Add BERTopic model

README.md

@@ -0,0 +1,203 @@
+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# BERTopic_worlddoctorsalliance
+
+This is a [BERTopic](https://github.com/MaartenGr/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:
+
+```python
+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
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | 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 |
+  
+</details>
+
+## 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

config.json

@@ -0,0 +1,16 @@
+{
+  "calculate_probabilities": false,
+  "language": null,
+  "low_memory": false,
+  "min_topic_size": 10,
+  "n_gram_range": [
+    1,
+    1
+  ],
+  "nr_topics": null,
+  "seed_topic_list": null,
+  "top_n_words": 10,
+  "verbose": false,
+  "zeroshot_min_similarity": 0.7,
+  "zeroshot_topic_list": null
+}

ctfidf.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:449b3c7dad49d986dc47492f22bbf5f8e9fec1567486326c5673e2e09e1cca8f
+size 1754052

topic_embeddings.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:792714f5cdbfdd5353fa87fa80c9588276166efd18050beb52d1ad00bd769419
+size 548960