BERTopic_SicilianGorillian2

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("sdantonio/BERTopic_SicilianGorillian2")

topic_model.get_topic_info()

Topic overview

• Number of topics: 171
• Number of training documents: 24193

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	siciliangorillian2 - police_frequency - migrants - ukraine - immigrants	10	-1_siciliangorillian2_police_frequency_migrants_ukraine
0	politics - tensions - blocks - migrants - reuters	12046	0_politics_tensions_blocks_migrants
1	shelter - police_frequency - shooter - hampshire - migrants	655	1_shelter_police_frequency_shooter_hampshire
2	dreams - tolerate - awkward - julian - carlson	606	2_dreams_tolerate_awkward_julian
3	greg_price11 - 9mm_smg - hypocrite - realjameswoods - frognscorpion	567	3_greg_price11_9mm_smg_hypocrite_realjameswoods
4	shelter - jumping - migrants - coins - announces	533	4_shelter_jumping_migrants_coins
5	strickland - comedians - shame - unmasked - nowhere	473	5_strickland_comedians_shame_unmasked
6	greg_price11 - alibradleytv - siciliangorillian2 - dc_draino - endwokeness	456	6_greg_price11_alibradleytv_siciliangorillian2_dc_draino
7	theferrymanstoll - thewesternchauvinist2 - siciliangorillian2 - thewesternchauvinist7 - crying	408	7_theferrymanstoll_thewesternchauvinist2_siciliangorillian2_thewesternchauvinist7
8	assaulted - sav_says_ - cbs_herridge - dc_draino - teens	399	8_assaulted_sav_says__cbs_herridge_dc_draino
9	unsolicited - scapegoat - cowards - stars - affairs	297	9_unsolicited_scapegoat_cowards_stars
10	purchased - elections - banks - whites - arrested	291	10_purchased_elections_banks_whites
11	donations - attacks - ukraine - minds - russian	279	11_donations_attacks_ukraine_minds
12	siciliangorillian2 - ian - whiteprivilege - defunded - prohibition	243	12_siciliangorillian2_ian_whiteprivilege_defunded
13	jake_neidert - uncensored - ramble_rants - rejectthegreat1 - dlivebearstream	212	13_jake_neidert_uncensored_ramble_rants_rejectthegreat1
14	silicon - punishment - believing - washington - worthy	181	14_silicon_punishment_believing_washington
15	wars - iwaswithyou - autographs - moabs - assumptions	177	15_wars_iwaswithyou_autographs_moabs
16	peacekeepers - pacifists - transmaxxing - thinks - galloway	161	16_peacekeepers_pacifists_transmaxxing_thinks
17	shelter - overcharged - collapsing - layoffs - citizens	152	17_shelter_overcharged_collapsing_layoffs
18	assaulting - police_frequency - shares - concealed - crossing	143	18_assaulting_police_frequency_shares_concealed
19	butthole - predictiveprogramming - docuseries - eyeballs - inbox	142	19_butthole_predictiveprogramming_docuseries_eyeballs
20	e1bm2oh - dkpd2ls - ftupjfc - fellowships - ezie3pb	142	20_e1bm2oh_dkpd2ls_ftupjfc_fellowships
21	thekevindalton - tuckercarlson - dc_draino - endwokeness - boats	134	21_thekevindalton_tuckercarlson_dc_draino_endwokeness
22	resistornewswire - confinement - bursting - lazers - foreshadowing	129	22_resistornewswire_confinement_bursting_lazers
23	thexreportcard - wlmcalifornia - ferryman4747 - awakenedoutlaw - michael	119	23_thexreportcard_wlmcalifornia_ferryman4747_awakenedoutlaw
24	resistornewswire - hunterhornyfox - revealed - texans - ethics	111	24_resistornewswire_hunterhornyfox_revealed_texans
25	cnnpolitics - minnesota - shelter - contempt - blocks	110	25_cnnpolitics_minnesota_shelter_contempt
26	greg_price11 - decades - whistleblower - coalition - muckraker	108	26_greg_price11_decades_whistleblower_coalition
27	elections - assault - officers - hunter - wristband	101	27_elections_assault_officers_hunter
28	michaelpsenger - eitc_official - narrative_hole - michael - supplies	99	28_michaelpsenger_eitc_official_narrative_hole_michael
29	homeschooling - enforces - trades - clerks - admiring	96	29_homeschooling_enforces_trades_clerks
30	transgender - siciliangorillian2 - tbdailynews - rejects - hormones	95	30_transgender_siciliangorillian2_tbdailynews_rejects
31	minnesota - thefts - washington - artifacts - discharges	92	31_minnesota_thefts_washington_artifacts
32	kanekoathegreat - guinean - migrants - ukraine - county	92	32_kanekoathegreat_guinean_migrants_ukraine
33	toss - swiss - beacon - mexinazi - tables	91	33_toss_swiss_beacon_mexinazi
34	detransitioning - payouts - rejects - reuters - finalizes	91	34_detransitioning_payouts_rejects_reuters
35	umbrellas - forgivable - disputed - liberation - inslee	89	35_umbrellas_forgivable_disputed_liberation
36	thewesternchauvinist2 - resistornewswire - canadafirstofficial - zoomerwaffen08 - robinthehood	87	36_thewesternchauvinist2_resistornewswire_canadafirstofficial_zoomerwaffen08
37	ltchrisolivarez - txdps - brownsville - troopers - crossing	87	37_ltchrisolivarez_txdps_brownsville_troopers
38	realdonaldtrump - wallstreetsilv - ferryman4747 - sgtnewsnetwork - danielturnerptf	82	38_realdonaldtrump_wallstreetsilv_ferryman4747_sgtnewsnetwork
39	thepoliticalpom - breathtaking - tuckercarlson - hypocrite - americafirst	78	39_thepoliticalpom_breathtaking_tuckercarlson_hypocrite
40	highlighted - feeding - offices - actors - shorts	77	40_highlighted_feeding_offices_actors
41	sarahhuckabee - ivermectin - invictachannel - extended - huckabee	76	41_sarahhuckabee_ivermectin_invictachannel_extended
42	firearms - shelter - convicted - announces - downplayed	74	42_firearms_shelter_convicted_announces
43	highlights - appropriation - detected - celebrations - smiling	72	43_highlights_appropriation_detected_celebrations
44	cig_telegram - censoredmen - travis_in_flint - dadspostwins - censored	72	44_cig_telegram_censoredmen_travis_in_flint_dadspostwins
45	resistornewswire - assaults - decades - antidepressants - loans	69	45_resistornewswire_assaults_decades_antidepressants
46	ghosts - suppressed - alzheimers - helen - venues	69	46_ghosts_suppressed_alzheimers_helen
47	crossroads_josh - philadelphians - police_frequency - siciliangorillian2 - rebranding	68	47_crossroads_josh_philadelphians_police_frequency_siciliangorillian2
48	siciliangorillian2 - govsisolak - campaigns - abercrombie - incels	67	48_siciliangorillian2_govsisolak_campaigns_abercrombie
49	swirl - counterparts - heater - migrants - planting	65	49_swirl_counterparts_heater_migrants
50	deployed - southafrica - whistleblowers - cbs_herridge - allegations	63	50_deployed_southafrica_whistleblowers_cbs_herridge
51	zhuravel - apprehensions - iran - aside - sectors	56	51_zhuravel_apprehensions_iran_aside
52	reclaimthenet - lizharrington76 - edwards - transgender - gatewaypunditofficial	56	52_reclaimthenet_lizharrington76_edwards_transgender
53	loneliness - alphas - johncornyn - briefs - jokes	55	53_loneliness_alphas_johncornyn_briefs
54	womens - lmao - checked - commissioner - detroit	53	54_womens_lmao_checked_commissioner
55	wellbeing - incriminate - carcass - dissolves - rhino	50	55_wellbeing_incriminate_carcass_dissolves
56	motorcycles - overdue - poisoned - dismayed - spearheading	49	56_motorcycles_overdue_poisoned_dismayed
57	investing - promoted - thinks - infowars - controls	49	57_investing_promoted_thinks_infowars
58	sprinterfactory - israeli - mediasets1 - flaming - prospects	47	58_sprinterfactory_israeli_mediasets1_flaming
59	converted - fisherman - shots - wins - oaklanders	47	59_converted_fisherman_shots_wins
60	crying - fathers - actors - practically - founding	46	60_crying_fathers_actors_practically
61	alibradleytv - bradley - roberts - pentagon - intercepted	44	61_alibradleytv_bradley_roberts_pentagon
62	buildings - 1960s - connecting - cars - 1940s	44	62_buildings_1960s_connecting_cars
63	shaykhsulaiman - abdullah - nsfw - hasnatpakistani - israeli	44	63_shaykhsulaiman_abdullah_nsfw_hasnatpakistani
64	theinsiderpaper - uberboyo - grown - parliament - balls	43	64_theinsiderpaper_uberboyo_grown_parliament
65	helicopters - thestormhasarrived - ca_insider - sav_says_ - wristbands	42	65_helicopters_thestormhasarrived_ca_insider_sav_says_
66	transactions - celebrations - incentives - thinks - statements	42	66_transactions_celebrations_incentives_thinks
67	balls - aids - woods - pushing - weekends	42	67_balls_aids_woods_pushing
68	realdonaldtrump - hampshire - kristina_wong - lfg - rapids	41	68_realdonaldtrump_hampshire_kristina_wong_lfg
69	mysteriously - unchanged - balloons - bpcostello - complaints	41	69_mysteriously_unchanged_balloons_bpcostello
70	converted - 2hrs - mexicans - antidepressant - puppets	40	70_converted_2hrs_mexicans_antidepressant
71	thewesternchauvinist5 - thewesternchauvinist7 - theferrymanstoll - dailyrealtimenews - crickets	40	71_thewesternchauvinist5_thewesternchauvinist7_theferrymanstoll_dailyrealtimenews
72	icscq4w - rf0y1m4 - 3fgm6cz - eec5zbi - jp6d3zb	39	72_icscq4w_rf0y1m4_3fgm6cz_eec5zbi
73	riding - examples - couples - 1960s - surpassing	37	73_riding_examples_couples_1960s
74	bears - siciliangorillian2 - 766k - ftx - likes	37	74_bears_siciliangorillian2_766k_ftx
75	unforgettable - heartbroken - worker - hills - nurses	36	75_unforgettable_heartbroken_worker_hills
76	uncensored - unfounded - carriage - altskull48 - occupy	35	76_uncensored_unfounded_carriage_altskull48
77	americanscantbreathe - dictatorships - whisperer - skyrocketed - defendfreespeech	33	77_americanscantbreathe_dictatorships_whisperer_skyrocketed
78	iiiegals - grabblers - wishing - reptilian - inclined	33	78_iiiegals_grabblers_wishing_reptilian
79	trolling - invading - risks - fears - responses	33	79_trolling_invading_risks_fears
80	pillows - wwii - facts - wojpawelczyk - rudygiuliani	32	80_pillows_wwii_facts_wojpawelczyk
81	safes - cohencidental - palestinians - elon - history	31	81_safes_cohencidental_palestinians_elon
82	brittney - grassley - buttplug - francisco - thieves	31	82_brittney_grassley_buttplug_francisco
83	cnnpolitics - roberts - thefts - awards - override	31	83_cnnpolitics_roberts_thefts_awards
84	unmooring - funds - investments - subversive - gdp	31	84_unmooring_funds_investments_subversive
85	torpedo - operators - muckraker - trains - recordings	30	85_torpedo_operators_muckraker_trains
86	deployment - carriers - flows - metals - consumers	30	86_deployment_carriers_flows_metals
87	brainwashing - pushing - carlson - bankers - noticing	29	87_brainwashing_pushing_carlson_bankers
88	cig_telegram - firefighters - resistornewswireuk - plants - france	29	88_cig_telegram_firefighters_resistornewswireuk_plants
89	quadcopters - missiles - quadcopter - carrying - decommissioning	29	89_quadcopters_missiles_quadcopter_carrying
90	firefighters - france - spearheaded - sicilians - unalterable	28	90_firefighters_france_spearheaded_sicilians
91	minnesota - pills - multipolar - doctors - coins	27	91_minnesota_pills_multipolar_doctors
92	hotwifing - kj1tjcfbemc - vlpdvsj - kansas - undocumented	27	92_hotwifing_kj1tjcfbemc_vlpdvsj_kansas
93	signs - highlights - ads - cats - staggering	26	93_signs_highlights_ads_cats
94	weimar - fox - nc - life - weave	26	94_weimar_fox_nc_life
95	amer_icanbadass - fisherlady111 - theonlydsc - censoredmen - censored	26	95_amer_icanbadass_fisherlady111_theonlydsc_censoredmen
96	thewesternchauvinist5 - utahzoomer - siciliangorillian2 - mentally - talks	26	96_thewesternchauvinist5_utahzoomer_siciliangorillian2_mentally
97	institutions - embarrassed - promised - unknown - pushing	25	97_institutions_embarrassed_promised_unknown
98	massachusetts - shelter - deployed - troopers - concerns	25	98_massachusetts_shelter_deployed_troopers
99	tombstone - police_frequency - claiming - migrants - blanketed	25	99_tombstone_police_frequency_claiming_migrants
100	reporting - jakepaul - natediaz209 - equity - dallas	24	100_reporting_jakepaul_natediaz209_equity
101	secblinken - unfairly - puppets - toss - france	24	101_secblinken_unfairly_puppets_toss
102	screamed - disbelieving - incredulous - mattwalshblog - nathanjrobinson	24	102_screamed_disbelieving_incredulous_mattwalshblog
103	theonlydsc - ᗰisᑕᕼiᗴᖴ - rulerofhumanity - txdeplorable - gettrmvp	24	103_theonlydsc_ᗰisᑕᕼiᗴᖴ_rulerofhumanity_txdeplorable
104	greg_price11 - poisoned - censoredmen - victims - choices	23	104_greg_price11_poisoned_censoredmen_victims
105	unremarkable - kgr9yzd - footprints - snatched - phones	23	105_unremarkable_kgr9yzd_footprints_snatched
106	scottlobaido - michael_yon - robertkennedyjr - richard_harambe - jimmy_dore	23	106_scottlobaido_michael_yon_robertkennedyjr_richard_harambe
107	nypd6pct - hellenic - licensing - foremost - showers	22	107_nypd6pct_hellenic_licensing_foremost
108	hypocrite - lporiginalg - ancestor - memes - endwokeness	21	108_hypocrite_lporiginalg_ancestor_memes
109	stoptheinvasion - stoptheboats - encrypted - anthonyweiner - discredited	21	109_stoptheinvasion_stoptheboats_encrypted_anthonyweiner
110	altskull48 - frens - redpillpharmacist - carlson - spreading	21	110_altskull48_frens_redpillpharmacist_carlson
111	chirp - community - calorie - kek - vey	21	111_chirp_community_calorie_kek
112	justdudechannel - geopoliticsandempire - minds - soundcloud - an0maly	21	112_justdudechannel_geopoliticsandempire_minds_soundcloud
113	shamelessly - singlehandedly - subtly - weakened - beholden	20	113_shamelessly_singlehandedly_subtly_weakened
114	sombreriza_d_mz - losbloqueados2 - elblogdelosgua1 - thewarnextdoor - jalisciense1c3	20	114_sombreriza_d_mz_losbloqueados2_elblogdelosgua1_thewarnextdoor
115	onlyfans - russian - ballistic - alive - optic	20	115_onlyfans_russian_ballistic_alive
116	uncovered - unwavering - heartbroken - compiles - flooding	20	116_uncovered_unwavering_heartbroken_compiles
117	indoctrinated - publishing - elections - ungathegreat - brainwash	20	117_indoctrinated_publishing_elections_ungathegreat
118	aforementioned - strengthening - silicon - eritrean - vandals	20	118_aforementioned_strengthening_silicon_eritrean
119	resistornewswire - roadblocks - facts - overdose - collapses	20	119_resistornewswire_roadblocks_facts_overdose
120	mistakenly - lgbtqwxyz - rabbit - consumed - adams	19	120_mistakenly_lgbtqwxyz_rabbit_consumed
121	aside - infected - depleted - ffs - linkedin	19	121_aside_infected_depleted_ffs
122	oversight - deployment - answers - secured - marshals	19	122_oversight_deployment_answers_secured
123	unusual_whales - bennyjohnson - grabbers - kurtschlichter - azerbaijan	18	123_unusual_whales_bennyjohnson_grabbers_kurtschlichter
124	overrated - cernolisp - shorts - thinks - weinstein	18	124_overrated_cernolisp_shorts_thinks
125	aim4theheadx - slaughtered - based_poland - france - censoredmen	18	125_aim4theheadx_slaughtered_based_poland_france
126	shots - officers - cameras - zuckerberg - reportedly	18	126_shots_officers_cameras_zuckerberg
127	acquitted - repeatedly - awaiting - identifying - jackass	17	127_acquitted_repeatedly_awaiting_identifying
128	michoacana - mothers - libs - suspected - recorded	17	128_michoacana_mothers_libs_suspected
129	yaboi - lsraei - ayo - joe - banger	17	129_yaboi_lsraei_ayo_joe
130	rothschildcovid19patent - bitch - enjoythed - obscuro - latamobscuro	17	130_rothschildcovid19patent_bitch_enjoythed_obscuro
131	mick_o_keeffe - drclaytonforre1 - shamelessly - dragshows - profits	17	131_mick_o_keeffe_drclaytonforre1_shamelessly_dragshows
132	lauren3vememes - johnhackerla - ultra_majesty - mythinformedmke - lporiginalg	16	132_lauren3vememes_johnhackerla_ultra_majesty_mythinformedmke
133	ninja_stuntz - cryptoonlycoims - censoredmen - animalautisms - censored	16	133_ninja_stuntz_cryptoonlycoims_censoredmen_animalautisms
134	bombing - spain - scholarly - reminder - ford	15	134_bombing_spain_scholarly_reminder
135	siciliangorillian2 - siciliangorillian - commander - craziness - creep	15	135_siciliangorillian2_siciliangorillian_commander_craziness
136	mattgaetz - bidenbordercrisis - realjameswoods - brianroemmele - tomselliott	15	136_mattgaetz_bidenbordercrisis_realjameswoods_brianroemmele
137	intersectionality - repeatedly - apprehensions - kansas - screaming	15	137_intersectionality_repeatedly_apprehensions_kansas
138	parliamentary - livestreamer - johnny - connectivity - mentally	15	138_parliamentary_livestreamer_johnny_connectivity
139	unfettered - democrats - robinmg - retardsoftiktok - pretending	15	139_unfettered_democrats_robinmg_retardsoftiktok
140	israelfightsback - christopherhitchens - caitlyn_jenner - knappertsbusch - cwbchicago	15	140_israelfightsback_christopherhitchens_caitlyn_jenner_knappertsbusch
141	greg_price11 - lukewearechange - oilfield_rando - closet - goodness	15	141_greg_price11_lukewearechange_oilfield_rando_closet
142	extort - carlson - ukraine - hypocrisy - wire	15	142_extort_carlson_ukraine_hypocrisy
143	deceiving - canadafirst2 - misrepresentation - honestly - contemptible	14	143_deceiving_canadafirst2_misrepresentation_honestly
144	trannys - silicon - signs - officers - staying	14	144_trannys_silicon_signs_officers
145	riley_gaines_ - disrespecting - bastards - reluctantlyjoe - barstoolsports	13	145_riley_gaines__disrespecting_bastards_reluctantlyjoe
146	strengthened - misperceptions - distillate - holocausting - islamic	13	146_strengthened_misperceptions_distillate_holocausting
147	roosevelt - siciliangorillian2 - weapons - parade - ufc299	13	147_roosevelt_siciliangorillian2_weapons_parade
148	clinics - impacts - circle - falling - pushing	13	148_clinics_impacts_circle_falling
149	balls - funds - giggles - shocking - mentally	13	149_balls_funds_giggles_shocking
150	repjamescomer - muhsociofactors - assaults - laralogan - larry_kudlow	13	150_repjamescomer_muhsociofactors_assaults_laralogan
151	shelter - oligarchs - sxnvfio - retreat - approvals	13	151_shelter_oligarchs_sxnvfio_retreat
152	unreliable - ethnically - reprogramming - russians - governments	13	152_unreliable_ethnically_reprogramming_russians
153	fundraiser - injuring - newyork - collapsed - collapses	13	153_fundraiser_injuring_newyork_collapsed
154	censoredmen - censored - fightwithmemes - falling - harmlessyarddog	13	154_censoredmen_censored_fightwithmemes_falling
155	bidenborderinvasion - bbbbased - philadelphia - tm - sanfrancisco	13	155_bidenborderinvasion_bbbbased_philadelphia_tm
156	washington - unknown - licensing - curtissliwa - migrants	13	156_washington_unknown_licensing_curtissliwa
157	stanleyroberts - repjamescomer - untimely - roberts - unsolved	12	157_stanleyroberts_repjamescomer_untimely_roberts
158	oversight - transgender - hampshire - victims - announces	12	158_oversight_transgender_hampshire_victims
159	launched - simpsons - topics - smiling - dobbs	12	159_launched_simpsons_topics_smiling
160	revolutionaries - bloodied - collapsing - carlson - slides	12	160_revolutionaries_bloodied_collapsing_carlson
161	foreseeable - tortured - brainwashing - interfering - faster	11	161_foreseeable_tortured_brainwashing_interfering
162	boringly - wildfires - theblaze - charliekirk11 - carlson	11	162_boringly_wildfires_theblaze_charliekirk11
163	evacuating - biden - history - chris - service	11	163_evacuating_biden_history_chris
164	joao_chumbinho - margaretriverpro - johnny - ackerman - secured	11	164_joao_chumbinho_margaretriverpro_johnny_ackerman
165	bankrupt - cowards - elon - iq - cretin	10	165_bankrupt_cowards_elon_iq
166	acts - carlson - apwikxy - john - dignified	10	166_acts_carlson_apwikxy_john
167	deportation - adams - sanctuary - supports - hundreds	10	167_deportation_adams_sanctuary_supports
168	scootercasterny - scootercaster - ny_actions - xr_nyc - letstalkdgu	10	168_scootercasterny_scootercaster_ny_actions_xr_nyc
169	lockdowns - livjohnsontv - crickets - hormones - wrecked	10	169_lockdowns_livjohnsontv_crickets_hormones

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