PyPI Stats
panodata

tikray

A compact data transformation engine.
PyPI GitHub
Downloads
Day
65
Week
871
Month
5.0K
Stars
1
Forks
0
Issues
3
Version
0.3.2

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
70
Popularity
4
Adoption
37
Community
10
How the maintenance status was determined
Last commit
30 days ago
Monthly downloads
5,019
• 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
5,019
Stars
1
Stars per 1k downloads
0.20
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
124
Month daily avg
167
Momentum
-25.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=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
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
84 days ago
Total releases
8
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
1
Monthly downloads
5,019
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
11
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
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

Linux 107

Python Versions

3.14
53.3% 56
3.9
18.1% 19
3.10
13.3% 14
3.13
11.4% 12
3.12
3.8% 4

Top Countries

1. US US
103
2. DE DE
12
3. CA CA
1

Dependencies

14
18 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
February 5, 2025
Last Release
2 months ago
Last Commit
1 month ago
Latest Version
0.3.2
Total Releases
8
Contributors
1
Open PRs
1
Archived
No
Python Versions
3.9 3.10 3.11 3.12 3.13 3.14
Wheels
py3
Keywords
conversion convert data decode deserialize encode i/o jmespath json jsonpointer map data marshal nested data serialize sql tool transcode transform translate transon unmarshal unserialize utility
Topics
data data-transformation jq jqlang transformation transon jmes jmespath json json-pointer json-transform json-transformation json-translate json-translator data-transformation-pipeline data-transformer
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links