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

# MARTINI_enrich_BERTopic_LauraAbolichannel

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_LauraAbolichannel")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 132
* Number of training documents: 19843

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | humanity - hope - become - fear - never | 20 | -1_humanity_hope_become_fear | 
| 0 | bolsonaro - favelas - janeiro - salvador - venezuela | 11567 | 0_bolsonaro_favelas_janeiro_salvador | 
| 1 | trudeau - alberta - convoy - freedoms - protesters | 295 | 1_trudeau_alberta_convoy_freedoms | 
| 2 | footballer - died - myopericarditis - collapsing - stroke | 287 | 2_footballer_died_myopericarditis_collapsing | 
| 3 | vaccinated - vaxxers - unquackccinated - jabbed - paxlovid | 226 | 3_vaccinated_vaxxers_unquackccinated_jabbed | 
| 4 | alarmists - co2 - thunberg - scientifically - greenland | 223 | 4_alarmists_co2_thunberg_scientifically | 
| 5 | ridiculous - insanity - idiots - soooooo - laugh | 197 | 5_ridiculous_insanity_idiots_soooooo | 
| 6 | biden - whistleblowers - impeachment - bribery - indicted | 189 | 6_biden_whistleblowers_impeachment_bribery | 
| 7 | fauci - hiv - coronaviruses - institutes - funded | 169 | 7_fauci_hiv_coronaviruses_institutes | 
| 8 | migrants - illegals - smuggling - panama - lampedusa | 153 | 8_migrants_illegals_smuggling_panama | 
| 9 | macron - toulouse - liberte - nouvelles - protests | 152 | 9_macron_toulouse_liberte_nouvelles | 
| 10 | zelensky - volodymyr - kiev - belarus - peskov | 146 | 10_zelensky_volodymyr_kiev_belarus | 
| 11 | musk - twitter - zuckerberg - takeover - ellison | 145 | 11_musk_twitter_zuckerberg_takeover | 
| 12 | pfizer - spikevax - fda - approved - waiver | 139 | 12_pfizer_spikevax_fda_approved | 
| 13 | nasa - ufo - satellites - spacecraft - moon | 132 | 13_nasa_ufo_satellites_spacecraft | 
| 14 | bannon - indicted - prosecutors - presidential - christie | 127 | 14_bannon_indicted_prosecutors_presidential | 
| 15 | floods - torrential - downpours - landfall - ravenna | 127 | 15_floods_torrential_downpours_landfall | 
| 16 | scotus - ballots - lindell - senators - maricopa | 122 | 16_scotus_ballots_lindell_senators | 
| 17 | russia - putin - vladimir - globalist - sergei | 121 | 17_russia_putin_vladimir_globalist | 
| 18 | tree - jellyfish - diameter - elephants - oaxaca | 116 | 18_tree_jellyfish_diameter_elephants | 
| 19 | bioweapons - ukraine - pentagon - laboratories - ebola | 115 | 19_bioweapons_ukraine_pentagon_laboratories | 
| 20 | goodnight - farewell - welcome - appreciated - together | 107 | 20_goodnight_farewell_welcome_appreciated | 
| 21 | epstein - billionaire - victims - convicted - prostitution | 107 | 21_epstein_billionaire_victims_convicted | 
| 22 | cbdc - cashless - worldcoin - monetary - technocrats | 99 | 22_cbdc_cashless_worldcoin_monetary | 
| 23 | mariupol - donetsk - militants - azovites - battalion | 97 | 23_mariupol_donetsk_militants_azovites | 
| 24 | transgenderism - sexes - lupron - wemen - alyssa | 96 | 24_transgenderism_sexes_lupron_wemen | 
| 25 | fires - exploded - refineries - pemex - ohio | 95 | 25_fires_exploded_refineries_pemex | 
| 26 | chemtrails - clouds - spraying - stratospheric - weaponised | 93 | 26_chemtrails_clouds_spraying_stratospheric | 
| 27 | derailments - ohio - hazardous - chemicals - spilled | 90 | 27_derailments_ohio_hazardous_chemicals | 
| 28 | biden - barack - jill - sotu - grandpop | 90 | 28_biden_barack_jill_sotu | 
| 29 | propaganda - msm - whistlesblower - reporters - rosanne | 88 | 29_propaganda_msm_whistlesblower_reporters | 
| 30 | clots - defibrillators - strokes - caused - ʜᴇᴀʟᴛʜʏ | 77 | 30_clots_defibrillators_strokes_caused | 
| 31 | boris - downing - partygate - modi - scotland | 75 | 31_boris_downing_partygate_modi | 
| 32 | china - lockdowns - shenzhen - foxconn - heilongjiang | 72 | 32_china_lockdowns_shenzhen_foxconn | 
| 33 | bailout - bancorp - suisse - svb - plummeted | 72 | 33_bailout_bancorp_suisse_svb | 
| 34 | tesla - electricity - gasoline - westinghouse - rechargeable | 70 | 34_tesla_electricity_gasoline_westinghouse | 
| 35 | unvaccinated - omicron - austria - lockdown - mandatory | 69 | 35_unvaccinated_omicron_austria_lockdown | 
| 36 | ftx - kraken - cryptocurrency - ponzi - extradited | 68 | 36_ftx_kraken_cryptocurrency_ponzi | 
| 37 | ivermectine - hydroxicloroquine - remdesivir - chemotherapy - multidrug | 68 | 37_ivermectine_hydroxicloroquine_remdesivir_chemotherapy | 
| 38 | donetsk - kharkov - missiles - crimean - tochka | 67 | 38_donetsk_kharkov_missiles_crimean | 
| 39 | reignitedemocracyaustralia - canberra - protesters - tyranny - legalised | 66 | 39_reignitedemocracyaustralia_canberra_protesters_tyranny | 
| 40 | desantis - newsflorida - governor - repealing - mandates | 66 | 40_desantis_newsflorida_governor_repealing | 
| 41 | glutathione - detoxifier - shilajit - sulforaphane - chlorella | 63 | 41_glutathione_detoxifier_shilajit_sulforaphane | 
| 42 | boerburgerbeweging - netherlands - monsanto - expropriations - staghouwer | 62 | 42_boerburgerbeweging_netherlands_monsanto_expropriations | 
| 43 | spratly - taipei - pelosi - fujian - junli | 61 | 43_spratly_taipei_pelosi_fujian | 
| 44 | mealworms - insectivorous - parasites - grasshoppers - eat | 59 | 44_mealworms_insectivorous_parasites_grasshoppers | 
| 45 | metaverse - transhumanists - satan - eternity - truthunedited | 59 | 45_metaverse_transhumanists_satan_eternity | 
| 46 | nordstream - sabotaged - terrorist - blasts - pipe | 58 | 46_nordstream_sabotaged_terrorist_blasts | 
| 47 | abortionists - scotus - demoncrats - overturning - legalizing | 57 | 47_abortionists_scotus_demoncrats_overturning | 
| 48 | kennedy - sirhan - snowden - assassinated - democrats | 57 | 48_kennedy_sirhan_snowden_assassinated | 
| 49 | zuckerberg - suing - metaverse - snapchat - defamatory | 57 | 49_zuckerberg_suing_metaverse_snapchat | 
| 50 | life - souls - purpose - meaningful - knowing | 56 | 50_life_souls_purpose_meaningful | 
| 51 | pedophilia - atrocities - satanic - qanon - tebow | 55 | 51_pedophilia_atrocities_satanic_qanon | 
| 52 | vaers - pfizer - deaths - 49 - shots | 54 | 52_vaers_pfizer_deaths_49 | 
| 53 | 40bn - zelensky - munitions - aid - amount | 52 | 53_40bn_zelensky_munitions_aid | 
| 54 | mandates - injunction - unvaccinated - judges - texas | 52 | 54_mandates_injunction_unvaccinated_judges | 
| 55 | 15minute - clampdown - footprint - neighbourhoods - 20mph | 51 | 55_15minute_clampdown_footprint_neighbourhoods | 
| 56 | robot - holograms - samsung - smartwatch - innovations | 50 | 56_robot_holograms_samsung_smartwatch | 
| 57 | ncov - pcr - parainfluenza - cytomegalovirus - swabs | 50 | 57_ncov_pcr_parainfluenza_cytomegalovirus | 
| 58 | agenda - unsustainable - plandemic - totalitarian - 2030 | 49 | 58_agenda_unsustainable_plandemic_totalitarian | 
| 59 | awakening - humanity - transcending - ignorance - metamosphosis | 49 | 59_awakening_humanity_transcending_ignorance | 
| 60 | queen - coronations - buckingham - bbc - meghan | 49 | 60_queen_coronations_buckingham_bbc | 
| 61 | gaza - ashkelon - airstrikes - falouja - projectile | 49 | 61_gaza_ashkelon_airstrikes_falouja | 
| 62 | gazprom - sanctions - crude - euros - exporters | 48 | 62_gazprom_sanctions_crude_euros | 
| 63 | pilots - flightaware - airbus - qantas - gatwick | 47 | 63_pilots_flightaware_airbus_qantas | 
| 64 | vaccines - dna - injected - interferon - stillbirths | 47 | 64_vaccines_dna_injected_interferon | 
| 65 | facemasks - skeptics - exhaled - asbestos - meningitidis | 45 | 65_facemasks_skeptics_exhaled_asbestos | 
| 66 | burkina - nigerien - cameroon - gabonese - coups | 44 | 66_burkina_nigerien_cameroon_gabonese | 
| 67 | freedom - patriot - resisting - righteousness - evildoers | 43 | 67_freedom_patriot_resisting_righteousness | 
| 68 | earthquake - aftershocks - magnitude - seismologist - malatya | 41 | 68_earthquake_aftershocks_magnitude_seismologist | 
| 69 | taliban - afghans - kandahar - amrullah - carbines | 41 | 69_taliban_afghans_kandahar_amrullah | 
| 70 | soros - funded - megalomaniacs - antisemitic - prosecutors | 41 | 70_soros_funded_megalomaniacs_antisemitic | 
| 71 | petrodollar - rubles - dollarization - sanctions - currencies | 41 | 71_petrodollar_rubles_dollarization_sanctions | 
| 72 | forgive - hindsight - unworthiness - revengeful - traumatic | 40 | 72_forgive_hindsight_unworthiness_revengeful | 
| 73 | doctors - pharmaceutical - underreported - hippocratic - fraudulent | 39 | 73_doctors_pharmaceutical_underreported_hippocratic | 
| 74 | suez - tankers - maersk - blockage - crane | 39 | 74_suez_tankers_maersk_blockage | 
| 75 | vaccinated - israel - omicron - hospitalizations - ourworldindata | 38 | 75_vaccinated_israel_omicron_hospitalizations | 
| 76 | wisdom - awakening - selfhood - ignorance - falsehoods | 38 | 76_wisdom_awakening_selfhood_ignorance | 
| 77 | comey - danchenko - dossier - counterintelligence - brennan | 38 | 77_comey_danchenko_dossier_counterintelligence | 
| 78 | hawaiʻi - lahaina - wildfires - governor - hurricane | 37 | 78_hawaiʻi_lahaina_wildfires_governor | 
| 79 | impeach - mccarthy - representatives - removed - knesset | 37 | 79_impeach_mccarthy_representatives_removed | 
| 80 | wildfires - blazes - chile - kindling - yellowknife | 37 | 80_wildfires_blazes_chile_kindling | 
| 81 | plandemic - flurona - cholera - brainwash - hypochondriacs | 37 | 81_plandemic_flurona_cholera_brainwash | 
| 82 | chatgpt - superintelligence - xai - democratize - pichai | 36 | 82_chatgpt_superintelligence_xai_democratize | 
| 83 | vaccinologist - dr - malhotra - mrna - robert | 36 | 83_vaccinologist_dr_malhotra_mrna | 
| 84 | handguns - shootings - australians - felons - violence | 36 | 84_handguns_shootings_australians_felons | 
| 85 | satanists - demonic - hellspawned - lucifer - samhain | 36 | 85_satanists_demonic_hellspawned_lucifer | 
| 86 | deaths - 2023 - prepandemic - england - 40 | 35 | 86_deaths_2023_prepandemic_england | 
| 87 | kosovo - pristina - mitrovica - serb - aleksandar | 34 | 87_kosovo_pristina_mitrovica_serb | 
| 88 | prigozhin - petersburg - insurgency - warprisoners - yevkurov | 34 | 88_prigozhin_petersburg_insurgency_warprisoners | 
| 89 | volcanos - popocatepetl - erupting - eyjafjallajokull - sheveluch | 34 | 89_volcanos_popocatepetl_erupting_eyjafjallajokull | 
| 90 | fbi - declassified - melania - bush - hannity | 33 | 90_fbi_declassified_melania_bush | 
| 91 | resilience - madness - forever - remember - overwhelm | 33 | 91_resilience_madness_forever_remember | 
| 92 | pontiff - vigano - benedict - denounced - inoculated | 33 | 92_pontiff_vigano_benedict_denounced | 
| 93 | bulgaria - zelenskiy - bundestag - protesters - slava | 33 | 93_bulgaria_zelenskiy_bundestag_protesters | 
| 94 | vaccination - referendum - tyranny - passports - mep | 32 | 94_vaccination_referendum_tyranny_passports | 
| 95 | awakening - evil - miracles - existentially - survive | 32 | 95_awakening_evil_miracles_existentially | 
| 96 | imran - pakistan - khomeini - islamists - overthrown | 32 | 96_imran_pakistan_khomeini_islamists | 
| 97 | zealand - vaccinated - compulsory - fluoridation - whistleblower | 32 | 97_zealand_vaccinated_compulsory_fluoridation | 
| 98 | vaccines - nanotubes - graphe - implantable - 5g | 31 | 98_vaccines_nanotubes_graphe_implantable | 
| 99 | wikileaks - extradition - jailed - julian - belmarsh | 31 | 99_wikileaks_extradition_jailed_julian | 
| 100 | melanoma - oncologists - oncogenic - vaccineshttp - mirna | 30 | 100_melanoma_oncologists_oncogenic_vaccineshttp | 
| 101 | catalonia - spaniards - partido - sanchez - extremists | 29 | 101_catalonia_spaniards_partido_sanchez | 
| 102 | pandemics - volksgezondheid - sovereignty - monopoliemacht - mondiale | 29 | 102_pandemics_volksgezondheid_sovereignty_monopoliemacht | 
| 103 | missiles - launched - yonhap - kim - hokkaido | 29 | 103_missiles_launched_yonhap_kim | 
| 104 | djokovic - wimbledon - champion - vaccinated - quarterfinals | 28 | 104_djokovic_wimbledon_champion_vaccinated | 
| 105 | vaccinated - hospitalisations - 2021 - quadruple - ukhsa | 28 | 105_vaccinated_hospitalisations_2021_quadruple | 
| 106 | gaza - casualties - airstrikes - besieged - rafah | 28 | 106_gaza_casualties_airstrikes_besieged | 
| 107 | morning - hi - hopefully - sorry - messages | 28 | 107_morning_hi_hopefully_sorry | 
| 108 | worldcouncilforhealth - wch - tedxwhitechapel - panelists - pranic | 28 | 108_worldcouncilforhealth_wch_tedxwhitechapel_panelists | 
| 109 | euromaidan - yanukovich - luhansk - overthrew - massacres | 27 | 109_euromaidan_yanukovich_luhansk_overthrew | 
| 110 | nazis - euromaidan - kubijovych - nevzlin - battalions | 27 | 110_nazis_euromaidan_kubijovych_nevzlin | 
| 111 | pedophilia - homeschooling - schoolchildren - indoctrinate - classroom | 26 | 111_pedophilia_homeschooling_schoolchildren_indoctrinate | 
| 112 | ramjet - volocopter - airship - jetpacks - horsepower | 26 | 112_ramjet_volocopter_airship_jetpacks | 
| 113 | frequencies - vibration - cymatics - harmonize - spiritual | 25 | 113_frequencies_vibration_cymatics_harmonize | 
| 114 | debt - trillion - bidenomics - mortgage - defaulted | 25 | 114_debt_trillion_bidenomics_mortgage | 
| 115 | happiness - blessings - appreciating - banalities - simplest | 25 | 115_happiness_blessings_appreciating_banalities | 
| 116 | germany - renewable - nuclear - shortages - heaters | 24 | 116_germany_renewable_nuclear_shortages | 
| 117 | egyptians - pyramids - geoglyphs - nazca - circumnavigators | 24 | 117_egyptians_pyramids_geoglyphs_nazca | 
| 118 | zelensky - chernivtsi - monastery - persecuted - kirill | 24 | 118_zelensky_chernivtsi_monastery_persecuted | 
| 119 | friendships - communicating - understood - empathic - heartbreaking | 24 | 119_friendships_communicating_understood_empathic | 
| 120 | gates - rockefellers - 200billion - philanthropic - bioweapon | 24 | 120_gates_rockefellers_200billion_philanthropic | 
| 121 | welcome - channel - morning - awareness - inspiring | 23 | 121_welcome_channel_morning_awareness | 
| 122 | scammers - impersonator - instagram - contacted - unfollow | 23 | 122_scammers_impersonator_instagram_contacted | 
| 123 | monkeypox - jabbed - homosexuals - jynneos - fearporn | 22 | 123_monkeypox_jabbed_homosexuals_jynneos | 
| 124 | gaza - hamas - israelis - judeism - massacre | 21 | 124_gaza_hamas_israelis_judeism | 
| 125 | plandemic - martin - conspirators - dossier - vladimir | 21 | 125_plandemic_martin_conspirators_dossier | 
| 126 | hydrogenated - diglycerides - aspartame - apeel - preservative | 21 | 126_hydrogenated_diglycerides_aspartame_apeel | 
| 127 | jury - indictes - nuremberg - accomplices - livestream | 21 | 127_jury_indictes_nuremberg_accomplices | 
| 128 | warships - yemeni - israel - admiral - tanker | 21 | 128_warships_yemeni_israel_admiral | 
| 129 | coerce - refusal - mandatory - liability - employers | 21 | 129_coerce_refusal_mandatory_liability | 
| 130 | omicron - variants - contagious - morons - alphabet | 21 | 130_omicron_variants_contagious_morons |
  
</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
