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

# MARTINI_enrich_BERTopic_the_Right_People

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_the_Right_People")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 69
* Number of training documents: 11230

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | ukrainians - missiles - tanks - brigade - nato | 20 | -1_ukrainians_missiles_tanks_brigade | 
| 0 | fuck - banned - deleted - 4chan - channel | 7393 | 0_fuck_banned_deleted_4chan | 
| 1 | turret - armor - kurganmashzavod - 80bvm - 4с24 | 187 | 1_turret_armor_kurganmashzavod_80bvm | 
| 2 | rubles - gazprom - sanctions - euro - gdp | 165 | 2_rubles_gazprom_sanctions_euro | 
| 3 | kherson - armoured - m113as4 - afu - suv | 163 | 3_kherson_armoured_m113as4_afu | 
| 4 | hamas - mossad - merkava - jerusalem - bombed | 157 | 4_hamas_mossad_merkava_jerusalem | 
| 5 | roskosmos - baikonur - spacex - suborbital - satellites | 155 | 5_roskosmos_baikonur_spacex_suborbital | 
| 6 | poland - antifas - krakowie - marches - separatism | 131 | 6_poland_antifas_krakowie_marches | 
| 7 | ukrainians - surrendered - pavlovka - platoon - prisoners | 124 | 7_ukrainians_surrendered_pavlovka_platoon | 
| 8 | spartak - moscow - црвены - матче - богомола | 98 | 8_spartak_moscow_црвены_матче | 
| 9 | бригады - хулиганов - украинских - противника - здесь | 98 | 9_бригады_хулиганов_украинских_противника | 
| 10 | sverodonetsk - kharkov - krasnogorivka - lisichansk - frontline | 92 | 10_sverodonetsk_kharkov_krasnogorivka_lisichansk | 
| 11 | petaflops - processors - microelectronic - lomonosov - 28nm | 86 | 11_petaflops_processors_microelectronic_lomonosov | 
| 12 | drone - howitzer - kamikaze - strela - bogdanivka | 83 | 12_drone_howitzer_kamikaze_strela | 
| 13 | fighterbomber - nikolayevka - helicopters - airfield - crashed | 81 | 13_fighterbomber_nikolayevka_helicopters_airfield | 
| 14 | eurofighter - squadrons - jets - afterburner - 2022 | 78 | 14_eurofighter_squadrons_jets_afterburner | 
| 15 | kharkov - russians - dniepr - minsk - insurgency | 74 | 15_kharkov_russians_dniepr_minsk | 
| 16 | помощь - sberbank - donations - monero - 46nfrvmwpnkba1yrumv4cx3kvkaqaeg61pmtkxtfmqrbgg7yjpbcyq58cz3v1hfgyluuoulodhytt5unwgzxarwbmejgl2r | 72 | 16_помощь_sberbank_donations_monero | 
| 17 | артиллеристы - howitzer - strela - zaporizhzhya - краснополя | 71 | 17_артиллеристы_howitzer_strela_zaporizhzhya | 
| 18 | drones - квадрокоптера - kamikaze - sudoplatov - militants | 70 | 18_drones_квадрокоптера_kamikaze_sudoplatov | 
| 19 | panzerhaubitze - leopard - lithuania - defects - t90m | 67 | 19_panzerhaubitze_leopard_lithuania_defects | 
| 20 | espana - nacionalistas - melilla - mierda - nuestra | 66 | 20_espana_nacionalistas_melilla_mierda | 
| 21 | mercenaries - killed - garcia - frenchman - slavkov | 66 | 21_mercenaries_killed_garcia_frenchman | 
| 22 | rosneft - murmansk - atomenergomash - shipyards - zavod | 66 | 22_rosneft_murmansk_atomenergomash_shipyards | 
| 23 | лгбт - lgbtqi - homophobia - дискримінаціі - lithuania | 66 | 23_лгбт_lgbtqi_homophobia_дискримінаціі | 
| 24 | monastery - pechersk - orthodox - hagia - bolsheviks | 65 | 24_monastery_pechersk_orthodox_hagia | 
| 25 | rusnews - yekaterinburg - moskovsky - deported - russophobia | 64 | 25_rusnews_yekaterinburg_moskovsky_deported | 
| 26 | helicopters - gunships - armoured - zaporizhzhya - alligator | 64 | 26_helicopters_gunships_armoured_zaporizhzhya | 
| 27 | kalashnikov - howitzers - projectile - 203mm - зоф | 56 | 27_kalashnikov_howitzers_projectile_203mm | 
| 28 | onlyfans - whore - yulia - pussy - actress | 54 | 28_onlyfans_whore_yulia_pussy | 
| 29 | urozhaynoye - donetsk - bombs - умпб - yuzhnodonbasskaya | 47 | 29_urozhaynoye_donetsk_bombs_умпб | 
| 30 | missiles - helicopter - 28n - vikhr - 9m120 | 47 | 30_missiles_helicopter_28n_vikhr | 
| 31 | casualties - kropivnitskiy - markhalevka - tombstones - enlistment | 46 | 31_casualties_kropivnitskiy_markhalevka_tombstones | 
| 32 | crimea - missiles - novorossiysk - makarov - airfield | 42 | 32_crimea_missiles_novorossiysk_makarov | 
| 33 | donskoy - cossacks - valeryevich - egorovka - sergeant | 40 | 33_donskoy_cossacks_valeryevich_egorovka | 
| 34 | airbus - zhukovsky - superjet - fuselage - 2026 | 39 | 34_airbus_zhukovsky_superjet_fuselage | 
| 35 | tanks - uralvagonzavod - omsktransmash - dmitry - t72b3m | 37 | 35_tanks_uralvagonzavod_omsktransmash_dmitry | 
| 36 | paratroopers - novomikhailivka - militants - stronghold - footage | 37 | 36_paratroopers_novomikhailivka_militants_stronghold | 
| 37 | бомбардирововочные - умпб - sumbmunitions - upmk - 500пмв | 37 | 37_бомбардирововочные_умпб_sumbmunitions_upmk | 
| 38 | missiles - submunitions - glonass - 9m549 - сн398 | 35 | 38_missiles_submunitions_glonass_9m549 | 
| 39 | pmc - fighters - cameroon - artemivsk - demilitarised | 35 | 39_pmc_fighters_cameroon_artemivsk | 
| 40 | lutsenko - shukhevych - levkovych - osnovenko - batyashov | 34 | 40_lutsenko_shukhevych_levkovych_osnovenko | 
| 41 | m113s - unknown_tank - howitzer - 2м1 - 64bv | 33 | 41_m113s_unknown_tank_howitzer_2м1 | 
| 42 | yekaterinodar - pokrov - cossack - brawl - festivals | 33 | 42_yekaterinodar_pokrov_cossack_brawl | 
| 43 | howitzers - zaporizhzhya - m777 - destroyed - antonov | 33 | 43_howitzers_zaporizhzhya_m777_destroyed | 
| 44 | drone - kamikaze - военныи - gripen - dmytrashkovskyy | 32 | 44_drone_kamikaze_военныи_gripen | 
| 45 | missiles - strela - bogdanovka - sams - 30н6е | 32 | 45_missiles_strela_bogdanovka_sams | 
| 46 | nationalists - nazi - slavs - navalny - azov | 32 | 46_nationalists_nazi_slavs_navalny | 
| 47 | troitskoye - infantrymen - berkhivka - battles - tank | 32 | 47_troitskoye_infantrymen_berkhivka_battles | 
| 48 | bierpartei - austria - nationalist - frohnmeier - constituencies | 31 | 48_bierpartei_austria_nationalist_frohnmeier | 
| 49 | andriivka - coordinates - 13092023 - militarysummarymap - дата | 30 | 49_andriivka_coordinates_13092023_militarysummarymap | 
| 50 | zaporizhzhya - mechbrigade - avdeevka - destroyed - m88a3 | 28 | 50_zaporizhzhya_mechbrigade_avdeevka_destroyed | 
| 51 | mariupol - азовец - bombarded - mirny - iron | 27 | 51_mariupol_азовец_bombarded_mirny | 
| 52 | fascism - pacifists - imperialist - slavs - nations | 27 | 52_fascism_pacifists_imperialist_slavs | 
| 53 | svyatogorsk - theotokos - mariupol - храм - archpriest | 27 | 53_svyatogorsk_theotokos_mariupol_храм | 
| 54 | chernivtsi - hryvnia - zelensky - commissars - subpoenas | 26 | 54_chernivtsi_hryvnia_zelensky_commissars | 
| 55 | russia - zelenski - wars - geopolitically - khamenei | 26 | 55_russia_zelenski_wars_geopolitically | 
| 56 | robototekhnika - unmanned - kamaz - almetyevsk - yandex | 25 | 56_robototekhnika_unmanned_kamaz_almetyevsk | 
| 57 | psalm - ezekiel - wisdom - heavens - firstborn | 25 | 57_psalm_ezekiel_wisdom_heavens | 
| 58 | missiles - radar - 9с36м - sams - 300v4 | 25 | 58_missiles_radar_9с36м_sams | 
| 59 | riots - nantes - nazi - zemmour - islamophobic | 25 | 59_riots_nantes_nazi_zemmour | 
| 60 | kherson - airstrikes - howitzers - avdyivka - koksokhimzavod | 24 | 60_kherson_airstrikes_howitzers_avdyivka | 
| 61 | colonel - squadron - sokolovsky - volodymyr - sylvain4310 | 23 | 61_colonel_squadron_sokolovsky_volodymyr | 
| 62 | beijing - putin - xi - guangbin - chairman | 23 | 62_beijing_putin_xi_guangbin | 
| 63 | novomikhailivka - missile - defeat - depot - adveevskoye | 22 | 63_novomikhailivka_missile_defeat_depot | 
| 64 | kherson - dnieper - bridges - flood - collapsed | 21 | 64_kherson_dnieper_bridges_flood | 
| 65 | missile - радар - kh - 9н235 - ммс | 20 | 65_missile_радар_kh_9н235 | 
| 66 | serbia - slobodan - knezevic - russians - kharchenko | 20 | 66_serbia_slobodan_knezevic_russians | 
| 67 | prigozhin - pmc - dirlewagner - sitrepmap - wanker | 20 | 67_prigozhin_pmc_dirlewagner_sitrepmap |
  
</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
