Öffentliches RegisterGut
Software-GesundheitsberichtSchema 0.11.0 · Metriken 1.13.0 · 2026-07-17 00:59 UTC
pandas-dev / pandas-stubs
Public type stubs for pandas
pandas-dev/pandas-stubs erreicht einen Gesundheitsindex von 76 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Sustainability & Governance (86/100) ab, am schwächsten bei Vitality (60/100). Zuletzt vor 2 Tagen aktualisiert. 3 Mitwirkende tragen den Großteil der jüngsten Arbeit.
76
gesamt / 100Software-Gesundheitsindex
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.
76
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
Bewertungsprofil
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.
Eigentümerschaft
pandasOrganisation
5.321 Follower16 öffentliche Reposseit Aug. 2016
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht |
|---|---|---|---|---|---|
| PyPI | pandas-stubs | 3.0.3.260530 | - | 139 | vor 47 Tagen |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
60
Entwicklungsaktivität
99Exzellent
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 2 Tagen |
| 34.6/36 | Commit-Rhythmus — 50/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 365 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 365 |
| human_commit_share | — |
| days_since_last_push | 2 |
| active_weeks_last_year | 50 |
Release-Disziplin
1Kritisch
Wie die Bewertung erfolgt
| 0/27 | Liefert Releases aus — keine Releases veröffentlicht |
| 0/36 | Release-Aktualität — keine Releases |
| 0/27 | Release-Rhythmus — keine Releases |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
77
Popularität & Verbreitung
64Mittel
Wie die Bewertung erfolgt
| 40.7/60 | Stars — 324 Stars |
| 18.7/25 | Forks — 177 Forks |
| 5/15 | Watcher — 9 Watcher |
Verwendete Eingangsdaten
| forks | 177 |
| stars | 324 |
| watchers | 9 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
92Exzellent
Wie die Bewertung erfolgt
| 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 |
| 6.3/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | ja |
| has_issue_template | nein |
| has_code_of_conduct | ja |
| has_pull_request_template | ja |
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
86
Wie die Bewertung erfolgt
| 36/54 | Bus-Faktor — 3 Beitragende decken die Hälfte aller Commits ab |
| 17.6/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 22 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 100 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 16 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 3 |
| contributors_sampled | 100 |
| top_contributor_share | 0,218 |
Reaktionsfähigkeit bei Issues & PRs
95Exzellent
Wie die Bewertung erfolgt
| 44.2/46.8 | Issue-Lösungsquote — 94 % der Issues geschlossen |
| 35.4/38.3 | PR-Annahme — 1.034/1.117 entschiedene PRs gemergt |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Verwendete Eingangsdaten
| merged_prs | 1.034 |
| open_issues | 37 |
| closed_issues | 640 |
| issue_closed_ratio | 0,945 |
| closed_unmerged_prs | 83 |
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 25/25 | Reichweite des Inhabers — 5.321 Follower von pandas-dev |
| 21/25 | Kontohistorie — 16 öffentliche Repos, Kontoalter ca. 9 Jahre |
Verwendete Eingangsdaten
| followers | 5.321 |
| owner_type | Organization |
| is_verified | — |
| owner_login | pandas-dev |
| public_repos | 16 |
| account_age_days | 3.614 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 47 Tagen |
| 20/20 | Versionshistorie — 139 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | pandas-stubs |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 47 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
84
Engineering-Praktiken
90Exzellent
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 3 Workflow(s) |
| 24/24 | Tests vorhanden |
| 16/16 | Linter-Konfiguration |
| 9.6/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 16/20 | OpenSSF Scorecard: CI-Tests — 26 out of 30 merged PRs checked by a CI test -- score normalized to 8 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | ja |
| has_precommit_config | ja |
Dokumentation
75Gut
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 0/15 | Dokumentations-/Homepage-Site |
| 10/10 | Repository-Beschreibung |
| 0/10 | Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | — |
| has_wiki | ja |
| homepage | — |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
70
Sicherheitslage
70Gut
Wie die Bewertung erfolgt
| 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 — 26 out of 30 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 |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 16 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 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 17 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — keine Daten |
| 5/5 | Pinned-Dependencies — all dependencies are pinned |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 7 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
AI Readiness
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.
72
Wie die Bewertung erfolgt
| 45/45 | Agentenanweisungen — AGENTS.md |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 0/40 | Lesbare Commit-Historie — keine Daten |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | — |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 4.313 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
| 0/18 | Bootstrap mit einem Befehl |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration |
| 11/11 | Statische Typprüfung — pandas-stubs/py.typed |
| 0/10 | Reproduzierbare Umgebung |
| 0/10 | Belegte Agentenpraxis — keine Daten |
| 0/8 | Automatisierte Wartung — keine Daten |
| 10/10 | OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | — |
| has_dockerfile | nein |
| typed_language | nein |
| bootstrap_files | — |
| has_devcontainer | nein |
| has_linter_config | ja |
| typecheck_configs | pandas-stubs/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis, Automatisierte Wartung. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
| 27/45 | Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (pandas-stubs/py.typed) |
| 52.7/55 | Handhabbare Dateigrößen — 7/171 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 157.327 |
| source_files_sampled | 171 |
| oversized_source_files | 7 |
Eckdaten
324GitHub-Sterne
100Mitwirkende
365Commits, letzte 12 Monate
2Tage seit letztem Push
0Releases
3Bus-Faktor
37offene Issues
PyPIPaket-Ökosysteme
Weitere Details
OpenSSF Scorecard 7.0 / 10
7.0Gesamtwert
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 |
| 8 | CI-Tests | 26 out of 30 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 |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 16 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 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 17 issue activity found in the last 90 days -- score normalized to 10 |
| k. A. | Packaging | packaging workflow not detected |
| 10 | Pinned-Dependencies | all dependencies are pinned |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| k. A. | Signed-Releases | no releases found |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direkte Abhängigkeiten 1
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | numpy | >=1.23.5,<2.5 | pyproject.toml |
Alle Abhängigkeiten 110
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 1 direkte und 109 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | numpy | 2.4.6 | direkt |
| PyPI | annotated-types | 0.7.0 | indirekt |
| PyPI | anyio | 4.14.1 | indirekt |
| PyPI | ast-serialize | 0.6.0 | indirekt |
| PyPI | beautifulsoup4 | 4.15.0 | indirekt |
| PyPI | black | 26.5.1 | indirekt |
| PyPI | blosc2 | 4.8.0 | indirekt |
| PyPI | cachetools | 6.2.6 | indirekt |
| PyPI | certifi | 2026.6.17 | indirekt |
| PyPI | cfgv | 3.5.0 | indirekt |
| PyPI | charset-normalizer | 3.4.9 | indirekt |
| PyPI | click | 8.4.2 | indirekt |
| PyPI | colorama | 0.4.6 | indirekt |
| PyPI | contourpy | 1.3.3 | indirekt |
| PyPI | cycler | 0.12.1 | indirekt |
| PyPI | defusedxml | 0.7.1 | indirekt |
| PyPI | distlib | 0.4.3 | indirekt |
| PyPI | et-xmlfile | 2.0.0 | indirekt |
| PyPI | filelock | 3.29.7 | indirekt |
| PyPI | fonttools | 4.63.0 | indirekt |
| PyPI | fsspec | 2026.6.0 | indirekt |
| PyPI | greenlet | 3.5.3 | indirekt |
| PyPI | h11 | 0.16.0 | indirekt |
| PyPI | h2 | 4.3.0 | indirekt |
| PyPI | hpack | 4.2.0 | indirekt |
| PyPI | html5lib | 1.1 | indirekt |
| PyPI | httpcore | 1.0.9 | indirekt |
| PyPI | httpx | 0.28.1 | indirekt |
| PyPI | hyperframe | 6.1.0 | indirekt |
| PyPI | identify | 2.6.19 | indirekt |
| PyPI | idna | 3.18 | indirekt |
| PyPI | iniconfig | 2.3.0 | indirekt |
| PyPI | isort | 8.0.1 | indirekt |
| PyPI | jinja2 | 3.1.6 | indirekt |
| PyPI | kiwisolver | 1.5.0 | indirekt |
| PyPI | librt | 0.13.0 | indirekt |
| PyPI | loguru | 0.7.2 | indirekt |
| PyPI | lxml | 6.1.1 | indirekt |
| PyPI | markdown-it-py | 4.2.0 | indirekt |
| PyPI | markupsafe | 3.0.3 | indirekt |
| PyPI | matplotlib | 3.11.0 | indirekt |
| PyPI | mdurl | 0.1.2 | indirekt |
| PyPI | mmh3 | 5.2.1 | indirekt |
| PyPI | msgpack | 1.2.1 | indirekt |
| PyPI | mypy | 2.2.0 | indirekt |
| PyPI | mypy-extensions | 1.1.0 | indirekt |
| PyPI | narwhals | 2.23.0 | indirekt |
| PyPI | ndindex | 1.10.1 | indirekt |
| PyPI | nodeenv | 1.10.0 | indirekt |
| PyPI | numexpr | 2.14.1 | indirekt |
| PyPI | numpy-typing-compat | 20260602.2.4 | indirekt |
| PyPI | odfpy | 1.4.1 | indirekt |
| PyPI | openpyxl | 3.1.5 | indirekt |
| PyPI | optype | 0.17.1 | indirekt |
| PyPI | packaging | 26.2 | indirekt |
| PyPI | pandas | 3.0.3 | indirekt |
| PyPI | pastel | 0.2.1 | indirekt |
| PyPI | pathspec | 1.1.1 | indirekt |
| PyPI | pillow | 12.3.0 | indirekt |
| PyPI | platformdirs | 4.10.0 | indirekt |
| PyPI | pluggy | 1.6.0 | indirekt |
| PyPI | poethepoet | 0.48.0 | indirekt |
| PyPI | pre-commit | 4.6.0 | indirekt |
| PyPI | py-cpuinfo | 9.0.0 | indirekt |
| PyPI | pyarrow | 25.0.0 | indirekt |
| PyPI | pyarrow-stubs | 20.0.0.20260625 | indirekt |
| PyPI | pydantic | 2.13.4 | indirekt |
| PyPI | pydantic-core | 2.46.4 | indirekt |
| PyPI | pygments | 2.20.0 | indirekt |
| PyPI | pyiceberg | 0.10.0 | indirekt |
| PyPI | pyparsing | 3.3.2 | indirekt |
| PyPI | pyreadstat | 1.3.5 | indirekt |
| PyPI | pyrefly | 1.1.1 | indirekt |
| PyPI | pyright | 1.1.411 | indirekt |
| PyPI | pyroaring | 1.1.0 | indirekt |
| PyPI | pytest | 9.1.1 | indirekt |
| PyPI | python-calamine | 0.7.0 | indirekt |
| PyPI | python-dateutil | 2.9.0.post0 | indirekt |
| PyPI | python-discovery | 1.4.4 | indirekt |
| PyPI | pytokens | 0.4.1 | indirekt |
| PyPI | pytz | 2026.2 | indirekt |
| PyPI | pyxlsb | 1.0.10 | indirekt |
| PyPI | pyyaml | 6.0.3 | indirekt |
| PyPI | requests | 2.34.2 | indirekt |
| PyPI | rich | 14.3.4 | indirekt |
| PyPI | scipy | 1.17.1 | indirekt |
| PyPI | scipy-stubs | 1.16.0.2 | indirekt |
| PyPI | six | 1.17.0 | indirekt |
| PyPI | sortedcontainers | 2.4.0 | indirekt |
| PyPI | soupsieve | 2.8.4 | indirekt |
| PyPI | sqlalchemy | 2.0.51 | indirekt |
| PyPI | strictyaml | 1.7.3 | indirekt |
| PyPI | tables | 3.11.1 | indirekt |
| PyPI | tabulate | 0.10.0 | indirekt |
| PyPI | tenacity | 9.1.4 | indirekt |
| PyPI | threadpoolctl | 3.6.0 | indirekt |
| PyPI | ty | 0.0.58 | indirekt |
| PyPI | types-python-dateutil | 2.9.0.20260518 | indirekt |
| PyPI | types-pytz | 2026.2.0.20260518 | indirekt |
| PyPI | typing-extensions | 4.16.0 | indirekt |
| PyPI | typing-inspection | 0.4.2 | indirekt |
| PyPI | tzdata | 2026.3 | indirekt |
| PyPI | urllib3 | 2.7.0 | indirekt |
| PyPI | virtualenv | 21.6.1 | indirekt |
| PyPI | webencodings | 0.5.1 | indirekt |
| PyPI | win32-setctime | 1.2.0 | indirekt |
| PyPI | xarray | 2026.7.0 | indirekt |
| PyPI | xlrd | 2.0.2 | indirekt |
| PyPI | xlsxwriter | 3.2.9 | indirekt |
| PyPI | zstandard | 0.25.0 | indirekt |
JSON-Rohbericht maschinenlesbar
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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 v0.11.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.