README.md

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

# MARTINI_enrich_BERTopic_TakeOurCountryBack

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_TakeOurCountryBack")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 106
* Number of training documents: 11819

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | vaccine - everyone - freedom - news - ukraine | 20 | -1_vaccine_everyone_freedom_news | 
| 0 | potus - impeachment - insurrection - capitol - traitors | 7411 | 0_potus_impeachment_insurrection_capitol | 
| 1 | covidvaccinevictims - vaccinated - injections - astrazeneca - myocarditis | 178 | 1_covidvaccinevictims_vaccinated_injections_astrazeneca | 
| 2 | desantis - floridians - governor - flgop - tyranny | 146 | 2_desantis_floridians_governor_flgop | 
| 3 | invested - trading - opciones - miraculously - scammed | 90 | 3_invested_trading_opciones_miraculously | 
| 4 | awakening - cabal - world - happening - prophecies | 88 | 4_awakening_cabal_world_happening | 
| 5 | genuinely - thank - changed - respected - saying | 85 | 5_genuinely_thank_changed_respected | 
| 6 | salvation - satan - righteous - bible - malachi | 84 | 6_salvation_satan_righteous_bible | 
| 7 | vaticano - orderofmalta - rothschild - judas - femaleilluminati | 82 | 7_vaticano_orderofmalta_rothschild_judas | 
| 8 | antifa - supremacist - blacks - white - doxxing | 81 | 8_antifa_supremacist_blacks_white | 
| 9 | protests - lockdowns - austria - tyranny - unvaccinated | 77 | 9_protests_lockdowns_austria_tyranny | 
| 10 | reinvested - traderz - profit - 7000 - achieved | 77 | 10_reinvested_traderz_profit_7000 | 
| 11 | legit - scammed - plataforma - invertir - withdrawed | 73 | 11_legit_scammed_plataforma_invertir | 
| 12 | telegram - facebook - wikileaks - censorship - deleted | 71 | 12_telegram_facebook_wikileaks_censorship | 
| 13 | 1btc - invesment - 400usd - traded - profit | 71 | 13_1btc_invesment_400usd_traded | 
| 14 | empowerthepeopleuk - debts - excise - london - zoom | 67 | 14_empowerthepeopleuk_debts_excise_london | 
| 15 | achieve - succeed - goals - exitosas - mentalidad | 66 | 15_achieve_succeed_goals_exitosas | 
| 16 | forex - profitable - johnson_investment - started - 2000k | 64 | 16_forex_profitable_johnson_investment_started | 
| 17 | btcminers - 1btc - investments - trustworthy - ledger | 61 | 17_btcminers_1btc_investments_trustworthy | 
| 18 | tyranny - patriot - constitution - liberties - jefferson | 59 | 18_tyranny_patriot_constitution_liberties | 
| 19 | livestream - britain - golding - simon - 6pm | 59 | 19_livestream_britain_golding_simon | 
| 20 | earn - safeandtrustedearning - wage - 5000 - phone | 59 | 20_earn_safeandtrustedearning_wage_5000 | 
| 21 | profit_with_iqoption - promo - 5000 - invertir - trade_with_admin_williams | 56 | 21_profit_with_iqoption_promo_5000_invertir | 
| 22 | legit - invested - agorahttps - 2400 - 5days | 54 | 22_legit_invested_agorahttps_2400 | 
| 23 | cryptocurrency - invest - micheal_gabage_m - proоfit - trutworthy | 53 | 23_cryptocurrency_invest_micheal_gabage_m_proоfit | 
| 24 | vaccinating - theukfreedomalliance - leaflets - children_version - open1info | 52 | 24_vaccinating_theukfreedomalliance_leaflets_children_version | 
| 25 | financially - platform - knewi - appreciatio - sufrimiento | 51 | 25_financially_platform_knewi_appreciatio | 
| 26 | fruitarian - poison - organic - seeds - borax | 51 | 26_fruitarian_poison_organic_seeds | 
| 27 | investir - 2000usd - payout - success - jamesmorgan_fx | 51 | 27_investir_2000usd_payout_success | 
| 28 | qanon - cabal - awakening - insiders - operation | 49 | 28_qanon_cabal_awakening_insiders | 
| 29 | ʀᴇᴀʟʟʏ - ʀᴇᴄᴇɪᴠᴇᴅ - ʟɪɴᴋ - ʙᴇʟᴏᴡ - ᴡᴏʀᴋꜱ | 48 | 29_ʀᴇᴀʟʟʏ_ʀᴇᴄᴇɪᴠᴇᴅ_ʟɪɴᴋ_ʙᴇʟᴏᴡ | 
| 30 | thanks - withdrawal - make_wealth_with_ernest_fx011 - 7500 - successful | 47 | 30_thanks_withdrawal_make_wealth_with_ernest_fx011_7500 | 
| 31 | reignitedemocracyaustralia - canberra - protesters - tyrannised - victoria | 46 | 31_reignitedemocracyaustralia_canberra_protesters_tyrannised | 
| 32 | pembrokeshire - migrants - barracks - southend - mirfield | 46 | 32_pembrokeshire_migrants_barracks_southend | 
| 33 | ɪɴᴠᴇsᴛᴇᴅ - ᴘʀᴏғɪᴛ - ʀᴇᴄᴇɪᴠᴇᴅ - ʙᴇʟɪᴇᴠᴇ - sᴄᴀᴍ | 46 | 33_ɪɴᴠᴇsᴛᴇᴅ_ᴘʀᴏғɪᴛ_ʀᴇᴄᴇɪᴠᴇᴅ_ʙᴇʟɪᴇᴠᴇ | 
| 34 | hanks - tradewithmarcus02 - thankful - trust - prosperous | 45 | 34_hanks_tradewithmarcus02_thankful_trust | 
| 35 | youtube - liam - subscribers - singing - saturdays | 44 | 35_youtube_liam_subscribers_singing | 
| 36 | thankful - bills - debt - worth - anymorewhat | 44 | 36_thankful_bills_debt_worth | 
| 37 | illegals - dover - smugglers - disembarking - border | 44 | 37_illegals_dover_smugglers_disembarking | 
| 38 | withdrawing - investment - 5000 - appreciate - jordanbelfortfx | 43 | 38_withdrawing_investment_5000_appreciate | 
| 39 | illegals - citizenship - borders - aipac - patriotic | 42 | 39_illegals_citizenship_borders_aipac | 
| 40 | wallet - excited - 15000 - 00usdt - profit | 42 | 40_wallet_excited_15000_00usdt | 
| 41 | happiness - achieved - aims - dhanyavaad - qualities | 41 | 41_happiness_achieved_aims_dhanyavaad | 
| 42 | bestprofitsignal - winner - mentor - glad - subscribing | 40 | 42_bestprofitsignal_winner_mentor_glad | 
| 43 | rtpcr - sarscov - tested - swabs - laboratories | 40 | 43_rtpcr_sarscov_tested_swabs | 
| 44 | covidiot - patients - intubation - nebuliser - hysteria | 39 | 44_covidiot_patients_intubation_nebuliser | 
| 45 | thanks - 10000 - payout - trusted - usd | 39 | 45_thanks_10000_payout_trusted | 
| 46 | transexuales - homosexualidad - lgbtqi - bisexuales - indoctrination | 38 | 46_transexuales_homosexualidad_lgbtqi_bisexuales | 
| 47 | bezos - cash - invest - iifdefcbqvi3ngzk - winnings | 38 | 47_bezos_cash_invest_iifdefcbqvi3ngzk | 
| 48 | vaxxed - fucks - theyve - mutating - antipafi | 38 | 48_vaxxed_fucks_theyve_mutating | 
| 49 | thearea51blog - hangar - airspace - ramjet - nuked | 38 | 49_thearea51blog_hangar_airspace_ramjet | 
| 50 | earn_with_frank_fx - investir - grateful - 10000 - minimum | 38 | 50_earn_with_frank_fx_investir_grateful_10000 | 
| 51 | trader_alfred - earn - managers - 20000 - testimonies | 37 | 51_trader_alfred_earn_managers_20000 | 
| 52 | vaccine - pfizer - mrna - janssen - marburg | 36 | 52_vaccine_pfizer_mrna_janssen | 
| 53 | conspiracies - qaeda - mossad - plane - demolished | 36 | 53_conspiracies_qaeda_mossad_plane | 
| 54 | impressed - payouts - goodworks - bonus - 7000 | 36 | 54_impressed_payouts_goodworks_bonus | 
| 55 | epstein - ghislaine - billionaire - molesters - mossad | 35 | 55_epstein_ghislaine_billionaire_molesters | 
| 56 | invested - profits - genuine - 30000 - link | 34 | 56_invested_profits_genuine_30000 | 
| 57 | trudeau - convoy - protest - ussergeantnewsnetwork - gofundme | 33 | 57_trudeau_convoy_protest_ussergeantnewsnetwork | 
| 58 | protests - europeansunited - ourmovement - march - bromley | 33 | 58_protests_europeansunited_ourmovement_march | 
| 59 | parler - banned - bongino - censorship - dorsey | 32 | 59_parler_banned_bongino_censorship | 
| 60 | moron - irrelevant - hahahaha - tommy - pissed | 32 | 60_moron_irrelevant_hahahaha_tommy | 
| 61 | earning - online - jordanbelfortfx - fake - truthful | 32 | 61_earning_online_jordanbelfortfx_fake | 
| 62 | vaccination - signatories - mandatory - cqc - passport | 31 | 62_vaccination_signatories_mandatory_cqc | 
| 63 | scam - earn - started - kunalo_steve_trader - 4days | 31 | 63_scam_earn_started_kunalo_steve_trader | 
| 64 | discussionabout5gtranshumanism - electrosmog - saveusnow - 64ghz - bees | 30 | 64_discussionabout5gtranshumanism_electrosmog_saveusnow_64ghz | 
| 65 | make_wealth_with_ernest_fx011 - started - traderhelen2 - 5000 - 7days | 29 | 65_make_wealth_with_ernest_fx011_started_traderhelen2_5000 | 
| 66 | ivermectin - hydroxychloroquine - fenbendazole - suramin - capsules | 29 | 66_ivermectin_hydroxychloroquine_fenbendazole_suramin | 
| 67 | trader - funds - profits - cryptocurrencies - fake | 28 | 67_trader_funds_profits_cryptocurrencies | 
| 68 | invested - retorno - 7days - happiness - confiabilidade | 28 | 68_invested_retorno_7days_happiness | 
| 69 | ballots - smartmatic - reportmaricopa - auditors - subpoenaed | 28 | 69_ballots_smartmatic_reportmaricopa_auditors | 
| 70 | queensland - kokoda - nationals - palmerston - dictator | 27 | 70_queensland_kokoda_nationals_palmerston | 
| 71 | fortunately - losing - never - experience - smiling | 26 | 71_fortunately_losing_never_experience | 
| 72 | vacunadas - nanovaxxines - telefonos - 5g - microantena | 26 | 72_vacunadas_nanovaxxines_telefonos_5g | 
| 73 | amazing - credibility - invested - winning - 5000 | 26 | 73_amazing_credibility_invested_winning | 
| 74 | trader_leachfx - fxhoptiontrade - nathaniel_stephenson_fx - withdraw - profit | 25 | 74_trader_leachfx_fxhoptiontrade_nathaniel_stephenson_fx_withdraw | 
| 75 | deposited - 7days - retorno - test - 3000 | 25 | 75_deposited_7days_retorno_test | 
| 76 | firearms - rights - tyranny - patriot - amendment | 24 | 76_firearms_rights_tyranny_patriot | 
| 77 | globaltradinginvestmet - trader_matthias - dmadriana_forex - 5000usd - profit | 24 | 77_globaltradinginvestmet_trader_matthias_dmadriana_forex_5000usd | 
| 78 | ʙɪᴛᴄᴏɪɴ - ɪɴᴠᴇsᴛᴏʀs - ᴡɪᴛʜᴅʀᴀᴡᴀʟ - ʙᴀɴᴋ - ᴀᴄᴄᴏᴜɴᴛ | 24 | 78_ʙɪᴛᴄᴏɪɴ_ɪɴᴠᴇsᴛᴏʀs_ᴡɪᴛʜᴅʀᴀᴡᴀʟ_ʙᴀɴᴋ | 
| 79 | constables - bitchute - protest - unlawful - march | 24 | 79_constables_bitchute_protest_unlawful | 
| 80 | helped - suffering - happier - epiphanies - posts | 24 | 80_helped_suffering_happier_epiphanies | 
| 81 | believe - everyone - help - whatsapp - greatest | 23 | 81_believe_everyone_help_whatsapp | 
| 82 | traded - usdt - hello - 12hours - payout | 23 | 82_traded_usdt_hello_12hours | 
| 83 | russie - putin - armata - afganistan - stakhovsky | 23 | 83_russie_putin_armata_afganistan | 
| 84 | invested - earn - recommendhttps - 700usd - 3days | 23 | 84_invested_earn_recommendhttps_700usd | 
| 85 | thegreatclimatecon - alarmists - droughts - chemtrail - earthquakes | 23 | 85_thegreatclimatecon_alarmists_droughts_chemtrail | 
| 86 | earn - online - trabajar - telefono - scam | 23 | 86_earn_online_trabajar_telefono | 
| 87 | trading - 5days - payout - best - return | 23 | 87_trading_5days_payout_best | 
| 88 | covidpositivenews - alarmism - nazis - awakened - horizons | 22 | 88_covidpositivenews_alarmism_nazis_awakened | 
| 89 | slaves - jew - colonies - cromwell - mfecane | 22 | 89_slaves_jew_colonies_cromwell | 
| 90 | jews - hitler - freikorps - bolsheviks - 1918 | 22 | 90_jews_hitler_freikorps_bolsheviks | 
| 91 | crytotrading - earnfromhomejob808 - forex_morrison - profits - best | 22 | 91_crytotrading_earnfromhomejob808_forex_morrison_profits | 
| 92 | huaxia - manchurian - mongolia - hebei - wang | 22 | 92_huaxia_manchurian_mongolia_hebei | 
| 93 | smiling - glad - positively - beneficial - steps | 22 | 93_smiling_glad_positively_beneficial | 
| 94 | common - rules - stupidity - organised - rubbish | 22 | 94_common_rules_stupidity_organised | 
| 95 | taiwan - fujian - missiles - aeronaval - hypersonic | 21 | 95_taiwan_fujian_missiles_aeronaval | 
| 96 | vacunadas - mascarilla - nuestra - muertes - efectos | 21 | 96_vacunadas_mascarilla_nuestra_muertes | 
| 97 | lockdown - authorities - repeal - compulsory - whitehall | 21 | 97_lockdown_authorities_repeal_compulsory | 
| 98 | femaleilluminati - trans - masculinisee - orderofmalta - papacy | 21 | 98_femaleilluminati_trans_masculinisee_orderofmalta | 
| 99 | sievierodonetsk - missiles - crimea - mikhailovka - bayraktar | 21 | 99_sievierodonetsk_missiles_crimea_mikhailovka | 
| 100 | scam - earned - referred - sharing - link | 21 | 100_scam_earned_referred_sharing | 
| 101 | gigawatts - baseload - renewable - generators - fukushima | 21 | 101_gigawatts_baseload_renewable_generators | 
| 102 | payment - manager - wow - myj - boost | 20 | 102_payment_manager_wow_myj | 
| 103 | thank - debt - saved - deserves - great | 20 | 103_thank_debt_saved_deserves | 
| 104 | republicans - impeachment - cheney - treacherous - ronna | 20 | 104_republicans_impeachment_cheney_treacherous |
  
</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