MARTINI_enrich_BERTopic_UncleSamsNYPBs
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_UncleSamsNYPBs")
topic_model.get_topic_info()
Topic overview
- Number of topics: 44
- Number of training documents: 5393
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | trump - fauci - shit - everyone - state | 20 | -1_trump_fauci_shit_everyone |
| 0 | ww3 - russia - globalists - zelensky - missiles | 3482 | 0_ww3_russia_globalists_zelensky |
| 1 | biopolitics - biometric - artificial - metaverse - cashless | 103 | 1_biopolitics_biometric_artificial_metaverse |
| 2 | dandelions - eggs - usda - hens - insects | 98 | 2_dandelions_eggs_usda_hens |
| 3 | dollar - inflation - currencies - bloomberg - dxy | 93 | 3_dollar_inflation_currencies_bloomberg |
| 4 | died - covidbc - adrian - 2022 - hoosick | 67 | 4_died_covidbc_adrian_2022 |
| 5 | trumps - desantis - antichrist - bullshit - vaccine | 66 | 5_trumps_desantis_antichrist_bullshit |
| 6 | antifa - atlanta - rioters - arrested - harper | 59 | 6_antifa_atlanta_rioters_arrested |
| 7 | feminists - rape - handmaids - cunts - whorebride | 57 | 7_feminists_rape_handmaids_cunts |
| 8 | deadlifts - biceps - fatphobic - bmi - squat | 55 | 8_deadlifts_biceps_fatphobic_bmi |
| 9 | scotus - protesters - washington - abortions - overturns | 54 | 9_scotus_protesters_washington_abortions |
| 10 | btc - bullish - downtrend - breakout - rsi | 54 | 10_btc_bullish_downtrend_breakout |
| 11 | lol - forfucksakes - videos - memed - zombie | 54 | 11_lol_forfucksakes_videos_memed |
| 12 | illegals - brownsville - mexico - rearrested - viralnewsnyc | 53 | 12_illegals_brownsville_mexico_rearrested |
| 13 | bullion - uptrend - bearish - today - markets | 53 | 13_bullion_uptrend_bearish_today |
| 14 | jail - prosecuted - defendants - sentencing - matthew | 53 | 14_jail_prosecuted_defendants_sentencing |
| 15 | chemtrails - haarp - sun - earthers - atmosphere | 52 | 15_chemtrails_haarp_sun_earthers |
| 16 | youtube - αlrεαdy - subscribe - demonocracy - premiere | 51 | 16_youtube_αlrεαdy_subscribe_demonocracy |
| 17 | vote - republics - grandstanding - nicaragua - shit | 51 | 17_vote_republics_grandstanding_nicaragua |
| 18 | downtrend - bullish - rsi - chart - break | 50 | 18_downtrend_bullish_rsi_chart |
| 19 | trannies - genderwang - lupron - minors - libsontiktok | 49 | 19_trannies_genderwang_lupron_minors |
| 20 | hamas - gazans - iranians - lebanon - israelites | 48 | 20_hamas_gazans_iranians_lebanon |
| 21 | superintendent - classrooms - publicized - videos - conservative | 45 | 21_superintendent_classrooms_publicized_videos |
| 22 | twitter - taibbi - censorship - spacex - teamkennedy | 44 | 22_twitter_taibbi_censorship_spacex |
| 23 | globalist - masterminds - davos - dictators - robert | 43 | 23_globalist_masterminds_davos_dictators |
| 24 | pfizer - deaths - 125742_s1_m5_crf_c4591001 - 2022 - myocarditis | 42 | 24_pfizer_deaths_125742_s1_m5_crf_c4591001_2022 |
| 25 | fbi - whistleblower - trump - treason - unindicted | 41 | 25_fbi_whistleblower_trump_treason |
| 26 | racists - blacks - white - segregation - mlk | 41 | 26_racists_blacks_white_segregation |
| 27 | nypd - gun - perpetrator - stabbed - robbery | 36 | 27_nypd_gun_perpetrator_stabbed |
| 28 | gunman - officers - massacre - tulsa - campus | 34 | 28_gunman_officers_massacre_tulsa |
| 29 | derailment - metrolink - csx - evacuated - waterway | 34 | 29_derailment_metrolink_csx_evacuated |
| 30 | coinbase - jpmorgan - mathwallet - decentralized - transactions | 30 | 30_coinbase_jpmorgan_mathwallet_decentralized |
| 31 | pedogate - trevor - olatunde - syracuse - kool | 29 | 31_pedogate_trevor_olatunde_syracuse |
| 32 | chauvinists - masculinity - brothers - cryptofascism - clans | 26 | 32_chauvinists_masculinity_brothers_cryptofascism |
| 33 | hochul - unvaxed - reinstatement - unconstitutional - compulsory | 24 | 33_hochul_unvaxed_reinstatement_unconstitutional |
| 34 | antifa - cops - whoopi - defund - constitutionally | 24 | 34_antifa_cops_whoopi_defund |
| 35 | unvaccinated - vaxxin - plandemicseries - deathjab - mocked | 24 | 35_unvaccinated_vaxxin_plandemicseries_deathjab |
| 36 | desantis - tallahassee - governor - repeal - denaturalize | 24 | 36_desantis_tallahassee_governor_repeal |
| 37 | tesla - buick - driverless - vehicles - supercharger | 24 | 37_tesla_buick_driverless_vehicles |
| 38 | shitting - fucked - colostomy - stewie - exploded | 23 | 38_shitting_fucked_colostomy_stewie |
| 39 | nanobots - 5g - irradiated - jabbed - vibrations | 21 | 39_nanobots_5g_irradiated_jabbed |
| 40 | petrol - shortages - biden - inflation - freightwaves | 21 | 40_petrol_shortages_biden_inflation |
| 41 | politicians - communist - clowns - jim - shilled | 21 | 41_politicians_communist_clowns_jim |
| 42 | ballots - counties - disenfranchised - robbinsville - tabulators | 20 | 42_ballots_counties_disenfranchised_robbinsville |
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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