MARTINI_enrich_BERTopic_AntiVac
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_AntiVac")
topic_model.get_topic_info()
Topic overview
- Number of topics: 37
- Number of training documents: 4015
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | todas - mundo - vacunados - millones - despues | 22 | -1_todas_mundo_vacunados_millones |
| 0 | ukraine - zelensky - guerra - vladimir - presidente | 2416 | 0_ukraine_zelensky_guerra_vladimir |
| 1 | vaccine - thetruthjungle - exemptions - protest - protonmail | 139 | 1_vaccine_thetruthjungle_exemptions_protest |
| 2 | fascists - transphobes - marginalised - loserwaffen - melbourne | 124 | 2_fascists_transphobes_marginalised_loserwaffen |
| 3 | anarchism - انارشیسم - revolutionary - kropotkin - liberation | 86 | 3_anarchism_انارشیسم_revolutionary_kropotkin |
| 4 | yahweh - judeo - canaan - satan - apostles | 66 | 4_yahweh_judeo_canaan_satan |
| 5 | pandemias - vacuna - obligatorias - noviembre - 2020 | 64 | 5_pandemias_vacuna_obligatorias_noviembre |
| 6 | pfizer - vacuna - bidafarma - evidencia - vanguard | 64 | 6_pfizer_vacuna_bidafarma_evidencia |
| 7 | vacunas - inmunitario - inmunodeficiencia - prevalencia - autoinmunes | 58 | 7_vacunas_inmunitario_inmunodeficiencia_prevalencia |
| 8 | extraterrestres - somos - luna - mentira - nasa | 56 | 8_extraterrestres_somos_luna_mentira |
| 9 | vacinas - promocao - imprimir - passaporte - bivalente | 53 | 9_vacinas_promocao_imprimir_passaporte |
| 10 | hamas - israeliana - bombed - genocide - radicalized | 52 | 10_hamas_israeliana_bombed_genocide |
| 11 | vacuna - deaths - efectos - oficiales - pfizergate | 49 | 11_vacuna_deaths_efectos_oficiales |
| 12 | conspiracion - mundial - satanicos - gobiernos - necesitamos | 47 | 12_conspiracion_mundial_satanicos_gobiernos |
| 13 | bitcoin - criptomonedas - bancarios - descentralizado - cyberpolygon | 42 | 13_bitcoin_criptomonedas_bancarios_descentralizado |
| 14 | wuhan - xuechun - xi - 2020 - epidemic | 42 | 14_wuhan_xuechun_xi_2020 |
| 15 | transhumanistas - crispr - nanoparticulas - micronucleos - sobrevivamos | 38 | 15_transhumanistas_crispr_nanoparticulas_micronucleos |
| 16 | hoaxdemic - channel - lmao - insane - healers | 38 | 16_hoaxdemic_channel_lmao_insane |
| 17 | vacuna - infartos - miocarditis - fallecido - corazon | 38 | 17_vacuna_infartos_miocarditis_fallecido |
| 18 | தகவலகள - தபப - இறநத - ரதத - மடட | 37 | 18_தகவலகள_தபப_இறநத_ரதத |
| 19 | kisah - antikristus - akhir - jangan - 2nya | 37 | 19_kisah_antikristus_akhir_jangan |
| 20 | 5g - radiation - antennas - harmful - mmw | 36 | 20_5g_radiation_antennas_harmful |
| 21 | aulterra - 5g - radiation - harmful - plugged | 36 | 21_aulterra_5g_radiation_harmful |
| 22 | karensita - libreria - irish - twilight - sorry | 35 | 22_karensita_libreria_irish_twilight |
| 23 | gates - multimillonario - fundacion - guantanamo - ejecucion | 34 | 23_gates_multimillonario_fundacion_guantanamo |
| 24 | turquia - terremotos - ankara - siria - gokcek | 32 | 24_turquia_terremotos_ankara_siria |
| 25 | compartirlo - gracias - interesante - videojuegos - subtitulacion | 29 | 25_compartirlo_gracias_interesante_videojuegos |
| 26 | hidroxicloroquina - ivermectina - rendesivir - privetpharma - dexametasona | 27 | 26_hidroxicloroquina_ivermectina_rendesivir_privetpharma |
| 27 | vacinas - passaporte - pfizer - bivalente - janssen | 27 | 27_vacinas_passaporte_pfizer_bivalente |
| 28 | było - szatan - mojego - widoczne - smierci | 26 | 28_było_szatan_mojego_widoczne |
| 29 | cambioclimatico - co2 - pseudociencia - greenpeace - verdad | 25 | 29_cambioclimatico_co2_pseudociencia_greenpeace |
| 30 | sexuales - transgenero - tierrapedofilos - viralizarlo - rechazados | 25 | 30_sexuales_transgenero_tierrapedofilos_viralizarlo |
| 31 | vaccinated - magnet - radiations - implanting - nadedetect | 24 | 31_vaccinated_magnet_radiations_implanting |
| 32 | ваксинираните - ковид - вакцины - гриппа - пациентов | 24 | 32_ваксинираните_ковид_вакцины_гриппа |
| 33 | vacunacion - consentimiento - denunciar - sentencia - obligatoria | 23 | 33_vacunacion_consentimiento_denunciar_sentencia |
| 34 | vaccine - cøvid - certificates - passport - nhs | 22 | 34_vaccine_cøvid_certificates_passport |
| 35 | neutralizer - aulterra - radiation - paramagnetic - wireless | 22 | 35_neutralizer_aulterra_radiation_paramagnetic |
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
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