Uniform Manifold Approximation and Projection
lmcinnes/umap erreicht einen Gesundheitsindex von 70 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Community & Adoption (93/100) ab, am schwächsten bei AI Readiness (43/100). Zuletzt vor 41 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.
Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.
Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht | Tags |
|---|---|---|---|---|---|---|
| PyPI | umap-learn | 0.5.12 | 6.809.621 | 45 | vor 100 Tagen | dimension-reductionumapt-snemanifold |
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
| 18/36 | Push-Aktualität — letzter Push vor 41 Tagen |
| 16.6/36 | Commit-Rhythmus — 24/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 119 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 119 |
| human_commit_share | — |
| days_since_last_push | 41 |
| active_weeks_last_year | 24 |
| 27/27 | Liefert Releases aus — 39 Releases veröffentlicht |
| 27/36 | Release-Aktualität — letztes Release vor 100 Tagen |
| 19.8/27 | Release-Rhythmus — ein Release etwa alle 58,6 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
| releases_count | 39 |
| latest_release_tag | release-0.5.12 |
| releases_from_tags | nein |
| days_since_latest_release | 100 |
| mean_days_between_releases | 58,6 |
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
| 60/60 | Stars — 8.231 Stars |
| 24.5/25 | Forks — 864 Forks |
| 11.6/15 | Watcher — 123 Watcher |
| forks | 864 |
| stars | 8.231 |
| watchers | 123 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (BSD-3-Clause) |
| 18/18 | CONTRIBUTING-Leitfaden |
| 13.5/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 0/6.3 | PR-Vorlage |
| has_readme | ja |
| has_license | ja |
| has_contributing | ja |
| has_issue_template | nein |
| has_code_of_conduct | ja |
| has_pull_request_template | nein |
| 80/80 | Downloads pro Monat — 6.809.621 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
| packages | umap-learn |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 6.809.621 |
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 7.5/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 67 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 100 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 40 contributing companies or organizations |
| bus_factor | 1 |
| contributors_sampled | 100 |
| top_contributor_share | 0,667 |
| 19.5/46.8 | Issue-Lösungsquote — 42 % der Issues geschlossen |
| 34.5/38.3 | PR-Annahme — 285/316 entschiedene PRs gemergt |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
| merged_prs | 285 |
| open_issues | 492 |
| closed_issues | 352 |
| issue_closed_ratio | 0,417 |
| closed_unmerged_prs | 31 |
| 10/30 | Organisatorische Trägerschaft — persönliches (Nutzer-)Konto |
| 0/20 | Verifizierte Domain — für Nutzerkonten nicht anwendbar |
| 23.1/25 | Reichweite des Inhabers — 1.638 Follower von lmcinnes |
| 25/25 | Kontohistorie — 61 öffentliche Repos, Kontoalter ca. 11 Jahre |
| followers | 1.638 |
| owner_type | User |
| is_verified | — |
| owner_login | lmcinnes |
| public_repos | 61 |
| account_age_days | 4.111 |
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 100 Tagen |
| 20/20 | Versionshistorie — 45 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
| packages | umap-learn |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 100 |
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
| 0/24 | CI-Workflows |
| 24/24 | Tests vorhanden |
| 0/16 | Linter-Konfiguration |
| 0/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10 |
| has_ci | nein |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | nein |
| has_precommit_config | nein |
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://umap-learn.readthedocs.io |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 5 Topics |
| 10/10 | Wiki |
| topics | umap, dimensionality-reduction, visualization, machine-learning, topological-data-analysis |
| has_wiki | ja |
| homepage | https://umap-learn.readthedocs.io |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
| 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 |
| 2.5/2.5 | CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — keine Daten |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 40 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — keine Daten |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — keine Daten |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 0/7.5 | Token-Permissions — keine Daten |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 13 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 5 |
| scorecard_aggregate | 5,2 |
Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.
| 0/45 | Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 0/40 | Lesbare Commit-Historie — keine Daten |
| has_llms_txt | nein |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
| 18/18 | Bootstrap mit einem Befehl — Makefile, doc/Makefile |
| 22/22 | Automatisierte Tests |
| 0/11 | Lint-/Format-Konfiguration |
| 11/11 | Statische Typprüfung — umap/py.typed |
| 0/10 | Reproduzierbare Umgebung |
| 0/10 | Belegte Agentenpraxis — keine Daten |
| 0/8 | Automatisierte Wartung — keine Daten |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| has_nix | nein |
| has_tests | ja |
| lockfiles | — |
| has_dockerfile | nein |
| typed_language | nein |
| bootstrap_files | Makefile, doc/Makefile |
| has_devcontainer | nein |
| has_linter_config | nein |
| typecheck_configs | umap/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
| 27/45 | Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (umap/py.typed) |
| 53.8/55 | Handhabbare Dateigrößen — 1/47 Quelldateien über 60 KB |
| primary_language | Python |
| largest_source_bytes | 143.790 |
| source_files_sampled | 47 |
| oversized_source_files | 1 |
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — examples, notebooks |
| example_dirs | examples, notebooks |
| has_mcp_signal | nein |
| api_schema_files | — |
Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 15 out of 15 merged PRs checked by a CI test -- score normalized to 10 |
| k. A. | CII-Best-Practices | internal error: error during json parsing: error during json.Unmarshal: invalid character '<' looking for beginning of value |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 40 contributing companies or organizations |
| k. A. | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| k. A. | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| k. A. | Signed-Releases | no releases found |
| k. A. | Token-Permissions | No tokens found |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | numpy | >= 1.23 | pyproject.toml |
| PyPI | scipy | >= 1.3.1 | pyproject.toml |
| PyPI | scikit-learn | >= 1.6 | pyproject.toml |
| PyPI | numba | >= 0.51.2 | pyproject.toml |
| PyPI | pynndescent | >= 0.5 | pyproject.toml |
| PyPI | tqdm | — | pyproject.toml |
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 6 direkte und 12 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | numba | — | direkt |
| PyPI | numpy | — | direkt |
| PyPI | pynndescent | — | direkt |
| PyPI | scikit-learn | — | direkt |
| PyPI | scipy | — | direkt |
| PyPI | tqdm | — | direkt |
| PyPI | bokeh | — | indirekt |
| PyPI | datashader | — | indirekt |
| PyPI | matplotlib | — | indirekt |
| PyPI | numpydoc | — | indirekt |
| PyPI | pillow | — | indirekt |
| PyPI | seaborn | — | indirekt |
| PyPI | setuptools | — | indirekt |
| PyPI | sphinx | — | indirekt |
| PyPI | sphinx-gallery | — | indirekt |
| PyPI | sphinx-rtd-theme | — | indirekt |
| PyPI | tbb | — | indirekt |
| PyPI | tensorflow | — | indirekt |
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{
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{
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{
"name": "CII-Best-Practices",
"score": null,
"reason": "internal error: error during json parsing: error during json.Unmarshal: invalid character '<' looking for beginning of value",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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{
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{
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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{
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"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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{
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"reason": "project is not fuzzed",
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{
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"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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{
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{
"name": "Packaging",
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"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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{
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"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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{
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"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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"has_dependabot_config": false
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},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
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"source": {
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"name": "umap",
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"metrics": {
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"key": "overall",
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"note": null,
"notes": [],
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"inputs": {
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"vitality": 71,
"community": 93,
"governance": 68,
"engineering": 66
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"components": []
},
"categories": [
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"metrics": [
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"note": null,
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"inputs": {
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"components": [
{
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]
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"notes": [
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"code": "excluded_no_data",
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{
"code": "weights_renormalized",
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"inputs": {
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"components": [
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"key": "ships_releases",
"name": "Ships releases",
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"code": "releases_published",
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{
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{
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{
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"stars": 8231,
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"components": [
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],
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{
"key": "forks",
"name": "Forks",
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],
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{
"key": "watchers",
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"points": 11.6,
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],
"max_points": 15
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]
},
{
"key": "community_health",
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"note": null,
"notes": [],
"value": 85,
"inputs": {
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"components": [
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{
"key": "license",
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"detail": "recognized license (BSD-3-Clause)",
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"status": "met",
"details": [
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"code": "license_standard",
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{
"code": "license_spdx",
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{
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{
"key": "code_of_conduct",
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{
"key": "issue_template",
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{
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},
{
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"value": 100,
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{
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]
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],
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{
"key": "governance",
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"weight": 0.24,
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"key": "maintainer_resilience",
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"components": [
{
"key": "bus_factor",
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"status": "partial",
"details": [
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"code": "bus_factor",
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}
],
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{
"key": "commit_distribution",
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{
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"code": "contributors_sampled",
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],
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{
"key": "openssf_scorecard_contributors",
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]
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{
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{
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"code": "excluded_no_data",
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},
{
"code": "weights_renormalized",
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"code": "owner_personal",
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{
"key": "verified_domain",
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"code": "not_applicable_to_user_accounts",
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"key": "package_maintenance",
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{
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}Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.
Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.12.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.