WGNEWS_APR20

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("tyrealqian/WGNEWS_APR20")

topic_model.get_topic_info()

Topic overview

• Number of topics: 57
• Number of training documents: 6094

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	media - athletes - ceremony - opening - opening ceremony	20	-1_media_athletes_ceremony_opening
0	covid - cases - pandemic - omicron - covid cases	2071	0_covid_cases_pandemic_omicron
1	teamcanada - curling - canada - hockey - canadas	438	1_teamcanada_curling_canada_hockey
2	kamila - valieva - kamila valieva - russian figure - skater kamila	268	2_kamila_valieva_kamila valieva_russian figure
3	winter sports - sports - ice snow - globalink - passion	199	3_winter sports_sports_ice snow_globalink
4	spokesperson - globalink - ambassador - turkish - said globalink	197	4_spokesperson_globalink_ambassador_turkish
5	dwen - mascot - bing dwen - dwen dwen - bing	182	5_dwen_mascot_bing dwen_dwen dwen
6	speed - short track - speed skating - track speed - track	173	6_speed_short track_speed skating_track speed
7	gu - eileen - womens freeski - eileen gu - gu ailing	145	7_gu_eileen_womens freeski_eileen gu
8	torch - flame - torch relay - relay - olympic flame	139	8_torch_flame_torch relay_relay
9	australia - diplomatic boycott - diplomatic - boycott - join diplomatic	127	9_australia_diplomatic boycott_diplomatic_boycott
10	traditional - chinese new - new year - papercutting - culture	107	10_traditional_chinese new_new year_papercutting
11	carbon - green - pollution - air quality - climate	105	11_carbon_green_pollution_air quality
12	biden - diplomatic boycott - diplomatic - white house - joe	79	12_biden_diplomatic boycott_diplomatic_white house
13	oval - skating oval - national speed - venue - ice	73	13_oval_skating oval_national speed_venue
14	mikaela - shiffrin - mikaela shiffrin - slalom - race	71	14_mikaela_shiffrin_mikaela shiffrin_slalom
15	socalled - boycott beijing - boycott - politicians - opposes	69	15_socalled_boycott beijing_boycott_politicians
16	robot - robots - food - serving - served	68	16_robot_robots_food_serving
17	putin - vladimir - vladimir putin - russian president - president vladimir	66	17_putin_vladimir_vladimir putin_russian president
18	kiara reddingius - kiara - reddingius - australian - australias	65	18_kiara reddingius_kiara_reddingius_australian
19	xi jinping - jinping - president xi - xi - chinese president	65	19_xi jinping_jinping_president xi_xi
20	human rights - rights - human - chinas human - rights watch	61	20_human rights_rights_human_chinas human
21	yanqing - paralympic - villages - winter paralympic - completed	60	21_yanqing_paralympic_villages_winter paralympic
22	nest - birds nest - birds - rehearsal - fireworks	59	22_nest_birds nest_birds_rehearsal
23	sadowskisynnott - new zealands - zealands - womens slopestyle - jakara	59	23_sadowskisynnott_new zealands_zealands_womens slopestyle
24	shaun - shaun white - white - halfpipe - hirano	58	24_shaun_shaun white_white_halfpipe
25	su - yiming - su yiming - mens snowboard - snowboarder su	57	25_su_yiming_su yiming_mens snowboard
26	heres watch - opening ceremony - opening - cbc - watch opening	51	26_heres watch_opening ceremony_opening_cbc
27	nhl - players - nhl players - send players - olympics nhl	49	27_nhl_players_nhl players_send players
28	medals grabs - gold delegations - heres breakdown - breakdown - count stands	47	28_medals grabs_gold delegations_heres breakdown_breakdown
29	president thomas - bach - thomas bach - thomas - ioc president	47	29_president thomas_bach_thomas bach_thomas
30	nathan chen - chen - nathan - skater nathan - elton	45	30_nathan chen_chen_nathan_skater nathan
31	snowfall - heavy - heavy snowfall - weather - snow	43	31_snowfall_heavy_heavy snowfall_weather
32	jamaicas - jamaica - benjamin alexander - benjamin - alexander	43	32_jamaicas_jamaica_benjamin alexander_benjamin
33	countdown - countdown beijing - day countdown - days - days beijing	42	33_countdown_countdown beijing_day countdown_days
34	reuterspictures - pictures - day pictures - pictures beijing - olympics day	40	34_reuterspictures_pictures_day pictures_pictures beijing
35	bank - commemorative - yuan - digital - coins	40	35_bank_commemorative_yuan_digital
36	yuzuruhanyu - hanyu - yuzuru - japanese - yuzuru hanyu	39	36_yuzuruhanyu_hanyu_yuzuru_japanese
37	xi - president xi - xi jinping - jinping - chinese president	37	37_xi_president xi_xi jinping_jinping
38	aerials - xu mengtao - mengtao - xu - womens aerials	34	38_aerials_xu mengtao_mengtao_xu
39	tickets - sell - sell tickets - sold - spectators	33	39_tickets_sell_sell tickets_sold
40	technologies - aerospace - technology - technologies used - scitech	33	40_technologies_aerospace_technology_technologies used
41	sui - cong - wenjing - sui wenjing - han cong	32	41_sui_cong_wenjing_sui wenjing
42	erin - jackson - erin jackson - woman - black	32	42_erin_jackson_erin jackson_woman
43	burner - personal - phones - apps smartphonelike - smartphonelike device	31	43_burner_personal_phones_apps smartphonelike
44	leduc - nonbinary - openly - timothy leduc - timothy	30	44_leduc_nonbinary_openly_timothy leduc
45	summer winter - host summer - city host - summer - city	27	45_summer winter_host summer_city host_summer
46	ukraine - invasion - ukraines - ukraine beijing - invasion ukraine	26	46_ukraine_invasion_ukraines_ukraine beijing
47	ralph lauren - lauren - uniforms - ralph - lauren unveiled	26	47_ralph lauren_lauren_uniforms_ralph
48	argentine - fernandez - president alberto - argentine president - alberto fernandez	25	48_argentine_fernandez_president alberto_argentine president
49	truce - olympic truce - antonio guterres - secretarygeneral antonio - guterres	25	49_truce_olympic truce_antonio guterres_secretarygeneral antonio
50	peng - shuai - peng shuai - tennis - chinese tennis	25	50_peng_shuai_peng shuai_tennis
51	zhangjiakou - chongli district - chongli - hebei - cohost	23	51_zhangjiakou_chongli district_chongli_hebei
52	athletes watch - watch beijing - names - biggest names - look biggest	23	52_athletes watch_watch beijing_names_biggest names
53	railway - highspeed - train - highspeed railway - beijingzhangjiakou highspeed	23	53_railway_highspeed_train_highspeed railway
54	peel - laura peel - laura - kerry - aerial	22	54_peel_laura peel_laura_kerry
55	shougang - shougang park - industrial - park - big air	20	55_shougang_shougang park_industrial_park

Training hyperparameters

• calculate_probabilities: True
• language: None
• low_memory: False
• min_topic_size: 10
• n_gram_range: (1, 1)
• nr_topics: None
• seed_topic_list: None
• top_n_words: 10
• verbose: True
• zeroshot_min_similarity: 0.7
• zeroshot_topic_list: None

Framework versions

• Numpy: 2.0.2
• HDBSCAN: 0.8.40
• UMAP: 0.5.7
• Pandas: 2.2.2
• Scikit-Learn: 1.6.1
• Sentence-transformers: 3.4.1
• Transformers: 4.51.3
• Numba: 0.60.0
• Plotly: 5.24.1
• Python: 3.11.12