MARTINI_enrich_BERTopic_TakeOurCountryBack

This is a 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:

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

Click here for an overview of all topics.

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

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