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

# MARTINI_enrich_BERTopic_CIG_telegram

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_CIG_telegram")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 182
* Number of training documents: 24109

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | russia - syria - afghanistan - hamas - migrants | 20 | -1_russia_syria_afghanistan_hamas | 
| 0 | transnistria - moldavian - wallachia - mircea - craiova | 14294 | 0_transnistria_moldavian_wallachia_mircea | 
| 1 | burkina - niamey - mauritania - sahelian - abuja | 237 | 1_burkina_niamey_mauritania_sahelian | 
| 2 | spacex - cosmonauts - spacewalk - liftoff - satellites | 232 | 2_spacex_cosmonauts_spacewalk_liftoff | 
| 3 | trudeau - ottawa - alberta - multiculturalism - quebecois | 215 | 3_trudeau_ottawa_alberta_multiculturalism | 
| 4 | fed - recessions - inflation - deficit - depositors | 198 | 4_fed_recessions_inflation_deficit | 
| 5 | hezbollah - quneitra - baalbek - missiles - merkava | 163 | 5_hezbollah_quneitra_baalbek_missiles | 
| 6 | rioters - minnehaha - arrests - aurorailpolice - looted | 155 | 6_rioters_minnehaha_arrests_aurorailpolice | 
| 7 | bielorrusia - mogilev - лукашенко - mobilized - kalashnikov | 136 | 7_bielorrusia_mogilev_лукашенко_mobilized | 
| 8 | hamas - brigades - ashkelon - mujahideen - zaytoun | 125 | 8_hamas_brigades_ashkelon_mujahideen | 
| 9 | hungary - brussels - euros - veto - 50bn | 116 | 9_hungary_brussels_euros_veto | 
| 10 | guyana - venezuelan - essequibo - suriname - exxonmobil | 110 | 10_guyana_venezuelan_essequibo_suriname | 
| 11 | bolsonaro - rondonopolis - janeiro - moraes - alvorada | 109 | 11_bolsonaro_rondonopolis_janeiro_moraes | 
| 12 | taiwan - spratly - fujian - invade - warships | 108 | 12_taiwan_spratly_fujian_invade | 
| 13 | imran - peshawar - faisalabad - abottabad - shahbaz | 107 | 13_imran_peshawar_faisalabad_abottabad | 
| 14 | gaza - mossad - sinai - egyptians - jordanian | 106 | 14_gaza_mossad_sinai_egyptians | 
| 15 | iraqi - airstrikes - assad - nasiriyah - nineveh | 105 | 15_iraqi_airstrikes_assad_nasiriyah | 
| 16 | shipyards - warships - tankers - pacific - destroyer | 104 | 16_shipyards_warships_tankers_pacific | 
| 17 | donetsk - putin - khoroshilov - ratification - zyuganov | 103 | 17_donetsk_putin_khoroshilov_ratification | 
| 18 | qamishli - syria - dabiq - sharqiya - militias | 103 | 18_qamishli_syria_dabiq_sharqiya | 
| 19 | texas - border - governors - mcallen - militarize | 101 | 19_texas_border_governors_mcallen | 
| 20 | telegram - groupchats - banned - extremists - stopdittatura | 100 | 20_telegram_groupchats_banned_extremists | 
| 21 | afrikaners - johannesburg - mandela - kwazulu - rhodesia | 99 | 21_afrikaners_johannesburg_mandela_kwazulu | 
| 22 | fbi - bannon - indicted - subpoena - mugshots | 95 | 22_fbi_bannon_indicted_subpoena | 
| 23 | shoigu - lukashenka - mogilev - petersburg - rebellion | 95 | 23_shoigu_lukashenka_mogilev_petersburg | 
| 24 | demographic - births - ivf - slovakia - secularization | 95 | 24_demographic_births_ivf_slovakia | 
| 25 | hezbollah - israeli - yoav - ironclad - retaliate | 94 | 25_hezbollah_israeli_yoav_ironclad | 
| 26 | lithium - bolivia - eurometaux - mines - cobalt | 89 | 26_lithium_bolivia_eurometaux_mines | 
| 27 | netanyahu - בנימין - gideon - i24news - bennett | 88 | 27_netanyahu_בנימין_gideon_i24news | 
| 28 | pope - mothers - holy - fatima - rosary | 83 | 28_pope_mothers_holy_fatima | 
| 29 | khartoum - sudanesa - insurrectionists - junta - rrf | 82 | 29_khartoum_sudanesa_insurrectionists_junta | 
| 30 | serbia - kosovska - mitrovica - pristina - albanians | 82 | 30_serbia_kosovska_mitrovica_pristina | 
| 31 | howitzers - rheinmetall - ampv - m10 - hyundai | 80 | 31_howitzers_rheinmetall_ampv_m10 | 
| 32 | tweets - musk - dorsey - qanon - shadowbanned | 80 | 32_tweets_musk_dorsey_qanon | 
| 33 | sinaloa - tamaulipas - mexicali - guanajuato - pemex | 80 | 33_sinaloa_tamaulipas_mexicali_guanajuato | 
| 34 | netanyahu - gaza - עמית - mahmoud - overthrow | 79 | 34_netanyahu_gaza_עמית_mahmoud | 
| 35 | gendarmerie - algerians - riots - zemmour - montpellier | 79 | 35_gendarmerie_algerians_riots_zemmour | 
| 36 | karabakh - stepanakert - армении - азербаиджаном - pashinyan | 78 | 36_karabakh_stepanakert_армении_азербаиджаном | 
| 37 | hongkongers - sanctions - xinhua - hkfp - pompeo | 76 | 37_hongkongers_sanctions_xinhua_hkfp | 
| 38 | tankers - suez - maersk - mandeb - yemen | 76 | 38_tankers_suez_maersk_mandeb | 
| 39 | mitsotakis - cyprus - syriza - thessaloniki - aegean | 75 | 39_mitsotakis_cyprus_syriza_thessaloniki | 
| 40 | hezbollah - halevi - אדי - najib - truce | 75 | 40_hezbollah_halevi_אדי_najib | 
| 41 | capitol - insurrection - trumpist - mccarthy - boomhauer | 75 | 41_capitol_insurrection_trumpist_mccarthy | 
| 42 | ecuador - presidente - emergencias - narcoterrorist - embassy | 73 | 42_ecuador_presidente_emergencias_narcoterrorist | 
| 43 | sadrists - baghdad - maliki - badr - السيد | 72 | 43_sadrists_baghdad_maliki_badr | 
| 44 | ukraine - munitions - stockpiles - pentagon - supplied | 70 | 44_ukraine_munitions_stockpiles_pentagon | 
| 45 | beheading - bastille - terrorist - algerian - mohammed | 70 | 45_beheading_bastille_terrorist_algerian | 
| 46 | europride - romania - legalised - homosexual - mitsotakis | 66 | 46_europride_romania_legalised_homosexual | 
| 47 | gazprom - europe - renewable - 100kwh - subsidies | 66 | 47_gazprom_europe_renewable_100kwh | 
| 48 | aipac - appropriations - congressmen - bipartisan - veto | 65 | 48_aipac_appropriations_congressmen_bipartisan | 
| 49 | ramallah - palestinians - israelis - judea - paramilitaries | 65 | 49_ramallah_palestinians_israelis_judea | 
| 50 | argentines - malvinas - dollarization - macri - presidential | 64 | 50_argentines_malvinas_dollarization_macri | 
| 51 | nato - stoltenberg - kyiv - allies - milley | 64 | 51_nato_stoltenberg_kyiv_allies | 
| 52 | sudan - embassies - evacuated - convoys - jeddah | 63 | 52_sudan_embassies_evacuated_convoys | 
| 53 | newsfeed - africa - subscribers - russie - memritv | 63 | 53_newsfeed_africa_subscribers_russie | 
| 54 | abortionists - scotus - unfpa - repealling - unconstitutional | 62 | 54_abortionists_scotus_unfpa_repealling | 
| 55 | spratly - palawan - luzon - navies - kiribati | 61 | 55_spratly_palawan_luzon_navies | 
| 56 | fentanyl - mexico - cartel - lopez - desantis | 60 | 56_fentanyl_mexico_cartel_lopez | 
| 57 | gaza - battalions - katif - remobilized - yehuda | 60 | 57_gaza_battalions_katif_remobilized | 
| 58 | kandahar - talibanes - afgano - faizabad - provinces | 59 | 58_kandahar_talibanes_afgano_faizabad | 
| 59 | chipmakers - taiwan - huawei - hisilicon - sanctions | 58 | 59_chipmakers_taiwan_huawei_hisilicon | 
| 60 | houthi - missiles - yemen - maersk - frigate | 57 | 60_houthi_missiles_yemen_maersk | 
| 61 | sanctions - blinken - beijing - eurasia - patrushev | 57 | 61_sanctions_blinken_beijing_eurasia | 
| 62 | gaza - לישראל - yoav - fallujahs - attacking | 57 | 62_gaza_לישראל_yoav_fallujahs | 
| 63 | iraqi - mujahideen - najaf - taqwa - hamidawi | 56 | 63_iraqi_mujahideen_najaf_taqwa | 
| 64 | mariupol - severodonetsk - lugansk - kharkov - zaporozhye | 55 | 64_mariupol_severodonetsk_lugansk_kharkov | 
| 65 | haitians - hispaniola - caricom - guterres - gang | 55 | 65_haitians_hispaniola_caricom_guterres | 
| 66 | antisemitism - desantis - congressman - amendment - ihra | 55 | 66_antisemitism_desantis_congressman_amendment | 
| 67 | sturmgeschutz - tanks - bulgarianmilitary - uralvagonzavod - volgograd | 54 | 67_sturmgeschutz_tanks_bulgarianmilitary_uralvagonzavod | 
| 68 | kremlin - ryabkov - sergey - военныи - novosti | 53 | 68_kremlin_ryabkov_sergey_военныи | 
| 69 | peru - ayacucho - bolivian - protests - impeached | 52 | 69_peru_ayacucho_bolivian_protests | 
| 70 | gunman - indianapolis - officers - injured - bodycam | 50 | 70_gunman_indianapolis_officers_injured | 
| 71 | erdogan - stoltenberg - scandinavia - alliances - terrorism | 50 | 71_erdogan_stoltenberg_scandinavia_alliances | 
| 72 | kiev - embassy - evacuating - dulles - flights | 49 | 72_kiev_embassy_evacuating_dulles | 
| 73 | taiwan - pelosi - beijing - lijian - annexing | 49 | 73_taiwan_pelosi_beijing_lijian | 
| 74 | lukashenko - minsk - radio - belsat - protesters | 49 | 74_lukashenko_minsk_radio_belsat | 
| 75 | somaliland - eritrea - mogadishu - ethiopian - hargeisa | 49 | 75_somaliland_eritrea_mogadishu_ethiopian | 
| 76 | italexit - europeelects - ipsos - syriza - lega | 48 | 76_italexit_europeelects_ipsos_syriza | 
| 77 | petroleum - refiners - reserves - brent - surge | 47 | 77_petroleum_refiners_reserves_brent | 
| 78 | erdogan - gaziantep - hurriyet - syrian - karkemish | 47 | 78_erdogan_gaziantep_hurriyet_syrian | 
| 79 | mariupol - mykolaivka - zaporizhzhia - donskoye - novoapostolovka | 47 | 79_mariupol_mykolaivka_zaporizhzhia_donskoye | 
| 80 | coronavirus - epidemic - quarantining - panicking - masks | 46 | 80_coronavirus_epidemic_quarantining_panicking | 
| 81 | migrants - border - brownsville - illegally - marshals | 46 | 81_migrants_border_brownsville_illegally | 
| 82 | yemen - naval - jihad - almighty - sabeen | 46 | 82_yemen_naval_jihad_almighty | 
| 83 | pyongyang - yonhap - yeonpyeong - kumgangsan - yoon | 46 | 83_pyongyang_yonhap_yeonpyeong_kumgangsan | 
| 84 | grain - famine - harvests - chornomorsk - rosselkhozbank | 45 | 84_grain_famine_harvests_chornomorsk | 
| 85 | commonwealthians - monarch - britain - balmoral - zealand | 44 | 85_commonwealthians_monarch_britain_balmoral | 
| 86 | belgorod - kursk - cossacks - shchetinovka - militiamen | 44 | 86_belgorod_kursk_cossacks_shchetinovka | 
| 87 | hagia - istanbul - mosque - kemalism - mehmed | 44 | 87_hagia_istanbul_mosque_kemalism | 
| 88 | tripoli - misrata - gaddafi - jamahiriya - abdelhamid | 43 | 88_tripoli_misrata_gaddafi_jamahiriya | 
| 89 | japan - demographic - urbanization - declining - koreans | 43 | 89_japan_demographic_urbanization_declining | 
| 90 | bukele - salvadorans - escobar - crackdown - soyapango | 42 | 90_bukele_salvadorans_escobar_crackdown | 
| 91 | patriotfront - pennsylvania - massachusetts - active - wyoming | 42 | 91_patriotfront_pennsylvania_massachusetts_active | 
| 92 | wahlkreisprognose - thuringia - extremists - afd - unelected | 41 | 92_wahlkreisprognose_thuringia_extremists_afd | 
| 93 | flightradar24 - makhachkala - pogromists - runways - planes | 40 | 93_flightradar24_makhachkala_pogromists_runways | 
| 94 | anzus - canberra - pacific - zealand - submarines | 39 | 94_anzus_canberra_pacific_zealand | 
| 95 | zelenskyy - volodymyr - kyiv - serhiy - verkhovna | 39 | 95_zelenskyy_volodymyr_kyiv_serhiy | 
| 96 | nugmyanmar - kachin - buthidaung - irrawaddy - mandarin | 38 | 96_nugmyanmar_kachin_buthidaung_irrawaddy | 
| 97 | beijing - weibo - jerusalem - aiib - alibaba | 38 | 97_beijing_weibo_jerusalem_aiib | 
| 98 | shinzo - hideki - wakayama - manchukuo - nhkニュース | 38 | 98_shinzo_hideki_wakayama_manchukuo | 
| 99 | chicago - police - alderman - looters - superintendent | 38 | 99_chicago_police_alderman_looters | 
| 100 | nuclear - reactors - terrapower - thorium - breakthroughs | 38 | 100_nuclear_reactors_terrapower_thorium | 
| 101 | putin - sanctions - invades - nbc - joe | 38 | 101_putin_sanctions_invades_nbc | 
| 102 | norad - aviationtracker - yukon - debris - altitude | 36 | 102_norad_aviationtracker_yukon_debris | 
| 103 | kashmir - manipur - bjp - hindus - islamist | 36 | 103_kashmir_manipur_bjp_hindus | 
| 104 | patriotfront - jefferson - rosseau - manifesto - founder | 36 | 104_patriotfront_jefferson_rosseau_manifesto | 
| 105 | mercenaries - libya - afrika - novichok - wladimir | 36 | 105_mercenaries_libya_afrika_novichok | 
| 106 | yemen - airstrikes - targets - tankertrackers - hajjah | 36 | 106_yemen_airstrikes_targets_tankertrackers | 
| 107 | antisemitism - rabbis - sharansky - megyn - mengele | 36 | 107_antisemitism_rabbis_sharansky_megyn | 
| 108 | riots - almaty - kazakh - attackers - novosti | 35 | 108_riots_almaty_kazakh_attackers | 
| 109 | riots - insurrectionist - antiterrorism - capitol - supremacy | 35 | 109_riots_insurrectionist_antiterrorism_capitol | 
| 110 | destroyers - squadrons - expeditionary - homeport - usninews | 34 | 110_destroyers_squadrons_expeditionary_homeport | 
| 111 | unsc - palestine - embargo - vetoed - unconditional | 34 | 111_unsc_palestine_embargo_vetoed | 
| 112 | venezuela - colombian - telemundo - cristobal - cocaine | 34 | 112_venezuela_colombian_telemundo_cristobal | 
| 113 | republicans - whites - racism - demographics - hispanic | 34 | 113_republicans_whites_racism_demographics | 
| 114 | israel - munitions - pentagon - supplied - m4a1 | 34 | 114_israel_munitions_pentagon_supplied | 
| 115 | merkava - gaza - bulldozers - m109a5 - turrets | 34 | 115_merkava_gaza_bulldozers_m109a5 | 
| 116 | missiles - isfahan - uavs - osintdefender - launched | 34 | 116_missiles_isfahan_uavs_osintdefender | 
| 117 | enlistments - regiments - rifleman - freikorps - sandhurst | 34 | 117_enlistments_regiments_rifleman_freikorps | 
| 118 | protesting - glaad - neofascist - satancon - perverted | 33 | 118_protesting_glaad_neofascist_satancon | 
| 119 | taliban - kabul - zabihullah - mujahid - burka | 33 | 119_taliban_kabul_zabihullah_mujahid | 
| 120 | transgenderists - california - minors - assemblywoman - teacher | 32 | 120_transgenderists_california_minors_assemblywoman | 
| 121 | antifa - rioters - portland - squatters - fargo | 32 | 121_antifa_rioters_portland_squatters | 
| 122 | bombers - squadron - lakenheath - stratotanker - airworthy | 32 | 122_bombers_squadron_lakenheath_stratotanker | 
| 123 | instincts - strives - man - hedonism - zarathustra | 32 | 123_instincts_strives_man_hedonism | 
| 124 | white - rallies - europeenne - нашеи - genocided | 32 | 124_white_rallies_europeenne_нашеи | 
| 125 | racist - whitey - conservatives - hypercivilization - shitposting | 31 | 125_racist_whitey_conservatives_hypercivilization | 
| 126 | gaza - airstrikes - awadallah - killed - younes | 31 | 126_gaza_airstrikes_awadallah_killed | 
| 127 | finland - nato - helsingin - raikkonen - gripen | 31 | 127_finland_nato_helsingin_raikkonen | 
| 128 | immigrants - population - netherlands - norwegians - overstayers | 30 | 128_immigrants_population_netherlands_norwegians | 
| 129 | georgia - antifa - атланта - arrested - противостояние | 30 | 129_georgia_antifa_атланта_arrested | 
| 130 | cavusoglu - israelis - istanbul - ambassadors - abdollahian | 29 | 130_cavusoglu_israelis_istanbul_ambassadors | 
| 131 | tanks - poland - leopard - marder - dk | 29 | 131_tanks_poland_leopard_marder | 
| 132 | balloonists - norad - airship - stratospheric - hovering | 29 | 132_balloonists_norad_airship_stratospheric | 
| 133 | doklam - thimphu - rajnath - индииских - пограничниках | 29 | 133_doklam_thimphu_rajnath_индииских | 
| 134 | gaza - hezbollah - airstrikes - ashkelon - update | 28 | 134_gaza_hezbollah_airstrikes_ashkelon | 
| 135 | kharkiv - zaporizhia - bohodukhiv - shevchenkove - sumy | 28 | 135_kharkiv_zaporizhia_bohodukhiv_shevchenkove | 
| 136 | styria - islamist - linz - attackers - antonskirche | 28 | 136_styria_islamist_linz_attackers | 
| 137 | marches - independence - proceeded - massachusetts - participation | 28 | 137_marches_independence_proceeded_massachusetts | 
| 138 | nordstream - explosions - pipes - sabotage - zakharova | 28 | 138_nordstream_explosions_pipes_sabotage | 
| 139 | erdogan - kemalists - albayrak - cyprus - islamophobia | 28 | 139_erdogan_kemalists_albayrak_cyprus | 
| 140 | kyrgyzstan - peacekeepers - kalashnikov - serdyukov - novosti | 28 | 140_kyrgyzstan_peacekeepers_kalashnikov_serdyukov | 
| 141 | hamas - rafah - aljazeera - truce - hostage | 28 | 141_hamas_rafah_aljazeera_truce | 
| 142 | schengen - migrants - eurodac - reform - deutschlandtrend | 28 | 142_schengen_migrants_eurodac_reform | 
| 143 | derailment - dioxins - hazardous - combusting - ohio | 27 | 143_derailment_dioxins_hazardous_combusting | 
| 144 | chileans - mapuche - pinochetists - guerrillas - lanalhue | 27 | 144_chileans_mapuche_pinochetists_guerrillas | 
| 145 | ghislaine - epstein - trafficked - lewinsky - conspirator | 27 | 145_ghislaine_epstein_trafficked_lewinsky | 
| 146 | suicides - marijuana - overdoses - alzheimers - decline | 26 | 146_suicides_marijuana_overdoses_alzheimers | 
| 147 | ukmto - mandeb - 0330utc - unauthorised - munitions | 26 | 147_ukmto_mandeb_0330utc_unauthorised | 
| 148 | bosniaks - herzegovina - sarajevo - srpska - separatism | 26 | 148_bosniaks_herzegovina_sarajevo_srpska | 
| 149 | whites - homicide - offenders - statistically - hispanics | 26 | 149_whites_homicide_offenders_statistically | 
| 150 | ranatunga - lanka - kurunegala - maldives - maheepala | 25 | 150_ranatunga_lanka_kurunegala_maldives | 
| 151 | imperialism - isolationism - geopoliticians - neoliberals - supranational | 25 | 151_imperialism_isolationism_geopoliticians_neoliberals | 
| 152 | tory - britain - reaganomics - sunak - eliminated | 25 | 152_tory_britain_reaganomics_sunak | 
| 153 | carlson - murdoch - tucker - bartiromo - viewership | 25 | 153_carlson_murdoch_tucker_bartiromo | 
| 154 | reindustrialization - deindustrailisation - globalisation - sweatshops - chipmakers | 25 | 154_reindustrialization_deindustrailisation_globalisation_sweatshops | 
| 155 | firearms - unconstitutional - albuquerque - governor - plaintiffs | 25 | 155_firearms_unconstitutional_albuquerque_governor | 
| 156 | donald - republicans - newsmax - sotu - nominee | 24 | 156_donald_republicans_newsmax_sotu | 
| 157 | itamar - yehuda - minister - גביר - natsecmin | 24 | 157_itamar_yehuda_minister_גביר | 
| 158 | draghi - gentiloni - eurosceptics - calabria - montecitorio | 24 | 158_draghi_gentiloni_eurosceptics_calabria | 
| 159 | saudi - jeddah - wahhabism - haaretz - abdulaziz | 23 | 159_saudi_jeddah_wahhabism_haaretz | 
| 160 | karabakh - nakhchivan - yerevan - tavush - transcaucasus | 23 | 160_karabakh_nakhchivan_yerevan_tavush | 
| 161 | warships - mandeb - map - operationing - 26dec2023 | 23 | 161_warships_mandeb_map_operationing | 
| 162 | beirut - explosives - ammonium - shipment - shamass | 23 | 162_beirut_explosives_ammonium_shipment | 
| 163 | rosaviatsia - vnukovo - evgeny - crashed - plane | 23 | 163_rosaviatsia_vnukovo_evgeny_crashed | 
| 164 | fbi - counterintelligence - pompeo - mi5 - wenheng | 23 | 164_fbi_counterintelligence_pompeo_mi5 | 
| 165 | saudi - jeddah - khashoggi - khaled - qatar | 23 | 165_saudi_jeddah_khashoggi_khaled | 
| 166 | openai - golem - kabbalists - intelligent - blenderbot | 23 | 166_openai_golem_kabbalists_intelligent | 
| 167 | libya - misrata - tobruk - abdelhamid - combatants | 22 | 167_libya_misrata_tobruk_abdelhamid | 
| 168 | ukraine - putin - invades - nbc - intelligence | 22 | 168_ukraine_putin_invades_nbc | 
| 169 | irishmen - fermanagh - nationalparty - clann - emigration | 22 | 169_irishmen_fermanagh_nationalparty_clann | 
| 170 | squatters - california - francisco - decriminalized - shoplifting | 22 | 170_squatters_california_francisco_decriminalized | 
| 171 | kenosha - rioters - militia - sheriff - august | 21 | 171_kenosha_rioters_militia_sheriff | 
| 172 | ruanda - kivu - congolese - tanganyika - peacekeepers | 21 | 172_ruanda_kivu_congolese_tanganyika | 
| 173 | migrants - smuggling - ngos - lesvos - firefighters | 21 | 173_migrants_smuggling_ngos_lesvos | 
| 174 | seaflooding - mangrove - ecosystems - co2 - phytoplankton | 21 | 174_seaflooding_mangrove_ecosystems_co2 | 
| 175 | kanye - chappelle - tweeting - jews - obama | 21 | 175_kanye_chappelle_tweeting_jews | 
| 176 | impeachment - cicilline - congresswoman - invoke - 25th | 21 | 176_impeachment_cicilline_congresswoman_invoke | 
| 177 | makarov - carbines - militants - m16a4 - x39mm | 21 | 177_makarov_carbines_militants_m16a4 | 
| 178 | luganskaya - severodonetsk - militia - villages - outflanked | 21 | 178_luganskaya_severodonetsk_militia_villages | 
| 179 | tiktokers - bytedance - banned - legislation - app | 20 | 179_tiktokers_bytedance_banned_legislation | 
| 180 | hurricane - landfall - thunderstorms - louisiana - subtropical | 20 | 180_hurricane_landfall_thunderstorms_louisiana |
  
</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