v0.15.3",
"kind": "patch",
"published_at": "2020-05-04T23:23:29Z"
},
{
"tag": "v0.15.2",
"kind": "patch",
"published_at": "2020-05-04T23:06:01Z"
},
{
"tag": "v0.15.1",
"kind": "patch",
"published_at": "2020-05-04T21:12:15Z"
},
{
"tag": "v0.15.0",
"kind": "minor",
"published_at": "2020-05-02T00:47:00Z"
},
{
"tag": "v0.14.1",
"kind": "patch",
"published_at": "2020-04-11T00:48:17Z"
},
{
"tag": "v0.14.0",
"kind": "minor",
"published_at": "2020-04-10T23:34:08Z"
},
{
"tag": "v0.13.0",
"kind": "minor",
"published_at": "2020-02-19T19:53:39Z"
},
{
"tag": "v0.12.0",
"kind": "minor",
"published_at": "2020-02-07T19:25:03Z"
},
{
"tag": "v0.11.0",
"kind": "minor",
"published_at": "2020-01-29T21:22:16Z"
}
],
"recent_commits": [
{
"oid": "c4421fcec275c8f4cc5c1e93bebb961b212067ae",
"body": "…lass. (#678)\n\n* WIP Weak\n\n* WIP: Easier reading for integration weights\n\n* WIP: Save before partition\n\n* Passes 1D change-of-variable test\n\n* Passes 2D change-of-variables test\n\n* WIP\n\n* TST: fix integrate_by_parts()\n\n* Fix: Allow PDELibrary.get_params()\n\n* WIP get integrate_product_by_parts\n\n* fea\n[…]\n weak adapt_multiple_traj, add test\n\n---------\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Promote weak form SINDy from a feature library to a sibling `SINDy` c…",
"author_name": "Jacob Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-03-24T21:53:52Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "8d51234bf6c24f69564c1b762fce21f53890398e",
"body": null,
"is_bot": false,
"headline": "fix: weak adapt_multiple_traj, add test",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-03-24T19:30:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d66d5ff58a9f0bf6b1b187955201bf17072db735",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into weak",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-03-24T17:16:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3518a9b7f8273b21f9282dbbecded88e114541ce",
"body": "* Added sample weight to SINDy fit method.\n\nTo do: account for WEAK sindy\n\n* Files to be modified\n\n* Core\n\n* No expand Weights\n\n* sampleConcatter\n\n* test_weights\n\n* Sample Weights new\n\n* Now weighted Weak PDE\n\n* No Set Config\n\n* No Space\n\n* For Pull Request\n\n* pre-commit\n\n* Reviewed changes\n\n* Adjus\n[…]\nmple\n\n* Remvoe conversion to axes, not needed in baseOpimizer as drop_nan_samples has been removed\n\n---------\n\nCo-authored-by: Jacob Stevens-Haas <37048747+Jacob-Stevens-Haas@users.noreply.github.com>",
"is_bot": false,
"headline": "Sample Weights (#673)",
"author_name": "Filippo Zacchei",
"author_login": "filippozacchei",
"committed_at": "2026-03-18T20:18:36Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "68f2da1aa14ef54577d4290631e60c0e32e6d33b",
"body": null,
"is_bot": false,
"headline": "TST: Bump sindy-exp dependency",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-03-13T07:20:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "43d695d26717695aac2f9617586656e274fd5628",
"body": null,
"is_bot": false,
"headline": "fix: shape predictions correct in presence of controls",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-03-13T06:29:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9a62fa8524a5751f39aff596effff42a305afcee",
"body": null,
"is_bot": false,
"headline": "CLN: Review comments",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-03-13T06:28:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "467a8cad998e6836881a99e37236f24fffccb41f",
"body": "Was silently broken for PDEs",
"is_bot": false,
"headline": "fix: Make predict match input shape",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-03-13T05:35:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55d5176179b716a9d1e651587407694401cd138d",
"body": null,
"is_bot": false,
"headline": "Add howto PDE example",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-03-13T05:34:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "33ae3126a8bc61677772f11801d7cfabc71fc3d4",
"body": null,
"is_bot": false,
"headline": "fix: Specify how single/multiple H_xt trajectories passed",
"author_name": "Jake",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-03-07T22:22:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "46021ba92b39628f12465508411ecf1d8ccba3c8",
"body": null,
"is_bot": false,
"headline": "DOC: Consolidate PDE notebooks",
"author_name": "Jake",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-28T05:33:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9565f2fcd3b6ad7a2006344cd18700228eda02f6",
"body": "Also fix bug in EmptyLibrary.transform, set_params (Weak) return\nself, and remove unused (and broken) fixture\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "cln: variable shadowing in _plan_weak_form",
"author_name": "Jake",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-28T04:18:35Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "0a7320cb67e0356a9dd5c25677293bf5e8fdf939",
"body": null,
"is_bot": false,
"headline": "fix: From copilot review, various",
"author_name": "Jake",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-27T22:37:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aa12f014bf4bc84f26e9f91c091185b3916cebd4",
"body": null,
"is_bot": false,
"headline": "CI: Restore prev ASV results before saving new ones",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T23:26:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "56ddb851b0ad5d37f6aaa69427a4e7e5fb79340c",
"body": "This is failing tests in 3.14, even when the same version of numpy\npasses on 3.13",
"is_bot": false,
"headline": "fix: Explicitly unpack size-1 arrays when a scalar needed.",
"author_name": "Jake",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T23:26:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a2db3a2cf9c844bf1bd4b3f180e3d5b4c3921143",
"body": null,
"is_bot": false,
"headline": "CI: Only lint the diff, not all files",
"author_name": "Jake",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T23:26:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5543de7e57992de1b4314365d7a0835e14591ea4",
"body": "In parallel to #674, this PR enforced stricter input argument conventions\ninternally.\n\nIt also expanded the argument list of _check_multiple_trajectories\n\nAdjust bindy tests to reflect similar changes in parallel to test_pysindy.py.",
"is_bot": false,
"headline": "fix: Call diff_method(), not private diff_method._differentiate()",
"author_name": "Jake",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T07:18:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3a3c9fbbbcf2851b7abe5fa51b6037dd18c80e72",
"body": null,
"is_bot": false,
"headline": "DOC: Fix plot_directive in weak",
"author_name": "Jake",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T03:09:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7fa75ecc34c9b87ab9bc9276beb9565cdbb9b31c",
"body": null,
"is_bot": false,
"headline": "CLN: Linting/formatting",
"author_name": "Jake",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:27:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "79b3082a1fc759c1a1947b691d9e53cf38726001",
"body": "Add docstrings to WeakSINDy.fit, WeakSINDy.simulate, and _make_domains.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "DOC: add/improve docstrings in _weak.py",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:27:12Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "ac8572c85b4abb73e635dcde2a44da5d3d8869a9",
"body": "Add `ParallelImplicitSINDy` in `pysindy/_sindypi.py`, to replace the\nremoved functionality from SINDyPI optimizer and implicit=True in PDELibrary.\nThis does not work with WeakSINDy.\n\nIn the future, weak SINDy PI can be restored with (a) a new\nPDEFIND class that handles spatial_grid the same way as W\n[…]\nprecate the `SINDyPI` optimizer (which was a CVXPY-based SR3 variant)\nwith a `DeprecationWarning` pointing users to the new class.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add ParallelImplicitSINDy model (SINDy-PI)",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:27:11Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "159b144f5ccf0031fe0fcf2a8ca8ed5f06378fa2",
"body": "This allows discovery of steady-state differential equations, e.g.\nPoisson's equation. This requires some functions to allow eliminating the\ntime derivative, and perhaps that's an uncomfortable amount of spooky action.\nWould love a more elegant way, but the things I do for backwards compatibility.\n\nFor such systems, convert_u_dot_integral does *not* move derivative\nonto test function, assuming they are handled by the caller",
"is_bot": false,
"headline": "feat(weak): Allow WeakSINDy to accept x_dot.",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:27:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6e321e656c70b1dda8d74b6101d6090d76c1eec7",
"body": null,
"is_bot": false,
"headline": "CLN: Make weak SemiTerm a dataclass",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:27:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "faaf1c0658b996126dcb4b15d57324619c2df57f",
"body": "This allows discovery of steady-state differential equations, e.g.\nPoisson's equation. This requires some functions to allow eliminating the\ntime derivative, and perhaps that's an uncomfortable amount of spooky action.\nWould love a more elegant way, but the things I do for backwards compatibility.\n\nFor such systems, convert_u_dot_integral does *not* move derivative\nonto test function, assuming they are handled by the caller",
"is_bot": false,
"headline": "feat(weak): Allow WeakSINDy to accept x_dot.",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:27:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d6a6980fc44db91ec3b601bf2d8ccc666faf0244",
"body": "Add two tests exercising _eval_semiterm directly:\n\n- test_eval_semiterm_output_shape: verifies the result has shape\n (n_subdomains, n_coord) for a trivial no-derivative, no-feature term.\n- test_eval_semiterm_phi_prime_vanishes: verifies that integrating a\n constant against phi' gives zero, since t\n[…]\nesult).\n\nAlso keep more types as AxesArray and handle spatial derivatives inside\nsemiterms more correctly based on user arguments.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "test(weak): add tests for _eval_semiterm",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:27:09Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "70b56db4715e18a4e8f706ea3b34c0c840ffb5dc",
"body": "Fixed in previous commit, but einsum was seeing the ellipses on\ndiferent arguments as different (and not shared) axes.\n\nTwo cases:\n\n- Ellipsis in two subscripts handled as shared axes\n- Conflicting ellipsis axis names across operands raise a ValueError.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "test(axes): Ensure einsum handles ellipsis names correctly",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:27:09Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "426d98fe2c5446bb5915cbdeb159d6af079a1961",
"body": null,
"is_bot": false,
"headline": "fix: Fix weak form udot calc; add test",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:27:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e1f438a29960516e8932a8b5c4632a6c4b89d639",
"body": "In addition to having a differentiation method, this change adds simulate()\nand score() to WeakSINDy.",
"is_bot": false,
"headline": "feat: Add smoothing to WeakSINDy and make it subclass SINDy.",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:27:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "831076e0bb881e89917250abd6613368914d59de",
"body": null,
"is_bot": false,
"headline": "CI: Add Weak Benchmark",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:27:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b3de43fb578cde47596f373ae27b1a02968449d4",
"body": "This ensures that coefficients and feature names will line up.\nIt does require reassigning the sorted library to self in order\nto make predict work.",
"is_bot": false,
"headline": "fix: Make feature names line up in WeakSINDy",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:27:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9814b760f632271a6df36aa8a4b51f959227594e",
"body": "Enforces input shape commonality across all models",
"is_bot": false,
"headline": "CLN: Fix input standardization",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5a8a4d50cc25f583b6df788b90f128990eeb5d71",
"body": null,
"is_bot": false,
"headline": "wip",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9159c23a3aa444fe29c2cca3e9eb3c40c5994495",
"body": "Long term, some revision of TensoredLibrary is in order, as the\ninputs_per_library is GeneralizedLibrary bleeding in. This is a consequence of\nthe fitted/unfitted mutability of scikitlearn estimators.\n\nAlong the way, fix a potential bug in GeneralizedLibrary and extract PDE feature\nnaming function.",
"is_bot": false,
"headline": "Make _plan_weak_form figure out correct term ordering",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6067dfa6aaf1270ea717846bbfc25d1661776fbc",
"body": null,
"is_bot": false,
"headline": "Extract test function to make testing easier",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f10ff1f4b0cb4b3bae53f55ed6f1130e198d90fb",
"body": null,
"is_bot": false,
"headline": "BLD: Bump min version to 3.11",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae7c21c1f5542c17057f462752dbf6413cd601a4",
"body": null,
"is_bot": false,
"headline": "Make weak feature names off of sorted_lib_",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e97c66bbf607492b9dabc2c16e3df97cc87b4328",
"body": null,
"is_bot": false,
"headline": "Solve all the integrate by parts; reduce PDELibrary",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "802354764d9b4424e4d334cdf30f8d66e2b90e5e",
"body": null,
"is_bot": false,
"headline": "Integrate time derivative w/test func",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6896544aa5149ea3e344049202fd8e5cafb47c81",
"body": null,
"is_bot": false,
"headline": "feat: Make _integrate_by_parts() work",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1ff387e8f62e76b06b439a5289bb0b3a7019d50a",
"body": null,
"is_bot": false,
"headline": "feat: Make flatten_libraries() work",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51cfab499fda5761d756db96bec920e751519565",
"body": null,
"is_bot": false,
"headline": "WIP get integrate_product_by_parts",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9f7963bf5b372195ff3fc62127d7dfb5295c68fb",
"body": null,
"is_bot": false,
"headline": "Fix: Allow PDELibrary.get_params()",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a579d6b3a335307cb0f38b8e8673eb1b73907525",
"body": null,
"is_bot": false,
"headline": "TST: fix integrate_by_parts()",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ade75e4ffc0fd511884b5bd53d4f4ff2a440769e",
"body": null,
"is_bot": false,
"headline": "WIP",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "88372cb2910ebad8f49816f1c484cef651f382e2",
"body": null,
"is_bot": false,
"headline": "Passes 2D change-of-variables test",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "29f84920f2ef5e057a9e2c92381281a700c9f375",
"body": null,
"is_bot": false,
"headline": "Passes 1D change-of-variable test",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e8eccb2eeb04a83e511bd1832b7b0caf06700ad2",
"body": null,
"is_bot": false,
"headline": "WIP: Save before partition",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cdcf3b85c95c60b965c752cf20888f178ac588c6",
"body": null,
"is_bot": false,
"headline": "WIP: Easier reading for integration weights",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d1a0d70fecdeba846f43bc5afdeb0cf8132bb7e7",
"body": null,
"is_bot": false,
"headline": "WIP Weak",
"author_name": "Jake Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T02:26:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b7558be645d68020bc433fb6134684736b4bece6",
"body": "Feature: Adding BINDy (based on Greedy search that maximise evidence) to PySINDy",
"is_bot": false,
"headline": "Merge pull request #674 from brianhjh/feature/evidence-greedy-optimizer",
"author_name": "Jacob Stevens-Haas",
"author_login": "Jacob-Stevens-Haas",
"committed_at": "2026-02-25T00:57:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "32488a1c5847458f2cfbe6aca9105d7c4b9f5559",
"body": null,
"is_bot": false,
"headline": "Black formatter fix for test_bindy",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-24T15:34:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4cdab674b08a955de21754dbd5d8e98b7846c2fd",
"body": null,
"is_bot": false,
"headline": "Fixing import order linting check",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-24T15:26:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b53bb3224dc10eef47e1d73023c6501bced269cb",
"body": null,
"is_bot": false,
"headline": "Better doc string in seealso",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-24T15:15:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2bf96f85f104b5d952ab8954cf77ced7e953fa5a",
"body": null,
"is_bot": false,
"headline": "Pre-commit formatting passed",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-24T14:55:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e5d7a01309dbb26473de95421aefd993974bcee0",
"body": null,
"is_bot": false,
"headline": "DocString fix for BINDy",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-24T12:23:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a78f92522b82ce0c45cef4dcffdfb1f03c40df97",
"body": null,
"is_bot": false,
"headline": "Remove unused LinearRegression",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-24T12:16:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b52131f973f338028de724322c951c5fac5c4a30",
"body": "- To be added back in as Example Notebooks",
"is_bot": false,
"headline": "Remove prototypical examples",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-23T15:20:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0b58a6c4cbf9585505081746b0acebacdfbbf339",
"body": "… sigma_x",
"is_bot": false,
"headline": "Removing optimizer parameterization test and putting noise value into…",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-23T14:25:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "295ef245cc7a427c867db25ea6335feb76d2a5a4",
"body": null,
"is_bot": false,
"headline": "Moving TemporalNoisePropagation to utils",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-23T12:04:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7e5bc77020ecaf4b31fa7f1ea5fcfa795074f04a",
"body": "- Left the comments about re-abling it in case further development require this check",
"is_bot": false,
"headline": "Maintainer: removal of _sigma2 check",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-23T11:46:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6ec88f5f0b70008887dab480a516ae5546b46a01",
"body": "- as well as removal of _active naming within the internal functions",
"is_bot": false,
"headline": "Maintainer: renaming _log_evidence_from_G to _log_evidence_laplace_appx",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-23T11:40:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7c339b925c7b6ffa2e91acb1451a9e484de5ecfd",
"body": "… directly\n\n- Also, temporarily re-adding __future__ import annotation as TemporalNoisePropagation require that typing hint",
"is_bot": false,
"headline": "Remove J (index of active term) and use `active` and `mask_candidate`…",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-23T11:33:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "de73fd8fa167d3a9d3bb4248661a53587c1c04ba",
"body": null,
"is_bot": false,
"headline": "Maintainer: Removal of unnecessary checks",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-23T11:01:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a3c35bfdfa718009b7fe9d19c5cf2c55e0f2f847",
"body": null,
"is_bot": false,
"headline": "PEP 649/749 compliance",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-23T10:59:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dfd4557c0f2da4d38c162d4a9b999ec7a46d51d6",
"body": "- as per suggestion by maintainer\n- pytest-ed",
"is_bot": false,
"headline": "Removal of all \"asarrray\" call in internal function",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-21T15:45:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "632a28f129896456ed9fa153a62b85f9b91ec8df",
"body": null,
"is_bot": false,
"headline": "Slightly better comments and removal of checks done by BaseOptimizer",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-21T15:05:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2f0611e406d38e3298269cb7b5fcea8118ce27e6",
"body": null,
"is_bot": false,
"headline": "Maintainer: replace all_histories with self.evidence_history_",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-21T14:57:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ef0c49b2a0f247da160f575536ddf6cddcc6a964",
"body": null,
"is_bot": false,
"headline": "Maintainer recommend rename j to tgt",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-21T10:24:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "56cce42a20ad7a716f61f2c46132687abeff85cc",
"body": "…ization of feature",
"is_bot": false,
"headline": "Changed how the constant signal case is handled in relation to normal…",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-20T10:52:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d2dd95df001fe817eb723d310e0b23d03970e147",
"body": null,
"is_bot": false,
"headline": "Maintainer Recommend: Improved docstring",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-20T09:42:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e2b3b0ce72ce0e16b34eaeb22fac3d0062544047",
"body": "Co-authored-by: Jacob Stevens-Haas <37048747+Jacob-Stevens-Haas@users.noreply.github.com>",
"is_bot": false,
"headline": "Maintainer: Abstract for each optimiser in docstring",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-20T09:40:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ab54a200871c2d3c48552acd6b9eb502f8580250",
"body": null,
"is_bot": false,
"headline": "Consistent naming",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-20T09:22:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6824d685820eebb5872ee9422652d01be571481b",
"body": null,
"is_bot": false,
"headline": "Remove repeating code in _backward_evidence_greedy_single",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-20T09:15:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1b007780a96ef265bdfdb5776b1a5eed74b089f8",
"body": null,
"is_bot": false,
"headline": "Renaming M to n_features",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-20T07:58:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bfcf82b687ac467fc4b62f07be9e0cd0bea8e335",
"body": null,
"is_bot": false,
"headline": "Renaming K to n_features",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-20T07:47:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d423e6dd222f1de8a76020a4b8a4f9d52f495c37",
"body": null,
"is_bot": false,
"headline": "Remove repeated implementation of _unbias",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-20T07:24:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "524bfb177cb321f8d4d10e3b0783ce2357786182",
"body": "- rename eps to eps_precision in evidence_greedy\n- remove the \"# change\" tag\n- putting EvidenceGreedy as the only accepted class of optimizer (temporary)\n- remove the \"else\" indentation at line 1217-1272",
"is_bot": false,
"headline": "Maintainer recommend: Small cosmetic edits and renaming",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-20T06:56:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "84c00715a52914d7786cefb10e4add9bd92df353",
"body": "Co-authored-by: Jacob Stevens-Haas <37048747+Jacob-Stevens-Haas@users.noreply.github.com>",
"is_bot": false,
"headline": "Maintainer recommended error handling",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-19T16:59:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "909e8993394c619a5b82daa40b0484e26255fd35",
"body": "Co-authored-by: Jacob Stevens-Haas <37048747+Jacob-Stevens-Haas@users.noreply.github.com>",
"is_bot": false,
"headline": "Maintainer: static typing t and differentiator",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-19T15:18:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8722af76bc1884699dbf48c93a429ae81ede9297",
"body": null,
"is_bot": false,
"headline": "Correct BINDy name in BINDy()!",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-11T17:52:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "350b48a2c43a54d4c90f6142e8bbfbf6c47cb731",
"body": null,
"is_bot": false,
"headline": "FIXED ALL THE ERRORS AND WARNINGS XD",
"author_name": "Junho Ha",
"author_login": "brianhjh",
"committed_at": "2026-02-10T17:35:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51311396e9a0e77eca42b059e91fecbb48f408f7",
"body": null,
"is_bot": false,
"headline": "completed documentation and clean up",
"author_name": "Junho Ha",
"author_login": "brianhjh",
"committed_at": "2026-02-10T15:58:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9088c70daa19e07bacda18250e0fe54eddb8bfac",
"body": null,
"is_bot": false,
"headline": "added BINDy to init all",
"author_name": "Junho Ha",
"author_login": "brianhjh",
"committed_at": "2026-02-06T12:14:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "28209f112833c9e911a831a346413187788aad9f",
"body": null,
"is_bot": false,
"headline": "fixed documentation and refine",
"author_name": "Junho Ha",
"author_login": "brianhjh",
"committed_at": "2026-02-06T11:07:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bb5d837e57271c70eda8ae77b579378ea338f62d",
"body": null,
"is_bot": false,
"headline": "refining structure and memo",
"author_name": "Junho Ha",
"author_login": "brianhjh",
"committed_at": "2026-02-06T10:55:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8a4970c0e8277f2272a97b16bea3faa1209e7869",
"body": "rating zero output",
"is_bot": false,
"headline": "Dealing constant signal input by gene",
"author_name": "Junho Ha",
"author_login": "brianhjh",
"committed_at": "2026-02-06T01:58:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d2b296c076186ca0a51f908c2329838c2fd794e4",
"body": null,
"is_bot": false,
"headline": "fixed error calling shape of a list input",
"author_name": "Junho Ha",
"author_login": "brianhjh",
"committed_at": "2026-02-04T23:47:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "71757c5224d79ae5078b501e7d2baae4cb12090a",
"body": null,
"is_bot": false,
"headline": "Fix BINDy handling of 1D / improper-shape inputs",
"author_name": "Junho Ha",
"author_login": "brianhjh",
"committed_at": "2026-02-04T22:36:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c2fa8a276d6c3cb0d5d98b0ab1b12dc11ac3abbf",
"body": "BINDy has issue with multiple trajectories",
"is_bot": false,
"headline": "Included test files",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-02-04T08:15:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6bac59ce410b8464ecb343bd9c9cee2fc49242e3",
"body": null,
"is_bot": false,
"headline": "Merge branch 'dynamicslab:main' into feature/evidence-greedy-optimizer",
"author_name": "brianhjh",
"author_login": "brianhjh",
"committed_at": "2026-01-31T02:56:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "68468eaca88ec8e922dc12e85f68d8f96ca7b783",
"body": null,
"is_bot": false,
"headline": "Clean up examples",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-01-30T14:51:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b643f83fb4ef1df1fc08e4b6494056595fee7fa7",
"body": null,
"is_bot": false,
"headline": "Improved documentation on how to use EvidenceGreedy and BINDy",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-01-30T14:49:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4e995912b40b5c0b9de009841f902943b23ea2b1",
"body": "- Because sometimes the temporal axis is not necessarily at axis 0 (e.g. in multiple trajectory)",
"is_bot": false,
"headline": "Removed differentiator axis check",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-01-30T14:42:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "90fcc415a990ac3f326e7d944253d457c92ce41a",
"body": null,
"is_bot": false,
"headline": "Added support for history_ in BaseOptimiser",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-01-30T14:31:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c52f8cc672d08fe4ed2b920564640bdfd6e3a06c",
"body": "This massively improve performance as rescaling help normalise coeff value to unit order",
"is_bot": false,
"headline": "Adding rescaling of target when normalized_columns is on.",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-01-30T13:46:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "392b74a084d26d6ff2e1c204fa1150b4d6d70ea0",
"body": null,
"is_bot": false,
"headline": "Improved Demo Script",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-01-30T12:54:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c4760c7b2acdae14631123a5638b58105f7e7e21",
"body": "- Changing how we surface _sigma2 (now hidden)\n- Changing the behaviour of sigma_x and interaction with x_dot\n - we now do not expect user to specify _sigma2 at all\n - if x_dot is specified, _sigma2 is computed by sigma_x**\"\n - if x_dot is not specificied, sigma_x is propagated through the differ\n[…]\nid propagation\n - if user want to use their custom FD object, they are forced to not use the BINDy object but to specify the FD object, do the noise propagation and call the optimiser by themselves",
"is_bot": false,
"headline": "sigma2 -> _sigma2 to signify sigma2 as internal",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-01-30T09:58:00Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "af23ad9bc8148ad4f7db1f7e58d66095411fced1",
"body": null,
"is_bot": false,
"headline": "Changing name from EvidenceGreedy to BINDy",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-01-30T09:09:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bfa30e903b58b9909940438ff506fb5408667e0b",
"body": null,
"is_bot": false,
"headline": "Better comments",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-01-29T17:16:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6ffe28758ff4d97565c627d365e9977e51d2c24e",
"body": "…ject",
"is_bot": false,
"headline": "Changing defaults to consistent values between optimiser and BINDy ob…",
"author_name": "Lloyd Fung",
"author_login": "llfung",
"committed_at": "2026-01-29T17:09:15Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 39,
"commits_last_year": 148,
"latest_release_at": "2026-01-08T18:15:08Z",
"latest_release_tag": "v2.1.0",
"releases_from_tags": false,
"days_since_last_push": 44,
"active_weeks_last_year": 28,
"days_since_latest_release": 197,
"mean_days_between_releases": 141.6
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 62,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "pysindy",
"exists": true,
"license": "MIT",
"keywords": [
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Science/Research",
"License :: OSI Approved :: MIT License",
"Programming Language :: Python",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Topic :: Scientific/Engineering :: Mathematics"
],
"ecosystem": "pypi",
"matches_repo": null,
"registry_url": "https://pypi.org/project/pysindy/",
"is_deprecated": false,
"latest_version": "2.1.0",
"repository_url": null,
"versions_count": 38,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 43784,
"first_published_at": "2018-12-11T07:18:48.576980Z",
"latest_published_at": "2026-01-08T18:15:39.502399Z",
"latest_version_yanked": null,
"days_since_latest_publish": 197
}
]
},
"popularity": {
"forks": 383,
"stars": 1869,
"watchers": 32,
"fork_history": {
"days": [
{
"date": "2020-03-06",
"count": 1
},
{
"date": "2020-04-12",
"count": 1
},
{
"date": "2020-04-15",
"count": 1
},
{
"date": "2020-04-23",
"count": 1
},
{
"date": "2020-04-25",
"count": 2
},
{
"date": "2020-04-27",
"count": 1
},
{
"date": "2020-05-01",
"count": 1
},
{
"date": "2020-05-07",
"count": 2
},
{
"date": "2020-05-17",
"count": 1
},
{
"date": "2020-05-21",
"count": 1
},
{
"date": "2020-06-03",
"count": 1
},
{
"date": "2020-06-19",
"count": 1
},
{
"date": "2020-06-20",
"count": 2
},
{
"date": "2020-06-22",
"count": 2
},
{
"date": "2020-06-24",
"count": 3
},
{
"date": "2020-07-07",
"count": 1
},
{
"date": "2020-07-19",
"count": 1
},
{
"date": "2020-07-21",
"count": 1
},
{
"date": "2020-07-23",
"count": 1
},
{
"date": "2020-07-31",
"count": 2
},
{
"date": "2020-08-07",
"count": 1
},
{
"date": "2020-08-10",
"count": 1
},
{
"date": "2020-08-19",
"count": 1
},
{
"date": "2020-08-30",
"count": 2
},
{
"date": "2020-09-06",
"count": 2
},
{
"date": "2020-09-10",
"count": 1
},
{
"date": "2020-09-18",
"count": 1
},
{
"date": "2020-09-25",
"count": 1
},
{
"date": "2020-10-06",
"count": 1
},
{
"date": "2020-10-09",
"count": 1
},
{
"date": "2020-10-23",
"count": 1
},
{
"date": "2020-11-05",
"count": 1
},
{
"date": "2020-11-16",
"count": 2
},
{
"date": "2020-11-18",
"count": 1
},
{
"date": "2021-01-03",
"count": 1
},
{
"date": "2021-01-26",
"count": 1
},
{
"date": "2021-02-14",
"count": 1
},
{
"date": "2021-02-15",
"count": 1
},
{
"date": "2021-02-20",
"count": 1
},
{
"date": "2021-02-22",
"count": 1
},
{
"date": "2021-02-23",
"count": 1
},
{
"date": "2021-03-12",
"count": 1
},
{
"date": "2021-03-13",
"count": 1
},
{
"date": "2021-03-16",
"count": 1
},
{
"date": "2021-03-20",
"count": 1
},
{
"date": "2021-04-01",
"count": 1
},
{
"date": "2021-04-03",
"count": 1
},
{
"date": "2021-04-05",
"count": 1
},
{
"date": "2021-04-15",
"count": 1
},
{
"date": "2021-05-04",
"count": 1
},
{
"date": "2021-05-09",
"count": 1
},
{
"date": "2021-05-10",
"count": 1
},
{
"date": "2021-05-16",
"count": 1
},
{
"date": "2021-05-17",
"count": 1
},
{
"date": "2021-06-10",
"count": 1
},
{
"date": "2021-06-11",
"count": 1
},
{
"date": "2021-06-23",
"count": 1
},
{
"date": "2021-06-24",
"count": 1
},
{
"date": "2021-07-01",
"count": 1
},
{
"date": "2021-07-30",
"count": 2
},
{
"date": "2021-08-06",
"count": 1
},
{
"date": "2021-08-17",
"count": 1
},
{
"date": "2021-08-24",
"count": 1
},
{
"date": "2021-08-28",
"count": 1
},
{
"date": "2021-09-02",
"count": 1
},
{
"date": "2021-09-03",
"count": 1
},
{
"date": "2021-09-10",
"count": 1
},
{
"date": "2021-09-27",
"count": 1
},
{
"date": "2021-10-05",
"count": 1
},
{
"date": "2021-10-14",
"count": 1
},
{
"date": "2021-10-21",
"count": 1
},
{
"date": "2021-11-08",
"count": 1
},
{
"date": "2021-11-09",
"count": 1
},
{
"date": "2021-11-16",
"count": 2
},
{
"date": "2021-11-17",
"count": 1
},
{
"date": "2021-11-18",
"count": 1
},
{
"date": "2021-11-20",
"count": 2
},
{
"date": "2021-11-23",
"count": 1
},
{
"date": "2021-11-24",
"count": 1
},
{
"date": "2021-11-25",
"count": 1
},
{
"date": "2021-11-27",
"count": 1
},
{
"date": "2021-11-28",
"count": 1
},
{
"date": "2021-12-02",
"count": 1
},
{
"date": "2021-12-03",
"count": 2
},
{
"date": "2021-12-06",
"count": 4
},
{
"date": "2021-12-08",
"count": 2
},
{
"date": "2021-12-09",
"count": 1
},
{
"date": "2021-12-10",
"count": 2
},
{
"date": "2021-12-27",
"count": 2
},
{
"date": "2021-12-29",
"count": 1
},
{
"date": "2021-12-30",
"count": 1
},
{
"date": "2022-01-01",
"count": 1
},
{
"date": "2022-01-05",
"count": 3
},
{
"date": "2022-01-06",
"count": 1
},
{
"date": "2022-01-13",
"count": 1
},
{
"date": "2022-01-16",
"count": 2
},
{
"date": "2022-01-17",
"count": 1
},
{
"date": "2022-01-20",
"count": 1
},
{
"date": "2022-01-26",
"count": 1
},
{
"date": "2022-01-31",
"count": 1
},
{
"date": "2022-02-01",
"count": 1
},
{
"date": "2022-02-08",
"count": 2
},
{
"date": "2022-02-13",
"count": 1
},
{
"date": "2022-02-14",
"count": 2
},
{
"date": "2022-02-16",
"count": 1
},
{
"date": "2022-02-18",
"count": 1
},
{
"date": "2022-02-26",
"count": 1
},
{
"date": "2022-02-28",
"count": 1
},
{
"date": "2022-03-01",
"count": 1
},
{
"date": "2022-03-10",
"count": 1
},
{
"date": "2022-03-15",
"count": 1
},
{
"date": "2022-03-30",
"count": 1
},
{
"date": "2022-03-31",
"count": 1
},
{
"date": "2022-04-03",
"count": 1
},
{
"date": "2022-04-06",
"count": 1
},
{
"date": "2022-04-12",
"count": 1
},
{
"date": "2022-04-13",
"count": 1
},
{
"date": "2022-04-29",
"count": 1
},
{
"date": "2022-05-01",
"count": 1
},
{
"date": "2022-05-11",
"count": 1
},
{
"date": "2022-05-12",
"count": 1
},
{
"date": "2022-05-17",
"count": 2
},
{
"date": "2022-05-25",
"count": 1
},
{
"date": "2022-06-01",
"count": 2
},
{
"date": "2022-06-07",
"count": 1
},
{
"date": "2022-06-08",
"count": 1
},
{
"date": "2022-06-14",
"count": 1
},
{
"date": "2022-06-23",
"count": 1
},
{
"date": "2022-06-27",
"count": 2
},
{
"date": "2022-06-28",
"count": 1
},
{
"date": "2022-06-29",
"count": 1
},
{
"date": "2022-07-04",
"count": 1
},
{
"date": "2022-07-08",
"count": 1
},
{
"date": "2022-07-19",
"count": 1
},
{
"date": "2022-07-26",
"count": 3
},
{
"date": "2022-08-13",
"count": 1
},
{
"date": "2022-08-18",
"count": 1
},
{
"date": "2022-08-23",
"count": 1
},
{
"date": "2022-08-29",
"count": 1
},
{
"date": "2022-09-05",
"count": 1
},
{
"date": "2022-09-07",
"count": 1
},
{
"date": "2022-09-15",
"count": 2
},
{
"date": "2022-09-29",
"count": 1
},
{
"date": "2022-10-11",
"count": 1
},
{
"date": "2022-10-13",
"count": 1
},
{
"date": "2022-10-24",
"count": 1
},
{
"date": "2022-11-05",
"count": 1
},
{
"date": "2022-11-08",
"count": 1
},
{
"date": "2022-11-13",
"count": 1
},
{
"date": "2022-11-30",
"count": 1
},
{
"date": "2022-12-05",
"count": 1
},
{
"date": "2022-12-06",
"count": 1
},
{
"date": "2022-12-13",
"count": 1
},
{
"date": "2022-12-16",
"count": 1
},
{
"date": "2022-12-21",
"count": 2
},
{
"date": "2022-12-22",
"count": 1
},
{
"date": "2023-01-02",
"count": 1
},
{
"date": "2023-01-04",
"count": 1
},
{
"date": "2023-01-11",
"count": 1
},
{
"date": "2023-01-12",
"count": 1
},
{
"date": "2023-01-13",
"count": 2
},
{
"date": "2023-01-17",
"count": 1
},
{
"date": "2023-01-19",
"count": 2
},
{
"date": "2023-01-23",
"count": 2
},
{
"date": "2023-02-02",
"count": 1
},
{
"date": "2023-02-04",
"count": 1
},
{
"date": "2023-02-11",
"count": 1
},
{
"date": "2023-03-02",
"count": 2
},
{
"date": "2023-03-11",
"count": 1
},
{
"date": "2023-03-13",
"count": 2
},
{
"date": "2023-03-21",
"count": 1
},
{
"date": "2023-03-22",
"count": 2
},
{
"date": "2023-03-23",
"count": 1
},
{
"date": "2023-03-26",
"count": 1
},
{
"date": "2023-03-27",
"count": 1
},
{
"date": "2023-03-30",
"count": 1
},
{
"date": "2023-04-07",
"count": 2
},
{
"date": "2023-04-11",
"count": 2
},
{
"date": "2023-04-13",
"count": 2
},
{
"date": "2023-04-17",
"count": 1
},
{
"date": "2023-04-21",
"count": 1
},
{
"date": "2023-04-22",
"count": 1
},
{
"date": "2023-04-26",
"count": 1
},
{
"date": "2023-05-07",
"count": 1
},
{
"date": "2023-05-29",
"count": 1
},
{
"date": "2023-06-08",
"count": 1
},
{
"date": "2023-06-19",
"count": 1
},
{
"date": "2023-06-21",
"count": 1
},
{
"date": "2023-06-26",
"count": 1
},
{
"date": "2023-07-13",
"count": 1
},
{
"date": "2023-07-22",
"count": 1
},
{
"date": "2023-07-25",
"count": 1
},
{
"date": "2023-08-03",
"count": 1
},
{
"date": "2023-08-16",
"count": 1
},
{
"date": "2023-08-18",
"count": 1
},
{
"date": "2023-08-20",
"count": 1
},
{
"date": "2023-09-01",
"count": 1
},
{
"date": "2023-09-13",
"count": 1
},
{
"date": "2023-09-19",
"count": 1
},
{
"date": "2023-10-11",
"count": 1
},
{
"date": "2023-10-24",
"count": 1
},
{
"date": "2023-10-27",
"count": 1
},
{
"date": "2023-11-01",
"count": 1
},
{
"date": "2023-11-21",
"count": 2
},
{
"date": "2023-11-27",
"count": 1
},
{
"date": "2023-11-28",
"count": 1
},
{
"date": "2023-12-01",
"count": 1
},
{
"date": "2023-12-04",
"count": 1
},
{
"date": "2023-12-13",
"count": 3
},
{
"date": "2023-12-21",
"count": 1
},
{
"date": "2023-12-26",
"count": 1
},
{
"date": "2024-01-02",
"count": 1
},
{
"date": "2024-01-03",
"count": 1
},
{
"date": "2024-01-04",
"count": 1
},
{
"date": "2024-01-10",
"count": 1
},
{
"date": "2024-01-18",
"count": 2
},
{
"date": "2024-02-07",
"count": 1
},
{
"date": "2024-02-11",
"count": 1
},
{
"date": "2024-02-19",
"count": 2
},
{
"date": "2024-02-20",
"count": 1
},
{
"date": "2024-03-04",
"count": 1
},
{
"date": "2024-03-14",
"count": 1
},
{
"date": "2024-03-17",
"count": 1
},
{
"date": "2024-03-21",
"count": 1
},
{
"date": "2024-03-25",
"count": 1
},
{
"date": "2024-03-28",
"count": 1
},
{
"date": "2024-04-01",
"count": 2
},
{
"date": "2024-04-13",
"count": 1
},
{
"date": "2024-04-17",
"count": 1
},
{
"date": "2024-04-29",
"count": 1
},
{
"date": "2024-05-08",
"count": 1
},
{
"date": "2024-05-14",
"count": 1
},
{
"date": "2024-05-28",
"count": 1
},
{
"date": "2024-06-04",
"count": 1
},
{
"date": "2024-06-14",
"count": 1
},
{
"date": "2024-06-15",
"count": 1
},
{
"date": "2024-07-11",
"count": 1
},
{
"date": "2024-07-20",
"count": 1
},
{
"date": "2024-07-29",
"count": 1
},
{
"date": "2024-07-30",
"count": 1
},
{
"date": "2024-08-09",
"count": 1
},
{
"date": "2024-08-26",
"count": 1
},
{
"date": "2024-09-22",
"count": 1
},
{
"date": "2024-10-01",
"count": 1
},
{
"date": "2024-10-03",
"count": 1
},
{
"date": "2024-10-08",
"count": 1
},
{
"date": "2024-10-09",
"count": 1
},
{
"date": "2024-10-17",
"count": 1
},
{
"date": "2024-10-20",
"count": 1
},
{
"date": "2024-10-21",
"count": 1
},
{
"date": "2024-10-25",
"count": 1
},
{
"date": "2024-10-28",
"count": 1
},
{
"date": "2024-10-29",
"count": 3
},
{
"date": "2024-11-02",
"count": 1
},
{
"date": "2024-11-04",
"count": 1
},
{
"date": "2024-11-08",
"count": 1
},
{
"date": "2024-11-10",
"count": 1
},
{
"date": "2024-11-17",
"count": 1
},
{
"date": "2024-12-17",
"count": 2
},
{
"date": "2024-12-20",
"count": 1
},
{
"date": "2025-01-31",
"count": 1
},
{
"date": "2025-02-23",
"count": 1
},
{
"date": "2025-02-28",
"count": 1
},
{
"date": "2025-03-06",
"count": 1
},
{
"date": "2025-03-13",
"count": 1
},
{
"date": "2025-04-15",
"count": 1
},
{
"date": "2025-05-01",
"count": 1
},
{
"date": "2025-05-09",
"count": 1
},
{
"date": "2025-05-25",
"count": 1
},
{
"date": "2025-05-28",
"count": 1
},
{
"date": "2025-06-05",
"count": 1
},
{
"date": "2025-06-06",
"count": 1
},
{
"date": "2025-06-16",
"count": 1
},
{
"date": "2025-07-04",
"count": 1
},
{
"date": "2025-07-07",
"count": 1
},
{
"date": "2025-07-21",
"count": 1
},
{
"date": "2025-07-23",
"count": 1
},
{
"date": "2025-07-24",
"count": 1
},
{
"date": "2025-07-30",
"count": 1
},
{
"date": "2025-08-06",
"count": 1
},
{
"date": "2025-08-14",
"count": 1
},
{
"date": "2025-08-18",
"count": 1
},
{
"date": "2025-08-23",
"count": 1
},
{
"date": "2025-09-10",
"count": 1
},
{
"date": "2025-09-13",
"count": 1
},
{
"date": "2025-09-17",
"count": 1
},
{
"date": "2025-10-01",
"count": 1
},
{
"date": "2025-10-07",
"count": 1
},
{
"date": "2025-10-23",
"count": 1
},
{
"date": "2025-10-27",
"count": 1
},
{
"date": "2025-11-08",
"count": 1
},
{
"date": "2025-11-18",
"count": 1
},
{
"date": "2025-11-19",
"count": 1
},
{
"date": "2025-11-27",
"count": 1
},
{
"date": "2025-12-04",
"count": 1
},
{
"date": "2025-12-11",
"count": 1
},
{
"date": "2025-12-12",
"count": 1
},
{
"date": "2025-12-18",
"count": 1
},
{
"date": "2026-01-05",
"count": 1
},
{
"date": "2026-01-08",
"count": 1
},
{
"date": "2026-01-17",
"count": 1
},
{
"date": "2026-01-26",
"count": 1
},
{
"date": "2026-01-28",
"count": 1
},
{
"date": "2026-02-06",
"count": 2
},
{
"date": "2026-02-13",
"count": 1
},
{
"date": "2026-03-01",
"count": 2
},
{
"date": "2026-03-05",
"count": 1
},
{
"date": "2026-03-10",
"count": 1
},
{
"date": "2026-03-13",
"count": 1
},
{
"date": "2026-03-19",
"count": 1
},
{
"date": "2026-04-02",
"count": 1
},
{
"date": "2026-04-12",
"count": 2
},
{
"date": "2026-04-20",
"count": 1
},
{
"date": "2026-04-23",
"count": 1
},
{
"date": "2026-05-08",
"count": 1
},
{
"date": "2026-05-13",
"count": 1
},
{
"date": "2026-05-19",
"count": 1
},
{
"date": "2026-05-24",
"count": 1
},
{
"date": "2026-05-30",
"count": 1
},
{
"date": "2026-06-02",
"count": 1
},
{
"date": "2026-06-04",
"count": 1
},
{
"date": "2026-06-08",
"count": 1
},
{
"date": "2026-06-10",
"count": 2
},
{
"date": "2026-06-25",
"count": 1
},
{
"date": "2026-06-30",
"count": 1
},
{
"date": "2026-07-16",
"count": 1
}
],
"complete": true,
"collected": 380,
"total_forks": 383
},
"star_history": null,
"open_issues_and_prs": 83
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples",
"notebooks"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"examples/data/vonKarman_pod/pod_modes/makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 55722,
"source_files_sampled": 84,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 10,
"malicious_count": 0,
"assessed_package": "pypi:pysindy@2.1.0",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "scikit-learn",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.1, !=1.5.0, !=1.6.0, !=1.7.1"
},
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0"
},
{
"name": "derivative",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.6.2"
},
{
"name": "scipy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "typing_extensions",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "derivative",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scikit-learn",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": true,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 5,
"direct_count": 5,
"indirect_count": 0
}
},
"maintainership": {
"issues": {
"open_prs": 6,
"merged_prs": 172,
"open_issues": 77,
"closed_ratio": 0.814,
"closed_issues": 336,
"closed_unmerged_prs": 22
},
"bus_factor": 2,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "Jacob-Stevens-Haas",
"commits": 582,
"avatar_url": "https://avatars.githubusercontent.com/u/37048747?v=4"
},
{
"type": "User",
"login": "briandesilva",
"commits": 413,
"avatar_url": "https://avatars.githubusercontent.com/u/11828204?v=4"
},
{
"type": "User",
"login": "Ohjeah",
"commits": 230,
"avatar_url": "https://avatars.githubusercontent.com/u/5593968?v=4"
},
{
"type": "User",
"login": "znicolaou",
"commits": 143,
"avatar_url": "https://avatars.githubusercontent.com/u/31108210?v=4"
},
{
"type": "User",
"login": "kpchamp",
"commits": 120,
"avatar_url": "https://avatars.githubusercontent.com/u/15317282?v=4"
},
{
"type": "User",
"login": "akaptano",
"commits": 91,
"avatar_url": "https://avatars.githubusercontent.com/u/37751714?v=4"
},
{
"type": "User",
"login": "llfung",
"commits": 44,
"avatar_url": "https://avatars.githubusercontent.com/u/35137249?v=4"
},
{
"type": "User",
"login": "OliviaZ0826",
"commits": 31,
"avatar_url": "https://avatars.githubusercontent.com/u/97574797?v=4"
},
{
"type": "User",
"login": "MPeng5",
"commits": 23,
"avatar_url": "https://avatars.githubusercontent.com/u/106420022?v=4"
},
{
"type": "User",
"login": "brianhjh",
"commits": 17,
"avatar_url": "https://avatars.githubusercontent.com/u/79971906?v=4"
}
],
"contributors_sampled": 26,
"top_contributor_share": 0.329
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"draft-pdf.yml",
"main-to-master.yml",
"main.yml",
"notebooks.yml",
"notify-experiments.yml",
"release.yml"
],
"has_docs_dir": true,
"linter_configs": [
".flake8"
],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 0,
"reason": "binaries present in source code",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 3,
"reason": "branch protection is not maximal on development and all release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "2 out of 2 merged PRs checked by a CI test -- score normalized to 10",
"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 13 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 9,
"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": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 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": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "c4421fcec275c8f4cc5c1e93bebb961b212067ae",
"ran_at": "2026-07-25T13:53:15Z",
"aggregate_score": 4.8,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-21T12:29:43Z",
"oldest_open_prs": [
{
"number": 605,
"created_at": "2025-02-23T15:57:31Z",
"last_comment_at": "2025-04-04T18:25:42Z",
"last_comment_author": "Jacob-Stevens-Haas"
},
{
"number": 658,
"created_at": "2025-11-08T17:01:12Z",
"last_comment_at": "2025-12-08T04:42:11Z",
"last_comment_author": "Jacob-Stevens-Haas"
},
{
"number": 662,
"created_at": "2025-12-05T11:06:41Z",
"last_comment_at": "2026-01-22T20:50:47Z",
"last_comment_author": "Jacob-Stevens-Haas"
},
{
"number": 669,
"created_at": "2026-01-02T19:10:04Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 691,
"created_at": "2026-06-10T21:22:14Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 692,
"created_at": "2026-07-16T12:10:05Z",
"last_comment_at": null,
"last_comment_author": null
}
],
"last_merged_pr_at": "2026-03-24T21:53:52Z",
"ci_last_conclusion": "FAILURE",
"oldest_open_issues": [
{
"number": 89,
"created_at": "2020-09-10T13:37:26Z",
"last_comment_at": "2024-12-01T20:18:48Z",
"last_comment_author": "elise1993"
},
{
"number": 110,
"created_at": "2021-06-05T19:52:36Z",
"last_comment_at": "2023-11-03T10:25:38Z",
"last_comment_author": "Jacob-Stevens-Haas"
},
{
"number": 162,
"created_at": "2022-02-10T06:05:34Z",
"last_comment_at": "2022-02-10T18:45:36Z",
"last_comment_author": "akaptano"
},
{
"number": 192,
"created_at": "2022-06-03T03:28:13Z",
"last_comment_at": "2022-06-22T17:02:59Z",
"last_comment_author": "akaptano"
},
{
"number": 197,
"created_at": "2022-06-09T17:43:14Z",
"last_comment_at": "2022-06-09T20:26:36Z",
"last_comment_author": "buathukorala"
},
{
"number": 211,
"created_at": "2022-06-21T19:30:33Z",
"last_comment_at": "2022-08-13T21:32:32Z",
"last_comment_author": "akaptano"
},
{
"number": 222,
"created_at": "2022-07-01T06:02:53Z",
"last_comment_at": "2022-07-01T19:12:35Z",
"last_comment_author": "Jacob-Stevens-Haas"
},
{
"number": 240,
"created_at": "2022-08-05T13:40:51Z",
"last_comment_at": "2025-11-09T20:10:19Z",
"last_comment_author": "Jacob-Stevens-Haas"
},
{
"number": 242,
"created_at": "2022-08-09T20:44:13Z",
"last_comment_at": "2022-08-13T21:28:58Z",
"last_comment_author": "akaptano"
},
{
"number": 243,
"created_at": "2022-08-11T16:43:41Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 245,
"created_at": "2022-08-13T21:48:18Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 267,
"created_at": "2022-12-05T20:55:36Z",
"last_comment_at": "2024-07-17T21:05:50Z",
"last_comment_author": "Jacob-Stevens-Haas"
},
{
"number": 317,
"created_at": "2023-04-24T19:07:22Z",
"last_comment_at": "2023-04-24T21:09:43Z",
"last_comment_author": "akaptano"
},
{
"number": 322,
"created_at": "2023-04-26T09:32:11Z",
"last_comment_at": "2023-05-20T16:02:25Z",
"last_comment_author": "Jacob-Stevens-Haas"
},
{
"number": 349,
"created_at": "2023-06-21T22:21:27Z",
"last_comment_at": "2023-06-26T16:46:34Z",
"last_comment_author": "akaptano"
},
{
"number": 351,
"created_at": "2023-06-26T19:24:44Z",
"last_comment_at": "2025-11-18T20:00:28Z",
"last_comment_author": "Jacob-Stevens-Haas"
},
{
"number": 360,
"created_at": "2023-07-04T20:37:06Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 361,
"created_at": "2023-07-04T21:04:48Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 372,
"created_at": "2023-07-11T08:17:46Z",
"last_comment_at": "2024-07-17T18:45:52Z",
"last_comment_author": "Jacob-Stevens-Haas"
},
{
"number": 379,
"created_at": "2023-07-29T18:34:19Z",
"last_comment_at": "2025-11-09T20:11:41Z",
"last_comment_author": "Jacob-Stevens-Haas"
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/dynamicslab/pysindy",
"host": "github.com",
"name": "pysindy",
"owner": "dynamicslab"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 73,
"inputs": {
"security": 58,
"vitality": 58,
"community": 75,
"governance": 78,
"engineering": 92
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "moderate",
"name": "Vitality",
"value": 58,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"commits_last_year": 148,
"human_commit_share": 1,
"days_since_last_push": 44,
"active_weeks_last_year": 28
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 44 days ago",
"points": 18,
"status": "partial",
"details": [
{
"code": "push_recency",
"params": {
"days": 44
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "28/52 weeks with commits",
"points": 19.4,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 28
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "148 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 148
}
}
],
"max_points": 18
},
{
"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": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "moderate",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 62,
"inputs": {
"releases_count": 39,
"latest_release_tag": "v2.1.0",
"releases_from_tags": false,
"days_since_latest_release": 197,
"mean_days_between_releases": 141.6
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "39 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 39
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 197 days ago",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "release_recency",
"params": {
"days": 197
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~141.6 days",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 141.6
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 122,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 122 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 122
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 75,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "good",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 83,
"inputs": {
"forks": 383,
"stars": 1869,
"watchers": 32,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "1,869 stars",
"points": 53.1,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 1869
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "383 forks",
"points": 21.5,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 383
}
}
],
"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": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 64,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "license file present, not a recognized license",
"points": 16.9,
"status": "partial",
"details": [
{
"code": "license_custom",
"params": {}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "good",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 77,
"inputs": {
"packages": [
"pysindy"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 43784
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "43,784 downloads/month across pypi",
"points": 61.9,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 43784,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 78,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 64,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 26,
"top_contributor_share": 0.329
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 33% of commits",
"points": 15.1,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 33
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "26 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 26
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 13 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "excellent",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 87,
"inputs": {
"merged_prs": 172,
"open_issues": 77,
"closed_issues": 336,
"issue_closed_ratio": 0.814,
"closed_unmerged_prs": 22
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "81% of issues closed",
"points": 38.1,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 81
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "172/194 decided PRs merged",
"points": 33.9,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 172,
"decided": 194
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "all changesets reviewed",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 74,
"inputs": {
"followers": 1431,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "dynamicslab",
"public_repos": 20,
"account_age_days": 2384
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "1,431 followers of dynamicslab",
"points": 22.7,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 1431,
"login": "dynamicslab"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "20 public repos, account ~6 yr old",
"points": 21.6,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 20
}
},
{
"code": "account_age_years",
"params": {
"years": 6
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 91,
"inputs": {
"packages": [
"pysindy"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 197
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 197 days ago",
"points": 26,
"status": "partial",
"details": [
{
"code": "publish_recency",
"params": {
"days": 197
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "38 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 38
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 92,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "6 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 6
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": ".flake8",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".flake8"
}
}
],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "2 out of 2 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"dynamical-systems",
"machine-learning",
"sparse-regression",
"model-discovery",
"system-identification",
"nonlinear-dynamics"
],
"has_wiki": false,
"homepage": "https://pysindy.readthedocs.io/en/latest/",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://pysindy.readthedocs.io/en/latest/",
"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": "6 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 6
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 58,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 48,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 4.8
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "binaries present in source code",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "2 out of 2 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"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 13 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.2,
"status": "partial",
"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 detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file 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": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"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:pysindy@2.1.0 runtime dependency closure — what installing the published package pulls in — 10 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:pysindy@2.1.0",
"assessed": 10
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 10,
"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": 10,
"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": 5
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 44,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 17,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.32,
"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": "32 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 17.1,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 32,
"sampled": 100
}
}
],
"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": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"examples/data/vonKarman_pod/pod_modes/makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.06,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "examples/data/vonKarman_pod/pod_modes/makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples/data/vonKarman_pod/pod_modes/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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "6 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 6,
"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": "Python",
"largest_source_bytes": 55722,
"source_files_sampled": 84,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/84 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 84,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-25T13:53:48.949715Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dynamicslab/pysindy.svg",
"full_name": "dynamicslab/pysindy",
"license_state": "custom",
"license_spdx": null
}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 v0.27.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.