README.md

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

# MARTINI_enrich_BERTopic_SicilianGorillian2

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_SicilianGorillian2")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 91
* Number of training documents: 13362

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | biden - migrants - arrested - hamas - texas | 20 | -1_biden_migrants_arrested_hamas | 
| 0 | blacks - racists - naacp - whiteness - melanin | 8570 | 0_blacks_racists_naacp_whiteness | 
| 1 | transgenderism - minors - doctors - detransitioned - hormones | 236 | 1_transgenderism_minors_doctors_detransitioned | 
| 2 | fbi - insurrection - pelosi - january - footage | 178 | 2_fbi_insurrection_pelosi_january | 
| 3 | gunshots - swat - arrests - lewiston - killed | 135 | 3_gunshots_swat_arrests_lewiston | 
| 4 | lampedusa - mussolini - milan - deportations - austria | 130 | 4_lampedusa_mussolini_milan_deportations | 
| 5 | sinaloa - tamaulipas - cartel - zacatecas - sicario | 128 | 5_sinaloa_tamaulipas_cartel_zacatecas | 
| 6 | teachers - lgbtqi - superintendent - indoctrinating - blackface | 113 | 6_teachers_lgbtqi_superintendent_indoctrinating | 
| 7 | epstein - ghislaine - jpmorgan - blackmail - billionaire | 112 | 7_epstein_ghislaine_jpmorgan_blackmail | 
| 8 | massachusetts - mbta - mayor - sanctuary - 7news | 106 | 8_massachusetts_mbta_mayor_sanctuary | 
| 9 | unvaxxed - vaccinate - pfizer - ivermectin - injected | 99 | 9_unvaxxed_vaccinate_pfizer_ivermectin | 
| 10 | petrodollar - currencies - bullion - greenback - yuan | 98 | 10_petrodollar_currencies_bullion_greenback | 
| 11 | fentanyl - narcotics - sinaloa - smuggling - overdosed | 97 | 11_fentanyl_narcotics_sinaloa_smuggling | 
| 12 | exploded - derailment - hazmat - flames - richland | 95 | 12_exploded_derailment_hazmat_flames | 
| 13 | missiles - destroyers - submarine - drone - hormuz | 91 | 13_missiles_destroyers_submarine_drone | 
| 14 | gaza - airstrikes - israeli - rafah - massacres | 89 | 14_gaza_airstrikes_israeli_rafah | 
| 15 | viralnewsnyc - migrant - bronx - midtown - shelters | 89 | 15_viralnewsnyc_migrant_bronx_midtown | 
| 16 | musk - dorsey - tweets - taibbi - shareholders | 82 | 16_musk_dorsey_tweets_taibbi | 
| 17 | cbp - migrants - smugglers - illegally - fy2011 | 73 | 17_cbp_migrants_smugglers_illegally | 
| 18 | kanye - chappelle - banned - zombieland - marilyn | 68 | 18_kanye_chappelle_banned_zombieland | 
| 19 | soros - actblue - philanthropists - donated - fraudulently | 68 | 19_soros_actblue_philanthropists_donated | 
| 20 | ukraine - kakhovka - sevastopol - zaporozhye - missiles | 68 | 20_ukraine_kakhovka_sevastopol_zaporozhye | 
| 21 | illegals - naperville - mayor - pritzker - sanctuary | 67 | 21_illegals_naperville_mayor_pritzker | 
| 22 | greenpeace - methane - junkscience - wheat - hottest | 66 | 22_greenpeace_methane_junkscience_wheat | 
| 23 | patton - chickamauga - paratroopers - lifeofthecivilwar - 1942 | 66 | 23_patton_chickamauga_paratroopers_lifeofthecivilwar | 
| 24 | illegals - panama - border - cartel - treason | 65 | 24_illegals_panama_border_cartel | 
| 25 | migrants - juarez - cbp - crossing - illegally | 65 | 25_migrants_juarez_cbp_crossing | 
| 26 | tucker - carlson - murdoch - shadowbanning - intellectuals | 65 | 26_tucker_carlson_murdoch_shadowbanning | 
| 27 | deepfake - chatgpt - palantir - technology - websites | 62 | 27_deepfake_chatgpt_palantir_technology | 
| 28 | ballots - mandamus - georgia - democrat - tampering | 60 | 28_ballots_mandamus_georgia_democrat | 
| 29 | smuggled - arrested - hidalgo - deputies - txdps | 59 | 29_smuggled_arrested_hidalgo_deputies | 
| 30 | texasattorneygeneral - border - brownsville - governor - jorge | 59 | 30_texasattorneygeneral_border_brownsville_governor | 
| 31 | banks - bailout - blankfein - sivb - insolvent | 57 | 31_banks_bailout_blankfein_sivb | 
| 32 | illegals - biden - amnesty - border - policies | 57 | 32_illegals_biden_amnesty_border | 
| 33 | desantis - trumpism - romney - republican - ronna | 55 | 33_desantis_trumpism_romney_republican | 
| 34 | republicans - pelosi - mccarthy - impeaching - committees | 54 | 34_republicans_pelosi_mccarthy_impeaching | 
| 35 | trump - judge - indictment - blagojevich - viralnewsnyc | 54 | 35_trump_judge_indictment_blagojevich | 
| 36 | drag - hookers - lgbt - beastiality - performs | 53 | 36_drag_hookers_lgbt_beastiality | 
| 37 | biden - teleprompter - gaffe - jokes - gwen | 52 | 37_biden_teleprompter_gaffe_jokes | 
| 38 | riots - parisians - gendarmes - algerian - cherbourg | 50 | 38_riots_parisians_gendarmes_algerian | 
| 39 | ireland - finglas - derry - cathaoirleach - clonmel | 50 | 39_ireland_finglas_derry_cathaoirleach | 
| 40 | pedophiles - pervert - busted - kidnapper - shane | 50 | 40_pedophiles_pervert_busted_kidnapper | 
| 41 | boeing - airliner - pilots - a320 - hartsfield | 49 | 41_boeing_airliner_pilots_a320 | 
| 42 | bidenlaptopreport - bribed - whistleblowers - joe - 140million | 47 | 42_bidenlaptopreport_bribed_whistleblowers_joe | 
| 43 | migrants - border - yuma - smugglers - bisbee | 46 | 43_migrants_border_yuma_smugglers | 
| 44 | manchin - senators - earmarks - moratorium - gulf | 43 | 44_manchin_senators_earmarks_moratorium | 
| 45 | followers - myniggle - tweet - clickbait - stewpetersofficial | 39 | 45_followers_myniggle_tweet_clickbait | 
| 46 | guns - disarmed - albuquerque - governor - rallied | 38 | 46_guns_disarmed_albuquerque_governor | 
| 47 | trudeau - alberta - cbc - _mackenzie - heckled | 37 | 47_trudeau_alberta_cbc__mackenzie | 
| 48 | teslas - megawatt - turbines - renewable - coal | 36 | 48_teslas_megawatt_turbines_renewable | 
| 49 | nypd - robbery - mugger - punched - boardwalk | 36 | 49_nypd_robbery_mugger_punched | 
| 50 | bolsonaro - brasilia - favelas - paulo - janeiro | 36 | 50_bolsonaro_brasilia_favelas_paulo | 
| 51 | wikileaks - extradited - julian - journalists - belmarsh | 35 | 51_wikileaks_extradited_julian_journalists | 
| 52 | gaza - exterminated - instagram - benshapiro - dumbass | 34 | 52_gaza_exterminated_instagram_benshapiro | 
| 53 | trumpo - rushmore - melania - idiots - iceberg | 32 | 53_trumpo_rushmore_melania_idiots | 
| 54 | ufc - mayweather - knockouts - backfist - cocksucker | 32 | 54_ufc_mayweather_knockouts_backfist | 
| 55 | ukrainehumanrightsabuses - zelenskyy - overthrown - dmytro - ww3 | 32 | 55_ukrainehumanrightsabuses_zelenskyy_overthrown_dmytro | 
| 56 | mosques - islamize - cathedral - christianization - mujahid | 32 | 56_mosques_islamize_cathedral_christianization | 
| 57 | maui - hawaiians - waihee - wildfires - landowners | 32 | 57_maui_hawaiians_waihee_wildfires | 
| 58 | afrikaners - ramaphosa - johannesburg - genocide - plaasmoorde | 31 | 58_afrikaners_ramaphosa_johannesburg_genocide | 
| 59 | arrested - felon - molestation - usbp - laredo | 31 | 59_arrested_felon_molestation_usbp | 
| 60 | telegram - channels - evans_baked_telegram - redpilldealer4833 - scammers | 31 | 60_telegram_channels_evans_baked_telegram_redpilldealer4833 | 
| 61 | statues - charlottesville - tubman - defaced - removed | 31 | 61_statues_charlottesville_tubman_defaced | 
| 62 | disney - bambi - blackwash - mermaid - reimagined | 30 | 62_disney_bambi_blackwash_mermaid | 
| 63 | antisemite - splc - mossad - greenblatt - blacklisted | 30 | 63_antisemite_splc_mossad_greenblatt | 
| 64 | migrants - reynosa - expires - haitian - title | 29 | 64_migrants_reynosa_expires_haitian | 
| 65 | carjackers - stolen - robbers - oakland - kia | 28 | 65_carjackers_stolen_robbers_oakland | 
| 66 | georgia - prosecutor - fulton - willis - subpoena | 27 | 66_georgia_prosecutor_fulton_willis | 
| 67 | women - transgender - serena - powerlifters - navratilova | 27 | 67_women_transgender_serena_powerlifters | 
| 68 | bidenflation - cpi - krugman - deficits - reduction | 27 | 68_bidenflation_cpi_krugman_deficits | 
| 69 | illegals - taxpayers - billion - bankrupting - dreamers | 27 | 69_illegals_taxpayers_billion_bankrupting | 
| 70 | mayor - nypd - adams - illegals - tenants | 26 | 70_mayor_nypd_adams_illegals | 
| 71 | deficits - hyperinflation - treasury - trillion - yellen | 26 | 71_deficits_hyperinflation_treasury_trillion | 
| 72 | army - enlisting - milley - recruited - rifleman | 26 | 72_army_enlisting_milley_recruited | 
| 73 | prosecutors - plea - gun - misdemeanors - delaware | 26 | 73_prosecutors_plea_gun_misdemeanors | 
| 74 | abortions - satanic - lujan - baals - ab2223 | 25 | 74_abortions_satanic_lujan_baals | 
| 75 | died - stroke - defibrillators - henrique - jaguars | 25 | 75_died_stroke_defibrillators_henrique | 
| 76 | shootings - transgender - nashville - martyr - aiden | 25 | 76_shootings_transgender_nashville_martyr | 
| 77 | holocaust - treblinka - hitler - mengele - firebombed | 25 | 77_holocaust_treblinka_hitler_mengele | 
| 78 | ftx - bankman - zuckerberg - laundering - scandal | 25 | 78_ftx_bankman_zuckerberg_laundering | 
| 79 | whales - giraffes - alligator - rescued - manasquan | 24 | 79_whales_giraffes_alligator_rescued | 
| 80 | jesus - freedom - rescuing - starring - traffickers | 24 | 80_jesus_freedom_rescuing_starring | 
| 81 | antisemite - populism - roseanne - leibowitz - jevvs | 22 | 81_antisemite_populism_roseanne_leibowitz | 
| 82 | aipac - zionism - netanyahu - mearsheimer - influencing | 22 | 82_aipac_zionism_netanyahu_mearsheimer | 
| 83 | farmers - vlaardingerbroek - spain - protests - blockade | 22 | 83_farmers_vlaardingerbroek_spain_protests | 
| 84 | resilience - blackpilled - hopelessness - rebel - rejoice | 21 | 84_resilience_blackpilled_hopelessness_rebel | 
| 85 | tiktok - banning - chinafication - ceo - totalitarianism | 21 | 85_tiktok_banning_chinafication_ceo | 
| 86 | blackrock - megacorp - larryfink - trillions - privatized | 21 | 86_blackrock_megacorp_larryfink_trillions | 
| 87 | censorship - misinformation - reclaimthenet - obama - unconstitutionally | 20 | 87_censorship_misinformation_reclaimthenet_obama | 
| 88 | budweiser - mulvaney - drinkers - sponsors - boycott | 20 | 88_budweiser_mulvaney_drinkers_sponsors | 
| 89 | boston - children - firefighters - underreported - corpse | 20 | 89_boston_children_firefighters_underreported |
  
</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