PyPI Stats
reservoirpy

reservoirpy

A simple and flexible code for Reservoir Computing architectures like Echo State Networks
PyPI GitHub

Shared Repository

This package shares its GitHub repository (reservoirpy/reservoirpy) with 1 other package. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
455
Week
1.3K
Month
5.2K
Stars
629
Forks
144
Issues
15
Version
0.3.15

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
50
Popularity
60
Adoption
57
Community
60
How the maintenance status was determined
Last commit
229 days ago
Monthly downloads
5,171
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
5,171
Stars
629
Stars per 1k downloads
121.64
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
182
Month daily avg
172
Momentum
+5.8%
((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 License
• 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
32
Releases/year
6.0
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
24
Monthly downloads
5,171
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
58
 
Issue Burden
23.8
per 1k stars
Discussions
3.2
per 1k stars
Fork Ratio
16.7%
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 60
Windows 47
macOS 2

Python Versions

3.14
44.4% 48
3.12
42.6% 46
3.11
9.3% 10
3.10
2.8% 3
3.13
0.9% 1

Top Countries

1. US US
63
2. SG SG
25
3. DE DE
4
4. CN CN
3
5. AT AT
2
6. BY BY
2
7. KR KR
2
8. KZ KZ
2
9. SE SE
2
10. SK SK
2

Dependencies

5
4 optional dependencies

Used By

4

Package Information

License
MIT License
First Release
January 19, 2021
Last Release
7 months ago
Last Commit
7 months ago
Latest Version
0.3.15
Total Releases
32
Contributors
24
Open PRs
1
Archived
No
Author
Xavier Hinaut
Python Versions
3 3.8 3.9 3.10 3.11 3.12 3.13
Wheels
py3
Topics
esn reservoir echo-state-networks timeseries timeseries-prediction python reservoir-computing timeseries-forecasting machine-learning machine-learning-algorithms recurrent-neural-networks neural-network artificial-intelligence timeseries-analysis
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links