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tyrealqian/
bertopic_BREAK50

Name: bertopic_BREAK50
Availability: InStock

bertopic

text-classification

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bertopic_BREAK50

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:

python

from bertopic import BERTopic
topic_model = BERTopic.load("tyrealqian/bertopic_BREAK50")

topic_model.get_topic_info()

Topic overview

Number of topics: 134
Number of training documents: 52070

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	imagine imagine - imagine - golfer - playing - play	26	-1_imagine imagine_imagine_golfer_playing
0	brysondechambeau - user - efarley_jr - americaisbasedandepic - election	26268	0_brysondechambeau_user_efarley_jr_americaisbasedandepic
1	biden - think biden - joe - joe biden - biden golf	7535	1_biden_think biden_joe_joe biden
2	reeeeeeeeeee hot - trump gc - whatttttttttt - wow yes - gc yesssssss	1291	2_reeeeeeeeeee hot_trump gc_whatttttttttt_wow yes
3	trump bryson - bryson trump - bryson president - thank bryson - job bryson	749	3_trump bryson_bryson trump_bryson president_thank bryson
4	maga lol - yessssss - yessss - lfg - badass mwga	698	4_maga lol_yessssss_yessss_lfg
5	awesome awesome - epic - awesome amazing - awesome absolutely - awesome	577	5_awesome awesome_epic_awesome amazing_awesome absolutely
6	golf video - best golf - youtube golf - greatest golf - video time	494	6_golf video_best golf_youtube golf_greatest golf
7	ear - filmed - attempt - assassination - assassination attempt	491	7_ear_filmed_attempt_assassination
8	chill - trump chill - good trump - dude trump - stick	488	8_chill_trump chill_good trump_dude trump
9	million - subs - million views - views - congrats	475	9_million_subs_million views_views
10	cart - boxes - tee boxes - driving - tee box	441	10_cart_boxes_tee boxes_driving
11	golfer - great golfer - awesome president - trump golfer - video president	409	11_golfer_great golfer_awesome president_trump golfer
12	best video - video best - youtube video - greatest video - video greatest	404	12_best video_video best_youtube video_greatest video
13	golf bryson - thank bryson - bryson president - thank - trump bryson	393	13_golf bryson_thank bryson_bryson president_thank
14	golfer trump - golf trump - good golfer - good golf - golfer	376	14_golfer trump_golf trump_good golfer_good golf
15	got game - game trump - trump game - trump got - trump play	359	15_got game_game trump_trump game_trump got
16	president president - ex - referred - ex president - president ex	359	16_president president_ex_referred_ex president
17	awesome video - video trump - great video - video maga - best video	340	17_awesome video_video trump_great video_video maga
18	armed golfer - biden armed - biden brooks - epic lfg - dope yessirr	314	18_armed golfer_biden armed_biden brooks_epic lfg
19	ad - kamala - kamala harris - ads - harris	302	19_ad_kamala_kamala harris_ads
20	media - evil - hate - ran - persona	292	20_media_evil_hate_ran
21	internet - break internet - gonna break - trending - internet break	275	21_internet_break internet_gonna break_trending
22	stroke - putting stroke - trumps putting - putting - trump putting	234	22_stroke_putting stroke_trumps putting_putting
23	bryson bryson - let bryson - bryson man - love bryson - bryson knows	229	23_bryson bryson_let bryson_bryson man_love bryson
24	solo - eagle - solo eagle - solo birdie - trump solo	225	24_solo_eagle_solo eagle_solo birdie
25	carts - secret service - golf carts - secret - service	205	25_carts_secret service_golf carts_secret
26	neville - neville neville - neville needs - neville vp - shoutout neville	204	26_neville_neville neville_neville needs_neville vp
27	mbellracing - mbellracing bye - mbellracing mbellracing - bye - announce	204	27_mbellracing_mbellracing bye_mbellracing mbellracing_bye
28	trump inside - inside - president inside - inside president - inside looks	195	28_trump inside_inside_president inside_inside president
29	partner - partner partner - partner counter - counter - partner count	170	29_partner_partner partner_partner counter_counter
30	hell yeah - yes - yes hell - yes yes - hell yes	164	30_hell yeah_yes_yes hell_yes yes
31	putting stroke - stroke - putting - stroke putting - wtf putting	159	31_putting stroke_stroke_putting_stroke putting
32	trump 2024 - 2024 - 2024 trump - baby - 2024 baby	146	32_trump 2024_2024_2024 trump_baby
33	par - par 210 - yard par - 210 - yds	142	33_par_par 210_yard par_210
34	age - good age - player play - expect good - age man	141	34_age_good age_player play_expect good
35	32 - 32 53 - 32 52 - pause - 52	140	35_32_32 53_32 52_pause
36	brooks - tiger - scottie - charles barkley - charles	140	36_brooks_tiger_scottie_charles barkley
37	need therapy - sad - pouty - friendless - mind gutter	139	37_need therapy_sad_pouty_friendless
38	brainwashed - media brainwashed - mainstream - mainstream media - propaganda	137	38_brainwashed_media brainwashed_mainstream_mainstream media
39	watch fun - fun watch - fun - entertaining fun - watch	135	39_watch fun_fun watch_fun_entertaining fun
40	congrats bryson - congrats - bryson congrats - bryson million - subscribers bryson	129	40_congrats bryson_congrats_bryson congrats_bryson million
41	wait - wait watch - wait gonna - gonna epic - ve waiting	129	41_wait_wait watch_wait gonna_gonna epic
42	trump looks - looks old - looks - breath - really old	127	42_trump looks_looks old_looks_breath
43	watched golf - golf entertaining - watch golf - golf watched - like golf	122	43_watched golf_golf entertaining_watch golf_golf watched
44	playlist - song - johnny cash - bocelli - music	120	44_playlist_song_johnny cash_bocelli
45	way way - cringe - cringe cringe - gross - disappointing	118	45_way way_cringe_cringe cringe_gross
46	insane - unbelievable - insane wild - wild unreal - unbelievable unbelievable	112	46_insane_unbelievable_insane wild_wild unreal
47	break 50 - 50 - break - 50 break - breaking 50	110	47_break 50_50_break_50 break
48	2019 - wounded - 2018 - 2019 trump - veterans	110	48_2019_wounded_2018_2019 trump
49	looks old - 78 - old - turned 78 - old needs	108	49_looks old_78_old_turned 78
50	baperacks - com6801 - baperacks com6801 - com6801this - baperacks com6801this	107	50_baperacks_com6801_baperacks com6801_com6801this
51	holes president - gotten inside - president gotten - gotten - holes	107	51_holes president_gotten inside_president gotten_gotten
52	trump love - love trump - love president - love mr - man love	100	52_trump love_love trump_love president_love mr
53	47 - shoot 47 - 47 47 - score 47 - 45	89	53_47_shoot 47_47 47_score 47
54	gets inside - trump gets - 14 president - inside don - know going	86	54_gets inside_trump gets_14 president_inside don
55	round - great round - round awesome - round great - round round	86	55_round_great round_round awesome_round great
56	golf make - make golf - america golf - great make - golf great	85	56_golf make_make golf_america golf_great make
57	ladies - tees - ladies tees - red tees - playing ladies	83	57_ladies_tees_ladies tees_red tees
58	episode - episode great - great episode - best episode - legendary episode	83	58_episode_episode great_great episode_best episode
59	nice trump - enjoying time - human nice - setting love - seeing president	78	59_nice trump_enjoying time_human nice_setting love
60	gooooo - goooooo - gooooo let - goooooo let - lets gooooo	76	60_gooooo_goooooo_gooooo let_goooooo let
61	reed - patrick reed - patrick - likes patrick - reed trump	76	61_reed_patrick reed_patrick_likes patrick
62	let let - let lets - let - lets let - let fucking	76	62_let let_let lets_let_lets let
63	duo - favorite people - best duo - duo best - better duo	73	63_duo_favorite people_best duo_duo best
64	racist - trump racist - black - racist trump - racist black	73	64_racist_trump racist_black_racist trump
65	dechambeau - trump dechambeau - dechambeau 2024 - dechambeau trump - 2024 dechambeau	73	65_dechambeau_trump dechambeau_dechambeau 2024_dechambeau trump
66	video bryson - bryson great - bryson awesome - thanks bryson - truly great	72	66_video bryson_bryson great_bryson awesome_thanks bryson
67	wet mr - wet - president wet - president 17 - mr president	71	67_wet mr_wet_president wet_president 17
68	rapist - golfing rapist - felon - rapist felon - felon playing	71	68_rapist_golfing rapist_felon_rapist felon
69	tds - tds tds - tds showing - real tds - tds real	69	69_tds_tds tds_tds showing_real tds
70	bryson bryson - disappointing bryson - respect anymore - bryson sorry - ya bryson	68	70_bryson bryson_disappointing bryson_respect anymore_bryson sorry
71	grant - grant grant - sorry grant - grant afraid - lost race	67	71_grant_grant grant_sorry grant_grant afraid
72	subscribed - subscribe - subscriber - just subscribed - earned subscriber	65	72_subscribed_subscribe_subscriber_just subscribed
73	driver - driver trumps - driving - trumps drive - trumps driving	65	73_driver_driver trumps_driving_trumps drive
74	does drop - dropping - drop - drop dropping - dropping does	64	74_does drop_dropping_drop_drop dropping
75	lfg - lfg lfg - lfg holy - lfg trump - yes lfg	62	75_lfg_lfg lfg_lfg holy_lfg trump
76	fist - bump - fist bump - bump high - high fist	62	76_fist_bump_fist bump_bump high
77	djt - dt - djt real - djt really - great dt	61	77_djt_dt_djt real_djt really
78	goats - goat goat - goat - goats goats - goat goats	59	78_goats_goat goat_goat_goats goats
79	great game - match amazing - love game - fun love - having fun	59	79_great game_match amazing_love game_fun love
80	drinking game - drink time - drink - say partner - shot time	58	80_drinking game_drink time_drink_say partner
81	usa usa - usa - bless america - usa america - severe braggadocious	57	81_usa usa_usa_bless america_usa america
82	course course - course - course short - course know - short course	56	82_course course_course_course short_course know
83	bryson lost - shame bryson - fraud criminal - forced penetration - penetration	56	83_bryson lost_shame bryson_fraud criminal_forced penetration
84	exercise routine - good entertainment - like style - entire exercise - bryson nearly	55	84_exercise routine_good entertainment_like style_entire exercise
85	tracer - red white - tracers - white blue - walking tracer	55	85_tracer_red white_tracers_white blue
86	1000 - win 1000 - 1k - ll donate - ll 1k	54	86_1000_win 1000_1k_ll donate
87	comment - best comment - comment best - comment year - comment section	53	87_comment_best comment_comment best_comment year
88	collab - best collab - greatest collab - collab best - needed	53	88_collab_best collab_greatest collab_collab best
89	rapist - felon - sexual - convicted - sexual predator	53	89_rapist_felon_sexual_convicted
90	felon - convicted felon - convicted - impeached - twice impeached	53	90_felon_convicted felon_convicted_impeached
91	24сағат - 24сағат орындықта - 𝑻𝑹𝑼𝑴𝑷 ىباتياز - ىباتياز wwwwww - ىباتياز	51	91_24сағат_24сағат орындықта_𝑻𝑹𝑼𝑴𝑷 ىباتياز_ىباتياز wwwwww
92	trees - maple - grows - grow naturally - love trees	51	92_trees_maple_grows_grow naturally
93	jordan - michael jordan - michael - jordan michael - curry michael	51	93_jordan_michael jordan_michael_jordan michael
94	susan - jane - susan jane - investing - tithing	50	94_susan_jane_susan jane_investing
95	tyt - sucks golf - newsweek trump - trump sucks - misses 12	50	95_tyt_sucks golf_newsweek trump_trump sucks
96	great cause - donate great - cause - 220k - charity	49	96_great cause_donate great_cause_220k
97	unfollow - unfollowing - unfollowed - unfollow unfollow - unfollowed bye	48	97_unfollow_unfollowing_unfollowed_unfollow unfollow
98	cheats - cheat - cheats cheats - cheater cheats - stories cheating	48	98_cheats_cheat_cheats cheats_cheater cheats
99	subscribed - subscribing - sub trump - got subscription - trump subscribed	46	99_subscribed_subscribing_sub trump_got subscription
100	thats president - president thats - president president - president canadian - canadian	46	100_thats president_president thats_president president_president canadian
101	fans value - write admired - betrayal fans - golf deeply - continue supporting	44	101_fans value_write admired_betrayal fans_golf deeply
102	long straight - known long - known - long - straight	42	102_long straight_known long_known_long
103	biden break - 50 biden - biden breaking - break 120 - 120	42	103_biden break_50 biden_biden breaking_break 120
104	break 50 - way break - trump break - mean break - felonies sure	40	104_break 50_way break_trump break_mean break
105	crying liberal - crying - whaaa - harder liberal - harder	39	105_crying liberal_crying_whaaa_harder liberal
106	look like - looks different - really look - really trump - doesn look	39	106_look like_looks different_really look_really trump
107	gets inside - trump gets - inside don - know going - going president	38	107_gets inside_trump gets_inside don_know going
108	10 alex - amazingggggg - alex literally - amazingggggg internet - haaaaaaaaaa	38	108_10 alex_amazingggggg_alex literally_amazingggggg internet
109	trump voting - wait vote - vote president - trump wait - forever spain	37	109_trump voting_wait vote_vote president_trump wait
110	jesus - evolution - finally - animals - god	37	110_jesus_evolution_finally_animals
111	editing - edited - edited edited - heavily edited - magic scripts	36	111_editing_edited_edited edited_heavily edited
112	nicholasfago1025 - crushersgc - abesapien9930 locoade87 - absolute lightwork - crushersgc maga	35	112_nicholasfago1025_crushersgc_abesapien9930 locoade87_absolute lightwork
113	bedminster - bedminster nj - nj - national bedminster - nj bedminster	35	113_bedminster_bedminster nj_nj_national bedminster
114	didn tougher - race - just ended - ended - tougher	35	114_didn tougher_race_just ended_ended
115	owns place - does place - place - joint - owns	34	115_owns place_does place_place_joint
116	goooooo let - gooooooo let - gooooo let - let goooooo - let gooooo	33	116_goooooo let_gooooooo let_gooooo let_let goooooo
117	seethe cope - cope seethe - seethe - cope - brother cope	32	117_seethe cope_cope seethe_seethe_cope
118	turnberry - course world - turnberry ranked - ranked - rated	31	118_turnberry_course world_turnberry ranked_ranked
119	knew liked - like knew - knew loved - liked - love knew	31	119_knew liked_like knew_knew loved_liked
120	content - content content - cool content - great content - content man	30	120_content_content content_cool content_great content
121	white house - potus crap - good spent - course white - house	29	121_white house_potus crap_good spent_course white
122	bag - trump bag - bag need - trumps bag - need bag	29	122_bag_trump bag_bag need_trumps bag
123	maga maga - great maga - maga - make america - america great	29	123_maga maga_great maga_maga_make america
124	2024 trump - trump trump - 2024 grant - trump único - trump trumppppppp	28	124_2024 trump_trump trump_2024 grant_trump único
125	6th tf - ago happened - bum jan - bullying feel - didn day	28	125_6th tf_ago happened_bum jan_bullying feel
126	47 hat - hat - 45 47 - hat 45 - 47	28	126_47 hat_hat_45 47_hat 45
127	med - att - jag - öl med - 80 goat	28	127_med_att_jag_öl med
128	trump god - god bless - bless - bless president - god	27	128_trump god_god bless_bless_bless president
129	golf etiquette - tell lot - anybody regular - age knows - age grandpa	27	129_golf etiquette_tell lot_anybody regular_age knows
130	younger biden - age - 78 insanely - 2024 win - truly skilled	27	130_younger biden_age_78 insanely_2024 win
131	diet coke - diet - coke - glass - bottle	27	131_diet coke_diet_coke_glass
132	78 - play 78 - old hit - hope play - like 78	26	132_78_play 78_old hit_hope play

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: True
zeroshot_min_similarity: 0.7
zeroshot_topic_list: None

Framework versions

Numpy: 2.0.2
HDBSCAN: 0.8.40
UMAP: 0.5.7
Pandas: 2.2.2
Scikit-Learn: 1.6.1
Sentence-transformers: 3.4.1
Transformers: 4.51.3
Numba: 0.60.0
Plotly: 5.24.1
Python: 3.11.12