PyPI Stats
ddangelov

top2vec

Top2Vec learns jointly embedded topic, document and word vectors.
PyPI GitHub
Downloads
Day
333
Week
1.9K
Month
7.8K
Stars
3.1K
Forks
377
Issues
68
Version
1.0.36

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
40
Popularity
74
Adoption
58
Community
30
How the maintenance status was determined
Last commit
537 days ago
Monthly downloads
7,841
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
7,841
Stars
3,106
Stars per 1k downloads
396.12
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
269
Month daily avg
261
Momentum
+2.8%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.10
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
BSD
• 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
537 days ago
Total releases
37
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
2
Monthly downloads
7,841
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
40
 
Issue Burden
21.9
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
0.5%
contrib / forks
Stale Release
No
 
PR Velocity
Overwhelmed
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 117
macOS 4
Windows 2

Python Versions

3.11
44.0% 48
3.10
17.4% 19
3.12
16.5% 18
3.14
15.6% 17
3.9
6.4% 7

Top Countries

1. US US
38
2. DE DE
31
3. SE SE
28
4. IN IN
16
5. CA CA
9
6. IE IE
9
7. FR FR
6
8. NL NL
6
9. MD MD
2
10. SG SG
2

Dependencies

9
6 optional dependencies

Used By

3

Package Information

License
BSD
First Release
March 22, 2020
Last Release
1 year ago
Last Commit
1 year ago
Latest Version
1.0.36
Total Releases
37
Contributors
2
Open PRs
16
Archived
No
Author
Dimo Angelov
Python Versions
3
Wheels
py3
Keywords
topic modeling semantic search word document embedding
Topics
topic-modeling word-embeddings document-embedding topic-vector topic-search text-search text-semantic-similarity topic-modelling semantic-search bert top2vec sentence-transformers sentence-encoder pre-trained-language-models
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links