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AIDA-UPM/
MARTINI_enrich_BERTopic_UncleSamsNYPBs

Name: MARTINI_enrich_BERTopic_UncleSamsNYPBs
Availability: InStock

bertopic

text-classification

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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:

python

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