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:

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
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