BERTopic_GeorgeWebb

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("sdantonio/BERTopic_GeorgeWebb")

topic_model.get_topic_info()

Topic overview

• Number of topics: 92
• Number of training documents: 7194

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	thedukereport - realgeorgewebb1 - erasmus - downloaded - pottinger	12	-1_thedukereport_realgeorgewebb1_erasmus_downloaded
0	walker - ukraine - michael - virginia - paul	1889	0_walker_ukraine_michael_virginia
1	walker - ukraine - pfizer - journalism - anthrax	716	1_walker_ukraine_pfizer_journalism
2	investigative - begins - erasmus - quartet - gonzalo	373	2_investigative_begins_erasmus_quartet
3	bioagents - washington - michael - consulting - supported	353	3_bioagents_washington_michael_consulting
4	mcdufflivestwo - mcduff - railroads - wednesday - aids	270	4_mcdufflivestwo_mcduff_railroads_wednesday
5	stalkinghorse - slaughterpen - snippets - gathering - validation	229	5_stalkinghorse_slaughterpen_snippets_gathering
6	hemorrhagic - gasoline - spraying - moneypenny - ukraine	201	6_hemorrhagic_gasoline_spraying_moneypenny
7	cells - sides - ops - sars - breggins	143	7_cells_sides_ops_sars
8	realgeorgewebb1 - thedukereport - kineticcourtz - thejasonrink - livestreaming	138	8_realgeorgewebb1_thedukereport_kineticcourtz_thejasonrink
9	electrocardiograms - incomprable - jamescomer - erasmus - zealousness	127	9_electrocardiograms_incomprable_jamescomer_erasmus
10	fl_progressive - 2fimages - flying - cells - experiments	107	10_fl_progressive_2fimages_flying_cells
11	drying - livewithandy - charliekirk11 - rounds - scottpelly1	100	11_drying_livewithandy_charliekirk11_rounds
12	encrypted - rehearsals - racing - reporting - mentoring	92	12_encrypted_rehearsals_racing_reporting
13	encrypted - weapons - ukraine - virginia - hunter	90	13_encrypted_weapons_ukraine_virginia
14	accounts - dewine - virginia - ssn - curve	86	14_accounts_dewine_virginia_ssn
15	download_it_bot - whistleblower - biosensors - synthetic - midgets	79	15_download_it_bot_whistleblower_biosensors_synthetic
16	slaughter - natethelawyer - televised - bethesda - sunbathing	74	16_slaughter_natethelawyer_televised_bethesda
17	hairdresser - minnesota - interviews - prayers - frankfurt	66	17_hairdresser_minnesota_interviews_prayers
18	bioengineered - hemorrhagic - pfizerorg - footprints - synthetic	61	18_bioengineered_hemorrhagic_pfizerorg_footprints
19	mysteriously - measures - cells - advisory - farming	56	19_mysteriously_measures_cells_advisory
20	hemorrhagic - biolabs - swine - ghislanemaxwelltrial - erasmus	54	20_hemorrhagic_biolabs_swine_ghislanemaxwelltrial
21	v3txg6j - v3pxrmj - v3cdn5f - v3gvdea - v3y8kcm	53	21_v3txg6j_v3pxrmj_v3cdn5f_v3gvdea
22	realgeorgewebb1 - slaughter - livewithandy - lady__duchess - infowars	50	22_realgeorgewebb1_slaughter_livewithandy_lady__duchess
23	remastered - motorcycles - infoblocks - reinhardt - sideffect	50	23_remastered_motorcycles_infoblocks_reinhardt
24	1eajbgb - 1eajbgm - 1dxgyjg - 1odkrjr - 1djxxng	50	24_1eajbgb_1eajbgm_1dxgyjg_1odkrjr
25	rebels - bye - simulation - underscore - 10s	48	25_rebels_bye_simulation_underscore
26	uci8bkz7l3lc0 - housatonic - synthetic - shots - finals	47	26_uci8bkz7l3lc0_housatonic_synthetic_shots
27	workarounds - slaughter - thesteeltruth - canadian - biocontainment	46	27_workarounds_slaughter_thesteeltruth_canadian
28	coronavirusmcnutt - shamelessly - economics - adrenochrome - demolition	45	28_coronavirusmcnutt_shamelessly_economics_adrenochrome
29	interleukins - peacekeepers - insurrection - outbreaks - erasmus	45	29_interleukins_peacekeepers_insurrection_outbreaks
30	thelaroucheorganization - avenues - interviews - screamingospreys - fathers	42	30_thelaroucheorganization_avenues_interviews_screamingospreys
31	downloaded - booster - housatonic - lee - nguyen	41	31_downloaded_booster_housatonic_lee
32	stratospheric - ethnically - v3cds4y - wesley - bioagents	40	32_stratospheric_ethnically_v3cds4y_wesley
33	1mrgmyx - 1rmgpmz - 1plkqdb - spaces - 1owxwwe	39	33_1mrgmyx_1rmgpmz_1plkqdb_spaces
34	grandkids - foretelling - aventis - consulting - protocols	39	34_grandkids_foretelling_aventis_consulting
35	download_it_bot - avenues - shares - screamingospreys - downloaded	39	35_download_it_bot_avenues_shares_screamingospreys
36	restarting - overdose - lights - downloaded - housatonic	38	36_restarting_overdose_lights_downloaded
37	dr_steph_gayet - realgeorgewebb1 - singersongwriter - sarahhrakm1 - downloaded	38	37_dr_steph_gayet_realgeorgewebb1_singersongwriter_sarahhrakm1
38	unloaded - strangely - shortcuts - falling - stevens	38	38_unloaded_strangely_shortcuts_falling
39	ivins - begins - investigative - fitzgibbon - jewels	36	39_ivins_begins_investigative_fitzgibbon
40	realgeorgewebb1 - fireworks - leytedriver - mcdufflives - realconniebevan	36	40_realgeorgewebb1_fireworks_leytedriver_mcdufflives
41	analytics - interviews - balls - housatonic - brassballs	34	41_analytics_interviews_balls_housatonic
42	slaughter - facts - cells - launching - ivins	34	42_slaughter_facts_cells_launching
43	hemorrhagic - politics - myocarditis - ukraine - bombs	32	43_hemorrhagic_politics_myocarditis_ukraine
44	trumparraignment - prussian - drjudyamikovits - investigative - rehearse	32	44_trumparraignment_prussian_drjudyamikovits_investigative
45	1dxxyjg - 1rmxp - 1djgxlw - 1rmxpma - 1mrgmyo	30	45_1dxxyjg_1rmxp_1djgxlw_1rmxpma
46	canariesblue - overcrowded - graciously - believed - swinging	28	46_canariesblue_overcrowded_graciously_believed
47	kate_hampstead - thedukereport - america1stlegal - realgeorgewebb1 - squads	28	47_kate_hampstead_thedukereport_america1stlegal_realgeorgewebb1
48	faster - myocarditis - tweets - commonwealth - begins	27	48_faster_myocarditis_tweets_commonwealth
49	avenues - upcoming - doctors - fathers - screamingospreys	27	49_avenues_upcoming_doctors_fathers
50	whistleblowers - fireworks - realgeorgewebb1 - secrets - mcdufflivestwo	27	50_whistleblowers_fireworks_realgeorgewebb1_secrets
51	unconditional - housatonic - psychopathic - studios - aids	26	51_unconditional_housatonic_psychopathic_studios
52	stopthesteal - avenues - doctors - screamingospreys - biodefense	26	52_stopthesteal_avenues_doctors_screamingospreys
53	unsealed - governments - commonwealth - profits - unlocked	25	53_unsealed_governments_commonwealth_profits
54	fl_progressive - triggering - supported - raises - subscriber	25	54_fl_progressive_triggering_supported_raises
55	mcdufflives - mcduff - mcdufflivestwo - topics - weekly	24	55_mcdufflives_mcduff_mcdufflivestwo_topics
56	crusader - biosolutions - presumably - recovering - awards	24	56_crusader_biosolutions_presumably_recovering
57	cowboys - rockefellers - knights - johnny - mcduff	24	57_cowboys_rockefellers_knights_johnny
58	launched - studying - doctors - loans - superspreaders	23	58_launched_studying_doctors_loans
59	videographer - johnson - blackberries - hunt - georgia	23	59_videographer_johnson_blackberries_hunt
60	bradley - cutouts - counterattack - inquiry - wesley	23	60_bradley_cutouts_counterattack_inquiry
61	powerpoints - biographer - embraceable - graphics - citizens	23	61_powerpoints_biographer_embraceable_graphics
62	neighborhoodnewsstudios - realgeorgewebb1 - wednesday - leytedriver - realconniebevan	21	62_neighborhoodnewsstudios_realgeorgewebb1_wednesday_leytedriver
63	unspeakable - backing - georgia - reminder - incomparable	21	63_unspeakable_backing_georgia_reminder
64	housatonic - bradford - deaths - approvals - leads	19	64_housatonic_bradford_deaths_approvals
65	housatonic - untitled - auchincloss - connections - booster	19	65_housatonic_untitled_auchincloss_connections
66	backstage - forthcoming - lhatesyoualot - screaming - download_it_bot	18	66_backstage_forthcoming_lhatesyoualot_screaming
67	downloaded - telegram - alternate - new - channel	18	67_downloaded_telegram_alternate_new
68	downloaded - telegram - watch - -	17	68_downloaded_telegram_watch_
69	retrocomputing - tolerated - housatonicits - housatoniclive - computinghistory	17	69_retrocomputing_tolerated_housatonicits_housatoniclive
70	encrypted - tuckercarlson - bodyguards - profits - publishing	17	70_encrypted_tuckercarlson_bodyguards_profits
71	spaces - 1kvkpvn - 1ypkddz - 1lyxbqw - 1yqgodp	17	71_spaces_1kvkpvn_1ypkddz_1lyxbqw
72	guessing - secrets - erasmus - julian - burner	16	72_guessing_secrets_erasmus_julian
73	deadly - cameras - embraceable - erasmus - reenactment	16	73_deadly_cameras_embraceable_erasmus
74	myocarditis - booklets - delayed - battlefields - missouri	16	74_myocarditis_booklets_delayed_battlefields
75	memorialday2021 - mcm88gksw7a - realgeorgewebb1 - screamingospreys - weapons	15	75_memorialday2021_mcm88gksw7a_realgeorgewebb1_screamingospreys
76	realgeorgewebb1 - leytedriver - mistakes - investigative - jackrobertcat	15	76_realgeorgewebb1_leytedriver_mistakes_investigative
77	dsj2khtczx0 - thedukereport - vkfphzisa - leytedriver - jsuj0zaywq4	15	77_dsj2khtczx0_thedukereport_vkfphzisa_leytedriver
78	whistleblower - transgender - johnson - doctors - blackberries	15	78_whistleblower_transgender_johnson_doctors
79	gbj3g - unblocked - housatoniclive - slides - shadowbanning	14	79_gbj3g_unblocked_housatoniclive_slides
80	subpoenathebidenblackberrys - subpoenatheblackberrys - trumparraignment - thebravermanprophecy - thedukereport	14	80_subpoenathebidenblackberrys_subpoenatheblackberrys_trumparraignment_thebravermanprophecy
81	jaybeemediadlbot - video - - -	14	81_jaybeemediadlbot_video__
82	1owgwya - 1owxwyz - 1lyxbnp - spaces - 1owxwya	14	82_1owgwya_1owxwyz_1lyxbnp_spaces
83	deployed - summers - erasmus - uses - hanging	14	83_deployed_summers_erasmus_uses
84	realgeorgewebb1 - livewithandy - sniffing - housatoniclive - nanoparticle	14	84_realgeorgewebb1_livewithandy_sniffing_housatoniclive
85	realgeorgewebb1 - awaited - housatonic - ukraine - wins	13	85_realgeorgewebb1_awaited_housatonic_ukraine
86	introduced - france - writers - biscayne - nawctsd	13	86_introduced_france_writers_biscayne
87	avenues - doctors - shares - screamingospreys - mcdaniel	13	87_avenues_doctors_shares_screamingospreys
88	wesley - servers - bombs - megabucks - pentagon	13	88_wesley_servers_bombs_megabucks
89	bioagents - profits - snipers - julian - reporting	13	89_bioagents_profits_snipers_julian
90	v3fsg9g - embraceable - odysseus - rising - mrs	12	90_v3fsg9g_embraceable_odysseus_rising

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: 10
• verbose: False
• zeroshot_min_similarity: 0.7
• zeroshot_topic_list: None

Framework versions

• Numpy: 1.23.5
• HDBSCAN: 0.8.38.post1
• UMAP: 0.5.6
• Pandas: 2.2.2
• Scikit-Learn: 1.5.1
• Sentence-transformers: 3.0.1
• Transformers: 4.44.2
• Numba: 0.60.0
• Plotly: 5.24.0
• Python: 3.10.12