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GitHub / CamDavidsonPilon / Probabilistic-Programming-and-Bayesian-Methods-for-Hackers

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

JSON API: http://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CamDavidsonPilon%2FProbabilistic-Programming-and-Bayesian-Methods-for-Hackers
PURL: pkg:github/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers

Stars: 28,252
Forks: 7,952
Open issues: 205

License: mit
Language: Jupyter Notebook
Size: 164 MB
Dependencies parsed at: Pending

Created at: almost 13 years ago
Updated at: 2 days ago
Pushed at: over 1 year ago
Last synced at: 2 days ago

Commit Stats

Commits: 793
Authors: 161
Mean commits per author: 4.93
Development Distribution Score: 0.583
More commit stats: https://commits.ecosyste.ms/hosts/GitHub/repositories/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers

Topics: bayesian-methods, data-science, jupyter-notebook, mathematical-analysis, pymc, statistics

Funding Links https://github.com/sponsors/CamDavidsonPilon

OpenSSF Scorecard report

2.8

Overall Score

18/50 High Risk
0/30 Medium Risk
10/20 Low Risk
Generated on August 11, 2025 | Scorecard vv5.2.1-40-gf6ed084d
Security Checks
10/10
Binary-Artifacts
High Risk

no binaries found in the repo

Determines if the project has generated executable (binary) artifacts in the source repository.

10/10
License
Low Risk

license file detected

Determines if the project has defined a license.

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ℹ️ Info: project has a license file: LICENSE.txt:0
ℹ️ Info: FSF or OSI recognized license: MIT License: LICENSE.txt:0
8/10
Code-Review
High Risk

Found 6/7 approved changesets -- score normalized to 8

Determines if the project requires human code review before pull requests (aka merge requests) are merged.

0/10
Branch-Protection
High Risk

branch protection not enabled on development/release branches

Determines if the default and release branches are protected with GitHub's branch protection settings.

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⚠️ Warn: branch protection not enabled for branch 'master'
0/10
CII-Best-Practices
Low Risk

no effort to earn an OpenSSF best practices badge detected

Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.

0/10
Fuzzing
Medium Risk

project is not fuzzed

Determines if the project uses fuzzing.

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⚠️ Warn: no fuzzer integrations found
0/10
Maintained
High Risk

0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0

Determines if the project is "actively maintained".

0/10
SAST
Medium Risk

SAST tool is not run on all commits -- score normalized to 0

Determines if the project uses static code analysis.

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⚠️ Warn: 0 commits out of 29 are checked with a SAST tool
0/10
Security-Policy
Medium Risk

security policy file not detected

Determines if the project has published a security policy.

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⚠️ Warn: no security policy file detected
⚠️ Warn: no security file to analyze
⚠️ Warn: no security file to analyze
⚠️ Warn: no security file to analyze
0/10
Vulnerabilities
High Risk

32 existing vulnerabilities detected

Determines if the project has open, known unfixed vulnerabilities.

Show details
⚠️ Warn: Project is vulnerable to: GHSA-29gw-9793-fvw7
⚠️ Warn: Project is vulnerable to: PYSEC-2015-24 / GHSA-4vwq-x64q-j4cj
⚠️ Warn: Project is vulnerable to: PYSEC-2017-46 / GHSA-66gw-5xpf-gfp5
⚠️ Warn: Project is vulnerable to: PYSEC-2017-47 / GHSA-7fc2-rm35-2pp7
⚠️ Warn: Project is vulnerable to: PYSEC-2015-25 / GHSA-92mr-v722-f48m
⚠️ Warn: Project is vulnerable to: PYSEC-2022-12 / GHSA-pq7m-3gw7-gq5x
⚠️ Warn: Project is vulnerable to: PYSEC-2019-217 / GHSA-462w-v97r-4m45
⚠️ Warn: Project is vulnerable to: PYSEC-2014-8 / GHSA-8r7q-cvjq-x353
⚠️ Warn: Project is vulnerable to: GHSA-cpwx-vrp4-4pq7
⚠️ Warn: Project is vulnerable to: PYSEC-2014-82 / GHSA-fqh9-2qgg-h84h
⚠️ Warn: Project is vulnerable to: PYSEC-2021-66 / GHSA-g3rq-g295-4j3m
⚠️ Warn: Project is vulnerable to: GHSA-h5c8-rqwp-cp95
⚠️ Warn: Project is vulnerable to: GHSA-h75v-3vvj-5mfj
⚠️ Warn: Project is vulnerable to: PYSEC-2019-220 / GHSA-hj2j-77xm-mc5v
⚠️ Warn: Project is vulnerable to: GHSA-q2x7-8rv6-6q7h
⚠️ Warn: Project is vulnerable to: PYSEC-2018-34 / GHSA-2fc2-6r4j-p65h
⚠️ Warn: Project is vulnerable to: PYSEC-2021-856 / GHSA-5545-2q6w-2gh6
⚠️ Warn: Project is vulnerable to: PYSEC-2019-108 / GHSA-9fq2-x9r6-wfmf
⚠️ Warn: Project is vulnerable to: PYSEC-2018-33 / GHSA-cw6w-4rcx-xphc
⚠️ Warn: Project is vulnerable to: PYSEC-2021-857 / GHSA-f7c7-j99h-c22f
⚠️ Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm
⚠️ Warn: Project is vulnerable to: PYSEC-2017-1 / GHSA-frgw-fgh6-9g52
⚠️ Warn: Project is vulnerable to: PYSEC-2019-156 / GHSA-xp76-357g-9wqq
⚠️ Warn: Project is vulnerable to: PYSEC-2023-102
⚠️ Warn: Project is vulnerable to: PYSEC-2023-114
⚠️ Warn: Project is vulnerable to: GHSA-753j-mpmx-qq6g
⚠️ Warn: Project is vulnerable to: GHSA-7cx3-6m66-7c5m
⚠️ Warn: Project is vulnerable to: PYSEC-2020-213 / GHSA-8vpw-mgpf-mpvv
⚠️ Warn: Project is vulnerable to: GHSA-8w49-h785-mj3c
⚠️ Warn: Project is vulnerable to: PYSEC-2023-75 / GHSA-hj3f-6gcp-jg8j
⚠️ Warn: Project is vulnerable to: GHSA-qppv-j76h-2rpx
⚠️ Warn: Project is vulnerable to: GHSA-w235-7p84-xx57
N/A
Dangerous-Workflow
Not Applicable

no workflows found

Determines if the project's GitHub Action workflows avoid dangerous patterns.

N/A
Packaging
Not Applicable

packaging workflow not detected

Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.

Show details
⚠️ Warn: no GitHub/GitLab publishing workflow detected.
N/A
Pinned-Dependencies
Not Applicable

no dependencies found

Determines if the project has declared and pinned the dependencies of its build process.

N/A
Signed-Releases
Not Applicable

no releases found

Determines if the project cryptographically signs release artifacts.

N/A
Token-Permissions
Not Applicable

No tokens found

Determines if the project's workflows follow the principle of least privilege.