rugby
This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
Usage
To use this model, please install BERTopic:
pip install -U bertopic
You can use the model as follows:
from bertopic import BERTopic
topic_model = BERTopic.load("Anonymised/rugby")
topic_model.get_topic_info()
Topic overview
- Number of topics: 50
- Number of training documents: 27774
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| 0 | premiership - premiership rugby - gloucester - bristol - saints | 1226 | Premiership - England |
| 1 | hansen - foster - blacks - cane - steve hansen | 1077 | New Zealand Rugby - New Zealand |
| 2 | erasmus - rassie - springboks - rassie erasmus - boks | 1001 | South Africa Rugby - South Africa |
| 3 | marler - farrell - vunipola - tuilagi - owen farrell | 986 | England Rugby - England |
| 4 | champions cup - champions - european - challenge cup - challenge | 908 | European Cup - Europe |
| 5 | connacht - zebre - dragons - benetton - ulster | 837 | Pro14 - Various Countries |
| 6 | urc - united rugby - united rugby championship - hendrikse - bulls | 828 | United Rugby Championship - Various Countries |
| 7 | sexton - schmidt - ireland - johnny sexton - tadhg | 807 | Six Nations - Various Countries |
| 8 | rebels - melbourne - melbourne rebels - waratahs - brumbies | 798 | Super Rugby - Various Countries |
| 9 | saracens - premiership - rfu - wasps - worcester | 732 | Premiership - England |
| 10 | rennie - cheika - wallabies - hooper - cooper | 722 | Super Rugby - Australia |
| 11 | springboks - boks - rugby championship - championship - south africa | 717 | Rugby Championship - Various Countries |
| 12 | toulon - montpellier - french - agence france presse - agence france | 710 | Top 14 - France |
| 13 | urc - united rugby - united rugby championship - munster - dobson | 696 | United Rugby Championship - Various Countries |
| 14 | highlanders - dixon - ioane - lienert - lienert brown | 667 | Super Rugby - Various Countries |
| 15 | nienaber - springbok - boks - coetzee - marx | 638 | Rugby Championship - Various Countries |
| 16 | wales - wyn - wyn jones - biggar - alun wyn | 628 | Six Nations - Various Countries |
| 17 | jones - eddie - jones england - eddie jones - england | 627 | World Cup - Various Countries |
| 18 | currie cup - currie - province - western province - golden lions | 596 | Currie Cup - South Africa |
| 19 | clermont - rochelle - la rochelle - bordeaux - toulon | 591 | Top 14 - France |
| 20 | sevens - series - world series - dubai - powell | 591 | Sevens - Various Countries |
| 21 | reds - queensland - queensland reds - brumbies - waratahs | 579 | Super Rugby - Various Countries |
| 22 | scotland - russell - hogg - townsend - finn | 575 | Six Nations - Various Countries |
| 23 | crusaders - robertson - havili - scott barrett - codie | 565 | Super Rugby - Various Countries |
| 24 | griquas - province - western province - currie cup - currie | 560 | Currie Cup - South Africa |
| 25 | italy - tommaso - nations - scotland - italian | 551 | Six Nations - Various Countries |
| 26 | santiago - argentina - sanchez - matias - creevy | 551 | Rugby Championship - Various Countries |
| 27 | sanzaar - zealand rugby - new zealand rugby - nz - pacific | 538 | Super Rugby - New Zealand |
| 28 | brumbies - force - nsw - western force - waratahs | 530 | Super Rugby AU - Australia |
| 29 | bulls - van zyl - zyl - odendaal - visagie | 517 | Premiership - England |
| 30 | fleck - stormers - dobson - kolisi - newlands | 498 | Super Rugby - South Africa |
| 31 | hurricanes - canterbury - savea - wellington - laumape | 492 | Super Rugby - New Zealand |
| 32 | world rugby - rugby world - japan - world - rugby world cup | 480 | Rugby World Cup - Various Countries |
| 33 | whiteley - ackermann - lions - elton - elton jantjies | 477 | Currie Cup - South Africa |
| 34 | sharks - preez - du preez - bosch - du | 470 | Super Rugby - South Africa |
| 35 | dupont - les - romain - france - french | 454 | Six Nations - Various Countries |
| 36 | cardiff - munster - ospreys - ulster - academy | 450 | Pro14 - Various Countries |
| 37 | pumas - blue bulls - blue - griquas - currie cup | 423 | Currie Cup - South Africa |
| 38 | bledisloe - bledisloe cup - wallabies - blacks - cheika | 359 | Bledisloe Cup - Australia/New Zealand |
| 39 | fiji - kenya - canada - samoa - spain | 350 | Sevens - Various Countries |
| 40 | wales - gatland - owens - welsh - stadium | 317 | Six Nations - Various Countries |
| 41 | samoa - tonga - fiji - world cup - rugby world | 307 | Rugby World Cup - Various Countries |
| 42 | sunwolves - japanese - tokyo - rebels - waratahs | 282 | Super Rugby - Japan |
| 43 | wprfu - marais - saru - wp - newlands | 278 | Currie Cup - South Africa |
| 44 | sa rugby - saru - sa - roux - kings | 254 | Rugby Championship - Various Countries |
| 45 | gatland - lions - irish lions - british irish - british irish lions | 253 | British Irish Lions - Various Countries |
| 46 | hendrikse - stormers - bulls - jacobs - sharks | 110 | United Rugby Championship - Various Countries |
| 47 | folau - israel - rugby australia - million - australia | 104 | Rugby Championship - Various Countries |
| 48 | committee - sanzaar - weeks - nigel - player | 60 | SANZAAR - Various Countries |
| 49 | lyon - bulls - pretoria - burger - champions | 7 | Top 14 - France |
Training hyperparameters
- calculate_probabilities: False
- language: None
- low_memory: False
- min_topic_size: 10
- n_gram_range: (1, 1)
- nr_topics: None
- seed_topic_list: None
- top_n_words: 20
- verbose: True
Framework versions
- Numpy: 1.21.0
- HDBSCAN: 0.8.29
- UMAP: 0.5.3
- Pandas: 2.0.2
- Scikit-Learn: 1.2.2
- Sentence-transformers: 2.2.2
- Transformers: 4.29.2
- Numba: 0.57.0
- Plotly: 5.14.1
- Python: 3.9.6
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