PyRank
pysal

esda

statistics and classes for exploratory spatial data analysis
PyPI GitHub Verified repo
No known security advisories. The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Downloads
Day
6.1K
Week
50.6K
Month
184.1K
Stars
254
Forks
68
Issues
32
Version
2.10.0

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
52
Adoption
82
Community
70
Provenance
100
How the maintenance status was determined
Last commit
13 days ago
Monthly downloads
184,090
• Active
Activity within 30 days
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
184,090
Stars
254
Stars per 1k downloads
1.38
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
Community Favorite
> 5 stars per 1k downloads
• Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
7,234
Month daily avg
6,136
Momentum
+17.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.12
• Cutting Edge
Minimum supported version is 3.12 or newer
Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
BSD 3-Clause
• Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
17 days ago
Total releases
25
Releases/year
2.7
Rapid
Last release within 365 days and > 12 releases/year
• Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
41
Monthly downloads
184,090
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
• Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
73
 
Issue Burden
126.0
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
60.3%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 4.5K
Windows 198
macOS 39

Python Versions

3.12
57.6% 2.7K
3.11
27.7% 1.3K
3.10
10.2% 484
3.13
2.8% 134
3.14
1.6% 77

Top Countries

1. US US
4.3K
2. SG SG
116
3. CN CN
84
4. NL NL
26
5. AU AU
21
6. KR KR
21
7. ES ES
18
8. JP JP
14
9. BR BR
13
10. GB GB
13

Package Information

License
BSD 3-Clause
First Release
April 8, 2017
Last Release
2 weeks ago
Last Commit
2 weeks ago
Latest Version
2.10.0
Total Releases
25
Contributors
41
Open PRs
18
Archived
No
Python Versions
3
Wheels
py3
Keywords
exploratory data analysis spatial statistics
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh

Links