avatar

pandas-dev GitHub Comments Analytics

Evolution of Comments with EMA and RSI
Sentiment Evolution Over Time
Sentiment Distribution

Negative: 2%

Neutral: 86%

Positive: 12%

Comment Type Evolution Over Time
Comment Type Distribution

General Feedback: 70%

Question: 9%

Bug Report: 8%

Testing Related: 8%

Documentation Request: 2%

Approval: 1%

Nitpick: 1%

Performance Feedback: 1%

Refactor Suggestion: 0%

Suggestion: 0%

Technical Category Distribution

Testing: 59%

Database: 18%

Security: 9%

Backend: 4%

Code Quality: 4%

Architecture: 3%

Performance: 2%

Deployment: 1%

Urgency Distribution

Low: 67%

Medium: 22%

High: 5%

Critical: 6%

Developers' Comments Indicators Table
DeveloperCommentsAvg WordsAvg UrgencyTech DepthSentimentReadabilityConstructivenessQuestionsAction ItemsApproval %Impact Score
cmp0xff104280.510.760.045.615.08154201.98
mroeschke65170.950.820.037.45.24443902.06
Dr-Irv43231.10.750.056.125.0862702.05
loicdiridollou41330.760.490.127.15.151001.94
rhshadrach38351.161.180.066.355.1152802.23

1 to 5 of 20

Rows per page:

Repositories' Comments Indicators Table
RepositoryCommentsTotal WordsAvg UrgencyTech DepthSentimentReadabilityConstructivenessPositive %High Priority
pandas20557141.090.990.056.575.128025
pandas-stubs18051690.710.720.076.235.099212

1 to 2 of 2

Rows per page:

Our Mission

AI has fundamentally changed software development. Gitlights exists to help engineering leaders navigate this shift. We measure what traditional analytics can't: the real value each developer brings as an individual contributor. Because in a world where anyone can generate code, understanding who drives real impact is the new competitive advantage.


Powered by Gitlights |
2026 © Gitlights

v2.8.0