MARTINI_enrich_BERTopic_realDonaldjTrump

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_realDonaldjTrump")

topic_model.get_topic_info()

Topic overview

• Number of topics: 96
• Number of training documents: 10607

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	democrats - obamacare - washington - repeal - melania	20	-1_democrats_obamacare_washington_repeal
0	taxes - cuts - reforms - farmer - simplifying	6021	0_taxes_cuts_reforms_farmer
1	servicemen - memorial - tribute - patriotism - heroes	183	1_servicemen_memorial_tribute_patriotism
2	cnn - journalists - untrue - lamestream - biased	175	2_cnn_journalists_untrue_lamestream
3	allies - strengthen - sovereignty - peace - threats	151	3_allies_strengthen_sovereignty_peace
4	ایران - rouhani - iraq - sanctions - برداشته	122	4_ایران_rouhani_iraq_sanctions
5	unemployment - lowest - created - april - booming	119	5_unemployment_lowest_created_april
6	right - terminally - veterans - mission - bipartisan	107	6_right_terminally_veterans_mission
7	coronavirus - distancing - hydroxychloroquine - louisianans - guidelines	103	7_coronavirus_distancing_hydroxychloroquine_louisianans
8	venezuela - maduro - dictatorship - freedoms - nicolas	97	8_venezuela_maduro_dictatorship_freedoms
9	kavanaugh - gorsuch - scotus - nominees - upheld	83	9_kavanaugh_gorsuch_scotus_nominees
10	together - freedom - blessings - creed - arms	80	10_together_freedom_blessings_creed
11	condolences - victims - praying - elpaso - kathy	80	11_condolences_victims_praying_elpaso
12	migrants - assaults - patrol - hidalgo - illegally	80	12_migrants_assaults_patrol_hidalgo
13	mueller - wrote - unredacted - angry - colluding	79	13_mueller_wrote_unredacted_angry
14	surveillance - fisa - declassified - comey - mccarthyism	79	14_surveillance_fisa_declassified_comey
15	tillerson - ambassador - secretary - exxonmobil - headquarters	74	15_tillerson_ambassador_secretary_exxonmobil
16	opioid - overdose - prescribed - paramedic - nationwide	68	16_opioid_overdose_prescribed_paramedic
17	workers - promised - manufacturing - milestone - prosperity	66	17_workers_promised_manufacturing_milestone
18	enforcemen - sheriffs - proudly - everybody - illinois	65	18_enforcemen_sheriffs_proudly_everybody
19	1billion - automakers - softbank - foxconn - invested	60	19_1billion_automakers_softbank_foxconn
20	mattis - eisenhower - secretary - defender - excellent	58	20_mattis_eisenhower_secretary_defender
21	therapy - artists - visit - vetart - physicians	57	21_therapy_artists_visit_vetart
22	obamacare - repealed - senators - republican - imploding	55	22_obamacare_repealed_senators_republican
23	nominee - secretary - demint - endorsements - shelton	53	23_nominee_secretary_demint_endorsements
24	japan - opportunity - yokota - economic - mikimoto	53	24_japan_opportunity_yokota_economic
25	spac - satellites - relaunched - directive - nsc	53	25_spac_satellites_relaunched_directive
26	coronavirus - briefing - correspondents - latest - white	52	26_coronavirus_briefing_correspondents_latest
27	democrats - daca - deportations - border - lawless	52	27_democrats_daca_deportations_border
28	recession - booming - wsj - dollarsricher - consumers	52	28_recession_booming_wsj_dollarsricher
29	denuclearization - 양국의 - 트럼프 - seoul - kissinger	52	29_denuclearization_양국의_트럼프_seoul
30	donaldjtrump - newsmax - ballots - corrupt - maricopa	50	30_donaldjtrump_newsmax_ballots_corrupt
31	terrorist - victims - egypt - worshipers - horrific	48	31_terrorist_victims_egypt_worshipers
32	china - negotiations - drone - steals - absolutely	48	32_china_negotiations_drone_steals
33	intraday - gains - positive - rocketed - unemployment	47	33_intraday_gains_positive_rocketed
34	terrorists - caliphate - syria - captured - defeating	47	34_terrorists_caliphate_syria_captured
35	everyone - hurricane - imperative - floridians - pathway	46	35_everyone_hurricane_imperative_floridians
36	tariffs - untaxed - levied - remaining - 325	46	36_tariffs_untaxed_levied_remaining
37	wisconsin - saturday - crowds - green - 7pm	45	37_wisconsin_saturday_crowds_green
38	obamacare - deductible - insurers - overpriced - failures	45	38_obamacare_deductible_insurers_overpriced
39	denuclearization - kim - summit - chairman - singapore	45	39_denuclearization_kim_summit_chairman
40	military - spouses - honoring - pool - marlon	44	40_military_spouses_honoring_pool
41	puerto - governor - ricardo - fema - hurricane	44	41_puerto_governor_ricardo_fema
42	lyingcrookedhillary - lewinsky - discredit - stalin - stupid	44	42_lyingcrookedhillary_lewinsky_discredit_stalin
43	alabama - moore - congratulations - senator - ralph	43	43_alabama_moore_congratulations_senator
44	missiles - korea - nuclear - sanctions - pursued	43	44_missiles_korea_nuclear_sanctions
45	democrats - antifa - hypocrites - lunatics - sotu	42	45_democrats_antifa_hypocrites_lunatics
46	kippur - vashem - dachau - holiest - atrocities	42	46_kippur_vashem_dachau_holiest
47	congratulations - graduating - marines - godspeed - ceremony	41	47_congratulations_graduating_marines_godspeed
48	ecuador - honduras - lenin - sending - hernandez	41	48_ecuador_honduras_lenin_sending
49	clinton - wikileaks - hacked - deleted - silsby	41	49_clinton_wikileaks_hacked_deleted
50	trump - taxes - michiganders - live - talked	40	50_trump_taxes_michiganders_live
51	deregulation - repealed - barack - unconstitutional - roll	39	51_deregulation_repealed_barack_unconstitutional
52	melania - royal - welcomed - spain - felipe	38	52_melania_royal_welcomed_spain
53	soldiers - patriotic - grateful - anniversary - dedication	37	53_soldiers_patriotic_grateful_anniversary
54	educators - enrollment - choices - enact - federally	36	54_educators_enrollment_choices_enact
55	indiana - welcomed - flags - unveil - bicentennial	36	55_indiana_welcomed_flags_unveil
56	coronavirus - tested - laboratories - million - abbott	35	56_coronavirus_tested_laboratories_million
57	soldiers - rebuild - defense - reagan - strongest	35	57_soldiers_rebuild_defense_reagan
58	commemorated - normandy - marines - 74th - stormed	34	58_commemorated_normandy_marines_74th
59	nfl - anthem - disrespecting - kneeled - protesting	34	59_nfl_anthem_disrespecting_kneeled
60	infrastructure - rebuild - richfield - highway - trillions	34	60_infrastructure_rebuild_richfield_highway
61	businesses - small - congrats - innovators - garrett	33	61_businesses_small_congrats_innovators
62	respirators - supplied - gloves - 900 - surgical	33	62_respirators_supplied_gloves_900
63	funding - paycheck - pelosi - trillion - nationwide	32	63_funding_paycheck_pelosi_trillion
64	firefighters - unions - biden - bureaucrats - supports	32	64_firefighters_unions_biden_bureaucrats
65	fed - draghi - inflation - slow - lowering	31	65_fed_draghi_inflation_slow
66	ישראל - freedom - lieberman - jewish - knesset	31	66_ישראל_freedom_lieberman_jewish
67	interviewed - fox - channel - 6pm - monday	31	67_interviewed_fox_channel_6pm
68	canaveral - spacesuit - moon - anniversary - 1969	30	68_canaveral_spacesuit_moon_anniversary
69	jerusalem - embassy - knesset - ארה - טראמפ	29	69_jerusalem_embassy_knesset_ארה
70	gangs - murdered - violent - rodriguez - indictedand	27	70_gangs_murdered_violent_rodriguez
71	farmers - celebrate - heartland - iowa - fuel	27	71_farmers_celebrate_heartland_iowa
72	corrupt - pelosi - impeaching - liar - conspirators	27	72_corrupt_pelosi_impeaching_liar
73	texas - hurricane - todays - fema - helpsalvationarmy	26	73_texas_hurricane_todays_fema
74	ban - terrorists - politically - travel - expedited	26	74_ban_terrorists_politically_travel
75	emojis - telegram - voted - bot - updates	26	75_emojis_telegram_voted_bot
76	nytimes - mainstream - apologized - bombshell - krugman	25	76_nytimes_mainstream_apologized_bombshell
77	capitol - visitors - welcoming - hall - statuary	25	77_capitol_visitors_welcoming_hall
78	impeachment - hoax - harris - romney - accusations	25	78_impeachment_hoax_harris_romney
79	medicaid - reforms - affordable - choices - mandates	25	79_medicaid_reforms_affordable_choices
80	gina - nominee - senate - approving - langley	25	80_gina_nominee_senate_approving
81	vegas - arizona - victims - shooting - goodness	24	81_vegas_arizona_victims_shooting
82	welcomed - malaysia - najib - rasmussen - minister	24	82_welcomed_malaysia_najib_rasmussen
83	farmers - china - soybeans - billion - exported	23	83_farmers_china_soybeans_billion
84	live - charleston - radio - conversations - playlists	23	84_live_charleston_radio_conversations
85	glad - enjoyed - speak - amazing - visiting	22	85_glad_enjoyed_speak_amazing
86	trudeau - canadaand - meetings - usmca - mattis	22	86_trudeau_canadaand_meetings_usmca
87	sanders - campaigned - defeated - unelectable - finalists	21	87_sanders_campaigned_defeated_unelectable
88	cuba - embargo - freedom - dissident - rosa	21	88_cuba_embargo_freedom_dissident
89	usmca - nafta - agreement - approve - iowa	21	89_usmca_nafta_agreement_approve
90	hacked - dnc - fbi - russians - defended	21	90_hacked_dnc_fbi_russians
91	president - xinping - kim - denuclearize - agreed	20	91_president_xinping_kim_denuclearize
92	prescription - merck - prices - announcement - lowering	20	92_prescription_merck_prices_announcement
93	persecution - christians - genocide - yazidis - israel	20	93_persecution_christians_genocide_yazidis
94	indonesia - visit - strategic - pacific - allies	20	94_indonesia_visit_strategic_pacific

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