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