PyPI Stats
machow

siuba

Python library for using dplyr like syntax with pandas and SQL
PyPI GitHub
Downloads
Day
383
Week
2.9K
Month
16.0K
Stars
1.2K
Forks
54
Issues
102
Version
0.4.5.dev1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
40
Popularity
60
Adoption
42
Community
35
How the maintenance status was determined
Last commit
960 days ago
Monthly downloads
16,006
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
16,006
Stars
1,184
Stars per 1k downloads
73.97
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
417
Month daily avg
534
Momentum
-21.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.7
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
MIT
• 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
224 days ago
Total releases
46
Releases/year
6.4
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
11
Monthly downloads
16,006
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
39
 
Issue Burden
86.1
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
20.4%
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 168
Windows 6

Python Versions

3.9
45.3% 77
3.12
21.2% 36
3.10
17.1% 29
3.14
11.8% 20
3.11
4.7% 8

Top Countries

1. US US
117
2. AU AU
36
3. NL NL
14
4. GB GB
4
5. TR TR
4
6. DE DE
2
7. IN IN
2
8. CA CA
1
9. FR FR
1

Dependencies

4
14 optional dependencies

Used By

4

Package Information

License
MIT
First Release
February 11, 2019
Last Release
7 months ago
Last Commit
2 years ago
Latest Version
0.4.5.dev1
Total Releases
46
Contributors
11
Open PRs
5
Archived
No
Author
Michael Chow
Python Versions
3 3.7 3.8 3.9 3.10
Wheels
py3
Keywords
package
Topics
data-analysis python pandas sql dplyr
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links