README.md

---
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
---

# MARTINI_enrich_BERTopic_Not_On_The_Beeb

This is a [BERTopic](https://github.com/MaartenGr/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:

```python
from bertopic import BERTopic
topic_model = BERTopic.load("AIDA-UPM/MARTINI_enrich_BERTopic_Not_On_The_Beeb")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 66
* Number of training documents: 7161

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | vaccinated - pandemic - 2021 - freedom - everyone | 20 | -1_vaccinated_pandemic_2021_freedom | 
| 0 | jabberwockys - neighbour - bobby - charlton - tesco | 3560 | 0_jabberwockys_neighbour_bobby_charlton | 
| 1 | athletes - footballer - died - collapsed - cpr | 321 | 1_athletes_footballer_died_collapsed | 
| 2 | vaccination - unvaccinated - children - risks - fluenz | 190 | 2_vaccination_unvaccinated_children_risks | 
| 3 | beam - watching - articles - chappelle - maaaaaaaaaaaaaaaate | 170 | 3_beam_watching_articles_chappelle | 
| 4 | hamas - gaza - palestinians - israelis - antisemitism | 154 | 4_hamas_gaza_palestinians_israelis | 
| 5 | censorship - wikileaks - spying - disinformation - facebook | 121 | 5_censorship_wikileaks_spying_disinformation | 
| 6 | pfizer - fatalities - 2021 - anaphylaxis - card | 106 | 6_pfizer_fatalities_2021_anaphylaxis | 
| 7 | magnetised - mri - vaccinations - mercury - nanoparticles | 99 | 7_magnetised_mri_vaccinations_mercury | 
| 8 | ukraine - donetsk - zelenskiy - mariupol - russians | 96 | 8_ukraine_donetsk_zelenskiy_mariupol | 
| 9 | climeworks - temperatures - alarmist - ww3 - hotter | 95 | 9_climeworks_temperatures_alarmist_ww3 | 
| 10 | menstruate - vaccination - miscarriages - contraceptives - gynaecologists | 89 | 10_menstruate_vaccination_miscarriages_contraceptives | 
| 11 | vaxxed - itv - safeandeffective - documentary - sharman | 89 | 11_vaxxed_itv_safeandeffective_documentary | 
| 12 | shirts - jointhewhiterose - freeeeeeee - sticker - protest | 83 | 12_shirts_jointhewhiterose_freeeeeeee_sticker | 
| 13 | globalist - rockefeller - plandemic - snowden - awakening | 80 | 13_globalist_rockefeller_plandemic_snowden | 
| 14 | worldcouncilforhealth - petition - sovereignty - parliamentarians - amendments | 79 | 14_worldcouncilforhealth_petition_sovereignty_parliamentarians | 
| 15 | myocarditis - vaers - palpitation - symptoms - mrna | 79 | 15_myocarditis_vaers_palpitation_symptoms | 
| 16 | not_on_the_beeb - highlights - webpage - propaganda - digitalwarriorproductions | 68 | 16_not_on_the_beeb_highlights_webpage_propaganda | 
| 17 | dna - plasmid - vaccines - gmos - contaminated | 67 | 17_dna_plasmid_vaccines_gmos | 
| 18 | dreamers - passions - regret - constantly - succumb | 62 | 18_dreamers_passions_regret_constantly | 
| 19 | hemp - cannabinoids - nigella - ivermectin - honey | 55 | 19_hemp_cannabinoids_nigella_ivermectin | 
| 20 | ncov - pcr - virologists - conspiracy - false | 54 | 20_ncov_pcr_virologists_conspiracy | 
| 21 | vaccination - nhs100k - mandatory - employers - gbnews | 53 | 21_vaccination_nhs100k_mandatory_employers | 
| 22 | jamforfreedom - chiswick - eventbrite - friday - stephen | 52 | 22_jamforfreedom_chiswick_eventbrite_friday | 
| 23 | doctors - nhs - hippocratic - ukmfa - naturopathic | 52 | 23_doctors_nhs_hippocratic_ukmfa | 
| 24 | londoners - mayor - ulez - khan - emissions | 52 | 24_londoners_mayor_ulez_khan | 
| 25 | cashless - britcoin - stablecoins - payments - coins | 49 | 25_cashless_britcoin_stablecoins_payments | 
| 26 | protests - arrests - london - policeman - footage | 46 | 26_protests_arrests_london_policeman | 
| 27 | lampedusa - melilla - protesters - garibaldi - francia | 46 | 27_lampedusa_melilla_protesters_garibaldi | 
| 28 | parliament - westminster - deaths - bridgend - andrew | 45 | 28_parliament_westminster_deaths_bridgend | 
| 29 | vaccinated - sweden - passport - holidaymakers - montenegro | 44 | 29_vaccinated_sweden_passport_holidaymakers | 
| 30 | markplayne - kindle - bogota - exupery - thrilling | 42 | 30_markplayne_kindle_bogota_exupery | 
| 31 | pfizer - falsified - kickbacks - celebrex - fy21 | 40 | 31_pfizer_falsified_kickbacks_celebrex | 
| 32 | graphene - vaccines - contaminations - vial - agin | 39 | 32_graphene_vaccines_contaminations_vial | 
| 33 | horizon - pythagoras - geoengineeringwatch - gravity - circumference | 39 | 33_horizon_pythagoras_geoengineeringwatch_gravity | 
| 34 | pilots - aircrewdefence - aussiefreedomflyers - qantas - gatwick | 39 | 34_pilots_aircrewdefence_aussiefreedomflyers_qantas | 
| 35 | trudeau - truckers - insurrectionists - ottowa - cbc | 35 | 35_trudeau_truckers_insurrectionists_ottowa | 
| 36 | repost - davos - booing - sundaymirror - dream | 33 | 36_repost_davos_booing_sundaymirror | 
| 37 | bottled - waterlight - straws - microscope - fluoride | 33 | 37_bottled_waterlight_straws_microscope | 
| 38 | telegraph_the_bbc_did_what_the_government_wanted_june - mri - oregano - links - graphene | 33 | 38_telegraph_the_bbc_did_what_the_government_wanted_june_mri_oregano_links | 
| 39 | savebabywill - unvaccinated - counterspinmedia - auckland - transfusions | 32 | 39_savebabywill_unvaccinated_counterspinmedia_auckland | 
| 40 | masks - nhs - ukmfa - mandates - headteacher | 32 | 40_masks_nhs_ukmfa_mandates | 
| 41 | paypal - boycott - defund - gofundme - natwest | 31 | 41_paypal_boycott_defund_gofundme | 
| 42 | broadyorkshirelaw - immunisation - solicitor - complainants - issued | 30 | 42_broadyorkshirelaw_immunisation_solicitor_complainants | 
| 43 | cepi - mccullough - quackkines - mbbch - cardiologist | 29 | 43_cepi_mccullough_quackkines_mbbch | 
| 44 | banned - bot - whatsapp - cbdcs - whistleblower | 29 | 44_banned_bot_whatsapp_cbdcs | 
| 45 | deaths - vaers - children - jabbed - 15 | 28 | 45_deaths_vaers_children_jabbed | 
| 46 | cameron - tory - leigh - dougie - tonight | 28 | 46_cameron_tory_leigh_dougie | 
| 47 | radiofrequency - antennas - 5g - airwavedefender - satellites | 28 | 47_radiofrequency_antennas_5g_airwavedefender | 
| 48 | transgender - indoctrination - puberty - minors - doping | 28 | 48_transgender_indoctrination_puberty_minors | 
| 49 | oncologists - metastatic - lymphoblastic - boosters - mammogram | 27 | 49_oncologists_metastatic_lymphoblastic_boosters | 
| 50 | ivermectin - worldivermectinday - molnupiravir - india - prophylactic | 27 | 50_ivermectin_worldivermectinday_molnupiravir_india | 
| 51 | mortalities - statista - 2020 - funeral - wales | 26 | 51_mortalities_statista_2020_funeral | 
| 52 | repost - nato - banned - disagree - mep | 25 | 52_repost_nato_banned_disagree | 
| 53 | mask - pathogens - corynebacterium - contaminated - microplastics | 22 | 53_mask_pathogens_corynebacterium_contaminated | 
| 54 | netherlands - farmers - vlaardingerbroek - coups - rutte | 22 | 54_netherlands_farmers_vlaardingerbroek_coups | 
| 55 | betterwayconference - attendee - wellmann - virtual - wchsubscriber | 22 | 55_betterwayconference_attendee_wellmann_virtual | 
| 56 | mikael - nordfors - memorial - magufuli - virologist | 21 | 56_mikael_nordfors_memorial_magufuli | 
| 57 | ukraine - bioweapons - biden - konashenkov - pentagon | 21 | 57_ukraine_bioweapons_biden_konashenkov | 
| 58 | thrombosis - clotting - dvt - heparin - astrazeneca | 21 | 58_thrombosis_clotting_dvt_heparin | 
| 59 | vaccinated - causalties - 94 - percentage - unfounded | 21 | 59_vaccinated_causalties_94_percentage | 
| 60 | digitalization - saveourrights - identities - stamp - stasi | 21 | 60_digitalization_saveourrights_identities_stamp | 
| 61 | oregano - forgotify - honey - bombs - herbalist | 21 | 61_oregano_forgotify_honey_bombs | 
| 62 | bots - banned - spammer - messages - lurking | 20 | 62_bots_banned_spammer_messages | 
| 63 | petrol - electricity - decarbonise - subsidies - bill | 20 | 63_petrol_electricity_decarbonise_subsidies | 
| 64 | djokovic - australia - novax - deported - visa | 20 | 64_djokovic_australia_novax_deported |
  
</details>

## 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