BERTopic_worlddoctorsalliance

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_worlddoctorsalliance")

topic_model.get_topic_info()

Topic overview

• Number of topics: 134
• Number of training documents: 13880

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	ivermectin - doctors - parliament - deaths - pfizer	10	-1_ivermectin_doctors_parliament_deaths
0	doctors - deaths - pfizer - harm - injection	6817	0_doctors_deaths_pfizer_harm
1	doctors - courtesy - tide - reminder - compilation	1092	1_doctors_courtesy_tide_reminder
2	oraclefilms - doctors - tesslawrie - swiss - talks	566	2_oraclefilms_doctors_tesslawrie_swiss
3	ivermectin - deaths - anthony - pfizer - cdc	455	3_ivermectin_deaths_anthony_pfizer
4	ivermectin - swine - doctors - deaths - generated	323	4_ivermectin_swine_doctors_deaths
5	networks - hesitancy - freedoms - surely - unadulterated	258	5_networks_hesitancy_freedoms_surely
6	incarcerated - swine - confinement - doctors - reactions	213	6_incarcerated_swine_confinement_doctors
7	childcovidvaccineinjuriesuk - ivermectin - doctors - inactivate - zealand	149	7_childcovidvaccineinjuriesuk_ivermectin_doctors_inactivate
8	pharmaceutical - sniffles - thedefender - lgbtqwxyz - comedians	123	8_pharmaceutical_sniffles_thedefender_lgbtqwxyz
9	stopfacialrecognition - multilingual - bigbrotherwatchhq - protesteverywhere - notifications	114	9_stopfacialrecognition_multilingual_bigbrotherwatchhq_protesteverywhere
10	myocarditis - myopericarditis - covidvaccines - deficiency - pericarditis	114	10_myocarditis_myopericarditis_covidvaccines_deficiency
11	stopfacialrecognition - onlinesafetybill - bigbrotherwatchhq - publicorderbill - cameras	113	11_stopfacialrecognition_onlinesafetybill_bigbrotherwatchhq_publicorderbill
12	jfk_tv - presents - alistair - hits - trolling	103	12_jfk_tv_presents_alistair_hits
13	stoptheshots - snowflake - treadmill - jumper - greeted	94	13_stoptheshots_snowflake_treadmill_jumper
14	voiceforscienceandsolidarity - reopens - 30mins - facts - doctors	93	14_voiceforscienceandsolidarity_reopens_30mins_facts
15	councillors - swipe - wicked - chin - sticks	77	15_councillors_swipe_wicked_chin
16	headlights - ivermectin - worrying - emphasised - tide	73	16_headlights_ivermectin_worrying_emphasised
17	claiming - deaths - assumptions - uniforms - garbage	72	17_claiming_deaths_assumptions_uniforms
18	nanotechnology - structures - failures - ahnenpass - heterodoxies	72	18_nanotechnology_structures_failures_ahnenpass
19	ivermectin - canadian - politics - donations - objectives	71	19_ivermectin_canadian_politics_donations
20	ungathegreat - thedefender - canadian - rhetorical - hegelian	71	20_ungathegreat_thedefender_canadian_rhetorical
21	nanotechnological - catastrophic - governments - recognise - instruments	69	21_nanotechnological_catastrophic_governments_recognise
22	threatened - massformation - nonetheless - editors - commander	68	22_threatened_massformation_nonetheless_editors
23	saveourrights - boycott - campaigning - matt - camps	68	23_saveourrights_boycott_campaigning_matt
24	childcovidvaccineinjuriesuk - hospitalisations - deaths - unvaccinated - acquired	67	24_childcovidvaccineinjuriesuk_hospitalisations_deaths_unvaccinated
25	pharmaceutical - myocarditis - teens - unvaccinated - comirnaty	66	25_pharmaceutical_myocarditis_teens_unvaccinated
26	hypocrite - credentials - backwards - actors - assumptions	65	26_hypocrite_credentials_backwards_actors
27	thevigilantfox - edwards - collapsing - nanoparticle - attacks	64	27_thevigilantfox_edwards_collapsing_nanoparticle
28	rebranding - camouflage - wellbeing - cycles - trusted	62	28_rebranding_camouflage_wellbeing_cycles
29	ivermectin - whistleblower - sgtnewsnetwork - thermal - bigbrotherwatchhq	59	29_ivermectin_whistleblower_sgtnewsnetwork_thermal
30	cbknews - sergeantnewsnetwork - sgtnewsnetwork - oligarchs - blocks	54	30_cbknews_sergeantnewsnetwork_sgtnewsnetwork_oligarchs
31	treatments - speaks - dangers - summarises - thierry	53	31_treatments_speaks_dangers_summarises
32	tuesdays - ivermectin - stoptheshots - unnvaccinated - haaaaaaa	53	32_tuesdays_ivermectin_stoptheshots_unnvaccinated
33	neurotoxin - whistle - asympotomatic - attacks - spain	49	33_neurotoxin_whistle_asympotomatic_attacks
34	biodegradable - knowledgable - boycottrc - smdpetition - caribbean	46	34_biodegradable_knowledgable_boycottrc_smdpetition
35	hardwire - boycott - doctors - tolerated - shops	46	35_hardwire_boycott_doctors_tolerated
36	unbeknownst - 8d9cc85c - highstreet - powershiftourmoney - ivermectin	46	36_unbeknownst_8d9cc85c_highstreet_powershiftourmoney
37	nhs100k - experiments - corbettreport - temperatures - atmospheric	43	37_nhs100k_experiments_corbettreport_temperatures
38	crimesagainsthumanity - unitednotdivided - leaflets - togetherwearefree - londonofficialworldwiderally	41	38_crimesagainsthumanity_unitednotdivided_leaflets_togetherwearefree
39	exaggerated - myocarditis - deaths - turns - frankenjabs	41	39_exaggerated_myocarditis_deaths_turns
40	bc_freedomfighters - southafricaunite - the_storm_q17 - rising - dinosaurs	40	40_bc_freedomfighters_southafricaunite_the_storm_q17_rising
41	deployment - memesoldiers - precautionary - billboards - uses	39	41_deployment_memesoldiers_precautionary_billboards
42	industries - fridges - ukcolumn - surely - heads	39	42_industries_fridges_ukcolumn_surely
43	fascists - doctors - inconveniently - unlawful - great	38	43_fascists_doctors_inconveniently_unlawful
44	glomerulonephritis - echocardiography - myocarditis - hypothyroidism - underdiagnosed	37	44_glomerulonephritis_echocardiography_myocarditis_hypothyroidism
45	crimesagainsthumanity - adverseevents - astrazeneca - parliament - paralysed	35	45_crimesagainsthumanity_adverseevents_astrazeneca_parliament
46	doctors - swallowed - france - installed - downloaded	34	46_doctors_swallowed_france_installed
47	1million - delayed - swiss - licensing - notifications	32	47_1million_delayed_swiss_licensing
48	thelighttruthpaper - inquiry - revealed - doctors - victims	30	48_thelighttruthpaper_inquiry_revealed_doctors
49	thelighttruthpaper - accesspublished - roberts - spokesperson - doctors	29	49_thelighttruthpaper_accesspublished_roberts_spokesperson
50	savethechildren - biometrics - pathogens - collapses - simpsons	28	50_savethechildren_biometrics_pathogens_collapses
51	saveoursovereignty - doctors - deprivation - proposals - weekly	28	51_saveoursovereignty_doctors_deprivation_proposals
52	unaccredited - lockdowns - disclaimer - wellbeing - measures	27	52_unaccredited_lockdowns_disclaimer_wellbeing
53	launched - misconceptions - medicines - arguements - ensuring	25	53_launched_misconceptions_medicines_arguements
54	hugs - signs - conflicts - shocking - victims	25	54_hugs_signs_conflicts_shocking
55	codes - hospitalizations - metals - attacks - illusions	25	55_codes_hospitalizations_metals_attacks
56	disconnected - weakneases - awakenedspecies - breathing - foods	25	56_disconnected_weakneases_awakenedspecies_breathing
57	drbeen_medical - earlytreatmentworks - neofeudalistic - ivermectinfacts - unrestricted	24	57_drbeen_medical_earlytreatmentworks_neofeudalistic_ivermectinfacts
58	worldcouncilforhealth - worldforhealthchat - rejects - notifications - threatening	24	58_worldcouncilforhealth_worldforhealthchat_rejects_notifications
59	thankyoufortheloveliverpool - launched - suddenadultdeathsyndrome - bigbrotherwatchhq - interestofjustice	24	59_thankyoufortheloveliverpool_launched_suddenadultdeathsyndrome_bigbrotherwatchhq
60	weihnachtsdekoration - weltgesundheitsversammlung - reinerfuellmich_multimedia - heiko_schoening - herzmenschen	24	60_weihnachtsdekoration_weltgesundheitsversammlung_reinerfuellmich_multimedia_heiko_schoening
61	dismembered - decades - adjournment - answers - decentralize	24	61_dismembered_decades_adjournment_answers
62	doctors - speaks - researching - shots - accounts	23	62_doctors_speaks_researching_shots
63	helicopters - repeatedly - unhinged - congresswoman - police_frequency	23	63_helicopters_repeatedly_unhinged_congresswoman
64	saveoursovereignty - receipt - promoted - astounds - delivered	23	64_saveoursovereignty_receipt_promoted_astounds
65	ecosystems - harmless - loves - iran - bumblebee	22	65_ecosystems_harmless_loves_iran
66	unitednotdivided - londonofficialworldwiderally - togetherdeclaration - parliament - speakers	22	66_unitednotdivided_londonofficialworldwiderally_togetherdeclaration_parliament
67	astandatyourmp - skyrocketing - inactions - freespeechisdead - botswana	21	67_astandatyourmp_skyrocketing_inactions_freespeechisdead
68	embryonic - pharmaceuticals - subcommittee - shockingly - headquartered	20	68_embryonic_pharmaceuticals_subcommittee_shockingly
69	ivermectin - myocarditis - nanosystems - reaffirming - deadly	20	69_ivermectin_myocarditis_nanosystems_reaffirming
70	wrongdoing - screeching - exaggerating - generations - rhetorical	20	70_wrongdoing_screeching_exaggerating_generations
71	organisers - donations - covidvaccinevictims - initative - citizens	20	71_organisers_donations_covidvaccinevictims_initative
72	unconditional - ivermectin - uncalled - lockdowns - canadian	19	72_unconditional_ivermectin_uncalled_lockdowns
73	bankruptcy - sleeves - forensic - canadian - usforthemuk	19	73_bankruptcy_sleeves_forensic_canadian
74	nosebleeds - unknown - haemorrhages - astrazeneca - paralysis	19	74_nosebleeds_unknown_haemorrhages_astrazeneca
75	swiss - figures - victims - trucks - goodness	19	75_swiss_figures_victims_trucks
76	unmask - modified - shocking - maryland - drsimonegoldla	18	76_unmask_modified_shocking_maryland
77	whatstheplan - thesoutherncoop - 10downingstreet - rfkhumanrights - dontholdyourbreath	18	77_whatstheplan_thesoutherncoop_10downingstreet_rfkhumanrights
78	unlikely - coincidentally - reduced - advisory - hospitalisations	18	78_unlikely_coincidentally_reduced_advisory
79	racketeering - inflation - lawyers - likes - positions	18	79_racketeering_inflation_lawyers_likes
80	aids - brac - lies - british - leicester	18	80_aids_brac_lies_british
81	defeatthemandates - blackouts - actors - shame - ears	18	81_defeatthemandates_blackouts_actors_shame
82	doctors - martial - tribunals - world - 14th	17	82_doctors_martial_tribunals_world
83	hesitancy - nurses - france - valentine - warning	17	83_hesitancy_nurses_france_valentine
84	stopthesilence - awakenedbirth - europeansunited - announces - stewards	17	84_stopthesilence_awakenedbirth_europeansunited_announces
85	coronainvestigativecommittee - strategies - crosshairs - michael - andrea	17	85_coronainvestigativecommittee_strategies_crosshairs_michael
86	booster - parliament - wealthy - pinkie - liberta	17	86_booster_parliament_wealthy_pinkie
87	shocking - goodbye - jfk - omg - liability	17	87_shocking_goodbye_jfk_omg
88	worker - quietly - spreading - injure - minds	16	88_worker_quietly_spreading_injure
89	injustices - authoritarianism - preconceptions - unthinkable - ofcourse	16	89_injustices_authoritarianism_preconceptions_unthinkable
90	inhaling - covid19vaccines - lozierinstitute - amounts - adenoviral	16	90_inhaling_covid19vaccines_lozierinstitute_amounts
91	biolabs - sgtnewsnetwork - decades - sergeantnewsnetwork - teens	16	91_biolabs_sgtnewsnetwork_decades_sergeantnewsnetwork
92	worldcouncilforhealth - betterwayconference - thehighwire - upcoming - worldforhealthchat	16	92_worldcouncilforhealth_betterwayconference_thehighwire_upcoming
93	americas - whistle - lockdowns - 20_uenybgpdijefwu8 - doctors	16	93_americas_whistle_lockdowns_20_uenybgpdijefwu8
94	microbiology - zelenkoprotocol - icelandic - findings - connections	16	94_microbiology_zelenkoprotocol_icelandic_findings
95	wakeupconference - crimesagainsthumanity - bigbrotherwatchhq - fcktotalcontrol - channels	15	95_wakeupconference_crimesagainsthumanity_bigbrotherwatchhq_fcktotalcontrol
96	canadian - muggles - hotspots - morbidly - crossing	15	96_canadian_muggles_hotspots_morbidly
97	biolabs - disproved - pathogens - restructured - advisory	15	97_biolabs_disproved_pathogens_restructured
98	sackthemall - iwillnotcomply - leaflets - endallrestrictions - saveourrightsukofficial	15	98_sackthemall_iwillnotcomply_leaflets_endallrestrictions
99	decades - authoritarianism - assaults - defeated - racketeering	14	99_decades_authoritarianism_assaults_defeated
100	picnics - france - rising - hospitals - sgtnewsnetwork	14	100_picnics_france_rising_hospitals
101	freedomamericanconvoy - kanekoathegreat - oraclefilms - empowered - awaits	14	101_freedomamericanconvoy_kanekoathegreat_oraclefilms_empowered
102	forthcoming - barclay - lawyers - cathays - summarises	14	102_forthcoming_barclay_lawyers_cathays
103	delayed - raising - ireland - funds - denied	14	103_delayed_raising_ireland_funds
104	ivermectin - campaigns - thedefender - unnecessary - certificates	14	104_ivermectin_campaigns_thedefender_unnecessary
105	chessboard - disregarded - thedefender - sponsored - variations	14	105_chessboard_disregarded_thedefender_sponsored
106	jabs - absolutely - thank - wow - saviour	13	106_jabs_absolutely_thank_wow
107	thelightturthpaper - styles - responses - orders - bulk	13	107_thelightturthpaper_styles_responses_orders
108	ivermectin - cmo_england - rebooked - kazuhiro - practically	13	108_ivermectin_cmo_england_rebooked_kazuhiro
109	biopharmaceuticals - covid19vaccinevictimsandfamilies - senronjohnsonus - harveyrisch - interviews	13	109_biopharmaceuticals_covid19vaccinevictimsandfamilies_senronjohnsonus_harveyrisch
110	whitewash - suppressed - inquiry - compiles - hesitancy	13	110_whitewash_suppressed_inquiry_compiles
111	scandinavian - reduced - meals - blistered - greatawakeningus	13	111_scandinavian_reduced_meals_blistered
112	thegreatreopening - reopening - independentnationalistnetwork - opgjpepcsihky2y0 - needle_stories	13	112_thegreatreopening_reopening_independentnationalistnetwork_opgjpepcsihky2y0
113	lockdowns - 6mths - deaths - alzheimers - evans	13	113_lockdowns_6mths_deaths_alzheimers
114	parentsarewatching - followthescience - coincidentally - alberta - printed	13	114_parentsarewatching_followthescience_coincidentally_alberta
115	lawyers - experiments - templates - relying - refusing	13	115_lawyers_experiments_templates_relying
116	asymptomatic - reminder - 720px - share - volume	12	116_asymptomatic_reminder_720px_share
117	czechoslovakian - tradespeople - paramedics - canadian - portuguese	12	117_czechoslovakian_tradespeople_paramedics_canadian
118	deployment - thebritishnews - publicorderbill - phelps - julian	12	118_deployment_thebritishnews_publicorderbill_phelps
119	wrongdoing - infographics - feasible - protectthechildren - upwards	12	119_wrongdoing_infographics_feasible_protectthechildren
120	confinamientos - vacunas_covid - efectossecundariosvacunas - muertos - diputados	12	120_confinamientos_vacunas_covid_efectossecundariosvacunas_muertos
121	insider_amigo - canadian - wansbutter - bombs - feeding	12	121_insider_amigo_canadian_wansbutter_bombs
122	authoritarian - kanekoathegreat - dictatorship - confinement - blocking	12	122_authoritarian_kanekoathegreat_dictatorship_confinement
123	laughing - governments - expired - astrid - claiming	12	123_laughing_governments_expired_astrid
124	crimesagainsthumanity - uniteforfreedominfo - leaflets - parliament - purchasing	11	124_crimesagainsthumanity_uniteforfreedominfo_leaflets_parliament
125	datenaktualisierungen - aktualisierungen - nebenwirkungen - tabellen - impfrisiko	11	125_datenaktualisierungen_aktualisierungen_nebenwirkungen_tabellen
126	ezra_cohen - microchips - groundbreaking - awakenedspecies - davidavocadowolfe	11	126_ezra_cohen_microchips_groundbreaking_awakenedspecies
127	lordship - globalhealthproject - jupiter - regards - gb30rbos16252700309362	11	127_lordship_globalhealthproject_jupiter_regards
128	papers - hydroxychloroquine - deaths - worlds - tables	11	128_papers_hydroxychloroquine_deaths_worlds
129	stadsgevangenis - unconsciously - wednesday - perpetuity - commuted	10	129_stadsgevangenis_unconsciously_wednesday_perpetuity
130	ourpeoplearebeingbutchered - michaelturnermd - doctorpatientrelationship - itallmakessenseonceyourealizetheywanttokillus - mandateisvoluntarynotcompulsory	10	130_ourpeoplearebeingbutchered_michaelturnermd_doctorpatientrelationship_itallmakessenseonceyourealizetheywanttokillus
131	opensourcethenews - unworthy - editing - seeds - goodness	10	131_opensourcethenews_unworthy_editing_seeds
132	man - share - heaven - trust - must	10	132_man_share_heaven_trust

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