PyPI Stats
rasbt

biopandas

Working with molecular structures in pandas DataFrames
PyPI GitHub
Downloads
Day
1.4K
Week
9.8K
Month
35.3K
Stars
751
Forks
117
Issues
22
Version
0.5.1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
40
Popularity
60
Adoption
75
Community
40
How the maintenance status was determined
Last commit
643 days ago
Monthly downloads
35,258
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
35,258
Stars
751
Stars per 1k downloads
21.30
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
1,405
Month daily avg
1,175
Momentum
+19.5%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
Not specified
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
Package does not declare a minimum Python version.
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
643 days ago
Total releases
20
Releases/year
1.9
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
14
Monthly downloads
35,258
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
57
 
Issue Burden
29.3
per 1k stars
Discussions
6.7
per 1k stars
Fork Ratio
12.0%
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 441
Windows 33
macOS 32

Python Versions

3.12
48.1% 216
3.11
24.9% 112
3.10
13.1% 59
3.13
7.8% 35
3.8
6.0% 27

Top Countries

1. US US
345
2. AU AU
74
3. CN CN
26
4. SG SG
20
5. JP JP
8
6. NL NL
8
7. KR KR
7
8. RU RU
5
9. AT AT
4
10. DE DE
4

Dependencies

5
3 optional dependencies

Used By

31
View all 31 dependents

Package Information

License
BSD 3-Clause
First Release
November 24, 2015
Last Release
1 year ago
Last Commit
1 year ago
Latest Version
0.5.1
Total Releases
20
Contributors
14
Open PRs
4
Archived
No
Author
Sebastian Raschka
Python Versions
3 3.5 3.6 3.7 3.8 3.9
Wheels
py2 py3
Topics
molecular-structures pandas-dataframe pdb mol2 protein-structure molecules pdb-files drug-discovery computational-biology bioinformatics molecule
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links