Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 2.3.1 · 2026-07-27 19:37 UTC

activeviam / atoti-notebooks

Notebook gallery and issue tracking for Atoti

Jupyter NotebookApache-2.0★ 229 Sterne⑂ 30 Forksseit März 2020Auf GitHub ansehen ↗

activeviam/atoti-notebooks erreicht einen Gesundheitsindex von 67 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Engineering Quality (74/100) ab, am schwächsten bei Security (49/100). Zuletzt vor 31 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

67
gesamt / 100
Gut

Software-Gesundheitsindex

Metriken werden auf einer standardisierten Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr gewichtetes Mittel, kalibriert auf die Verteilung des öffentlichen Registers, sodass die Stufen Perzentilbedeutung tragen; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze Gefährdet von 34.

67
Außergewöhnlich93-100Die Spitzengruppe des Registers (≈ obere 5 %); erfüllt im Wesentlichen alle geprüften Kriterien
Exzellent80-92Durchgehend stark; geringfügige Lücken
Gut65-79Gesund; Lücken sind begrenzt und beherrschbar
Mittel50-64Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Schwach35-49Wesentliche Schwächen in mehreren Bereichen
Gefährdet20-34Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-19Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

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.

Der gewichtete Gesamtwert 61 wird auf der veröffentlichten Indexskala auf 67 kalibriert (Register-Kalibrierung 2026-08-02).

Eigentümerschaft

ActiveViamOrganisation
36 Follower10 öffentliche Reposseit Okt. 2016

Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.

Metriken nach Kategorie

Vitalität

Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?

53Mittel · 21 % des Gesamtindex
Wie die Bewertung erfolgt
18/36Push-Aktualität — letzter Push vor 31 Tagen
7.6/36Commit-Rhythmus — 11/52 Wochen mit Commits
10.8/18Commit-Volumen — 15 Commits im letzten Jahr
0/10OpenSSF Scorecard: Maintained — 1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Verwendete Eingangsdaten
commits_last_year15
human_commit_share0,51
days_since_last_push31
active_weeks_last_year11
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 19 Releases veröffentlicht
16.2/36Release-Aktualität — letztes Release vor 223 Tagen
27/27Release-Rhythmus — ein Release etwa alle 41,3 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count19
latest_release_tagv0.9.11
releases_from_tagsnein
days_since_latest_release223
mean_days_between_releases41,3
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?

66Gut · 17 % des Gesamtindex
Wie die Bewertung erfolgt
38.2/60Stars — 229 Stars
12.2/25Forks — 30 Forks
6.4/15Watcher — 15 Watcher
Verwendete Eingangsdaten
forks30
stars229
watchers15
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (Apache-2.0)
18/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
readme_badges
has_contributingja
has_issue_templatenein
has_code_of_conductnein
readme_badge_services
has_pull_request_templateja

Nachhaltigkeit & Governance

Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?

60Mittel · 23 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
7.4/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 67 % der Commits
12.2/13.5Breite der Beitragenden — 9 Beitragende
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Verwendete Eingangsdaten
bus_factor1
contributors_sampled9
top_contributor_share0,67
Wie die Bewertung erfolgt
38/42Issue-Lösungsquote — 90 % der Issues geschlossen
23.6/30PR-Annahme — 174/221 entschiedene PRs gemergt
0/13Newcomer PR acceptance — kein PR eines Erstbeitragenden in 30 Tagen entschieden
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs174
open_issues56
closed_issues531
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0,905
closed_unmerged_prs47
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): newcomer_pr_acceptance. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
11.3/25Reichweite des Inhabers — 36 Follower von activeviam
19.6/25Kontohistorie — 10 öffentliche Repos, Kontoalter ca. 9 Jahre
Verwendete Eingangsdaten
followers36
owner_typeOrganization
is_verified
owner_loginactiveviam
public_repos10
account_age_days3.560

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

74Gut · 19 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 2 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
16/20OpenSSF Scorecard: CI-Tests — 26 out of 30 merged PRs checked by a CI test -- score normalized to 8
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja
Wie die Bewertung erfolgt
30/30README
0/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
10/10Topics — 7 Topics
0/10Wiki
Verwendete Eingangsdaten
topicsolap, cube, multidimensional-analysis, data-visualization, pivot-tables, charts, what-if-analysis
has_wikinein
homepage
has_readmeja
has_docs_dirnein
has_descriptionja

Sicherheit

Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?

49Schwach · 16 % des Gesamtindex
Wie die Bewertung erfolgt
6.8/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — keine Daten
2/2.5CI-Tests — 26 out of 30 merged PRs checked by a CI test -- score normalized to 8
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
0/7.5Maintained — 1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packaging — keine Daten
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 154 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate4,4
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
16/35Direkte Abhängigkeiten ohne bekannte Advisories — 1 betroffen: pytest 9.0.2 (moderate 6.8)
0/25Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
34.2/40Keine offenen Advisories — 1 Paket(e) mit Advisory seit über 90 Tagen unbehandelt; ältestes vor 186 Tagen veröffentlicht
Verwendete Eingangsdaten
sourceosv
advisories2
affected_packages1
assessed_packages17
unassessed_packages45
affected_by_severitymoderate 1
direct_affected_packages1
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories. Die verbleibenden Gewichte wurden renormalisiert. 17 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. 45 konnten nicht bewertet werden — keine aufgelöste Version, ein nicht unterstütztes Ökosystem oder außerhalb der ausgewiesenen Paketliste. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Trägt ein bewusst kleines Gewicht (4 %): Agenten-Tooling ist ein echtes Pflegesignal, doch ein Repository ohne jedes Signal kann weiterhin 100/100 erreichen.

62Mittel · 4 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 48 von 51 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,941
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — 03-use-cases/01-finance/portfolio-management/alt-data/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/uploadWidget/tsconfig.json
10/10Reproduzierbare Umgebung — Dockerfile, lockfile
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
8/8Automatisierte Wartung — 49 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesuv.lock
has_dockerfileja
typed_languagenein
bootstrap_filesMakefile
has_devcontainernein
has_linter_configja
typecheck_configs03-use-cases/01-finance/portfolio-management/alt-data/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/uploadWidget/tsconfig.json
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0,49
Wie die Bewertung erfolgt
27/45Typprüfbarer Code — Jupyter Notebook mit Typprüfungs-Konfiguration (03-use-cases/01-finance/portfolio-management/alt-data/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/uploadWidget/tsconfig.json)
55/55Handhabbare Dateigrößen — 0/59 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageJupyter Notebook
largest_source_bytes47.962
source_files_sampled59
oversized_source_files0
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — notebooks
Verwendete Eingangsdaten
example_dirsnotebooks
has_mcp_signalnein
api_schema_files

Eckdaten

229GitHub-Sterne
9Mitwirkende
15Commits, letzte 12 Monate
31Tage seit letztem Push
19Releases
1Bus-Faktor
56offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'notebooks' from its registry

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 30 ⇿
0Sterne
30Forks
19Releases

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

0510152025303022020-112023-082026-04
Major 0Minor 1Patch 18

Jeder Punkt umfasst 5 Tage.

OpenSSF Scorecard 4.4 / 10
4.4Gesamtwert

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).Scorecard v5.5.0 · 2026-07-27 19:36 UTC

9Binary-Artifactsbinaries present in source code
k. A.Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
8CI-Tests26 out of 30 merged PRs checked by a CI test -- score normalized to 8
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
k. A.Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities154 existing vulnerabilities detected
Direkte Abhängigkeiten 44
RegistryPaketVersionsvorgabeManifest
PyPIboto3>=1.35.36, <2pyproject.toml
PyPIs3fs>=2024.6.1, <2026pyproject.toml
PyPIfsspec>=2024.6.1, <2026pyproject.toml
PyPIwget>=3.2, <4pyproject.toml
PyPItreelib>=1.6.4, <2pyproject.toml
PyPImatplotlib>=3.9.2, <4pyproject.toml
PyPIpraw>=7.7.0, <8pyproject.toml
PyPIseaborn>=0.13.2, <1pyproject.toml
PyPIstatsmodels>=0.14.4, <1pyproject.toml
PyPIimblearn>=0.0, <1pyproject.toml
PyPIipywidgets>=8.1.5, <9pyproject.toml
PyPIopenpyxl>=3.1.5, <4pyproject.toml
PyPIhaversine>=2.8.0, <3pyproject.toml
PyPIwatchdog>=5.0.3, <7pyproject.toml
PyPIquantlib>=1.36, <2pyproject.toml
PyPIkafka-python>=2.0.2, <3pyproject.toml
PyPIxgboost>=2.1.1, <4pyproject.toml
PyPInatsort>=8.3.1, <9pyproject.toml
PyPItabulate>=0.9.0, <1pyproject.toml
PyPIorjson>=3.10.7, <4pyproject.toml
PyPIlxml>=5.3.0, <7pyproject.toml
PyPIhtml5lib>=1.1, <2pyproject.toml
PyPIyfinance>=0.2.44, <2pyproject.toml
PyPIpyopls>=20.3.post1, <21pyproject.toml
PyPInltk>=3.9.1, <4pyproject.toml
PyPItextblob>=0.18.0, <1pyproject.toml
PyPIllvmlite>=0.43.0, <1pyproject.toml
PyPIprotobuf>=5.28.2, <7pyproject.toml
PyPIscikit-learn>=1.5.2, <2pyproject.toml
PyPIfolium>=0.17.0, <1pyproject.toml
PyPIatoti==0.9.11pyproject.toml
PyPIpandas== 2.3.3pyproject.toml
PyPIjupyterlab>= 4.3.5, <5pyproject.toml
PyPIruff>=0.6.9, <1pyproject.toml
PyPImemory-profiler>=0.61.0pyproject.toml
PyPIjupyter-resource-usage>=1.1.0pyproject.toml
PyPIpytest== 9.0.2pyproject.toml
PyPIpytest-html== 4.1.1pyproject.toml
PyPIpytest-xdist== 3.8.0pyproject.toml
PyPInbdime== 4.0.2pyproject.toml
PyPInbmake== 1.5.5pyproject.toml
PyPIpre-commit== 4.5.1pyproject.toml
PyPIplaywright== 1.57.0pyproject.toml
PyPIpyportfolioopt== 1.5.6pyproject.toml
Alle Abhängigkeiten 62

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 44 direkte und 18 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIatotidirekt
PyPIboto3direkt
PyPIfoliumdirekt
PyPIfsspecdirekt
PyPIhaversinedirekt
PyPIhtml5libdirekt
PyPIimblearndirekt
PyPIipywidgetsdirekt
PyPIjupyter-resource-usagedirekt
PyPIjupyterlabdirekt
PyPIkafka-pythondirekt
PyPIllvmlitedirekt
PyPIlxmldirekt
PyPImatplotlibdirekt
PyPImemory-profilerdirekt
PyPInatsortdirekt
PyPInbdime4.0.2direkt
PyPInbmake1.5.5direkt
PyPInltkdirekt
PyPIopenpyxldirekt
PyPIorjsondirekt
PyPIpandas2.3.3direkt
PyPIplaywright1.57.0direkt
PyPIprawdirekt
PyPIpre-commit4.5.1direkt
PyPIprotobufdirekt
PyPIpyoplsdirekt
PyPIpyportfolioopt1.5.6direkt
PyPIpytest9.0.2direkt
PyPIpytest-html4.1.1direkt
PyPIpytest-xdist3.8.0direkt
PyPIquantlibdirekt
PyPIruffdirekt
PyPIs3fsdirekt
PyPIscikit-learndirekt
PyPIseaborndirekt
PyPIstatsmodelsdirekt
PyPItabulatedirekt
PyPItextblobdirekt
PyPItreelibdirekt
PyPIwatchdogdirekt
PyPIwgetdirekt
PyPIxgboostdirekt
PyPIyfinancedirekt
npm@activeviam/activeui-scripts5.1.3indirekt
npm@activeviam/activeui-scripts5.1.7indirekt
npm@activeviam/activeui-sdk5.1.3indirekt
npm@activeviam/activeui-sdk5.1.7indirekt
npm@activeviam/browserslist-config-activeui5.1.3indirekt
npm@activeviam/browserslist-config-activeui5.1.7indirekt
npm@activeviam/sandbox-clients5.1.3indirekt
npm@activeviam/sandbox-clients5.1.7indirekt
npm@parcel/css^1.5.0indirekt
npm@rehooks/component-size^1.0.3indirekt
npm@types/node^16.11.26indirekt
npm@types/react^18.0.26indirekt
npmantd^5.1.0indirekt
npmaxios^0.30.0indirekt
npmlodash^4.17.15indirekt
npmpapaparse^5.4.1indirekt
npmreact^18.0.0indirekt
npmtypescript^4.8.4indirekt
Abhängigkeits-Advisories 1

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 17 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 1 tragen bekannte Advisories, davon 1 direkte. 45 konnten nicht bewertet werden – keine aufgelöste Version, ein nicht unterstütztes Ökosystem, oder außerhalb der ausgewiesenen Paketliste.

PaketVersionBeziehungSchweregradAdvisoriesBehoben in
pytest9.0.2direktmittel29.0.3

Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.

JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [
        "olap",
        "cube",
        "multidimensional-analysis",
        "data-visualization",
        "pivot-tables",
        "charts",
        "what-if-analysis"
      ],
      "is_fork": false,
      "size_kb": 499664,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "Shell": 6595,
        "Python": 282502,
        "Makefile": 2970,
        "Dockerfile": 652,
        "TypeScript": 29053,
        "Jupyter Notebook": 172276697
      },
      "pushed_at": "2026-06-26T16:41:59Z",
      "created_at": "2020-03-10T15:52:20Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-03T14:02:52Z",
      "description": "Notebook gallery and issue tracking for Atoti",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Jupyter Notebook",
      "significant_languages": [
        "Jupyter Notebook"
      ]
    },
    "owner": {
      "blog": "https://activeviam.com",
      "name": "ActiveViam",
      "type": "Organization",
      "login": "activeviam",
      "company": null,
      "location": null,
      "followers": 36,
      "avatar_url": "https://avatars.githubusercontent.com/u/23103820?v=4",
      "created_at": "2016-10-27T16:24:55Z",
      "is_verified": null,
      "public_repos": 10,
      "account_age_days": 3560
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.9.11",
          "kind": "patch",
          "published_at": "2025-12-16T15:14:58Z"
        },
        {
          "tag": "v0.9.10",
          "kind": "patch",
          "published_at": "2025-11-06T19:59:24Z"
        },
        {
          "tag": "v0.9.9",
          "kind": "patch",
          "published_at": "2025-09-23T20:48:09Z"
        },
        {
          "tag": "v0.9.8",
          "kind": "patch",
          "published_at": "2025-08-14T21:18:43Z"
        },
        {
          "tag": "v0.9.7",
          "kind": "patch",
          "published_at": "2025-07-02T17:13:59Z"
        },
        {
          "tag": "v0.9.6",
          "kind": "patch",
          "published_at": "2025-05-19T11:10:56Z"
        },
        {
          "tag": "v0.9.5",
          "kind": "patch",
          "published_at": "2025-04-08T14:24:18Z"
        },
        {
          "tag": "v0.9.4",
          "kind": "patch",
          "published_at": "2025-03-03T19:42:43Z"
        },
        {
          "tag": "v0.9.3",
          "kind": "patch",
          "published_at": "2025-01-22T16:07:48Z"
        },
        {
          "tag": "v0.9.2",
          "kind": "patch",
          "published_at": "2024-12-09T15:08:39Z"
        },
        {
          "tag": "v0.9.1",
          "kind": "patch",
          "published_at": "2024-10-21T18:28:17Z"
        },
        {
          "tag": "v0.9.0",
          "kind": "minor",
          "published_at": "2024-10-12T03:58:54Z"
        },
        {
          "tag": "v0.8.14",
          "kind": "patch",
          "published_at": "2024-07-18T21:52:29Z"
        },
        {
          "tag": "v0.8.13",
          "kind": "patch",
          "published_at": "2024-06-06T20:51:46Z"
        },
        {
          "tag": "v0.8.12",
          "kind": "patch",
          "published_at": "2024-05-10T22:37:04Z"
        },
        {
          "tag": "v0.8.11",
          "kind": "patch",
          "published_at": "2024-04-05T15:03:55Z"
        },
        {
          "tag": "v0.8.10",
          "kind": "patch",
          "published_at": "2024-03-16T16:17:19Z"
        },
        {
          "tag": "v0.8.3",
          "kind": "patch",
          "published_at": "2023-09-06T01:27:10Z"
        },
        {
          "tag": "v0.8.2",
          "kind": "patch",
          "published_at": "2023-08-07T01:35:40Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "c1531b97fb0fd09da6e5bdcfb320de87b53be3e2",
          "body": null,
          "is_bot": false,
          "headline": "deprecation notice added to readme (#1052)",
          "author_name": "Cate",
          "author_login": "CateF22",
          "committed_at": "2026-06-26T16:41:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f28bf5a57dbe3ce3628ba0d05b30ce2ef6b60cd",
          "body": "Updates the requirements on [yfinance](https://github.com/ranaroussi/yfinance) to permit the latest version.\n- [Release notes](https://github.com/ranaroussi/yfinance/releases)\n- [Changelog](https://github.com/ranaroussi/yfinance/blob/main/CHANGELOG.rst)\n- [Commits](https://github.com/ranaroussi/yfin\n[…]\nendency-version: '1.0'\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Update yfinance requirement from <1,>=0.2.44 to >=0.2.44,<2 (#1042)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-23T20:05:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a072f8d8d43699d4ff1acedabae59d3b2b0185be",
          "body": "…tes (#1041)\n\nBumps the all-minor-patch-updates group with 3 updates in the / directory: [pytest](https://github.com/pytest-dev/pytest), [pre-commit](https://github.com/pre-commit/pre-commit) and [playwright](https://github.com/microsoft/playwright-python).\n\n\nUpdates `pytest` from 9.0.0 to 9.0.2\n- [\n[…]\nte:semver-minor\n  dependency-group: all-minor-patch-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the all-minor-patch-updates group across 1 directory with 3 upda…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-22T21:26:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4db83f7b59627a534904ae86c5fad6a5f02deb43",
          "body": "* adding rendered notebooks\n\n* updating READMEs\n\n* updating notebooks\n\n* updating remaining notebooks\n\n* reverting stressed-var-calculation notebook and updating var-benchmark notebook\n\n* setting to 0.9.11",
          "is_bot": false,
          "headline": "Upgrading notebooks to Atoti Python SDK 0.9.11 (#1039)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-12-16T15:13:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d4fe4225853c315ea2fe85f25555429705b9ea4a",
          "body": "Bumps [pytest](https://github.com/pytest-dev/pytest) from 8.4.2 to 9.0.0.\n- [Release notes](https://github.com/pytest-dev/pytest/releases)\n- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)\n- [Commits](https://github.com/pytest-dev/pytest/compare/8.4.2...9.0.0)\n\n---\nupdated-\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pytest from 8.4.2 to 9.0.0 (#1036)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-18T19:48:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9f4759ef527d0c94024f0442033ca93f12d7c362",
          "body": null,
          "is_bot": false,
          "headline": "removing version pinned badges for regularly updated notebooks (#1034)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-11-06T19:57:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "157fc9dc0a7e6f7b09b5450d238babde49dfdf7d",
          "body": "* adding improvements to render script\n\n* adding a bunch of change that need to be optimized\n\n* testing all notebooks, all are passing\n\n* rendering notebooks and their widgets\n\n* updating workflow to run CI jobs when PRs merge to main\n\n* Downgrading atoti package version to 0.9.8 for now to pass CI \n[…]\n* more and more refactoring\n\n* updating notebooks to 0.9.10\n\n* upgrading licensed notebooks\n\n* upgrading remaining notebooks\n\n* updating READMEs\n\n---------\n\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Upgrading notebooks to Atoti Python SDK 0.9.10 (#1033)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-11-04T14:47:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d063431b9d3735cbe712226762a3d81604c0347b",
          "body": "…(#1030)\n\nBumps the all-minor-patch-updates group with 1 update: [pandas](https://github.com/pandas-dev/pandas).\n\n\nUpdates `pandas` from 2.3.2 to 2.3.3\n- [Release notes](https://github.com/pandas-dev/pandas/releases)\n- [Commits](https://github.com/pandas-dev/pandas/compare/v2.3.2...v2.3.3)\n\n---\nupda\n[…]\nte:semver-patch\n  dependency-group: all-minor-patch-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pandas from 2.3.2 to 2.3.3 in the all-minor-patch-updates group …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-13T18:02:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f5753f07a2e2f1f882efc03ab748fe12306789c3",
          "body": "* adding improvements to render script\n\n* adding a bunch of change that need to be optimized\n\n* testing all notebooks, all are passing\n\n* rendering notebooks and their widgets\n\n* updating workflow to run CI jobs when PRs merge to main\n\n* Downgrading atoti package version to 0.9.8 for now to pass CI \n[…]\n9.9\n\n* updating all READMEs\n\n* adding updates\n\n* updating version badges\n\n* removing notebook utils file\n\n* updating README\n\n* more README edits\n\n---------\n\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Upgrading notebooks to Atoti Python SDK 0.9.9 (#1028)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-09-23T20:44:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3c55fb574358d91af96e0e3b66d64215d68243fe",
          "body": "…tes (#1027)\n\nBumps the all-minor-patch-updates group with 3 updates in the / directory: [pandas](https://github.com/pandas-dev/pandas), [pytest](https://github.com/pytest-dev/pytest) and [playwright](https://github.com/microsoft/playwright-python).\n\n\nUpdates `pandas` from 2.3.1 to 2.3.2\n- [Release \n[…]\nte:semver-minor\n  dependency-group: all-minor-patch-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the all-minor-patch-updates group across 1 directory with 3 upda…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-09-05T20:21:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "81f8a2edd1bcb158ddc5499c8f881fad9404629a",
          "body": "…ry (#1024)\n\nBumps the all-minor-patch-updates group with 1 update in the / directory: [pre-commit](https://github.com/pre-commit/pre-commit).\n\n\nUpdates `pre-commit` from 4.2.0 to 4.3.0\n- [Release notes](https://github.com/pre-commit/pre-commit/releases)\n- [Changelog](https://github.com/pre-commit/p\n[…]\nte:semver-minor\n  dependency-group: all-minor-patch-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pre-commit in the all-minor-patch-updates group across 1 directo…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-21T17:40:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "20168926834a421d02d46993062153e9cf730965",
          "body": null,
          "is_bot": false,
          "headline": "Upgrading notebooks to Atoti Python SDK 0.9.8 (#1023)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-08-14T21:05:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d7e6c989984d1cc0f82e4faaadab72a697d1ea99",
          "body": "Co-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "updating workflow to use softprops/action-gh-release@v2.3.2 (#1021)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-08-13T19:49:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de715fd8584d8044f941e363527fb455e30d2fed",
          "body": "Bumps the all-minor-patch-updates group with 1 update: [playwright](https://github.com/microsoft/playwright-python).\n\n\nUpdates `playwright` from 1.53.0 to 1.54.0\n- [Release notes](https://github.com/microsoft/playwright-python/releases)\n- [Commits](https://github.com/microsoft/playwright-python/comp\n[…]\nte:semver-minor\n  dependency-group: all-minor-patch-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump playwright in the all-minor-patch-updates group (#1019)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-07-29T13:52:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3b4fdaf9175657e97f1367ca66303eec86c30402",
          "body": "Co-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "adding slack notification to release workflow (#1017)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-07-29T13:37:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f19a1feb6dd5e27d6914a852f886d345ed2c39a8",
          "body": "Co-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "updating outdated content + links (#1016)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-07-16T14:38:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b985121ffa38309989bf46b149f9eadf4750e26a",
          "body": "Updates the requirements on [lxml](https://github.com/lxml/lxml) to permit the latest version.\n- [Release notes](https://github.com/lxml/lxml/releases)\n- [Changelog](https://github.com/lxml/lxml/blob/master/CHANGES.txt)\n- [Commits](https://github.com/lxml/lxml/compare/lxml-5.3.0...lxml-6.0.0)\n\n---\nu\n[…]\nendency-version: 6.0.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Update lxml requirement from <6,>=5.3.0 to >=5.3.0,<7 (#1012)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-07-15T19:06:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c6e9f80b4e6921ef0bbc06c1f30786d4e546239b",
          "body": "* adding release workflow to publish release and generate changelog\n\n* adding slack notification\n\n* reverting slack notification change\n\n---------\n\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Adding GitHub action to publish release from tag (#1013)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-07-14T22:04:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e286ff71ab5662a6e644861b2ae20a4a3a412e3",
          "body": "* Update README.md\n\n* adding missing period in README.md",
          "is_bot": false,
          "headline": "Fixing README release badge color (#1011)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-07-14T20:22:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e29565d5d0a42de8f8b52a23148fba5854b1d5f3",
          "body": "Co-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "revising markdown (#1014)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-07-14T20:22:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "577e4ae1da01405912e1d829cce6d273e78d679e",
          "body": "* pushing images to s3\n\n* cleaning up more files and pushing to S3\n\n* cleaning up more files\n\n* fixing broken image links since moving files to S3\n\n---------\n\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Cleaning up extra files and moving to S3 (#1015)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-07-14T20:22:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e25051162084f50a35f635ae0e7d4707b9b8f96e",
          "body": "…tes (#1010)\n\nBumps the all-minor-patch-updates group with 3 updates in the / directory: [pandas](https://github.com/pandas-dev/pandas), [pytest-xdist](https://github.com/pytest-dev/pytest-xdist) and [playwright](https://github.com/microsoft/playwright-python).\n\n\nUpdates `pandas` from 2.3.0 to 2.3.1\n[…]\nte:semver-minor\n  dependency-group: all-minor-patch-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the all-minor-patch-updates group across 1 directory with 3 upda…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-07-09T20:15:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "03372f123b521a12998f330dc67b1e7ce955f34c",
          "body": null,
          "is_bot": false,
          "headline": "Upgrading notebooks to Atoti Python SDK 0.9.7 (#1007)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-07-02T17:10:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1df98828bddda20c37f564327f20d096c9655899",
          "body": "* updating exclusions\n\n* updating logic\n\n* adding working state\n\n* adding working state again\n\n* adding next working state\n\n* adding final refactoring\n\n* more refactoring\n\n* more refactoring\n\n* updating workers to 2 for github runners\n\n* adding in DirectQuery notebooks to be tested for make test-lic\n[…]\nving make rule dependencies so that DQ deps aren't uninstalled & reinstalled constantly when running make test-licensed -> make test for example\n\n---------\n\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Adding local tests (licensed + long running notebooks) (#1002)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-06-20T15:16:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "af3b660b3e693be9376e9a0a400e68b0edfd5f10",
          "body": "…(#1003)\n\nBumps the all-minor-patch-updates group with 1 update: [pytest](https://github.com/pytest-dev/pytest).\n\n\nUpdates `pytest` from 8.4.0 to 8.4.1\n- [Release notes](https://github.com/pytest-dev/pytest/releases)\n- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)\n- [Comm\n[…]\nte:semver-patch\n  dependency-group: all-minor-patch-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pytest from 8.4.0 to 8.4.1 in the all-minor-patch-updates group …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-06-18T13:29:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d7da956ea5db4fc220c447561fc2cd42551b24db",
          "body": "…tes (#999)\n\nBumps the all-minor-patch-updates group with 2 updates in the / directory: [pandas](https://github.com/pandas-dev/pandas) and [pytest](https://github.com/pytest-dev/pytest).\n\n\nUpdates `pandas` from 2.2.3 to 2.3.0\n- [Release notes](https://github.com/pandas-dev/pandas/releases)\n- [Commit\n[…]\nte:semver-minor\n  dependency-group: all-minor-patch-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the all-minor-patch-updates group across 1 directory with 2 upda…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-06-12T16:09:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "94c2fe751c8de16f9e60f352b4e7db2cff24bbaf",
          "body": "* updating notebooks\n\n* adding more screenshots\n\n* pushing images to S3\n\n* updating READMEs\n\n* reverting readmes\n\n* fixing READMEs again\n\n* fixing link\n\n---------\n\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Upgrading Atoti OIDC authentication notebooks (#1001)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-06-11T20:21:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94182b227e66bff279ca51e210af4f5b24af8022",
          "body": "* adding initial PoC code\n\n* adding web rendering automation script\n\n* refactoring\n\n* more refactoring\n\n* adding manual CI workflow\n\n* adding CI to pull request for testing\n\n* edits\n\n* updating Makefile\n\n* adding reachable ip address\n\n* adding a wait for jupyterlab server to spin up\n\n* commenting ou\n[…]\nto READMEs\n\n* final edits\n\n* final final edits\n\n* final final final edit\n\n* final final final final edits\n\n* fixing typo\n\n* last edit, I promise\n\n---------\n\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Adding automated web browser rendering (#995)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-06-11T20:21:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "807188e9aabe322c46df7bb75083939fe27f32fa",
          "body": "Bumps the all-minor-patch-updates group with 1 update: [pytest-xdist](https://github.com/pytest-dev/pytest-xdist).\n\n\nUpdates `pytest-xdist` from 3.6.1 to 3.7.0\n- [Release notes](https://github.com/pytest-dev/pytest-xdist/releases)\n- [Changelog](https://github.com/pytest-dev/pytest-xdist/blob/master/\n[…]\nte:semver-minor\n  dependency-group: all-minor-patch-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pytest-xdist in the all-minor-patch-updates group (#997)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-05-27T17:52:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "86ff81c14fcdb62153b429c3b80ee5faafb5b9ed",
          "body": null,
          "is_bot": false,
          "headline": "Upgrading notebooks to Atoti Python SDK 0.9.6 (#996)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-05-18T14:24:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c0b1c6fb4d25f7e0f9381adb9f8f35f45c646fb1",
          "body": "Updates the requirements on [xgboost](https://github.com/dmlc/xgboost) to permit the latest version.\n- [Release notes](https://github.com/dmlc/xgboost/releases)\n- [Changelog](https://github.com/dmlc/xgboost/blob/master/NEWS.md)\n- [Commits](https://github.com/dmlc/xgboost/compare/v2.1.1...v3.0.1)\n\n--\n[…]\nendency-version: 3.0.1\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Update xgboost requirement from <3,>=2.1.1 to >=2.1.1,<4 (#994)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-05-15T22:07:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7bee665163ffbf14ad3e34ba92c5ec7bb4e591b8",
          "body": null,
          "is_bot": false,
          "headline": "Resolving remaining `axios` security vulnerability (#993)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-05-15T18:15:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d62453f21f66109e1c56300d20489b3bea37a46f",
          "body": "* updating axios\n\n* updating README\n\n* adding dependency review action as a test\n\n* removing workflow after passing\n\n---------\n\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Resolving `axios` security vulnerabilities (#992)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-05-13T19:57:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c2f3665b71775189575b6593f3a894811103b34",
          "body": null,
          "is_bot": false,
          "headline": "Adding PyTest to CI pipelines (#991)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-05-09T08:24:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "839c36a45111f5cfcc22a94e646fbb81dcd1e635",
          "body": "* adding intraday liquidity notebook\n\n* adding files so far\n\n* linting\n\n* adding source simulation and updated gifs\n\n* linting\n\n* cleaning up files\n\n* adding in gifs and pushing to s3. Deleting local img folder\n\n* edits\n\n* updating READMEs\n\n* minor comments\n\n* refreshing widget\n\n* adding updates\n\n* linting\n\n* cleaning up files and pushing data files to S3\n\n* linting\n\n* updating to 0.9.5\n\n---------\n\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Upgrading intraday liquidity notebook (#982)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-04-08T15:26:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "642d6f503e75b7775e843a085fbcc33cdf52197b",
          "body": "* upgrading notebooks to 0.9.5\n\n* fixing security implementation notebooks for session.tables.restrictions.update\n\n* upgrading observability notebook\n\n* upgrading pandas comparison notebook\n\n* upgrading 04-LDAP security implementation notebook + renaming Atoti Python API -> Atoti Python SDK\n\n* upgra\n[…]\n dropping to batch of 5 again\n\n* adding non-upgraded notebooks to test exclusion for now\n\n* upgrading virtual hierarchies notebook\n\n* minor edit\n\n---------\n\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Upgrading notebooks to Atoti Python SDK 0.9.5 (#989)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-04-08T14:05:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e0dd1b41a0410bee52c41b175e8d971a0e5d45af",
          "body": "Updates the requirements on [protobuf](https://github.com/protocolbuffers/protobuf) to permit the latest version.\n- [Release notes](https://github.com/protocolbuffers/protobuf/releases)\n- [Changelog](https://github.com/protocolbuffers/protobuf/blob/main/protobuf_release.bzl)\n- [Commits](https://gith\n[…]\nendency-name: protobuf\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Update protobuf requirement from <6,>=5.28.2 to >=5.28.2,<7 (#988)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-03-14T12:58:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1a2391bf67c1a709b81a6f82d337bb62bc89f37e",
          "body": "* upgrading majority of notebooks to 0.9.4\n\n* adding atoti main pandas comparison\n\n* updating atoti pandas pandas-main notebook\n\n* updating remaining 3 notebooks\n\n* upgrading credit risk and liquidity risk notebooks\n\n* adding updates to irrbb notebook\n\n* fixing widgets and updating gifs\n\n* updating \n[…]\nout to 300 seconds\n\n* raising timeouts to 600 seconds\n\n* adding in liquidity-risk notebook to test exclusion to avoid timeout failures (for now)\n\n---------\n\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Upgrading notebooks to Atoti Python API 0.9.4 (#986)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-03-03T19:40:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1e0e2927dc27596426a4a78fd3dbe1592e3f8fd6",
          "body": "…#983)\n\nUpdates the requirements on [fsspec](https://github.com/fsspec/filesystem_spec) to permit the latest version.\r\n- [Commits](https://github.com/fsspec/filesystem_spec/compare/2024.6.1...2025.2.0)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: fsspec\r\n  dependency-type: direct:production\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Update fsspec requirement from <2025,>=2024.6.1 to >=2024.6.1,<2026 (…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-02-18T16:23:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23f4d77116263b0e7986d9a6ca95c241a690790d",
          "body": "Updates the requirements on [s3fs](https://github.com/fsspec/s3fs) to permit the latest version.\r\n- [Changelog](https://github.com/fsspec/s3fs/blob/main/release-procedure.md)\r\n- [Commits](https://github.com/fsspec/s3fs/compare/2024.6.1...2025.2.0)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: s3fs\r\n  dependency-type: direct:production\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Update s3fs requirement from <2025,>=2024.6.1 to >=2024.6.1,<2026 (#984)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-02-18T16:07:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "96a7b57f47dd6b5a59ade9a8079223f726a8a5a5",
          "body": "* adding changes so far\r\n\r\n* minor edit\r\n\r\n* pushing updates\r\n\r\n* cleaning up notebook\r\n\r\n* finalizing notebook\r\n\r\n* final edits\r\n\r\n* linting\r\n\r\n* adding notebook to test exclusion\r\n\r\n* removing observability plugin from pyproject.toml\r\n\r\n* updating README\r\n\r\n* reverting files out of scope\r\n\r\n* refr\n[…]\nating sentence to be more neutral tone\r\n\r\n* updating READMEs\r\n\r\n* adding minor excerpt for navigating to localhost:3000\r\n\r\n* updating README\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Adding observability with OpenTelemetry notebook (#979)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-01-22T16:05:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6d9caeefc3266b0a346c243d83d0d666e5e065d2",
          "body": null,
          "is_bot": false,
          "headline": "Upgrading notebooks to Atoti Python API version `0.9.3` (#981)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2025-01-17T19:51:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "966b4ea6e1e9ad3e668f83ec9d34bb6a47924479",
          "body": "…within the same PR (#977)",
          "is_bot": false,
          "headline": "Adding concurrency key to cancel previously running commit pipelines …",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-12-31T15:03:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "34273ce75127518843cf21b4ac07bdbff00e8678",
          "body": null,
          "is_bot": false,
          "headline": "Adding notebook testing in parallel (#978)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-12-31T15:03:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c2baea3e9d7f4acf4464bcd815ed0babfdcad26",
          "body": "* setting up Atoti Python API continuous build + upgrading dependencies\r\n\r\n* updating continuous build to latest commit\r\n\r\n* upgrading available academy notebooks\r\n\r\n* upgrading all technical guides to 0.9.2\r\n\r\n* updating 1/3 market risk use case notebooks\r\n\r\n* upgrading remaining market risk notebo\n[…]\n\r\n* regenerating readmes\r\n\r\n* removing alternative methods of installation in README\r\n\r\n* fixing deprecation warning\r\n\r\n* refreshing widgets\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Upgrading notebooks to Atoti Python API version `0.9.2` (#976)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-12-09T13:53:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "24aa0a04a62484b7ae3b4ea921d1683379742815",
          "body": "* updating GHA and tested notebooks in day-to-day pipeline\r\n\r\n* linting\r\n\r\n* adding back in short-running finance use case notebooks\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Adding parallel OS testing to GHA (#974)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-12-05T22:13:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5da81d83730663b80774b8b9596f7dc42db56250",
          "body": "… (#972)\n\n* adding link to README\r\n\r\n* updating READMEs\r\n\r\n* updating atoti pandas README link + fixing github action URLs\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Adding Atoti pandas article link to README + fixing broken GHA badges…",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-11-13T21:15:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "61065421278b6427fbbe66fdbced9bd30cf7a890",
          "body": null,
          "is_bot": false,
          "headline": "Updating Atoti pandas Comparison README (#971)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-11-12T14:21:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "45e526a5dfd15380415cd7a8e0b05388ff688a6d",
          "body": "Updates the requirements on [watchdog](https://github.com/gorakhargosh/watchdog) to permit the latest version.\r\n- [Release notes](https://github.com/gorakhargosh/watchdog/releases)\r\n- [Changelog](https://github.com/gorakhargosh/watchdog/blob/master/changelog.rst)\r\n- [Commits](https://github.com/gora\n[…]\ncy-name: watchdog\r\n  dependency-type: direct:production\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Update watchdog requirement from <6,>=5.0.3 to >=5.0.3,<7 (#969)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-11T15:11:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0a7f8bbfb1e90d0743beadce9b83c5c109344025",
          "body": "* atoti-pandas-comparison folder init\r\n\r\n* updating pyproject.toml with atoti_pandas_benchmark dependencies\r\n\r\n* pushing atoti vs. pandas notebook\r\n\r\n* linting and reverting pandas-main code to use S3\r\n\r\n* exclusing real time risk notebook, as it required a running docker container\r\n\r\n* adding atoti\n[…]\n benchmark notebook to test exclusion\r\n\r\n* updating namings and capitalizations\r\n\r\n---------\r\n\r\nCo-authored-by: printhellohetal <printhellohetal@gmail.com>\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Adding atoti pandas comparison notebook (#970)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-11-08T21:55:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bc26eeb649d45de67bcfa8fd05a03a68c07eadb3",
          "body": null,
          "is_bot": false,
          "headline": "Updating workflow badge URL (#967)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-10-30T16:11:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a898ab3f2071decabe9df0ffe4f4fbbce1d809c",
          "body": "* upgrading list of notebooks with continuous build for 0.9.1\r\n\r\n* upgrading to 0.9.1 and running storytelling notebooks\r\n\r\n* refreshing clickhouse notebook\r\n\r\n* refreshing notebook widgets\r\n\r\n* updating readmes\r\n\r\n* updating version badges\r\n\r\n* refreshing last widget\r\n\r\n* Update README.md\r\n\r\n* final refresh again\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Upgrading notebooks to Atoti Python API version `0.9.1` (#965)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-10-21T18:25:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b15d715c21bef57e4294e15118f1e2b9a82165a",
          "body": "…g GHA `test` workflow (#962)\n\n* migrating to uv + adjusting GHA\r\n\r\n* adding step to create virtual environment for uv\r\n\r\n* adding ruff to dependency list\r\n\r\n* updating test.yaml to show installed packages (debug)\r\n\r\n* adding --seed arg to seed venv with pip and setting explicit UV_PYTHON env var to\n[…]\n repo\r\n\r\n* editing version number for ipywidgets\r\n\r\n* swapping out image for light version\r\n\r\n* README edit to suggest not mixing uv + conda\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Migrating repo dependency management from `poetry` to `uv` + adjustin…",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-10-18T19:36:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c94dd4a9a85af3c27c900692bc1f5515c01e12c5",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: boto3\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-minor\r\n  dependency-group: all-minor-patch-updates\r\n- dependency-name: quantlib\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-minor\r\n  dependency-group: all-minor-patch-updates\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the all-minor-patch-updates group with 2 updates (#961)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-10-14T19:29:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fd2a901173a8f00ff81de7f9520354b6d39f3874",
          "body": "* updating pyproject.toml to avoid version conflicts\r\n\r\n* writing new lock file\r\n\r\n* upgrading intro-to-atoti for the most part, need to wait for bug fix\r\n\r\n* writing new lock file\r\n\r\n* updating 01 and 02 storytelling notebooks\r\n\r\n* updating aggregate-provider notebook\r\n\r\n* upgrading auto-cube noteb\n[…]\nk\r\n\r\n* updating version number for notebooks\r\n\r\n* updating readmes\r\n\r\n* editing pyproject.toml\r\n\r\n* version pinning cvar optimizer to 0.8.14\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Upgrading Notebooks to Atoti Python API version `0.9.0` (#916)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-10-11T14:41:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5ed7418ed743b28e241e32d750dab3a5da5bdb5d",
          "body": "…tes (#960)\n\n---\r\nupdated-dependencies:\r\n- dependency-name: statsmodels\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n  dependency-group: all-minor-patch-updates\r\n- dependency-name: watchdog\r\n  dependency-type: direct:production\r\n  update-type: version-update:sem\n[…]\nmver-patch\r\n  dependency-group: all-minor-patch-updates\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the all-minor-patch-updates group across 1 directory with 6 upda…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-10-09T20:20:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "aa2d8a3c34007bbc1eaec13fc13fb603902b4303",
          "body": null,
          "is_bot": false,
          "headline": "Updating Atoti Python API README video (#950)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-09-17T17:23:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "adbfd8239a1ef622e70323c10367636fb4bad4ae",
          "body": "…tes (#948)\n\n---\r\nupdated-dependencies:\r\n- dependency-name: statsmodels\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n  dependency-group: all-minor-patch-updates\r\n- dependency-name: protobuf\r\n  dependency-type: direct:production\r\n  update-type: version-update:sem\n[…]\nmver-patch\r\n  dependency-group: all-minor-patch-updates\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the all-minor-patch-updates group across 1 directory with 4 upda…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-09-16T17:08:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "39067a28b966070fe8224ff74e5e30916cbd1862",
          "body": "…946)\n\nBumps the all-minor-patch-updates group with 1 update: [ruff](https://github.com/astral-sh/ruff).\r\n\r\n\r\nUpdates `ruff` from 0.6.3 to 0.6.4\r\n- [Release notes](https://github.com/astral-sh/ruff/releases)\r\n- [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md)\r\n- [Commits](https:\n[…]\nmver-patch\r\n  dependency-group: all-minor-patch-updates\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump ruff from 0.6.3 to 0.6.4 in the all-minor-patch-updates group (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-09-06T20:20:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ffffd7cb08900209ead106cb8503425e1dd5b4cd",
          "body": "…p (#945)\n\n---\r\nupdated-dependencies:\r\n- dependency-name: watchdog\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n  dependency-group: all-minor-patch-updates\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump watchdog from 5.0.1 to 5.0.2 in the all-minor-patch-updates grou…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-09-04T13:30:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c4f2f4ab6be077d338def63ea59b940ce60045a6",
          "body": "…tes (#943)\n\n---\r\nupdated-dependencies:\r\n- dependency-name: watchdog\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n  dependency-group: all-minor-patch-updates\r\n- dependency-name: ruff\r\n  dependency-type: direct:development\r\n  update-type: version-update:semver-patch\r\n  dependency-group: all-minor-patch-updates\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the all-minor-patch-updates group across 1 directory with 2 upda…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-09-03T15:46:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb6710af56e3bd3cf98cb71d08b76a3891580642",
          "body": "…oup (#941)\n\n---\r\nupdated-dependencies:\r\n- dependency-name: protobuf\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-minor\r\n  dependency-group: all-minor-patch-updates\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump protobuf from 5.27.4 to 5.28.0 in the all-minor-patch-updates gr…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-29T14:31:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "69f358580fabfa4530ef75bc3b58d8486eaf1a47",
          "body": "* updating remaining READMEs\r\n\r\n* updating README\r\n\r\n* Updating hard-coded 01-atoti-academy README.md\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Updating remaining READMEs with new branding (#939)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-08-28T15:06:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "354fb0a6105c4f6fa4cfb929b14d272da5511465",
          "body": "…oup (#940)\n\n---\r\nupdated-dependencies:\r\n- dependency-name: protobuf\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n  dependency-group: all-minor-patch-updates\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump protobuf from 5.27.3 to 5.27.4 in the all-minor-patch-updates gr…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-28T14:43:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f45ae2a57c5c7ad17c517ae40b49af611e4041c1",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: watchdog\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-major\r\n  dependency-group: all-major-updates\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump watchdog from 4.0.2 to 5.0.0 in the all-major-updates group (#938)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-27T15:11:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b8ccbf0489c01f90665c86577bb480fd678ffe37",
          "body": "…tes (#937)\n\n---\r\nupdated-dependencies:\r\n- dependency-name: ipywidgets\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n  dependency-group: all-minor-patch-updates\r\n- dependency-name: yfinance\r\n  dependency-type: direct:production\r\n  update-type: version-update:semv\n[…]\nmver-minor\r\n  dependency-group: all-minor-patch-updates\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the all-minor-patch-updates group across 1 directory with 3 upda…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-26T18:53:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3c36f8ed56d4acdbff159439eb923007d7971a3c",
          "body": "* updating READMEs\r\n\r\n* updating READMEs again\r\n\r\n* updating READMEs again\r\n\r\n* downgrading nltk\r\n\r\n* upgrading nltk to 3.9.1\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Updating Top-Level README (#933)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-08-19T20:23:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5287907461f1a6234563d1d8804896002b74130",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: matplotlib\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n  dependency-group: all-minor-patch-updates\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump matplotlib in the all-minor-patch-updates group (#930)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-13T13:01:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94c123e7486e8b988391dcf27988c54b8e115bdf",
          "body": "Bumps [aiohttp](https://github.com/aio-libs/aiohttp) from 3.9.5 to 3.10.2.\r\n- [Release notes](https://github.com/aio-libs/aiohttp/releases)\r\n- [Changelog](https://github.com/aio-libs/aiohttp/blob/master/CHANGES.rst)\r\n- [Commits](https://github.com/aio-libs/aiohttp/compare/v3.9.5...v3.10.2)\r\n\r\n---\r\nu\n[…]\n- dependency-name: aiohttp\r\n  dependency-type: indirect\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump aiohttp from 3.9.5 to 3.10.2 (#928)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-12T13:52:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9884d9d7e76e8d4cb16244ac5ccd574f7a4c9df7",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: watchdog\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n  dependency-group: all-minor-patch-updates\r\n- dependency-name: lxml\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-minor\r\n  depende\n[…]\nmver-patch\r\n  dependency-group: all-minor-patch-updates\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the all-minor-patch-updates group with 3 updates (#927)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-12T13:12:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e724519255c8f89cbdd10d81270bdf73eb433c56",
          "body": "… (#926)\n\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "reverting jupyterlab to <4.2 and setting ignore clause for dependabot…",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-08-09T13:37:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c31fac3d3c77d63295f9428edc9c9940d9445d5",
          "body": "…tes (#924)\n\n---\r\nupdated-dependencies:\r\n- dependency-name: matplotlib\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n  dependency-group: all-minor-patch-updates\r\n- dependency-name: quantlib\r\n  dependency-type: direct:production\r\n  update-type: version-update:semv\n[…]\nmver-patch\r\n  dependency-group: all-minor-patch-updates\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the all-minor-patch-updates group across 1 directory with 5 upda…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-09T12:20:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9ef4a708431473d8943c57ead0f20ef40e088c23",
          "body": "…-updates, and enables auto-rebase (#922)\n\n* pushing updated dependabot.yml\r\n\r\n* pushing dependabot validate action\r\n\r\n* updating syntax\r\n\r\n* edit group name\r\n\r\n* removing validation check\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Updates dependabot.yml to organize PRs to minor-patch-updates + major…",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-08-08T21:19:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "56b5a822a9759037745709ed4c9c6800259e60f3",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: protobuf\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump protobuf from 4.25.3 to 5.27.3 (#917)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-08T19:43:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5684480310ee78978acd5d40412ccf016149277a",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: tsfresh\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump tsfresh from 0.20.2 to 0.20.3 (#918)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-08T18:28:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "419fd0d6e574c1d89eb624795f6a5236d9ba9496",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: xgboost\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump xgboost from 1.7.6 to 2.1.1 (#919)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-08T18:17:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb79cfd6a8a72774d0666bf7ddfedebd7631ae63",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: scikit-learn\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump scikit-learn from 1.5.0 to 1.5.1 (#920)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-08T18:04:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c7d4f0c91a1108439be96abf5f39bcac8e9d2d5",
          "body": "Bumps [openpyxl](https://openpyxl.readthedocs.io) from 3.1.3 to 3.1.5.\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: openpyxl\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump openpyxl from 3.1.3 to 3.1.5 (#921)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-08T17:51:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ebb5c6687afa5cbf23973b4d77ba30ca8814fd9",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: lxml\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump lxml from 4.9.4 to 5.2.2 (#912)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-06T17:10:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b45e81f84555ae398293ba072062541becef2b0",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: orjson\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump orjson from 3.10.3 to 3.10.6 (#913)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-06T15:56:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de5128c0de3caa1fa6fbb6fd2741129af1f57d70",
          "body": "Bumps [ruff](https://github.com/astral-sh/ruff) from 0.5.2 to 0.5.6.\r\n- [Release notes](https://github.com/astral-sh/ruff/releases)\r\n- [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/astral-sh/ruff/compare/0.5.2...0.5.6)\r\n\r\n---\r\nupdated-dependenc\n[…]\ndevelopment\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump ruff from 0.5.2 to 0.5.6 (#914)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-06T14:04:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "181b6fe4aa8d46a3fd2563a409275fc6ac9cf2cf",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: llvmlite\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump llvmlite from 0.40.1 to 0.43.0 (#915)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-06T13:50:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94c416806d6b1552d84ae002683baadb0ecbc3c4",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: seaborn\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump seaborn from 0.12.2 to 0.13.2 (#911)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-06T13:22:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4172117e4fc64685db889b451d5d8d779aeea40",
          "body": "* Bump folium from 0.14.0 to 0.17.0\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: folium\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\n\r\n* writing new poetry.lock file\r\n\r\n* writing new lock file\r\n\r\n-\n[…]\nred-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: andrewyang94 <153026626+andrewyang94@users.noreply.github.com>\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": true,
          "headline": "Bump folium from 0.14.0 to 0.17.0 (#908)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-05T15:28:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8d69bee8bd0d082a983eab8f619009545b4d205e",
          "body": "* Bump yfinance from 0.2.40 to 0.2.41\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: yfinance\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\n\r\n* updating poetry.lock file\r\n\r\n* writing new lock file\r\n\r\n\n[…]\nred-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: andrewyang94 <153026626+andrewyang94@users.noreply.github.com>\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": true,
          "headline": "Bump yfinance from 0.2.40 to 0.2.41 (#909)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-05T15:14:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9505265b27534592ec1864ff727c998af023586c",
          "body": "* Bump pandas from 2.0.3 to 2.2.2\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: pandas\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\n\r\n* updating lock file\r\n\r\n---------\r\n\r\nSigned-off-by: dependabot[b\n[…]\nred-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: andrewyang94 <153026626+andrewyang94@users.noreply.github.com>\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": true,
          "headline": "Bump pandas from 2.0.3 to 2.2.2 (#910)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-05T14:41:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c5d1cacdd58f2c6f0376b7a54d736d19498e7a4a",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: watchdog\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump watchdog from 3.0.0 to 4.0.1 (#907)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-05T14:27:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be64f28f2b56b96cdebee9446858cd17caa21626",
          "body": "---\r\nupdated-dependencies:\r\n- dependency-name: textblob\r\n  dependency-type: direct:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump textblob from 0.17.1 to 0.18.0.post0 (#906)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-05T14:02:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9fe45a524c2033ca9b1f5323b395c953b18d79dc",
          "body": "* pushing branch to origin\r\n\r\n* adding progress so far\r\n\r\n* adding more revisions\r\n\r\n* moving images to S3\r\n\r\n* updating widgets and .gitignore for data file\r\n\r\n* removing env var cells\r\n\r\n* fixing widgets\r\n\r\n* edits\r\n\r\n* updating clickhouse notebook\r\n\r\n* pushing images to S3\r\n\r\n* minor edits\r\n\r\n* a\n[…]\nr edits\r\n\r\n* updating title casing\r\n\r\n* Update snowflake_privilege.sql for ATOTI_DQ\r\n\r\n* refreshing widgets for virtual hierarchies notebook\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Revising DirectQuery Notebooks (#900)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-08-05T13:32:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b023e2bef26efc626d4d58c65fea855e5e68c234",
          "body": "Bumps [urllib3](https://github.com/urllib3/urllib3) from 1.26.18 to 1.26.19.\r\n- [Release notes](https://github.com/urllib3/urllib3/releases)\r\n- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)\r\n- [Commits](https://github.com/urllib3/urllib3/compare/1.26.18...1.26.19)\r\n\r\n---\r\nupd\n[…]\n- dependency-name: urllib3\r\n  dependency-type: indirect\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump urllib3 from 1.26.18 to 1.26.19 (#903)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-02T15:04:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "177e04a6daff994f38938ad42aaf4d248babb03a",
          "body": "Bumps [certifi](https://github.com/certifi/python-certifi) from 2024.6.2 to 2024.7.4.\r\n- [Commits](https://github.com/certifi/python-certifi/compare/2024.06.02...2024.07.04)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: certifi\r\n  dependency-type: indirect\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump certifi from 2024.6.2 to 2024.7.4 (#904)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-02T15:04:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7e01894148f1185a29418fb0f5a42f8c6c28877",
          "body": "Bumps [tornado](https://github.com/tornadoweb/tornado) from 6.4 to 6.4.1.\r\n- [Changelog](https://github.com/tornadoweb/tornado/blob/master/docs/releases.rst)\r\n- [Commits](https://github.com/tornadoweb/tornado/compare/v6.4.0...v6.4.1)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: tornado\r\n  dependency-type: indirect\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump tornado from 6.4 to 6.4.1 (#905)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-02T15:04:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "893c15ea54d98f833b218a45cd461e726b3a3f41",
          "body": null,
          "is_bot": false,
          "headline": "Resolving Dependabot Alerts (#902)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-08-02T13:52:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19c5fb861229b5487bbc7cd70b5364fe48982d6d",
          "body": "* updating poetry files with atoti 0.8.14\r\n\r\n* updating atoti academy notebooks\r\n\r\n* updating batch of notebooks\r\n\r\n* upgrading next batch of notebooks\r\n\r\n* upgrading next batch of notebooks\r\n\r\n* upgrading next back of notebooks\r\n\r\n* updating last of technical guide notebooks\r\n\r\n* updating front off\n[…]\nffice notebooks\r\n\r\n* upgrading remaining finance use case notebooks\r\n\r\n* fixing remaining notebooks with blank widgets\r\n\r\n* updating READMEs\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Upgrading Notebooks to Atoti Python API version `0.8.14` (#897)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-07-18T21:50:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c1c1337bd68e57268845214f9b83f05a4aaa0957",
          "body": "…txt (#899)\n\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "setting atoti_unlock to False and adding in generated test_exclusion.…",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-07-18T20:01:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c67f0df1eb36501ef53e6d731c4d3c1e2ec61274",
          "body": "* modifying pyproject.toml and resulting poetry.lock files for replacing black with ruff\r\n\r\n* modifying test.yml to use ruff instead of black\r\n\r\n* removing line\r\n\r\n* re-updating poetry.lock file\r\n\r\n* fixing line in test.yml to use poetry managed env\r\n\r\n* changing test.yml to use ruff format --check \n[…]\nes prior to CI check\r\n\r\n* adjusting markdown files to account for ruff vs. black change\r\n\r\n* removing graphviz installation from CI pipeline\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Replacing Black with Ruff for Formatting and Linting (#898)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-07-18T18:32:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "93955ac998629bb7292be6d407dbde3887b4f33c",
          "body": "* pushing content\r\n\r\n* adding linting\r\n\r\n* updating UTM tags\r\n\r\n* updating README\r\n\r\n* adjusting wording\r\n\r\n* refreshing widgets\r\n\r\n* re-adding files from main to resolve merge conflicts\r\n\r\n* forgot I made some changes to the notebook in this PR, adding files from a previous commit of this PR\r\n\r\n* f\n[…]\ndding in Hetal's feedback\r\n\r\n* adding final feedback updates\r\n\r\n* re-adding technical guides README\r\n\r\n* adding README\r\n\r\n* replacing README\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Adding Manipulating Hierarchies in Atoti Notebook (#890)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-06-21T22:34:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0efa8f5bbb8e3cdfc35a8c3d4119c472fab2fddd",
          "body": null,
          "is_bot": false,
          "headline": "Upgrading Notebooks to Atoti Python API version `0.8.13` (#892)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-06-06T20:43:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "511202ca14e812b2163f7b34b03046323da65ba8",
          "body": null,
          "is_bot": false,
          "headline": "Removing Extraneous Files from Atoti GH Repo Root (#893)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-06-06T20:43:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e16ad776f86351de4c72377b92b59a48532f59f0",
          "body": "* fixing notebook\r\n\r\n* updating notebooks\r\n\r\n* running black on notebooks to fix CI pipeline\r\n\r\n---------\r\n\r\nCo-authored-by: Andrew Yang <aya@aya.local>",
          "is_bot": false,
          "headline": "Debugging and Revising Var Benchmark Notebook (#888)",
          "author_name": "andrewyang94",
          "author_login": "andrewyang94",
          "committed_at": "2024-05-21T17:31:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 19,
      "commits_last_year": 15,
      "latest_release_at": "2025-12-16T15:14:58Z",
      "latest_release_tag": "v0.9.11",
      "releases_from_tags": false,
      "days_since_last_push": 31,
      "active_weeks_last_year": 11,
      "days_since_latest_release": 223,
      "mean_days_between_releases": 41.3
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 62,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": []
    },
    "popularity": {
      "forks": 30,
      "stars": 229,
      "watchers": 15,
      "fork_history": {
        "days": [
          {
            "date": "2020-11-27",
            "count": 1
          },
          {
            "date": "2021-04-04",
            "count": 1
          },
          {
            "date": "2021-06-01",
            "count": 1
          },
          {
            "date": "2021-06-02",
            "count": 1
          },
          {
            "date": "2021-07-14",
            "count": 1
          },
          {
            "date": "2021-08-07",
            "count": 1
          },
          {
            "date": "2021-08-10",
            "count": 1
          },
          {
            "date": "2022-01-13",
            "count": 1
          },
          {
            "date": "2022-02-05",
            "count": 1
          },
          {
            "date": "2022-04-14",
            "count": 1
          },
          {
            "date": "2022-04-18",
            "count": 1
          },
          {
            "date": "2022-04-24",
            "count": 1
          },
          {
            "date": "2022-04-27",
            "count": 1
          },
          {
            "date": "2022-07-24",
            "count": 1
          },
          {
            "date": "2022-09-01",
            "count": 1
          },
          {
            "date": "2023-05-19",
            "count": 1
          },
          {
            "date": "2023-05-22",
            "count": 1
          },
          {
            "date": "2023-09-27",
            "count": 1
          },
          {
            "date": "2024-01-09",
            "count": 1
          },
          {
            "date": "2024-03-31",
            "count": 1
          },
          {
            "date": "2024-05-03",
            "count": 1
          },
          {
            "date": "2024-07-29",
            "count": 1
          },
          {
            "date": "2025-03-22",
            "count": 1
          },
          {
            "date": "2025-05-13",
            "count": 1
          },
          {
            "date": "2025-08-12",
            "count": 1
          },
          {
            "date": "2025-09-22",
            "count": 1
          },
          {
            "date": "2026-02-23",
            "count": 2
          },
          {
            "date": "2026-04-04",
            "count": 1
          },
          {
            "date": "2026-04-09",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 30,
        "total_forks": 30
      },
      "star_history": null,
      "open_issues_and_prs": 59
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "03-use-cases/01-finance/portfolio-management/alt-data/ui/packages/optimizerWidget/tsconfig.json",
        "03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/optimizerWidget/tsconfig.json",
        "03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/uploadWidget/tsconfig.json"
      ],
      "toolchain_manifests": [],
      "largest_source_bytes": 47962,
      "source_files_sampled": 59,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [
          {
            "name": "pytest",
            "direct": true,
            "version": "9.0.2",
            "severity": "moderate",
            "ecosystem": "pypi",
            "cvss_score": 6.8,
            "advisory_ids": [
              "GHSA-6w46-j5rx-g56g",
              "PYSEC-2026-1845"
            ],
            "fixed_version": "9.0.3",
            "advisory_count": 2,
            "oldest_advisory_days": 186
          }
        ],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {
          "moderate": 1
        },
        "advisory_count": 2,
        "affected_count": 1,
        "assessed_count": 17,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 45,
        "direct_affected_count": 1
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "boto3",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.35.36, <2"
        },
        {
          "name": "s3fs",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2024.6.1, <2026"
        },
        {
          "name": "fsspec",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2024.6.1, <2026"
        },
        {
          "name": "wget",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.2, <4"
        },
        {
          "name": "treelib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.6.4, <2"
        },
        {
          "name": "matplotlib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.9.2, <4"
        },
        {
          "name": "praw",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=7.7.0, <8"
        },
        {
          "name": "seaborn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.13.2, <1"
        },
        {
          "name": "statsmodels",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.14.4, <1"
        },
        {
          "name": "imblearn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.0, <1"
        },
        {
          "name": "ipywidgets",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=8.1.5, <9"
        },
        {
          "name": "openpyxl",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.1.5, <4"
        },
        {
          "name": "haversine",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.8.0, <3"
        },
        {
          "name": "watchdog",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=5.0.3, <7"
        },
        {
          "name": "quantlib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.36, <2"
        },
        {
          "name": "kafka-python",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.2, <3"
        },
        {
          "name": "xgboost",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.1.1, <4"
        },
        {
          "name": "natsort",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=8.3.1, <9"
        },
        {
          "name": "tabulate",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.9.0, <1"
        },
        {
          "name": "orjson",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.10.7, <4"
        },
        {
          "name": "lxml",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=5.3.0, <7"
        },
        {
          "name": "html5lib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.1, <2"
        },
        {
          "name": "yfinance",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.2.44, <2"
        },
        {
          "name": "pyopls",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=20.3.post1, <21"
        },
        {
          "name": "nltk",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.9.1, <4"
        },
        {
          "name": "textblob",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.18.0, <1"
        },
        {
          "name": "llvmlite",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.43.0, <1"
        },
        {
          "name": "protobuf",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=5.28.2, <7"
        },
        {
          "name": "scikit-learn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.5.2, <2"
        },
        {
          "name": "folium",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.17.0, <1"
        },
        {
          "name": "atoti",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==0.9.11"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "== 2.3.3"
        },
        {
          "name": "jupyterlab",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">= 4.3.5, <5"
        },
        {
          "name": "ruff",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.6.9, <1"
        },
        {
          "name": "memory-profiler",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.61.0"
        },
        {
          "name": "jupyter-resource-usage",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.1.0"
        },
        {
          "name": "pytest",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "== 9.0.2"
        },
        {
          "name": "pytest-html",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "== 4.1.1"
        },
        {
          "name": "pytest-xdist",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "== 3.8.0"
        },
        {
          "name": "nbdime",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "== 4.0.2"
        },
        {
          "name": "nbmake",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "== 1.5.5"
        },
        {
          "name": "pre-commit",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "== 4.5.1"
        },
        {
          "name": "playwright",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "== 1.57.0"
        },
        {
          "name": "pyportfolioopt",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "== 1.5.6"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "atoti",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "boto3",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "folium",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "haversine",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "html5lib",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "imblearn",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ipywidgets",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-resource-usage",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "kafka-python",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "llvmlite",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "lxml",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "memory-profiler",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "natsort",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nbdime",
            "direct": true,
            "version": "4.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "nbmake",
            "direct": true,
            "version": "1.5.5",
            "ecosystem": "pypi"
          },
          {
            "name": "nltk",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "openpyxl",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "2.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "playwright",
            "direct": true,
            "version": "1.57.0",
            "ecosystem": "pypi"
          },
          {
            "name": "praw",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pre-commit",
            "direct": true,
            "version": "4.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyopls",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyportfolioopt",
            "direct": true,
            "version": "1.5.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": true,
            "version": "9.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-html",
            "direct": true,
            "version": "4.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-xdist",
            "direct": true,
            "version": "3.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "quantlib",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "s3fs",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "seaborn",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "statsmodels",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tabulate",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "textblob",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "treelib",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "watchdog",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "wget",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "xgboost",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "yfinance",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "@activeviam/activeui-scripts",
            "direct": false,
            "version": "5.1.3",
            "ecosystem": "npm"
          },
          {
            "name": "@activeviam/activeui-scripts",
            "direct": false,
            "version": "5.1.7",
            "ecosystem": "npm"
          },
          {
            "name": "@activeviam/activeui-sdk",
            "direct": false,
            "version": "5.1.3",
            "ecosystem": "npm"
          },
          {
            "name": "@activeviam/activeui-sdk",
            "direct": false,
            "version": "5.1.7",
            "ecosystem": "npm"
          },
          {
            "name": "@activeviam/browserslist-config-activeui",
            "direct": false,
            "version": "5.1.3",
            "ecosystem": "npm"
          },
          {
            "name": "@activeviam/browserslist-config-activeui",
            "direct": false,
            "version": "5.1.7",
            "ecosystem": "npm"
          },
          {
            "name": "@activeviam/sandbox-clients",
            "direct": false,
            "version": "5.1.3",
            "ecosystem": "npm"
          },
          {
            "name": "@activeviam/sandbox-clients",
            "direct": false,
            "version": "5.1.7",
            "ecosystem": "npm"
          },
          {
            "name": "@parcel/css",
            "direct": false,
            "version": "^1.5.0",
            "ecosystem": "npm"
          },
          {
            "name": "@rehooks/component-size",
            "direct": false,
            "version": "^1.0.3",
            "ecosystem": "npm"
          },
          {
            "name": "@types/node",
            "direct": false,
            "version": "^16.11.26",
            "ecosystem": "npm"
          },
          {
            "name": "@types/react",
            "direct": false,
            "version": "^18.0.26",
            "ecosystem": "npm"
          },
          {
            "name": "antd",
            "direct": false,
            "version": "^5.1.0",
            "ecosystem": "npm"
          },
          {
            "name": "axios",
            "direct": false,
            "version": "^0.30.0",
            "ecosystem": "npm"
          },
          {
            "name": "lodash",
            "direct": false,
            "version": "^4.17.15",
            "ecosystem": "npm"
          },
          {
            "name": "papaparse",
            "direct": false,
            "version": "^5.4.1",
            "ecosystem": "npm"
          },
          {
            "name": "react",
            "direct": false,
            "version": "^18.0.0",
            "ecosystem": "npm"
          },
          {
            "name": "typescript",
            "direct": false,
            "version": "^4.8.4",
            "ecosystem": "npm"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 62,
        "direct_count": 44,
        "indirect_count": 18
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 3,
        "merged_prs": 174,
        "open_issues": 56,
        "closed_ratio": 0.905,
        "closed_issues": 531,
        "closed_unmerged_prs": 47
      },
      "bus_factor": 1,
      "bot_contributors": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "andrewyang94",
          "commits": 61,
          "avatar_url": "https://avatars.githubusercontent.com/u/153026626?v=4"
        },
        {
          "type": "User",
          "login": "HuifangYeo",
          "commits": 10,
          "avatar_url": "https://avatars.githubusercontent.com/u/35210495?v=4"
        },
        {
          "type": "User",
          "login": "jbe456",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/4415696?v=4"
        },
        {
          "type": "User",
          "login": "printhellohetal",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/83311196?v=4"
        },
        {
          "type": "User",
          "login": "tibdex",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/6574550?v=4"
        },
        {
          "type": "User",
          "login": "bloussou",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/32448554?v=4"
        },
        {
          "type": "User",
          "login": "CateF22",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/114158605?v=4"
        },
        {
          "type": "User",
          "login": "fabiencelier",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/17087544?v=4"
        },
        {
          "type": "User",
          "login": "rcolle",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/26255381?v=4"
        }
      ],
      "contributors_sampled": 9,
      "top_contributor_share": 0.67
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "release.yaml",
        "test.yaml"
      ],
      "has_docs_dir": false,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 9,
            "reason": "binaries present in source code",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 8,
            "reason": "26 out of 30 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": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "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": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 0,
            "reason": "1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
            "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": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "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": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "154 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "c1531b97fb0fd09da6e5bdcfb320de87b53be3e2",
        "ran_at": "2026-07-27T19:36:39Z",
        "aggregate_score": 4.4,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-06-26T16:47:19Z",
      "oldest_open_prs": [
        {
          "number": 1043,
          "created_at": "2026-01-12T12:56:45Z",
          "last_comment_at": "2026-05-28T19:04:27Z",
          "last_comment_author": "dependabot"
        },
        {
          "number": 1044,
          "created_at": "2026-01-12T12:56:50Z",
          "last_comment_at": "2026-05-28T19:04:37Z",
          "last_comment_author": "dependabot"
        },
        {
          "number": 1048,
          "created_at": "2026-02-02T12:08:25Z",
          "last_comment_at": "2026-05-28T19:04:47Z",
          "last_comment_author": "dependabot"
        }
      ],
      "last_merged_pr_at": "2026-06-26T16:41:58Z",
      "ci_last_conclusion": "FAILURE",
      "oldest_open_issues": [
        {
          "number": 139,
          "created_at": "2020-08-27T02:37:55Z",
          "last_comment_at": "2022-08-23T13:37:18Z",
          "last_comment_author": "bloussou"
        },
        {
          "number": 252,
          "created_at": "2021-03-11T05:13:39Z",
          "last_comment_at": "2022-01-27T15:16:17Z",
          "last_comment_author": "bloussou"
        },
        {
          "number": 299,
          "created_at": "2021-06-16T11:58:38Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 302,
          "created_at": "2021-06-18T07:00:06Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 325,
          "created_at": "2021-07-27T06:36:24Z",
          "last_comment_at": "2022-05-11T15:51:47Z",
          "last_comment_author": "bloussou"
        },
        {
          "number": 344,
          "created_at": "2021-08-24T09:31:34Z",
          "last_comment_at": "2022-05-11T15:41:50Z",
          "last_comment_author": "bloussou"
        },
        {
          "number": 346,
          "created_at": "2021-08-25T15:42:58Z",
          "last_comment_at": "2021-08-26T08:47:42Z",
          "last_comment_author": "tibdex"
        },
        {
          "number": 361,
          "created_at": "2021-09-06T03:23:35Z",
          "last_comment_at": "2021-09-14T08:43:43Z",
          "last_comment_author": "Skyscimitar"
        },
        {
          "number": 370,
          "created_at": "2021-09-17T07:23:26Z",
          "last_comment_at": "2021-09-20T12:38:59Z",
          "last_comment_author": "tibdex"
        },
        {
          "number": 378,
          "created_at": "2021-09-30T18:29:19Z",
          "last_comment_at": "2022-01-27T10:14:34Z",
          "last_comment_author": "bloussou"
        },
        {
          "number": 387,
          "created_at": "2021-10-20T06:14:42Z",
          "last_comment_at": "2021-10-20T13:26:16Z",
          "last_comment_author": "tibdex"
        },
        {
          "number": 389,
          "created_at": "2021-10-21T01:49:21Z",
          "last_comment_at": "2022-08-23T13:06:35Z",
          "last_comment_author": "bloussou"
        },
        {
          "number": 391,
          "created_at": "2021-10-22T06:22:28Z",
          "last_comment_at": "2021-10-22T08:51:45Z",
          "last_comment_author": "piyuw"
        },
        {
          "number": 394,
          "created_at": "2021-10-26T02:40:58Z",
          "last_comment_at": "2022-08-23T12:59:06Z",
          "last_comment_author": "bloussou"
        },
        {
          "number": 396,
          "created_at": "2021-11-01T07:56:01Z",
          "last_comment_at": "2023-03-14T05:02:08Z",
          "last_comment_author": "HuifangYeo"
        },
        {
          "number": 397,
          "created_at": "2021-11-01T09:48:59Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 400,
          "created_at": "2021-11-03T10:47:08Z",
          "last_comment_at": "2021-11-08T10:26:49Z",
          "last_comment_author": "Harold7665"
        },
        {
          "number": 404,
          "created_at": "2021-11-08T19:29:02Z",
          "last_comment_at": "2021-11-15T09:01:55Z",
          "last_comment_author": "bloussou"
        },
        {
          "number": 406,
          "created_at": "2021-11-09T17:10:01Z",
          "last_comment_at": "2022-07-13T16:30:01Z",
          "last_comment_author": "tibdex"
        },
        {
          "number": 408,
          "created_at": "2021-11-11T02:24:58Z",
          "last_comment_at": "2022-01-27T09:45:56Z",
          "last_comment_author": "bloussou"
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/activeviam/atoti-notebooks",
    "host": "github.com",
    "name": "atoti-notebooks",
    "owner": "activeviam"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": "The weighted overall 61 is calibrated to 67 on the published index scale (record calibration 2026-08-02).",
      "notes": [
        {
          "code": "overall_calibration",
          "params": {
            "raw": 61,
            "calibrated": 67,
            "calibration": "2026-08-02"
          }
        }
      ],
      "value": 67,
      "inputs": {
        "security": 49,
        "vitality": 53,
        "community": 66,
        "governance": 60,
        "calibration": "2026-08-02",
        "engineering": 74,
        "ai_readiness": 62,
        "weighted_overall_raw": 61
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
        "value": 53,
        "weight": 0.21,
        "metrics": [
          {
            "key": "development_activity",
            "band": "weak",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 36,
            "inputs": {
              "commits_last_year": 15,
              "human_commit_share": 0.51,
              "days_since_last_push": 31,
              "active_weeks_last_year": 11
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 31 days ago",
                "points": 18,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 31
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "11/52 weeks with commits",
                "points": 7.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 11
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "15 commits in the last year",
                "points": 10.8,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 15
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 78,
            "inputs": {
              "releases_count": 19,
              "latest_release_tag": "v0.9.11",
              "releases_from_tags": false,
              "days_since_latest_release": 223,
              "mean_days_between_releases": 41.3
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "19 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 19
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 223 days ago",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 223
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~41.3 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 41.3
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "exceptional",
            "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": 37,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 37 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 37
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 66,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 57,
            "inputs": {
              "forks": 30,
              "stars": 229,
              "watchers": 15,
              "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": "30 forks",
                "points": 12.2,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 30
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "15 watchers",
                "points": 6.4,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 15
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [],
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "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": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 60,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "weak",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 35,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 9,
              "top_contributor_share": 0.67
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 67% of commits",
                "points": 7.4,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 67
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "9 contributors",
                "points": 12.2,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 88,
            "inputs": {
              "merged_prs": 174,
              "open_issues": 56,
              "closed_issues": 531,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0.905,
              "closed_unmerged_prs": 47,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "90% of issues closed",
                "points": 38,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 90
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "174/221 decided PRs merged",
                "points": 23.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 174,
                      "decided": 221
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "followers": 36,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "activeviam",
              "public_repos": 10,
              "account_age_days": 3560
            },
            "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": "36 followers of activeviam",
                "points": 11.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 36,
                      "login": "activeviam"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "10 public repos, account ~9 yr old",
                "points": 19.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 10
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 74,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "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": "26 out of 30 merged PRs checked by a CI test -- score normalized to 8",
                "points": 16,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [
                "olap",
                "cube",
                "multidimensional-analysis",
                "data-visualization",
                "pivot-tables",
                "charts",
                "what-if-analysis"
              ],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "weak",
        "name": "Security",
        "value": 49,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "weak",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 44,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 4.4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "26 out of 30 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "154 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "good",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 17 resolved dependencies against OSV; 45 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 17
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 45
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 67,
            "inputs": {
              "source": "osv",
              "advisories": 2,
              "affected_packages": 1,
              "assessed_packages": 17,
              "unassessed_packages": 45,
              "affected_by_severity": "moderate 1",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: pytest 9.0.2 (moderate 6.8)",
                "points": 16,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "pytest 9.0.2 (moderate 6.8)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 186 days ago",
                "points": 34.2,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 186
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 17,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 4
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 62,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.941,
              "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": "48 of 51 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 48,
                      "sampled": 51
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "03-use-cases/01-finance/portfolio-management/alt-data/ui/packages/optimizerWidget/tsconfig.json",
                "03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/optimizerWidget/tsconfig.json",
                "03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/uploadWidget/tsconfig.json"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.49
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "03-use-cases/01-finance/portfolio-management/alt-data/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/uploadWidget/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "03-use-cases/01-finance/portfolio-management/alt-data/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/uploadWidget/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "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": "49 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 49,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Jupyter Notebook",
              "largest_source_bytes": 47962,
              "source_files_sampled": 59,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Jupyter Notebook with type-check config (03-use-cases/01-finance/portfolio-management/alt-data/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/uploadWidget/tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "03-use-cases/01-finance/portfolio-management/alt-data/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/optimizerWidget/tsconfig.json, 03-use-cases/01-finance/portfolio-management/cvar-optimizer/ui/packages/uploadWidget/tsconfig.json",
                      "language": "Jupyter Notebook"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/59 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 59,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "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": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [],
      "scores": {},
      "primary": null,
      "evidence": [],
      "artifacts": [],
      "confidence": "none",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": false
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch pypi package 'notebooks' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T19:37:11.743213Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/activeviam/atoti-notebooks.svg",
  "full_name": "activeviam/atoti-notebooks",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 v2.3.1, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken.