mmschlk / shapiq

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.

Кожна точка охоплює 3 днів.

Повний розв'язаний набір залежностей із графа залежностей GitHub: 11 прямих і 259 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

Встановлення pypi:shapiq@1.6.0 тягне 25 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.

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        "python",
        "feature-interactions",
        "explainability",
        "interpretability",
        "machine-learning",
        "shap",
        "shapley",
        "shapiq",
        "shapley-interactions",
        "banzhaf-index",
        "explainable-ai",
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      "pushed_at": "2026-07-24T20:12:29Z",
      "created_at": "2023-10-17T14:44:07Z",
      "owner_type": "User",
      "updated_at": "2026-07-25T16:09:44Z",
      "description": "Shapley Interactions and Shapley Values for Machine Learning",
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          "published_at": "2026-05-30T16:56:28Z"
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          "published_at": "2024-03-20T15:37:48Z"
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          "tag": "v.0.0.5-alpha",
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          "published_at": "2024-03-18T14:23:51Z"
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          "kind": "other",
          "published_at": "2023-11-29T16:27:39Z"
        },
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          "tag": "v0.0.3-alpha",
          "kind": "prerelease",
          "published_at": "2023-11-17T20:05:03Z"
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          "kind": "prerelease",
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      "recent_commits": [
        {
          "oid": "12ec2878fb61b94c01a8c1260a18108eac165538",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.14.0 to 1.14.1.\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.14.0...v1.14.1)\n\n---\nupdated-dependencies:\n- dep\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.14.0 to 1.14.1 (#568)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-21T14:14:31Z",
          "body_truncated": true,
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        },
        {
          "oid": "a063be3056a480333281b13998d36107a4527329",
          "body": "* Prepare v1.6.0 changelog (2026-07-06)\n\nTurn the Unreleased section into the dated v1.6.0 release entry. The two\nheadline features are the OddSHAP (#522) and ShaplEIG (#548) approximators,\neach with a dedicated \"Introducing\" subsection and preprint link. Also\ndocuments the new shapiq_benchmark pack\n[…]\nach, and drop\na couple of redundant test comments. No behavior change.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Maximilian Muschalik <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Prepare v1.6.0 changelog (2026-07-06) (#563)",
          "author_name": "Maximilian",
          "author_login": "mmschlk",
          "committed_at": "2026-07-06T07:49:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "32ecc577f85d61b6c716fcb91b48d77d9755f4b4",
          "body": "* expanded regression support to individuals. Minimum budget for OddSHAP is now interaction_factor compared with previous interaction_factor*n\n\n* improved documentation\n\n* fix CI: remove unused import and fix docstring RST errors\n\n- Remove unused `scipy.linalg` import (ruff F401) that failed the\n  c\n[…]\nproximate() actually uses,\n  checking w(S) == w(S^c) for sampled complementary pairs and paired-vs-unpaired\n  lstsq equivalence.\n\n---------\n\nCo-authored-by: Maximilian <maximilian.muschalik@gmail.com>",
          "is_bot": false,
          "headline": "Oddshap improvements (#560)",
          "author_name": "Fabian Fumagalli",
          "author_login": "FFmgll",
          "committed_at": "2026-07-03T14:59:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7e7ade2d47c9389475810f269ee1b3f657a4206c",
          "body": "* push oddshap approximator\n\n* cleanup\n\n* Add ProxySPEX adapter helpers for OddSHAP\n\nTwo free-function helpers used inside OddSHAP.approximate:\n\n- lgboost_to_fourier(model_dict): converts a fitted LightGBM model\n  to its aggregated Fourier representation via per-tree DFS recursion\n  (Gorji et al., a\n[…]\nmatting\n\n---------\n\nCo-authored-by: YUANLUO WU <yuanluowu@gmail.com>\nCo-authored-by: Yuanluo Wu <141587731+42logos@users.noreply.github.com>\nCo-authored-by: Maximilian <maximilian.muschalik@gmail.com>",
          "is_bot": false,
          "headline": "OddSHAP approximator (#522)",
          "author_name": "Sara Nerinje",
          "author_login": "Sara-ne",
          "committed_at": "2026-07-02T09:34:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e06eaa9c99f7466aba29a3682013d78bb5133f6e",
          "body": "* dump benchmark\n\n* dump\n\n* add IntBench to instantiate a benchmark with either strings or objects\n\n* add draft for benchmark structure\n\n* update computers\n\n* add metrics\n\n* add benchmark for image and tabpfn\n\nCo-authored-by: Copilot <copilot@github.com>\n\n* fix structure for ty\n\nCo-authored-by: Copi\n[…]\ne.py\n\n* fix base.py\n\n---------\n\nCo-authored-by: Advueu963 <S.Thies@campus.lmu.de>\nCo-authored-by: Copilot <copilot@github.com>\nCo-authored-by: Santo Thies <49311372+Advueu963@users.noreply.github.com>",
          "is_bot": false,
          "headline": "shapiq Benchmark (#521)",
          "author_name": "Isabell Hans",
          "author_login": "IsaH57",
          "committed_at": "2026-06-30T16:17:29Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1db10aff161cc2021ff6552e0178fa5297c99ffc",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 6 to 7 (#555)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-30T15:10:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2363d71009bb31564ef60cc88cdd8ff07af0995b",
          "body": "* fix: include nn modules in explainer package\n\n* chore: gitignore gen_modules from sphinx",
          "is_bot": false,
          "headline": "Include KNN explainers in the docs (#558)",
          "author_name": "Mathis Weber",
          "author_login": "Zaphoood",
          "committed_at": "2026-06-30T12:18:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "66f44e0b9809034d73e43cdbd56b164eead305ea",
          "body": "* Add ShaplEIG: Bayesian experimental design approximator for Shapley values\n\nShaplEIG fits a Gaussian process surrogate with a weighted Hamming product\nkernel on queried coalition values and sequentially selects coalitions by\nmaximizing the closed-form expected information gain about the Shapley\nva\n[…]\nfit cost note, max_candidates-vs-budget guidance\n\n* Address maintainer review: float64 guard, bib citation, :math: docstrings\n\n* Minor fix\n\n---------\n\nCo-authored-by: Advueu963 <S.Thies@campus.lmu.de>",
          "is_bot": false,
          "headline": "Add ShaplEIG: Bayesian experimental design approximator (#548)",
          "author_name": "david-rundel",
          "author_login": "david-rundel",
          "committed_at": "2026-06-15T13:35:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1b8b64339e9e4238ec79c1cdd349f967b4b0301a",
          "body": "…ncreasing shapiq robustness against huge feature counts (#539)\n\n* Add Linear and sklearn HPO support for ProxySHAP.\n\n* False initialize dict in ProxySPEX\n\n* Add ProxySHAP and ProxySPEX into the explainer\n\n* Update shapiq_games to work with baseline imputation\n\n* Update ProxySHAP alignment bug\n\n* Ad\n[…]\natboost and smac to proxy extra\n\n* Update changelog\n\n* addressing PR comments\n\n* addressing the PR comments.\n\n* improving typing\n\n---------\n\nCo-authored-by: Maximilian <maximilian.muschalik@gmail.com>",
          "is_bot": false,
          "headline": "Improving ProxySHAP, additional Approximators for TabularExplainer, i…",
          "author_name": "Santo Thies",
          "author_login": "Advueu963",
          "committed_at": "2026-06-12T21:41:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2edc7474de8d80fd3c86ac515fe59881e394d696",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 6 to 7.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/compare/v\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 6 to 7 (#541)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-10T06:11:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "756a2e6467307646d052639ef5522baaf5bc8e2a",
          "body": "* fix macos wheel packaging\n\n* activate wheel build on PR\n\n* Add ChangeLog Entry\n\n* Remove wheel building when PR are created.\n\n* Remove verbose comments",
          "is_bot": false,
          "headline": "Fixing wheel packaging (#535)",
          "author_name": "Santo Thies",
          "author_login": "Advueu963",
          "committed_at": "2026-05-30T14:39:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c66e168aeeec1b32780a209cfc6d2c64db4af633",
          "body": "… (#532)\n\n* fix(InteractionValues): skip dense lookup build for sparse-dict input\n\n* Add Changelog. Refactor to use shallow copy of dict instead of deep copy. Sufficient as dict contains only immutable data.\n\n---------\n\nCo-authored-by: Maximilian <maximilian.muschalik@gmail.com>\nCo-authored-by: Advueu963 <S.Thies@campus.lmu.de>",
          "is_bot": false,
          "headline": "fix(InteractionValues): skip dense lookup build for sparse-dict input…",
          "author_name": "Yuanluo Wu",
          "author_login": "42logos",
          "committed_at": "2026-05-29T09:28:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33de51ec3bbe4b5c0780ffa27430c375dc3f7804",
          "body": null,
          "is_bot": false,
          "headline": "Update Read the Docs configuration for environment setup",
          "author_name": "Maximilian",
          "author_login": "mmschlk",
          "committed_at": "2026-05-29T08:45:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e9016cc0042d6027446bae86217d10792db7f464",
          "body": "Updated the release date for version 1.5.0 in the changelog.",
          "is_bot": false,
          "headline": "Change release date for v1.5.0 to 2026-05-29",
          "author_name": "Maximilian",
          "author_login": "mmschlk",
          "committed_at": "2026-05-29T08:27:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "861feca5ede56a4659b982cf2a7be6abbdf72add",
          "body": "* Add scatter_plot for InteractionValues (#418)\n\nIntroduces shapiq.scatter_plot, a SHAP-style scatter (dependence) plot that\nworks for both first-order Shapley values and higher-order interactions. For\nhigher-order interactions the x-axis is restricted to a single feature in the\ninteraction tuple (d\n[…]\nthe scatter (zorder=-2),\nmatching the requested \"fancy x-axis\" look.\n\n---------\n\nSigned-off-by: Maximilian <maximilian.muschalik@gmail.com>\nCo-authored-by: Maximilian Muschalik <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add scatter plot visualization for interaction values (#516)",
          "author_name": "Maximilian",
          "author_login": "mmschlk",
          "committed_at": "2026-05-29T08:26:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a2ed6104127c1b1382b7375ccbc41b995e25602d",
          "body": "* made SV default\n\nSigned-off-by: Maximilian <maximilian.muschalik@gmail.com>\n\n* added changes to CHANGELOG.md\n\nSigned-off-by: Maximilian <maximilian.muschalik@gmail.com>\n\n---------\n\nSigned-off-by: Maximilian <maximilian.muschalik@gmail.com>",
          "is_bot": false,
          "headline": "Make SV default. (#530)",
          "author_name": "Maximilian",
          "author_login": "mmschlk",
          "committed_at": "2026-05-27T09:19:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "57c254b0486e5104fb67bca998a86759a201e990",
          "body": "* Rework ProxySPEX into proxy module. Rework Spex in spex module.\n\n* add entry to changelog\n\n* Added import error in sparse if necessary modules not installed\n\n* Added --all-extras to uv for CI\n\n* Make spex and proxy module really optionally throughout shapiq library.\n\n* fix ruff errors\n\n* Improved \n[…]\narnings\n\n* revert build on pull request. Everything seems to work\n\n* Making approximators more consistent with index and max_order usage.\n\n* Using class stubs for import errors\n\n* fixing typing errors",
          "is_bot": false,
          "headline": "Rework ProxySPEX into proxy module. Rework Spex in spex module. (#529)",
          "author_name": "Santo Thies",
          "author_login": "Advueu963",
          "committed_at": "2026-05-26T10:43:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "af6d6860ef22d14f2b2b991a9c45d4aa31e1e2a5",
          "body": null,
          "is_bot": false,
          "headline": "Build macOS wheels on macos-14 with matching deployment target (#528)",
          "author_name": "Maximilian",
          "author_login": "mmschlk",
          "committed_at": "2026-05-22T15:34:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82cf38012cece5c9fa0d4dac3125a24d1eb81265",
          "body": "* Build arm64-only macOS wheels and document Intel macOS drop\n\nnumba and llvmlite no longer publish x86_64 macOS wheels, so cross-built\nx86_64 macOS wheels fail their dependency install and Intel macOS is\nunsupported by the dependency stack regardless. Builds only arm64 macOS\nwheels and records the \n[…]\nst followed by version,\ndeprecations, docs, performance, and bugfixes.\n\nhttps://claude.ai/code/session_01RCKu4WHLMCURedkBzRvc1J\n\n---------\n\nCo-authored-by: Maximilian Muschalik <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Reorganize v1.5.0 changelog and drop Intel macOS support (#527)",
          "author_name": "Maximilian",
          "author_login": "mmschlk",
          "committed_at": "2026-05-22T15:17:41Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "83324b92e6c285f52cf1265bd084c9f99bc6f613",
          "body": "The macos-13 hosted runner has been retired by GitHub, so wheel build\njobs requesting it queue indefinitely and block the release. The ARM\nmacos-latest runner now cross-builds both arm64 and x86_64 macOS wheels,\nkeeping Intel-Mac coverage with a single runner.\n\nhttps://claude.ai/code/session_01RCKu4WHLMCURedkBzRvc1J\n\nCo-authored-by: Maximilian Muschalik <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Drop retired macos-13 runner from wheel build matrix (#526)",
          "author_name": "Maximilian",
          "author_login": "mmschlk",
          "committed_at": "2026-05-22T15:07:06Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
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          "body": "Signed-off-by: Maximilian <maximilian.muschalik@gmail.com>",
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            "note": null,
            "notes": [],
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            "inputs": {
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        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
        "key": "governance",
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        "name": "Sustainability & Governance",
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        "metrics": [
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                "key": "bus_factor",
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                "key": "commit_distribution",
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                    "code": "top_contributor_share",
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                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
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            "key": "responsiveness",
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            "notes": [],
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            "inputs": {
              "merged_prs": 252,
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                "key": "issue_resolution",
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                "detail": "90% of issues closed",
                "points": 42.2,
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                    "code": "issues_closed_share",
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                      "share": 90
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                "max_points": 46.75
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                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "252/301 decided PRs merged",
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                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
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                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 20/26 approved changesets -- score normalized to 7",
                "points": 10.5,
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            ]
          },
          {
            "key": "stewardship",
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            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
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              {
                "code": "weights_renormalized",
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            "value": 53,
            "inputs": {
              "followers": 55,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "mmschlk",
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              "account_age_days": 2809
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
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                ],
                "max_points": 20
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              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "55 followers of mmschlk",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 55,
                      "login": "mmschlk"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "11 public repos, account ~7 yr old",
                "points": 19.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 11
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                  },
                  {
                    "code": "account_age_years",
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                      "years": 7
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                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
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            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              "ecosystems": "pypi",
              "any_deprecated": false,
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                "key": "published_resolvable",
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                "detail": "1 package(s) on pypi",
                "points": 25,
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                "name": "Publish recency",
                "detail": "latest publish 20 days ago",
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                "max_points": 35
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                "key": "version_history",
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                "points": 20,
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                "details": [
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                ],
                "max_points": 20
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                "key": "not_deprecated",
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                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
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        "name": "Engineering Quality",
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        "weight": 0.2,
        "metrics": [
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                "key": "ci_workflows",
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              {
                "key": "linter_config",
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              {
                "key": "editorconfig",
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              },
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          },
          {
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            "notes": [],
            "value": 100,
            "inputs": {
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              {
                "key": "documentation_homepage_site",
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            ]
          }
        ],
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                "points": 0,
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              },
              {
                "key": "code_review",
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                "status": "partial",
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 10 contributing companies or organizations",
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                "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": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "24 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
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              {
                "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": "77 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:shapiq@1.6.0 runtime dependency closure — what installing the published package pulls in — 25 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
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