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pandas-dev/pandas

Establishedrank #154

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

50k+109 · 7d 20.5k 445est. BSD-3-ClausePythonpushed 7m ago
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Composite

69

conf 65%

Momentum

56

conf 60%

Vitality (PVI)

75

conf 67%

Community

62

conf 60%

Security & maint.

90

conf 85%

Ecosystem influence

73

conf 60%

Opportunity

54

conf 60%

Breakout · 7d

51%

conf 71%

Executive summary

pandas is currently classified as established with a composite score of 69/100. Momentum (56) and vitality (75) are aligned — growth is backed by sustained maintenance. Estimated 7-day gain of 109 stars against a 50k-star base. Risk is assessed as low; the interpretable model puts its probability of entering the top trend cohort within 7 days at 51%.

90-day trajectory

+442 · 30d
2026-07-142026-10-11

Score breakdown

Every input, weight and normalized value — nothing hidden. Inputs marked est. are estimated until the full ingestion pipeline lands.

Momentum

Star velocityest.25%57
Star accelerationest.15%53
Fork velocityest.10%43
Contributor growthest.10%100
Issue activity growthest.10%80
PR activity growthest.10%49
External mention velocityest.10%2
Release event impactest.5%72
Trending-rank persistenceest.5%61

Model tn-interpretable-1.0.0 · confidence 60% · coverage 100%

Project Vitality Index

Commit consistency20%100
Release cadenceest.15%88
PR responsivenessest.15%67
Issue responsivenessest.15%42
Contributor diversityest.10%98
Maintainer continuityest.10%68
Documentation qualityest.5%68
Dependency freshnessest.5%70
Security hygieneest.5%44

Model tn-interpretable-1.0.0 · confidence 67% · coverage 100%

Security & maintenance

Release recency25%100
License clarity20%92
Maintenance status25%100
Dependency stalenessest.15%40
Bus factorest.15%100

Model tn-interpretable-1.0.0 · confidence 85% · coverage 100%

Ecosystem influence

Dependent repositoriesest.30%100
Quality-weighted dependentsest.20%68
Documentation citationsest.15%47
Contributor overlapest.15%38
Registry adoptionest.10%68
Topic centralityest.10%100

Model tn-interpretable-1.0.0 · confidence 60% · coverage 92% · missing: packageRegistryAdoption