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

# MARTINI_enrich_BERTopic_trumpintel

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_trumpintel")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 169
* Number of training documents: 22046

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | patriots - everything - russia - believe - freedom | 20 | -1_patriots_everything_russia_believe | 
| 0 | bowie - sign - everyting - novak - players | 13413 | 0_bowie_sign_everyting_novak | 
| 1 | epstein - ghislaine - billionaire - jonbenet - unredacted | 278 | 1_epstein_ghislaine_billionaire_jonbenet | 
| 2 | biden - whitehouse - reelection - teleprompter - journalists | 190 | 2_biden_whitehouse_reelection_teleprompter | 
| 3 | ballots - recount - audit - maricopa - counties | 177 | 3_ballots_recount_audit_maricopa | 
| 4 | goodmorning - blessings - familymorning - lovely - sunshine | 172 | 4_goodmorning_blessings_familymorning_lovely | 
| 5 | birthday - 9yrs - grandson - nana - grateful | 166 | 5_birthday_9yrs_grandson_nana | 
| 6 | biden - whistleblowers - doj - subpoenaed - grassley | 144 | 6_biden_whistleblowers_doj_subpoenaed | 
| 7 | convoy - beltway - washington - freedom - monrovia | 142 | 7_convoy_beltway_washington_freedom | 
| 8 | prayers - brother - healed - helpless - chemo | 139 | 8_prayers_brother_healed_helpless | 
| 9 | protests - macron - bastille - marseille - liberte | 136 | 9_protests_macron_bastille_marseille | 
| 10 | scripture - isaiah - bless - righteous - timothy | 130 | 10_scripture_isaiah_bless_righteous | 
| 11 | hurricane - tornadoes - thunderstorms - florida - landfall | 109 | 11_hurricane_tornadoes_thunderstorms_florida | 
| 12 | patriot - live - newscaster - kristenjohnson - atlanta | 109 | 12_patriot_live_newscaster_kristenjohnson | 
| 13 | hazmat - derailed - ohio - methanol - brunswick | 105 | 13_hazmat_derailed_ohio_methanol | 
| 14 | illegals - borders - matamoros - migracion - surge | 103 | 14_illegals_borders_matamoros_migracion | 
| 15 | wildfires - maui - hawaiians - scorched - fema | 102 | 15_wildfires_maui_hawaiians_scorched | 
| 16 | bolsonaro - brasilia - dilma - cariocas - paulo | 101 | 16_bolsonaro_brasilia_dilma_cariocas | 
| 17 | twitter - musk - dorsey - disinformation - khamenei | 99 | 17_twitter_musk_dorsey_disinformation | 
| 18 | rallies - trumparilla - live - newsmax - iowa | 94 | 18_rallies_trumparilla_live_newsmax | 
| 19 | mariupol - ukranian - russians - volodarsk - evacuees | 93 | 19_mariupol_ukranian_russians_volodarsk | 
| 20 | manifestazioni - genoa - friuli - catania - milan | 93 | 20_manifestazioni_genoa_friuli_catania | 
| 21 | husband - awakening - crazy - communion - disowned | 90 | 21_husband_awakening_crazy_communion | 
| 22 | israelis - hamas - airstrikes - barak - bethlehem | 89 | 22_israelis_hamas_airstrikes_barak | 
| 23 | gratefulness - grandma - friends - excited - woke | 89 | 23_gratefulness_grandma_friends_excited | 
| 24 | hydroxychloroquine - pfizermectin - remdesivir - antibiotics - cq | 88 | 24_hydroxychloroquine_pfizermectin_remdesivir_antibiotics | 
| 25 | natural - wellbeing - cure - sunlight - miracles | 86 | 25_natural_wellbeing_cure_sunlight | 
| 26 | zelenskiy - ukraina - volodymyr - shevchenko - nazis | 85 | 26_zelenskiy_ukraina_volodymyr_shevchenko | 
| 27 | puppies - kennel - kitty - adopted - spayed | 81 | 27_puppies_kennel_kitty_adopted | 
| 28 | brainwashed - awake - sheeple - gaslighting - insight | 76 | 28_brainwashed_awake_sheeple_gaslighting | 
| 29 | tgamedia - noticias - patriot - hispana - spiritual | 76 | 29_tgamedia_noticias_patriot_hispana | 
| 30 | clinton - doj - wikileaks - colluding - indictments | 70 | 30_clinton_doj_wikileaks_colluding | 
| 31 | melbourne - lockdown - protesting - andrews - dictatorial | 70 | 31_melbourne_lockdown_protesting_andrews | 
| 32 | freedom - allies - broadcasted - owen - genflynn | 69 | 32_freedom_allies_broadcasted_owen | 
| 33 | davos - globalist - guterres - agenda - claus | 66 | 33_davos_globalist_guterres_agenda | 
| 34 | rainbows - moon - sunset - iridescent - sedona | 66 | 34_rainbows_moon_sunset_iridescent | 
| 35 | royals - buckingham - meghan - harry - bbc | 64 | 35_royals_buckingham_meghan_harry | 
| 36 | fauci - bioweaponization - randpaul - disprove - mengele | 63 | 36_fauci_bioweaponization_randpaul_disprove | 
| 37 | morn - sunshine - horse - yorkshire - rained | 63 | 37_morn_sunshine_horse_yorkshire | 
| 38 | humanoid - robots - chatgpt - gemma - intelligent | 62 | 38_humanoid_robots_chatgpt_gemma | 
| 39 | celebrate - smile - funday - blessed - monday | 59 | 39_celebrate_smile_funday_blessed | 
| 40 | supervolcano - tsunami - erupting - aftershock - alaska | 57 | 40_supervolcano_tsunami_erupting_aftershock | 
| 41 | freedomconvoy - blocked - ontario - trucks - barricades | 57 | 41_freedomconvoy_blocked_ontario_trucks | 
| 42 | dizney - lgbtqia - latoya - baymax - charlee | 57 | 42_dizney_lgbtqia_latoya_baymax | 
| 43 | uplifting - vibes - sharing - meme - smile | 56 | 43_uplifting_vibes_sharing_meme | 
| 44 | ottawa - policemen - protesta - arrests - provincial | 55 | 44_ottawa_policemen_protesta_arrests | 
| 45 | pfizer - inoculated - booster - mrna - updated | 55 | 45_pfizer_inoculated_booster_mrna | 
| 46 | sprouts - planting - veggie - radishes - carrots | 55 | 46_sprouts_planting_veggie_radishes | 
| 47 | petroleum - gasline - saudis - cpi - barrels | 55 | 47_petroleum_gasline_saudis_cpi | 
| 48 | boomtrudeau - canadastrong - ndp - dictatorships - emergency | 55 | 48_boomtrudeau_canadastrong_ndp_dictatorships | 
| 49 | sleepless - 4am - relaxes - gasping - energised | 55 | 49_sleepless_4am_relaxes_gasping | 
| 50 | desantis - tallahassee - broward - unsanctioned - petition | 55 | 50_desantis_tallahassee_broward_unsanctioned | 
| 51 | vaxed - gardasil - daughters - shots - rubella | 55 | 51_vaxed_gardasil_daughters_shots | 
| 52 | jfkjr - sirhan - alive - lewinsky - flynn | 54 | 52_jfkjr_sirhan_alive_lewinsky | 
| 53 | ufo - pentagon - mothership - airship - us2006145019a1 | 54 | 53_ufo_pentagon_mothership_airship | 
| 54 | purosangue - tunic - sweatshirt - limited - webshop | 53 | 54_purosangue_tunic_sweatshirt_limited | 
| 55 | homeschooled - schooled - indoctrinated - taught - bullied | 53 | 55_homeschooled_schooled_indoctrinated_taught | 
| 56 | netherlands - heerenveen - farmers - protest - flemish | 53 | 56_netherlands_heerenveen_farmers_protest | 
| 57 | zealanders - lockdown - whistleblower - protest - vaxxxinated | 52 | 57_zealanders_lockdown_whistleblower_protest | 
| 58 | livandu - sweatshirt - limited - webshop - red | 52 | 58_livandu_sweatshirt_limited_webshop | 
| 59 | live - chakras - chatroom - attention - 5d | 52 | 59_live_chakras_chatroom_attention | 
| 60 | truckers - praying - angels - patriotic - canada | 51 | 60_truckers_praying_angels_patriotic | 
| 61 | vaxed - employers - mandated - fired - icandecide | 50 | 61_vaxed_employers_mandated_fired | 
| 62 | resonance - heartbeat - 13hz - spiritualily - christine | 50 | 62_resonance_heartbeat_13hz_spiritualily | 
| 63 | told - sweatshirt - preshrunk - unlined - red | 49 | 63_told_sweatshirt_preshrunk_unlined | 
| 64 | mandates - unvaxxed - supreme - employers - mcmaster | 49 | 64_mandates_unvaxxed_supreme_employers | 
| 65 | zuckerberg - metaverse - google - snapchat - deplatformed | 49 | 65_zuckerberg_metaverse_google_snapchat | 
| 66 | istandwithputin - russia - vladimir - petersburg - snowden | 48 | 66_istandwithputin_russia_vladimir_petersburg | 
| 67 | impeachment - congressman - mccarthy - voters - jim | 47 | 67_impeachment_congressman_mccarthy_voters | 
| 68 | telegram - censorship - instabanned - websites - subscribers | 47 | 68_telegram_censorship_instabanned_websites | 
| 69 | zelenskyy - pentagon - ammunition - trillions - aid | 47 | 69_zelenskyy_pentagon_ammunition_trillions | 
| 70 | pets - doggie - meowing - sunday - posted | 46 | 70_pets_doggie_meowing_sunday | 
| 71 | trump - indicted - maddow - presiding - swat | 46 | 71_trump_indicted_maddow_presiding | 
| 72 | trudeau - convoy - protesting - kelowna - parked | 46 | 72_trudeau_convoy_protesting_kelowna | 
| 73 | racerback - usa - sweatshirt - tank - colours | 45 | 73_racerback_usa_sweatshirt_tank | 
| 74 | democraps - voted - corrupted - 2024 - treason | 45 | 74_democraps_voted_corrupted_2024 | 
| 75 | fdny - unvaccinated - mandates - protesting - firefighters | 43 | 75_fdny_unvaccinated_mandates_protesting | 
| 76 | vibrations - ringing - dizziness - spiritualily - 5d | 43 | 76_vibrations_ringing_dizziness_spiritualily | 
| 77 | final - god - wins - hoodie - livandu | 42 | 77_final_god_wins_hoodie | 
| 78 | mugs - sunrise - picture - monday - good | 42 | 78_mugs_sunrise_picture_monday | 
| 79 | ottawaplease - urgent - everywhere - bus - protestors | 42 | 79_ottawaplease_urgent_everywhere_bus | 
| 80 | handguns - ccw - nra - unconstitutional - felons | 41 | 80_handguns_ccw_nra_unconstitutional | 
| 81 | nsa - daily - free - illuminati - silent | 41 | 81_nsa_daily_free_illuminati | 
| 82 | queens - storytime - stripper - parading - sexualisation | 40 | 82_queens_storytime_stripper_parading | 
| 83 | abortionists - mifepristone - maryland - mccorvey - overturned | 39 | 83_abortionists_mifepristone_maryland_mccorvey | 
| 84 | sungazing - pineal - chakra - illuminate - increases | 38 | 84_sungazing_pineal_chakra_illuminate | 
| 85 | taiwan - pelosi - beijing - flightaware - sanli | 38 | 85_taiwan_pelosi_beijing_flightaware | 
| 86 | unvaxed - nsw - queensland - mandates - perthians | 38 | 86_unvaxed_nsw_queensland_mandates | 
| 87 | transgenda - phalloplasty - puberty - pediatrician - hysterectomy | 38 | 87_transgenda_phalloplasty_puberty_pediatrician | 
| 88 | timelines - traveled - imagine - revisit - memory | 37 | 88_timelines_traveled_imagine_revisit | 
| 89 | ukraine - bioweapons - pentagon - zakharova - konashenkov | 36 | 89_ukraine_bioweapons_pentagon_zakharova | 
| 90 | line - hold - hoodie - livandu - webshop | 36 | 90_line_hold_hoodie_livandu | 
| 91 | republic - constitutional - tyrannts - bureaucrats - abolish | 36 | 91_republic_constitutional_tyrannts_bureaucrats | 
| 92 | truthsocial - twitter - link - gofollow - download | 35 | 92_truthsocial_twitter_link_gofollow | 
| 93 | unvaccinated - austria - lockdown - compulsory - exemptions | 35 | 93_unvaccinated_austria_lockdown_compulsory | 
| 94 | laetrile - turmeric - cancerous - soursop - purifies | 35 | 94_laetrile_turmeric_cancerous_soursop | 
| 95 | ampatriots - blessings - morning - hello - truce | 35 | 95_ampatriots_blessings_morning_hello | 
| 96 | rubles - gold - dollar - bretton - cryptocurrencies | 35 | 96_rubles_gold_dollar_bretton | 
| 97 | dreaming - awoken - weirdest - fly - firmament | 34 | 97_dreaming_awoken_weirdest_fly | 
| 98 | happythursday - picture - sharing - funday - monday | 34 | 98_happythursday_picture_sharing_funday | 
| 99 | convoy - freedom - trudeau - ottowa - protestors | 34 | 99_convoy_freedom_trudeau_ottowa | 
| 100 | genflynn - milley - bombshells - flag - unmasked | 34 | 100_genflynn_milley_bombshells_flag | 
| 101 | vegetarian - canibalism - sausages - lidl - menus | 34 | 101_vegetarian_canibalism_sausages_lidl | 
| 102 | woke - spiritualily - morning - wellbeing - wonderful | 33 | 102_woke_spiritualily_morning_wellbeing | 
| 103 | ukrainains - crimea - soros - nazis - khazarian | 33 | 103_ukrainains_crimea_soros_nazis | 
| 104 | trump - 2024 - electoral - murkowski - frontrunner | 33 | 104_trump_2024_electoral_murkowski | 
| 105 | suez - tugboats - maersk - tanker - stuck | 33 | 105_suez_tugboats_maersk_tanker | 
| 106 | putin - lugansk - shoigu - lukashenko - ushakov | 33 | 106_putin_lugansk_shoigu_lukashenko | 
| 107 | monkeypox - pandemic - ghebreyesus - switzerland - zimbabwe | 33 | 107_monkeypox_pandemic_ghebreyesus_switzerland | 
| 108 | wtc - implosion - pentagon - skyscraper - shanksville | 33 | 108_wtc_implosion_pentagon_skyscraper | 
| 109 | cache - whatsapp - messages - downloading - uninstall | 33 | 109_cache_whatsapp_messages_downloading | 
| 110 | canadians - patriotic - flag - anthem - maple | 33 | 110_canadians_patriotic_flag_anthem | 
| 111 | creepyjoe - blacklight - forehead - skinned - winking | 32 | 111_creepyjoe_blacklight_forehead_skinned | 
| 112 | vaccine - plasmid - allografts - guillain - rejecting | 32 | 112_vaccine_plasmid_allografts_guillain | 
| 113 | merry - xmas - wishes - soldiers - proudly | 32 | 113_merry_xmas_wishes_soldiers | 
| 114 | verdict - jurors - kenosha - courttv - acquitted | 32 | 114_verdict_jurors_kenosha_courttv | 
| 115 | livandu - censored - admin - soros - facebook | 31 | 115_livandu_censored_admin_soros | 
| 116 | vaccines - stillbirths - eudravigilance - hospitalizations - syphilis | 31 | 116_vaccines_stillbirths_eudravigilance_hospitalizations | 
| 117 | brandon - livandu - hoodie - limited - webshop | 31 | 117_brandon_livandu_hoodie_limited | 
| 118 | schumer - died - riot - suicides - officer | 31 | 118_schumer_died_riot_suicides | 
| 119 | kerry - emissions - crisis - podesta - philanthropists | 30 | 119_kerry_emissions_crisis_podesta | 
| 120 | bidanese - translate - fluent - speaks - ooooww | 29 | 120_bidanese_translate_fluent_speaks | 
| 121 | vaxxed - died - shingles - shot - aunt | 29 | 121_vaxxed_died_shingles_shot | 
| 122 | flights - boeing - crashed - warplane - runway | 29 | 122_flights_boeing_crashed_warplane | 
| 123 | satanists - baphomet - rituals - priestess - worshiping | 29 | 123_satanists_baphomet_rituals_priestess | 
| 124 | servicemen - usmc - vaxxxed - discharged - 31december2021 | 28 | 124_servicemen_usmc_vaxxxed_discharged | 
| 125 | castro - communist - danny - democracies - sanctions | 28 | 125_castro_communist_danny_democracies | 
| 126 | hope - suffering - praying - demons - exhausting | 27 | 126_hope_suffering_praying_demons | 
| 127 | antarctica - submarine - firmament - cavern - beyond | 27 | 127_antarctica_submarine_firmament_cavern | 
| 128 | morning - hi - chatroom - funday - routine | 27 | 128_morning_hi_chatroom_funday | 
| 129 | preparedness - supplies - essentials - stockpiles - perishables | 27 | 129_preparedness_supplies_essentials_stockpiles | 
| 130 | canberra - convoy - livandu - protests - 2022 | 26 | 130_canberra_convoy_livandu_protests | 
| 131 | cloned - 2005 - debated - doppelgangers - surrogate | 25 | 131_cloned_2005_debated_doppelgangers | 
| 132 | omicron - vaccinated - variants - kappa - transmissible | 25 | 132_omicron_vaccinated_variants_kappa | 
| 133 | sentenced - prosecutors - qanon - misdemeanor - smollett | 25 | 133_sentenced_prosecutors_qanon_misdemeanor | 
| 134 | veterans - memorial - grandfathers - normandy - flags | 25 | 134_veterans_memorial_grandfathers_normandy | 
| 135 | lindell - newsmax - impeachment - streaming - 7pm | 24 | 135_lindell_newsmax_impeachment_streaming | 
| 136 | alarmists - greenpeace - co2 - temperatures - john | 24 | 136_alarmists_greenpeace_co2_temperatures | 
| 137 | transgendered - tranny - women - athlete - championships | 24 | 137_transgendered_tranny_women_athlete | 
| 138 | trump - presidents - promises - never - incredible | 24 | 138_trump_presidents_promises_never | 
| 139 | berlin - bundeswehr - protests - nazis - detained | 24 | 139_berlin_bundeswehr_protests_nazis | 
| 140 | marburg - epidemic - symptoms - h5n1 - guinea | 23 | 140_marburg_epidemic_symptoms_h5n1 | 
| 141 | declassified - fbi - impeachable - documents - giuliani | 23 | 141_declassified_fbi_impeachable_documents | 
| 142 | jesus - hoodie - livandu - red - nooooo | 23 | 142_jesus_hoodie_livandu_red | 
| 143 | gunman - victims - nashville - school - aiden | 23 | 143_gunman_victims_nashville_school | 
| 144 | watched - awesome - binge - informative - awakened | 22 | 144_watched_awesome_binge_informative | 
| 145 | wins - hoodie - god - limited - red | 22 | 145_wins_hoodie_god_limited | 
| 146 | djokovic - wimbledon - novax - winning - refusal | 22 | 146_djokovic_wimbledon_novax_winning | 
| 147 | hochul - assemblyman - resign - andrew - allegations | 22 | 147_hochul_assemblyman_resign_andrew | 
| 148 | vet - chihuahua - prayers - kibbles - sick | 22 | 148_vet_chihuahua_prayers_kibbles | 
| 149 | police - arrested - protester - unlawful - happens | 22 | 149_police_arrested_protester_unlawful | 
| 150 | maskless - wore - costco - hubby - vaxx | 21 | 150_maskless_wore_costco_hubby | 
| 151 | gates - pandemics - smallpox - billionaire - microsoft | 21 | 151_gates_pandemics_smallpox_billionaire | 
| 152 | cashless - debit - withdrawing - bankrupt - everybody | 21 | 152_cashless_debit_withdrawing_bankrupt | 
| 153 | simpsons - reptilians - prophesize - lisa - fools | 21 | 153_simpsons_reptilians_prophesize_lisa | 
| 154 | gold - monetary - valuable - trillion - worthless | 21 | 154_gold_monetary_valuable_trillion | 
| 155 | protest - lithuania - tractors - hamburg - siege | 21 | 155_protest_lithuania_tractors_hamburg | 
| 156 | band - dedicate - sing - requests - friday | 21 | 156_band_dedicate_sing_requests | 
| 157 | lgbtq - graders - misgendered - classrooms - pubescent | 21 | 157_lgbtq_graders_misgendered_classrooms | 
| 158 | rfk - kucinich - candidacy - agencies - advertising | 21 | 158_rfk_kucinich_candidacy_agencies | 
| 159 | morning - message - midnight - members - owls | 21 | 159_morning_message_midnight_members | 
| 160 | nordstream - pipelines - sabotaged - cyberattack - sanctions | 20 | 160_nordstream_pipelines_sabotaged_cyberattack | 
| 161 | paedophiles - unicef - perverted - consensual - decriminalization | 20 | 161_paedophiles_unicef_perverted_consensual | 
| 162 | truckers - fuellmich - shout - message - freedom | 20 | 162_truckers_fuellmich_shout_message | 
| 163 | moon - kubrick - astronauts - fake - lander | 20 | 163_moon_kubrick_astronauts_fake | 
| 164 | texas - governors - tucker - border - deportations | 20 | 164_texas_governors_tucker_border | 
| 165 | wins - shirts - tga - limited - pink | 20 | 165_wins_shirts_tga_limited | 
| 166 | earthing - livandu - sunday - healthy - sungazing | 20 | 166_earthing_livandu_sunday_healthy | 
| 167 | updates - patriot - subscribers - tga - spirituality | 20 | 167_updates_patriot_subscribers_tga |
  
</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
