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

# MARTINI_enrich_BERTopic_unitednationalistfront

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_unitednationalistfront")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 80
* Number of training documents: 13121

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | russia - niggers - americans - biden - jew | 20 | -1_russia_niggers_americans_biden | 
| 0 | luhansk - severodonetsk - ukrainiennes - zelensky - kherson | 9282 | 0_luhansk_severodonetsk_ukrainiennes_zelensky | 
| 1 | gunman - manslaughter - killed - arrested - robber | 184 | 1_gunman_manslaughter_killed_arrested | 
| 2 | pedophiles - kinsey - tranny - lgbtq - pinkwashing | 182 | 2_pedophiles_kinsey_tranny_lgbtq | 
| 3 | priesthood - catholics - protestantism - apostasy - antichrist | 156 | 3_priesthood_catholics_protestantism_apostasy | 
| 4 | gaza - israelis - netanyahu - ukrainehumanrightsabuses - terrorists | 145 | 4_gaza_israelis_netanyahu_ukrainehumanrightsabuses | 
| 5 | illegals - border - laredo - sicarios - paramilitary | 131 | 5_illegals_border_laredo_sicarios | 
| 6 | afrikaners - ramaphosa - rhodesia - sizwe - johannesburg | 102 | 6_afrikaners_ramaphosa_rhodesia_sizwe | 
| 7 | trudeau - ottawa - manitoba - provinces - convoy | 93 | 7_trudeau_ottawa_manitoba_provinces | 
| 8 | vaccine - fauci - unvaccinated - hydroxychloroquine - doctors | 91 | 8_vaccine_fauci_unvaccinated_hydroxychloroquine | 
| 9 | enlistments - soldiers - diverse - sergeant - pilots | 86 | 9_enlistments_soldiers_diverse_sergeant | 
| 10 | niggers - reparations - repatriations - wakanda - nigeria | 81 | 10_niggers_reparations_repatriations_wakanda | 
| 11 | pourquoi - toujours - merde - moi - algerie | 73 | 11_pourquoi_toujours_merde_moi | 
| 12 | herbs - tomatoes - pickles - ingredients - strawberries | 70 | 12_herbs_tomatoes_pickles_ingredients | 
| 13 | white_genocide1 - whiteness - supremacists - bigotry - justifications | 70 | 13_white_genocide1_whiteness_supremacists_bigotry | 
| 14 | riots - nationale - zemmour - lyon - migrants | 68 | 14_riots_nationale_zemmour_lyon | 
| 15 | guns - silencers - wyoming - felons - amendment | 66 | 15_guns_silencers_wyoming_felons | 
| 16 | geoglyphs - nazca - atlantis - archaeologists - supercivilization | 64 | 16_geoglyphs_nazca_atlantis_archaeologists | 
| 17 | massachusetts - antifa - nsc - doxxing - lewiston | 59 | 17_massachusetts_antifa_nsc_doxxing | 
| 18 | shortages - drought - fertilizer - iowa - salinas | 59 | 18_shortages_drought_fertilizer_iowa | 
| 19 | fbi - whistleblowers - swat - arrested - mccollum | 58 | 19_fbi_whistleblowers_swat_arrested | 
| 20 | bidens - russiagate - whistleblower - milley - joe | 57 | 20_bidens_russiagate_whistleblower_milley | 
| 21 | ufos - mothership - spacecraft - moon - hubble | 57 | 21_ufos_mothership_spacecraft_moon | 
| 22 | etherum - uniswap - hodl - solana - crypto_schizo | 56 | 22_etherum_uniswap_hodl_solana | 
| 23 | charlottesville - monuments - removed - hanuman - battleflag | 54 | 23_charlottesville_monuments_removed_hanuman | 
| 24 | blacks - melanin - miscegenation - monoracial - neanderthals | 51 | 24_blacks_melanin_miscegenation_monoracial | 
| 25 | secession - allianceofpatrioticstates - republicans - texas - federalism | 47 | 25_secession_allianceofpatrioticstates_republicans_texas | 
| 26 | celtiberian - saxons - wales - albion - rioja | 44 | 26_celtiberian_saxons_wales_albion | 
| 27 | bitchute - dlive - media2rise - episodes - 730pm | 44 | 27_bitchute_dlive_media2rise_episodes | 
| 28 | hashoah - aushwitz - dresden - survived - incinerating | 44 | 28_hashoah_aushwitz_dresden_survived | 
| 29 | treasuries - fdic - dollarization - hyperinflationary - downturn | 43 | 29_treasuries_fdic_dollarization_hyperinflationary | 
| 30 | marines - taiwan - milley - pacific - djibouti | 43 | 30_marines_taiwan_milley_pacific | 
| 31 | florida - midwest - idaho - rednecks - commiefornia | 42 | 31_florida_midwest_idaho_rednecks | 
| 32 | lol - sucks - played - archdevil - sneered | 42 | 32_lol_sucks_played_archdevil | 
| 33 | weekend - finally - lol - mooobment - excited | 42 | 33_weekend_finally_lol_mooobment | 
| 34 | teachers - racist - naacp - billericak12 - walkout | 41 | 34_teachers_racist_naacp_billericak12 | 
| 35 | peoplehood - impactful - blessing - responsibilities - defeatism | 41 | 35_peoplehood_impactful_blessing_responsibilities | 
| 36 | ireland - migrants - stormont - rathmines - nationalpartry | 40 | 36_ireland_migrants_stormont_rathmines | 
| 37 | methylmercury - fishmeal - carbs - vitamin - glyphosate | 40 | 37_methylmercury_fishmeal_carbs_vitamin | 
| 38 | borrowers - foreclosure - affordability - zillow - forgiving | 39 | 38_borrowers_foreclosure_affordability_zillow | 
| 39 | desantis - tallahassee - governors - wfla - subversives | 39 | 39_desantis_tallahassee_governors_wfla | 
| 40 | hitlerism - himmler - fuhrerprinzip - natsoc - greatness | 39 | 40_hitlerism_himmler_fuhrerprinzip_natsoc | 
| 41 | immigrants - labor - shortage - realcanadiannews - hourly | 39 | 41_immigrants_labor_shortage_realcanadiannews | 
| 42 | fentanyl - heroin - junkies - hydromorphone - overdosed | 37 | 42_fentanyl_heroin_junkies_hydromorphone | 
| 43 | homicides - shootings - deadliest - blackest - hispanics | 37 | 43_homicides_shootings_deadliest_blackest | 
| 44 | nazi - potsdam - германии - wurzburg - lufthansa | 36 | 44_nazi_potsdam_германии_wurzburg | 
| 45 | feminists - feminization - mommies - intersubjectivity - penises | 34 | 45_feminists_feminization_mommies_intersubjectivity | 
| 46 | vaxxers - unvaccinated - coronamania - falsify - groupthink | 34 | 46_vaxxers_unvaccinated_coronamania_falsify | 
| 47 | holocaust - rothschild - fuehrer - 1941 - bolsheviks | 33 | 47_holocaust_rothschild_fuehrer_1941 | 
| 48 | deported - rapist - sweden - afghanistan - mohammad | 33 | 48_deported_rapist_sweden_afghanistan | 
| 49 | derailments - hazmat - tanker - ohio - detonated | 32 | 49_derailments_hazmat_tanker_ohio | 
| 50 | night - anyways - hoping - talking - brothersi | 31 | 50_night_anyways_hoping_talking | 
| 51 | subscribers - nottheamericanfuturist - tiktok - congrats - weirdos | 31 | 51_subscribers_nottheamericanfuturist_tiktok_congrats | 
| 52 | jews - goldberg - hollyweird - villain - apologetically | 30 | 52_jews_goldberg_hollyweird_villain | 
| 53 | jail - josh - snitches - bondsman - slandered | 29 | 53_jail_josh_snitches_bondsman | 
| 54 | migrants - lampedusa - eu - razziale - illegal | 28 | 54_migrants_lampedusa_eu_razziale | 
| 55 | england - scousers - pakistanis - leeds - muzrats | 28 | 55_england_scousers_pakistanis_leeds | 
| 56 | openai - artificial - robot - immersive - airpods | 28 | 56_openai_artificial_robot_immersive | 
| 57 | whitelivesmatterofficial - southernoregonnationalists - natsocflorida - aktivklubbnorge - southernsonsactiveclub | 27 | 57_whitelivesmatterofficial_southernoregonnationalists_natsocflorida_aktivklubbnorge | 
| 58 | runicstorm - w148 - shirts - xxl - цена | 27 | 58_runicstorm_w148_shirts_xxl | 
| 59 | bitch - kim_kardashians_6yearold_son_sees_popup_for_his - cringetopia - stupidly - kim | 26 | 59_bitch_kim_kardashians_6yearold_son_sees_popup_for_his_cringetopia_stupidly | 
| 60 | irishmen - padraig - lynagh - briain - leninist | 26 | 60_irishmen_padraig_lynagh_briain | 
| 61 | davos - sdgs - corporations - cyber - alibaba | 26 | 61_davos_sdgs_corporations_cyber | 
| 62 | bolsonaro - guyana - revolutions - bolscheviks - mapuche | 25 | 62_bolsonaro_guyana_revolutions_bolscheviks | 
| 63 | blacks - aggressor - punches - nonviolently - chimping | 25 | 63_blacks_aggressor_punches_nonviolently | 
| 64 | amc - hedgies - gonna - gamestop - amazing | 24 | 64_amc_hedgies_gonna_gamestop | 
| 65 | маріуполя - волонтерська - дякуємо - захисників - світ | 24 | 65_маріуполя_волонтерська_дякуємо_захисників | 
| 66 | prowhiteactionintro - wlm_indigenous_peoples_day_2022 - patrioticalternative - wlm_usa_wisconsin_chat - april | 24 | 66_prowhiteactionintro_wlm_indigenous_peoples_day_2022_patrioticalternative_wlm_usa_wisconsin_chat | 
| 67 | propagandists - brainwashing - astroturfed - deceived - idiots | 24 | 67_propagandists_brainwashing_astroturfed_deceived | 
| 68 | mussolini - fascism - fatherland - aristocracy - speeches | 24 | 68_mussolini_fascism_fatherland_aristocracy | 
| 69 | ukraine - howitzers - пострілів - m109a6 - генштаб | 24 | 69_ukraine_howitzers_пострілів_m109a6 | 
| 70 | schoolgirl - bullied - assaulted - beating - perpetrator | 23 | 70_schoolgirl_bullied_assaulted_beating | 
| 71 | epstein - ghislaine - blackstone - trafficking - accused | 23 | 71_epstein_ghislaine_blackstone_trafficking | 
| 72 | ɢʀᴇᴀᴛ - ᴛʀᴜᴛʜғᴜʟ - forex - ʟɪɴᴋ - sᴄᴀᴍᴍᴇʀs | 21 | 72_ɢʀᴇᴀᴛ_ᴛʀᴜᴛʜғᴜʟ_forex_ʟɪɴᴋ | 
| 73 | shtf - necessities - blacksmithing - udemy - chainsaws | 21 | 73_shtf_necessities_blacksmithing_udemy | 
| 74 | marxists - leftism - wokeness - supremacism - commiepedia | 21 | 74_marxists_leftism_wokeness_supremacism | 
| 75 | modernism - london - demolished - glorious - weirdos | 21 | 75_modernism_london_demolished_glorious | 
| 76 | ballots - delaware - dnc - fetterman - usps | 20 | 76_ballots_delaware_dnc_fetterman | 
| 77 | riots - naacp - gettysburg - bootleggers - 1863 | 20 | 77_riots_naacp_gettysburg_bootleggers | 
| 78 | snowden - chemtrails - edward - meteorologist - weaponized | 20 | 78_snowden_chemtrails_edward_meteorologist |
  
</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