
# mods-specific-topics-bertmodel

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("jaimevera1107/mods-specific-topics-bertmodel")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 134
* Number of training documents: 1672

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| 0 | drug - drugs controlled substances - drugs controlled - paraphernalia - controlled | 44 | 0_drug_drugs controlled substances_drugs controlled_paraphernalia | 
| 1 | intellectual - intellectual property - stolen - copyright - copyrighted | 40 | 1_intellectual_intellectual property_stolen_copyright | 
| 2 | brand - reportable - brand innovation - innovation - brand library | 38 | 2_brand_reportable_brand innovation_innovation | 
| 3 | intent minor - seductive intent minor - minor performing - greeting kiss - kiss | 32 | 3_intent minor_seductive intent minor_minor performing_greeting kiss | 
| 4 | depiction suicide - graphic depiction - depiction suicide self - self harm - suicide | 31 | 4_depiction suicide_graphic depiction_depiction suicide self_self harm | 
| 5 | terrorist - terrorism - organizations - terrorist organizations - international | 27 | 5_terrorist_terrorism_organizations_terrorist organizations | 
| 6 | slur - slurs - slur degrading - hateful context - degrading hateful | 26 | 6_slur_slurs_slur degrading_hateful context | 
| 7 | dangerous activity - dangerous driving - driving - acts dangerous - challenges dangerous | 24 | 7_dangerous activity_dangerous driving_driving_acts dangerous | 
| 8 | cruelty - cruelty animal - animal testing - testing - animal cruelty | 24 | 8_cruelty_cruelty animal_animal testing_testing | 
| 9 | hate based - hate - based - hate symbols - hate speech | 24 | 9_hate based_hate_based_hate symbols | 
| 10 | hostility - degradation - degrading - target - statement user | 24 | 10_hostility_degradation_degrading_target | 
| 11 | language adult - explicit sexual language - text adult - adult sexual talking - sexual language | 24 | 11_language adult_explicit sexual language_text adult_adult sexual talking | 
| 12 | age - disclosed - disclosed age related - age related information - age related | 23 | 12_age_disclosed_disclosed age related_age related information | 
| 13 | adult erotic - illusion underage promotion - foreplay scenes - games adult explicit - innuendo adult sexual | 23 | 13_adult erotic_illusion underage promotion_foreplay scenes_games adult explicit | 
| 14 | nude - areola nipple - adult female - nipple - male | 22 | 14_nude_areola nipple_adult female_nipple | 
| 15 | toddlers - underage nudity - nudity minor - nudity implied - infants | 21 | 15_toddlers_underage nudity_nudity minor_nudity implied | 
| 16 | grooming - pedophilia - pedophilic - platform leading - platform leading minors | 20 | 16_grooming_pedophilia_pedophilic_platform leading | 
| 17 | monetization - platforms - party platforms - direction - ads | 20 | 17_monetization_platforms_party platforms_direction | 
| 18 | sexual harassment - unsolicited - verbal - sexual advances - verbal sexual harassment | 20 | 18_sexual harassment_unsolicited_verbal_sexual advances | 
| 19 | child pornography - pornography child - pornography child pornography - minors sharing distribution - minors sharing | 19 | 19_child pornography_pornography child_pornography child pornography_minors sharing distribution | 
| 20 | offering - language depicting - sexual solicitation - solicitation depiction - sexual solicitation depiction | 19 | 20_offering_language depicting_sexual solicitation_solicitation depiction | 
| 21 | harm dangerous - lead - inedible - inedible objects - physical harm | 19 | 21_harm dangerous_lead_inedible_inedible objects | 
| 22 | links - porn website - website - pornography vulgarity - pornography vulgarity content | 19 | 22_links_porn website_website_pornography vulgarity | 
| 23 | blood - mutilated human - mutilated human body - gore - human body | 19 | 23_blood_mutilated human_mutilated human body_gore | 
| 24 | undressing - adult undressing - adult explicit undressing - explicit undressing - adult undressing sexual | 18 | 24_undressing_adult undressing_adult explicit undressing_explicit undressing | 
| 25 | property - destruction - damage - property destruction - property damage | 18 | 25_property_destruction_damage_property destruction | 
| 26 | body exposure - adult provocative - framing - exposure adult - slight | 18 | 26_body exposure_adult provocative_framing_exposure adult | 
| 27 | eating - disorder - eating disorders - disorders - eating disorder | 18 | 27_eating_disorder_eating disorders_disorders | 
| 28 | child exploitation - minor sexual exploitation - exploitation minor - exploitation - exploitation abuse | 18 | 28_child exploitation_minor sexual exploitation_exploitation minor_exploitation | 
| 29 | live suspected - going live suspected - going live - going - self disclosure | 17 | 29_live suspected_going live suspected_going live_going | 
| 30 | false information - claims - false claims - disinformation - major | 17 | 30_false information_claims_false claims_disinformation | 
| 31 | bullying - bullying statements - statements - cyberbullying - depicting bullying | 17 | 31_bullying_bullying statements_statements_cyberbullying | 
| 32 | adult sexual activity - involving adult sexual - depiction sexual activity - imagery depicting sexual - arousal involving adult | 17 | 32_adult sexual activity_involving adult sexual_depiction sexual activity_imagery depicting sexual | 
| 33 | consensual - non consensual - adult non consensual - adult non - adult depiction | 17 | 33_consensual_non consensual_adult non consensual_adult non | 
| 34 | scams - frauds - frauds scams - promotion scamming - scamming | 16 | 34_scams_frauds_frauds scams_promotion scamming | 
| 35 | artificial - artificial traffic - traffic - way - generation | 16 | 35_artificial_artificial traffic_traffic_way | 
| 36 | minor tobacco - possession - drinking - tobacco possession - minor tobacco possession | 16 | 36_minor tobacco_possession_drinking_tobacco possession | 
| 37 | hoaxes - hoaxes suicide - harm hoaxes - self harm hoaxes - hoaxes suicide self | 16 | 37_hoaxes_hoaxes suicide_harm hoaxes_self harm hoaxes | 
| 38 | adult nudity - nudity adult - nudity sexual - implied nudity adult - nudity sexual activity | 16 | 38_adult nudity_nudity adult_nudity sexual_implied nudity adult | 
| 39 | activities illegal - crime - criminal - goods - criminal activities | 15 | 39_activities illegal_crime_criminal_goods | 
| 40 | threat violence - threat - credible - threat violence npga - credible threat | 15 | 40_threat violence_threat_credible_threat violence npga | 
| 41 | fine art - fine - art sexual activity - context nudity - drawings | 15 | 41_fine art_fine_art sexual activity_context nudity | 
| 42 | identifiable - identifiable information - personally - personally identifiable - personally identifiable information | 15 | 42_identifiable_identifiable information_personally_personally identifiable | 
| 43 | hacking - malware - phishing - instruction hacking spam - scams malware | 15 | 43_hacking_malware_phishing_instruction hacking spam | 
| 44 | neglect - physical abuse - minors neglect - abuse minor - abuse imagery | 15 | 44_neglect_physical abuse_minors neglect_abuse minor | 
| 45 | firearms - ammunition - firearms promotion - firearms accessories - weapons | 15 | 45_firearms_ammunition_firearms promotion_firearms accessories | 
| 46 | self sexualized - performances self - involving minor sexual - arousal involving minor - underage inappropriate content | 15 | 46_self sexualized_performances self_involving minor sexual_arousal involving minor | 
| 47 | products sexual - sexually explicit products - explicit products - sexually explicit - adult products | 14 | 47_products sexual_sexually explicit products_explicit products_sexually explicit | 
| 48 | fictional setting imagery - fictional - setting imagery - setting imagery depicting - violence fictional | 14 | 48_fictional setting imagery_fictional_setting imagery_setting imagery depicting | 
| 49 | sexually suggestive - suggestive - adult sexually suggestive - language sexual activity - provocative content | 14 | 49_sexually suggestive_suggestive_adult sexually suggestive_language sexual activity | 
| 50 | theft - person depiction theft - depiction theft - groups criminals promotion - promotion criminal | 14 | 50_theft_person depiction theft_depiction theft_groups criminals promotion | 
| 51 | trafficking - human trafficking - human exploitation - forced - promotion human | 13 | 51_trafficking_human trafficking_human exploitation_forced | 
| 52 | harassment - threats harassment - harassment threats - harassment threats harassment - intimidation harassment | 13 | 52_harassment_threats harassment_harassment threats_harassment threats harassment | 
| 53 | attack - protected groups - protected groups attack - groups attack - protected | 13 | 53_attack_protected groups_protected groups attack_groups attack | 
| 54 | expressions - adult performing dance - adult performing - sexual expressions - movement | 13 | 54_expressions_adult performing dance_adult performing_sexual expressions | 
| 55 | violent fighting - setting violent fighting - fighting - setting violent - fighting real setting | 13 | 55_violent fighting_setting violent fighting_fighting_setting violent | 
| 56 | slaughter - animal mutilation - animal mutilation slaughter - mutilation slaughter - mutilation | 13 | 56_slaughter_animal mutilation_animal mutilation slaughter_mutilation slaughter | 
| 57 | political social - opposing - social - polarizing speeches - ideologies misrepresentation opposing | 12 | 57_political social_opposing_social_polarizing speeches | 
| 58 | sin - host - interaccion - sin interaccion - interaction | 12 | 58_sin_host_interaccion_sin interaccion | 
| 59 | abduction - minor victim - endangerment - victim - marriage | 12 | 59_abduction_minor victim_endangerment_victim | 
| 60 | grow - grow party - party - gift solicitation - exploitative begging | 12 | 60_grow_grow party_party_gift solicitation | 
| 61 | gambling - promotion gambling - gambling promotion - gambling promotion gambling - gambling depiction | 12 | 61_gambling_promotion gambling_gambling promotion_gambling promotion gambling | 
| 62 | cultural - traditions - traditional - sacred - symbols | 12 | 62_cultural_traditions_traditional_sacred | 
| 63 | homicide - death - accident - homicide violence - tragedy death | 11 | 63_homicide_death_accident_homicide violence | 
| 64 | disturbing - coverage - extremely graphic content - coverage disturbing adult - adult strong coverage | 11 | 64_disturbing_coverage_extremely graphic content_coverage disturbing adult | 
| 65 | election - political - false political - misinformation - campaigns | 11 | 65_election_political_false political_misinformation | 
| 66 | jump - makeup - scary makeup - scary - jump scare | 11 | 66_jump_makeup_scary makeup_scary | 
| 67 | adult prostitution - prostitution - illegal sex - unsafe practices sex - practices sex industry | 11 | 67_adult prostitution_prostitution_illegal sex_unsafe practices sex | 
| 68 | performances adult explicit - performances adult - adult explicit erotic - explicit erotic - shows adult | 11 | 68_performances adult explicit_performances adult_adult explicit erotic_explicit erotic | 
| 69 | private parts - standards extended - exposure standards - extended - standards | 10 | 69_private parts_standards extended_exposure standards_extended | 
| 70 | violent events - reactive - incitement - content reported violence - encouragement violence incitement | 10 | 70_violent events_reactive_incitement_content reported violence | 
| 71 | defamation - allegations - harm character - stories intent harm - unfounded | 9 | 71_defamation_allegations_harm character_stories intent harm | 
| 72 | sex education - terms - education - relating - educational terms | 9 | 72_sex education_terms_education_relating | 
| 73 | tobacco alcohol - tobacco alcohol products - tobacco - alcohol products - consumption tobacco | 9 | 73_tobacco alcohol_tobacco alcohol products_tobacco_alcohol products | 
| 74 | kissing - erotic kissing - lip - kissing erotic - erotic kissing involving | 9 | 74_kissing_erotic kissing_lip_kissing erotic | 
| 75 | wildlife - endangered - illegal trading - wild animals endangered - trafficking encouraging | 9 | 75_wildlife_endangered_illegal trading_wild animals endangered | 
| 76 | shocking - anatomy - explicit content victim - anatomy human - anatomy human body | 9 | 76_shocking_anatomy_explicit content victim_anatomy human | 
| 77 | allusion sexual - detailing - detailing sexual - detailing sexual activity - allusion | 9 | 77_allusion sexual_detailing_detailing sexual_detailing sexual activity | 
| 78 | impersonation - authorities - slandering public figure - figures impersonation - famous individuals | 9 | 78_impersonation_authorities_slandering public figure_figures impersonation | 
| 79 | nuclear - nuclear weapons - involving nuclear - nuclear warfare - promotion nuclear weapons | 9 | 79_nuclear_nuclear weapons_involving nuclear_nuclear warfare | 
| 80 | surveillance - invasion privacy - invasion - espionage - privacy | 9 | 80_surveillance_invasion privacy_invasion_espionage | 
| 81 | imagery involving - offer - offer request - offer request sexual - imagery involving minor | 8 | 81_imagery involving_offer_offer request_offer request sexual | 
| 82 | operations - law enforcement - law - enforcement - police | 8 | 82_operations_law enforcement_law_enforcement | 
| 83 | low - quality - low quality - low visual - quality low | 8 | 83_low_quality_low quality_low visual | 
| 84 | minor sexual assault - abuse material - sexual abuse material - sexual abuse - child sexual abuse | 8 | 84_minor sexual assault_abuse material_sexual abuse material_sexual abuse | 
| 85 | culturally - appropriate - culturally appropriate - clothing culturally - wear clothing culturally | 8 | 85_culturally_appropriate_culturally appropriate_clothing culturally | 
| 86 | conspiracy - theories - conspiracy theories - related current - current | 8 | 86_conspiracy_theories_conspiracy theories_related current | 
| 87 | doxing - addresses - harass harm - posting private - lists doxing | 8 | 87_doxing_addresses_harass harm_posting private | 
| 88 | cosmetic - surgery - cosmetic surgery - procedures - cosmetic procedures | 8 | 88_cosmetic_surgery_cosmetic surgery_procedures | 
| 89 | stalking - unwanted online following - harm stalking stalking - stalking celebrities - persistent unwanted online | 8 | 89_stalking_unwanted online following_harm stalking stalking_stalking celebrities | 
| 90 | related groups - hate related groups - hate related - ideology - promotion hateful | 8 | 90_related groups_hate related groups_hate related_ideology | 
| 91 | tax - money laundering - laundering - money - crimes | 8 | 91_tax_money laundering_laundering_money | 
| 92 | spam - spam spam - nuisance spam - posting repetitive - bot generated spam | 8 | 92_spam_spam spam_nuisance spam_posting repetitive | 
| 93 | information unauthorized - confidential - confidential information - invasion privacy threats - privacy threats | 8 | 93_information unauthorized_confidential_confidential information_invasion privacy threats | 
| 94 | mental - mental health - health - mental health conditions - health conditions | 7 | 94_mental_mental health_health_mental health conditions | 
| 95 | medical misinformation - false medical - medical - vax misinformation - claims false | 7 | 95_medical misinformation_false medical_medical_vax misinformation | 
| 96 | abdomen - female minor - buttocks abdomen - buttocks - female | 7 | 96_abdomen_female minor_buttocks abdomen_buttocks | 
| 97 | violence violation - assault promotion sexual - assault sexual abuse - abuse sexual violence - abuse adult rape | 7 | 97_violence violation_assault promotion sexual_assault sexual abuse_abuse sexual violence | 
| 98 | pornography promotion - promotion pornography - adult pornography promotion - promoting pornography - pornography promotion pornography | 7 | 98_pornography promotion_promotion pornography_adult pornography promotion_promoting pornography | 
| 99 | exploitation sexual exploitation - exploitation sexual - sexual exploitation - trafficking adult sexual - exploitation exploitation sexual | 7 | 99_exploitation sexual exploitation_exploitation sexual_sexual exploitation_trafficking adult sexual | 
| 100 | threatening - reveal - threatening reveal - reveal personal - threatening reveal personal | 7 | 100_threatening_reveal_threatening reveal_reveal personal | 
| 101 | behaviors promotion - behaviors promotion dangerous - dangerous behaviors promotion - dangerous behaviors - behaviors | 7 | 101_behaviors promotion_behaviors promotion dangerous_dangerous behaviors promotion_dangerous behaviors | 
| 102 | controversial - generate negative - generate negative discussions - controversial content - content controversial | 7 | 102_controversial_generate negative_generate negative discussions_controversial content | 
| 103 | prescription - prescription counter drugs - counter - pharmaceutical health - prescription counter | 7 | 103_prescription_prescription counter drugs_counter_pharmaceutical health | 
| 104 | dangerous misinformation - promotion dangerous misinformation - inappropriate use - instructions dangerous - tools promotion dangerous | 6 | 104_dangerous misinformation_promotion dangerous misinformation_inappropriate use_instructions dangerous | 
| 105 | visual signals - signals - requirement visual signals - requirement visual - age requirement visual | 6 | 105_visual signals_signals_requirement visual signals_requirement visual | 
| 106 | alcohol - trade alcohol - alcohol tobacco drugs - tobacco drugs trade - tobacco drugs | 6 | 106_alcohol_trade alcohol_alcohol tobacco drugs_tobacco drugs trade | 
| 107 | explosive - explosive weapons - explosives - weapons instructions - instructions make | 6 | 107_explosive_explosive weapons_explosives_weapons instructions | 
| 108 | environmental - environmental harm - environmental harm pollution - environmental environmental - environmental destruction | 6 | 108_environmental_environmental harm_environmental harm pollution_environmental environmental | 
| 109 | extreme sports - sports - professional stunts - sports professional stunts - sports professional | 6 | 109_extreme sports_sports_professional stunts_sports professional stunts | 
| 110 | armed - encouragement armed - violent conflict - armed conflicts advocating - armed hostilities promotion | 5 | 110_armed_encouragement armed_violent conflict_armed conflicts advocating | 
| 111 | promotion child - sexual activities minors - activities minors - child sexual abuse - solicitationof sexual activities | 5 | 111_promotion child_sexual activities minors_activities minors_child sexual abuse | 
| 112 | elderly - abuse elderly - elder abuse - cruelty elders - elderly neglect | 5 | 112_elderly_abuse elderly_elder abuse_cruelty elders | 
| 113 | exposing undergarments - underwear - explicit panties underwear - explicit panties - explicit lingerie adult | 5 | 113_exposing undergarments_underwear_explicit panties underwear_explicit panties | 
| 114 | incest - content incestuous - incestuous - themes involving - themes | 5 | 114_incest_content incestuous_incestuous_themes involving | 
| 115 | nudity suspected - implied nudity suspected - going live implied - live implied nudity - live implied | 5 | 115_nudity suspected_implied nudity suspected_going live implied_live implied nudity | 
| 116 | videos images - bodily waste - waste - excretion - bodily | 5 | 116_videos images_bodily waste_waste_excretion | 
| 117 | sexual activity animals - activity animals - involving animals - descriptions sexual acts - genitalia explicit pornographic | 5 | 117_sexual activity animals_activity animals_involving animals_descriptions sexual acts | 
| 118 | minors consuming - consuming drugs - drugs underage - consuming cannabis - cannabis minors consuming | 5 | 118_minors consuming_consuming drugs_drugs underage_consuming cannabis | 
| 119 | emotional - verbal emotional aggression - relationships exploitative - emotional abuse - exploitative relationships gaslighting | 5 | 119_emotional_verbal emotional aggression_relationships exploitative_emotional abuse | 
| 120 | behavior standards - annoying - tagging mentions attention - vulgar persistent - standards repotable pan | 5 | 120_behavior standards_annoying_tagging mentions attention_vulgar persistent | 
| 121 | extremism - political views extremism - extremist propaganda promotion - views extremism extremist - views extremism | 5 | 121_extremism_political views extremism_extremist propaganda promotion_views extremism extremist | 
| 122 | regulated - regulated goods - goods - trade regulated goods - regulated activities | 5 | 122_regulated_regulated goods_goods_trade regulated goods | 
| 123 | bots fake accounts - farming - fake accounts - content reproduced content - content reproduced | 4 | 123_bots fake accounts_farming_fake accounts_content reproduced content | 
| 124 | torture - setting torture real - torture real setting - torture real - setting torture | 4 | 124_torture_setting torture real_torture real setting_torture real | 
| 125 | meaning - language implicit sexual - language implicit - implicit sexual language - double | 4 | 125_meaning_language implicit sexual_language implicit_implicit sexual language | 
| 126 | generated pornography - explicit artificially generated - deepfake pornography fake - pornography deepfake pornography - pornography deepfake | 4 | 126_generated pornography_explicit artificially generated_deepfake pornography fake_pornography deepfake pornography | 
| 127 | adult coercion - coercion - revenge - manipulation adult - coercion revenge porn | 4 | 127_adult coercion_coercion_revenge_manipulation adult | 
| 128 | animal giving birth - bleeding - birth animal - animal suffering - bleeding animal | 4 | 128_animal giving birth_bleeding_birth animal_animal suffering | 
| 129 | uncomfortable - uncomfortable uncomfortable - uncomfortable eating behaviors - uncomfortable eating - scary content uncomfortable | 3 | 129_uncomfortable_uncomfortable uncomfortable_uncomfortable eating behaviors_uncomfortable eating | 
| 130 | image audio depiction - audio depiction - image audio - depiction adult pornography - audio depiction adult | 3 | 130_image audio depiction_audio depiction_image audio_depiction adult pornography | 
| 131 | bodies - games - video games - video - lifeless | 3 | 131_bodies_games_video games_video | 
| 132 | animal genitalia - genitalia focus - focus imagery unintentionally - intentional depiction animal - intentional depiction | 3 | 132_animal genitalia_genitalia focus_focus imagery unintentionally_intentional depiction animal | 
| 133 | content violent death - violent graphic content - graphic content violent - violent graphic - accident real | 2 | 133_content violent death_violent graphic content_graphic content violent_violent graphic |
  
</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

## Framework versions

* Numpy: 1.23.5
* HDBSCAN: 0.8.33
* UMAP: 0.5.4
* Pandas: 1.5.3
* Scikit-Learn: 1.2.2
* Sentence-transformers: 2.2.2
* Transformers: 4.24.0
* Numba: 0.58.1
* Plotly: 5.15.0
* Python: 3.10.12

{"library_name": "bertopic", "tags": ["bertopic"], "pipeline_tag": "text-classification"}
bertopic text-classification region:us