PyPI Stats
macanv

bert-base

Tensorflow solution of NER task Using BiLSTM-CRF model with Google BERT Fine-tuning And private Server services
PyPI GitHub
Downloads
Day
236
Week
608
Month
959
Stars
4.9K
Forks
1.2K
Issues
140
Version
0.0.9

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
20
Popularity
81
Adoption
29
Community
45
How the maintenance status was determined
Last commit
2281 days ago
Monthly downloads
959
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
959
Stars
4,904
Stars per 1k downloads
5113.66
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
87
Month daily avg
32
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
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
MIT
• 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
2620 days ago
Total releases
5
Releases/year
0.7
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
5
Monthly downloads
959
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
54
 
Issue Burden
28.5
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
0.4%
contrib / forks
Stale Release
339d
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 6

Python Versions

3.11
100.0% 6

Top Countries

1. US US
26
2. CA CA
1
3. DE DE
1

Dependencies

5
6 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
February 11, 2019
Last Release
7 years ago
Last Commit
6 years ago
Latest Version
0.0.9
Total Releases
5
Contributors
5
Open PRs
5
Archived
No
Author
Ma Can
Python Versions
3.6
Wheels
py3
Keywords
bert nlp ner named entity recognition bilstm crf tensorflow machine learning sentence encoding embedding serving
Topics
bert ner named-entity-recognition blstm crf bert-bilstm-crf
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links