pik-copan / pyunicorn

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 11 днів.

Повний розв'язаний набір залежностей із графа залежностей GitHub: 5 прямих і 19 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

Звірка сповіщень не відбулася для цього звіту: No resolved dependencies carried a version and a supported ecosystem

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          "headline": "CI: Update config",
          "author_name": "ntfrgl",
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          "headline": "Merge pull request #253 from pik-copan/252-caching-update",
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          "headline": "MAINT: Simplify 62b7730 (#252)",
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          "headline": "TST: temporarily skip `TestMapPlot.test_plot()` (#251)",
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          "is_bot": false,
          "headline": "TST: add tests for `nsi_betweenness()` on directed networks",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-10-12T13:13:55Z",
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          "is_coding_agent": false
        },
        {
          "oid": "20239d2f9b0258b9969ee411d844994eb2edda06",
          "body": "- take directedness into account when asserting dimensional\n  consistency of `flat_neighbors` (fixup 9cbc0bc)\n- take directedness into account when calculating shortest paths\n  and indexing nodes' predecessors. therefore need to pass both\n  in- and outdegree to `_ext.numerics._nsi_betweenness()`.\n- keep computation times minimal on undirected networks by\n  using same indexation then. therefore need to also pass\n  `self.directed` to `_ext.numerics._nsi_betweenness()`.\n- related: #248",
          "is_bot": false,
          "headline": "BUG/ENH: fix `nsi_betweenness()` for directed networks (#142)",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-10-12T11:53:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23b096dfd12ebaa42a02b966e3212081d668b8a9",
          "body": "- for the incorporation of edge weights/link lengths",
          "is_bot": false,
          "headline": "ENH: add `link_attribute` argument to `Network.betweenness()`",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-09-07T10:31:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "49b11b182e0a1bc325a897dacd82c97f9de5615b",
          "body": "DOC: fixed typo and TOC error in API documentation\n\n&\n\nCI: remove macOS builds\n- as are unfortunately no longer supported by Travis\n- see https://docs.travis-ci.com/user/reference/osx/ for reference",
          "is_bot": false,
          "headline": "Merge pull request #246 from pik-copan/fix-minor-apidoc-typos",
          "author_name": "Fritz Kühlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-08-26T12:22:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1a7973b247fd2b71315ca65a7773a8807c58959c",
          "body": "- as are unfortunately no longer supported by Travis\n- see https://docs.travis-ci.com/user/reference/osx/ for reference",
          "is_bot": false,
          "headline": "CI: remove macOS builds",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-08-26T10:26:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e0a190fbd37facbf4c558b623cfad672f347cebf",
          "body": null,
          "is_bot": false,
          "headline": "DOC: fixed typo and TOC error in API documentation",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-08-26T10:02:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9835ec4e0d3522b893a512d3e8831aefdf856be0",
          "body": null,
          "is_bot": false,
          "headline": "MAINT: update  `CHANGELOG.rst` and bump version",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-03-03T17:28:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8d6bf60e11e1005b8b45f0268c704d2f942286f1",
          "body": "- by validating it with cffconvert",
          "is_bot": false,
          "headline": "MAINT: fix CITATION.cff",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-03-03T17:26:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98131faaf476625ca0209b9731808ea8d5364902",
          "body": "- for release of v0.8.1",
          "is_bot": false,
          "headline": "MAINT: Update version",
          "author_name": "Fritz Kühlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-03-03T15:09:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86596dc754cd95062b40230f4f74ddcaf6345561",
          "body": "- for release of v0.8.1",
          "is_bot": false,
          "headline": "MAINT: Update CHANGELOG.rst",
          "author_name": "Fritz Kühlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-03-03T15:07:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "73435e42cda3b24e2f50b90aebf7b2b984040c58",
          "body": "- fix bugs in parallelized `Network` methods:\n  - fix use of mpi.submit_call()\n  - fix calculation of how many parts the\n    outer loop is split into\n  - namely in: nsi_arenas_betweenness,\n    newman_betweenness, nsi_newman_betweenness\n  - blame 66593b0, 3dab5bf\n- fixup overflow for large networks in `Network.BarabasiAlbert`\n  and add simple test (although not exposing above case as would\n  take too much resources)\n- fixup 0fbabd4: adapt `utils.mpi` examples to changed API",
          "is_bot": false,
          "headline": "BUG: fix parallel code and MPI examples (#242)",
          "author_name": "Fritz Kühlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-03-03T14:39:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b48595aa4aeedca0ad93e993bea9d5254780ddd",
          "body": "- had put unallowed comments in the travis.yml before",
          "is_bot": false,
          "headline": "CI: fixup 3c233c8 (2)",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-02-13T17:57:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d95b2ace932b58fce8cdf117f04ac5bdd36cd4b",
          "body": "- didn't trigger build, probably due to\n  account settings on my behalf",
          "is_bot": false,
          "headline": "CI: fixup 3c233c8",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-02-13T16:02:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c233c8a71f576a0dbcc523f3304e374f6ca6bed",
          "body": "- hardcode `python313` here, as apparently is\n  otherwise not yet available via choco",
          "is_bot": false,
          "headline": "CI: Fix windows build for `python=3.13`",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-02-13T15:54:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5cbe4c13e6f1a4bdb6088008f08500b0f79dcee",
          "body": null,
          "is_bot": false,
          "headline": "MAINT: call `tools/update-copyright`",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-01-31T17:27:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1bfd5d2e9f89517326ee034cf9b8ed7b31d4f078",
          "body": "- and remove python=3.8",
          "is_bot": false,
          "headline": "MAINT: add python=3.13 support",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-01-30T17:01:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b756ca92402fd6d3bb1ed35f4aa1e0bda1726117",
          "body": "- \"too-many-positional-arguments\"\n- or resolve in case of test_event_series.py,\n  where downstream use-cases are foreseeable",
          "is_bot": false,
          "headline": "LINT: locally disable pylint R0917",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2025-01-30T16:55:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1bf45cab625fa3cc4344e4f24005974fa144d325",
          "body": "- fixup c54102e",
          "is_bot": false,
          "headline": "Update MANIFEST.in",
          "author_name": "Fritz Kühlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-09-11T11:40:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b834edf4c4fb0ad274d937d1e6197df67cf3ac9",
          "body": "- remove reserved Zenodo DOI as a new one\r\n  will be registered automatically when a new\r\n  release is issued via GitHub. This happens \r\n  thanks to the GitHub-integrated Zenodo badge,\r\n  which has been added as of 1f7e962.",
          "is_bot": false,
          "headline": "Update CITATION.cff",
          "author_name": "Fritz Kühlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-09-11T11:16:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e79ad89503055ef9d619a659519e6f89cabfcebf",
          "body": null,
          "is_bot": false,
          "headline": "DOC: fixup  1f7e962",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-09-11T08:48:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f7e9623d1a81702dac452899bddabbf3c1d9fb1",
          "body": "- add PyPI, Python and Zenodo badges\n- remove promise of mailing list",
          "is_bot": false,
          "headline": "DOC:  update `README.rst`",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-09-11T08:28:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce63b18c8e3c003965a739dd4045ca5788ee5080",
          "body": "- updated CHANGELOG.rst and CONTRIBUTIONS.rst\n- added CITATION.cff\n- bump version to 0.8.0",
          "is_bot": false,
          "headline": "DOC: update package referencing and bump version",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-09-10T15:34:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c2a6a536cb44e5c9d15b36e886b8dc8167193be",
          "body": "MNT: clean up untested code",
          "is_bot": false,
          "headline": "Merge pull request #239 from pik-copan/40-code-cleanup",
          "author_name": "Fritz Kühlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-09-10T14:27:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a8b1400411d34e92ee1452b11ee44986e85e57f",
          "body": "- remove experimental or faulty methods to streamline package:\n  - `Network`\n    - `GrowPreferentially{_old}()`\n       (including respective tests, resolving #229)\n    - `do_nsi_pca_clustering()`\n    - `do_nsi_clustering()`\n    - `do_nsi_hamming_clustering()`\n       (including respective C/Cython helper methods)\n  - `GeoNetwork`\n    - `shuffled_by_distance_copy()`\n    - `nsi_connected_hamming_cluster_tree()`\n    - `boundary()` (resolving #33)\n  - `utils.Navigator`\n\n- related issue: #40",
          "is_bot": false,
          "headline": "MNT: clean up untested code",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-09-10T13:34:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb5b3d27e811ef19a0031b9bfa624df32247fcfb",
          "body": "MAINT: extend caching and review `Surrogates` API",
          "is_bot": false,
          "headline": "Merge pull request #236 from pik-copan/222-caching",
          "author_name": "Fritz Kühlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-09-10T12:47:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10e33f49e462183d9507f2859a5550efcf85c28e",
          "body": "CI: fix windows build",
          "is_bot": false,
          "headline": "Merge pull request #237 from pik-copan/fix-windows-build",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-09-05T13:41:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a779cf2c3499e9ec40a59e95fbcab174ddfa9e9a",
          "body": "- fix copyright sign",
          "is_bot": false,
          "headline": "Update CONTRIBUTIONS.rst",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-09-04T15:06:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b8c0672b5de25ebeb1c3be58a771743288560f7f",
          "body": "- try 1: specify pip version by using `python -m pip` as\n  that appears to run fine in line 114 of the `.travis.yml`",
          "is_bot": false,
          "headline": "CI: fix windows build",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-08-31T13:39:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b78ef4a34293706d50dbd0978eb1c873d46e71af",
          "body": "- refer to Tutorials and add optional dependency\r\n- link to new tutorial notebook directory, wich was changed as of c54102e",
          "is_bot": false,
          "headline": "Update README.rst",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-08-20T09:34:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "01b71c913f2a72056b35456b3ac30adf75180796",
          "body": "Extend caching according to 93ab748 to\n- `RecurrenceNetwork` and child classes\n- `Surrogates`\n\nReview API of `Surrogates` to enable caching and reduce redundancy\n- remove unhashable argument `original_data` in surrogate methods,\n  use respective attribute\n- make embedding a property as in `Recurrenc\n[…]\nith regular method `normalize_original_data()` with same functionality\n- add attributes `self.N`, `self.n_time`\n- adapt tests, implement additional tests\n\nResolve and re-enable pylint flag `no-member`",
          "is_bot": false,
          "headline": "MAINT: extend caching and review `Surrogates` API",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-08-13T09:37:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0dd133c59da252b8c0e0e17f82290881508d0274",
          "body": "- in `conf.py`, as sphinx's default path should do\n- hopefully resolving problems with\n  rendering math in tutorial notebooks on website",
          "is_bot": false,
          "headline": "MAINT: remove outdated `mathjax_path`",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-08-11T14:10:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a53b987f3d639a0624e05f5a2ac025a9c20e36a6",
          "body": "Ensure Numpy 2.0 support",
          "is_bot": false,
          "headline": "Merge pull request #234 from pik-copan/228-numpy-2_0",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-07-15T14:28:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8aed808d2a3b04f2b6dd9124317b58b9be6aa37",
          "body": "- consistently use type aliases to avoid buffer dtype mismatches\n- hope to fix failed windows build",
          "is_bot": false,
          "headline": "MAINT: fix typing in `core._ext.numerics` (#228)",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-07-15T09:44:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0f69388a8414b7e63facb0caf35183cfcf61bd0",
          "body": "This reverts commit 4b7fd11bdaec66a9df11f246c942cfbe73988af9.",
          "is_bot": false,
          "headline": "Revert \"MAINT: do not use numpy 2.0\"",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-07-14T19:23:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c6bcc9c2761b5165fd53e2956a09d385bc31b0c",
          "body": "STY: clean up `flake8` configuration",
          "is_bot": false,
          "headline": "Merge pull request #233 from pik-copan/196-review_linting",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-07-04T12:18:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d072998bdea25399e32f02c7fa81790f583cda34",
          "body": "- remove unnecessary extend-ignore\n- correct per-file-ignores\n- avoid single case of unused variable in `utils.navigator`",
          "is_bot": false,
          "headline": "STY: clean up `flake8` configuration",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-07-04T10:39:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff775ea955ac9a58ec17bff7b684d69f1972d913",
          "body": "DOC: add `EventSeriesClimateNetwork` to API docs (#220)",
          "is_bot": false,
          "headline": "Merge pull request #232 from pik-copan/220-add-ESRN-to-api-docs",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-07-03T09:05:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0c8fc0cd67210be5690c5a882f0f0e6018fb37f",
          "body": "- and fix docstring of `ESCN.__init__()`",
          "is_bot": false,
          "headline": "DOC: add `EventSeriesClimateNetwork` to API docs (#220)",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-07-03T08:48:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "26d03466f26f0f312a783c7f123f0bb0c334c543",
          "body": "STY/TST: minor style fix and new tests in `timeseries`",
          "is_bot": false,
          "headline": "Merge pull request #231 from pik-copan/72-fix-JRN-exceptions",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-07-02T13:59:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4695860e0c0bf6fa3f9faadcd474bb2cac5ad42",
          "body": "- correct bad linebreaks in exception messages,\n  blame e1fb60b\n- test for correct raising of modified exceptions\n  in `JointRecurrencePlot`to make CodeCov happy\n- also add basic test for `JointRecurrenceNetwork`\n  for improved coverage, inspired by #72",
          "is_bot": false,
          "headline": "STY/TST: minor style fix and new tests in `timeseries`",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-07-02T13:38:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d63cbb7a3dccf96de1cf48eb376c7658880aefa3",
          "body": "Review Linting",
          "is_bot": false,
          "headline": "Merge pull request #224 from pik-copan/196-review_linting",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-06-30T22:52:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba83d3e9c0b4cff5e024674ea30aa1db56c9d1c2",
          "body": null,
          "is_bot": false,
          "headline": "MAINT: fixup 17e0d1a",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-06-30T22:34:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17e0d1ac258f7db432d7be9d6d5e21d5427d800a",
          "body": "- skip `test_GrowPreferentially()` with `nsi=False`,\n  as it will erraneously run into and endless while loop\n  causing builds to time out.\n- add FIXMEs at potentially endless while loops\n- reduce n_nodes on remaining `Grow*` tests",
          "is_bot": false,
          "headline": "MAINT: fixup 03eaad0",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
          "committed_at": "2024-06-30T22:24:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "03eaad08c75857a8b0b382ab3cdc391c353a42fe",
          "body": "- skip `test_GrowPreferentially_old()`,\n  because it will curiously cause builds to time out.",
          "is_bot": false,
          "headline": "MAINT: fixup b36d1ae",
          "author_name": "fkuehlein",
          "author_login": "fkuehlein",
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                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "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": 62,
            "inputs": {
              "packages": [
                "pyunicorn"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 5099
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "5,099 downloads/month across pypi",
                "points": 49.4,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 5099,
                      "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": 72,
        "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": 16,
              "top_contributor_share": 0.333
            },
            "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,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 33
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "16 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 16
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "merged_prs": 64,
              "open_issues": 38,
              "closed_issues": 151,
              "issue_closed_ratio": 0.799,
              "closed_unmerged_prs": 12
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "80% of issues closed",
                "points": 37.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 80
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "64/76 decided PRs merged",
                "points": 32.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 64,
                      "decided": 76
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/26 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 62,
            "inputs": {
              "followers": 25,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "pik-copan",
              "public_repos": 18,
              "account_age_days": 4121
            },
            "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": "25 followers of pik-copan",
                "points": 10.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 25,
                      "login": "pik-copan"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "18 public repos, account ~11 yr old",
                "points": 21.3,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 18
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "pyunicorn"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 5
            },
            "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 5 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 5
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "11 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "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": "moderate",
        "name": "Engineering Quality",
        "value": 60,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "at_risk",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_ci": false,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "7 out of 8 merged PRs checked by a CI test -- score normalized to 8",
                "points": 16,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": "https://pyunicorn.readthedocs.io",
              "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://pyunicorn.readthedocs.io",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 38,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dangerous-Workflow, Packaging, Pinned-Dependencies, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "dangerous_workflow",
                    "packaging",
                    "pinned_dependencies",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 38,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 14,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 4,
              "scorecard_aggregate": 3.8
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "7 out of 8 merged PRs checked by a CI test -- score normalized to 8",
                "points": 2,
                "status": "partial",
                "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": "Found 1/26 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "11 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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": 8
            },
            "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": 40,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 27,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.5,
              "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": "50 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 26.7,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 50,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_pinned_dependencies"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 44,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
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