MARTINI_enrich_BERTopic_craigkelly

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_craigkelly")

topic_model.get_topic_info()

Topic overview

• Number of topics: 31
• Number of training documents: 3382

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	vaccinated - ivermectin - australians - lies - 2021	20	-1_vaccinated_ivermectin_australians_lies
0	nsw - voting - macquarie - victoria - liberty	1530	0_nsw_voting_macquarie_victoria
1	renewables - power - subsidies - blackout - mwh	189	1_renewables_power_subsidies_blackout
2	censorship - facebook - fascist - orwell - parliament	183	2_censorship_facebook_fascist_orwell
3	temperatures - heatwave - sydney - hottest - bom	111	3_temperatures_heatwave_sydney_hottest
4	deaths - vaccination - august - shockingly - 2023	101	4_deaths_vaccination_august_shockingly
5	vaxinists - brainwashed - injected - moloch - babies	93	5_vaxinists_brainwashed_injected_moloch
6	mandates - novax - sacking - injected - coercive	92	6_mandates_novax_sacking_injected
7	masks - schools - co2 - forced - ignorance	81	7_masks_schools_co2_forced
8	pfizer - liars - defrauded - lawsuit - francis	76	8_pfizer_liars_defrauded_lawsuit
9	victoria - melbourne - arrest - dictatorial - protesting	74	9_victoria_melbourne_arrest_dictatorial
10	hydroxychloroquine - ivermectin - azithromycin - queensland - dosages	70	10_hydroxychloroquine_ivermectin_azithromycin_queensland
11	ivermectin - remdesivir - australians - banned - prescribed	67	11_ivermectin_remdesivir_australians_banned
12	climate - alarmists - greenpeace - bushfires - cyclones	67	12_climate_alarmists_greenpeace_bushfires
13	spikevax - australians - injected - myocarditis - malfeasance	66	13_spikevax_australians_injected_myocarditis
14	vaxed - lockdowns - debunked - inject - infections	64	14_vaxed_lockdowns_debunked_inject
15	vaxx - parliament - passport - alberta - enforcing	61	15_vaxx_parliament_passport_alberta
16	ivermectin - studies - placebo - denied - idiots	40	16_ivermectin_studies_placebo_denied
17	australians - referendum - campaigners - uluru - divisive	40	17_australians_referendum_campaigners_uluru
18	vaccines - dr - fda - malhotra - cardiologist	38	18_vaccines_dr_fda_malhotra
19	fascists - freedom - totalitarian - rallying - demolish	36	19_fascists_freedom_totalitarian_rallying
20	myocarditis - cpr - injections - 2021 - peaked	35	20_myocarditis_cpr_injections_2021
21	misinformers - abc - protests - melbourne - simulcast	35	21_misinformers_abc_protests_melbourne
22	vaccinated - passports - virals - brainwashed - untruths	33	22_vaccinated_passports_virals_brainwashed
23	hippocratic - brisbane - denouncing - lockdowns - bureaucrats	30	23_hippocratic_brisbane_denouncing_lockdowns
24	globalists - wef - liberties - wealth - agenda	29	24_globalists_wef_liberties_wealth
25	miscarriages - pfizer - sperm - injections - implantation	28	25_miscarriages_pfizer_sperm_injections
26	unvaxed - covidiot - hospitalisations - nsw - quadrupled	25	26_unvaxed_covidiot_hospitalisations_nsw
27	antivax - vitamin - preventable - deficiency - sunlight	25	27_antivax_vitamin_preventable_deficiency
28	vaxinists - injected - 4th - orwellian - forced	22	28_vaxinists_injected_4th_orwellian
29	coolum - mccann - dr - eventbrite - presenters	21	29_coolum_mccann_dr_eventbrite

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