https://github.com/MaartenGr/BERTopic
bert ldavis machine-learning nlp sentence-embeddings topic topic-modeling topic-modelling topic-models transformers
Score: 26.253561243539515
Last synced: about 20 hours ago
JSON representation
Repository metadata:
Leveraging BERT and c-TF-IDF to create easily interpretable topics.
- Host: GitHub
- URL: https://github.com/MaartenGr/BERTopic
- Owner: MaartenGr
- License: mit
- Created: 2020-09-22T14:19:29.000Z (about 6 years ago)
- Default Branch: master
- Last Pushed: 2026-11-01T09:10:30.000Z (4 days ago)
- Last Synced: 2026-11-03T20:31:53.996Z (1 day ago)
- Topics: bert, ldavis, machine-learning, nlp, sentence-embeddings, topic, topic-modeling, topic-modelling, topic-models, transformers
- Language: Python
- Homepage: https://maartengr.github.io/BERTopic/
- Size: 30.5 MB
- Stars: 7,928
- Watchers: 55
- Forks: 932
- Open Issues: 479
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
Owner metadata:
- Name: Maarten Grootendorst
- Login: MaartenGr
- Email: maartengrootendorst@gmail.com
- Kind: user
- Description: AI @google-deepmind | Author of "Hands-On Large Language Models"
- Website: https://newsletter.maartengrootendorst.com/
- Location: Netherlands
- Twitter: MaartenGr
- Company: @google-deepmind
- Icon url: https://avatars.githubusercontent.com/u/25746895?u=100007ea591a517bfcfc0b40b9f9bd3c8a25ca38&v=4
- Repositories: 13
- Last Synced at: 2026-11-03T17:23:23.000Z
- Profile URL: https://github.com/MaartenGr
GitHub Events
Total
- Create event: 18
- Delete event: 10
- Discussion event: 5
- Fork event: 119
- Issue comment event: 491
- Issues event: 116
- Pull request event: 80
- Pull request review comment event: 67
- Pull request review event: 53
- Push event: 65
- Release event: 2
- Watch event: 995
- Total: 2021
Last Year
- Create event: 3
- Discussion event: 3
- Fork event: 14
- Issue comment event: 8
- Issues event: 3
- Pull request event: 5
- Push event: 17
- Watch event: 133
- Total: 186
Committers metadata
Last synced: 2 days ago
Total Commits: 251
Total Committers: 95
Avg Commits per committer: 2.642
Development Distribution Score (DDS): 0.514
Commits in past year: 8
Committers in past year: 3
Avg Commits per committer in past year: 2.667
Development Distribution Score (DDS) in past year: 0.25
| Name | Commits | |
|---|---|---|
| Maarten Grootendorst | m****t@g****m | 122 |
| Heinz-Alexander Fuetterer | 3****r | 22 |
| Freddy Heppell | f****y@f****m | 4 |
| zilch42 | 3****2 | 3 |
| Angelo Nazzaro | 5****o | 2 |
| Anubhab Das | 5****r | 2 |
| Chris Inskip | c****i@h****k | 2 |
| Ian Randman | 3****n | 2 |
| Jakub Ciszek | 4****p | 2 |
| Joshua Sundance Bailey | 8****a | 2 |
| azikoss | z****m@g****m | 2 |
| dschwalm | d****m@g****m | 2 |
| saikumaru | 4****u | 2 |
| Ilia Zalesskii | i****i@p****m | 1 |
| James Nicholson | n****f@g****m | 1 |
| Jamie Snape | s****e@m****m | 1 |
| Jiaxin Wen | w****7@m****n | 1 |
| Jinsol Park | j****p@n****m | 1 |
| Hao LI | 8****o | 1 |
| Gus Moir | g****r@m****m | 1 |
| Franz Louis Cesista | f****a@g****m | 1 |
| Felipe Alves Siqueira | f****a@u****r | 1 |
| Josiah Outram Halstead | j****h@h****l | 1 |
| Kevin Reuning | k****g@g****m | 1 |
| LawrenceFulton | 4****n | 1 |
| Leland McInnes | l****s@g****m | 1 |
| Luis Oala | l****a@d****m | 1 |
| Luís Seabra | 7****s | 1 |
| M Akram Bari | m****i@n****u | 1 |
| Mert Yanık | m****7@g****m | 1 |
| and 65 more... | ||
Issue and Pull Request metadata
Last synced: 2 days ago
Total issues: 894
Total pull requests: 316
Average time to close issues: 2 months
Average time to close pull requests: 26 days
Total issue authors: 609
Total pull request authors: 116
Average comments per issue: 3.56
Average comments per pull request: 1.74
Merged pull request: 189
Bot issues: 0
Bot pull requests: 0
Past year issues: 29
Past year pull requests: 48
Past year average time to close issues: 29 days
Past year average time to close pull requests: 28 days
Past year issue authors: 12
Past year pull request authors: 21
Past year average comments per issue: 0.28
Past year average comments per pull request: 0.38
Past year merged pull request: 8
Past year bot issues: 0
Past year bot pull requests: 0
Top Issue Authors
- zilch42 (21)
- pidefrem (15)
- zhimin-z (11)
- MaartenGr (8)
- Pratik--Patel (6)
- clstaudt (6)
- donottakemyusername (6)
- afuetterer (6)
- Na987 (6)
- mzhadigerov (5)
- kimkyulim (5)
- ShyamGanesh13 (4)
- Keamww2021 (4)
- 1jamesthompson1 (4)
- henrique-back (4)
Top Pull Request Authors
- MaartenGr (80)
- afuetterer (30)
- pidefrem (13)
- ianrandman (6)
- freddyheppell (5)
- dannywhuang (4)
- angelonazzaro (4)
- Greenpp (4)
- azikoss (4)
- stevetracvc (4)
- pipa666 (3)
- chrisji (3)
- sebastianbreguel (3)
- dkapitan (2)
- Proteusiq (2)
Top Issue Labels
- bug (92)
- good first issue (5)
- enhancement (2)
Top Pull Request Labels
Package metadata
- Total packages: 4
-
Total downloads:
- pypi: 315,257 last-month
- Total docker downloads: 440
- Total dependent packages: 25 (may contain duplicates)
- Total dependent repositories: 65 (may contain duplicates)
- Total versions: 122
- Total maintainers: 1
pypi.org: bertopic
BERTopic performs topic Modeling with state-of-the-art transformer models.
- Homepage: https://github.com/MaartenGr/BERTopic
- Documentation: https://maartengr.github.io/BERTopic/
- Licenses: MIT License
- Latest release: 0.17.4 (published 11 months ago)
- Last Synced: 2026-11-03T12:12:56.773Z (2 days ago)
- Versions: 44
- Dependent Packages: 24
- Dependent Repositories: 65
- Downloads: 315,257 Last month
- Docker Downloads: 440
-
Rankings:
- Downloads: 0.699%
- Stargazers count: 1.01%
- Dependent packages count: 1.079%
- Average: 1.499%
- Dependent repos count: 1.833%
- Forks count: 2.091%
- Docker downloads count: 2.281%
- Maintainers (1)
proxy.golang.org: github.com/MaartenGr/BERTopic
- Homepage:
- Documentation: https://pkg.go.dev/github.com/MaartenGr/BERTopic#section-documentation
- Licenses: mit
- Latest release: v0.17.4 (published 11 months ago)
- Last Synced: 2026-11-03T12:12:57.741Z (2 days ago)
- Versions: 37
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 5.442%
- Average: 5.624%
- Dependent repos count: 5.807%
proxy.golang.org: github.com/maartengr/bertopic
- Homepage:
- Documentation: https://pkg.go.dev/github.com/maartengr/bertopic#section-documentation
- Licenses: mit
- Latest release: v0.17.4 (published 11 months ago)
- Last Synced: 2026-11-03T12:13:02.492Z (2 days ago)
- Versions: 37
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 5.442%
- Average: 5.624%
- Dependent repos count: 5.807%
conda-forge.org: bertopic
- Homepage: https://github.com/MaartenGr/BERTopic
- Licenses: MIT
- Latest release: 0.12.0 (published about 4 years ago)
- Last Synced: 2026-03-15T15:22:46.399Z (8 months ago)
- Versions: 4
- Dependent Packages: 1
- Dependent Repositories: 0
-
Rankings:
- Stargazers count: 5.744%
- Forks count: 7.445%
- Average: 20.418%
- Dependent packages count: 28.978%
- Dependent repos count: 39.503%
Dependencies
- actions/checkout v7 composite
- actions/setup-python v7 composite
- astral-sh/setup-uv 20cfd1bf945f4377ade1205e4dbc17946fc9a30d composite
- tox-dev/action-pre-commit-uv e09b8958484dfe71f4ac3bc7afb230ba506402ec composite
- hdbscan >=0.8.29
- llvmlite >0.36.0
- numpy >=1.20.0
- pandas >=1.1.5
- plotly >=4.7.0
- scikit-learn >=1.0
- sentence-transformers >=0.4.1
- tqdm >=4.41.1
- umap-learn >=0.5.0