moderation-topics

This is a 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:

from bertopic import BERTopic
topic_model = BERTopic.load("jaimevera1107/moderation-topics")

topic_model.get_topic_info()

Topic overview

• Number of topics: 94
• Number of training documents: 1403

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	suicide - nssi - tendency - recent - self	40	0_suicide_nssi_tendency_recent
1	exposed - minimal - sexualized - possessing - performs	33	1_exposed_minimal_sexualized_possessing
2	drug - reference - purposes - substances - substance	32	2_drug_reference_purposes_substances
3	regulated - consumption - tobacco - relate - associate	31	3_regulated_consumption_tobacco_relate
4	male - region - pubic - exposure - nipple	31	4_male_region_pubic_exposure
5	testing - wildlife - endangered - poaching - hunting	31	5_testing_wildlife_endangered_poaching
6	nudity - fine - implied - documentaries - indigenous	30	6_nudity_fine_implied_documentaries
7	text - language - pickup - textual - texts	28	7_text_language_pickup_textual
8	fighting - incitement - violent - reactive - event	27	8_fighting_incitement_violent_reactive
9	hate - ideology - hateful - based - disability	27	9_hate_ideology_hateful_based
10	sensual - pleasure - demonstration - objectification - dialogue	26	10_sensual_pleasure_demonstration_objectification
11	detailing - stimulation - fetishism - allusion - adults	26	11_detailing_stimulation_fetishism_allusion
12	pornography - vulgarity - website - tapes - softcore	26	12_pornography_vulgarity_website_tapes
13	lead - highly - is - imitable - professionals	25	13_lead_highly_is_imitable
14	brand - code - csam - qr - multiple	25	14_brand_code_csam_qr
15	expressions - dance - performing - performances - express	24	15_expressions_dance_performing_performances
16	intellectual - copyright - copyrighted - stolen - cover	24	16_intellectual_copyright_copyrighted_stolen
17	slur - slurs - designation - remarks - status	24	17_slur_slurs_designation_remarks
18	undressing - striptease - process - panties - voyeuristic	23	18_undressing_striptease_process_panties
19	workplace - peeping - upskirting - tom - coercion	23	19_workplace_peeping_upskirting_tom
20	hostility - degradation - statement - discriminatory - characteristics	23	20_hostility_degradation_statement_discriminatory
21	low - quality - organic - host - grow	22	21_low_quality_organic_host
22	terrorist - terrorism - recruitment - organizations - international	21	22_terrorist_terrorism_recruitment_organizations
23	spam - jump - makeup - scary - scare	20	23_spam_jump_makeup_scary
24	firearms - ammunition - explosive - explosives - weapons	20	24_firearms_ammunition_explosive_explosives
25	culturally - appropriate - wear - protected - not	19	25_culturally_appropriate_wear_protected
26	disturbing - cannibalism - disgusting - coverage - anatomy	18	26_disturbing_cannibalism_disgusting_coverage
27	homicide - mutilated - death - accident - torture	18	27_homicide_mutilated_death_accident
28	privacy - invasion - surveillance - espionage - confidential	18	28_privacy_invasion_surveillance_espionage
29	age - requirement - signals - identifiers - admission	18	29_age_requirement_signals_identifiers
30	framing - gaze - angles - piercings - camera	17	30_framing_gaze_angles_piercings
31	stalking - doxing - lists - encourage - addresses	17	31_stalking_doxing_lists_encourage
32	damage - destruction - property - arson - vandalism	17	32_damage_destruction_property_arson
33	eating - disorders - disorder - eat - loss	16	33_eating_disorders_disorder_eat
34	bullying - statements - cyberbullying - vulnerable - users	16	34_bullying_statements_cyberbullying_vulnerable
35	scams - frauds - scamming - schemes - fraudulent	16	35_scams_frauds_scamming_schemes
36	criminal - crime - criminals - gang - burglary	15	36_criminal_crime_criminals_gang
37	identifiable - data - personally - reveal - others	15	37_identifiable_data_personally_reveal
38	work - sex - prostitution - workers - escort	15	38_work_sex_prostitution_workers
39	conspiracy - theories - disinformation - baseless - current	14	39_conspiracy_theories_disinformation_baseless
40	consensual - recording - blackmail - intention - displaying	14	40_consensual_recording_blackmail_intention
41	child - featuring - pedophilic - defense - intimate	14	41_child_featuring_pedophilic_defense
42	polarization - opposing - social - incite - deepen	14	42_polarization_opposing_social_incite
43	pedophilia - grooming - normalization - predators - normalizing	14	43_pedophilia_grooming_normalization_predators
44	platforms - direction - ads - third - party	14	44_platforms_direction_ads_third
45	products - items - enhancement - grafitication - demonstrations	13	45_products_items_enhancement_grafitication
46	possession - consuming - drinking - tobacco - smoking	13	46_possession_consuming_drinking_tobacco
47	credible - threats - menacing - aggressive - plans	12	47_credible_threats_menacing_aggressive
48	hacking - malware - phishing - ransomware - hacks	12	48_hacking_malware_phishing_ransomware
49	proxy - lgbtq - bully - harassment - trolling	12	49_proxy_lgbtq_bully_harassment
50	going - live - 13 - 18 - u18	12	50_going_live_13_18
51	unintentionally - genitalia - animals - pornographic - bestiality	12	51_unintentionally_genitalia_animals_pornographic
52	artificial - traffic - way - methods - generate	12	52_artificial_traffic_way_methods
53	slaughter - mutilation - humans - dead - animal	12	53_slaughter_mutilation_humans_dead
54	goods - gangs - organized - counterfeit - illicit	11	54_goods_gangs_organized_counterfeit
55	gambling - betting - cheating - game - devices	11	55_gambling_betting_cheating_game
56	trafficking - forced - coerced - traded - function	11	56_trafficking_forced_coerced_traded
57	unsolicited - messages - favors - requests - advances	11	57_unsolicited_messages_favors_requests
58	blood - gore - shock - bloodshed - value	11	58_blood_gore_shock_bloodshed
59	victim - abduction - vehicle - motor - glorification	11	59_victim_abduction_vehicle_motor
60	inappropriate - kiss - sexualizes - objectifies - towards	10	60_inappropriate_kiss_sexualizes_objectifies
61	toddlers - infants - unintentional - touch - abdomen	10	61_toddlers_infants_unintentional_touch
62	traditional - traditions - sacred - cultural - misappropriation	10	62_traditional_traditions_sacred_cultural
63	nuclear - weapon - peaceful - advocating - energy	9	63_nuclear_weapon_peaceful_advocating
64	exploiting - child - marriage - exploitation - labor	9	64_exploiting_child_marriage_exploitation
65	impersonation - famous - figure - slandering - profiles	9	65_impersonation_famous_figure_slandering
66	defamation - someones - defamatory - allegations - businesses	9	66_defamation_someones_defamatory_allegations
67	recipes - creating - may - tools - instructions	9	67_recipes_creating_may_tools
68	election - interference - campaigns - misinformation - political	9	68_election_interference_campaigns_misinformation
69	claims - expertise - apocalypse - authority - media	9	69_claims_expertise_apocalypse_authority
70	featuring - nude - partial - implied - depictions	8	70_featuring_nude_partial_implied
71	operations - police - military - enforcement - law	8	71_operations_police_military_enforcement
72	tax - laundering - crimes - money - ponzi	8	72_tax_laundering_crimes_money
73	cosmetic - surgery - procedures - diy - unlicensed	8	73_cosmetic_surgery_procedures_diy
74	subject - optical - innuendos - illusion - suggestive	8	74_subject_optical_innuendos_illusion
75	bodies - fantasy - lifeless - accident - fictional	8	75_bodies_fantasy_lifeless_accident
76	controversial - constructive - politics - issues - discussion	7	76_controversial_constructive_politics_issues
77	kissing - lip - only - greeting - as	7	77_kissing_lip_only_greeting
78	pirated - plagiarism - incites - glorifies - first	7	78_pirated_plagiarism_incites_glorifies
79	mental - conditions - health - mocks - stigmatization	7	79_mental_conditions_health_mocks
80	daredevil - reckless - precautions - risking - caution	7	80_daredevil_reckless_precautions_risking
81	pranks - intentions - cybersecurity - harmful - targeted	7	81_pranks_intentions_cybersecurity_harmful
82	dark - web - underground - marketplaces - glorifies	6	82_dark_web_underground_marketplaces
83	vax - anti - medical - false - misinformation	6	83_vax_anti_medical_false
84	sports - danger - adventures - stunts - professional	6	84_sports_danger_adventures_stunts
85	environmental - pollution - experiments - ecosystems - natural	6	85_environmental_pollution_experiments_ecosystems
86	incest - incestuous - taboo - themes - discussion	5	86_incest_incestuous_taboo_themes
87	neglect - child - endangerment - abuse - physical	5	87_neglect_child_endangerment_abuse
88	radicalization - extremist - extremism - views - propaganda	5	88_radicalization_extremist_extremism_views
89	waste - bodily - excretion - unsanitary - images	5	89_waste_bodily_excretion_unsanitary
90	emotional - psychological - mind - gaslighting - relationships	5	90_emotional_psychological_mind_gaslighting
91	solicitation - offer - request - prostitution - act	5	91_solicitation_offer_request_prostitution
92	elderly - elders - elder - neglect - against	5	92_elderly_elders_elder_neglect
93	education - terms - term - relating - general	4	93_education_terms_term_relating

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