MARTINI_enrich_BERTopic_SunflowerSociety

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_SunflowerSociety")

topic_model.get_topic_info()

Topic overview

• Number of topics: 41
• Number of training documents: 5874

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	covid - america - whites - christian - never	20	-1_covid_america_whites_christian
0	retweeted - musk - followers - libtards - shadowbanned	3723	0_retweeted_musk_followers_libtards
1	openai - links - llm - 2023 - robots	138	1_openai_links_llm_2023
2	japan - shogunate - yamaguchi - kishida - ultranationalist	120	2_japan_shogunate_yamaguchi_kishida
3	feminism - manosphere - mothers - marry - nana	119	3_feminism_manosphere_mothers_marry
4	souls - poet - yonder - ruskin - stillness	109	4_souls_poet_yonder_ruskin
5	photorealism - cyberpunk - midjourney - warzone - neon	102	5_photorealism_cyberpunk_midjourney_warzone
6	jews - antisemitic - netanyahu - israelis - persecuted	96	6_jews_antisemitic_netanyahu_israelis
7	ai - propaganda - humanity - imagination - centralized	90	7_ai_propaganda_humanity_imagination
8	goddamn - apawgus - outsmarted - standups - shhh	80	8_goddamn_apawgus_outsmarted_standups
9	testosterone - estrogenic - vitamin - sunscreens - metabolic	79	9_testosterone_estrogenic_vitamin_sunscreens
10	mcluhan - modernity - decentralization - metaverse - trollgaze	78	10_mcluhan_modernity_decentralization_metaverse
11	sunflowersocietymag - submissions - january - vanguardist - dunsany	76	11_sunflowersocietymag_submissions_january_vanguardist
12	calvinists - baptists - puritan - kjv - catechism	71	12_calvinists_baptists_puritan_kjv
13	dimeschild - dissident - mongols - latest - societies	67	13_dimeschild_dissident_mongols_latest
14	trudeau - canadians - alberta - multiculturalism - condemns	63	14_trudeau_canadians_alberta_multiculturalism
15	immigration - canadians - trudeau - newcomers - minister	57	15_immigration_canadians_trudeau_newcomers
16	vaccinated - paxlovid - bivalent - boosters - reinfection	56	16_vaccinated_paxlovid_bivalent_boosters
17	fomc - dedollarization - usinflationcalculator - hyperinflated - banknotes	51	17_fomc_dedollarization_usinflationcalculator_hyperinflated
18	leftists - fascism - liberalism - brainwashed - transgenderism	45	18_leftists_fascism_liberalism_brainwashed
19	transphobe - transgenders - dysphoria - lgbtqp - lobotomies	43	19_transphobe_transgenders_dysphoria_lgbtqp
20	democrats - ballots - reaganism - gop - midterms	43	20_democrats_ballots_reaganism_gop
21	zelensky - russia - war - prigozhin - tanks	41	21_zelensky_russia_war_prigozhin
22	immigrants - majority - assimilation - demographic - multiracial	40	22_immigrants_majority_assimilation_demographic
23	inbreeding - miscegenation - autosomal - phenotype - haplogroup	39	23_inbreeding_miscegenation_autosomal_phenotype
24	bidenomics - joe - kamala - impeachment - announced	36	24_bidenomics_joe_kamala_impeachment
25	shortages - electric - gasbuddy - lithium - euros	32	25_shortages_electric_gasbuddy_lithium
26	illegals - tanaiste - westmeath - lampedusa - rwanda	31	26_illegals_tanaiste_westmeath_lampedusa
27	monkeypox - gonorrhoea - aids - prevalence - homosexualists	29	27_monkeypox_gonorrhoea_aids_prevalence
28	birthrate - abortions - russia - decreasing - ourworldindata	28	28_birthrate_abortions_russia_decreasing
29	illegals - texas - reynosa - border - mcallen	28	29_illegals_texas_reynosa_border
30	trump - fbi - pelosi - arrested - prosecution	28	30_trump_fbi_pelosi_arrested
31	livestream - 10pm - millenniyule - episodes - countdown	27	31_livestream_10pm_millenniyule_episodes
32	vaccinated - fauci - misinformation - australia - statins	26	32_vaccinated_fauci_misinformation_australia
33	psalm - micah - canaan - keepeth - hypocrites	26	33_psalm_micah_canaan_keepeth
34	millennials - zoomer - posterity - pessimists - mcmansion	26	34_millennials_zoomer_posterity_pessimists
35	prosecuted - rape - pakistanis - englishman - hatred	24	35_prosecuted_rape_pakistanis_englishman
36	insects - parasites - cannibalize - locust - eat	22	36_insects_parasites_cannibalize_locust
37	france - riots - hollande - arrested - migrants	22	37_france_riots_hollande_arrested
38	thanks - subscribers - youtube - shitpost - 2600登録者をありかとうこさいます	22	38_thanks_subscribers_youtube_shitpost
39	meteorologists - arkstorm - hoax - ozone - evacuate	21	39_meteorologists_arkstorm_hoax_ozone

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