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("sdantonio/BERTopic_realDonaldjTrump")

topic_model.get_topic_info()

Topic overview

• Number of topics: 301
• Number of training documents: 18834

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	realdonaldtrump - iran - united - honored - democrats	10	-1_realdonaldtrump_iran_united_honored
0	hillaryforprison - realdonaldjtrump - crookedhillary - meetings - crooked	7817	0_hillaryforprison_realdonaldjtrump_crookedhillary_meetings
1	foxandfriends - realdonaldtrump - loudobbs - hhsgov - dannenfelser	2092	1_foxandfriends_realdonaldtrump_loudobbs_hhsgov
2	investing - dictatorship - israeli - astonish - census	214	2_investing_dictatorship_israeli_astonish
3	deployment - surrounded - relieved - linebacker - traveling	214	3_deployment_surrounded_relieved_linebacker
4	fitzgerald - wrbethesda - prayers - blessing - flame	169	4_fitzgerald_wrbethesda_prayers_blessing
5	helpsalvationarmy - scottmorrisonmp - cbpgreatlakes - march_for_life - marchforlife	169	5_helpsalvationarmy_scottmorrisonmp_cbpgreatlakes_march_for_life
6	russians - congresswoman - hypocrites - julian - crooked	167	6_russians_congresswoman_hypocrites_julian
7	negotiation - congresswoman - disgraceful - generations - honeybees	134	7_negotiation_congresswoman_disgraceful_generations
8	motorcycles - elections - identifying - strengthening - prosperity	132	8_motorcycles_elections_identifying_strengthening
9	mistakes - viciously - rapidly - inaccurately - poorly	114	9_mistakes_viciously_rapidly_inaccurately
10	tedcruz - freeaudio - marklevinshow - heading - loudobbs	113	10_tedcruz_freeaudio_marklevinshow_heading
11	hurricaneharvey - hurricaneirma - hurricane - nhc_atlantic - catastrophic	108	11_hurricaneharvey_hurricaneirma_hurricane_nhc_atlantic
12	disgusting - realdonaldtrump - wednesday - tortured - sponsored	100	12_disgusting_realdonaldtrump_wednesday_tortured
13	washingtonpost - realdonaldtrump - concerns - congenial - reporting	89	13_washingtonpost_realdonaldtrump_concerns_congenial
14	realdonaldjtrump - realdonaldtrump - boyscoutjamboree - jpn_pmo - neverforget911	89	14_realdonaldjtrump_realdonaldtrump_boyscoutjamboree_jpn_pmo
15	ncaachamps - marklevinshow - secretarycarson - realclearpolitics - realdonaldjtrump	86	15_ncaachamps_marklevinshow_secretarycarson_realclearpolitics
16	draintheswamp - foxandfriends - g7charlevoix - realdonaldtrump - armywp_football	82	16_draintheswamp_foxandfriends_g7charlevoix_realdonaldtrump
17	monthofthemilitarychild - ameriforcemags - americafirst - makeamericagreatagain - presidentscup	81	17_monthofthemilitarychild_ameriforcemags_americafirst_makeamericagreatagain
18	ainsleyearhardt - ameriforcemags - madeinamerica - americafirst - thehillbaseball	77	18_ainsleyearhardt_ameriforcemags_madeinamerica_americafirst
19	disrespected - extortion - cyberattack - embarrassed - earning	74	19_disrespected_extortion_cyberattack_embarrassed
20	grassroots - unchecked - confinement - foresee - frances	74	20_grassroots_unchecked_confinement_foresee
21	laughing - pushing - conferences - invited - mariabartiromo	69	21_laughing_pushing_conferences_invited
22	whistleblower - govsambrownback - mattformontana - answers - govholcomb	65	22_whistleblower_govsambrownback_mattformontana_answers
23	launched - untaxed - syrians - rita_katz - remaining	63	23_launched_untaxed_syrians_rita_katz
24	taxfoundation - constitutional - votekarenhandel - taxation - poorly	63	24_taxfoundation_constitutional_votekarenhandel_taxation
25	luisguillermosr - anastasiadescy - emmanuelmacron - jc_varela - juanorlandoh	62	25_luisguillermosr_anastasiadescy_emmanuelmacron_jc_varela
26	renegotiation - realdonaldtrump - goods - concerns - negotiat	60	26_renegotiation_realdonaldtrump_goods_concerns
27	afthunderbirds - gr8tjude_08 - prayersforlasvegas - ricardorossello - loves	59	27_afthunderbirds_gr8tjude_08_prayersforlasvegas_ricardorossello
28	happyfathersday - 16thmpbde - servicemembers - lawenforcementappreciationday - remembering	59	28_happyfathersday_16thmpbde_servicemembers_lawenforcementappreciationday
29	empowerment - bravely - brexit - announces - commissioning	59	29_empowerment_bravely_brexit_announces
30	realdonaldtrump - henryrodgersdc - administrations - markets - mario	58	30_realdonaldtrump_henryrodgersdc_administrations_markets
31	launched - packed - outspent - blessed - outdoors	58	31_launched_packed_outspent_blessed
32	unconstitut - venezuelan - elections - prosperity - dictatorship	58	32_unconstitut_venezuelan_elections_prosperity
33	answers - announces - orders - tweets - missouri	51	33_answers_announces_orders_tweets
34	pjk4brainhealth - fundraising - natalie_gulbis - stopdrugaddiction - extended	50	34_pjk4brainhealth_fundraising_natalie_gulbis_stopdrugaddiction
35	heartbreaking - blackhistorymonth - firefighters - memorialday - nationalfreedomday	50	35_heartbreaking_blackhistorymonth_firefighters_memorialday
36	helicopters - deductibility - governments - hospitals - amounts	49	36_helicopters_deductibility_governments_hospitals
37	angels - mothers - earliest - ensuring - deprivation	49	37_angels_mothers_earliest_ensuring
38	josepheschmitz - lauren_southern - whistleblower - cdcdirector - withholding	49	38_josepheschmitz_lauren_southern_whistleblower_cdcdirector
39	armywp_football - internationalwomensday - congressmanhice - thestoryfnc - 2017nationaljamboree	48	39_armywp_football_internationalwomensday_congressmanhice_thestoryfnc
40	foxandfriends - citizens - whitehousecea - affairs - ratings	48	40_foxandfriends_citizens_whitehousecea_affairs
41	accessibility - killthevirus - realdonaldt - defeated - teens	48	41_accessibility_killthevirus_realdonaldt_defeated
42	caribbean - signs - successfully - recorded - counterterrorism	48	42_caribbean_signs_successfully_recorded
43	theresa_may - terrifying - proposed - booming - iran	47	43_theresa_may_terrifying_proposed_booming
44	scooter172 - realdonaldtrump - tigerwoods - emmanuelmacron - uscgacademy	47	44_scooter172_realdonaldtrump_tigerwoods_emmanuelmacron
45	decades - reopening - awaited - shutdown - ratings	47	45_decades_reopening_awaited_shutdown
46	vpintx - collapsing - measures - prosperity - illegitimate	44	46_vpintx_collapsing_measures_prosperity
47	foxandfriends - promises - foxnewssunday - prosecuted - civilian	44	47_foxandfriends_promises_foxnewssunday_prosecuted
48	philanthropist - angels - islands - ba_yildirim - rossello	44	48_philanthropist_angels_islands_ba_yildirim
49	apprenticeships - rediscovering - launched - characterizes - writes	43	49_apprenticeships_rediscovering_launched_characterizes
50	philanthropist - summitamericas - senatorbaldwin - replacing - overseas	42	50_philanthropist_summitamericas_senatorbaldwin_replacing
51	martintruex_jr - ge_saudi - 10downingstreet - workforcedevelopment - jpn_pmo	41	51_martintruex_jr_ge_saudi_10downingstreet_workforcedevelopment
52	pioneers - suits - missouri - astonish - surely	39	52_pioneers_suits_missouri_astonish
53	rebounds - improved - unemployment - drilling - booming	39	53_rebounds_improved_unemployment_drilling
54	ussfitzgerald - armedforcesday - westervillepd - unthinkable - kissimmeepolice	39	54_ussfitzgerald_armedforcesday_westervillepd_unthinkable
55	republics - overseas - strongly - captured - blessed	38	55_republics_overseas_strongly_captured
56	reforms - grandkids - funds - improvements - independence	38	56_reforms_grandkids_funds_improvements
57	delighted - negotiation - jp_updates - governments - mirziyoyeva	37	57_delighted_negotiation_jp_updates_governments
58	tuckercarlson - govmikehuckabee - irresponsibly - congresswoman - jason_donner	37	58_tuckercarlson_govmikehuckabee_irresponsibly_congresswoman
59	procedures - treatments - cvshealth - cvspharmacy - tested	37	59_procedures_treatments_cvshealth_cvspharmacy
60	announcement - abc13houston - taxpayer - commissioning - retweeted	37	60_announcement_abc13houston_taxpayer_commissioning
61	realdonaldtrump - greeting - starts - concerning - signing	36	61_realdonaldtrump_greeting_starts_concerning
62	the_slavinator - trumpsvoters - cnnpolitics - marksmile100 - miss_katiesmith	36	62_the_slavinator_trumpsvoters_cnnpolitics_marksmile100
63	wasteful - exports - devalued - ambassador - prohibit	36	63_wasteful_exports_devalued_ambassador
64	paycheckprotectionprogram - jc_varela - canadianpm - potusinpoland - mrs	35	64_paycheckprotectionprogram_jc_varela_canadianpm_potusinpoland
65	taxcutsandjobsact - paycheckprotectionprogram - nationalparks - taxcuts - withholding	35	65_taxcutsandjobsact_paycheckprotectionprogram_nationalparks_taxcuts
66	citizens - interests - sights - participating - builds	35	66_citizens_interests_sights_participating
67	hearts - interests - briefing - mike_pence - catholic	35	67_hearts_interests_briefing_mike_pence
68	repeatedly - swine - delayed - behaving - grown	35	68_repeatedly_swine_delayed_behaving
69	godblesstheusa - jpn_pmo - realdonaldtrump - weeklyaddress - potusinasia	34	69_godblesstheusa_jpn_pmo_realdonaldtrump_weeklyaddress
70	repeatedly - defeated - witnessing - dreams - regs	34	70_repeatedly_defeated_witnessing_dreams
71	grangercampaign - standards - choices - witnessing - educated	34	71_grangercampaign_standards_choices_witnessing
72	realdonaldtrump - abcpolitics - mikebloomberg - demdebate - byronyork	34	72_realdonaldtrump_abcpolitics_mikebloomberg_demdebate
73	shelter - intricate - heartwarming - therapist - ptsd	33	73_shelter_intricate_heartwarming_therapist
74	realdonaldtrump - amounts - booming - statements - sanctions	33	74_realdonaldtrump_amounts_booming_statements
75	paramedics - battlefields - doctors - hallowed - grounds	33	75_paramedics_battlefields_doctors_hallowed
76	pledgetoamericaworkers - empowering - reforms - expanding - hampshire	33	76_pledgetoamericaworkers_empowering_reforms_expanding
77	realdonaldtrump - revealed - upholds - meetings - captured	33	77_realdonaldtrump_revealed_upholds_meetings
78	pedophile - greeting - sniper - oversampling - revealed	32	78_pedophile_greeting_sniper_oversampling
79	shameless - disgusting - exaggeration - infested - unconstitutional	32	79_shameless_disgusting_exaggeration_infested
80	hurricaneirma - nasa_marshall - nhc_atlantic - robert_aderholt - space_station	32	80_hurricaneirma_nasa_marshall_nhc_atlantic_robert_aderholt
81	decades - swine - senjohnmccain - roots - nights	31	81_decades_swine_senjohnmccain_roots
82	unfairly - jim_jordan - shooter - loopholes - mentally	31	82_unfairly_jim_jordan_shooter_loopholes
83	forewoman - heartbreaking - whistleblower - facts - loopholes	31	83_forewoman_heartbreaking_whistleblower_facts
84	paulsperry_ - facts - quotes - standards - broadcasting	31	84_paulsperry__facts_quotes_standards
85	natlparkservice - michstatepolice - marialeetn - 500days - us_fda	31	85_natlparkservice_michstatepolice_marialeetn_500days
86	hearts - citizens - secured - freedoms - respected	31	86_hearts_citizens_secured_freedoms
87	mothers - hurricane - gardens - pentagon - briefing	30	87_mothers_hurricane_gardens_pentagon
88	firefighting - deployed - lawsuits - doctors - shooter	30	88_firefighting_deployed_lawsuits_doctors
89	presents - chairman - weekly - federation - united	30	89_presents_chairman_weekly_federation
90	mrs - johnson - republic - tuesday - welcomed	29	90_mrs_johnson_republic_tuesday
91	foxandfriends - foxnetworks - ainsleyearhardt - realdonaldtrump - tuckercarlson	29	91_foxandfriends_foxnetworks_ainsleyearhardt_realdonaldtrump
92	armedforcesday - thealabamaband - generations - operations - overseas	29	92_armedforcesday_thealabamaband_generations_operations
93	strengthen - rebuilds - reforms - ivankatrump - exporter	29	93_strengthen_rebuilds_reforms_ivankatrump
94	decades - extended - unthinkable - weapons - expanded	29	94_decades_extended_unthinkable_weapons
95	forthcoming - intellect - meetings - consensus - johncornyn	29	95_forthcoming_intellect_meetings_consensus
96	deductibility - kimstrassel - jrock41s - claiming - translator	29	96_deductibility_kimstrassel_jrock41s_claiming
97	foxandfriends - realdonaldtrump - theleegreenwood - kimstrassel - vpinmt	28	97_foxandfriends_realdonaldtrump_theleegreenwood_kimstrassel
98	swine - profits - galvanized - reuters - overseas	28	98_swine_profits_galvanized_reuters
99	milspooftheyear - teacheroftheyear - cgacommencement17 - pentagon - vppresssec	28	99_milspooftheyear_teacheroftheyear_cgacommencement17_pentagon
100	realdonaldtrump - transcripts - democrats - iran - carolina	28	100_realdonaldtrump_transcripts_democrats_iran
101	100days - ranchers - economics - promised - interests	28	101_100days_ranchers_economics_promised
102	fema_brock - teamtrumpbts - ricardorossello - staceyplaskett - theresa_may	28	102_fema_brock_teamtrumpbts_ricardorossello_staceyplaskett
103	julian - america - exposing - great - clinton	28	103_julian_america_exposing_great
104	deadly - overseas - defeating - citizens - booming	28	104_deadly_overseas_defeating_citizens
105	cubancoffee - jc_varela - repfrenchhill - reforms - promised	27	105_cubancoffee_jc_varela_repfrenchhill_reforms
106	thebluehousekr - moonriver365 - automotive - americafirst - humphreys	27	106_thebluehousekr_moonriver365_automotive_americafirst
107	fireworks - cowboys - distorted - procedures - civilization	27	107_fireworks_cowboys_distorted_procedures
108	meetings - functioning - hunt - staying - collusion	27	108_meetings_functioning_hunt_staying
109	jim_jordan - caliphate - defeating - sympathies - manhattan	27	109_jim_jordan_caliphate_defeating_sympathies
110	launched - govchristie - france - promoted - secured	27	110_launched_govchristie_france_promoted
111	recorded - latinos - gopchairwoman - ivankatrump - unemployment	26	111_recorded_latinos_gopchairwoman_ivankatrump
112	economists - signs - orders - announces - signing	26	112_economists_signs_orders_announces
113	nasa_johnson - congressionalbaseballgame - wrbethesda - grovectycollege - congrats	26	113_nasa_johnson_congressionalbaseballgame_wrbethesda_grovectycollege
114	johnson - hampshire - kansas - missouri - electionnight	26	114_johnson_hampshire_kansas_missouri
115	brave - briefing - inspiring - mbs - indiana	26	115_brave_briefing_inspiring_mbs
116	legislative - committees - realdonaldtrump - negotiated - enhancement	25	116_legislative_committees_realdonaldtrump_negotiated
117	philadelphia - missouri - citizens - pockets - booming	25	117_philadelphia_missouri_citizens_pockets
118	realdonaldtrump - vatican - meetings - raising - amounts	25	118_realdonaldtrump_vatican_meetings_raising
119	electrical - amounts - purposes - buys - farmers	25	119_electrical_amounts_purposes_buys
120	realdonaldtrump - extended - meetings - welcoming - ivankatrump	25	120_realdonaldtrump_extended_meetings_welcoming
121	realdonaldtrump - deadliest - drudge_report - starts - tops	24	121_realdonaldtrump_deadliest_drudge_report_starts
122	michaelcburgess - snapon_tools - fema_brock - repbrianfitz - jpn_pmo	24	122_michaelcburgess_snapon_tools_fema_brock_repbrianfitz
123	heroworldchallenge - tigerwoods - meetings - counting - mrs	24	123_heroworldchallenge_tigerwoods_meetings_counting
124	cufidc - acawards - reforms - awards - legislative	24	124_cufidc_acawards_reforms_awards
125	dysfunctional - apprehended - acts - sustaining - sanctuary	24	125_dysfunctional_apprehended_acts_sustaining
126	thebluehousekr - 막 - 받 - 밤 - 상	24	126_thebluehousekr_막_받_밤
127	realdonaldtrump - doctors - loans - minnesota - congrats	24	127_realdonaldtrump_doctors_loans_minnesota
128	realdonaldtrump - mothers - prayers - ricardorossello - wishing	24	128_realdonaldtrump_mothers_prayers_ricardorossello
129	realjameswoods - upcoming - caliphate - complaints - disgraceful	23	129_realjameswoods_upcoming_caliphate_complaints
130	thebig_easy - delighted - robertjeffress - terrific - celebratefreedom	23	130_thebig_easy_delighted_robertjeffress_terrific
131	lawsuits - campaigning - shocking - focusing - washington	23	131_lawsuits_campaigning_shocking_focusing
132	mercy_first - childrenstheone - servicemembers - ptsd - lbperfectmaine	23	132_mercy_first_childrenstheone_servicemembers_ptsd
133	foxandfriends - extended - opponents - thinks - delays	23	133_foxandfriends_extended_opponents_thinks
134	foxandfriends - chuckgrassley - usforcesjapan - realdonaldtrump - marklevinshow	23	134_foxandfriends_chuckgrassley_usforcesjapan_realdonaldtrump
135	hurricaneharvey - realdonaldtrump - strengthening - islamic - بعاصمة	22	135_hurricaneharvey_realdonaldtrump_strengthening_islamic
136	irma - donate - harvey - text - jobs	22	136_irma_donate_harvey_text
137	wallstreetjour - realdonaldtrump - whistleblower - saracarterdc - battling	22	137_wallstreetjour_realdonaldtrump_whistleblower_saracarterdc
138	americafirstpol - marks - vppresssec - nuclea - signing	22	138_americafirstpol_marks_vppresssec_nuclea
139	hurricaneirma2017 - hurricaneirma - teamtrumpbts - hurricane - potusinpoland	22	139_hurricaneirma2017_hurricaneirma_teamtrumpbts_hurricane
140	realdonaldtrump - appreciated - wishing - john - gorsuch	22	140_realdonaldtrump_appreciated_wishing_john
141	accessibility - exceptions - abolishing - loopholes - deadly	22	141_accessibility_exceptions_abolishing_loopholes
142	loans - processed - amounts - donations - worker	22	142_loans_processed_amounts_donations
143	groundbreaking - worker - issued - welcoming - presents	22	143_groundbreaking_worker_issued_welcoming
144	tortured - granddaughter - raped - fuentes - ratings	21	144_tortured_granddaughter_raped_fuentes
145	smallbusinesssaturday - realdonaldtrump - affairs - confirmed - republican	21	145_smallbusinesssaturday_realdonaldtrump_affairs_confirmed
146	realdonaldtrump - makeamericagreatagain - weeklyaddress - israelipm - theresa_may	21	146_realdonaldtrump_makeamericagreatagain_weeklyaddress_israelipm
147	nasa_johnson - wrbethesda - historically - canadia - traveling	21	147_nasa_johnson_wrbethesda_historically_canadia
148	realdonaldtrump - arrangements - anticipated - nort - sanctions	21	148_realdonaldtrump_arrangements_anticipated_nort
149	wednesday - prayers - condemn - scenes - attacks	21	149_wednesday_prayers_condemn_scenes
150	purchased - realdonaldtrump - lawyers - faster - loopholes	21	150_purchased_realdonaldtrump_lawyers_faster
151	renegotiate - coalition - hospitals - hearts - promised	21	151_renegotiate_coalition_hospitals_hearts
152	kilmeadeandfriends - natlgovsassoc - politics - shutdown - loans	21	152_kilmeadeandfriends_natlgovsassoc_politics_shutdown
153	defeated - politics - dreams - consumers - ends	21	153_defeated_politics_dreams_consumers
154	foxandfriends - realdonaldtrump - supporting - missiles - smugglers	20	154_foxandfriends_realdonaldtrump_supporting_missiles
155	procedures - inflation - blocking - banks - anticipated	20	155_procedures_inflation_blocking_banks
156	weekly - louisville - jointaddress - potus - icymi	20	156_weekly_louisville_jointaddress_potus
157	realdonaldtrump - unfairly - tolerated - strongly - unacceptable	20	157_realdonaldtrump_unfairly_tolerated_strongly
158	americafirst - prosperity - practices - promised - lifetime	20	158_americafirst_prosperity_practices_promised
159	cowardly - politics - differences - aside - condemn	20	159_cowardly_politics_differences_aside
160	shameful - realdonaldtrump - senategop - chairman - hundreds	20	160_shameful_realdonaldtrump_senategop_chairman
161	milspooftheyear - founded1908 - emmasartkits - tracyskidsdc - hospitals	20	161_milspooftheyear_founded1908_emmasartkits_tracyskidsdc
162	realdonaldtrump - 500days - inflation - greatness - departing	20	162_realdonaldtrump_500days_inflation_greatness
163	outgoing - washington - announcement - reuters - beacon	20	163_outgoing_washington_announcement_reuters
164	nationalvietnamwarveteransday - fitzgerald - firstrespondersday - realdonaldtrump - hotspots	19	164_nationalvietnamwarveteransday_fitzgerald_firstrespondersday_realdonaldtrump
165	overrated - realdonaldtrump - angela - collusion - implying	19	165_overrated_realdonaldtrump_angela_collusion
166	grandfathers - hurricane - campaigning - collectivist - mixed	19	166_grandfathers_hurricane_campaigning_collectivist
167	madeintheusa - americafirst - presidentscup - memorial - celebrating	19	167_madeintheusa_americafirst_presidentscup_memorial
168	groundbreaking - realdonaldtrump - regions - appropriately - consumers	19	168_groundbreaking_realdonaldtrump_regions_appropriately
169	draintheswamp - answers - prosperity - acawards - missouri	19	169_draintheswamp_answers_prosperity_acawards
170	foxandfriends - realdonaldtrump - cranks - msdnc - hunt	18	170_foxandfriends_realdonaldtrump_cranks_msdnc
171	unwavering - underscore - deptvetaffairs - acting - potus	18	171_unwavering_underscore_deptvetaffairs_acting
172	realdonaldtrump - kingabdullahii - abdullah - accompanied - castle	18	172_realdonaldtrump_kingabdullahii_abdullah_accompanied
173	revealed - defeated - examples - flowing - govmattbevin	18	173_revealed_defeated_examples_flowing
174	readthebill - americanhealthcareact - summitamericas - secretaryperry - cajunindustries	18	174_readthebill_americanhealthcareact_summitamericas_secretaryperry
175	realdonaldtrump - hearts - reforms - signs - rising	18	175_realdonaldtrump_hearts_reforms_signs
176	foxandfriends - disrespecting - realdonaldtrump - alternatives - carrying	18	176_foxandfriends_disrespecting_realdonaldtrump_alternatives
177	realdonaldtrump - remaining - replacing - fiatchrysler_na - relocate	18	177_realdonaldtrump_remaining_replacing_fiatchrysler_na
178	warfighting - greetings - usarmyreserve - generations - ears	18	178_warfighting_greetings_usarmyreserve_generations
179	realdonaldtrump - writes - loopholes - likes - simultaneously	18	179_realdonaldtrump_writes_loopholes_likes
180	ranchers - realdonaldtrump - promised - farmers - respected	18	180_ranchers_realdonaldtrump_promised_farmers
181	cryptocurrencies - realdonaldtrump - locations - purposes - volatile	18	181_cryptocurrencies_realdonaldtrump_locations_purposes
182	realdonaldtrump - larsloekke - georgia - giorgi - løkke	18	182_realdonaldtrump_larsloekke_georgia_giorgi
183	realdonaldtrump - gasoline - senategop - democrats - collar	17	183_realdonaldtrump_gasoline_senategop_democrats
184	realdonaldtrump - conferences - democrats - dems - lamestream	17	184_realdonaldtrump_conferences_democrats_dems
185	realdonaldtrump - faster - walls - flooding - expanding	17	185_realdonaldtrump_faster_walls_flooding
186	realdonaldtrump - accessibility - markets - signs - presidential	17	186_realdonaldtrump_accessibility_markets_signs
187	realdonaldtrump - emmanuelmacron - alain_berset - meetings - france	17	187_realdonaldtrump_emmanuelmacron_alain_berset_meetings
188	taxpayer - announces - victims - visits - foxconn	17	188_taxpayer_announces_victims_visits
189	cbpmarkmorgan - commentators - loopholes - repeatedly - behaviors	17	189_cbpmarkmorgan_commentators_loopholes_repeatedly
190	pharmaceutical - realdonaldtrump - latinocoalition - mike_pence - accompanied	17	190_pharmaceutical_realdonaldtrump_latinocoalition_mike_pence
191	realdonaldtrump - minnesota - prayers - returning - pumped	17	191_realdonaldtrump_minnesota_prayers_returning
192	suppliers - attacks - maintaining - illnesses - caring	17	192_suppliers_attacks_maintaining_illnesses
193	citizens - strengthen - loudobbs - promises - obligation	17	193_citizens_strengthen_loudobbs_promises
194	slaughtered - hallowed - realdonaldtrump - missouri - hearts	16	194_slaughtered_hallowed_realdonaldtrump_missouri
195	hurricaneirma - hurricane - hurricaneharvery - nhc_atlantic - hearts	16	195_hurricaneirma_hurricane_hurricaneharvery_nhc_atlantic
196	gregabbott_tx - fema_brock - realdonaldtrump - hurricaneharvey - edwards	16	196_gregabbott_tx_fema_brock_realdonaldtrump_hurricaneharvey
197	foxandfriends - ainsleyearhardt - realdonaldtrump - tuckercarlson - interviews	16	197_foxandfriends_ainsleyearhardt_realdonaldtrump_tuckercarlson
198	gathering - wrbethesda - marks - kansas - maryland	16	198_gathering_wrbethesda_marks_kansas
199	realdonaldtrump - jae - united - florida - wishes	16	199_realdonaldtrump_jae_united_florida
200	madeinamerica - realdonaldtrump - vpcomdir - ivankatrump - leads	16	200_madeinamerica_realdonaldtrump_vpcomdir_ivankatrump
201	realdonaldtrump - promised - farmers - ventilators - germany	16	201_realdonaldtrump_promised_farmers_ventilators
202	lights - mixed - shifting - abolishing - newcomers	16	202_lights_mixed_shifting_abolishing
203	shutdown - goods - paul - convicted - clue	16	203_shutdown_goods_paul_convicted
204	realdonaldtrump - ambassador - respected - angela - congressman	16	204_realdonaldtrump_ambassador_respected_angela
205	realdonaldtrump - catastrophic - hurricane - loopholes - measures	16	205_realdonaldtrump_catastrophic_hurricane_loopholes
206	realdonaldtrump - signs - limits - hits - iran	15	206_realdonaldtrump_signs_limits_hits
207	embassytbilisi - welcoming - georgian - georgia - strengthen	15	207_embassytbilisi_welcoming_georgian_georgia
208	realdonaldtrump - whitehous - kornhauser - revealed - mrs	15	208_realdonaldtrump_whitehous_kornhauser_revealed
209	uplifts - hearts - deadly - therapies - reporting	15	209_uplifts_hearts_deadly_therapies
210	realdonaldtrump - swinging - negotiating - closely - overplaying	15	210_realdonaldtrump_swinging_negotiating_closely
211	mothersday - realdonaldtrump - mothers - independence - prosperity	15	211_mothersday_realdonaldtrump_mothers_independence
212	signs - memorial - officers - therapies - flattened	15	212_signs_memorial_officers_therapies
213	marks - knesset - embassy - jerusalem - 6th	15	213_marks_knesset_embassy_jerusalem
214	doctors - logistics - supplies - grounds - gowns	15	214_doctors_logistics_supplies_grounds
215	realdonaldtrump - supports - introduction - representatives - opioidcrisis	15	215_realdonaldtrump_supports_introduction_representatives
216	courts - meetings - associate - promised - congrats	15	216_courts_meetings_associate_promised
217	realdonaldtrump - briefing - theresa_may - addressed - renewable	15	217_realdonaldtrump_briefing_theresa_may_addressed
218	shameful - realdonaldtrump - donaldjtrumpjr - heading - southern	15	218_shameful_realdonaldtrump_donaldjtrumpjr_heading
219	realdonaldtrump - unknown - mrs - memorial - john	15	219_realdonaldtrump_unknown_mrs_memorial
220	faster - worker - promised - cleared - freedoms	14	220_faster_worker_promised_cleared
221	secured - traveling - confirmed - federation - delivered	14	221_secured_traveling_confirmed_federation
222	realdonaldtrump - whitehouse - rt - jobs - growth	14	222_realdonaldtrump_whitehouse_rt_jobs
223	realdonaldtrump - emmanuelmacron - madeinamerica - theresa_may - huckabeeontbn	14	223_realdonaldtrump_emmanuelmacron_madeinamerica_theresa_may
224	unwavering - elections - dictatorship - founding - israeli	14	224_unwavering_elections_dictatorship_founding
225	realdonaldtrump - prayers - victims - sympathies - mornings	14	225_realdonaldtrump_prayers_victims_sympathies
226	victory - trump - lead - -	14	226_victory_trump_lead_
227	taxcutsfora - americafirstpol - paychecks - realdonaldtrump - faster	14	227_taxcutsfora_americafirstpol_paychecks_realdonaldtrump
228	empowered - seamlessly - hotspots - safely - signs	14	228_empowered_seamlessly_hotspots_safely
229	ainsleyearhardt - foxandfriends - donnydeutsch - realdonaldtrump - politics	14	229_ainsleyearhardt_foxandfriends_donnydeutsch_realdonaldtrump
230	realdonaldtrump - announcement - cufidc - voting - repbrianbabin	14	230_realdonaldtrump_announcement_cufidc_voting
231	cdcdirector - thehillopinion - huckabee - jeffsessions - cdc	14	231_cdcdirector_thehillopinion_huckabee_jeffsessions
232	inflicted - realdonaldtrump - defeated - loopholes - boosted	14	232_inflicted_realdonaldtrump_defeated_loopholes
233	paychecks - climbing - tuesday - opens - islamic	14	233_paychecks_climbing_tuesday_opens
234	changethelaws - supplies - ordered - citizens - hundreds	14	234_changethelaws_supplies_ordered_citizens
235	realdonaldtrump - carrying - ensuring - illicitly - legislation	14	235_realdonaldtrump_carrying_ensuring_illicitly
236	realdonaldtrump - claiming - hills - petrified - pulling	14	236_realdonaldtrump_claiming_hills_petrified
237	realdonaldtrump - realdonaldjtrump - southern - united - chairman	14	237_realdonaldtrump_realdonaldjtrump_southern_united
238	bluegrass - 10downingstreet - waysandmeansgop - wasteful - reforms	14	238_bluegrass_10downingstreet_waysandmeansgop_wasteful
239	realdonaldtrump - johncardillo - charliekirk11 - iran - john	14	239_realdonaldtrump_johncardillo_charliekirk11_iran
240	realdonaldtrump - transcripts - maryland - begins - baltimore	14	240_realdonaldtrump_transcripts_maryland_begins
241	realdonaldtrump - wasting - dems - crazed - democrats	13	241_realdonaldtrump_wasting_dems_crazed
242	unfairly - collusion - fairness - ordeal - potus	13	242_unfairly_collusion_fairness_ordeal
243	sentedcruz - defeating - assuming - shutdown - pentagon	13	243_sentedcruz_defeating_assuming_shutdown
244	americaspoliticsadmin - americaspolitics - lisamarieboothe - deadly - introduced	13	244_americaspoliticsadmin_americaspolitics_lisamarieboothe_deadly
245	laughing - leagues - johnson - devastating - ruled	13	245_laughing_leagues_johnson_devastating
246	repmattgaetz - disrespects - mike_pence - superheroes - farming	13	246_repmattgaetz_disrespects_mike_pence_superheroes
247	realdonaldtrump - citizens - ivankatrump - prosperity - restart	13	247_realdonaldtrump_citizens_ivankatrump_prosperity
248	realdonaldtrump - earliest - denied - cooperation - hundreds	13	248_realdonaldtrump_earliest_denied_cooperation
249	oas_official - linda_mcmahon - agjefflandry - affairs - cmsgov	13	249_oas_official_linda_mcmahon_agjefflandry_affairs
250	russians - minnesota - facts - respected - iran	13	250_russians_minnesota_facts_respected
251	realdonaldtrump - funds - enhanced - proposed - hunt	13	251_realdonaldtrump_funds_enhanced_proposed
252	celebrating - potus - remarks - thriving - htt	13	252_celebrating_potus_remarks_thriving
253	wednesday - paychecks - proposals - industries - realdonaldtrump	13	253_wednesday_paychecks_proposals_industries
254	measures - drinking - dangers - supporting - breakthroughs	13	254_measures_drinking_dangers_supporting
255	subcommittee - promised - honoring - refusing - arlington	12	255_subcommittee_promised_honoring_refusing
256	realdonaldtrump - wellbeing - washington - governor - highs	12	256_realdonaldtrump_wellbeing_washington_governor
257	belongs - realdonaldtrump - provocation - belong - adversity	12	257_belongs_realdonaldtrump_provocation_belong
258	foxandfriends - realdonaldtrump - hughhewitt - discredited - washingtonpost	12	258_foxandfriends_realdonaldtrump_hughhewitt_discredited
259	decades - conflicts - independence - france - founding	12	259_decades_conflicts_independence_france
260	washingtonpost - generations - exploration - promises - decimated	12	260_washingtonpost_generations_exploration_promises
261	madeinamerica - politics - highlights - realdonaldtrump - assurances	12	261_madeinamerica_politics_highlights_realdonaldtrump
262	reforms - worker - worke - secretarysonny - york	12	262_reforms_worker_worke_secretarysonny
263	healthcarebill - robertjeffress - makeamericagreatagain - realdonaldtrump - congrats	12	263_healthcarebill_robertjeffress_makeamericagreatagain_realdonaldtrump
264	realdonaldtrump - denuclearize - denuclearization - briefing - peninsula	12	264_realdonaldtrump_denuclearize_denuclearization_briefing
265	ranchers - realdonaldtrump - farmers - briefing - traveling	12	265_ranchers_realdonaldtrump_farmers_briefing
266	realdonaldtrump - credentials - ambjohnbolton - ambassador - qualifications	12	266_realdonaldtrump_credentials_ambjohnbolton_ambassador
267	successfully - meetings - secshulkin - delegation - ambassador	12	267_successfully_meetings_secshulkin_delegation
268	realdonaldtrump - marks - peaceofficersmemorialday - supplies - preparations	12	268_realdonaldtrump_marks_peaceofficersmemorialday_supplies
269	realdonaldtrump - mike_pence - secretaryperry - heading - celebrating	12	269_realdonaldtrump_mike_pence_secretaryperry_heading
270	realdonaldtrump - amounts - practically - reprickallen - farmers	12	270_realdonaldtrump_amounts_practically_reprickallen
271	chuckgrassley - realdonaldtrump - healthcarefraud - hhsgov - senatemajldr	12	271_chuckgrassley_realdonaldtrump_healthcarefraud_hhsgov
272	realdonaldtrump - michael - metcalf - morn - united	12	272_realdonaldtrump_michael_metcalf_morn
273	realdonaldtrump - iran - issued - regimes - sanctions	12	273_realdonaldtrump_iran_issued_regimes
274	realdonaldtrump - highlights - ivankatrump - mike_pence - concerning	12	274_realdonaldtrump_highlights_ivankatrump_mike_pence
275	realdonaldtrump - makeamericagreatagain - drgoodspine - eazymf_e - supreme	12	275_realdonaldtrump_makeamericagreatagain_drgoodspine_eazymf_e
276	americaspolitics - realdonaldtrump - opponents - thinks - tweets	12	276_americaspolitics_realdonaldtrump_opponents_thinks
277	realdonaldtrump - amendment - snatch - republican - weekly	12	277_realdonaldtrump_amendment_snatch_republican
278	spaceflight - nasa_sls - realdonaldtrump - space_station - schrieverafb	11	278_spaceflight_nasa_sls_realdonaldtrump_space_station
279	ricardorossello - schrieverafb - signs - sailors - hurricane	11	279_ricardorossello_schrieverafb_signs_sailors
280	realdonaldtrump - exceedingly - weaponizes - deregulation - mario	11	280_realdonaldtrump_exceedingly_weaponizes_deregulation
281	foxandfriends - realdonaldtrump - govmikehuckabee - hurricane - kristinfisher	11	281_foxandfriends_realdonaldtrump_govmikehuckabee_hurricane
282	disasterrecovery - afthunderbirds - ussjohnfinn - realdonaldtrump - deployment	11	282_disasterrecovery_afthunderbirds_ussjohnfinn_realdonaldtrump
283	taxcutsandjobsact - markets - investing - hurts - farmers	11	283_taxcutsandjobsact_markets_investing_hurts
284	realdonaldtrump - newsrooms - conferences - laughed - realdonaldtru	11	284_realdonaldtrump_newsrooms_conferences_laughed
285	objectives - secured - requesting - increases - peninsula	11	285_objectives_secured_requesting_increases
286	realdonaldtrump - meetings - heading - sadly - landed	11	286_realdonaldtrump_meetings_heading_sadly
287	wednesday - realdonaldtrump - ussjohnsmccain - prayers - washington	11	287_wednesday_realdonaldtrump_ussjohnsmccain_prayers
288	foxandfriends - realdonaldtrump - newtgingrich - starts - adams	11	288_foxandfriends_realdonaldtrump_newtgingrich_starts
289	hurricaneirma - wishing - rescue - whitehousehstry - featured	11	289_hurricaneirma_wishing_rescue_whitehousehstry
290	realdonaldtrump - godblesstheusa - weeklyaddress - buyamericanhireamerican - happyindependenceday	11	290_realdonaldtrump_godblesstheusa_weeklyaddress_buyamericanhireamerican
291	realdonaldtrump - madeinamerica - america - showcase - great	11	291_realdonaldtrump_madeinamerica_america_showcase
292	realdonaldtrump - pressing - tirelessly - secretarysonny - achievement	11	292_realdonaldtrump_pressing_tirelessly_secretarysonny
293	decades - realdonaldtrump - blocking - autoworkers - overseas	11	293_decades_realdonaldtrump_blocking_autoworkers
294	realdonaldtrump - wishing - mike_pence - promised - celebrating	11	294_realdonaldtrump_wishing_mike_pence_promised
295	realdonaldtrump - france - unbreakable - strengthening - delivered	11	295_realdonaldtrump_france_unbreakable_strengthening
296	unfairly - realdonaldtrump - lindseygrahamsc - honorable - replizcheney	11	296_unfairly_realdonaldtrump_lindseygrahamsc_honorable
297	realdonaldtrump - donaldjtrumpjr - loves - curve - flattening	10	297_realdonaldtrump_donaldjtrumpjr_loves_curve
298	armedforcesday - safeguarding - holocaustremembranceday - ultimate - holocaust	10	298_armedforcesday_safeguarding_holocaustremembranceday_ultimate
299	realdonaldtrump - sheriffs - ivankatrump - mayors - commander	10	299_realdonaldtrump_sheriffs_ivankatrump_mayors

Training hyperparameters

• calculate_probabilities: False
• 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: 1.23.5
• HDBSCAN: 0.8.38.post1
• UMAP: 0.5.6
• Pandas: 2.2.2
• Scikit-Learn: 1.5.1
• Sentence-transformers: 3.0.1
• Transformers: 4.44.2
• Numba: 0.60.0
• Plotly: 5.24.0
• Python: 3.10.12