PyPI Stats
facebookresearch

stopes

A library for preparing data for machine translation research (monolingual preprocessing, bitext mining, etc.) built by the FAIR NLLB team.
PyPI GitHub
Downloads
Day
24
Week
250
Month
752
Stars
303
Forks
46
Issues
25
Version
2.2.1

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
60
Popularity
51
Adoption
28
Community
70
How the maintenance status was determined
Last commit
55 days ago
Monthly downloads
752
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
752
Stars
303
Stars per 1k downloads
402.93
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
36
Month daily avg
25
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
>=3.9
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 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
468 days ago
Total releases
5
Releases/year
1.3
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
60
Monthly downloads
752
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
66
 
Issue Burden
82.5
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
130.4%
contrib / forks
Stale Release
413d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 7

Python Versions

3.12
71.4% 5
3.11
28.6% 2

Top Countries

1. CN CN
9
2. US US
4
3. SG SG
2
4. CA CA
1

Dependencies

6
80 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT License
First Release
July 6, 2022
Last Release
1 year ago
Last Commit
1 month ago
Latest Version
2.2.1
Total Releases
5
Contributors
60
Open PRs
27
Archived
No
Author
Facebook AI Research
Wheels
py3
Topics
dataset dataset-generation machine-learning nmt translation machine-translation machine-translation-data-processing
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links