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

# BERTopic_GeorgeWebb

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("sdantonio/BERTopic_GeorgeWebb")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 92
* Number of training documents: 7194

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | thedukereport - realgeorgewebb1 - erasmus - downloaded - pottinger | 12 | -1_thedukereport_realgeorgewebb1_erasmus_downloaded | 
| 0 | walker - ukraine - michael - virginia - paul | 1889 | 0_walker_ukraine_michael_virginia | 
| 1 | walker - ukraine - pfizer - journalism - anthrax | 716 | 1_walker_ukraine_pfizer_journalism | 
| 2 | investigative - begins - erasmus - quartet - gonzalo | 373 | 2_investigative_begins_erasmus_quartet | 
| 3 | bioagents - washington - michael - consulting - supported | 353 | 3_bioagents_washington_michael_consulting | 
| 4 | mcdufflivestwo - mcduff - railroads - wednesday - aids | 270 | 4_mcdufflivestwo_mcduff_railroads_wednesday | 
| 5 | stalkinghorse - slaughterpen - snippets - gathering - validation | 229 | 5_stalkinghorse_slaughterpen_snippets_gathering | 
| 6 | hemorrhagic - gasoline - spraying - moneypenny - ukraine | 201 | 6_hemorrhagic_gasoline_spraying_moneypenny | 
| 7 | cells - sides - ops - sars - breggins | 143 | 7_cells_sides_ops_sars | 
| 8 | realgeorgewebb1 - thedukereport - kineticcourtz - thejasonrink - livestreaming | 138 | 8_realgeorgewebb1_thedukereport_kineticcourtz_thejasonrink | 
| 9 | electrocardiograms - incomprable - jamescomer - erasmus - zealousness | 127 | 9_electrocardiograms_incomprable_jamescomer_erasmus | 
| 10 | fl_progressive - 2fimages - flying - cells - experiments | 107 | 10_fl_progressive_2fimages_flying_cells | 
| 11 | drying - livewithandy - charliekirk11 - rounds - scottpelly1 | 100 | 11_drying_livewithandy_charliekirk11_rounds | 
| 12 | encrypted - rehearsals - racing - reporting - mentoring | 92 | 12_encrypted_rehearsals_racing_reporting | 
| 13 | encrypted - weapons - ukraine - virginia - hunter | 90 | 13_encrypted_weapons_ukraine_virginia | 
| 14 | accounts - dewine - virginia - ssn - curve | 86 | 14_accounts_dewine_virginia_ssn | 
| 15 | download_it_bot - whistleblower - biosensors - synthetic - midgets | 79 | 15_download_it_bot_whistleblower_biosensors_synthetic | 
| 16 | slaughter - natethelawyer - televised - bethesda - sunbathing | 74 | 16_slaughter_natethelawyer_televised_bethesda | 
| 17 | hairdresser - minnesota - interviews - prayers - frankfurt | 66 | 17_hairdresser_minnesota_interviews_prayers | 
| 18 | bioengineered - hemorrhagic - pfizerorg - footprints - synthetic | 61 | 18_bioengineered_hemorrhagic_pfizerorg_footprints | 
| 19 | mysteriously - measures - cells - advisory - farming | 56 | 19_mysteriously_measures_cells_advisory | 
| 20 | hemorrhagic - biolabs - swine - ghislanemaxwelltrial - erasmus | 54 | 20_hemorrhagic_biolabs_swine_ghislanemaxwelltrial | 
| 21 | v3txg6j - v3pxrmj - v3cdn5f - v3gvdea - v3y8kcm | 53 | 21_v3txg6j_v3pxrmj_v3cdn5f_v3gvdea | 
| 22 | realgeorgewebb1 - slaughter - livewithandy - lady__duchess - infowars | 50 | 22_realgeorgewebb1_slaughter_livewithandy_lady__duchess | 
| 23 | remastered - motorcycles - infoblocks - reinhardt - sideffect | 50 | 23_remastered_motorcycles_infoblocks_reinhardt | 
| 24 | 1eajbgb - 1eajbgm - 1dxgyjg - 1odkrjr - 1djxxng | 50 | 24_1eajbgb_1eajbgm_1dxgyjg_1odkrjr | 
| 25 | rebels - bye - simulation - underscore - 10s | 48 | 25_rebels_bye_simulation_underscore | 
| 26 | uci8bkz7l3lc0 - housatonic - synthetic - shots - finals | 47 | 26_uci8bkz7l3lc0_housatonic_synthetic_shots | 
| 27 | workarounds - slaughter - thesteeltruth - canadian - biocontainment | 46 | 27_workarounds_slaughter_thesteeltruth_canadian | 
| 28 | coronavirusmcnutt - shamelessly - economics - adrenochrome - demolition | 45 | 28_coronavirusmcnutt_shamelessly_economics_adrenochrome | 
| 29 | interleukins - peacekeepers - insurrection - outbreaks - erasmus | 45 | 29_interleukins_peacekeepers_insurrection_outbreaks | 
| 30 | thelaroucheorganization - avenues - interviews - screamingospreys - fathers | 42 | 30_thelaroucheorganization_avenues_interviews_screamingospreys | 
| 31 | downloaded - booster - housatonic - lee - nguyen | 41 | 31_downloaded_booster_housatonic_lee | 
| 32 | stratospheric - ethnically - v3cds4y - wesley - bioagents | 40 | 32_stratospheric_ethnically_v3cds4y_wesley | 
| 33 | 1mrgmyx - 1rmgpmz - 1plkqdb - spaces - 1owxwwe | 39 | 33_1mrgmyx_1rmgpmz_1plkqdb_spaces | 
| 34 | grandkids - foretelling - aventis - consulting - protocols | 39 | 34_grandkids_foretelling_aventis_consulting | 
| 35 | download_it_bot - avenues - shares - screamingospreys - downloaded | 39 | 35_download_it_bot_avenues_shares_screamingospreys | 
| 36 | restarting - overdose - lights - downloaded - housatonic | 38 | 36_restarting_overdose_lights_downloaded | 
| 37 | dr_steph_gayet - realgeorgewebb1 - singersongwriter - sarahhrakm1 - downloaded | 38 | 37_dr_steph_gayet_realgeorgewebb1_singersongwriter_sarahhrakm1 | 
| 38 | unloaded - strangely - shortcuts - falling - stevens | 38 | 38_unloaded_strangely_shortcuts_falling | 
| 39 | ivins - begins - investigative - fitzgibbon - jewels | 36 | 39_ivins_begins_investigative_fitzgibbon | 
| 40 | realgeorgewebb1 - fireworks - leytedriver - mcdufflives - realconniebevan | 36 | 40_realgeorgewebb1_fireworks_leytedriver_mcdufflives | 
| 41 | analytics - interviews - balls - housatonic - brassballs | 34 | 41_analytics_interviews_balls_housatonic | 
| 42 | slaughter - facts - cells - launching - ivins | 34 | 42_slaughter_facts_cells_launching | 
| 43 | hemorrhagic - politics - myocarditis - ukraine - bombs | 32 | 43_hemorrhagic_politics_myocarditis_ukraine | 
| 44 | trumparraignment - prussian - drjudyamikovits - investigative - rehearse | 32 | 44_trumparraignment_prussian_drjudyamikovits_investigative | 
| 45 | 1dxxyjg - 1rmxp - 1djgxlw - 1rmxpma - 1mrgmyo | 30 | 45_1dxxyjg_1rmxp_1djgxlw_1rmxpma | 
| 46 | canariesblue - overcrowded - graciously - believed - swinging | 28 | 46_canariesblue_overcrowded_graciously_believed | 
| 47 | kate_hampstead - thedukereport - america1stlegal - realgeorgewebb1 - squads | 28 | 47_kate_hampstead_thedukereport_america1stlegal_realgeorgewebb1 | 
| 48 | faster - myocarditis - tweets - commonwealth - begins | 27 | 48_faster_myocarditis_tweets_commonwealth | 
| 49 | avenues - upcoming - doctors - fathers - screamingospreys | 27 | 49_avenues_upcoming_doctors_fathers | 
| 50 | whistleblowers - fireworks - realgeorgewebb1 - secrets - mcdufflivestwo | 27 | 50_whistleblowers_fireworks_realgeorgewebb1_secrets | 
| 51 | unconditional - housatonic - psychopathic - studios - aids | 26 | 51_unconditional_housatonic_psychopathic_studios | 
| 52 | stopthesteal - avenues - doctors - screamingospreys - biodefense | 26 | 52_stopthesteal_avenues_doctors_screamingospreys | 
| 53 | unsealed - governments - commonwealth - profits - unlocked | 25 | 53_unsealed_governments_commonwealth_profits | 
| 54 | fl_progressive - triggering - supported - raises - subscriber | 25 | 54_fl_progressive_triggering_supported_raises | 
| 55 | mcdufflives - mcduff - mcdufflivestwo - topics - weekly | 24 | 55_mcdufflives_mcduff_mcdufflivestwo_topics | 
| 56 | crusader - biosolutions - presumably - recovering - awards | 24 | 56_crusader_biosolutions_presumably_recovering | 
| 57 | cowboys - rockefellers - knights - johnny - mcduff | 24 | 57_cowboys_rockefellers_knights_johnny | 
| 58 | launched - studying - doctors - loans - superspreaders | 23 | 58_launched_studying_doctors_loans | 
| 59 | videographer - johnson - blackberries - hunt - georgia | 23 | 59_videographer_johnson_blackberries_hunt | 
| 60 | bradley - cutouts - counterattack - inquiry - wesley | 23 | 60_bradley_cutouts_counterattack_inquiry | 
| 61 | powerpoints - biographer - embraceable - graphics - citizens | 23 | 61_powerpoints_biographer_embraceable_graphics | 
| 62 | neighborhoodnewsstudios - realgeorgewebb1 - wednesday - leytedriver - realconniebevan | 21 | 62_neighborhoodnewsstudios_realgeorgewebb1_wednesday_leytedriver | 
| 63 | unspeakable - backing - georgia - reminder - incomparable | 21 | 63_unspeakable_backing_georgia_reminder | 
| 64 | housatonic - bradford - deaths - approvals - leads | 19 | 64_housatonic_bradford_deaths_approvals | 
| 65 | housatonic - untitled - auchincloss - connections - booster | 19 | 65_housatonic_untitled_auchincloss_connections | 
| 66 | backstage - forthcoming - lhatesyoualot - screaming - download_it_bot | 18 | 66_backstage_forthcoming_lhatesyoualot_screaming | 
| 67 | downloaded - telegram - alternate - new - channel | 18 | 67_downloaded_telegram_alternate_new | 
| 68 | downloaded - telegram - watch -  -  | 17 | 68_downloaded_telegram_watch_ | 
| 69 | retrocomputing - tolerated - housatonicits - housatoniclive - computinghistory | 17 | 69_retrocomputing_tolerated_housatonicits_housatoniclive | 
| 70 | encrypted - tuckercarlson - bodyguards - profits - publishing | 17 | 70_encrypted_tuckercarlson_bodyguards_profits | 
| 71 | spaces - 1kvkpvn - 1ypkddz - 1lyxbqw - 1yqgodp | 17 | 71_spaces_1kvkpvn_1ypkddz_1lyxbqw | 
| 72 | guessing - secrets - erasmus - julian - burner | 16 | 72_guessing_secrets_erasmus_julian | 
| 73 | deadly - cameras - embraceable - erasmus - reenactment | 16 | 73_deadly_cameras_embraceable_erasmus | 
| 74 | myocarditis - booklets - delayed - battlefields - missouri | 16 | 74_myocarditis_booklets_delayed_battlefields | 
| 75 | memorialday2021 - mcm88gksw7a - realgeorgewebb1 - screamingospreys - weapons | 15 | 75_memorialday2021_mcm88gksw7a_realgeorgewebb1_screamingospreys | 
| 76 | realgeorgewebb1 - leytedriver - mistakes - investigative - jackrobertcat | 15 | 76_realgeorgewebb1_leytedriver_mistakes_investigative | 
| 77 | dsj2khtczx0 - thedukereport - vkfphzisa - leytedriver - jsuj0zaywq4 | 15 | 77_dsj2khtczx0_thedukereport_vkfphzisa_leytedriver | 
| 78 | whistleblower - transgender - johnson - doctors - blackberries | 15 | 78_whistleblower_transgender_johnson_doctors | 
| 79 | gbj3g - unblocked - housatoniclive - slides - shadowbanning | 14 | 79_gbj3g_unblocked_housatoniclive_slides | 
| 80 | subpoenathebidenblackberrys - subpoenatheblackberrys - trumparraignment - thebravermanprophecy - thedukereport | 14 | 80_subpoenathebidenblackberrys_subpoenatheblackberrys_trumparraignment_thebravermanprophecy | 
| 81 | jaybeemediadlbot - video -  -  -  | 14 | 81_jaybeemediadlbot_video__ | 
| 82 | 1owgwya - 1owxwyz - 1lyxbnp - spaces - 1owxwya | 14 | 82_1owgwya_1owxwyz_1lyxbnp_spaces | 
| 83 | deployed - summers - erasmus - uses - hanging | 14 | 83_deployed_summers_erasmus_uses | 
| 84 | realgeorgewebb1 - livewithandy - sniffing - housatoniclive - nanoparticle | 14 | 84_realgeorgewebb1_livewithandy_sniffing_housatoniclive | 
| 85 | realgeorgewebb1 - awaited - housatonic - ukraine - wins | 13 | 85_realgeorgewebb1_awaited_housatonic_ukraine | 
| 86 | introduced - france - writers - biscayne - nawctsd | 13 | 86_introduced_france_writers_biscayne | 
| 87 | avenues - doctors - shares - screamingospreys - mcdaniel | 13 | 87_avenues_doctors_shares_screamingospreys | 
| 88 | wesley - servers - bombs - megabucks - pentagon | 13 | 88_wesley_servers_bombs_megabucks | 
| 89 | bioagents - profits - snipers - julian - reporting | 13 | 89_bioagents_profits_snipers_julian | 
| 90 | v3fsg9g - embraceable - odysseus - rising - mrs | 12 | 90_v3fsg9g_embraceable_odysseus_rising |
  
</details>

## Training hyperparameters

* calculate_probabilities: False
* 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: 1.23.5
* HDBSCAN: 0.8.38.post1
* UMAP: 0.5.6
* Pandas: 2.2.2
* Scikit-Learn: 1.5.1
* Sentence-transformers: 3.0.1
* Transformers: 4.44.2
* Numba: 0.60.0
* Plotly: 5.24.0
* Python: 3.10.12