PyPI Stats
anthonymakarewicz

volatility-trading

Systematic Volatility Research and Backtesting for equity options
PyPI GitHub
Downloads
Day
32
Week
78
Month
416
Stars
27
Forks
6
Issues
0
Version
0.7.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
60
Popularity
28
Adoption
26
Community
30
How the maintenance status was determined
Last commit
37 days ago
Monthly downloads
416
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
416
Stars
27
Stars per 1k downloads
64.90
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
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
11
Month daily avg
14
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
>=3.12
• 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
50 days ago
Total releases
8
Releases/year
47.9
• 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
1
Monthly downloads
416
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
33
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
16.7%
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
8
2. CA CA
1

Dependencies

18
9 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT License
First Release
March 6, 2026
Last Release
1 month ago
Last Commit
1 month ago
Latest Version
0.7.0
Total Releases
8
Contributors
1
Open PRs
1
Archived
No
Author
Anthony Makarewicz
Python Versions
3 3.12
Wheels
py3
Keywords
options volatility backtesting quant trading
Topics
algorithmic-trading options-trading quantitative-trading volatility-trading options options-strategies trading quantitative-finance volatility backtesting options-trading-strategies volatility-surface volatility-forecasting backtest implied-volatility python quant-research quant-trading derivatives time-series
Tracking Since
March 8, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links