Software health reportschema 0.27.0 · metrics 2.3.1 · 2026-07-27 19:37 UTC

activeviam / atoti-notebooks

Notebook gallery and issue tracking for Atoti

Jupyter NotebookApache-2.0★ 229 stars⑂ 30 forkssince Mar 2020View on GitHub ↗

#olap #cube #multidimensional-analysis #data-visualization #pivot-tables #charts #what-if-analysis

activeviam/atoti-notebooks holds a health index of 67 out of 100, placing it in the Good band. It scores highest on Engineering Quality (74/100) and lowest on Security (49/100). It was last updated 31 days ago. A single contributor accounts for most of its recent work.

overall / 100

Good

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met

Excellent80-92Strong across the board; minor gaps

Good65-79Healthy; gaps are limited and manageable

Moderate50-64Acceptable with notable gaps; review recommended

Weak35-49Material weaknesses across several areas

At Risk20-34Significant weaknesses; adoption warrants caution

Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 61 is calibrated to 67 on the published index scale (record calibration 2026-08-02).

Ownership

ActiveViamOrganization

36 followers10 public repossince Oct 2016

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

53Moderate · 21% of overall

Development activity

36Weak

How it's scored

18/36	Push recency — last push 31 days ago
7.6/36	Commit cadence — 11/52 weeks with commits
10.8/18	Commit volume — 15 commits in the last year
0/10	OpenSSF Scorecard: Maintained — 1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0

Inputs used

commits_last_year	15
human_commit_share	0.51
days_since_last_push	31
active_weeks_last_year	11

Release discipline

78Good

How it's scored

27/27	Ships releases — 19 releases published
16.2/36	Release recency — latest release 223 days ago
27/27	Release cadence — a release every ~41.3 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	19
latest_release_tag	v0.9.11
releases_from_tags	no
days_since_latest_release	223
mean_days_between_releases	41.3

Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

66Good · 17% of overall

Popularity & adoption

57Moderate

How it's scored

38.2/60	Stars — 229 stars
12.2/25	Forks — 30 forks
6.4/15	Watchers — 15 watchers

Inputs used

forks	30
stars	229
watchers	15
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

77Good

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (Apache-2.0)
18/18	CONTRIBUTING guide
0/13.5	Code of conduct
0/7.2	Issue template
6.3/6.3	PR template

Inputs used

has_readme	yes
has_license	yes
readme_badges	—
has_contributing	yes
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	—
has_pull_request_template	yes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

60Moderate · 23% of overall

Maintainer resilience (bus factor)

35Weak

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
7.4/22.5	Commit distribution — top contributor authored 67% of commits
12.2/13.5	Contributor breadth — 9 contributors
6/10	OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6

Inputs used

bus_factor	1
contributors_sampled	9
top_contributor_share	0.67

Issue & PR responsiveness

88Excellent

How it's scored

38/42	Issue resolution — 90% of issues closed
23.6/30	PR acceptance — 174/221 decided PRs merged
0/13	Newcomer PR acceptance — no first-time contributor's PR decided in 30d
15/15	OpenSSF Scorecard: Code-Review — all changesets reviewed

Inputs used

merged_prs	174
open_issues	56
closed_issues	531
prs_merged_7d	—
prs_decided_7d	—
prs_merged_30d	—
prs_decided_30d	—
issue_closed_ratio	0.905
closed_unmerged_prs	47
first_time_authors_30d	—
first_time_prs_merged_30d	—
first_time_prs_decided_30d	—

Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.

Ownership & stewardship

61Moderate

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
11.3/25	Owner reach — 36 followers of activeviam
19.6/25	Track record — 10 public repos, account ~9 yr old

Inputs used

followers	36
owner_type	Organization
is_verified	—
owner_login	activeviam
public_repos	10
account_age_days	3,560

Engineering Quality

Are baseline engineering and documentation practices in place?

74Good · 19% of overall

Engineering practices

90Excellent

How it's scored

24/24	CI workflows — 2 workflow(s)
24/24	Tests present
16/16	Linter config
9.6/9.6	Pre-commit hooks
0/6.4	.editorconfig
16/20	OpenSSF Scorecard: CI-Tests — 26 out of 30 merged PRs checked by a CI test -- score normalized to 8

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	yes
has_precommit_config	yes

Documentation

50Moderate

How it's scored

30/30	README
0/25	Documentation directory
0/15	Documentation / homepage site
10/10	Repository description
10/10	Topics — 7 topics
0/10	Wiki

Inputs used

topics	olap, cube, multidimensional-analysis, data-visualization, pivot-tables, charts, what-if-analysis
has_wiki	no
homepage	—
has_readme	yes
has_docs_dir	no
has_description	yes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

49Weak · 16% of overall

Security posture

44Weak

How it's scored

6.8/7.5	Binary-Artifacts — binaries present in source code
0/7.5	Branch-Protection — no data
2/2.5	CI-Tests — 26 out of 30 merged PRs checked by a CI test -- score normalized to 8
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5	Code-Review — all changesets reviewed
1.5/2.5	Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	License — license file detected
0/7.5	Maintained — 1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5	Packaging — no data
0/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
0/5	Security-Policy — security policy file not detected
0/7.5	Signed-Releases — no data
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 154 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	15
scorecard_version	v5.5.0
checks_inconclusive	3
scorecard_aggregate	4.4

Excluded from scoring (no data or not applicable): branch_protection, packaging, signed_releases. Remaining weights renormalized.

Dependency advisories

67Good

How it's scored

16/35	Direct dependencies free of known advisories — 1 affected: pytest 9.0.2 (moderate 6.8)
0/25	Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
34.2/40	No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 186 days ago

Inputs used

source	osv
advisories	2
affected_packages	1
assessed_packages	17
unassessed_packages	45
affected_by_severity	moderate 1
direct_affected_packages	1

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.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

62Moderate · 4% of overall

Agent context & guidance

40Weak

How it's scored

0/45	Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 48 of 51 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
legible_history_share	0.941
agent_instruction_files	—
agent_instruction_max_bytes	—

Verify loop (build / test / typecheck)

80Excellent

How it's scored

18/18	One-command bootstrap — Makefile
22/22	Automated tests
11/11	Lint / format config
11/11	Static type checking — 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
10/10	Reproducible environment — Dockerfile, lockfile
0/10	Demonstrated agent practice — no agent-authored commits among the last 100
8/8	Automated maintenance — 49 of the last 100 commits are automated dependency updates
0/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0

Inputs used

has_nix	no
has_tests	yes
lockfiles	uv.lock
has_dockerfile	yes
typed_language	no
bootstrap_files	Makefile
has_devcontainer	no
has_linter_config	yes
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

Code legibility for models

82Excellent

How it's scored

27/45	Type-checkable code — 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)
55/55	Manageable file sizes — 0/59 source files over 60KB

Inputs used

primary_language	Jupyter Notebook
largest_source_bytes	47,962
source_files_sampled	59
oversized_source_files	0

Machine-readable interfaces

40Weak

How it's scored

0/40	API schema (OpenAPI/GraphQL/proto)
0/20	MCP server
40/40	Runnable examples — notebooks

Inputs used

example_dirs	notebooks
has_mcp_signal	no
api_schema_files	—

Key facts

229GitHub stars

9contributors

15commits, last 12 months

31days since last push

19releases

1bus factor

56open issues

PyPIpackage ecosystems

Data collection warnings

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

More detail

Star and fork history 0 ★ / 30 ⇿

0Stars

30Forks

19Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Major 0Minor 1Patch 18

Each point covers 5 days.

OpenSSF Scorecard 4.4 / 10

4.4aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-27 19:36 UTC

9	Binary-Artifacts	binaries present in source code
n/a	Branch-Protection	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
8	CI-Tests	26 out of 30 merged PRs checked by a CI test -- score normalized to 8
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
10	Code-Review	all changesets reviewed
6	Contributors	project has 2 contributing companies or organizations -- score normalized to 6
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
0	Maintained	1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
n/a	Packaging	packaging workflow not detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
0	SAST	SAST tool is not run on all commits -- score normalized to 0
0	Security-Policy	security policy file not detected
n/a	Signed-Releases	no releases found
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
0	Vulnerabilities	154 existing vulnerabilities detected

Direct dependencies 44

Registry	Package	Version constraint	Manifest
PyPI	boto3	`>=1.35.36, <2`	pyproject.toml
PyPI	s3fs	`>=2024.6.1, <2026`	pyproject.toml
PyPI	fsspec	`>=2024.6.1, <2026`	pyproject.toml
PyPI	wget	`>=3.2, <4`	pyproject.toml
PyPI	treelib	`>=1.6.4, <2`	pyproject.toml
PyPI	matplotlib	`>=3.9.2, <4`	pyproject.toml
PyPI	praw	`>=7.7.0, <8`	pyproject.toml
PyPI	seaborn	`>=0.13.2, <1`	pyproject.toml
PyPI	statsmodels	`>=0.14.4, <1`	pyproject.toml
PyPI	imblearn	`>=0.0, <1`	pyproject.toml
PyPI	ipywidgets	`>=8.1.5, <9`	pyproject.toml
PyPI	openpyxl	`>=3.1.5, <4`	pyproject.toml
PyPI	haversine	`>=2.8.0, <3`	pyproject.toml
PyPI	watchdog	`>=5.0.3, <7`	pyproject.toml
PyPI	quantlib	`>=1.36, <2`	pyproject.toml
PyPI	kafka-python	`>=2.0.2, <3`	pyproject.toml
PyPI	xgboost	`>=2.1.1, <4`	pyproject.toml
PyPI	natsort	`>=8.3.1, <9`	pyproject.toml
PyPI	tabulate	`>=0.9.0, <1`	pyproject.toml
PyPI	orjson	`>=3.10.7, <4`	pyproject.toml
PyPI	lxml	`>=5.3.0, <7`	pyproject.toml
PyPI	html5lib	`>=1.1, <2`	pyproject.toml
PyPI	yfinance	`>=0.2.44, <2`	pyproject.toml
PyPI	pyopls	`>=20.3.post1, <21`	pyproject.toml
PyPI	nltk	`>=3.9.1, <4`	pyproject.toml
PyPI	textblob	`>=0.18.0, <1`	pyproject.toml
PyPI	llvmlite	`>=0.43.0, <1`	pyproject.toml
PyPI	protobuf	`>=5.28.2, <7`	pyproject.toml
PyPI	scikit-learn	`>=1.5.2, <2`	pyproject.toml
PyPI	folium	`>=0.17.0, <1`	pyproject.toml
PyPI	atoti	`==0.9.11`	pyproject.toml
PyPI	pandas	`== 2.3.3`	pyproject.toml
PyPI	jupyterlab	`>= 4.3.5, <5`	pyproject.toml
PyPI	ruff	`>=0.6.9, <1`	pyproject.toml
PyPI	memory-profiler	`>=0.61.0`	pyproject.toml
PyPI	jupyter-resource-usage	`>=1.1.0`	pyproject.toml
PyPI	pytest	`== 9.0.2`	pyproject.toml
PyPI	pytest-html	`== 4.1.1`	pyproject.toml
PyPI	pytest-xdist	`== 3.8.0`	pyproject.toml
PyPI	nbdime	`== 4.0.2`	pyproject.toml
PyPI	nbmake	`== 1.5.5`	pyproject.toml
PyPI	pre-commit	`== 4.5.1`	pyproject.toml
PyPI	playwright	`== 1.57.0`	pyproject.toml
PyPI	pyportfolioopt	`== 1.5.6`	pyproject.toml

All dependencies 62

Full resolved dependency set from the GitHub dependency graph: 44 direct and 18 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	atoti	`—`	direct
PyPI	boto3	`—`	direct
PyPI	folium	`—`	direct
PyPI	fsspec	`—`	direct
PyPI	haversine	`—`	direct
PyPI	html5lib	`—`	direct
PyPI	imblearn	`—`	direct
PyPI	ipywidgets	`—`	direct
PyPI	jupyter-resource-usage	`—`	direct
PyPI	jupyterlab	`—`	direct
PyPI	kafka-python	`—`	direct
PyPI	llvmlite	`—`	direct
PyPI	lxml	`—`	direct
PyPI	matplotlib	`—`	direct
PyPI	memory-profiler	`—`	direct
PyPI	natsort	`—`	direct
PyPI	nbdime	`4.0.2`	direct
PyPI	nbmake	`1.5.5`	direct
PyPI	nltk	`—`	direct
PyPI	openpyxl	`—`	direct
PyPI	orjson	`—`	direct
PyPI	pandas	`2.3.3`	direct
PyPI	playwright	`1.57.0`	direct
PyPI	praw	`—`	direct
PyPI	pre-commit	`4.5.1`	direct
PyPI	protobuf	`—`	direct
PyPI	pyopls	`—`	direct
PyPI	pyportfolioopt	`1.5.6`	direct
PyPI	pytest	`9.0.2`	direct
PyPI	pytest-html	`4.1.1`	direct
PyPI	pytest-xdist	`3.8.0`	direct
PyPI	quantlib	`—`	direct
PyPI	ruff	`—`	direct
PyPI	s3fs	`—`	direct
PyPI	scikit-learn	`—`	direct
PyPI	seaborn	`—`	direct
PyPI	statsmodels	`—`	direct
PyPI	tabulate	`—`	direct
PyPI	textblob	`—`	direct
PyPI	treelib	`—`	direct
PyPI	watchdog	`—`	direct
PyPI	wget	`—`	direct
PyPI	xgboost	`—`	direct
PyPI	yfinance	`—`	direct
npm	@activeviam/activeui-scripts	`5.1.3`	indirect
npm	@activeviam/activeui-scripts	`5.1.7`	indirect
npm	@activeviam/activeui-sdk	`5.1.3`	indirect
npm	@activeviam/activeui-sdk	`5.1.7`	indirect
npm	@activeviam/browserslist-config-activeui	`5.1.3`	indirect
npm	@activeviam/browserslist-config-activeui	`5.1.7`	indirect
npm	@activeviam/sandbox-clients	`5.1.3`	indirect
npm	@activeviam/sandbox-clients	`5.1.7`	indirect
npm	@parcel/css	`^1.5.0`	indirect
npm	@rehooks/component-size	`^1.0.3`	indirect
npm	@types/node	`^16.11.26`	indirect
npm	@types/react	`^18.0.26`	indirect
npm	antd	`^5.1.0`	indirect
npm	axios	`^0.30.0`	indirect
npm	lodash	`^4.17.15`	indirect
npm	papaparse	`^5.4.1`	indirect
npm	react	`^18.0.0`	indirect
npm	typescript	`^4.8.4`	indirect

Dependency advisories 1

This repository publishes no package the index resolves, so its own dependency graph was assessed — 17 packages, which also include development and test pins that never ship: 1 carry known advisories, of which 1 are direct. 45 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

Package	Version	Relation	Severity	Advisories	Fixed in
pytest	`9.0.2`	direct	moderate	2	`9.0.3`

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

{
  "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"
        },
        {
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          "headline": "Upgrading Atoti OIDC authentication notebooks (#1001)",
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          "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)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2025-05-27T17:52:10Z",
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          "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",
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        {
          "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",
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          "body": null,
          "is_bot": false,
          "headline": "Resolving remaining `axios` security vulnerability (#993)",
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          "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",
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          "is_bot": false,
          "headline": "Adding PyTest to CI pipelines (#991)",
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          "author_login": "andrewyang94",
          "committed_at": "2025-05-09T08:24:59Z",
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          "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)",
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          "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)",
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          "committed_at": "2025-04-08T14:05:29Z",
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          "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)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2025-03-14T12:58:56Z",
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          "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",
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          "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",
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          "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",
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          "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",
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          "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,
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        {
          "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",
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          "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",
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        {
          "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)",
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          "author_login": "andrewyang94",
          "committed_at": "2024-12-09T13:53:11Z",
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        {
          "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",
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        {
          "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",
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          "committed_at": "2024-11-13T21:15:32Z",
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          "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",
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        },
        {
          "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",
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        {
          "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
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        {
          "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",
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        },
        {
          "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)",
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          "author_login": "andrewyang94",
          "committed_at": "2024-10-21T18:25:07Z",
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        {
          "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",
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        {
          "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",
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        {
          "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",
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        {
          "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",
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        {
          "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,
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        {
          "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,
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        },
        {
          "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,
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        {
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          "headline": "Bump folium from 0.14.0 to 0.17.0 (#908)",
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          "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>",
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          "headline": "Bump yfinance from 0.2.40 to 0.2.41 (#909)",
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          "headline": "Bump pandas from 2.0.3 to 2.2.2 (#910)",
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          "headline": "Bump watchdog from 3.0.0 to 4.0.1 (#907)",
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          "is_bot": true,
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          "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>",
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                "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"
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.3.1, schema v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics.

Software health index

Score profile

Ownership

Metrics by category

Key facts

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