MARTINI_enrich_BERTopic_BritishNursingAllianceSpeak
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_BritishNursingAllianceSpeak")
topic_model.get_topic_info()
Topic overview
- Number of topics: 38
- Number of training documents: 4692
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | nhs - vaccine - deaths - brain - everyone | 20 | -1_nhs_vaccine_deaths_brain |
| 0 | totalitarianism - dissidents - saveusnow - influence - satanists | 2759 | 0_totalitarianism_dissidents_saveusnow_influence |
| 1 | nurses - pharmacist - complicit - drugging - cullen | 128 | 1_nurses_pharmacist_complicit_drugging |
| 2 | novavax - unvaccinated - bivalent - fatalities - 2022 | 124 | 2_novavax_unvaccinated_bivalent_fatalities |
| 3 | turmeric - vitamins - goldenseal - remedy - navel | 123 | 3_turmeric_vitamins_goldenseal_remedy |
| 4 | laetrile - gersonclinic - tamoxifen - oncologists - zoladex | 116 | 4_laetrile_gersonclinic_tamoxifen_oncologists |
| 5 | blessings - morning - lovely - smile - goodnight | 114 | 5_blessings_morning_lovely_smile |
| 6 | monday - morning - blessed - choooosday - thursday | 97 | 6_monday_morning_blessed_choooosday |
| 7 | psalms - prayer - hebrews - heaven - ezekiel | 84 | 7_psalms_prayer_hebrews_heaven |
| 8 | liberty - kate - sons - shemirani - radio | 84 | 8_liberty_kate_sons_shemirani |
| 9 | euthanasia - dying - coroners - legalising - lansley | 82 | 9_euthanasia_dying_coroners_legalising |
| 10 | midazolam - alfentanil - hydromorphone - levomepromazine - depressant | 80 | 10_midazolam_alfentanil_hydromorphone_levomepromazine |
| 11 | gmos - turkeys - fda - antibiotics - farms | 73 | 11_gmos_turkeys_fda_antibiotics |
| 12 | nhs - nurses - pension - deficits - consultants | 67 | 12_nhs_nurses_pension_deficits |
| 13 | biometricupdate - ukraine - london - surveillance - passport | 55 | 13_biometricupdate_ukraine_london_surveillance |
| 14 | naturalnurse - shoreham - chippingvillagehall - cancelled - brun | 48 | 14_naturalnurse_shoreham_chippingvillagehall_cancelled |
| 15 | poisons - unhealthy - gut - nutrient - inflammatories | 47 | 15_poisons_unhealthy_gut_nutrient |
| 16 | eugenicists - britain - hitler - ng191 - disabled | 40 | 16_eugenicists_britain_hitler_ng191 |
| 17 | vaccinated - dna - injections - mckernan - dailysceptic | 37 | 17_vaccinated_dna_injections_mckernan |
| 18 | pfizer - ceo - billion - sued - fvd | 36 | 18_pfizer_ceo_billion_sued |
| 19 | grounding - barefeet - mats - earthers - sleep | 33 | 19_grounding_barefeet_mats_earthers |
| 20 | pharmarama - bhopal - poisoning - pholcodine - contaminated | 32 | 20_pharmarama_bhopal_poisoning_pholcodine |
| 21 | remdesivir - budesonide - hcq - marburg - 200mg | 31 | 21_remdesivir_budesonide_hcq_marburg |
| 22 | 5g - 26ghz - radiation - alarm - mobile | 30 | 22_5g_26ghz_radiation_alarm |
| 23 | westminster - protests - runnymede - criminalising - sunak | 30 | 23_westminster_protests_runnymede_criminalising |
| 24 | stillbirths - vaccinated - placenta - polyhydramnios - neonates | 30 | 24_stillbirths_vaccinated_placenta_polyhydramnios |
| 25 | plandemic - biosurveillance - monkeypox - blaylock - deadlier | 28 | 25_plandemic_biosurveillance_monkeypox_blaylock |
| 26 | palantir - nhs - pirbright - founded - 17bn | 27 | 26_palantir_nhs_pirbright_founded |
| 27 | vaccinate - unvax - efficacy - sanitised - enteroviruses | 26 | 27_vaccinate_unvax_efficacy_sanitised |
| 28 | homebirth - umbilical - courses - whenpushcomestoshove - empower | 26 | 28_homebirth_umbilical_courses_whenpushcomestoshove |
| 29 | diedsuddenly - drowning - 41yrs - perry - collapsed | 25 | 29_diedsuddenly_drowning_41yrs_perry |
| 30 | gays - parental - gendered - omg - mutilation | 24 | 30_gays_parental_gendered_omg |
| 31 | detoxification - glutathione - magnesium - chlorella - shungite | 24 | 31_detoxification_glutathione_magnesium_chlorella |
| 32 | dlive - tonights - unitynews - 7pm - shemirani | 23 | 32_dlive_tonights_unitynews_7pm |
| 33 | murderers - genocide - nuremberg - judge - mercy | 23 | 33_murderers_genocide_nuremberg_judge |
| 34 | putin - donetsk - syria - khamenei - khmelnytskyi | 23 | 34_putin_donetsk_syria_khamenei |
| 35 | vibes - sunday - hello - tomorrow - blessed | 22 | 35_vibes_sunday_hello_tomorrow |
| 36 | tntradio - 11am - drtenpenny - gmt - saturday | 21 | 36_tntradio_11am_drtenpenny_gmt |
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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