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
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