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AIDA-UPM/
MARTINI_enrich_BERTopic_thepeopleslawyerchannel

Name: MARTINI_enrich_BERTopic_thepeopleslawyerchannel
Availability: InStock

bertopic

text-classification

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MARTINI_enrich_BERTopic_thepeopleslawyerchannel

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_thepeopleslawyerchannel")

topic_model.get_topic_info()

Topic overview

Number of topics: 26
Number of training documents: 2705

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	unvaccinated - mandates - pfizer - 2021 - freedom	20	-1_unvaccinated_mandates_pfizer_2021
0	vaers - myocarditis - 2022 - died - footballer	1183	0_vaers_myocarditis_2022_died
1	donetsk - russians - zelensky - ukrainian - sanctions	206	1_donetsk_russians_zelensky_ukrainian
2	awakening - indoctrination - reality - freedom - god	190	2_awakening_indoctrination_reality_freedom
3	pandemics - amendments - sovereignty - parliament - geneva	139	3_pandemics_amendments_sovereignty_parliament
4	cashless - banknotes - debit - wallet - rbnz	100	4_cashless_banknotes_debit_wallet
5	alarmists - climatologist - thunberg - greenland - co2	94	5_alarmists_climatologist_thunberg_greenland
6	conspirach - msnbc - titanic - instagrammable - download	92	6_conspirach_msnbc_titanic_instagrammable
7	trump - democrats - gabbard - warmongers - overthrow	77	7_trump_democrats_gabbard_warmongers
8	millionlightpaperandleaflet - berkshirefreedom - canterbury - boards - yellow	55	8_millionlightpaperandleaflet_berkshirefreedom_canterbury_boards
9	treasury - trillions - bankruptcy - blackrock - lockdown	54	9_treasury_trillions_bankruptcy_blackrock
10	schooling - indoctrination - pedophiles - stopworldcontrol - prisons	50	10_schooling_indoctrination_pedophiles_stopworldcontrol
11	vaxxed - thimerosal - adjuvants - injected - grafene	49	11_vaxxed_thimerosal_adjuvants_injected
12	thepeopleslawyeruk - tpl - cornwall - plumstead - event	44	12_thepeopleslawyeruk_tpl_cornwall_plumstead
13	vaccine - mhra - broadyorkshirelaw - constables - victims	42	13_vaccine_mhra_broadyorkshirelaw_constables
14	trudeau - convoys - dictatorship - protesters - romania	39	14_trudeau_convoys_dictatorship_protesters
15	hamas - zionists - matisyahu - israelis - haifa	35	15_hamas_zionists_matisyahu_israelis
16	bolsonaro - brasilia - moraes - protesters - inviolable	34	16_bolsonaro_brasilia_moraes_protesters
17	radiation - fluorescent - antenna - 5g - milliwatts	33	17_radiation_fluorescent_antenna_5g
18	parliament - petition - deaths - saveoursovereignty - wales	31	18_parliament_petition_deaths_saveoursovereignty
19	gmos - additives - edible - worms - nuts	29	19_gmos_additives_edible_worms
20	immigrants - texas - billion - invading - border	27	20_immigrants_texas_billion_invading
21	sarscov - peramivir - parainfluenza - adenovirus - swab	21	21_sarscov_peramivir_parainfluenza_adenovirus
22	chemtrails - contrails - spraying - fog - pilot	21	22_chemtrails_contrails_spraying_fog
23	britishlionsforfreedom - worldwidedemonstration - cardiff - 2023 - july	20	23_britishlionsforfreedom_worldwidedemonstration_cardiff_2023
24	electricity - billing - petrol - meters - fraudsters	20	24_electricity_billing_petrol_meters

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