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
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