Public recordModerate
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-23 06:49 UTC
pik-copan / pyunicorn
Unified Complex Network and Recurrence Analysis Toolbox
pik-copan/pyunicorn holds a health index of 61 out of 100, placing it in the Moderate band. It scores highest on Sustainability & Governance (72/100) and lowest on Security (38/100). It was last updated 5 days ago. 2 contributors account for most of its recent work.
61
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
61
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
copanOrganization
25 followers18 public repossince Apr 2015
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | pyunicorn | 1.0.0 | 5,099 | 11 | 5 days ago | complex-networknonlinear-time-series-analysisclimate-networkrecurrence-plotsurrogate-model |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
70
Development activity
71Good
How it's scored
| 36/36 | Push recency — last push 5 days ago |
| 10.4/36 | Commit cadence — 15/52 weeks with commits |
| 14.7/18 | Commit volume — 42 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 11 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 42 |
| human_commit_share | 1 |
| days_since_last_push | 5 |
| active_weeks_last_year | 15 |
Release discipline
68Moderate
How it's scored
| 27/27 | Ships releases — 11 releases published |
| 36/36 | Release recency — latest release 5 days ago |
| 5.4/27 | Release cadence — a release every ~456.8 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 11 |
| latest_release_tag | v1.0.0 |
| releases_from_tags | no |
| days_since_latest_release | 5 |
| mean_days_between_releases | 456.8 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
55
Popularity & adoption
61Moderate
How it's scored
| 38.2/60 | Stars — 229 stars |
| 16.2/25 | Forks — 89 forks |
| 6.2/15 | Watchers — 14 watchers |
Inputs used
| forks | 89 |
| stars | 229 |
| watchers | 14 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
44At risk
How it's scored
| 22.5/22.5 | README |
| 16.9/22.5 | License — license file present, not a recognized license |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
62Moderate
How it's scored
| 49.4/80 | Monthly downloads — 5,099 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | pyunicorn |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 5,099 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
72
Maintainer resilience (bus factor)
64Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 15/22.5 | Commit distribution — top contributor authored 33% of commits |
| 13.5/13.5 | Contributor breadth — 16 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 16 |
| top_contributor_share | 0.333 |
How it's scored
| 37.4/46.8 | Issue resolution — 80% of issues closed |
| 32.2/38.3 | PR acceptance — 64/76 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 1/26 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 64 |
| open_issues | 38 |
| closed_issues | 151 |
| issue_closed_ratio | 0.799 |
| closed_unmerged_prs | 12 |
Ownership & stewardship
62Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 10.2/25 | Owner reach — 25 followers of pik-copan |
| 21.3/25 | Track record — 18 public repos, account ~11 yr old |
Inputs used
| followers | 25 |
| owner_type | Organization |
| is_verified | — |
| owner_login | pik-copan |
| public_repos | 18 |
| account_age_days | 4,121 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 5 days ago |
| 20/20 | Version history — 11 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | pyunicorn |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 5 |
Engineering Quality
Are baseline engineering and documentation practices in place?
60
Engineering practices
40At risk
How it's scored
| 0/24 | CI workflows |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 16/20 | OpenSSF Scorecard: CI-Tests — 7 out of 8 merged PRs checked by a CI test -- score normalized to 8 |
Inputs used
| has_ci | no |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://pyunicorn.readthedocs.io |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | https://pyunicorn.readthedocs.io |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
38
Security posture
38At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2/2.5 | CI-Tests — 7 out of 8 merged PRs checked by a CI test -- score normalized to 8 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 1/26 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 6 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — no data |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 11 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — no data |
| 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 — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — no data |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 14 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 4 |
| scorecard_aggregate | 3.8 |
Excluded from scoring (no data or not applicable): dangerous_workflow, packaging, pinned_dependencies, token_permissions. Remaining weights renormalized.
AI Readiness
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.
40
Agent context & guidance
27Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 26.7/40 | Legible commit history — 50 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.5 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 18/18 | One-command bootstrap — docs/Makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | docs/Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
Code legibility for models
53Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 53.1/55 | Manageable file sizes — 3/87 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 159,988 |
| source_files_sampled | 87 |
| oversized_source_files | 3 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
229GitHub stars
16contributors
42commits, last 12 months
5days since last push
11releases
2bus factor
38open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- deps.dev does not index pypi:pyunicorn@1.0.0; advisories assessed against the repository dependency graph instead
- No resolved dependencies carried a version and a supported ecosystem
More detail
Star and fork history 0 ★ / 89 ⇿
0Stars
89Forks
8Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 3Patch 4
Each point covers 11 days.
OpenSSF Scorecard 3.8 / 10
3.8aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 8 | CI-Tests | 7 out of 8 merged PRs checked by a CI test -- score normalized to 8 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 1/26 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 6 contributing companies or organizations |
| n/a | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 11 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| n/a | Pinned-Dependencies | no dependencies found |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| n/a | Token-Permissions | No tokens found |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 5
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | numpy | >=2.2 | pyproject.toml |
| PyPI | scipy | >=1.15 | pyproject.toml |
| PyPI | igraph | >=1.0 | pyproject.toml |
| PyPI | h5netcdf | >=1.8 | pyproject.toml |
| PyPI | tqdm | >=4.67 | pyproject.toml |
All dependencies 24
Full resolved dependency set from the GitHub dependency graph: 5 direct and 19 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | h5netcdf | — | direct |
| PyPI | igraph | — | direct |
| PyPI | numpy | — | direct |
| PyPI | scipy | — | direct |
| PyPI | tqdm | — | direct |
| PyPI | cartopy | — | indirect |
| PyPI | codecov | — | indirect |
| PyPI | cython | — | indirect |
| PyPI | ipykernel | — | indirect |
| PyPI | ipython | — | indirect |
| PyPI | joblib | — | indirect |
| PyPI | matplotlib | — | indirect |
| PyPI | nbsphinx | — | indirect |
| PyPI | networkx | — | indirect |
| PyPI | pandoc | — | indirect |
| PyPI | psutil | — | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest-cov | — | indirect |
| PyPI | pytest-xdist | — | indirect |
| PyPI | requests | — | indirect |
| PyPI | ruff | — | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | sphinx | — | indirect |
| PyPI | tox | — | indirect |
Dependency advisories not assessed
Advisory matching could not run for this report: No resolved dependencies carried a version and a supported ecosystem
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 39792,
"has_wiki": true,
"homepage": "https://pyunicorn.readthedocs.io",
"languages": {
"C": 17069,
"Nix": 662,
"Shell": 1393,
"Cython": 65567,
"Python": 1094363
},
"pushed_at": "2026-07-17T14:26:12Z",
"created_at": "2015-04-10T09:25:13Z",
"owner_type": "Organization",
"updated_at": "2026-07-17T14:08:13Z",
"description": "Unified Complex Network and Recurrence Analysis Toolbox",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "main",
"license_spdx_raw": "NOASSERTION",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://www.pik-potsdam.de/copan",
"name": "copan",
"type": "Organization",
"login": "pik-copan",
"company": null,
"location": "Potsdam (Germany)",
"followers": 25,
"avatar_url": "https://avatars.githubusercontent.com/u/11884394?v=4",
"created_at": "2015-04-10T08:53:11Z",
"is_verified": null,
"public_repos": 18,
"account_age_days": 4121
},
"license": {
"state": "custom",
"spdx_id": null,
"raw_spdx": "NOASSERTION",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2026-07-17T14:15:11Z"
},
{
"tag": "v0.9.0",
"kind": "minor",
"published_at": "2026-01-26T17:25:52Z"
},
{
"tag": "v0.8.2",
"kind": "patch",
"published_at": "2025-03-03T17:56:17Z"
},
{
"tag": "v0.8.1",
"kind": "patch",
"published_at": "2025-03-03T15:24:55Z"
},
{
"tag": "v0.8.0",
"kind": "minor",
"published_at": "2024-09-17T12:35:03Z"
},
{
"tag": "v0.7.0",
"kind": "minor",
"published_at": "2024-02-23T15:50:35Z"
},
{
"tag": "v0.6.1",
"kind": "patch",
"published_at": "2019-06-21T08:24:27Z"
},
{
"tag": "v0.6.0.post1",
"kind": "other",
"published_at": "2019-03-27T10:08:12Z"
},
{
"tag": "v0.5.1",
"kind": "patch",
"published_at": "2015-11-15T14:13:26Z"
},
{
"tag": "v0.4.1-docs",
"kind": "prerelease",
"published_at": "2015-04-15T09:26:49Z"
},
{
"tag": "v0.4.1",
"kind": "patch",
"published_at": "2015-04-15T07:22:38Z"
}
],
"recent_commits": [
{
"oid": "084c3dc1e10993415b378adfde4172fe01050f2c",
"body": "- for reference, see https://packaging.python.org/en/latest/guides/making-a-pypi-friendly-readme/#validating-restructuredtext-markup\n- also update link to docs in pyproject.toml",
"is_bot": false,
"headline": "PKG: fixup README for PyPI compatibility",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-07-17T14:05:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "26b2cc60d89ec1aaaac5e14a6408516497ae2c6a",
"body": null,
"is_bot": false,
"headline": "CI: reduce verbosity",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2026-07-17T10:56:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b4e6dc9032f155523d68cdb201a5b3b8c45903ee",
"body": "- touch up docs with added favicon and PIK-logo\n- update version and `CHANGELOG.rst`\n\n---------\n\nCo-authored-by: ntfrgl <b.beronov@gmail.com>",
"is_bot": false,
"headline": "Release v1.0 (#263)",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2026-07-16T13:10:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1df30330819a3b9eaf11a4d512081a61a1170dff",
"body": "- for better and faster package management\n\n---------\n\nCo-authored-by: ntfrgl <b.beronov@gmail.com>",
"is_bot": false,
"headline": "CI: configure `travis.yml` to employ `uv` (#259)",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2026-07-16T12:40:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0567eb6c34685452ba8ae6137024d12958d6df6b",
"body": null,
"is_bot": false,
"headline": "MAINT: update Devenv config",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2026-07-16T08:47:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a27a5c765388589394b33a79bcb1c6c5198b3a0",
"body": null,
"is_bot": false,
"headline": "PKG: tighten dependency bounds before v1.0 release",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2026-07-16T08:45:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b7d618489db74a820b3c5bb22578d0861f08bd73",
"body": "to replace `pylint` and `flake8` in `pyproject.toml` and `travis.yml`\n\ntherefore:\n- remove all now-outdated `pylint: ignore` statements\n- fine-tune `ruff` configuration\n - add some error codes and warnings\n that were previously included via flake8\n - resolve all flags in tutorial notebooks,\n \n[…]\n files\n - ignore single F403 in `src/__init__.py`\n\nalso:\n- update dependencies and add `ipykernel` to dev-group\n for running tutorial jupyter notebooks\n- rewrite reshapes to comply with `numpy>=2.5`",
"is_bot": false,
"headline": " CI: introduce `ruff` linter and formatter (#261)",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2026-07-14T11:48:41Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "efba5ed045ae695ecbf52b0e66d5270a7e91ae89",
"body": null,
"is_bot": false,
"headline": "MNT: rename default branch `master` –> `main`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-07-14T11:18:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "44c432fcce69cfd7cd8a8055e55c3b672842d8a7",
"body": null,
"is_bot": false,
"headline": "DOCS: fix `uv` config in `.readthedocs.yml`",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2026-06-28T13:09:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "937854b1df40a12069b140e378da961069e63e0d",
"body": null,
"is_bot": false,
"headline": "DOCS: add `.readthedocs.yml`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-06-28T13:05:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "add6b04c09ed41b491255a4975aaec5c94bca570",
"body": "…ling (#257)\n\n- including additional tests and a fundamental review of the respective tutorial:\n\n - fix math typo (trigger formula was labelled r_p, should be r_t)\n - reword precursor/trigger explanation\n - replace private-API calls with public event_coincidence_analysis /\n event_analy\n[…]\nown\n - adjust climate-network example so it produces non-trivial ES/ECA\n - wrap pairwise outputs with float() for clean repr under NumPy 2.x\n - add Guruprem Bishnoi entry to CONTRIBUTIONS.rst",
"is_bot": false,
"headline": "perf(eventseries): vectorized ECA, sparse ES with lag, tqdm, NaN hand…",
"author_name": "Guru",
"author_login": "GurupremBishnoi",
"committed_at": "2026-05-05T10:23:19Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "e6ee67754d1aef078de0cfe99c1749bf7f5e430a",
"body": null,
"is_bot": false,
"headline": "MAINT: Update Devenv config",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2026-04-08T09:22:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "acde44532d237e99b181e457dbb267395d6c5093",
"body": "- namely indegree, outdegree and bildegree",
"is_bot": false,
"headline": "TST: add simple tests for some basic edge-weighted measures",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-03-30T21:49:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f26a435c50cae2acce840ad066ad29dc69528674",
"body": "- as is default for pylint by now anyway",
"is_bot": false,
"headline": "CI: allow max-line-length of 100 chars",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-03-30T21:49:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96de30011c8e166be67bc0a3f65ffdd9c7625b1e",
"body": "- to disambiguate both argument names which\n had previously been used for the same purpose\n- resolve #249",
"is_bot": false,
"headline": "MNT: rename `key` –> `link_attribute`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-03-30T21:49:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2da9c021410c5ebf6c88ea1522b974373c05f370",
"body": null,
"is_bot": false,
"headline": "DOC: Update `CHANGELOG.rst`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T17:09:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "031fdfeddff4947941cf221f77ac78f5be5f58dd",
"body": null,
"is_bot": false,
"headline": "MNT: patch other cases of c1d5036",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T17:00:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c1d5036529df8344cb1a420a86b909a52b562a84",
"body": "- add argument `dtype=None` to `scipy.sparse.diags()` to ensure\n output dtype matches the input.\n see https://scipy.github.io/devdocs/reference/generated/scipy.sparse.diags.html for reference",
"is_bot": false,
"headline": "MNT: adapt to changes in `scipy>=1.19`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T16:51:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e2c549bd46ffa71613c83f0f248223dfa071f2e1",
"body": null,
"is_bot": false,
"headline": "DOC: Update tutorials link in README",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T16:28:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a88ab4d08231f09e2ae5ff8024cbf39bba0d7e7a",
"body": "- as direct dependency has been dropped as of `h5netcdf>=1.8.1`\n (see https://h5netcdf.org/#install for reference)",
"is_bot": false,
"headline": "PKG: make `h5py` dependency via `h5netcdf` explicit",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T16:06:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ec029d398033c2c305b7fae22a23e1da9e4ed62b",
"body": "- for release of v0.9.0",
"is_bot": false,
"headline": "MNT: Update version and `CHANGELOG`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-26T09:15:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "584f313fb3e557c6107784b299b78dac9ebe9c10",
"body": null,
"is_bot": false,
"headline": "MAINT: call tools/update-copyright",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2026-01-25T11:13:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "40cd2b96b69a377d1d300b399982ef171fedb6d2",
"body": "- as previous repository has been discontinued\n- fix #251",
"is_bot": false,
"headline": "MNT: update download URL for test data",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-12-12T15:39:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96cdaa926c4707845fef5e1b635991f28b0c3982",
"body": "Revert to Ubuntu 20.04 (Focal Fossa), as newer `dist:` tags seem to be\ndysfunctional on Travis-CI.",
"is_bot": false,
"headline": "CI: Fixup",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-12-09T11:30:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04d8b95e0d4cb4f6749482a5fe66b6aa5c139f67",
"body": null,
"is_bot": false,
"headline": "CI: Fixup",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-12-09T11:22:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55285ed30d467ebe71a3841a44c3d38d08145ef5",
"body": null,
"is_bot": false,
"headline": "CI: Fixup",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-12-09T11:07:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d8bc4a0163abd279f9ff7ceea6bbbf78adb89e70",
"body": "- update Ubuntu container\n- add env var `$TOX_JOBS` to simplify process limit",
"is_bot": false,
"headline": "CI: Update config",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-12-09T10:28:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "733139c64a018599c951d043328dd813a32876d3",
"body": "Update `Cached`",
"is_bot": false,
"headline": "Merge pull request #253 from pik-copan/252-caching-update",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-11-25T09:24:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9eb4e3c99ddd48b2027bcf37ab8d6560a3c7d4a4",
"body": null,
"is_bot": false,
"headline": "TST: Fix `test_refcount` for python<3.13",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-24T22:11:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "34bef6d994ae70ccf3d89f0d74fb38e1387e1f30",
"body": null,
"is_bot": false,
"headline": "MAINT: Observe end-of-life for Python 3.9",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-24T22:01:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "74971dadeed585bd6d31008f5270afaaa0aa7670",
"body": null,
"is_bot": false,
"headline": "DOC: Update installation instructions",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-14T22:19:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8fa00ba47c228edf987c687159c793954a5ebe76",
"body": "- change local cache ownership: `CacheRef` -> `Cached`\n- adjust `CacheRef.__del__()`\n- remove weakref: `Cached` -> `CacheRef`\n- remove `Cached.del_weakrefs()`\n- move local cache argument `ref(self)`: cache keys -> cache closure",
"is_bot": false,
"headline": "MAINT: Simplify 62b7730 (#252)",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-14T09:00:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "62b7730c79e16f7467926c4c3cb644220a4f1d2f",
"body": "Follow up on 93ab748, afc6abf to better match user expectations.\n\nExisting global (class level) method cache:\n\n- reduce keys to `weakref`s of `Cached` instances, thus unblocking\n instance finalisation\n- change values to `CacheRef`s, which hold local caches and register\n finalisers for associated `\n[…]\nce mutation at global cache\n- hold only a `weakref` of `CacheRef` in `Cached` instance, thus\n unblocking global cache finalisation\n- add helper `Cached.del_weakrefs()`\n- set `@lru_cache.maxsize` to 3",
"is_bot": false,
"headline": "ENH: Finalise `@Cached.method` per instance (#252)",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-12T21:10:47Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "1c94599e70590d4365a65e5fcd1806df9ac04510",
"body": "- enable package management via `uv`\n- update `tox` config\n- update `travis` config\n- add `devenv` config",
"is_bot": false,
"headline": "MAINT: Migrate: `setup.cfg` -> `pyproject.toml`",
"author_name": "ntfrgl",
"author_login": "ntfrgl",
"committed_at": "2025-11-12T10:33:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b8caccde0653df2e5e4092ae4710e962779d32f6",
"body": "Fix/enable `nsi_betweenness()` for directed networks",
"is_bot": false,
"headline": "Merge pull request #250 from pik-copan/248-betweenness",
"author_name": "Fritz Kühlein",
"author_login": "fkuehlein",
"committed_at": "2025-10-12T14:18:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "390d2b2f823ec4328a9557923a8f276e2bf1ba43",
"body": null,
"is_bot": false,
"headline": "TST: temporarily skip `TestMapPlot.test_plot()` (#251)",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2025-10-12T14:03:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ea8f0c984e2d1dfba895b2f9cc36d9ba9201b68d",
"body": "- to test against index errors as in #142\n- and to ensure correct results\n- related: #248",
"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",
"body_truncated": false,
"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",
"committed_at": "2024-06-30T16:57:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1d96e58040c831afdcd7f7bf97be3ebd6ae6815a",
"body": "- to conform with `scipy>=1.14`, namely\n substitute deprecated shorthand `*_matrix.A`\n with `*_matrix.toarray()`",
"is_bot": false,
"headline": "MAINT: update `scipy.sparse` API usage",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-06-30T16:45:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b36d1aef6f84bddd8488998345074253c0ecceee",
"body": "- `GrowPreferentially_old()`, `GrowPreferentially()`\n and `GrowWeights()`\n- minor linting in `GrowPreferentially_old()`",
"is_bot": false,
"headline": "TST/LINT: add basic tests for `core.network`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-06-30T12:36:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51cfccd639341c084a6cf4bf36407ba657981235",
"body": null,
"is_bot": false,
"headline": "Merge branch 'master' into 196-review_linting",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-06-30T11:01:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3079fdaff333c6254d322003d1c93ea1eb22f5ff",
"body": "Avoid using variable name `I` in C code",
"is_bot": false,
"headline": "Merge pull request #226 from pik-copan/225-cython-complex-I",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-06-21T17:25:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "89433401e344bb60ad972412cdff893c1ca24b90",
"body": "- amending 41601cb",
"is_bot": false,
"headline": "TST: add another test for `RecurrenceNetwork`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-06-21T17:08:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41601cb119a07081cc4802f9fb2e7bda57008f1c",
"body": "- to improve test coverage",
"is_bot": false,
"headline": "TST: add basic test for `RecurrenceNetwork`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-06-21T16:27:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4b7fd11bdaec66a9df11f246c942cfbe73988af9",
"body": "- due to breaking changes to its C API",
"is_bot": false,
"headline": "MAINT: do not use numpy 2.0",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-06-21T15:23:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6e7e79a01009c1649f2cdec002c4d79353e2c4af",
"body": "- as it might interfere with C's own macro for complex\n numbers defined in the `complex.h` library",
"is_bot": false,
"headline": "MAINT: avoid variable name `I` in C code (#225)",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-06-21T15:20:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96c02b4ac46a23bc82616ac7ab45d2494bdebaea",
"body": null,
"is_bot": false,
"headline": "Merge branch 'master' into 196-review_linting",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-05-21T12:50:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5e03951700022f8e94a3860419ea410c1c46f53b",
"body": "fix broken build stemming from 369b086",
"is_bot": false,
"headline": "Merge pull request #223 from pik-copan/fix_build",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-05-21T12:47:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7bec3c307acc0ef7121d9ce2a8ee0be0f1137299",
"body": "- replace numpy `float128` with `longdouble` for Windows compatibility",
"is_bot": false,
"headline": "MAINT: fixup 29941bf",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-05-21T12:29:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "29941bfd97c9ec070948aae2779c25f386c1804f",
"body": "- and minor typing fixes in `funcnet`",
"is_bot": false,
"headline": "TST: add basic tests for `funcnet.*` and `core.Network`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-05-21T10:00:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "234270e3bc4d11359759a3801b4519d6eebefeff",
"body": "- and fix minor typing bug\n- also minor style fix of 563c010",
"is_bot": false,
"headline": "MAINT/TST: add some tests for `CouplingAnalysisPurePython`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-05-20T15:14:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "563c010c977fa442d0f4e7e965f5b5a672483ac8",
"body": "- by setting `Agg` plotting backend with matplotlib",
"is_bot": false,
"headline": "MAINT: try fixing `test_map_plot` on windows",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-05-20T13:26:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c77c2ff14b1aa83c030c59b2827fdfdf845b402d",
"body": "- update paths to tutorials",
"is_bot": false,
"headline": "MAINT: fixup c54102e",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-05-20T13:18:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f567a8c62402f59481db53f7a692d19008306c19",
"body": "This reverts commit 17c81529b6f383d049272051e91c7a5babf9d405.",
"is_bot": false,
"headline": "Revert \"DOC/MAINT: suppress cache warnings in `conf.py`\"",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-05-19T12:09:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c54102e42b767271be6299f8bf8170b27bda28e6",
"body": "- as is unmaintained and throws error with docutils>=0.21\n- therefore need to move examples folder into docs\n- add verbose option to sphinx-build in travis.yml\n to facilitate future debugging",
"is_bot": false,
"headline": "DOC/MAINT: drop `nbsphinx-link` dependency (#223)",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-05-19T12:09:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3ac8c281ad3ee8205828b1b4419d9a128cd5c0a8",
"body": "- in docs/source/index.rst",
"is_bot": false,
"headline": "DOC: remove malfunctioning links from Introduction",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-05-18T14:29:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "17c81529b6f383d049272051e91c7a5babf9d405",
"body": "- to work around \"Warning, treated as error:\n cannot cache unpickable configuration\n value: 'nbsphinx_custom_formats'\" occuring\n with sphinx>=7.3.7",
"is_bot": false,
"headline": "DOC/MAINT: suppress cache warnings in `conf.py`",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-05-18T14:27:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "932fa45aba795ac2ae7bd1217524083ec0cd86bf",
"body": "This reverts commit 369b086a8535dbfad6651caa62bee5a5488a0bfd.",
"is_bot": false,
"headline": "Revert \"DOC: remove malfunctioning links from Introduction\"",
"author_name": "fkuehlein",
"author_login": "fkuehlein",
"committed_at": "2024-05-17T15:14:40Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 11,
"commits_last_year": 42,
"latest_release_at": "2026-07-17T14:15:11Z",
"latest_release_tag": "v1.0.0",
"releases_from_tags": false,
"days_since_last_push": 5,
"active_weeks_last_year": 15,
"days_since_latest_release": 5,
"mean_days_between_releases": 456.8
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 37,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "pyunicorn",
"exists": true,
"license": "BSD-3-Clause",
"keywords": [
"complex network",
"nonlinear time series analysis",
"climate network",
"recurrence plot",
"surrogate model",
"Development Status :: 5 - Production/Stable",
"Environment :: Console",
"Framework :: Pytest",
"Intended Audience :: Developers",
"Intended Audience :: Science/Research",
"Natural Language :: English",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3 :: Only",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
"Topic :: Scientific/Engineering :: GIS",
"Topic :: Scientific/Engineering :: Information Analysis",
"Topic :: Scientific/Engineering :: Mathematics",
"Topic :: Scientific/Engineering :: Physics"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/pyunicorn/",
"is_deprecated": false,
"latest_version": "1.0.0",
"repository_url": "https://github.com/pik-copan/pyunicorn",
"versions_count": 11,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 5099,
"first_published_at": "2015-04-15T10:03:06.024996Z",
"latest_published_at": "2026-07-17T14:18:00.969993Z",
"latest_version_yanked": null,
"days_since_latest_publish": 5
}
]
},
"popularity": {
"forks": 89,
"stars": 229,
"watchers": 14,
"fork_history": {
"days": [
{
"date": "2015-05-18",
"count": 1
},
{
"date": "2015-06-08",
"count": 1
},
{
"date": "2015-09-30",
"count": 1
},
{
"date": "2015-10-13",
"count": 1
},
{
"date": "2015-11-21",
"count": 1
},
{
"date": "2015-11-30",
"count": 1
},
{
"date": "2016-01-20",
"count": 1
},
{
"date": "2016-02-07",
"count": 1
},
{
"date": "2016-03-08",
"count": 1
},
{
"date": "2016-06-14",
"count": 1
},
{
"date": "2016-06-22",
"count": 1
},
{
"date": "2016-08-26",
"count": 1
},
{
"date": "2017-02-22",
"count": 2
},
{
"date": "2017-04-26",
"count": 1
},
{
"date": "2017-04-28",
"count": 1
},
{
"date": "2017-05-04",
"count": 1
},
{
"date": "2017-07-04",
"count": 1
},
{
"date": "2017-08-28",
"count": 1
},
{
"date": "2017-08-29",
"count": 1
},
{
"date": "2017-09-18",
"count": 1
},
{
"date": "2018-03-07",
"count": 1
},
{
"date": "2018-03-22",
"count": 1
},
{
"date": "2018-04-18",
"count": 1
},
{
"date": "2018-04-21",
"count": 1
},
{
"date": "2018-08-04",
"count": 1
},
{
"date": "2018-10-01",
"count": 1
},
{
"date": "2018-11-06",
"count": 1
},
{
"date": "2019-01-28",
"count": 1
},
{
"date": "2019-05-17",
"count": 1
},
{
"date": "2019-07-12",
"count": 1
},
{
"date": "2019-08-16",
"count": 1
},
{
"date": "2019-08-25",
"count": 1
},
{
"date": "2019-09-08",
"count": 1
},
{
"date": "2019-10-30",
"count": 1
},
{
"date": "2019-11-12",
"count": 1
},
{
"date": "2019-12-14",
"count": 1
},
{
"date": "2020-01-05",
"count": 1
},
{
"date": "2020-03-06",
"count": 1
},
{
"date": "2020-03-10",
"count": 1
},
{
"date": "2020-04-09",
"count": 1
},
{
"date": "2020-04-14",
"count": 1
},
{
"date": "2020-04-30",
"count": 1
},
{
"date": "2020-05-04",
"count": 1
},
{
"date": "2021-01-03",
"count": 1
},
{
"date": "2021-01-08",
"count": 1
},
{
"date": "2021-03-10",
"count": 1
},
{
"date": "2021-03-14",
"count": 1
},
{
"date": "2021-06-14",
"count": 1
},
{
"date": "2021-10-12",
"count": 1
},
{
"date": "2021-10-19",
"count": 1
},
{
"date": "2021-11-12",
"count": 1
},
{
"date": "2021-12-21",
"count": 1
},
{
"date": "2021-12-25",
"count": 1
},
{
"date": "2022-01-14",
"count": 1
},
{
"date": "2022-02-10",
"count": 1
},
{
"date": "2022-02-22",
"count": 1
},
{
"date": "2022-03-09",
"count": 1
},
{
"date": "2022-03-11",
"count": 1
},
{
"date": "2022-05-30",
"count": 1
},
{
"date": "2022-06-14",
"count": 1
},
{
"date": "2022-07-12",
"count": 1
},
{
"date": "2022-07-26",
"count": 1
},
{
"date": "2022-08-13",
"count": 1
},
{
"date": "2022-09-24",
"count": 1
},
{
"date": "2022-09-27",
"count": 1
},
{
"date": "2022-10-21",
"count": 1
},
{
"date": "2022-11-11",
"count": 1
},
{
"date": "2022-11-15",
"count": 1
},
{
"date": "2022-12-30",
"count": 1
},
{
"date": "2023-02-20",
"count": 2
},
{
"date": "2023-04-14",
"count": 1
},
{
"date": "2023-05-11",
"count": 1
},
{
"date": "2023-05-12",
"count": 1
},
{
"date": "2023-06-28",
"count": 1
},
{
"date": "2023-07-28",
"count": 1
},
{
"date": "2023-08-25",
"count": 1
},
{
"date": "2023-11-30",
"count": 1
},
{
"date": "2024-02-24",
"count": 1
},
{
"date": "2024-06-25",
"count": 1
},
{
"date": "2024-08-19",
"count": 1
},
{
"date": "2024-10-11",
"count": 1
},
{
"date": "2025-03-09",
"count": 1
},
{
"date": "2025-05-04",
"count": 1
},
{
"date": "2025-09-18",
"count": 1
},
{
"date": "2026-03-31",
"count": 1
},
{
"date": "2026-07-09",
"count": 1
}
],
"complete": true,
"collected": 88,
"total_forks": 89
},
"star_history": null,
"open_issues_and_prs": 38
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples",
"notebooks"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"docs/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 159988,
"source_files_sampled": 87,
"oversized_source_files": 3,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml",
"setup.py"
],
"advisories": {
"error": "No resolved dependencies carried a version and a supported ecosystem",
"scope": "repository_graph",
"source": null,
"findings": [],
"collected": false,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 0,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 24,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.2"
},
{
"name": "scipy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.15"
},
{
"name": "igraph",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.0"
},
{
"name": "h5netcdf",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.8"
},
{
"name": "tqdm",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.67"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "h5netcdf",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "igraph",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "cartopy",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "codecov",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "cython",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ipykernel",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ipython",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "joblib",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "nbsphinx",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "networkx",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pandoc",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "psutil",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-xdist",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tox",
"direct": false,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 24,
"direct_count": 5,
"indirect_count": 19
}
},
"maintainership": {
"issues": {
"open_prs": 0,
"merged_prs": 64,
"open_issues": 38,
"closed_ratio": 0.799,
"closed_issues": 151,
"closed_unmerged_prs": 12
},
"bus_factor": 2,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "fkuehlein",
"commits": 221,
"avatar_url": "https://avatars.githubusercontent.com/u/117823875?v=4"
},
{
"type": "User",
"login": "ntfrgl",
"commits": 176,
"avatar_url": "https://avatars.githubusercontent.com/u/5596210?v=4"
},
{
"type": "User",
"login": "zugnachpankow",
"commits": 64,
"avatar_url": "https://avatars.githubusercontent.com/u/64842372?v=4"
},
{
"type": "User",
"login": "jkroenke",
"commits": 63,
"avatar_url": "https://avatars.githubusercontent.com/u/39793505?v=4"
},
{
"type": "User",
"login": "jdonges",
"commits": 38,
"avatar_url": "https://avatars.githubusercontent.com/u/3185531?v=4"
},
{
"type": "User",
"login": "harmening",
"commits": 35,
"avatar_url": "https://avatars.githubusercontent.com/u/9528459?v=4"
},
{
"type": "User",
"login": "wbarfuss",
"commits": 22,
"avatar_url": "https://avatars.githubusercontent.com/u/6438278?v=4"
},
{
"type": "User",
"login": "lenas95",
"commits": 19,
"avatar_url": "https://avatars.githubusercontent.com/u/89019089?v=4"
},
{
"type": "User",
"login": "filipinascimento",
"commits": 9,
"avatar_url": "https://avatars.githubusercontent.com/u/600989?v=4"
},
{
"type": "User",
"login": "mensch72",
"commits": 4,
"avatar_url": "https://avatars.githubusercontent.com/u/22815964?v=4"
}
],
"contributors_sampled": 16,
"top_contributor_share": 0.333
},
"quality_signals": {
"has_ci": false,
"has_tests": true,
"ci_workflows": [],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 0,
"reason": "branch protection not enabled on development/release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 8,
"reason": "7 out of 8 merged PRs checked by a CI test -- score normalized to 8",
"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": 0,
"reason": "Found 1/26 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 6 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": null,
"reason": "no workflows found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 9,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "11 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": null,
"reason": "no dependencies found",
"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": 0,
"reason": "Project has not signed or included provenance with any releases.",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": null,
"reason": "No tokens found",
"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": "084c3dc1e10993415b378adfde4172fe01050f2c",
"ran_at": "2026-07-23T06:49:23Z",
"aggregate_score": 3.8,
"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": "2026-07-17T14:31:58Z",
"oldest_open_prs": [],
"last_merged_pr_at": "2026-07-16T13:10:24Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 5,
"created_at": "2015-04-10T09:30:25Z",
"last_comment_at": "2015-08-05T15:30:03Z",
"last_comment_author": "ntfrgl"
},
{
"number": 6,
"created_at": "2015-04-10T09:30:46Z",
"last_comment_at": "2015-04-10T09:30:49Z",
"last_comment_author": "ntfrgl"
},
{
"number": 10,
"created_at": "2015-04-10T09:32:54Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 13,
"created_at": "2015-04-10T09:35:11Z",
"last_comment_at": "2015-04-10T09:35:13Z",
"last_comment_author": "ntfrgl"
},
{
"number": 16,
"created_at": "2015-04-10T09:36:29Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 21,
"created_at": "2015-04-10T09:38:52Z",
"last_comment_at": "2017-03-22T11:17:15Z",
"last_comment_author": "jdonges"
},
{
"number": 23,
"created_at": "2015-04-10T09:40:28Z",
"last_comment_at": "2015-04-10T09:40:30Z",
"last_comment_author": "ntfrgl"
},
{
"number": 29,
"created_at": "2015-04-10T09:42:25Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 35,
"created_at": "2015-04-10T09:45:30Z",
"last_comment_at": "2024-07-02T14:01:32Z",
"last_comment_author": "fkuehlein"
},
{
"number": 52,
"created_at": "2015-04-10T10:01:45Z",
"last_comment_at": "2018-09-25T13:14:35Z",
"last_comment_author": "jkroenke"
},
{
"number": 55,
"created_at": "2015-04-10T10:02:58Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 57,
"created_at": "2015-04-21T08:15:58Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 58,
"created_at": "2015-06-01T07:46:27Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 64,
"created_at": "2015-07-14T12:48:34Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 69,
"created_at": "2015-10-02T07:22:54Z",
"last_comment_at": "2017-03-22T11:07:56Z",
"last_comment_author": "jdonges"
},
{
"number": 70,
"created_at": "2015-10-02T07:24:29Z",
"last_comment_at": "2017-03-22T11:07:08Z",
"last_comment_author": "jdonges"
},
{
"number": 73,
"created_at": "2015-10-02T07:33:49Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 74,
"created_at": "2015-10-02T07:34:42Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 91,
"created_at": "2017-03-22T11:08:44Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 92,
"created_at": "2017-03-22T11:11:00Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/pik-copan/pyunicorn",
"host": "github.com",
"name": "pyunicorn",
"owner": "pik-copan"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"security": 38,
"vitality": 70,
"community": 55,
"governance": 72,
"engineering": 60
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 70,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "good",
"name": "Development activity",
"note": null,
"notes": [],
"value": 71,
"inputs": {
"commits_last_year": 42,
"human_commit_share": 1,
"days_since_last_push": 5,
"active_weeks_last_year": 15
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 5 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 5
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "15/52 weeks with commits",
"points": 10.4,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 15
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "42 commits in the last year",
"points": 14.7,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 42
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "11 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "moderate",
"name": "Release discipline",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"releases_count": 11,
"latest_release_tag": "v1.0.0",
"releases_from_tags": false,
"days_since_latest_release": 5,
"mean_days_between_releases": 456.8
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "11 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 11
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 5 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 5
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~456.8 days",
"points": 5.4,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 456.8
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"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": 5,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 5 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 5
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 55,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"forks": 89,
"stars": 229,
"watchers": 14,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "229 stars",
"points": 38.2,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 229
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "89 forks",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 89
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "14 watchers",
"points": 6.2,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 14
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "at_risk",
"name": "Community health",
"note": null,
"notes": [],
"value": 44,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"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": 0,
"status": "missed",
"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": "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
},
{
"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": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 53,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 159988,
"source_files_sampled": 87,
"oversized_source_files": 3
},
"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": "3/87 source files over 60KB",
"points": 53.1,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 87,
"oversized": 3
}
}
],
"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",
"deps.dev does not index pypi:pyunicorn@1.0.0; advisories assessed against the repository dependency graph instead",
"No resolved dependencies carried a version and a supported ecosystem"
],
"report_type": "repository",
"generated_at": "2026-07-23T06:49:39.049293Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/pik-copan/pyunicorn.svg",
"full_name": "pik-copan/pyunicorn",
"license_state": "custom",
"license_spdx": null
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.