
# mods-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-topics-bertmodel")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 134
* Number of training documents: 1606

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| 0 | drugs controlled - drug - controlled - controlled substances - drug paraphernalia | 41 | 0_drugs controlled_drug_controlled_controlled substances | 
| 1 | intellectual property - intellectual - copyright - stolen - copyrighted | 41 | 1_intellectual property_intellectual_copyright_stolen | 
| 2 | depiction suicide - graphic depiction - self harm - recent - real ongoing | 31 | 2_depiction suicide_graphic depiction_self harm_recent | 
| 3 | terrorist - terrorism - organizations - terrorist organizations - representing | 27 | 3_terrorist_terrorism_organizations_terrorist organizations | 
| 4 | slur - slurs - slur degrading - hateful context - degrading hateful | 26 | 4_slur_slurs_slur degrading_hateful context | 
| 5 | uninformative content - brand - uninformative - limited content - qr code | 25 | 5_uninformative content_brand_uninformative_limited content | 
| 6 | hate based - hate - hate symbols - based - hate speech | 24 | 6_hate based_hate_hate symbols_based | 
| 7 | minor overtly - suggestive act - exposed - overtly exposed - intent minor | 24 | 7_minor overtly_suggestive act_exposed_overtly exposed | 
| 8 | cruelty - testing - cruelty animal - animal testing - animal abuse | 24 | 8_cruelty_testing_cruelty animal_animal testing | 
| 9 | hostility - degradation - target - discriminatory - targeted hostility | 24 | 9_hostility_degradation_target_discriminatory | 
| 10 | language adult - sexual language - dirty - explicit language - text adult | 24 | 10_language adult_sexual language_dirty_explicit language | 
| 11 | age - age related - related information - self disclosed - disclosed age | 23 | 11_age_age related_related information_self disclosed | 
| 12 | adult erotic - literature sexual - explicit dirty - sexual optical - pleasure | 23 | 12_adult erotic_literature sexual_explicit dirty_sexual optical | 
| 13 | adult female - adult male - areola nipple - nipple - region adult | 22 | 13_adult female_adult male_areola nipple_nipple | 
| 14 | sexual harassment - unsolicited - non verbal - advances - verbal sexual | 21 | 14_sexual harassment_unsolicited_non verbal_advances | 
| 15 | links - pornography vulgarity - pornography pornography - website - porn website | 19 | 15_links_pornography vulgarity_pornography pornography_website | 
| 16 | child pornography - content featuring - minors non - underage pornography - featuring | 19 | 16_child pornography_content featuring_minors non_underage pornography | 
| 17 | destruction - damage - property - property damage - destruction property | 18 | 17_destruction_damage_property_property damage | 
| 18 | dangerous driving - driving - dangerous activity - driving dangerous - daredevil | 18 | 18_dangerous driving_driving_dangerous activity_driving dangerous | 
| 19 | grooming - pedophilia - minors grooming - relationship - grooming behavior | 18 | 19_grooming_pedophilia_minors grooming_relationship | 
| 20 | eating - disorder - disorders - eating disorders - eating disorder | 18 | 20_eating_disorder_disorders_eating disorders | 
| 21 | undressing - adult undressing - explicit undressing - striptease - adult striptease | 18 | 21_undressing_adult undressing_explicit undressing_striptease | 
| 22 | blood - mutilated human - gore - human body - mutilated | 17 | 22_blood_mutilated human_gore_human body | 
| 23 | adult non - adult depiction - consensual - non consensual - promotion non | 17 | 23_adult non_adult depiction_consensual_non consensual | 
| 24 | nudity depiction - adult imagery - activity nudity - activity sexual - gratification imagery | 17 | 24_nudity depiction_adult imagery_activity nudity_activity sexual | 
| 25 | live suspected - self disclosure - live self - going - going live | 17 | 25_live suspected_self disclosure_live self_going | 
| 26 | bullying - bullying statements - statements - cyberbullying - statements targeting | 17 | 26_bullying_bullying statements_statements_cyberbullying | 
| 27 | false information - claims - false claims - major - disinformation | 17 | 27_false information_claims_false claims_major | 
| 28 | platforms - ads - party platforms - direction - commercial | 17 | 28_platforms_ads_party platforms_direction | 
| 29 | offering - language depicting - sexual solicitation - solicitation sexual - imagery sexual | 17 | 29_offering_language depicting_sexual solicitation_solicitation sexual | 
| 30 | harm dangerous - lead - harm harmful - behavior lead - physical harm | 16 | 30_harm dangerous_lead_harm harmful_behavior lead | 
| 31 | minor tobacco - smoking drinking - tobacco possession - drinking minor - drinking | 16 | 31_minor tobacco_smoking drinking_tobacco possession_drinking minor | 
| 32 | scams - frauds - frauds scams - scamming - scams promotion | 16 | 32_scams_frauds_frauds scams_scamming | 
| 33 | artificial - artificial traffic - traffic - way - generation | 16 | 33_artificial_artificial traffic_traffic_way | 
| 34 | nudity adult - adult nudity - nudity implied - nudity sexual - nudity art | 16 | 34_nudity adult_adult nudity_nudity implied_nudity sexual | 
| 35 | child exploitation - exploitation abuse - minors prostitution - labor minor - exploitation child | 16 | 35_child exploitation_exploitation abuse_minors prostitution_labor minor | 
| 36 | hoaxes - promotion suicide - incitation suicide - incitation - harm challenges | 16 | 36_hoaxes_promotion suicide_incitation suicide_incitation | 
| 37 | firearms - ammunition - firearms accessories - instructing - modified firearms | 15 | 37_firearms_ammunition_firearms accessories_instructing | 
| 38 | activities illegal - crime - criminal - weapons trade - depicting promoting | 15 | 38_activities illegal_crime_criminal_weapons trade | 
| 39 | identifiable - identifiable information - personally - personally identifiable - data | 15 | 39_identifiable_identifiable information_personally_personally identifiable | 
| 40 | fine art - fine - drawings nudity - drawings - activity fine | 15 | 40_fine art_fine_drawings nudity_drawings | 
| 41 | neglect - physical abuse - neglect child - abuse imagery - neglect promotion | 15 | 41_neglect_physical abuse_neglect child_abuse imagery | 
| 42 | threat violence - threat - credible - credible threat - violence npga | 15 | 42_threat violence_threat_credible_credible threat | 
| 43 | framing - adult provocative - erotic framing - adult sexualized - framing photography | 15 | 43_framing_adult provocative_erotic framing_adult sexualized | 
| 44 | hacking - malware - phishing - malware distribution - ransomware distribution | 15 | 44_hacking_malware_phishing_malware distribution | 
| 45 | depiction theft - theft - criminals promotion - activities promotion - promotion criminal | 14 | 45_depiction theft_theft_criminals promotion_activities promotion | 
| 46 | toddlers - infants - minor implied - nudity minor - genitalia toddlers | 14 | 46_toddlers_infants_minor implied_nudity minor | 
| 47 | threats harassment - harassment - harassment proxy - harassment lgbtq - verbal threats | 14 | 47_threats harassment_harassment_harassment proxy_harassment lgbtq | 
| 48 | explicit products - adult products - products sexual - sexually explicit - toys | 14 | 48_explicit products_adult products_products sexual_sexually explicit | 
| 49 | violent fighting - fighting - fighting real - fighting news - setting violent | 14 | 49_violent fighting_fighting_fighting real_fighting news | 
| 50 | sexually suggestive - suggestive - adult sexually - expression sexually - content teasing | 13 | 50_sexually suggestive_suggestive_adult sexually_expression sexually | 
| 51 | human trafficking - trafficking - human exploitation - forced - trafficking traded | 13 | 51_human trafficking_trafficking_human exploitation_forced | 
| 52 | adult performing - expressions - movement - performing - performing dance | 13 | 52_adult performing_expressions_movement_performing | 
| 53 | animal mutilation - slaughter - mutilation slaughter - mutilation - humans | 13 | 53_animal mutilation_slaughter_mutilation slaughter_mutilation | 
| 54 | abduction - minor victim - marriage - victim - endangerment | 12 | 54_abduction_minor victim_marriage_victim | 
| 55 | gambling - gambling promotion - promotion gambling - promoting gambling - depiction gambling | 12 | 55_gambling_gambling promotion_promotion gambling_promoting gambling | 
| 56 | sin - sin interaccion - interaccion - host - 15 | 12 | 56_sin_sin interaccion_interaccion_host | 
| 57 | user minor - underage inappropriate - minor underage - provocative behavior - clothing sexualized | 12 | 57_user minor_underage inappropriate_minor underage_provocative behavior | 
| 58 | grow - grow party - non organic - gift solicitation - gift | 12 | 58_grow_grow party_non organic_gift solicitation | 
| 59 | cultural - traditional - sacred - traditions - symbols | 12 | 59_cultural_traditional_sacred_traditions | 
| 60 | opposing - political social - social - opposing ideologies - theories create | 12 | 60_opposing_political social_social_opposing ideologies | 
| 61 | election - false political - political - campaigns - interference election | 11 | 61_election_false political_political_campaigns | 
| 62 | adult prostitution - prostitution - illegal sex - unsafe practices - escort services | 11 | 62_adult prostitution_prostitution_illegal sex_unsafe practices | 
| 63 | jump - scary makeup - makeup - scary - jump scare | 11 | 63_jump_scary makeup_makeup_scary | 
| 64 | performances adult - explicit erotic - performances - theater adult - erotic performance | 11 | 64_performances adult_explicit erotic_performances_theater adult | 
| 65 | homicide - death - accident - graphic murder - killing promotion | 11 | 65_homicide_death_accident_graphic murder | 
| 66 | settings - accident news - setting violence - violence fictional - fictional settings | 10 | 66_settings_accident news_setting violence_violence fictional | 
| 67 | private parts - standards - exposure standards - extended - exposure | 10 | 67_private parts_standards_exposure standards_extended | 
| 68 | violent events - violent event - violence content - violence encouragement - reactive violent | 10 | 68_violent events_violent event_violence content_violence encouragement | 
| 69 | comments toxic - toxic - praising belittling - offensive memes - insensitive | 10 | 69_comments toxic_toxic_praising belittling_offensive memes | 
| 70 | tobacco alcohol - alcohol products - promotion tobacco - trade tobacco - consumption tobacco | 9 | 70_tobacco alcohol_alcohol products_promotion tobacco_trade tobacco | 
| 71 | nuclear - nuclear weapons - involving nuclear - use nuclear - information non | 9 | 71_nuclear_nuclear weapons_involving nuclear_use nuclear | 
| 72 | allusion sexual - detailing sexual - detailing - allusion - activities sexual | 9 | 72_allusion sexual_detailing sexual_detailing_allusion | 
| 73 | surveillance - invasion - activities invasion - espionage - privacy violation | 9 | 73_surveillance_invasion_activities invasion_espionage | 
| 74 | sex education - terms - education - relating sexual - relating | 9 | 74_sex education_terms_education_relating sexual | 
| 75 | wildlife - endangered - inhumane - wildlife hunting - endangering | 9 | 75_wildlife_endangered_inhumane_wildlife hunting | 
| 76 | impersonation - authorities - slandering public - figure - figures impersonation | 9 | 76_impersonation_authorities_slandering public_figure | 
| 77 | kissing - erotic kissing - lip - kissing involving - lip kissing | 9 | 77_kissing_erotic kissing_lip_kissing involving | 
| 78 | defamation - someones - allegations - damaging persons - businesses false | 9 | 78_defamation_someones_allegations_damaging persons | 
| 79 | tax - laundering - money - crimes - money laundering | 8 | 79_tax_laundering_money_crimes | 
| 80 | confidential - confidential information - privacy threats - private personal - eavesdropping | 8 | 80_confidential_confidential information_privacy threats_private personal | 
| 81 | threatening reveal - threatening - reveal - revealing threatening - revealing | 8 | 81_threatening reveal_threatening_reveal_revealing threatening | 
| 82 | stalking - individuals online - information encourage - coordinating encouraging - celebrities | 8 | 82_stalking_individuals online_information encourage_coordinating encouraging | 
| 83 | spam - content spam - nuisance spam - generated spam - excessive posting | 8 | 83_spam_content spam_nuisance spam_generated spam | 
| 84 | content shocking - anatomy - unwanted explicit - childbirth - anatomy violence | 8 | 84_content shocking_anatomy_unwanted explicit_childbirth | 
| 85 | operations - law enforcement - law - enforcement - police | 8 | 85_operations_law enforcement_law_enforcement | 
| 86 | low - quality - visual quality - low visual - low quality | 8 | 86_low_quality_visual quality_low visual | 
| 87 | related groups - hate related - promotion hateful - ideology - figures ideology | 8 | 87_related groups_hate related_promotion hateful_ideology | 
| 88 | cosmetic - surgery - cosmetic surgery - procedures - cosmetic procedures | 8 | 88_cosmetic_surgery_cosmetic surgery_procedures | 
| 89 | disturbing - cannibalism - disturbing content - strong coverage - content gore | 8 | 89_disturbing_cannibalism_disturbing content_strong coverage | 
| 90 | doxing - addresses - information exposure - attempts - distribution doxing | 8 | 90_doxing_addresses_information exposure_attempts | 
| 91 | culturally - culturally appropriate - appropriate - wear clothing - clothing culturally | 8 | 91_culturally_culturally appropriate_appropriate_wear clothing | 
| 92 | conspiracy - current - related current - conspiracy theories - theories | 8 | 92_conspiracy_current_related current_conspiracy theories | 
| 93 | abuse material - sexual abuse - solicitation exploitation - assault non - material non | 8 | 93_abuse material_sexual abuse_solicitation exploitation_assault non | 
| 94 | abdomen - minor partial - female minor - buttocks abdomen - buttocks | 8 | 94_abdomen_minor partial_female minor_buttocks abdomen | 
| 95 | offer request - offer - imagery involving - request sexual - request | 7 | 95_offer request_offer_imagery involving_request sexual | 
| 96 | controversial - generate negative - controversial politics - inciting religious - issues controversial | 7 | 96_controversial_generate negative_controversial politics_inciting religious | 
| 97 | prescription - counter - counter drugs - prescription counter - pharmaceutical health | 7 | 97_prescription_counter_counter drugs_prescription counter | 
| 98 | abuse adult - adult rape - rape - violence sexual - violation adult | 7 | 98_abuse adult_adult rape_rape_violence sexual | 
| 99 | dangerous behaviors - behaviors promotion - behaviors - caution promotion - creating | 7 | 99_dangerous behaviors_behaviors promotion_behaviors_caution promotion | 
| 100 | pornography promotion - promotion pornography - promoting pornography - production promoting - pornography text | 7 | 100_pornography promotion_promotion pornography_promoting pornography_production promoting | 
| 101 | sexual exploitation - prostitution sexual - solicitation adult - profit sexual - profit | 7 | 101_sexual exploitation_prostitution sexual_solicitation adult_profit sexual | 
| 102 | mental - mental health - conditions - health conditions - health | 7 | 102_mental_mental health_conditions_health conditions | 
| 103 | medical misinformation - false medical - information medical - health information - npga false | 7 | 103_medical misinformation_false medical_information medical_health information | 
| 104 | requirement visual - visual signals - signals - user suspected - suspected platform | 6 | 104_requirement visual_visual signals_signals_user suspected | 
| 105 | explosive - explosive weapons - explosives - instructions make - weapons instructions | 6 | 105_explosive_explosive weapons_explosives_instructions make | 
| 106 | drugs alcohol - consumption trade - alcohol tobacco - tobacco drugs - alcohol alcohol | 6 | 106_drugs alcohol_consumption trade_alcohol tobacco_tobacco drugs | 
| 107 | environmental - environmental harm - harm environmental - environmental pollution - environmental destruction | 6 | 107_environmental_environmental harm_harm environmental_environmental pollution | 
| 108 | sports - extreme sports - sports professional - professional stunts - adventures | 6 | 108_sports_extreme sports_sports professional_professional stunts | 
| 109 | emotional - aggression psychological - gaslighting mind - gaslighting - games verbal | 5 | 109_emotional_aggression psychological_gaslighting mind_gaslighting | 
| 110 | minors consuming - consuming drugs - cannabis underage - underage minors - drugs substances | 5 | 110_minors consuming_consuming drugs_cannabis underage_underage minors | 
| 111 | activity animals - involving animals - descriptions sexual - pornographic content - act genitalia | 5 | 111_activity animals_involving animals_descriptions sexual_pornographic content | 
| 112 | promotion child - activities minors - minors promoting - solicitationof sexual - promoting child | 5 | 112_promotion child_activities minors_minors promoting_solicitationof sexual | 
| 113 | videos images - bodily waste - waste - bodily - excretion | 5 | 113_videos images_bodily waste_waste_bodily | 
| 114 | armed - conflicts promotion - promotion warfare - warfare encouragement - military aggression | 5 | 114_armed_conflicts promotion_promotion warfare_warfare encouragement | 
| 115 | regulated - regulated goods - regulated activities - merchandise sale - merchandise | 5 | 115_regulated_regulated goods_regulated activities_merchandise sale | 
| 116 | extremism radicalization - propaganda extreme - extremist propaganda - extremist - extremism extremism | 5 | 116_extremism radicalization_propaganda extreme_extremist propaganda_extremist | 
| 117 | nudity suspected - live implied - implied nudity - implied - going | 5 | 117_nudity suspected_live implied_implied nudity_implied | 
| 118 | incest - incestuous - incest incestuous - incest content - themes involving | 5 | 118_incest_incestuous_incest incestuous_incest content | 
| 119 | dangerous misinformation - dangerous tools - tools dangerous - use dangerous - misinformation promotion | 5 | 119_dangerous misinformation_dangerous tools_tools dangerous_use dangerous | 
| 120 | elderly - abuse elder - violence elderly - neglect elderly - elders elderly | 5 | 120_elderly_abuse elder_violence elderly_neglect elderly | 
| 121 | explicit panties - adult exposing - panties underwear - explicit lingerie - exposing undergarments | 5 | 121_explicit panties_adult exposing_panties underwear_explicit lingerie | 
| 122 | torture - torture real - setting torture - torture news - human torture | 4 | 122_torture_torture real_setting torture_torture news | 
| 123 | generated pornography - ai generated - pornography deepfake - pornography ai - fake adult | 4 | 123_generated pornography_ai generated_pornography deepfake_pornography ai | 
| 124 | fighting animal - suffering - bleeding animal - bleeding - birth animal | 4 | 124_fighting animal_suffering_bleeding animal_bleeding | 
| 125 | attention annoying - pan vulgar - mentions - attention - annoying behavior | 4 | 125_attention annoying_pan vulgar_mentions_attention | 
| 126 | manipulation adult - adult coercion - coercion - adult revenge - sexual manipulation | 4 | 126_manipulation adult_adult coercion_coercion_adult revenge | 
| 127 | account farming - reproduced - farming bots - farming - fake accounts | 4 | 127_account farming_reproduced_farming bots_farming | 
| 128 | meaning implicit - meaning - double meaning - double - implicit sexual | 4 | 128_meaning implicit_meaning_double meaning_double | 
| 129 | animal genitalia - depicting animal - imagery animal - genitalia focus - genitalia imagery | 3 | 129_animal genitalia_depicting animal_imagery animal_genitalia focus | 
| 130 | bodies - video games - games - depiction lifeless - bodies games | 3 | 130_bodies_video games_games_depiction lifeless | 
| 131 | image audio - audio depiction - audio - pornography image - explicit audio | 3 | 131_image audio_audio depiction_audio_pornography image | 
| 132 | uncomfortable - uncomfortable eating - scary content - eating behaviors - uncomfortable uncomfortable | 3 | 132_uncomfortable_uncomfortable eating_scary content_eating behaviors | 
| 133 | violent graphic - accident real - violent death - death accident - graphic content | 2 | 133_violent graphic_accident real_violent death_death accident |
  
</details>

## Training hyperparameters

* calculate_probabilities: False
* language: english
* 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