MARTINI_enrich_BERTopic_covidbc

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_covidbc")

topic_model.get_topic_info()

Topic overview

• Number of topics: 41
• Number of training documents: 5063

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	vaxgenocide - pfizer - mercury - brain - dose	20	-1_vaxgenocide_pfizer_mercury_brain
0	clots - pneumonia - thrombectomy - transfusions - vaccinated	3038	0_clots_pneumonia_thrombectomy_transfusions
1	vaccines - pandemic - chemtrails - mask - irrefutable	168	1_vaccines_pandemic_chemtrails_mask
2	cancerous - chemotherapy - metastatic - lymphoma - vaccinated	152	2_cancerous_chemotherapy_metastatic_lymphoma
3	strokes - vaccinated - ischemic - subarachnoid - hemorrhagic	134	3_strokes_vaccinated_ischemic_subarachnoid
4	vaccineinjuries - collapses - convulsing - screams - videos	104	4_vaccineinjuries_collapses_convulsing_screams
5	vaxgenocide - hallie - chambliss - passed - shingles	91	5_vaxgenocide_hallie_chambliss_passed
6	steven - funeral - corey - vaxgenocide - dave	85	6_steven_funeral_corey_vaxgenocide
7	died - vaccinated - vinson - officer - luzardo	82	7_died_vaccinated_vinson_officer
8	footballer - coulibaly - teammates - swimmer - collapsing	63	8_footballer_coulibaly_teammates_swimmer
9	connecticut - waterbury - wallingford - donnelly - bethel	61	9_connecticut_waterbury_wallingford_donnelly
10	mortem - sajeevan - salman - lakshmika - gujarat	56	10_mortem_sajeevan_salman_lakshmika
11	vaxxidents - crashed - bus - hubei - tiktok	54	11_vaxxidents_crashed_bus_hubei
12	astrazeneca - death - sathong - 18th - bovornkittipaisal	52	12_astrazeneca_death_sathong_18th
13	doctors - died - saskatchewan - comox - mcmaster	52	13_doctors_died_saskatchewan_comox
14	ribeirao - santos - pacatuba - serranopolis - isabel	51	14_ribeirao_santos_pacatuba_serranopolis
15	cpr - defibrillator - suddenly - schoolboy - dead	51	15_cpr_defibrillator_suddenly_schoolboy
16	kathy - natalie - momma - monica - november	49	16_kathy_natalie_momma_monica
17	troponin - angioplasty - blockages - nhs - jonanovic	47	17_troponin_angioplasty_blockages_nhs
18	pfizer - headaches - symptoms - dizzieness - victim	44	18_pfizer_headaches_symptoms_dizzieness
19	truthsocial - channels - uploading - deleted - gab	42	19_truthsocial_channels_uploading_deleted
20	paralyzed - guillain - pfizer - spasms - penticton	41	20_paralyzed_guillain_pfizer_spasms
21	stickers - eggshell - destructible - vancouver - scratching	39	21_stickers_eggshell_destructible_vancouver
22	pfizer - oaxaca - vanessa - 14 - boy	39	22_pfizer_oaxaca_vanessa_14
23	aquino - filipino - paglinawan - villafuerte - paulina	38	23_aquino_filipino_paglinawan_villafuerte
24	pangasinan - 2021 - 39yrs - nelvin - victims	37	24_pangasinan_2021_39yrs_nelvin
25	injured - doctors - mrna - jenni - warning	36	25_injured_doctors_mrna_jenni
26	richie - everett - condolences - chastain - yiannis	35	26_richie_everett_condolences_chastain
27	normies - shit - deaths - followers - depressed	28	27_normies_shit_deaths_followers
28	vaxed - benadryl - dupixent - nonanaphylactic - cutaneous	26	28_vaxed_benadryl_dupixent_nonanaphylactic
29	tremor - spasming - vertigo - debilitating - alzheimers	25	29_tremor_spasming_vertigo_debilitating
30	michael - reeves - caleb - courtenay - survivors	25	30_michael_reeves_caleb_courtenay
31	anne - vaxgenocide - mum - england - nikolina	24	31_anne_vaxgenocide_mum_england
32	sister - sondra - isabella - cathy - valladares	23	32_sister_sondra_isabella_cathy
33	pericarditis - pfizer - pleurisy - diagnosed - mickael	23	33_pericarditis_pfizer_pleurisy_diagnosed
34	canada - antivaxx - chilliwack - mandatory - enforcers	23	34_canada_antivaxx_chilliwack_mandatory
35	amputated - sinovac - thrombosis - necrotic - penicillin	22	35_amputated_sinovac_thrombosis_necrotic
36	stillbirths - abortions - vaers - trimesters - shots	21	36_stillbirths_abortions_vaers_trimesters
37	thecovidblog - booster - shot - matej - ronnie	21	37_thecovidblog_booster_shot_matej
38	metastasized - tammy - glioblastoma - roslyn - surviving	21	38_metastasized_tammy_glioblastoma_roslyn
39	ivermectin - injection - valentina - mrna - 41	20	39_ivermectin_injection_valentina_mrna

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