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Updating scripts for the MI estimators comparison for Gaussian distribution #4

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Updating scripts for the MI estimators comparison for Gaussian distribution #4

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shachafl
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  • Building new functions to reduce code repetition
  • Adding docstrings
  • Updating code to PEP 8 and other flake8 standards

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Dependency Review

The following issues were found:
  • ✅ 0 vulnerable package(s)
  • ✅ 0 package(s) with incompatible licenses
  • ✅ 0 package(s) with invalid SPDX license definitions
  • ⚠️ 2 package(s) with unknown licenses.
See the Details below.

License Issues

requirements.txt

PackageVersionLicenseIssue Type
matplotlibNullUnknown License
numpyNullUnknown License

OpenSSF Scorecard

PackageVersionScoreDetails
pip/jupyter 🟢 5.9
Details
CheckScoreReason
Code-Review🟢 7Found 6/8 approved changesets -- score normalized to 7
Maintained🟢 1030 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
CII-Best-Practices⚠️ 0no effort to earn an OpenSSF best practices badge detected
License🟢 10license file detected
Signed-Releases⚠️ -1no releases found
Dangerous-Workflow🟢 10no dangerous workflow patterns detected
Token-Permissions⚠️ 0detected GitHub workflow tokens with excessive permissions
Security-Policy🟢 9security policy file detected
Branch-Protection⚠️ 0branch protection not enabled on development/release branches
Binary-Artifacts🟢 10no binaries found in the repo
Fuzzing⚠️ 0project is not fuzzed
Pinned-Dependencies⚠️ 0dependency not pinned by hash detected -- score normalized to 0
Vulnerabilities🟢 100 existing vulnerabilities detected
SAST⚠️ 0SAST tool is not run on all commits -- score normalized to 0
Packaging🟢 10packaging workflow detected
pip/matplotlib 🟢 8.1
Details
CheckScoreReason
Code-Review🟢 10all changesets reviewed
Maintained🟢 1030 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10
CII-Best-Practices⚠️ 0no effort to earn an OpenSSF best practices badge detected
Signed-Releases⚠️ -1no releases found
License🟢 9license file detected
Branch-Protection🟢 8branch protection is not maximal on development and all release branches
Security-Policy🟢 10security policy file detected
Dangerous-Workflow🟢 10no dangerous workflow patterns detected
Token-Permissions⚠️ 0detected GitHub workflow tokens with excessive permissions
SAST🟢 10SAST tool is run on all commits
Binary-Artifacts🟢 10no binaries found in the repo
Fuzzing🟢 10project is fuzzed
Pinned-Dependencies⚠️ 2dependency not pinned by hash detected -- score normalized to 2
Packaging🟢 10packaging workflow detected
Vulnerabilities🟢 91 existing vulnerabilities detected
pip/numpy 🟢 7.9
Details
CheckScoreReason
Binary-Artifacts🟢 10no binaries found in the repo
Branch-Protection🟢 3branch protection is not maximal on development and all release branches
CI-Tests🟢 1017 out of 17 merged PRs checked by a CI test -- score normalized to 10
CII-Best-Practices⚠️ 0no effort to earn an OpenSSF best practices badge detected
Code-Review🟢 10all changesets reviewed
Contributors🟢 10project has 93 contributing companies or organizations
Dangerous-Workflow🟢 10no dangerous workflow patterns detected
Dependency-Update-Tool🟢 10update tool detected
Fuzzing🟢 10project is fuzzed
License🟢 9license file detected
Maintained🟢 1030 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10
Packaging⚠️ -1packaging workflow not detected
Pinned-Dependencies🟢 3dependency not pinned by hash detected -- score normalized to 3
SAST🟢 9SAST tool detected but not run on all commits
Security-Policy🟢 9security policy file detected
Signed-Releases⚠️ 0Project has not signed or included provenance with any releases.
Token-Permissions🟢 9detected GitHub workflow tokens with excessive permissions
Vulnerabilities🟢 100 existing vulnerabilities detected
pip/pandas 🟢 6.4
Details
CheckScoreReason
Binary-Artifacts🟢 10no binaries found in the repo
Branch-Protection⚠️ -1internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration
CI-Tests🟢 1030 out of 30 merged PRs checked by a CI test -- score normalized to 10
CII-Best-Practices⚠️ 0no badge detected
Code-Review🟢 825 out of last 30 changesets reviewed before merge -- score normalized to 8
Contributors🟢 1047 different organizations found -- score normalized to 10
Dangerous-Workflow🟢 10no dangerous workflow patterns detected
Dependency-Update-Tool⚠️ 0no update tool detected
Fuzzing🟢 10project is fuzzed with [OSSFuzz]
License🟢 10license file detected
Maintained🟢 1030 commit(s) out of 30 and 21 issue activity out of 30 found in the last 90 days -- score normalized to 10
Packaging⚠️ -1no published package detected
Pinned-Dependencies⚠️ 0dependency not pinned by hash detected -- score normalized to 0
SAST🟢 7SAST tool detected but not run on all commmits
Security-Policy🟢 10security policy file detected
Signed-Releases⚠️ 00 out of 5 artifacts are signed or have provenance
Token-Permissions⚠️ 0non read-only tokens detected in GitHub workflows
Vulnerabilities🟢 10no vulnerabilities detected
pip/scipy 🟢 6.6
Details
CheckScoreReason
Code-Review🟢 9Found 16/17 approved changesets -- score normalized to 9
Maintained🟢 1030 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10
CII-Best-Practices⚠️ 0no effort to earn an OpenSSF best practices badge detected
License🟢 10license file detected
Signed-Releases⚠️ 0Project has not signed or included provenance with any releases.
Branch-Protection⚠️ -1internal error: error during GetBranch(maintenance/1.11.x): error during branchesHandler.query: internal error: githubv4.Query: Resource not accessible by integration
Packaging⚠️ -1packaging workflow not detected
Token-Permissions⚠️ -1No tokens found
Dangerous-Workflow⚠️ -1no workflows found
SAST⚠️ 0SAST tool is not run on all commits -- score normalized to 0
Binary-Artifacts🟢 10no binaries found in the repo
Vulnerabilities🟢 100 existing vulnerabilities detected
Security-Policy🟢 9security policy file detected
Fuzzing🟢 10project is fuzzed
Pinned-Dependencies⚠️ 0dependency not pinned by hash detected -- score normalized to 0

Scanned Manifest Files

requirements.txt

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@shachafl