MARTINI_enrich_BERTopic_TheGreatResetTimes

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_TheGreatResetTimes")

topic_model.get_topic_info()

Topic overview

• Number of topics: 101
• Number of training documents: 11963

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	biden - fbi - 2022 - vaccine - today	20	-1_biden_fbi_2022_vaccine
0	tamaulipas - illegals - border - txdps - cartel	6917	0_tamaulipas_illegals_border_txdps
1	gunman - shootings - murdered - massacre - sheriff	175	1_gunman_shootings_murdered_massacre
2	gaza - hamas - israelis - airstrikes - hostages	170	2_gaza_hamas_israelis_airstrikes
3	musk - tweeted - zuckerberg - suspended - censor	145	3_musk_tweeted_zuckerberg_suspended
4	donetsk - mariupol - zaporizhzhia - russians - bryansk	142	4_donetsk_mariupol_zaporizhzhia_russians
5	trudeau - ottawa - alberta - freeland - lockdowns	136	5_trudeau_ottawa_alberta_freeland
6	taiwan - warplanes - invade - milley - philippine	128	6_taiwan_warplanes_invade_milley
7	hebrews - god - blessed - psalm - philippians	125	7_hebrews_god_blessed_psalm
8	nsw - australiaone - queensland - unvaccinated - tyranny	120	8_nsw_australiaone_queensland_unvaccinated
9	transhuman - microchips - technologists - metaverse - holograms	108	9_transhuman_microchips_technologists_metaverse
10	epstein - ghislaine - lewinsky - meghan - allegations	101	10_epstein_ghislaine_lewinsky_meghan
11	beijing - tiananmen - lockdowns - shandong - falun	99	11_beijing_tiananmen_lockdowns_shandong
12	biden - teleprompter - smooch - jayapal - paige	87	12_biden_teleprompter_smooch_jayapal
13	duckduckgo - zuckerberg - snapchat - privacy - whistleblower	86	13_duckduckgo_zuckerberg_snapchat_privacy
14	trump - desantis - republicans - reelection - governor	84	14_trump_desantis_republicans_reelection
15	mccarthy - assemblyman - republicans - impeachment - heckled	84	15_mccarthy_assemblyman_republicans_impeachment
16	vaers - unvaccinated - deaths - 2021 - myocarditis	84	16_vaers_unvaccinated_deaths_2021
17	davos - agenda - metaverse - governments - 2022	80	17_davos_agenda_metaverse_governments
18	inflation - gdp - bloomberg - annualized - dollar	77	18_inflation_gdp_bloomberg_annualized
19	explosions - fire - fdny - louisiana - refinery	77	19_explosions_fire_fdny_louisiana
20	greenpeace - gates - geoengineering - lindzen - co2	68	20_greenpeace_gates_geoengineering_lindzen
21	famine - grain - stockpiles - shortage - agricultural	66	21_famine_grain_stockpiles_shortage
22	died - harry - kimbell - victoria - sopranos	63	22_died_harry_kimbell_victoria
23	afghanistan - soleimani - tehran - hijab - mohammad	59	23_afghanistan_soleimani_tehran_hijab
24	abortions - mifepristone - scotus - outlawed - missouri	59	24_abortions_mifepristone_scotus_outlawed
25	bolsonaro - guaruja - protesters - peru - mozambique	57	25_bolsonaro_guaruja_protesters_peru
26	monkeypox - outbreaks - marburg - bioterrorist - endemic	57	26_monkeypox_outbreaks_marburg_bioterrorist
27	biden - doj - impeachment - whistleblowers - delaware	55	27_biden_doj_impeachment_whistleblowers
28	spikevax - vaccinate - sanofi - nirsevimab - injections	55	28_spikevax_vaccinate_sanofi_nirsevimab
29	tucker - russiagate - epic - weiss - shellengerger	54	29_tucker_russiagate_epic_weiss
30	pontiff - priests - jesuit - nuns - dioceses	54	30_pontiff_priests_jesuit_nuns
31	trump - appeals - trial - subpoenaed - supreme	54	31_trump_appeals_trial_subpoenaed
32	crash - airliner - nhk - helicopter - fatalities	53	32_crash_airliner_nhk_helicopter
33	lockdown - austria - unvaccinated - compulsory - lukashenko	52	33_lockdown_austria_unvaccinated_compulsory
34	zelenskiy - volodymyr - kharkov - galushchenko - president	51	34_zelenskiy_volodymyr_kharkov_galushchenko
35	ai - chatgpt - artificial - darpa - robots	51	35_ai_chatgpt_artificial_darpa
36	maricopa - governor - katie - ballots - wickenburg	51	36_maricopa_governor_katie_ballots
37	illuminati - luciferian - freemasons - babylon - deities	51	37_illuminati_luciferian_freemasons_babylon
38	eruptions - epicenter - megatsunami - iceland - landslide	50	38_eruptions_epicenter_megatsunami_iceland
39	stablecoins - cbdc - dollar - cashless - federal	49	39_stablecoins_cbdc_dollar_cashless
40	omicron - plandemic - subvariants - botswana - ghebreyesus	48	40_omicron_plandemic_subvariants_botswana
41	doj - bannon - sentenced - seditious - january	47	41_doj_bannon_sentenced_seditious
42	pfizerleaks - astrazeneca - falsified - whistleblower - albert	47	42_pfizerleaks_astrazeneca_falsified_whistleblower
43	gates - vaccines - donors - malaria - microsoft	46	43_gates_vaccines_donors_malaria
44	attacked - italians - beheads - man - tourist	45	44_attacked_italians_beheads_man
45	westworld - nosedive - predicitve - dystopian - 1999	44	45_westworld_nosedive_predicitve_dystopian
46	fauci - wuhan - coronaviruses - laboratories - leaked	41	46_fauci_wuhan_coronaviruses_laboratories
47	georgia - prosecutors - trump - indicted - subpoenaed	40	47_georgia_prosecutors_trump_indicted
48	trieste - genoa - strike - protesting - unions	40	48_trieste_genoa_strike_protesting
49	kenosha - ofmistrial - prosecuters - antifa - curfews	40	49_kenosha_ofmistrial_prosecuters_antifa
50	biometric - surveillance - geofencing - technologies - robocops	39	50_biometric_surveillance_geofencing_technologies
51	shoplifters - stole - nordstrom - walgreens - california	38	51_shoplifters_stole_nordstrom_walgreens
52	chicago - aldermen - lori - electeds - carjacking	38	52_chicago_aldermen_lori_electeds
53	transgenderism - lupron - puberty - minors - psychotropic	37	53_transgenderism_lupron_puberty_minors
54	protesters - klimt - vandalise - brandenburg - dartford	36	54_protesters_klimt_vandalise_brandenburg
55	renewables - buttigieg - regulations - hydrogen - billions	35	55_renewables_buttigieg_regulations_hydrogen
56	pyongyang - skorea - missile - kim - demilitarized	35	56_pyongyang_skorea_missile_kim
57	niamey - sudan - ambassador - overthrown - moustapha	34	57_niamey_sudan_ambassador_overthrown
58	sunak - tory - kinnock - holyrood - newspunch	34	58_sunak_tory_kinnock_holyrood
59	myocarditis - vaccinated - coronasceptic - autopsy - sudden	34	59_myocarditis_vaccinated_coronasceptic_autopsy
60	sheeple - mkultra - riots - dailyveracity - insane	34	60_sheeple_mkultra_riots_dailyveracity
61	transgender - georgia - prohibiting - minors - judge	32	61_transgender_georgia_prohibiting_minors
62	ufo - extraterrestrials - nasa - pentagon - pilots	32	62_ufo_extraterrestrials_nasa_pentagon
63	vaccine - mrna - immunogens - microneedles - cd4ko	32	63_vaccine_mrna_immunogens_microneedles
64	rupaul - crossdressing - show - nakedness - cocomelon	31	64_rupaul_crossdressing_show_nakedness
65	vaxxers - donald - hydroxychloroquine - snake - miracle	31	65_vaxxers_donald_hydroxychloroquine_snake
66	maui - wildfires - lahaina - deadliest - 911	31	66_maui_wildfires_lahaina_deadliest
67	cyberattacks - ransomware - kaspersky - vulnerability - agencies	28	67_cyberattacks_ransomware_kaspersky_vulnerability
68	fauci - lockdown - liars - masking - eric	28	68_fauci_lockdown_liars_masking
69	qatar - fifa - messi - stadiums - photojournalist	28	69_qatar_fifa_messi_stadiums
70	congress - mccarthy - mnuchin - deadline - trillion	27	70_congress_mccarthy_mnuchin_deadline
71	ftx - bail - enron - prosecutors - sam	27	71_ftx_bail_enron_prosecutors
72	california - floodwaters - rainstorm - cyclone - coastal	27	72_california_floodwaters_rainstorm_cyclone
73	protests - francoise - pension - blackrock - maduro	27	73_protests_francoise_pension_blackrock
74	zealanders - newshub - extremism - smoking - lmfao	27	74_zealanders_newshub_extremism_smoking
75	soylent - meat - cannibalism - cultivated - bioreactors	27	75_soylent_meat_cannibalism_cultivated
76	prayers - kindness - helpless - thankfully - brothers	25	76_prayers_kindness_helpless_thankfully
77	paedophilia - lgbtq - sexualization - kindergarteners - curriculum	25	77_paedophilia_lgbtq_sexualization_kindergarteners
78	riots - marseille - looted - haiti - versailles	25	78_riots_marseille_looted_haiti
79	vaccinated - fdny - hochul - mandating - unpaid	24	79_vaccinated_fdny_hochul_mandating
80	mealworms - entomophagy - crickets - nutritious - eat	24	80_mealworms_entomophagy_crickets_nutritious
81	biometric - bankid - id2020 - passport - passwordless	24	81_biometric_bankid_id2020_passport
82	paedophile - convicted - raped - kidnapped - offences	24	82_paedophile_convicted_raped_kidnapped
83	california - billion - recompense - mcdonald - assemblymember	24	83_california_billion_recompense_mcdonald
84	collapsed - cpr - bengals - dayana - announcer	23	84_collapsed_cpr_bengals_dayana
85	houthi - warship - mandeb - gulf - maersk	23	85_houthi_warship_mandeb_gulf
86	mandates - employers - vaccine - oklahoma - scotus	23	86_mandates_employers_vaccine_oklahoma
87	tornadoes - snowstorm - downpour - milan - cataclysmic	23	87_tornadoes_snowstorm_downpour_milan
88	covid - biden - unvaccinated - brainwashing - shots	22	88_covid_biden_unvaccinated_brainwashing
89	israelis - youssef - mossad - yehudit - persecution	22	89_israelis_youssef_mossad_yehudit
90	migrants - manhattan - mayor - 125million - sheltered	22	90_migrants_manhattan_mayor_125million
91	derailment - trains - boxcars - firetruck - hazardous	22	91_derailment_trains_boxcars_firetruck
92	ivermectin - hydroxychloroquine - prophylactically - dazitromicin - prescribe	22	92_ivermectin_hydroxychloroquine_prophylactically_dazitromicin
93	kamala - veep - harris - headlined - interviews	22	93_kamala_veep_harris_headlined
94	trump - msnbc - melania - fascists - brzezinski	21	94_trump_msnbc_melania_fascists
95	commiefornia - schoolchildren - mandated - maskless - walkout	21	95_commiefornia_schoolchildren_mandated_maskless
96	omicron - boosts - doses - fourth - israel	21	96_omicron_boosts_doses_fourth
97	transphobe - tiktok - women - penis - morgane	20	97_transphobe_tiktok_women_penis
98	aspartame - hydroxytoluene - nutrasweet - additives - fluoride	20	98_aspartame_hydroxytoluene_nutrasweet_additives
99	vaccinate - thimerosal - mercola - wahls - documentaries	20	99_vaccinate_thimerosal_mercola_wahls

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