MARTINI_enrich_BERTopic_TheSovereignSoul

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_TheSovereignSoul")

topic_model.get_topic_info()

Topic overview

• Number of topics: 39
• Number of training documents: 3643

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	cabal - trump - covid - worldwide - freedom	21	-1_cabal_trump_covid_worldwide
0	getrootnow - lovelevityliberty - pfizer - trinitypack - blessings	1880	0_getrootnow_lovelevityliberty_pfizer_trinitypack
1	thesovereignsoul - lovelevityliberty - bling - buddha - uncensored	167	1_thesovereignsoul_lovelevityliberty_bling_buddha
2	detox - trinity - bling - getrootnow - lovelevityliberty	122	2_detox_trinity_bling_getrootnow
3	privatecanadiannews - alberta - trudeau - protesting - zelenskyy	95	3_privatecanadiannews_alberta_trudeau_protesting
4	captkyle - patriots - australiaoneparty - podcast - wikileaks	89	4_captkyle_patriots_australiaoneparty_podcast
5	lovelevityliberty - bling - soul - uncensored - spotify	78	5_lovelevityliberty_bling_soul_uncensored
6	shopthebuddha - bling - lovelevityliberty - ascended - 1billionmarch	72	6_shopthebuddha_bling_lovelevityliberty_ascended
7	transgender - trafficking - pedophile - kidnapped - megyn	64	7_transgender_trafficking_pedophile_kidnapped
8	vaccine - deaths - smallpox - undiagnosed - recalled	59	8_vaccine_deaths_smallpox_undiagnosed
9	impeachment - prosecutors - hillary - testified - rigged	54	9_impeachment_prosecutors_hillary_testified
10	rahmcoffee - 1billionmarch - lovelevityliberty - vaccine - trinitypack	51	10_rahmcoffee_1billionmarch_lovelevityliberty_vaccine
11	solidaritymovementofalberta - truedominioncanada - pastor - persecution - bail	45	11_solidaritymovementofalberta_truedominioncanada_pastor_persecution
12	detox - trinity - getrootnow - lovelevityliberty - nuked	44	12_detox_trinity_getrootnow_lovelevityliberty
13	therootbrands - injected - toxins - healers - pineal	44	13_therootbrands_injected_toxins_healers
14	ascension - beyourownnesara - honeycgolden - vibrantcommunity - 1wgapowerful	44	14_ascension_beyourownnesara_honeycgolden_vibrantcommunity
15	colonel - livestream - renegade - ufo - brad	43	15_colonel_livestream_renegade_ufo
16	lovelevityliberty - blessed - shambala - vibes - kanye	42	16_lovelevityliberty_blessed_shambala_vibes
17	bling - lovelevityliberty - getrootnow - buddha - supplements	42	17_bling_lovelevityliberty_getrootnow_buddha
18	goldco - dollar - silverbacked - stockpiling - ripple	41	18_goldco_dollar_silverbacked_stockpiling
19	vaxxinated - trinitypack - bioweapon - cleanse - soros	40	19_vaxxinated_trinitypack_bioweapon_cleanse
20	lovelevityliberty - detox - getrootnow - wokeflix - buddha	39	20_lovelevityliberty_detox_getrootnow_wokeflix
21	buddhalovesgold - gold - booming - stock - 50k	36	21_buddhalovesgold_gold_booming_stock
22	buddhalovesgold - silver - goldco - lovelevityliberty - getrootnow	35	22_buddhalovesgold_silver_goldco_lovelevityliberty
23	trump - federalized - constitution - operation - 2021	34	23_trump_federalized_constitution_operation
24	fanfuckingtastic - idiots - empire - planned - corrupted	32	24_fanfuckingtastic_idiots_empire_planned
25	wishing - blessed - evening - awesome - wakey	29	25_wishing_blessed_evening_awesome
26	buddhalovesgold - bullion - lovelevityliberty - stock - bioweapon	28	26_buddhalovesgold_bullion_lovelevityliberty_stock
27	ascension - clairvoyance - revealssuperhuman - lightworkers - healing	27	27_ascension_clairvoyance_revealssuperhuman_lightworkers
28	fdic - goldman - silver - withdrawals - insolvent	27	28_fdic_goldman_silver_withdrawals
29	blessings - catchthelifewave - sovereign - navyseals - x39	27	29_blessings_catchthelifewave_sovereign_navyseals
30	khazarians - demonic - cain - biblical - chimera	26	30_khazarians_demonic_cain_biblical
31	restoreyourguthealth - getrootnow - colostrum - naturally - ibs	26	31_restoreyourguthealth_getrootnow_colostrum_naturally
32	bling - lovelevityliberty - trinity - therootbrands - sheeple	26	32_bling_lovelevityliberty_trinity_therootbrands
33	unvaxx - alberta - trudeau - ndp - mandated	24	33_unvaxx_alberta_trudeau_ndp
34	getrootnow - vaccinates - detox - bioweapon - colostrum	23	34_getrootnow_vaccinates_detox_bioweapon
35	x39 - lifewave - deltaforce - wounds - activate	23	35_x39_lifewave_deltaforce_wounds
36	duelllngtarot - podcast - kristen - livestreamthe - seriesdreamdecodes	22	36_duelllngtarot_podcast_kristen_livestreamthe
37	buddhalovesgold - catchthelifewave - divine - powerfulaffordable - lionesses	22	37_buddhalovesgold_catchthelifewave_divine_powerfulaffordable

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