PyPI Stats
whythawk

whyqd

data wrangling simplicity, complete audit transparency, and at speed
PyPI GitHub
Downloads
Day
17
Week
258
Month
2.5K
Stars
35
Forks
1
Issues
0
Version
1.2.8

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
24
Adoption
33
Community
15
How the maintenance status was determined
Last commit
18 days ago
Monthly downloads
2,460
• 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
2,460
Stars
35
Stars per 1k downloads
14.23
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
37
Month daily avg
82
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
<4.0,>=3.9
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
18 days ago
Total releases
34
Releases/year
5.5
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
2
Monthly downloads
2,460
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
28
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
200.0%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

No OS data available

Python Versions

No Python version data available

Top Countries

1. DE DE
30
2. CA CA
1
3. HK HK
1
4. US US
1

Dependencies

14

Used By

0
Not used by any tracked packages

Package Information

License
BSD-3-Clause
First Release
February 19, 2020
Last Release
2 weeks ago
Last Commit
2 weeks ago
Latest Version
1.2.8
Total Releases
34
Contributors
2
Open PRs
6
Archived
No
Author
Gavin Chait
Python Versions
3 3.9 3.10 3.11 3.12 3.13
Wheels
py3
Keywords
python data-science pandas open-data open-science data-analysis data-wrangling data-management munging crosswalks
Topics
data-science data-analysis data-wrangling munging data-management open-data open-science python pandas crosswalks data etl schema
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links