MARTINI_enrich_BERTopic_trumpintel

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_trumpintel")

topic_model.get_topic_info()

Topic overview

• Number of topics: 169
• Number of training documents: 22046

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	patriots - everything - russia - believe - freedom	20	-1_patriots_everything_russia_believe
0	bowie - sign - everyting - novak - players	13413	0_bowie_sign_everyting_novak
1	epstein - ghislaine - billionaire - jonbenet - unredacted	278	1_epstein_ghislaine_billionaire_jonbenet
2	biden - whitehouse - reelection - teleprompter - journalists	190	2_biden_whitehouse_reelection_teleprompter
3	ballots - recount - audit - maricopa - counties	177	3_ballots_recount_audit_maricopa
4	goodmorning - blessings - familymorning - lovely - sunshine	172	4_goodmorning_blessings_familymorning_lovely
5	birthday - 9yrs - grandson - nana - grateful	166	5_birthday_9yrs_grandson_nana
6	biden - whistleblowers - doj - subpoenaed - grassley	144	6_biden_whistleblowers_doj_subpoenaed
7	convoy - beltway - washington - freedom - monrovia	142	7_convoy_beltway_washington_freedom
8	prayers - brother - healed - helpless - chemo	139	8_prayers_brother_healed_helpless
9	protests - macron - bastille - marseille - liberte	136	9_protests_macron_bastille_marseille
10	scripture - isaiah - bless - righteous - timothy	130	10_scripture_isaiah_bless_righteous
11	hurricane - tornadoes - thunderstorms - florida - landfall	109	11_hurricane_tornadoes_thunderstorms_florida
12	patriot - live - newscaster - kristenjohnson - atlanta	109	12_patriot_live_newscaster_kristenjohnson
13	hazmat - derailed - ohio - methanol - brunswick	105	13_hazmat_derailed_ohio_methanol
14	illegals - borders - matamoros - migracion - surge	103	14_illegals_borders_matamoros_migracion
15	wildfires - maui - hawaiians - scorched - fema	102	15_wildfires_maui_hawaiians_scorched
16	bolsonaro - brasilia - dilma - cariocas - paulo	101	16_bolsonaro_brasilia_dilma_cariocas
17	twitter - musk - dorsey - disinformation - khamenei	99	17_twitter_musk_dorsey_disinformation
18	rallies - trumparilla - live - newsmax - iowa	94	18_rallies_trumparilla_live_newsmax
19	mariupol - ukranian - russians - volodarsk - evacuees	93	19_mariupol_ukranian_russians_volodarsk
20	manifestazioni - genoa - friuli - catania - milan	93	20_manifestazioni_genoa_friuli_catania
21	husband - awakening - crazy - communion - disowned	90	21_husband_awakening_crazy_communion
22	israelis - hamas - airstrikes - barak - bethlehem	89	22_israelis_hamas_airstrikes_barak
23	gratefulness - grandma - friends - excited - woke	89	23_gratefulness_grandma_friends_excited
24	hydroxychloroquine - pfizermectin - remdesivir - antibiotics - cq	88	24_hydroxychloroquine_pfizermectin_remdesivir_antibiotics
25	natural - wellbeing - cure - sunlight - miracles	86	25_natural_wellbeing_cure_sunlight
26	zelenskiy - ukraina - volodymyr - shevchenko - nazis	85	26_zelenskiy_ukraina_volodymyr_shevchenko
27	puppies - kennel - kitty - adopted - spayed	81	27_puppies_kennel_kitty_adopted
28	brainwashed - awake - sheeple - gaslighting - insight	76	28_brainwashed_awake_sheeple_gaslighting
29	tgamedia - noticias - patriot - hispana - spiritual	76	29_tgamedia_noticias_patriot_hispana
30	clinton - doj - wikileaks - colluding - indictments	70	30_clinton_doj_wikileaks_colluding
31	melbourne - lockdown - protesting - andrews - dictatorial	70	31_melbourne_lockdown_protesting_andrews
32	freedom - allies - broadcasted - owen - genflynn	69	32_freedom_allies_broadcasted_owen
33	davos - globalist - guterres - agenda - claus	66	33_davos_globalist_guterres_agenda
34	rainbows - moon - sunset - iridescent - sedona	66	34_rainbows_moon_sunset_iridescent
35	royals - buckingham - meghan - harry - bbc	64	35_royals_buckingham_meghan_harry
36	fauci - bioweaponization - randpaul - disprove - mengele	63	36_fauci_bioweaponization_randpaul_disprove
37	morn - sunshine - horse - yorkshire - rained	63	37_morn_sunshine_horse_yorkshire
38	humanoid - robots - chatgpt - gemma - intelligent	62	38_humanoid_robots_chatgpt_gemma
39	celebrate - smile - funday - blessed - monday	59	39_celebrate_smile_funday_blessed
40	supervolcano - tsunami - erupting - aftershock - alaska	57	40_supervolcano_tsunami_erupting_aftershock
41	freedomconvoy - blocked - ontario - trucks - barricades	57	41_freedomconvoy_blocked_ontario_trucks
42	dizney - lgbtqia - latoya - baymax - charlee	57	42_dizney_lgbtqia_latoya_baymax
43	uplifting - vibes - sharing - meme - smile	56	43_uplifting_vibes_sharing_meme
44	ottawa - policemen - protesta - arrests - provincial	55	44_ottawa_policemen_protesta_arrests
45	pfizer - inoculated - booster - mrna - updated	55	45_pfizer_inoculated_booster_mrna
46	sprouts - planting - veggie - radishes - carrots	55	46_sprouts_planting_veggie_radishes
47	petroleum - gasline - saudis - cpi - barrels	55	47_petroleum_gasline_saudis_cpi
48	boomtrudeau - canadastrong - ndp - dictatorships - emergency	55	48_boomtrudeau_canadastrong_ndp_dictatorships
49	sleepless - 4am - relaxes - gasping - energised	55	49_sleepless_4am_relaxes_gasping
50	desantis - tallahassee - broward - unsanctioned - petition	55	50_desantis_tallahassee_broward_unsanctioned
51	vaxed - gardasil - daughters - shots - rubella	55	51_vaxed_gardasil_daughters_shots
52	jfkjr - sirhan - alive - lewinsky - flynn	54	52_jfkjr_sirhan_alive_lewinsky
53	ufo - pentagon - mothership - airship - us2006145019a1	54	53_ufo_pentagon_mothership_airship
54	purosangue - tunic - sweatshirt - limited - webshop	53	54_purosangue_tunic_sweatshirt_limited
55	homeschooled - schooled - indoctrinated - taught - bullied	53	55_homeschooled_schooled_indoctrinated_taught
56	netherlands - heerenveen - farmers - protest - flemish	53	56_netherlands_heerenveen_farmers_protest
57	zealanders - lockdown - whistleblower - protest - vaxxxinated	52	57_zealanders_lockdown_whistleblower_protest
58	livandu - sweatshirt - limited - webshop - red	52	58_livandu_sweatshirt_limited_webshop
59	live - chakras - chatroom - attention - 5d	52	59_live_chakras_chatroom_attention
60	truckers - praying - angels - patriotic - canada	51	60_truckers_praying_angels_patriotic
61	vaxed - employers - mandated - fired - icandecide	50	61_vaxed_employers_mandated_fired
62	resonance - heartbeat - 13hz - spiritualily - christine	50	62_resonance_heartbeat_13hz_spiritualily
63	told - sweatshirt - preshrunk - unlined - red	49	63_told_sweatshirt_preshrunk_unlined
64	mandates - unvaxxed - supreme - employers - mcmaster	49	64_mandates_unvaxxed_supreme_employers
65	zuckerberg - metaverse - google - snapchat - deplatformed	49	65_zuckerberg_metaverse_google_snapchat
66	istandwithputin - russia - vladimir - petersburg - snowden	48	66_istandwithputin_russia_vladimir_petersburg
67	impeachment - congressman - mccarthy - voters - jim	47	67_impeachment_congressman_mccarthy_voters
68	telegram - censorship - instabanned - websites - subscribers	47	68_telegram_censorship_instabanned_websites
69	zelenskyy - pentagon - ammunition - trillions - aid	47	69_zelenskyy_pentagon_ammunition_trillions
70	pets - doggie - meowing - sunday - posted	46	70_pets_doggie_meowing_sunday
71	trump - indicted - maddow - presiding - swat	46	71_trump_indicted_maddow_presiding
72	trudeau - convoy - protesting - kelowna - parked	46	72_trudeau_convoy_protesting_kelowna
73	racerback - usa - sweatshirt - tank - colours	45	73_racerback_usa_sweatshirt_tank
74	democraps - voted - corrupted - 2024 - treason	45	74_democraps_voted_corrupted_2024
75	fdny - unvaccinated - mandates - protesting - firefighters	43	75_fdny_unvaccinated_mandates_protesting
76	vibrations - ringing - dizziness - spiritualily - 5d	43	76_vibrations_ringing_dizziness_spiritualily
77	final - god - wins - hoodie - livandu	42	77_final_god_wins_hoodie
78	mugs - sunrise - picture - monday - good	42	78_mugs_sunrise_picture_monday
79	ottawaplease - urgent - everywhere - bus - protestors	42	79_ottawaplease_urgent_everywhere_bus
80	handguns - ccw - nra - unconstitutional - felons	41	80_handguns_ccw_nra_unconstitutional
81	nsa - daily - free - illuminati - silent	41	81_nsa_daily_free_illuminati
82	queens - storytime - stripper - parading - sexualisation	40	82_queens_storytime_stripper_parading
83	abortionists - mifepristone - maryland - mccorvey - overturned	39	83_abortionists_mifepristone_maryland_mccorvey
84	sungazing - pineal - chakra - illuminate - increases	38	84_sungazing_pineal_chakra_illuminate
85	taiwan - pelosi - beijing - flightaware - sanli	38	85_taiwan_pelosi_beijing_flightaware
86	unvaxed - nsw - queensland - mandates - perthians	38	86_unvaxed_nsw_queensland_mandates
87	transgenda - phalloplasty - puberty - pediatrician - hysterectomy	38	87_transgenda_phalloplasty_puberty_pediatrician
88	timelines - traveled - imagine - revisit - memory	37	88_timelines_traveled_imagine_revisit
89	ukraine - bioweapons - pentagon - zakharova - konashenkov	36	89_ukraine_bioweapons_pentagon_zakharova
90	line - hold - hoodie - livandu - webshop	36	90_line_hold_hoodie_livandu
91	republic - constitutional - tyrannts - bureaucrats - abolish	36	91_republic_constitutional_tyrannts_bureaucrats
92	truthsocial - twitter - link - gofollow - download	35	92_truthsocial_twitter_link_gofollow
93	unvaccinated - austria - lockdown - compulsory - exemptions	35	93_unvaccinated_austria_lockdown_compulsory
94	laetrile - turmeric - cancerous - soursop - purifies	35	94_laetrile_turmeric_cancerous_soursop
95	ampatriots - blessings - morning - hello - truce	35	95_ampatriots_blessings_morning_hello
96	rubles - gold - dollar - bretton - cryptocurrencies	35	96_rubles_gold_dollar_bretton
97	dreaming - awoken - weirdest - fly - firmament	34	97_dreaming_awoken_weirdest_fly
98	happythursday - picture - sharing - funday - monday	34	98_happythursday_picture_sharing_funday
99	convoy - freedom - trudeau - ottowa - protestors	34	99_convoy_freedom_trudeau_ottowa
100	genflynn - milley - bombshells - flag - unmasked	34	100_genflynn_milley_bombshells_flag
101	vegetarian - canibalism - sausages - lidl - menus	34	101_vegetarian_canibalism_sausages_lidl
102	woke - spiritualily - morning - wellbeing - wonderful	33	102_woke_spiritualily_morning_wellbeing
103	ukrainains - crimea - soros - nazis - khazarian	33	103_ukrainains_crimea_soros_nazis
104	trump - 2024 - electoral - murkowski - frontrunner	33	104_trump_2024_electoral_murkowski
105	suez - tugboats - maersk - tanker - stuck	33	105_suez_tugboats_maersk_tanker
106	putin - lugansk - shoigu - lukashenko - ushakov	33	106_putin_lugansk_shoigu_lukashenko
107	monkeypox - pandemic - ghebreyesus - switzerland - zimbabwe	33	107_monkeypox_pandemic_ghebreyesus_switzerland
108	wtc - implosion - pentagon - skyscraper - shanksville	33	108_wtc_implosion_pentagon_skyscraper
109	cache - whatsapp - messages - downloading - uninstall	33	109_cache_whatsapp_messages_downloading
110	canadians - patriotic - flag - anthem - maple	33	110_canadians_patriotic_flag_anthem
111	creepyjoe - blacklight - forehead - skinned - winking	32	111_creepyjoe_blacklight_forehead_skinned
112	vaccine - plasmid - allografts - guillain - rejecting	32	112_vaccine_plasmid_allografts_guillain
113	merry - xmas - wishes - soldiers - proudly	32	113_merry_xmas_wishes_soldiers
114	verdict - jurors - kenosha - courttv - acquitted	32	114_verdict_jurors_kenosha_courttv
115	livandu - censored - admin - soros - facebook	31	115_livandu_censored_admin_soros
116	vaccines - stillbirths - eudravigilance - hospitalizations - syphilis	31	116_vaccines_stillbirths_eudravigilance_hospitalizations
117	brandon - livandu - hoodie - limited - webshop	31	117_brandon_livandu_hoodie_limited
118	schumer - died - riot - suicides - officer	31	118_schumer_died_riot_suicides
119	kerry - emissions - crisis - podesta - philanthropists	30	119_kerry_emissions_crisis_podesta
120	bidanese - translate - fluent - speaks - ooooww	29	120_bidanese_translate_fluent_speaks
121	vaxxed - died - shingles - shot - aunt	29	121_vaxxed_died_shingles_shot
122	flights - boeing - crashed - warplane - runway	29	122_flights_boeing_crashed_warplane
123	satanists - baphomet - rituals - priestess - worshiping	29	123_satanists_baphomet_rituals_priestess
124	servicemen - usmc - vaxxxed - discharged - 31december2021	28	124_servicemen_usmc_vaxxxed_discharged
125	castro - communist - danny - democracies - sanctions	28	125_castro_communist_danny_democracies
126	hope - suffering - praying - demons - exhausting	27	126_hope_suffering_praying_demons
127	antarctica - submarine - firmament - cavern - beyond	27	127_antarctica_submarine_firmament_cavern
128	morning - hi - chatroom - funday - routine	27	128_morning_hi_chatroom_funday
129	preparedness - supplies - essentials - stockpiles - perishables	27	129_preparedness_supplies_essentials_stockpiles
130	canberra - convoy - livandu - protests - 2022	26	130_canberra_convoy_livandu_protests
131	cloned - 2005 - debated - doppelgangers - surrogate	25	131_cloned_2005_debated_doppelgangers
132	omicron - vaccinated - variants - kappa - transmissible	25	132_omicron_vaccinated_variants_kappa
133	sentenced - prosecutors - qanon - misdemeanor - smollett	25	133_sentenced_prosecutors_qanon_misdemeanor
134	veterans - memorial - grandfathers - normandy - flags	25	134_veterans_memorial_grandfathers_normandy
135	lindell - newsmax - impeachment - streaming - 7pm	24	135_lindell_newsmax_impeachment_streaming
136	alarmists - greenpeace - co2 - temperatures - john	24	136_alarmists_greenpeace_co2_temperatures
137	transgendered - tranny - women - athlete - championships	24	137_transgendered_tranny_women_athlete
138	trump - presidents - promises - never - incredible	24	138_trump_presidents_promises_never
139	berlin - bundeswehr - protests - nazis - detained	24	139_berlin_bundeswehr_protests_nazis
140	marburg - epidemic - symptoms - h5n1 - guinea	23	140_marburg_epidemic_symptoms_h5n1
141	declassified - fbi - impeachable - documents - giuliani	23	141_declassified_fbi_impeachable_documents
142	jesus - hoodie - livandu - red - nooooo	23	142_jesus_hoodie_livandu_red
143	gunman - victims - nashville - school - aiden	23	143_gunman_victims_nashville_school
144	watched - awesome - binge - informative - awakened	22	144_watched_awesome_binge_informative
145	wins - hoodie - god - limited - red	22	145_wins_hoodie_god_limited
146	djokovic - wimbledon - novax - winning - refusal	22	146_djokovic_wimbledon_novax_winning
147	hochul - assemblyman - resign - andrew - allegations	22	147_hochul_assemblyman_resign_andrew
148	vet - chihuahua - prayers - kibbles - sick	22	148_vet_chihuahua_prayers_kibbles
149	police - arrested - protester - unlawful - happens	22	149_police_arrested_protester_unlawful
150	maskless - wore - costco - hubby - vaxx	21	150_maskless_wore_costco_hubby
151	gates - pandemics - smallpox - billionaire - microsoft	21	151_gates_pandemics_smallpox_billionaire
152	cashless - debit - withdrawing - bankrupt - everybody	21	152_cashless_debit_withdrawing_bankrupt
153	simpsons - reptilians - prophesize - lisa - fools	21	153_simpsons_reptilians_prophesize_lisa
154	gold - monetary - valuable - trillion - worthless	21	154_gold_monetary_valuable_trillion
155	protest - lithuania - tractors - hamburg - siege	21	155_protest_lithuania_tractors_hamburg
156	band - dedicate - sing - requests - friday	21	156_band_dedicate_sing_requests
157	lgbtq - graders - misgendered - classrooms - pubescent	21	157_lgbtq_graders_misgendered_classrooms
158	rfk - kucinich - candidacy - agencies - advertising	21	158_rfk_kucinich_candidacy_agencies
159	morning - message - midnight - members - owls	21	159_morning_message_midnight_members
160	nordstream - pipelines - sabotaged - cyberattack - sanctions	20	160_nordstream_pipelines_sabotaged_cyberattack
161	paedophiles - unicef - perverted - consensual - decriminalization	20	161_paedophiles_unicef_perverted_consensual
162	truckers - fuellmich - shout - message - freedom	20	162_truckers_fuellmich_shout_message
163	moon - kubrick - astronauts - fake - lander	20	163_moon_kubrick_astronauts_fake
164	texas - governors - tucker - border - deportations	20	164_texas_governors_tucker_border
165	wins - shirts - tga - limited - pink	20	165_wins_shirts_tga_limited
166	earthing - livandu - sunday - healthy - sungazing	20	166_earthing_livandu_sunday_healthy
167	updates - patriot - subscribers - tga - spirituality	20	167_updates_patriot_subscribers_tga

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