---
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
---

# MARTINI_enrich_BERTopic_sotten

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("AIDA-UPM/MARTINI_enrich_BERTopic_sotten")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 437
* Number of training documents: 46334

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | gaza - sanctions - zelensky - cnn - europe | 20 | -1_gaza_sanctions_zelensky_cnn | 
| 0 | biden - fbi - impeachment - whistleblower - bribery | 24420 | 0_biden_fbi_impeachment_whistleblower | 
| 1 | trudeau - convoy - protesters - alberta - freedom | 333 | 1_trudeau_convoy_protesters_alberta | 
| 2 | novichok - skripal - coroners - poisoned - magnitsky | 327 | 2_novichok_skripal_coroners_poisoned | 
| 3 | ufo - pentagon - whistleblowers - unclassified - vandenberg | 289 | 3_ufo_pentagon_whistleblowers_unclassified | 
| 4 | niamey - coups - senegalese - sudan - abdourahmane | 256 | 4_niamey_coups_senegalese_sudan | 
| 5 | pitbull - mauling - attacked - euthanized - malia | 190 | 5_pitbull_mauling_attacked_euthanized | 
| 6 | yemen - airstrikes - missiles - warship - tankers | 187 | 6_yemen_airstrikes_missiles_warship | 
| 7 | kharkov - crimea - blitzkrieg - afghanization - minefields | 178 | 7_kharkov_crimea_blitzkrieg_afghanization | 
| 8 | riots - counterprotesters - louisville - torched - zoller | 178 | 8_riots_counterprotesters_louisville_torched | 
| 9 | epstein - ghislaine - victims - paedophile - prince | 163 | 9_epstein_ghislaine_victims_paedophile | 
| 10 | georgia - ballots - pulitzer - recount - fraudulent | 163 | 10_georgia_ballots_pulitzer_recount | 
| 11 | musk - tweets - dorsey - shareholders - takeover | 152 | 11_musk_tweets_dorsey_shareholders | 
| 12 | typhoon - floods - hebei - xinhua - fujian | 148 | 12_typhoon_floods_hebei_xinhua | 
| 13 | neanderthals - denisovans - ancestors - archaeologists - genomes | 145 | 13_neanderthals_denisovans_ancestors_archaeologists | 
| 14 | soleimani - hezbollah - mossad - missiles - isfahan | 143 | 14_soleimani_hezbollah_mossad_missiles | 
| 15 | vaccinated - sinovac - omicron - antibodies - reinfections | 143 | 15_vaccinated_sinovac_omicron_antibodies | 
| 16 | wuhan - tencent - zhengzhou - chaoyang - lockdowns | 133 | 16_wuhan_tencent_zhengzhou_chaoyang | 
| 17 | meteor - spain - huelva - malaga - albacete | 131 | 17_meteor_spain_huelva_malaga | 
| 18 | riots - macron - marseillaise - pension - toulouse | 124 | 18_riots_macron_marseillaise_pension | 
| 19 | alagoas - floods - manaus - rio - uruguay | 122 | 19_alagoas_floods_manaus_rio | 
| 20 | curriculum - indoctrinating - racist - segregation - newsela | 115 | 20_curriculum_indoctrinating_racist_segregation | 
| 21 | wikileaks - extradited - belmarsh - whistleblowers - chelsea | 113 | 21_wikileaks_extradited_belmarsh_whistleblowers | 
| 22 | davos - globalists - cabal - wolff - technocratic | 113 | 22_davos_globalists_cabal_wolff | 
| 23 | airstrikes - iraq - qamishli - jordan - drone | 111 | 23_airstrikes_iraq_qamishli_jordan | 
| 24 | nordstream - pipelineistan - sabotaged - leaks - blasts | 109 | 24_nordstream_pipelineistan_sabotaged_leaks | 
| 25 | unsc - palestine - vetoed - netanyahu - statehood | 108 | 25_unsc_palestine_vetoed_netanyahu | 
| 26 | fomc - yellen - recession - stagflationary - cpi | 108 | 26_fomc_yellen_recession_stagflationary | 
| 27 | seditious - sentenced - rioters - fbi - unindicted | 107 | 27_seditious_sentenced_rioters_fbi | 
| 28 | biowarfare - laboratories - pentagon - kirillov - counterproliferation | 107 | 28_biowarfare_laboratories_pentagon_kirillov | 
| 29 | antimatter - photons - subatomic - physicists - qubits | 106 | 29_antimatter_photons_subatomic_physicists | 
| 30 | facebook - hyperlocal - metaverse - snooped - whistleblowers | 106 | 30_facebook_hyperlocal_metaverse_snooped | 
| 31 | queensland - illawarra - bathurst - floodwaters - thunderstorms | 105 | 31_queensland_illawarra_bathurst_floodwaters | 
| 32 | lockdowns - nsw - canberra - queensland - vaccinated | 105 | 32_lockdowns_nsw_canberra_queensland | 
| 33 | brains - neurons - bioelectronic - stanford - cognitive | 105 | 33_brains_neurons_bioelectronic_stanford | 
| 34 | wildfires - sacramento - blaze - klamath - sequoias | 105 | 34_wildfires_sacramento_blaze_klamath | 
| 35 | mandates - employers - unvaccinated - becerra - unconstitutional | 105 | 35_mandates_employers_unvaccinated_becerra | 
| 36 | tornadoes - thunderstorms - hailstorm - missouri - nebraska | 104 | 36_tornadoes_thunderstorms_hailstorm_missouri | 
| 37 | boeing - airplane - crashed - fuselage - icao | 102 | 37_boeing_airplane_crashed_fuselage | 
| 38 | illegals - deportations - migrant - border - juarez | 102 | 38_illegals_deportations_migrant_border | 
| 39 | biden - stephanopoulos - impeached - teleprompter - pratfalls | 101 | 39_biden_stephanopoulos_impeached_teleprompter | 
| 40 | shootings - gunman - rifle - uvalde - teacher | 99 | 40_shootings_gunman_rifle_uvalde | 
| 41 | sunspots - magnetosphere - substorm - aurora - nasa | 98 | 41_sunspots_magnetosphere_substorm_aurora | 
| 42 | ransomware - cyberattack - hacked - kaspersky - fireeye | 96 | 42_ransomware_cyberattack_hacked_kaspersky | 
| 43 | nazis - mariupol - mussolini - swastika - азов | 94 | 43_nazis_mariupol_mussolini_swastika | 
| 44 | jerusalem - ramallah - mosque - judaize - zaytoun | 90 | 44_jerusalem_ramallah_mosque_judaize | 
| 45 | coronavirus - influenza - contagious - misinfo - ioannidis | 89 | 45_coronavirus_influenza_contagious_misinfo | 
| 46 | meteor - illinois - oklahoma - january - 2022 | 88 | 46_meteor_illinois_oklahoma_january | 
| 47 | saharanpur - stray - andhra - dog - attacked | 88 | 47_saharanpur_stray_andhra_dog | 
| 48 | lockdown - nhs - nightclubs - backbenchers - scotland | 87 | 48_lockdown_nhs_nightclubs_backbenchers | 
| 49 | neolithic - archaeologists - stonehenge - pompeii - excavated | 87 | 49_neolithic_archaeologists_stonehenge_pompeii | 
| 50 | sinkhole - swallowed - collapsed - parked - suddenly | 86 | 50_sinkhole_swallowed_collapsed_parked | 
| 51 | sharks - hurghada - snorkeling - bite - attacked | 86 | 51_sharks_hurghada_snorkeling_bite | 
| 52 | olympian - transgender - weightlifting - championships - swimmer | 83 | 52_olympian_transgender_weightlifting_championships | 
| 53 | bundeswehr - rheinmetall - scholz - missiles - marder | 83 | 53_bundeswehr_rheinmetall_scholz_missiles | 
| 54 | hungary - orban - veszprem - eurocratic - mihai | 82 | 54_hungary_orban_veszprem_eurocratic | 
| 55 | douma - syria - unsc - toxicologists - corrupting | 82 | 55_douma_syria_unsc_toxicologists | 
| 56 | meteor - connecticut - november - 2023 - brunswick | 81 | 56_meteor_connecticut_november_2023 | 
| 57 | wuhan - biowarfare - scientists - redfield - leaked | 81 | 57_wuhan_biowarfare_scientists_redfield | 
| 58 | pedophile - arrested - stacie - trans - tyngsborough | 80 | 58_pedophile_arrested_stacie_trans | 
| 59 | cryptocurrencies - britcoin - cbdc - banknote - fednow | 80 | 59_cryptocurrencies_britcoin_cbdc_banknote | 
| 60 | macron - sarkozy - nato - poroshenko - missiles | 80 | 60_macron_sarkozy_nato_poroshenko | 
| 61 | pyongyang - denuclearization - kim - hyunmoo - gangneung | 78 | 61_pyongyang_denuclearization_kim_hyunmoo | 
| 62 | ivermectin - hydroxychloroquine - remdesivir - trialsitenews - overdosed | 78 | 62_ivermectin_hydroxychloroquine_remdesivir_trialsitenews | 
| 63 | scotus - ginsburg - abortions - overruling - mifepristone | 78 | 63_scotus_ginsburg_abortions_overruling | 
| 64 | mealworms - edible - grasshoppers - beetle - vegetarians | 77 | 64_mealworms_edible_grasshoppers_beetle | 
| 65 | boris - westminster - partygate - criminalising - penises | 77 | 65_boris_westminster_partygate_criminalising | 
| 66 | whales - beached - shoreline - swampscott - carcass | 76 | 66_whales_beached_shoreline_swampscott | 
| 67 | flooding - kentucky - hurricane - counties - morgantown | 75 | 67_flooding_kentucky_hurricane_counties | 
| 68 | maricopa - ballots - gubernatorial - disenfranchisement - katie | 75 | 68_maricopa_ballots_gubernatorial_disenfranchisement | 
| 69 | sulawesi - indonesia - sumatra - landslides - bandung | 74 | 69_sulawesi_indonesia_sumatra_landslides | 
| 70 | spying - spywares - hacked - khashoggi - iphone | 74 | 70_spying_spywares_hacked_khashoggi | 
| 71 | lightning - uganda - zambia - struck - kamenyagwaza | 74 | 71_lightning_uganda_zambia_struck | 
| 72 | protests - vaccinated - marseille - liberte - macron | 71 | 72_protests_vaccinated_marseille_liberte | 
| 73 | schoolteacher - pupils - misgender - girl - sacked | 71 | 73_schoolteacher_pupils_misgender_girl | 
| 74 | blizzard - bombogenesis - northeast - sleet - frigid | 70 | 74_blizzard_bombogenesis_northeast_sleet | 
| 75 | wildfires - athens - mitsotakis - cyprus - grevena | 70 | 75_wildfires_athens_mitsotakis_cyprus | 
| 76 | terrorists - krasnogorsk - petersburg - bortnikov - grozev | 70 | 76_terrorists_krasnogorsk_petersburg_bortnikov | 
| 77 | goias - meteorite - cruzeiro - fireball - horizonte | 70 | 77_goias_meteorite_cruzeiro_fireball | 
| 78 | fauci - virologists - paul - anthrax - unredacted | 69 | 78_fauci_virologists_paul_anthrax | 
| 79 | puberty - transvestism - phalloplasty - psychiatrist - hysterectomies | 69 | 79_puberty_transvestism_phalloplasty_psychiatrist | 
| 80 | vaers - deaths - underreported - shots - 509 | 69 | 80_vaers_deaths_underreported_shots | 
| 81 | zaporizhzhia - chornobyl - rosenergoatom - radioactive - guterres | 69 | 81_zaporizhzhia_chornobyl_rosenergoatom_radioactive | 
| 82 | serbia - pristina - mihajlovic - aleksandar - bratislava | 69 | 82_serbia_pristina_mihajlovic_aleksandar | 
| 83 | netherlands - meteor - overijssel - nordrhein - belgium | 68 | 83_netherlands_meteor_overijssel_nordrhein | 
| 84 | sanctions - grain - fertilisers - exporter - istanbul | 68 | 84_sanctions_grain_fertilisers_exporter | 
| 85 | cosmonauts - soyuz - spacewalk - meteoroid - isro | 67 | 85_cosmonauts_soyuz_spacewalk_meteoroid | 
| 86 | snowstorm - sierra - truckee - californian - northstar | 67 | 86_snowstorm_sierra_truckee_californian | 
| 87 | greenland - antarctica - permafrost - climatologists - gigatons | 67 | 87_greenland_antarctica_permafrost_climatologists | 
| 88 | disney - desantis - shareholders - orlando - repealed | 66 | 88_disney_desantis_shareholders_orlando | 
| 89 | chatgpt - bots - microsoft - artificial - skynet | 66 | 89_chatgpt_bots_microsoft_artificial | 
| 90 | gnosticism - theosophia - transcendence - gurdjieff - mindedness | 65 | 90_gnosticism_theosophia_transcendence_gurdjieff | 
| 91 | lightning - electrocuted - fatality - managua - lifeguard | 64 | 91_lightning_electrocuted_fatality_managua | 
| 92 | zealanders - vaccinated - overtakeaustralia - omicron - clampdown | 63 | 92_zealanders_vaccinated_overtakeaustralia_omicron | 
| 93 | mandates - vaccine - nyc - gyms - mayor | 63 | 93_mandates_vaccine_nyc_gyms | 
| 94 | doj - trump - redacted - documents - subpoena | 63 | 94_doj_trump_redacted_documents | 
| 95 | khashoggi - saudis - faisal - prince - aljabri | 63 | 95_khashoggi_saudis_faisal_prince | 
| 96 | quasars - supermassive - astrophysicists - universe - jansky | 63 | 96_quasars_supermassive_astrophysicists_universe | 
| 97 | fiji - aftershocks - epicenter - tsunami - seismograph | 63 | 97_fiji_aftershocks_epicenter_tsunami | 
| 98 | novavax - immunisation - varicella - preschoolers - doses | 62 | 98_novavax_immunisation_varicella_preschoolers | 
| 99 | pangender - bigender - transphobia - tampons - lgb | 62 | 99_pangender_bigender_transphobia_tampons | 
| 100 | twittergate - musk - citizenfreepress - shadowbanning - colluded | 61 | 100_twittergate_musk_citizenfreepress_shadowbanning | 
| 101 | parler - dorsey - censorship - facebook - retweet | 61 | 101_parler_dorsey_censorship_facebook | 
| 102 | newsmax - carlson - viewership - nielsen - primetime | 60 | 102_newsmax_carlson_viewership_nielsen | 
| 103 | hailstorms - valencia - huelva - castellon - spain | 59 | 103_hailstorms_valencia_huelva_castellon | 
| 104 | quakes - aftershocks - donegal - epicentre - guatemala | 59 | 104_quakes_aftershocks_donegal_epicentre | 
| 105 | meteor - france - auvergne - nordrhein - england | 59 | 105_meteor_france_auvergne_nordrhein | 
| 106 | erdogan - kurdistan - kilicdaroglu - turkologists - terrorist | 59 | 106_erdogan_kurdistan_kilicdaroglu_turkologists | 
| 107 | crimea - kursk - attacks - missile - novomoskovsk | 59 | 107_crimea_kursk_attacks_missile | 
| 108 | erdogan - stoltenberg - helsinki - swedish - bosnia | 58 | 108_erdogan_stoltenberg_helsinki_swedish | 
| 109 | andhra - maharashtra - flood - tirunelveli - meghalaya | 58 | 109_andhra_maharashtra_flood_tirunelveli | 
| 110 | cagayan - davao - surigao - typhoon - zamboanga | 58 | 110_cagayan_davao_surigao_typhoon | 
| 111 | gaza - netanyahu - ceasefire - civilians - pause | 58 | 111_gaza_netanyahu_ceasefire_civilians | 
| 112 | thunberg - adnoc - emissions - activists - barclays | 58 | 112_thunberg_adnoc_emissions_activists | 
| 113 | pugachev - lukashenko - yevgeny - mercenaries - rebellion | 57 | 113_pugachev_lukashenko_yevgeny_mercenaries | 
| 114 | flynn - comey - russiagate - declassify - fisa | 57 | 114_flynn_comey_russiagate_declassify | 
| 115 | myopericarditis - vaers - pfizer - electrocardiograms - troponin | 56 | 115_myopericarditis_vaers_pfizer_electrocardiograms | 
| 116 | mombasa - floods - rufiji - nile - sudan | 56 | 116_mombasa_floods_rufiji_nile | 
| 117 | constabulary - londoners - nspcc - scandals - offenders | 56 | 117_constabulary_londoners_nspcc_scandals | 
| 118 | newsom - californians - gubernatorial - voters - recall | 55 | 118_newsom_californians_gubernatorial_voters | 
| 119 | taiwan - zhongnanhai - pelosi - thaksin - tabletop | 55 | 119_taiwan_zhongnanhai_pelosi_thaksin | 
| 120 | alberta - snowstorm - banff - juneuary - whistler | 55 | 120_alberta_snowstorm_banff_juneuary | 
| 121 | stabbings - suspect - southend - amirsoleymani - constituency | 54 | 121_stabbings_suspect_southend_amirsoleymani | 
| 122 | refugees - tanaiste - dublin - kilcoyne - councillors | 54 | 122_refugees_tanaiste_dublin_kilcoyne | 
| 123 | looters - shoplifting - robberies - oakland - safeway | 54 | 123_looters_shoplifting_robberies_oakland | 
| 124 | meteor - arizona - 2023 - californian - november | 54 | 124_meteor_arizona_2023_californian | 
| 125 | diesel - carmakers - evs - suvs - vw | 54 | 125_diesel_carmakers_evs_suvs | 
| 126 | nato - stoltenberg - volodymyr - lithuania - joining | 54 | 126_nato_stoltenberg_volodymyr_lithuania | 
| 127 | sulawesi - aftershocks - tsunami - moluccas - jakarta | 54 | 127_sulawesi_aftershocks_tsunami_moluccas | 
| 128 | neil - oliver - idiots - davos - leftist | 54 | 128_neil_oliver_idiots_davos | 
| 129 | fao - soybeans - prices - shortages - supermarkets | 53 | 129_fao_soybeans_prices_shortages | 
| 130 | comets - observatory - perihelion - 2031 - ccd | 53 | 130_comets_observatory_perihelion_2031 | 
| 131 | sinaloa - juarez - mexicans - cartels - tariffs | 53 | 131_sinaloa_juarez_mexicans_cartels | 
| 132 | woke - brownface - revisionism - nazified - racist | 53 | 132_woke_brownface_revisionism_nazified | 
| 133 | berlusconi - italexit - mussolini - mitsotakis - fratelli | 53 | 133_berlusconi_italexit_mussolini_mitsotakis | 
| 134 | tucker - putin - pundits - interviewed - kakhovka | 53 | 134_tucker_putin_pundits_interviewed | 
| 135 | noncoding - sncrnas - dna - transposons - darwinists | 53 | 135_noncoding_sncrnas_dna_transposons | 
| 136 | psychopathic - pathocracy - pathologizing - machiavellianism - mindmatters | 53 | 136_psychopathic_pathocracy_pathologizing_machiavellianism | 
| 137 | ukrainians - conscripts - demobilized - frankovsk - demchenko | 53 | 137_ukrainians_conscripts_demobilized_frankovsk | 
| 138 | yeltsin - vladimir - sovereignism - vampire - cronies | 53 | 138_yeltsin_vladimir_sovereignism_vampire | 
| 139 | spies - commandos - paramilitaries - counterterrorist - langley | 52 | 139_spies_commandos_paramilitaries_counterterrorist | 
| 140 | imran - pakistanis - nawaz - rawalpindi - corruption | 52 | 140_imran_pakistanis_nawaz_rawalpindi | 
| 141 | klobuchar - democrat - filibuster - megyn - nominees | 52 | 141_klobuchar_democrat_filibuster_megyn | 
| 142 | marines - vaccine - enlistment - refused - exemptions | 52 | 142_marines_vaccine_enlistment_refused | 
| 143 | rouhani - ahmadinejad - iranians - khatibzadeh - nuclear | 52 | 143_rouhani_ahmadinejad_iranians_khatibzadeh | 
| 144 | netherlands - environmentalists - farms - protests - nitrogen | 51 | 144_netherlands_environmentalists_farms_protests | 
| 145 | russophobes - lgbtq - prohibited - kamchatka - repeal | 51 | 145_russophobes_lgbtq_prohibited_kamchatka | 
| 146 | donetsk - makeevka - krasnohorivka - staromikhailovka - munitions | 51 | 146_donetsk_makeevka_krasnohorivka_staromikhailovka | 
| 147 | cundinamarca - ecuador - landslides - tungurahua - caldas | 51 | 147_cundinamarca_ecuador_landslides_tungurahua | 
| 148 | krakatau - eruptions - sumatra - volcanic - yogyakarta | 51 | 148_krakatau_eruptions_sumatra_volcanic | 
| 149 | facemask - influenza - scottish - ineffective - mandates | 50 | 149_facemask_influenza_scottish_ineffective | 
| 150 | mercenaries - kharkov - konstantinovka - georgian - frontline | 50 | 150_mercenaries_kharkov_konstantinovka_georgian | 
| 151 | pontiff - popes - archdiocese - prelates - cardinal | 50 | 151_pontiff_popes_archdiocese_prelates | 
| 152 | h5n1 - influenza - outbreaks - blackbirds - poultry | 50 | 152_h5n1_influenza_outbreaks_blackbirds | 
| 153 | hamas - netanyahu - truce - yoav - hostage | 49 | 153_hamas_netanyahu_truce_yoav | 
| 154 | tsunami - fukushima - quakes - aftershock - hokkaido | 49 | 154_tsunami_fukushima_quakes_aftershock | 
| 155 | australia - submarines - trilateral - ambassadors - pacific | 49 | 155_australia_submarines_trilateral_ambassadors | 
| 156 | pelosi - republican - benghazi - subpoenas - january | 49 | 156_pelosi_republican_benghazi_subpoenas | 
| 157 | eathquake - islands - 0700gmt - 0216 - longitude | 49 | 157_eathquake_islands_0700gmt_0216 | 
| 158 | manali - shimla - gulmarg - kashmir - snowfall | 49 | 158_manali_shimla_gulmarg_kashmir | 
| 159 | romagna - friuli - fiumalbo - flooded - cagliari | 49 | 159_romagna_friuli_fiumalbo_flooded | 
| 160 | elephants - chhattisgarh - nagaon - kaziranga - athirappally | 48 | 160_elephants_chhattisgarh_nagaon_kaziranga | 
| 161 | meteor - oregon - saskatchewan - november - 2022 | 48 | 161_meteor_oregon_saskatchewan_november | 
| 162 | grizzly - attacked - longyearbyen - banff - predaceous | 48 | 162_grizzly_attacked_longyearbyen_banff | 
| 163 | desantis - mandates - broward - banning - mask | 48 | 163_desantis_mandates_broward_banning | 
| 164 | snowfalls - tasmania - queenstown - coldest - antarctic | 48 | 164_snowfalls_tasmania_queenstown_coldest | 
| 165 | pelosi - republicans - mccarthy - elected - holdouts | 48 | 165_pelosi_republicans_mccarthy_elected | 
| 166 | omicron - mutated - variants - africa - transmissable | 48 | 166_omicron_mutated_variants_africa | 
| 167 | zelensky - kremlin - lugansk - mikhail - negotiations | 48 | 167_zelensky_kremlin_lugansk_mikhail | 
| 168 | lightning - chhattisgarh - jashpur - balrampur - karimnagar | 48 | 168_lightning_chhattisgarh_jashpur_balrampur | 
| 169 | hezbollah - nasrallah - nahariya - baalbek - missiles | 47 | 169_hezbollah_nasrallah_nahariya_baalbek | 
| 170 | milley - treason - admirals - colonel - insubordination | 47 | 170_milley_treason_admirals_colonel | 
| 171 | inflation - cpi - surging - consumers - highest | 47 | 171_inflation_cpi_surging_consumers | 
| 172 | pfizer - vaccine - booster - shots - doses | 46 | 172_pfizer_vaccine_booster_shots | 
| 173 | donetsk - homerussia - referenda - vladimir - lpr | 46 | 173_donetsk_homerussia_referenda_vladimir | 
| 174 | jeddah - mecca - hailstorm - taif - fujairah | 46 | 174_jeddah_mecca_hailstorm_taif | 
| 175 | floods - kastamonu - cankırı - antalya - bulgaria | 46 | 175_floods_kastamonu_cankırı_antalya | 
| 176 | songbirds - warbler - shorebird - birdwatchers - kingbird | 45 | 176_songbirds_warbler_shorebird_birdwatchers | 
| 177 | haitians - embassy - mercenaries - assassinated - colombia | 45 | 177_haitians_embassy_mercenaries_assassinated | 
| 178 | belgium - rhineland - thunderstorms - aurore - windehausen | 45 | 178_belgium_rhineland_thunderstorms_aurore | 
| 179 | lightning - mymensingh - faridpur - struck - chapainawabganj | 45 | 179_lightning_mymensingh_faridpur_struck | 
| 180 | kenosha - acquittal - riots - homicide - rifle | 45 | 180_kenosha_acquittal_riots_homicide | 
| 181 | texas - border - daca - deporting - governors | 45 | 181_texas_border_daca_deporting | 
| 182 | fentanyl - narcotics - naloxone - overdose - hydromorphone | 44 | 182_fentanyl_narcotics_naloxone_overdose | 
| 183 | avalanches - savoie - tirol - zermatt - skier | 43 | 183_avalanches_savoie_tirol_zermatt | 
| 184 | shoigu - casualties - lutsenko - zaporozhye - counteroffensive | 43 | 184_shoigu_casualties_lutsenko_zaporozhye | 
| 185 | meteor - blizzards - noaa - planetary - temperatures | 43 | 185_meteor_blizzards_noaa_planetary | 
| 186 | bolsonaro - paulo - luanda - janeiro - favelas | 43 | 186_bolsonaro_paulo_luanda_janeiro | 
| 187 | trudeau - alberta - unvaccinated - mandatory - passports | 43 | 187_trudeau_alberta_unvaccinated_mandatory | 
| 188 | fdic - depositors - bailout - svb - insolvent | 43 | 188_fdic_depositors_bailout_svb | 
| 189 | jupiter - planets - cassini - magnetosphere - orbits | 43 | 189_jupiter_planets_cassini_magnetosphere | 
| 190 | alps - cervinia - snowfalls - zermatt - skiers | 43 | 190_alps_cervinia_snowfalls_zermatt | 
| 191 | moldova - juncker - euobserver - timofey - bloc | 43 | 191_moldova_juncker_euobserver_timofey | 
| 192 | mayor - migrants - adams - york - 29million | 43 | 192_mayor_migrants_adams_york | 
| 193 | marsquakes - crater - planet - habitable - phobos | 43 | 193_marsquakes_crater_planet_habitable | 
| 194 | lockdowns - paediatric - adolescence - youngsters - depression | 43 | 194_lockdowns_paediatric_adolescence_youngsters | 
| 195 | icj - gaza - judges - genocidal - ramaphosa | 42 | 195_icj_gaza_judges_genocidal | 
| 196 | afghanistan - najibullah - defeated - imploding - saigon | 42 | 196_afghanistan_najibullah_defeated_imploding | 
| 197 | gaza - ramallah - unrwa - airstrikes - massacre | 42 | 197_gaza_ramallah_unrwa_airstrikes | 
| 198 | sanctions - vnesheconombank - blitzkrieg - sber - gdp | 42 | 198_sanctions_vnesheconombank_blitzkrieg_sber | 
| 199 | bullion - dollarization - reserves - 135billion - yuan | 41 | 199_bullion_dollarization_reserves_135billion | 
| 200 | pandemics - treaties - sovereignty - intergovernmental - geneva | 41 | 200_pandemics_treaties_sovereignty_intergovernmental | 
| 201 | medvedev - russophobia - mykolaiv - warheads - nedogovorosposobnye | 41 | 201_medvedev_russophobia_mykolaiv_warheads | 
| 202 | censorship - facebook - misinformation - pingdemic - malkin | 41 | 202_censorship_facebook_misinformation_pingdemic | 
| 203 | guantanamo - declassified - terrorist - zubaydah - interrogators | 41 | 203_guantanamo_declassified_terrorist_zubaydah | 
| 204 | vatnajokull - grindavik - erupted - icelandic - seismicity | 41 | 204_vatnajokull_grindavik_erupted_icelandic | 
| 205 | shortages - 2030 - grains - hyperinflating - herbicide | 41 | 205_shortages_2030_grains_hyperinflating | 
| 206 | heilongjiang - harbin - snowstorms - beijing - northernmost | 41 | 206_heilongjiang_harbin_snowstorms_beijing | 
| 207 | briicsseeua - multilateralism - johannesburg - argentina - swaziland | 40 | 207_briicsseeua_multilateralism_johannesburg_argentina | 
| 208 | asteroid - orbits - pluto - nasa - bennu | 40 | 208_asteroid_orbits_pluto_nasa | 
| 209 | norovirus - dengue - meningoencephalitis - jakarta - alaskapox | 40 | 209_norovirus_dengue_meningoencephalitis_jakarta | 
| 210 | trackball - balloons - shootdown - pentagon - ufo | 40 | 210_trackball_balloons_shootdown_pentagon | 
| 211 | mariupol - warcrime - executions - captives - footage | 39 | 211_mariupol_warcrime_executions_captives | 
| 212 | mariupol - zaporizhzhya - mykolaivka - novoazovsk - evacuate | 39 | 212_mariupol_zaporizhzhya_mykolaivka_novoazovsk | 
| 213 | blinken - kremlinology - diplomats - sergey - summmit | 39 | 213_blinken_kremlinology_diplomats_sergey | 
| 214 | dying - sudden - footballers - cardiac - jenkins | 39 | 214_dying_sudden_footballers_cardiac | 
| 215 | netanyahu - zionists - golan - annexation - seth | 39 | 215_netanyahu_zionists_golan_annexation | 
| 216 | donald - republican - caucusgoers - iowa - palin | 39 | 216_donald_republican_caucusgoers_iowa | 
| 217 | khabarovsk - flooded - primorye - blagoveshchensky - rivers | 39 | 217_khabarovsk_flooded_primorye_blagoveshchensky | 
| 218 | prosecuting - trump - georgia - willis - codefendants | 39 | 218_prosecuting_trump_georgia_willis | 
| 219 | oarfish - jellyfish - giant - trawler - tsuruga | 39 | 219_oarfish_jellyfish_giant_trawler | 
| 220 | petroleum - sanctions - revenues - saudia - ashikbayev | 38 | 220_petroleum_sanctions_revenues_saudia | 
| 221 | putinists - vaxxers - qr - moskalkova - sobyanin | 38 | 221_putinists_vaxxers_qr_moskalkova | 
| 222 | supervolcanoes - mayon - erupting - magma - soufriere | 38 | 222_supervolcanoes_mayon_erupting_magma | 
| 223 | nypd - homicides - philadelphia - muggings - offenders | 38 | 223_nypd_homicides_philadelphia_muggings | 
| 224 | coldest - yakutsk - arctic - celsius - snows | 38 | 224_coldest_yakutsk_arctic_celsius | 
| 225 | taliban - kandahar - mujahideen - zahibullah - jalalabad | 38 | 225_taliban_kandahar_mujahideen_zahibullah | 
| 226 | egyptologists - pyramids - tutankhamun - saqqara - mummifications | 38 | 226_egyptologists_pyramids_tutankhamun_saqqara | 
| 227 | wokeness - illiberalness - satirized - commissarism - fawlty | 38 | 227_wokeness_illiberalness_satirized_commissarism | 
| 228 | kamala - staffers - resigns - vp - aide | 38 | 228_kamala_staffers_resigns_vp | 
| 229 | newsreal - nordstream - massacring - narrativizers - listeners | 37 | 229_newsreal_nordstream_massacring_narrativizers | 
| 230 | spratly - manila - militarising - taiwan - warships | 37 | 230_spratly_manila_militarising_taiwan | 
| 231 | netanyahu - haredim - minister - yamina - islamist | 37 | 231_netanyahu_haredim_minister_yamina | 
| 232 | shortages - quarantines - overcapacity - backlog - freight | 37 | 232_shortages_quarantines_overcapacity_backlog | 
| 233 | airstrikes - syria - aleppo - hezbollah - missile | 37 | 233_airstrikes_syria_aleppo_hezbollah | 
| 234 | fbi - whistleblowers - splc - extremism - weaponized | 37 | 234_fbi_whistleblowers_splc_extremism | 
| 235 | hamas - militants - massacre - airstrikes - kibbutz | 37 | 235_hamas_militants_massacre_airstrikes | 
| 236 | phthalates - microplastics - cadmium - contaminated - hershey | 36 | 236_phthalates_microplastics_cadmium_contaminated | 
| 237 | pakhtunkhwa - floods - gwadar - malir - naseerabad | 36 | 237_pakhtunkhwa_floods_gwadar_malir | 
| 238 | spotify - podcaster - controversy - slur - roseanne | 36 | 238_spotify_podcaster_controversy_slur | 
| 239 | indicted - prosecutors - kushner - mcgahn - misdemeanor | 36 | 239_indicted_prosecutors_kushner_mcgahn | 
| 240 | waterspouts - tornado - cumulonimbus - whirling - torreviejaon | 36 | 240_waterspouts_tornado_cumulonimbus_whirling | 
| 241 | snowmageddon - utah - skiers - resort - elevations | 36 | 241_snowmageddon_utah_skiers_resort | 
| 242 | kinshasa - floods - rwanda - kivu - ndahabonyimana | 36 | 242_kinshasa_floods_rwanda_kivu | 
| 243 | sawtoothavalanche - breckenridge - skiers - couloir - snowboarder | 36 | 243_sawtoothavalanche_breckenridge_skiers_couloir | 
| 244 | budweiser - michelob - brendan - boycott - influencer | 35 | 244_budweiser_michelob_brendan_boycott | 
| 245 | olympics - belarusians - championships - federations - banned | 35 | 245_olympics_belarusians_championships_federations | 
| 246 | karabakh - stepanakert - pashinyan - armenians - azerbaijani | 35 | 246_karabakh_stepanakert_pashinyan_armenians | 
| 247 | universities - oxford - decolonising - professors - microaggressions | 35 | 247_universities_oxford_decolonising_professors | 
| 248 | terrorists - dhs - extremism - threats - counterespionage | 35 | 248_terrorists_dhs_extremism_threats | 
| 249 | putin - xinhua - zedong - multilateral - yuri | 34 | 249_putin_xinhua_zedong_multilateral | 
| 250 | babylon - kellyanne - satirizes - misinformation - tiktok | 34 | 250_babylon_kellyanne_satirizes_misinformation | 
| 251 | jfk - dealey - zapruder - lennon - gunman | 34 | 251_jfk_dealey_zapruder_lennon | 
| 252 | yandex - roskomnadzor - blocked - demonetize - subscribers | 34 | 252_yandex_roskomnadzor_blocked_demonetize | 
| 253 | derailments - spills - hazmat - methanol - minnesota | 34 | 253_derailments_spills_hazmat_methanol | 
| 254 | explosion - firefighters - evacuated - allegheny - exxonmobil | 34 | 254_explosion_firefighters_evacuated_allegheny | 
| 255 | garhwal - gadchiroli - chandrapur - tiger - kamakshyanagar | 34 | 255_garhwal_gadchiroli_chandrapur_tiger | 
| 256 | taxpayers - deductions - santorum - audited - wealthy | 34 | 256_taxpayers_deductions_santorum_audited | 
| 257 | zelenskiy - klitschko - vladimir - litvinenko - skoropadsky | 34 | 257_zelenskiy_klitschko_vladimir_litvinenko | 
| 258 | dollarization - renminbi - rubles - rosoboronexport - greenback | 34 | 258_dollarization_renminbi_rubles_rosoboronexport | 
| 259 | ftx - cryptocurrency - ponzi - laundered - bankruptcy | 33 | 259_ftx_cryptocurrency_ponzi_laundered | 
| 260 | kwazulu - mpumalanga - mudslides - durban - stormsvlei | 33 | 260_kwazulu_mpumalanga_mudslides_durban | 
| 261 | blackrock - esg - governance - shareholders - boycott | 33 | 261_blackrock_esg_governance_shareholders | 
| 262 | disinformation - dhs - orwellian - leaked - cybersecurity | 33 | 262_disinformation_dhs_orwellian_leaked | 
| 263 | michigan - ballots - lindell - registrants - fraudulent | 33 | 263_michigan_ballots_lindell_registrants | 
| 264 | alarmists - climate - lindzen - falsifiable - co2 | 33 | 264_alarmists_climate_lindzen_falsifiable | 
| 265 | khmelnitsky - monasteries - orthodox - pechersk - persecuted | 33 | 265_khmelnitsky_monasteries_orthodox_pechersk | 
| 266 | syria - assad - saudi - uae - zayed | 33 | 266_syria_assad_saudi_uae | 
| 267 | biopolitics - corporatocracy - postpandemic - gaslighted - imbeciles | 33 | 267_biopolitics_corporatocracy_postpandemic_gaslighted | 
| 268 | doj - declassifying - snowden - folder - wilmington | 33 | 268_doj_declassifying_snowden_folder | 
| 269 | foodwars - farmworkers - monsanto - syndemic - shortages | 33 | 269_foodwars_farmworkers_monsanto_syndemic | 
| 270 | journals - retractions - bibliometric - untrustworthy - reproducibility | 33 | 270_journals_retractions_bibliometric_untrustworthy | 
| 271 | cuomo - cnn - andrew - accusations - impeachment | 33 | 271_cuomo_cnn_andrew_accusations | 
| 272 | monarch - britain - reigning - coronation - balmoral | 32 | 272_monarch_britain_reigning_coronation | 
| 273 | multipolarism - hegemonic - civilizations - westernisation - brics | 32 | 273_multipolarism_hegemonic_civilizations_westernisation | 
| 274 | kremlin - natos - gorbachev - guarantees - nixon | 32 | 274_kremlin_natos_gorbachev_guarantees | 
| 275 | lightning - karnataka - tirumalashetty - lambs - palampur | 32 | 275_lightning_karnataka_tirumalashetty_lambs | 
| 276 | supernovas - betelgeuse - nebula - cassiopeia - lightyears | 32 | 276_supernovas_betelgeuse_nebula_cassiopeia | 
| 277 | propoganda - falsehoods - bernays - mcluhan - manipulates | 32 | 277_propoganda_falsehoods_bernays_mcluhan | 
| 278 | vietnam - floods - hanoi - vientiane - nguyen | 32 | 278_vietnam_floods_hanoi_vientiane | 
| 279 | congressmen - bipartisan - appropriations - earmark - billion | 31 | 279_congressmen_bipartisan_appropriations_earmark | 
| 280 | meteor - georgia - november - 2022 - reports | 31 | 280_meteor_georgia_november_2022 | 
| 281 | lightning - balochistan - yemen - monsoon - hadramawt | 31 | 281_lightning_balochistan_yemen_monsoon | 
| 282 | famine - crops - shortages - belgium - worldwide | 31 | 282_famine_crops_shortages_belgium | 
| 283 | lockdowns - bojo - britons - doomed - totalitarianism | 31 | 283_lockdowns_bojo_britons_doomed | 
| 284 | moldovans - chisinau - transnistrian - pridnestrovie - romanianization | 31 | 284_moldovans_chisinau_transnistrian_pridnestrovie | 
| 285 | monkeypoxmania - smallpox - marburg - filovirus - vaxxx | 31 | 285_monkeypoxmania_smallpox_marburg_filovirus | 
| 286 | bidenflation - gasoline - conocophillips - alaska - overpriced | 30 | 286_bidenflation_gasoline_conocophillips_alaska | 
| 287 | feardemic - psychocrats - lockdowns - nudges - totalitarian | 30 | 287_feardemic_psychocrats_lockdowns_nudges | 
| 288 | meteors - fireball - bolide - boom - aotearoa | 30 | 288_meteors_fireball_bolide_boom | 
| 289 | gallup - disapprove - voters - ratings - bipartisanship | 30 | 289_gallup_disapprove_voters_ratings | 
| 290 | congresswoman - alexandria - rihanna - westboro - puerto | 30 | 290_congresswoman_alexandria_rihanna_westboro | 
| 291 | luzon - mindoro - phivolcs - aftershocks - seismologists | 30 | 291_luzon_mindoro_phivolcs_aftershocks | 
| 292 | kazakhstan - kaztransoil - peacekeepers - nasarbaev - riots | 30 | 292_kazakhstan_kaztransoil_peacekeepers_nasarbaev | 
| 293 | lukashenka - nato - warheads - kaliningrad - warsaw | 29 | 293_lukashenka_nato_warheads_kaliningrad | 
| 294 | pundemic - clampdowns - foxsnbcnn - mandatory - download | 29 | 294_pundemic_clampdowns_foxsnbcnn_mandatory | 
| 295 | snowmass - colorado - blizzard - leadville - wyoming | 29 | 295_snowmass_colorado_blizzard_leadville | 
| 296 | boycott - walmart - lgbtqia - swimsuits - brands | 29 | 296_boycott_walmart_lgbtqia_swimsuits | 
| 297 | germans - ludwigshafen - dippoldiswalde - shortages - deindustrialization | 29 | 297_germans_ludwigshafen_dippoldiswalde_shortages | 
| 298 | sakurajima - kagoshima - volcanic - suwanosejima - seamount | 29 | 298_sakurajima_kagoshima_volcanic_suwanosejima | 
| 299 | kabul - taliban - evacuate - pentagon - airfield | 29 | 299_kabul_taliban_evacuate_pentagon | 
| 300 | aftershocks - gaziantep - erdogan - devastating - magnitude | 29 | 300_aftershocks_gaziantep_erdogan_devastating | 
| 301 | psychologists - ontario - savepeterson - tweetless - talmudist | 29 | 301_psychologists_ontario_savepeterson_tweetless | 
| 302 | noctilucent - cirrus - cloudtop - thundercloud - stratosphere | 28 | 302_noctilucent_cirrus_cloudtop_thundercloud | 
| 303 | ratchathani - sukhothai - pattaya - flooded - mekong | 28 | 303_ratchathani_sukhothai_pattaya_flooded | 
| 304 | meteorites - crater - airburst - interglacials - impacts | 28 | 304_meteorites_crater_airburst_interglacials | 
| 305 | co2 - exhalations - anthropogenic - newswise - atmosphere | 28 | 305_co2_exhalations_anthropogenic_newswise | 
| 306 | austria - unvaccinated - lockdown - chancellor - compulsory | 28 | 306_austria_unvaccinated_lockdown_chancellor | 
| 307 | waterspouts - biscayne - okaloosa - tampa - caymancompass | 28 | 307_waterspouts_biscayne_okaloosa_tampa | 
| 308 | typhoon - kagoshima - nagano - fukushima - landslides | 28 | 308_typhoon_kagoshima_nagano_fukushima | 
| 309 | unemployment - bankruptcies - downturn - lockdowns - gdp | 28 | 309_unemployment_bankruptcies_downturn_lockdowns | 
| 310 | nepal - floods - landslide - sindhupalchowk - lalitpur | 28 | 310_nepal_floods_landslide_sindhupalchowk | 
| 311 | snowfalls - bariloche - argentina - snowbrains - ushuaia | 27 | 311_snowfalls_bariloche_argentina_snowbrains | 
| 312 | lightning - bihar - muzaffarpur - chandrapur - lalitpur | 27 | 312_lightning_bihar_muzaffarpur_chandrapur | 
| 313 | sosua - caribbean - thundershowers - havana - rivieres | 27 | 313_sosua_caribbean_thundershowers_havana | 
| 314 | floods - thunderstorms - dhofar - governorates - overflowing | 27 | 314_floods_thunderstorms_dhofar_governorates | 
| 315 | california - hurricane - mudslides - accuweather - riverside | 27 | 315_california_hurricane_mudslides_accuweather | 
| 316 | deaths - nhs - epidemiologically - lancashire - 822 | 27 | 316_deaths_nhs_epidemiologically_lancashire | 
| 317 | trump - appeals - nyag - disbarred - mistrial | 27 | 317_trump_appeals_nyag_disbarred | 
| 318 | lavrov - multilateralism - sanctions - sergey - diplomat | 27 | 318_lavrov_multilateralism_sanctions_sergey | 
| 319 | netherlands - telegraaf - protests - rijswijk - vrijheid | 27 | 319_netherlands_telegraaf_protests_rijswijk | 
| 320 | starlink - zelensky - crimea - mykhaylo - counteroffensive | 27 | 320_starlink_zelensky_crimea_mykhaylo | 
| 321 | uttarakhand - floods - nainital - rudraprayag - shimla | 27 | 321_uttarakhand_floods_nainital_rudraprayag | 
| 322 | polandpoland - ukrainization - lukashenko - morawiecki - defending | 27 | 322_polandpoland_ukrainization_lukashenko_morawiecki | 
| 323 | morelos - tamaulipas - chiapas - floods - ixtepec | 27 | 323_morelos_tamaulipas_chiapas_floods | 
| 324 | petroleum - saudis - bloomberg - demand - barrels | 26 | 324_petroleum_saudis_bloomberg_demand | 
| 325 | leaked - spies - pentagon - confidential - teixeira | 26 | 325_leaked_spies_pentagon_confidential | 
| 326 | farmers - protests - roadblock - tractor - brandenburg | 26 | 326_farmers_protests_roadblock_tractor | 
| 327 | astrazeneca - vaxzevria - clotshot - paralysed - complications | 26 | 327_astrazeneca_vaxzevria_clotshot_paralysed | 
| 328 | hokkaido - snowfalls - nagano - tottori - sanriku | 26 | 328_hokkaido_snowfalls_nagano_tottori | 
| 329 | geomagnetic - inner - mantle - seismologists - spinning | 26 | 329_geomagnetic_inner_mantle_seismologists | 
| 330 | hongkongers - hkfp - kwun - antiauthoritarian - gazetted | 26 | 330_hongkongers_hkfp_kwun_antiauthoritarian | 
| 331 | putinist - ipsos - kharkiv - surveyed - hostilities | 26 | 331_putinist_ipsos_kharkiv_surveyed | 
| 332 | snowfall - trabzon - kayseri - sarıcicek - yukarıyongalı | 26 | 332_snowfall_trabzon_kayseri_sarıcicek | 
| 333 | kandahar - floods - nuristan - faryab - badakhshan | 26 | 333_kandahar_floods_nuristan_faryab | 
| 334 | laundrie - gabby - missing - wyoming - strangulation | 26 | 334_laundrie_gabby_missing_wyoming | 
| 335 | impeachment - donald - disqualified - scotus - colorado | 26 | 335_impeachment_donald_disqualified_scotus | 
| 336 | venezuela - guaido - guyana - gold - carvajal | 26 | 336_venezuela_guaido_guyana_gold | 
| 337 | slovenia - landslides - floods - albania - podgorica | 25 | 337_slovenia_landslides_floods_albania | 
| 338 | wikileaks - extradited - spied - julian - zapatero | 25 | 338_wikileaks_extradited_spied_julian | 
| 339 | blinken - taiwan - mao - jining - g20 | 25 | 339_blinken_taiwan_mao_jining | 
| 340 | kakhovka - zaporizhia - dnepropetrovsk - missiles - frankivsk | 25 | 340_kakhovka_zaporizhia_dnepropetrovsk_missiles | 
| 341 | rowling - umbridge - transphobic - gillian - scottish | 25 | 341_rowling_umbridge_transphobic_gillian | 
| 342 | mariupol - false - grenades - kamenskoye - nuclear | 25 | 342_mariupol_false_grenades_kamenskoye | 
| 343 | antisemites - zionist - ucla - aipac - protests | 25 | 343_antisemites_zionist_ucla_aipac | 
| 344 | psychosis - totalitarianism - mattias - formation - covidcrisis | 25 | 344_psychosis_totalitarianism_mattias_formation | 
| 345 | eaglets - cormorants - seabird - starlings - blackbird | 25 | 345_eaglets_cormorants_seabird_starlings | 
| 346 | putin - prosecute - icc - hague - rwanda | 25 | 346_putin_prosecute_icc_hague | 
| 347 | twins - turtles - giraffe - chandauli - headed | 25 | 347_twins_turtles_giraffe_chandauli | 
| 348 | mozambique - cyclone - madagascar - antananarivo - freddy | 25 | 348_mozambique_cyclone_madagascar_antananarivo | 
| 349 | euthanasia - oireachtas - legalised - terminally - canada | 25 | 349_euthanasia_oireachtas_legalised_terminally | 
| 350 | tajikistan - eurasia - samarkand - shanghai - timurid | 25 | 350_tajikistan_eurasia_samarkand_shanghai | 
| 351 | gobeklitepe - catalhoyuk - karahantepe - archaeologists - hieroglyphs | 25 | 351_gobeklitepe_catalhoyuk_karahantepe_archaeologists | 
| 352 | sukhoi - bombers - eurofighter - flightradar - crimea | 25 | 352_sukhoi_bombers_eurofighter_flightradar | 
| 353 | navalny - alexei - obituary - sobyanin - murdered | 24 | 353_navalny_alexei_obituary_sobyanin | 
| 354 | argentina - maduro - dollarized - pesos - neoliberal | 24 | 354_argentina_maduro_dollarized_pesos | 
| 355 | nazis - trudeau - shukhevych - holodomor - saluting | 24 | 355_nazis_trudeau_shukhevych_holodomor | 
| 356 | unvaccinated - nhs - mandatory - jab - workers | 24 | 356_unvaccinated_nhs_mandatory_jab | 
| 357 | transgender - prohibits - minors - minnesota - surgeries | 24 | 357_transgender_prohibits_minors_minnesota | 
| 358 | snowstorm - wyoming - yellowstone - cheyenne - nws | 24 | 358_snowstorm_wyoming_yellowstone_cheyenne | 
| 359 | vesuvius - eruptions - sicily - strombolian - volcanologists | 24 | 359_vesuvius_eruptions_sicily_strombolian | 
| 360 | belarus - warsaw - migrants - morawiecki - russianproxywar | 24 | 360_belarus_warsaw_migrants_morawiecki | 
| 361 | johor - malaysia - terengganu - floods - kuala | 24 | 361_johor_malaysia_terengganu_floods | 
| 362 | lockdown - conspirators - whatsapp - sensationalising - ministerial | 24 | 362_lockdown_conspirators_whatsapp_sensationalising | 
| 363 | alaska - snowiest - avalanche - shovelers - gulch | 24 | 363_alaska_snowiest_avalanche_shovelers | 
| 364 | papua - epicentre - seismic - rabaul - tsunami | 24 | 364_papua_epicentre_seismic_rabaul | 
| 365 | flooding - franceinfo - garonne - aigues - moselle | 24 | 365_flooding_franceinfo_garonne_aigues | 
| 366 | djokovic - wimbledon - australia - deported - unvaccinated | 24 | 366_djokovic_wimbledon_australia_deported | 
| 367 | popocatepetl - guatemala - fuego - eruptive - volcanologist | 24 | 367_popocatepetl_guatemala_fuego_eruptive | 
| 368 | pentagon - blinken - aid - munitions - billion | 24 | 368_pentagon_blinken_aid_munitions | 
| 369 | zelenskyy - volodymyr - congress - perogies - unaccountably | 23 | 369_zelenskyy_volodymyr_congress_perogies | 
| 370 | attentat - stabbed - gunman - abdeslam - annecy | 23 | 370_attentat_stabbed_gunman_abdeslam | 
| 371 | fbi - raided - hannity - sulzberger - purportedly | 23 | 371_fbi_raided_hannity_sulzberger | 
| 372 | vaccines - mrna - adrsimmune - toxin - glyphosate | 23 | 372_vaccines_mrna_adrsimmune_toxin | 
| 373 | khuzestan - hormozgan - mazandaran - floodwater - jafarabad | 23 | 373_khuzestan_hormozgan_mazandaran_floodwater | 
| 374 | ukrainians - russification - chernigov - verkhovna - trukhanov | 23 | 374_ukrainians_russification_chernigov_verkhovna | 
| 375 | bailout - debtors - colleges - manchin - voted | 23 | 375_bailout_debtors_colleges_manchin | 
| 376 | klyuchevskaya - sakhalin - stratovolcano - ebeko - erupted | 23 | 376_klyuchevskaya_sakhalin_stratovolcano_ebeko | 
| 377 | passports - vaccine - mandatory - airline - certificate | 23 | 377_passports_vaccine_mandatory_airline | 
| 378 | maunakea - hawaii - blizzard - wailuku - summits | 23 | 378_maunakea_hawaii_blizzard_wailuku | 
| 379 | aftershocks - afghanistan - herat - badakhshan - najibullah | 23 | 379_aftershocks_afghanistan_herat_badakhshan | 
| 380 | israelis - vaccinated - violators - passport - regulations | 23 | 380_israelis_vaccinated_violators_passport | 
| 381 | scotland - flurries - cairngorms - coldest - lapland | 23 | 381_scotland_flurries_cairngorms_coldest | 
| 382 | georgia - ballots - audited - recount - douglasville | 23 | 382_georgia_ballots_audited_recount | 
| 383 | zealand - flooding - cyclone - waimakariri - evacuated | 22 | 383_zealand_flooding_cyclone_waimakariri | 
| 384 | xcoal - megawatt - drax - shutdowns - renewable | 22 | 384_xcoal_megawatt_drax_shutdowns | 
| 385 | blizzard - comets - vortices - 2030 - civilization | 22 | 385_blizzard_comets_vortices_2030 | 
| 386 | taliban - kabul - hijab - zabiullah - banned | 22 | 386_taliban_kabul_hijab_zabiullah | 
| 387 | fbi - michigan - kidnapping - acquitted - whitmer | 22 | 387_fbi_michigan_kidnapping_acquitted | 
| 388 | universities - diversity - campuswide - provost - dean | 22 | 388_universities_diversity_campuswide_provost | 
| 389 | blm - charitywatch - black - sharpton - deficit | 22 | 389_blm_charitywatch_black_sharpton | 
| 390 | kennedy - candidacy - mccarthyites - nephew - unpollable | 22 | 390_kennedy_candidacy_mccarthyites_nephew | 
| 391 | bezos - darpa - warehouse - unionize - supersecret | 22 | 391_bezos_darpa_warehouse_unionize | 
| 392 | marlboro - smokers - nicotization - 2030 - outlawing | 22 | 392_marlboro_smokers_nicotization_2030 | 
| 393 | biden - giuliani - newsmax - spygate - whistleblower | 22 | 393_biden_giuliani_newsmax_spygate | 
| 394 | zealand - epicenter - kermadec - 69km - seismologists | 22 | 394_zealand_epicenter_kermadec_69km | 
| 395 | kahului - wildfires - waimea - manoa - honoapiilani | 22 | 395_kahului_wildfires_waimea_manoa | 
| 396 | whales - monterey - beached - cayucos - carcasses | 22 | 396_whales_monterey_beached_cayucos | 
| 397 | bundestag - overthrow - extremists - steinmeier - haldenwang | 22 | 397_bundestag_overthrow_extremists_steinmeier | 
| 398 | soros - bannon - xiaoping - overthrow - jaishankar | 22 | 398_soros_bannon_xiaoping_overthrow | 
| 399 | chipmaker - huawei - smic - shenzhen - 5nm | 22 | 399_chipmaker_huawei_smic_shenzhen | 
| 400 | hungary - lgbtqi - prohibits - referendum - hooliganism | 22 | 400_hungary_lgbtqi_prohibits_referendum | 
| 401 | hurricane - floridians - katrina - tampa - bahama | 21 | 401_hurricane_floridians_katrina_tampa | 
| 402 | russiagate - sussman - prosecutors - defendant - false | 21 | 402_russiagate_sussman_prosecutors_defendant | 
| 403 | saddam - iraqis - neoconservatives - blair - unjustified | 21 | 403_saddam_iraqis_neoconservatives_blair | 
| 404 | kharchenko - schiphol - missile - malaysia - acquitted | 21 | 404_kharchenko_schiphol_missile_malaysia | 
| 405 | peru - mudslides - cochabamba - ucayali - emergencia | 21 | 405_peru_mudslides_cochabamba_ucayali | 
| 406 | snowstorm - michiganders - negaunee - muskegon - duluth | 21 | 406_snowstorm_michiganders_negaunee_muskegon | 
| 407 | netanyahu - protesters - haifa - reforms - dictatorship | 21 | 407_netanyahu_protesters_haifa_reforms | 
| 408 | nashville - transphobes - audrey - gunned - quantico | 21 | 408_nashville_transphobes_audrey_gunned | 
| 409 | jpmorgan - epstein - plaintiffs - pedophile - moneyman | 21 | 409_jpmorgan_epstein_plaintiffs_pedophile | 
| 410 | bodycam - manslaughter - deputies - knifepoint - ohio | 21 | 410_bodycam_manslaughter_deputies_knifepoint | 
| 411 | gazprom - european - gasification - pipeline - prices | 21 | 411_gazprom_european_gasification_pipeline | 
| 412 | agrifood - glyphosate - frankenfoods - monocultures - globalised | 21 | 412_agrifood_glyphosate_frankenfoods_monocultures | 
| 413 | tsunami - eruptions - tongatapu - pinatubo - stratosphere | 21 | 413_tsunami_eruptions_tongatapu_pinatubo | 
| 414 | aftershocks - coquimbo - epicenter - argentina - tsunami | 20 | 414_aftershocks_coquimbo_epicenter_argentina | 
| 415 | gabbard - deplorables - congresswoman - hannity - treasonous | 20 | 415_gabbard_deplorables_congresswoman_hannity | 
| 416 | russiagate - danchenko - manafort - dossier - colluded | 20 | 416_russiagate_danchenko_manafort_dossier | 
| 417 | moscow - pandemic - russophobes - riots - restrictions | 20 | 417_moscow_pandemic_russophobes_riots | 
| 418 | pandemics - gatesnotes - bioterrorist - covax - billions | 20 | 418_pandemics_gatesnotes_bioterrorist_covax | 
| 419 | krasnodar - kucherenko - merzlyakov - pugacheva - suicides | 20 | 419_krasnodar_kucherenko_merzlyakov_pugacheva | 
| 420 | polokwane - mauled - boerboel - mahlomola - rottweilers | 20 | 420_polokwane_mauled_boerboel_mahlomola | 
| 421 | spleen - microbiota - klebsiella - tnfα - sepsis | 20 | 421_spleen_microbiota_klebsiella_tnfα | 
| 422 | drakensberg - lesotho - snowfalls - johannesburg - maclearmatatielesakhisizwe | 20 | 422_drakensberg_lesotho_snowfalls_johannesburg | 
| 423 | saakashvili - zurabishvili - moldova - mikhail - torture | 20 | 423_saakashvili_zurabishvili_moldova_mikhail | 
| 424 | vaccine - sputnik - astrazeneca - austria - announces | 20 | 424_vaccine_sputnik_astrazeneca_austria | 
| 425 | mallorca - snowfall - nieves - benidorm - cantabria | 20 | 425_mallorca_snowfall_nieves_benidorm | 
| 426 | euroclear - brussels - assets - confiscated - oligarchs | 20 | 426_euroclear_brussels_assets_confiscated | 
| 427 | plesiosaurs - dinocephalosaurus - carcharodontosaurids - basilosaurus - fossilised | 20 | 427_plesiosaurs_dinocephalosaurus_carcharodontosaurids_basilosaurus | 
| 428 | khamenei - esfahan - protests - headscarf - majid | 20 | 428_khamenei_esfahan_protests_headscarf | 
| 429 | ramaphosa - johannesburg - kwazulu - apartheid - pietermaritzburg | 20 | 429_ramaphosa_johannesburg_kwazulu_apartheid | 
| 430 | erdogan - gaza - netanyahu - tashkent - malaysia | 20 | 430_erdogan_gaza_netanyahu_tashkent | 
| 431 | hurricane - zihuatanejo - oaxaca - yucatan - acapulco | 20 | 431_hurricane_zihuatanejo_oaxaca_yucatan | 
| 432 | explosion - gazprom - chelny - refinery - siauliai | 20 | 432_explosion_gazprom_chelny_refinery | 
| 433 | lockdown - snitching - britons - tesco - orwellian | 20 | 433_lockdown_snitching_britons_tesco | 
| 434 | debanking - natwest - overdraft - cancels - blacklisting | 20 | 434_debanking_natwest_overdraft_cancels | 
| 435 | propaganda - spies - whitehall - bbcma - mubarak | 20 | 435_propaganda_spies_whitehall_bbcma |
  
</details>

## Training hyperparameters

* calculate_probabilities: True
* 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: 1.26.4
* HDBSCAN: 0.8.40
* UMAP: 0.5.7
* Pandas: 2.2.3
* Scikit-Learn: 1.5.2
* Sentence-transformers: 3.3.1
* Transformers: 4.46.3
* Numba: 0.60.0
* Plotly: 5.24.1
* Python: 3.10.12