File size: 40,337 Bytes

9ef69bb


---
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
---

# BERTopic_realDonaldjTrump

This is a [BERTopic](https://github.com/MaartenGr/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:

```python
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

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | 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 |
  
</details>

## 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