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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