PyRank
dylan-profiler

visions

Type System for Data Analysis in Python
PyPI GitHub
No known security advisories. The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

visions has 1.5M monthly downloads and 222 GitHub stars. Version 0.8.2 supports Python 3.9+, first published in 2019.

It is stably maintained under a permissive license, last released in May 2026.

It is built on top of attrs, multimethod and networkx. It is used by 17 tracked packages, including ydata-profiling, fg-data-profiling and viadot2.

GitHub topics include data-science, type-system and data-analysis.

Downloads
Day
39.2K
Week
302.7K
Month
1.5M
Stars
222
Forks
20
Issues
19
Version
0.8.2

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
80
Popularity
46
Adoption
60
Community
20
Provenance
0
How the maintenance status was determined
Last commit
41 days ago
Monthly downloads
1,470,524
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
1,470,524
Stars
222
Stars per 1k downloads
0.15
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
43,245
Month daily avg
49,017
Momentum
-11.8%
((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
BSD-4-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
41 days ago
Total releases
31
Releases/year
4.6
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
10
Monthly downloads
1,470,524
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
27
 
Issue Burden
85.6
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
50.0%
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 26.6K
Windows 355
macOS 68

Python Versions

3.11
35.5% 9.2K
3.10
28.0% 7.2K
3.12
25.1% 6.5K
3.8
7.1% 1.8K
3.13
4.2% 1.1K

Top Countries

1. US US
20.4K
2. NL NL
1.2K
3. SG SG
1.1K
4. IE IE
1.1K
5. JP JP
971
6. GB GB
936
7. BR BR
303
8. HK HK
256
9. IN IN
178
10. CN CN
148

Dependencies

6
31 optional dependencies

Used By

17
GitHub Topics
Tags from the package's GitHub repository describing what it does.

Package Information

License
BSD-4-Clause
First Release
October 7, 2019
Last Release
1 month ago
Last Commit
1 month ago
Latest Version
0.8.2
Total Releases
31
Contributors
10
Open PRs
0
Archived
No
Python Versions
3.9 3.10 3.11 3.12 3.13 3.14
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh

Links