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

# MARTINI_enrich_BERTopic_professor_patriot_official

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_professor_patriot_official")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 69
* Number of training documents: 8707

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | trump - biden - ukraine - everything - vaccine | 20 | -1_trump_biden_ukraine_everything | 
| 0 | hamas - gaza - palestinians - israelis - terrorists | 5170 | 0_hamas_gaza_palestinians_israelis | 
| 1 | musk - tweet - trillionaire - anon - banned | 223 | 1_musk_tweet_trillionaire_anon | 
| 2 | ballots - maricopa - victory - smartmatic - counties | 221 | 2_ballots_maricopa_victory_smartmatic | 
| 3 | epstein - ghislaine - clinton - allegations - trafficking | 126 | 3_epstein_ghislaine_clinton_allegations | 
| 4 | texas - secession - illegals - governors - unconstitutional | 120 | 4_texas_secession_illegals_governors | 
| 5 | patriots - monday - goodnight - atlanta - thanksgiving | 93 | 5_patriots_monday_goodnight_atlanta | 
| 6 | illegals - migrant - borders - biden - mexico | 88 | 6_illegals_migrant_borders_biden | 
| 7 | brics - dollarization - nations - petrodollar - pakistan | 80 | 7_brics_dollarization_nations_petrodollar | 
| 8 | tucker - twittercast - carlson - viewership - journalists | 80 | 8_tucker_twittercast_carlson_viewership | 
| 9 | desantis - florida - ronnie - rnc - candidates | 79 | 9_desantis_florida_ronnie_rnc | 
| 10 | democrats - minorities - naacp - black - poll | 78 | 10_democrats_minorities_naacp_black | 
| 11 | impeachment - republicans - mccarthy - matt - speaker | 77 | 11_impeachment_republicans_mccarthy_matt | 
| 12 | fbi - capitol - insurrectionists - officers - jailed | 76 | 12_fbi_capitol_insurrectionists_officers | 
| 13 | propaganda - journalists - viewers - huffingtonpuffington - 5cpm | 72 | 13_propaganda_journalists_viewers_huffingtonpuffington | 
| 14 | airstrikes - yemen - hezbollah - maersk - naval | 72 | 14_airstrikes_yemen_hezbollah_maersk | 
| 15 | superintelligence - ai - chatgpt - fake - robot | 71 | 15_superintelligence_ai_chatgpt_fake | 
| 16 | prayer - thoughts - faithful - sunday - answers | 68 | 16_prayer_thoughts_faithful_sunday | 
| 17 | bioweapons - ukraine - battelle - pentagon - kirillov | 67 | 17_bioweapons_ukraine_battelle_pentagon | 
| 18 | indictments - trumpland - comey - unprosecuted - russiafake | 66 | 18_indictments_trumpland_comey_unprosecuted | 
| 19 | deepstate - patriots - awaken - posts - qsb | 64 | 19_deepstate_patriots_awaken_posts | 
| 20 | transgenderism - transterrorist - pronouns - perverse - dissociative | 63 | 20_transgenderism_transterrorist_pronouns_perverse | 
| 21 | belarussia - nato - warsaw - allies - morawiecki | 61 | 21_belarussia_nato_warsaw_allies | 
| 22 | cabal - darkness - lies - nuke - liliputians | 56 | 22_cabal_darkness_lies_nuke | 
| 23 | putin - soviets - vladimir - bashar - gaulle | 56 | 23_putin_soviets_vladimir_bashar | 
| 24 | biden - moronic - bitch - doocey - clown | 54 | 24_biden_moronic_bitch_doocey | 
| 25 | boycott - corporations - transwoke - blackrock - starbucks | 51 | 25_boycott_corporations_transwoke_blackrock | 
| 26 | repost - yep - meme - wanna - steve | 49 | 26_repost_yep_meme_wanna | 
| 27 | rfkjr - kennedys - democrats - john - dulles | 49 | 27_rfkjr_kennedys_democrats_john | 
| 28 | shrooms - tucker - dee - episode - shkreli | 49 | 28_shrooms_tucker_dee_episode | 
| 29 | globalist - greatawakecoach - happening - doomed - timeline | 49 | 29_globalist_greatawakecoach_happening_doomed | 
| 30 | trump - reelection - epic - rejoices - mcgregor | 45 | 30_trump_reelection_epic_rejoices | 
| 31 | followers - reposts - thoughts - chatters - channel | 44 | 31_followers_reposts_thoughts_chatters | 
| 32 | hoaxers - climatologist - thunberg - alarming - clowning | 44 | 32_hoaxers_climatologist_thunberg_alarming | 
| 33 | bideni - griftergate - bills - testified - kevin | 44 | 33_bideni_griftergate_bills_testified | 
| 34 | riots - marseille - belgians - musketeers - pouvoir | 41 | 34_riots_marseille_belgians_musketeers | 
| 35 | chats - trolls - rules - comment - blasphemy | 41 | 35_chats_trolls_rules_comment | 
| 36 | taiwan - ukraine - putin - brics - zedong | 41 | 36_taiwan_ukraine_putin_brics | 
| 37 | germany - protests - farmers - blockades - werteunion | 39 | 37_germany_protests_farmers_blockades | 
| 38 | putin - tucker - interviewed - vucic - idiot | 39 | 38_putin_tucker_interviewed_vucic | 
| 39 | tesla - subsidies - turbines - priuses - sustainable | 36 | 39_tesla_subsidies_turbines_priuses | 
| 40 | deficits - hyperinflation - yellen - federal - trillion | 35 | 40_deficits_hyperinflation_yellen_federal | 
| 41 | scotus - trump - judges - appeals - mistrial | 33 | 41_scotus_trump_judges_appeals | 
| 42 | depositors - fed - withdrawals - collapse - liquidity | 32 | 42_depositors_fed_withdrawals_collapse | 
| 43 | vaers - unvaxxed - deaths - myocarditis - 2021 | 32 | 43_vaers_unvaxxed_deaths_myocarditis | 
| 44 | coronavirus - pcr - parainfluenza - c19 - virulent | 32 | 44_coronavirus_pcr_parainfluenza_c19 | 
| 45 | hillary - nikki - booed - multimillionaire - ramaswamy | 30 | 45_hillary_nikki_booed_multimillionaire | 
| 46 | argentina - dollarization - milei - populist - privatise | 29 | 46_argentina_dollarization_milei_populist | 
| 47 | msnbc - primetime - audience - backlash - wallbangers | 29 | 47_msnbc_primetime_audience_backlash | 
| 48 | troll - spambots - fake - shillblock - transtelegram | 28 | 48_troll_spambots_fake_shillblock | 
| 49 | trump - scotus - electors - denver - disqualified | 28 | 49_trump_scotus_electors_denver | 
| 50 | ukraine - mariupol - kherson - russians - casualties | 28 | 50_ukraine_mariupol_kherson_russians | 
| 51 | vaccine - antibodies - injected - mrna - jab | 28 | 51_vaccine_antibodies_injected_mrna | 
| 52 | niger - benin - cameroon - nations - overthrown | 28 | 52_niger_benin_cameroon_nations | 
| 53 | awakened - normie - sleepy - truths - zombies | 27 | 53_awakened_normie_sleepy_truths | 
| 54 | doj - indictments - clinton - smokescreen - sussman | 27 | 54_doj_indictments_clinton_smokescreen | 
| 55 | butts - bully - hideous - totally - milquetoast | 26 | 55_butts_bully_hideous_totally | 
| 56 | putin - shoigu - prigozhin - insurrectionists - slavyangrad | 26 | 56_putin_shoigu_prigozhin_insurrectionists | 
| 57 | pedos - freedom - silence - ballard - sabotaging | 25 | 57_pedos_freedom_silence_ballard | 
| 58 | vivek - ramaswamy - soros - vp - controversial | 25 | 58_vivek_ramaswamy_soros_vp | 
| 59 | impeachment - newsom - joe - opportunists - odious | 24 | 59_impeachment_newsom_joe_opportunists | 
| 60 | trudeau - canadians - quebec - thegatewaypundit - communists | 24 | 60_trudeau_canadians_quebec_thegatewaypundit | 
| 61 | nypd - mayor - adams - illegals - liberal | 22 | 61_nypd_mayor_adams_illegals | 
| 62 | fauci - wuhan - coronaviruses - bioweapons - darpa | 22 | 62_fauci_wuhan_coronaviruses_bioweapons | 
| 63 | nordstream - sabotaged - bombings - pipeline - treason | 22 | 63_nordstream_sabotaged_bombings_pipeline | 
| 64 | pedophiles - 3yo - objectification - gieseking - nudes | 21 | 64_pedophiles_3yo_objectification_gieseking | 
| 65 | christmas - nativity - merry - gifts - worship | 21 | 65_christmas_nativity_merry_gifts | 
| 66 | maskless - plandemic - ignorance - ci - curfew | 21 | 66_maskless_plandemic_ignorance_ci | 
| 67 | ukrainians - kharkov - deserters - surrendered - conscripting | 20 | 67_ukrainians_kharkov_deserters_surrendered |
  
</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
