metadata
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
MARTINI_enrich_BERTopic_DrPaulAlexander
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_DrPaulAlexander")
topic_model.get_topic_info()
Topic overview
- Number of topics: 64
- Number of training documents: 5766
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | unvaccinated - pfizer - lockdowns - injections - 2021 | 20 | -1_unvaccinated_pfizer_lockdowns_injections |
| 0 | tranny - females - penises - vaginoplasty - dysphoria | 2790 | 0_tranny_females_penises_vaginoplasty |
| 1 | fauci - deepstate - lockdowns - colluded - mengele | 162 | 1_fauci_deepstate_lockdowns_colluded |
| 2 | mrna - biontech - injections - malone - inventors | 143 | 2_mrna_biontech_injections_malone |
| 3 | pandemic - hoax - false - asymptomatic - never | 125 | 3_pandemic_hoax_false_asymptomatic |
| 4 | monkeypox - hiv - gay - gonorrhoea - marburg | 124 | 4_monkeypox_hiv_gay_gonorrhoea |
| 5 | zelensky - russia - volodymyr - missiles - kissinger | 103 | 5_zelensky_russia_volodymyr_missiles |
| 6 | peters - drs - interviews - bellavia - maldonado | 89 | 6_peters_drs_interviews_bellavia |
| 7 | myopericarditis - endomyocardial - vaccination - tamponade - mri | 84 | 7_myopericarditis_endomyocardial_vaccination_tamponade |
| 8 | pilots - cockpit - plane - boeing - crashed | 77 | 8_pilots_cockpit_plane_boeing |
| 9 | illegals - biden - invaded - jihadists - border | 76 | 9_illegals_biden_invaded_jihadists |
| 10 | vaccination - thromboembolic - autoantibodies - vasculitis - c19 | 74 | 10_vaccination_thromboembolic_autoantibodies_vasculitis |
| 11 | trudeau - vaccinal - njoo - truckers - sharma | 69 | 11_trudeau_vaccinal_njoo_truckers |
| 12 | remdesivir - midazolam - euthanasia - iatrogenic - ventilator | 66 | 12_remdesivir_midazolam_euthanasia_iatrogenic |
| 13 | coronaviruses - wuhan - chimeric - 2020 - wiv | 66 | 13_coronaviruses_wuhan_chimeric_2020 |
| 14 | died - sudden - year - 44 - vandaelle | 63 | 14_died_sudden_year_44 |
| 15 | naomi - innoculations - bannon - dailyclout - genocidal | 60 | 15_naomi_innoculations_bannon_dailyclout |
| 16 | islamists - wolf - bataclan - migrant - europe | 58 | 16_islamists_wolf_bataclan_migrant |
| 17 | subvariants - omicron - clade - ba5 - dominant | 57 | 17_subvariants_omicron_clade_ba5 |
| 18 | immunization - pfizer - sids - shots - harmful | 57 | 18_immunization_pfizer_sids_shots |
| 19 | shootings - officer - texas - dewitt - robbers | 56 | 19_shootings_officer_texas_dewitt |
| 20 | maloney - breggins - lawsuit - oppenheimer - jane | 56 | 20_maloney_breggins_lawsuit_oppenheimer |
| 21 | povidone - mouthwash - hypochlorite - nasal - ivermectin | 53 | 21_povidone_mouthwash_hypochlorite_nasal |
| 22 | sarcoma - leukemias - glioblastoma - oncologist - rapid | 50 | 22_sarcoma_leukemias_glioblastoma_oncologist |
| 23 | biden - republicans - mcconnell - teleprompter - midterms | 49 | 23_biden_republicans_mcconnell_teleprompter |
| 24 | masks - toxic - cochrane - ineffectiveness - microplastic | 47 | 24_masks_toxic_cochrane_ineffectiveness |
| 25 | deaths - vaccinated - eurostat - 2021 - kuhbandner | 45 | 25_deaths_vaccinated_eurostat_2021 |
| 26 | vaccinations - miscarriage - decidual - dysmenorrhea - diethylstilbestrol | 43 | 26_vaccinations_miscarriage_decidual_dysmenorrhea |
| 27 | fluorofentanyl - carfentanil - xylazine - naloxone - overdose | 39 | 27_fluorofentanyl_carfentanil_xylazine_naloxone |
| 28 | lockdowns - tiananmen - shanghai - xi - lunatic | 39 | 28_lockdowns_tiananmen_shanghai_xi |
| 29 | omicron - vaccination - booster - hansen - subvariants | 37 | 29_omicron_vaccination_booster_hansen |
| 30 | fbi - trump - raided - defund - politicized | 37 | 30_fbi_trump_raided_defund |
| 31 | antibodies - naturally - reinfection - documented - sars | 36 | 31_antibodies_naturally_reinfection_documented |
| 32 | harvard - plagiarized - claudine - zakaria - antisemite | 34 | 32_harvard_plagiarized_claudine_zakaria |
| 33 | vaccinated - omicron - prophylaxis - nigeria - deaths | 34 | 33_vaccinated_omicron_prophylaxis_nigeria |
| 34 | kennedy - kwiatkowski - prasad - mkultra - partisan | 34 | 34_kennedy_kwiatkowski_prasad_mkultra |
| 35 | pfizer - deathvax - defrauded - ombudsman - bla | 34 | 35_pfizer_deathvax_defrauded_ombudsman |
| 36 | bengals - myocarditis - cornerback - xfl - demarcus | 33 | 36_bengals_myocarditis_cornerback_xfl |
| 37 | djokovic - champion - mcenroe - kelce - superbowl | 33 | 37_djokovic_champion_mcenroe_kelce |
| 38 | nattokinase - detoxifier - spike - acetylcysteine - anticoagulant | 32 | 38_nattokinase_detoxifier_spike_acetylcysteine |
| 39 | vaers - adenovirus - adverse - astrazeneca - pneumoniae | 29 | 39_vaers_adenovirus_adverse_astrazeneca |
| 40 | mccullough - peter - investigator - cardiologist - tacit | 28 | 40_mccullough_peter_investigator_cardiologist |
| 41 | trump - reelected - maddow - politicized - ramaswamy | 28 | 41_trump_reelected_maddow_politicized |
| 42 | florida - surgeon - desantis - joe - walensky | 27 | 42_florida_surgeon_desantis_joe |
| 43 | horsemen - apocalpse - plague - 33 - horrendous | 27 | 43_horsemen_apocalpse_plague_33 |
| 44 | omicron - bivalent - ba5 - updated - 2023 | 27 | 44_omicron_bivalent_ba5_updated |
| 45 | hamas - israeli - yehuda - pogrom - invaders | 27 | 45_hamas_israeli_yehuda_pogrom |
| 46 | pedophiles - pope - scandalizing - corrupters - nuns | 26 | 46_pedophiles_pope_scandalizing_corrupters |
| 47 | remdesivir - hydroxychloroquine - tamiflu - zanamivir - pharmacovigilance | 26 | 47_remdesivir_hydroxychloroquine_tamiflu_zanamivir |
| 48 | inflation - biden - plummets - trillion - binance | 25 | 48_inflation_biden_plummets_trillion |
| 49 | nagase - coulson - everybody - malhotra - stacks | 24 | 49_nagase_coulson_everybody_malhotra |
| 50 | tribunals - hanged - jailed - punish - amnesty | 24 | 50_tribunals_hanged_jailed_punish |
| 51 | ottawa - james - tomb - marched - veteran | 23 | 51_ottawa_james_tomb_marched |
| 52 | fauci - virulent - evolve - injecting - chemoprophylaxis | 23 | 52_fauci_virulent_evolve_injecting |
| 53 | semaglutide - ozempic - insulin - hypoglycemia - pancreatitis | 23 | 53_semaglutide_ozempic_insulin_hypoglycemia |
| 54 | vaccinee - chemoprophylaxis - immunological - pediatricians - rennebohm | 23 | 54_vaccinee_chemoprophylaxis_immunological_pediatricians |
| 55 | sars - antigens - sequelae - persistent - exosomes | 23 | 55_sars_antigens_sequelae_persistent |
| 56 | twitter - musk - dorsey - zuckerberg - banned | 23 | 56_twitter_musk_dorsey_zuckerberg |
| 57 | liposome - exosomes - nanoparticles - lnp - lymphocytes | 22 | 57_liposome_exosomes_nanoparticles_lnp |
| 58 | amnesty - covidian - emma - wrongdoers - forgive | 22 | 58_amnesty_covidian_emma_wrongdoers |
| 59 | vaccinating - maternal - pfizer - pertussis - neonates | 22 | 59_vaccinating_maternal_pfizer_pertussis |
| 60 | endothelial - sars - sialylated - pathogenesis - hypercoagulation | 20 | 60_endothelial_sars_sialylated_pathogenesis |
| 61 | biden - indicted - bribery - impeach - ukraine | 20 | 61_biden_indicted_bribery_impeach |
| 62 | myopericarditis - pfizer - adolescent - ekg - thailand | 20 | 62_myopericarditis_pfizer_adolescent_ekg |
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