MARTINI_enrich_BERTopic_InformationEqualsDecisions

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_InformationEqualsDecisions")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 45
  • Number of training documents: 6128
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
-1 trump - patriots - everything - china - states 20 -1_trump_patriots_everything_china
0 treasury - ww3 - mossad - nesara - starlink 3839 0_treasury_ww3_mossad_nesara
1 epstein - pizzagate - clinton - ghislaine - madonna 180 1_epstein_pizzagate_clinton_ghislaine
2 vaccinated - mandates - employers - exempt - colorado 143 2_vaccinated_mandates_employers_exempt
3 trump - presidents - rushmore - melania - greatest 115 3_trump_presidents_rushmore_melania
4 nephilim - baphomet - babylon - semiramis - goddess 106 4_nephilim_baphomet_babylon_semiramis
5 maricopa - kamala - ballots - republican - subpoenaed 100 5_maricopa_kamala_ballots_republican
6 ukraine - bioweapons - pentagon - sanctions - vladimir 98 6_ukraine_bioweapons_pentagon_sanctions
7 biden - stimulus - impeached - workers - gas 94 7_biden_stimulus_impeached_workers
8 illuminati - rothschild - khazarians - mossad - hitler 78 8_illuminati_rothschild_khazarians_mossad
9 comey - wikileaks - msnbc - clinton - colluded 69 9_comey_wikileaks_msnbc_clinton
10 militia - handguns - gunman - shootings - constitution 68 10_militia_handguns_gunman_shootings
11 treason - overthrow - 2383 - code - misrepresentation 66 11_treason_overthrow_2383_code
12 november - dates - jfkjr - julian - tuesday 65 12_november_dates_jfkjr_julian
13 afghanistan - usaf - airstrike - pentagon - casualties 60 13_afghanistan_usaf_airstrike_pentagon
14 satanic - dutroux - illuminati - abused - sabrina 58 14_satanic_dutroux_illuminati_abused
15 pfizer - vaccinated - strokes - clot - vascular 52 15_pfizer_vaccinated_strokes_clot
16 qfrogman - defcon - trump - pompeo - reposted 51 16_qfrogman_defcon_trump_pompeo
17 pelosi - bail - rioters - truthjusticefreedom - january 50 17_pelosi_bail_rioters_truthjusticefreedom
18 masks - inhaled - contaminate - pathogenic - cochranelibrary 48 18_masks_inhaled_contaminate_pathogenic
19 unvaccinated - vaccinate - mercola - shots - obukhanych 48 19_unvaccinated_vaccinate_mercola_shots
20 tunnels - montauk - switzerland - wormhole - maglev 47 20_tunnels_montauk_switzerland_wormhole
21 bidenlaptopreport - joe - doj_fbi_msdnc - delaware - pervert 41 21_bidenlaptopreport_joe_doj_fbi_msdnc_delaware
22 treason - enemies - states - soros - pentagon 36 22_treason_enemies_states_soros
23 ivermectin - hydroxychloroquine - detoxify - glutathione - chlorella 36 23_ivermectin_hydroxychloroquine_detoxify_glutathione
24 goodmorning - sunday - blessings - happiness - thankful 36 24_goodmorning_sunday_blessings_happiness
25 executions - indicted - guantanamo - traitors - papitrumpo 35 25_executions_indicted_guantanamo_traitors
26 jonah - sermon - grace - broken - become 35 26_jonah_sermon_grace_broken
27 chat - duplicates - scams - alicia - theredawakening 35 27_chat_duplicates_scams_alicia
28 facebook - censorship - newsfeeds - misinformation - duckduckgo 33 28_facebook_censorship_newsfeeds_misinformation
29 impeachment - pelosi - treason - constitution - senators 32 29_impeachment_pelosi_treason_constitution
30 qanonymous - b2q47ftckui6vc5hmjaq5xumoy - redoctober2 - msdnc - hunter_biden 32 30_qanonymous_b2q47ftckui6vc5hmjaq5xumoy_redoctober2_msdnc
31 ترامپ - bolsonaro - saudi - 2017 - submits 29 31_ترامپ_bolsonaro_saudi_2017
32 trump - fauci - lockdowns - mandated - reasons 28 32_trump_fauci_lockdowns_mandated
33 fauci - billgates - coronaviruses - bioengineered - pentagon 28 33_fauci_billgates_coronaviruses_bioengineered
34 biden - coup - fisa - fake - everything 27 34_biden_coup_fisa_fake
35 prayer - psalms - deuteronomy - bless - deliverance 27 35_prayer_psalms_deuteronomy_bless
36 beachbroadcastnews - kahului - santasurfing - wildfires - thorburn 25 36_beachbroadcastnews_kahului_santasurfing_wildfires
37 telegram - playstore - encrypted - tosettingprivacy - downloaded 24 37_telegram_playstore_encrypted_tosettingprivacy
38 capitol - buildings - collapsed - evacuation - fire 23 38_capitol_buildings_collapsed_evacuation
39 queen - buckingham - sovereigns - mi6 - konigspalast 23 39_queen_buckingham_sovereigns_mi6
40 vaxxed - tested - positive - corden - hickenlooper 23 40_vaxxed_tested_positive_corden
41 transyouth - homosexuals - children - dysphoria - clinic 22 41_transyouth_homosexuals_children_dysphoria
42 osmeraascendingsolutions - blogging - newsletters - asending - webshop 22 42_osmeraascendingsolutions_blogging_newsletters_asending
43 wow - watched - videos - jeremy - coincidences 21 43_wow_watched_videos_jeremy

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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