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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