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

# MARTINI_enrich_BERTopic_DrJaneRuby

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_DrJaneRuby")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 60
* Number of training documents: 5890

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | doctors - pfizer - vaccinated - bioweapon - patriot | 20 | -1_doctors_pfizer_vaccinated_bioweapon | 
| 0 | malone - protectdrjane - vaccines - mrna - lawsuits | 2944 | 0_malone_protectdrjane_vaccines_mrna | 
| 1 | pfizer - fda - becerra - pdufa - redacted | 175 | 1_pfizer_fda_becerra_pdufa | 
| 2 | pilots - airliner - cockpit - jets - flying | 154 | 2_pilots_airliner_cockpit_jets | 
| 3 | clots - embalmer - fibrous - white - findings | 131 | 3_clots_embalmer_fibrous_white | 
| 4 | covid - pcr - test - false - asymptomatic | 112 | 4_covid_pcr_test_false | 
| 5 | military - rfra - mandates - dod - waivers | 100 | 5_military_rfra_mandates_dod | 
| 6 | stewpeters - wednesday - jane - questions - tonight | 95 | 6_stewpeters_wednesday_jane_questions | 
| 7 | towergarden - seedlings - aeroponic - tomatoes - celery | 93 | 7_towergarden_seedlings_aeroponic_tomatoes | 
| 8 | spikevax - fda - toddlers - june - deaths | 92 | 8_spikevax_fda_toddlers_june | 
| 9 | pfizer - vial - nanoparticles - findings - fibrinogen | 87 | 9_pfizer_vial_nanoparticles_findings | 
| 10 | detoxing - mrna - quadrivalent - omicron - shots | 85 | 10_detoxing_mrna_quadrivalent_omicron | 
| 11 | filterssuck - purifier - aerosol - allergens - forfree | 81 | 11_filterssuck_purifier_aerosol_allergens | 
| 12 | channel - proselytizing - trolls - conflicts - conversations | 80 | 12_channel_proselytizing_trolls_conflicts | 
| 13 | telegram - bots - spamming - banned - scammers | 76 | 13_telegram_bots_spamming_banned | 
| 14 | zinc - antioxidant - supplements - apricot - b17 | 66 | 14_zinc_antioxidant_supplements_apricot | 
| 15 | republicans - congressional - communism - mccarthy - takeover | 61 | 15_republicans_congressional_communism_mccarthy | 
| 16 | desantis - quarantined - repeal - sb2006 - remdesivir | 59 | 16_desantis_quarantined_repeal_sb2006 | 
| 17 | immunotherapies - injections - dna - c19 - deadlier | 59 | 17_immunotherapies_injections_dna_c19 | 
| 18 | rubysuperfoods - mypowerheart - filterssuck - magnesium - symptoms | 55 | 18_rubysuperfoods_mypowerheart_filterssuck_magnesium | 
| 19 | mypillows - lindell - towels - mike - discounts | 53 | 19_mypillows_lindell_towels_mike | 
| 20 | jane - dtjaneruby - reruns - tunein - tonight | 50 | 20_jane_dtjaneruby_reruns_tunein | 
| 21 | trump - denounce - reelected - weaponized - eugenicist | 48 | 21_trump_denounce_reelected_weaponized | 
| 22 | monoglycerides - avocados - poisoning - coating - propiconazole | 47 | 22_monoglycerides_avocados_poisoning_coating | 
| 23 | grounding - yoga - soreness - cushioned - advantages | 46 | 23_grounding_yoga_soreness_cushioned | 
| 24 | orthopox - chickenpox - contagious - monkey - imvamune | 43 | 24_orthopox_chickenpox_contagious_monkey | 
| 25 | mypillows - pillowcases - blankets - bathrobes - discounts | 41 | 25_mypillows_pillowcases_blankets_bathrobes | 
| 26 | hospital - hermann - sarasota - unvaccinated - murdered | 41 | 26_hospital_hermann_sarasota_unvaccinated | 
| 27 | nurses - endotracheal - phlebotomist - murderers - abused | 39 | 27_nurses_endotracheal_phlebotomist_murderers | 
| 28 | whistleblowers - colonel - dod - soldiers - theresa | 39 | 28_whistleblowers_colonel_dod_soldiers | 
| 29 | myocarditis - endocardium - strokes - attacks - young | 37 | 29_myocarditis_endocardium_strokes_attacks | 
| 30 | gold - 401ks - augusta - savings - trillions | 37 | 30_gold_401ks_augusta_savings | 
| 31 | voters - ballots - recounts - arizona - november | 35 | 31_voters_ballots_recounts_arizona | 
| 32 | fauci - darpa - treason - genocide - subpoena | 33 | 32_fauci_darpa_treason_genocide | 
| 33 | purifiers - airwaterhealing - promo - shield - v3 | 33 | 33_purifiers_airwaterhealing_promo_shield | 
| 34 | ivermectin - drstellamd - hydroxychloroquine - concerneddoctors - prescription | 33 | 34_ivermectin_drstellamd_hydroxychloroquine_concerneddoctors | 
| 35 | blessings - pray - heaven - christmas - isaiah | 32 | 35_blessings_pray_heaven_christmas | 
| 36 | sleepbreakthrough - melatonin - magbreakthrough - magnesium - supplement | 32 | 36_sleepbreakthrough_melatonin_magbreakthrough_magnesium | 
| 37 | homeschool - masked - indoctrinating - vaxxpassport - walkout | 31 | 37_homeschool_masked_indoctrinating_vaxxpassport | 
| 38 | airwaterhealing - purifiers - promo - protective - shungite | 31 | 38_airwaterhealing_purifiers_promo_protective | 
| 39 | molnupiravir - vilobelimab - immunomodulators - prescriptions - dangerous | 30 | 39_molnupiravir_vilobelimab_immunomodulators_prescriptions | 
| 40 | vaccine - poisons - shots - injectable - walgreens | 29 | 40_vaccine_poisons_shots_injectable | 
| 41 | preppers - stockpile - survive - shortage - perishables | 29 | 41_preppers_stockpile_survive_shortage | 
| 42 | stew - grassroots - patriots - megan - weaponizing | 28 | 42_stew_grassroots_patriots_megan | 
| 43 | uploading - delayed - morning - discussions - struggling | 27 | 43_uploading_delayed_morning_discussions | 
| 44 | protests - trudeau - tyrannical - nope - truckers | 26 | 44_protests_trudeau_tyrannical_nope | 
| 45 | illegals - militia - weaponized - border - panama | 25 | 45_illegals_militia_weaponized_border | 
| 46 | livestream - jane - morning - laurenwitzke - thrive | 25 | 46_livestream_jane_morning_laurenwitzke | 
| 47 | drjaneruby - rumble - livestream - jane - january | 24 | 47_drjaneruby_rumble_livestream_jane | 
| 48 | goldco - investments - riskiest - precious - protect | 24 | 48_goldco_investments_riskiest_precious | 
| 49 | truly - heaven - gods - blessed - compassion | 23 | 49_truly_heaven_gods_blessed | 
| 50 | hochul - nys - judicial - nonvaxxed - overturned | 22 | 50_hochul_nys_judicial_nonvaxxed | 
| 51 | vaccinated - mandates - employer - exemption - masks | 22 | 51_vaccinated_mandates_employer_exemption | 
| 52 | meredith - hugs - joshua - paramedics - bravery | 22 | 52_meredith_hugs_joshua_paramedics | 
| 53 | reawaken - determinedpatriotismconference - speaker - clark - orlando | 22 | 53_reawaken_determinedpatriotismconference_speaker_clark | 
| 54 | katherine - bioterrorism - brighteontv - bombshell - wednesday | 22 | 54_katherine_bioterrorism_brighteontv_bombshell | 
| 55 | novavax - adjuvant - injected - baculovirus - nanoparticulate | 22 | 55_novavax_adjuvant_injected_baculovirus | 
| 56 | drjaneruby - bioweapons - suppress - titan - fallout | 22 | 56_drjaneruby_bioweapons_suppress_titan | 
| 57 | infowars - live - invited - hosts - shawn | 20 | 57_infowars_live_invited_hosts | 
| 58 | vaccinepolicebook - christopher - banners4freedom - lawmakers - louisiana | 20 | 58_vaccinepolicebook_christopher_banners4freedom_lawmakers |
  
</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
