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topic_modelling_pepe

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("guibvieira/topic_modelling_pepe")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 229
  • Number of training documents: 17770
Click here for an overview of all topics.
Topic ID Topic Keywords Topic Frequency Label
-1 activity - mining - trading - pepecoin - investors 15 -1_activity_mining_trading_pepecoin
0 bro - pepes - guys - good - man 4181 0_bro_pepes_guys_good
1 whales - - - - 1289 1_whales___
2 pepecoin - pepecoins - need - lot - stuff 651 2_pepecoin_pepecoins_need_lot
3 deal - exchange - group - website - telegram 631 3_deal_exchange_group_website
4 fake - spaces - people - fuck - shit 525 4_fake_spaces_people_fuck
5 coins - coin - shit - mate - currency 232 5_coins_coin_shit_mate
6 info - audit - safu - team - launch 229 6_info_audit_safu_team
7 time - socials - baby - culture - fun 196 7_time_socials_baby_culture
8 pepecoins - tweet - twitter - pepecoin - tweets 186 8_pepecoins_tweet_twitter_pepecoin
9 ideas - spot - level - idea - support 181 9_ideas_spot_level_idea
10 crypto - world - attention - people - thing 163 10_crypto_world_attention_people
11 project - projects - need - pepechain - frens 161 11_project_projects_need_pepechain
12 buy - sell - selling - weeks - pepepal 161 12_buy_sell_selling_weeks
13 memes - season - meme - term - face 159 13_memes_season_meme_term
14 meme - coins - coin - season - pepefriends 157 14_meme_coins_coin_season
15 token - tokens - information - eye - sense 149 15_token_tokens_information_eye
16 pump - pumping - dump - wait - shit 149 16_pump_pumping_dump_wait
17 binance - list - listing - shit - assets 142 17_binance_list_listing_shit
18 kucoin - mexc - ama - exchanges - tier 133 18_kucoin_mexc_ama_exchanges
19 tweet - tweets - love - twitter - message 126 19_tweet_tweets_love_twitter
20 bitmart - pair - pepebnb - trading - assets 123 20_bitmart_pair_pepebnb_trading
21 bitcoin - network - protocol - example - year 118 21_bitcoin_network_protocol_example
22 profit - profits - money - gains - hope 117 22_profit_profits_money_gains
23 link - pulse - gem - chain - 106 23_link_pulse_gem_chain
24 submit - address - enter - airdrop - tasks 97 24_submit_address_enter_airdrop
25 bonus - minimum - welcome - hours - mining 95 25_bonus_minimum_welcome_hours
26 moon - cointiger - future - project - campaign 94 26_moon_cointiger_future_project
27 btc - week - market - news - crypto 89 27_btc_week_market_news
28 wallet - thanks - good - hope - working 88 28_wallet_thanks_good_hope
29 link - utc - version - club - billionaire 88 29_link_utc_version_club
30 memetic - pepecoin - meme - pepecoins - need 88 30_memetic_pepecoin_meme_pepecoins
31 musk - rocket - mind - memecoins - months 87 31_musk_rocket_mind_memecoins
32 airdrop - friends - pepefriends - tag - ones 81 32_airdrop_friends_pepefriends_tag
33 place - bot - airdrop - date - tasks 80 33_place_bot_airdrop_date
34 details - click - bot - pancakeswap - contract 78 34_details_click_bot_pancakeswap
35 shiba - shib - inu - hope - mpepe 77 35_shiba_shib_inu_hope
36 yesterday - opportunity - trend - cmc - today 75 36_yesterday_opportunity_trend_cmc
37 staking - stake - works - luck - magic 74 37_staking_stake_works_luck
38 nfts - ethereum - game - things - thing 73 38_nfts_ethereum_game_things
39 profit - entry - strategy - help - list 72 39_profit_entry_strategy_help
40 days - cap - whales - market - play 71 40_days_cap_whales_market
41 prize - winners - giveaway - pool - page 66 41_prize_winners_giveaway_pool
42 memecoin - memecoins - utilities - derivative - shitcoin 64 42_memecoin_memecoins_utilities_derivative
43 loss - whale - days - memecoin - token 63 43_loss_whale_days_memecoin
44 price - entry - value - thing - buyers 60 44_price_entry_value_thing
45 usdt - event - guess - reward - help 60 45_usdt_event_guess_reward
46 floki - guess - event - success - shib 59 46_floki_guess_event_success
47 telegram - launch - presale - times - pepega 59 47_telegram_launch_presale_times
48 bag - bags - hand - pepecoins - term 58 48_bag_bags_hand_pepecoins
49 telegram - fairsale - times - launch - presale 57 49_telegram_fairsale_times_launch
50 moon - pepefriends - army - lot - rug 57 50_moon_pepefriends_army_lot
51 day - rewards - holders - ecosystem - swap 55 51_day_rewards_holders_ecosystem
52 investment - investors - term - money - billionaire 52 52_investment_investors_term_money
53 scam - thing - way - lol - copy 52 53_scam_thing_way_lol
54 plan - action - chat - work - mpepe 52 54_plan_action_chat_work
55 mins - event - presale - link - leader 51 55_mins_event_presale_link
56 elon - tweet - musk - increase - tweets 50 56_elon_tweet_musk_increase
57 airdrop - referral - date - distribution - fee 50 57_airdrop_referral_date_distribution
58 friends - pepefriends - benefits - days - sale 50 58_friends_pepefriends_benefits_days
59 memecoins - cap - market - time - marketcap 49 59_memecoins_cap_market_time
60 frogs - frog - liquidity - rewards - marketing 49 60_frogs_frog_liquidity_rewards
61 tweets - puppy - shill - links - inu 49 61_tweets_puppy_shill_links
62 link - wallet - - - 49 62_link_wallet__
63 dollars - days - cap - market - space 48 63_dollars_days_cap_market
64 pepeai - version - ways - jump - words 47 64_pepeai_version_ways_jump
65 link - - - - 47 65_link___
66 problem - plans - millions - term - shib 47 66_problem_plans_millions_term
67 link - utc - presale - - 47 67_link_utc_presale_
68 taxes - chart - bnb - pepefather - chain 47 68_taxes_chart_bnb_pepefather
69 logo - pepepal - pepecoin - shit - hand 46 69_logo_pepepal_pepecoin_shit
70 moment - pump - tag - green - guess 46 70_moment_pump_tag_green
71 spaces - question - morning - ride - pepes 46 71_spaces_question_morning_ride
72 mins - contact - event - bag - launch 45 72_mins_contact_event_bag
73 investment - link - version - - 45 73_investment_link_version_
74 marketcap - cap - market - mil - dude 44 74_marketcap_cap_market_mil
75 place - memecoin - market - bull - cap 44 75_place_memecoin_market_bull
76 channels - wallets - ecosystem - experience - cryptocurrency 42 76_channels_wallets_ecosystem_experience
77 hate - groups - exchange - - 42 77_hate_groups_exchange_
78 events - holder - cap - chart - trade 42 78_events_holder_cap_chart
79 weeks - profits - price - whales - gems 42 79_weeks_profits_price_whales
80 transaction - utilities - influencers - event - holders 42 80_transaction_utilities_influencers_event
81 picture - topic - hate - groups - symbol 41 81_picture_topic_hate_groups
82 frog - frogs - thing - memes - meme 41 82_frog_frogs_thing_memes
83 community - - - - 41 83_community___
84 symbol - exchange - - - 41 84_symbol_exchange__
85 hour - doubt - min - fuck - risk 41 85_hour_doubt_min_fuck
86 chat - group - pepeai - vibes - sort 41 86_chat_group_pepeai_vibes
87 chat - times - launch - liquidity - launching 41 87_chat_times_launch_liquidity
88 presale - bnb - link - leader - play 41 88_presale_bnb_link_leader
89 dump - dip - buying - shit - guys 41 89_dump_dip_buying_shit
90 whale - whales - friend - lol - buy 40 90_whale_whales_friend_lol
91 meme - - - - 40 91_meme___
92 red - drop - - - 40 92_red_drop__
93 play - link - - - 40 93_play_link__
94 taxes - bnb - play - club - tax 40 94_taxes_bnb_play_club
95 whales - tokens - billionaire - love - whale 40 95_whales_tokens_billionaire_love
96 tomorrow - launch - media - pepeai - hours 39 96_tomorrow_launch_media_pepeai
97 link - utc - inu - - 39 97_link_utc_inu_
98 transaction - fees - tier - trade - distribution 39 98_transaction_fees_tier_trade
99 referral - reward - mpepe - airdrop - distribution 38 99_referral_reward_mpepe_airdrop
100 action - drop - price - profits - gems 38 100_action_drop_price_profits
101 week - position - members - chat - stealth 38 101_week_position_members_chat
102 market - bull - run - today - red 38 102_market_bull_run_today
103 hype - year - version - things - season 38 103_hype_year_version_things
104 pulse - mcap - bridge - dev - liquidity 37 104_pulse_mcap_bridge_dev
105 holder - events - cap - chart - trade 37 105_holder_events_cap_chart
106 deal - exchange - listing - group - utc 37 106_deal_exchange_listing_group
107 game - bet - baby - tier - stake 37 107_game_bet_baby_tier
108 raid - tweets - guy - gem - trust 37 108_raid_tweets_guy_gem
109 devs - projects - project - metaverse - focus 37 109_devs_projects_project_metaverse
110 track - cmc - marketing - gem - team 37 110_track_cmc_marketing_gem
111 link - - - - 36 111_link___
112 claim - connect - fees - wallet - user 36 112_claim_connect_fees_wallet
113 mcap - dude - cex - dollars - holders 36 113_mcap_dude_cex_dollars
114 fees - gas - fee - exchanges - sir 36 114_fees_gas_fee_exchanges
115 coinbase - hate - symbol - news - army 36 115_coinbase_hate_symbol_news
116 trade - alot - trading - non - bots 35 116_trade_alot_trading_non
117 gem - lock - zone - growth - liquidity 35 117_gem_lock_zone_growth
118 tax - link - chain - minutes - liquidity 35 118_tax_link_chain_minutes
119 pepeai - network - power - work - utility 34 119_pepeai_network_power_work
120 nft - campaign - ape - today - week 34 120_nft_campaign_ape_today
121 contact - listings - zone - message - list 34 121_contact_listings_zone_message
122 aipepe - address - users - event - trade 34 122_aipepe_address_users_event
123 mins - click - event - presale - link 34 123_mins_click_event_presale
124 updates - share - friends - coin - mania 34 124_updates_share_friends_coin
125 video - youtube - comment - channels - way 33 125_video_youtube_comment_channels
126 sign - coins - campaign - trade - week 33 126_sign_coins_campaign_trade
127 investment - link - games - king - inu 32 127_investment_link_games_king
128 trust - wallet - wallets - currency - lot 32 128_trust_wallet_wallets_currency
129 cointiger - details - break - shiba - experience 32 129_cointiger_details_break_shiba
130 game - case - links - times - fair 32 130_game_case_links_times
131 rekt - hype - tokens - meme - vibes 32 131_rekt_hype_tokens_meme
132 low - community - fee - space - gas 31 132_low_community_fee_space
133 blockchain - build - utilities - token - meme 31 133_blockchain_build_utilities_token
134 value - chart - market - data - ways 31 134_value_chart_market_data
135 referral - refer - friends - link - rewards 31 135_referral_refer_friends_link
136 games - features - investors - rewards - game 30 136_games_features_investors_rewards
137 ethereum - volume - liquidity - price - network 30 137_ethereum_volume_liquidity_price
138 position - tech - events - cap - chart 30 138_position_tech_events_cap
139 gas - holders - volume - tax - chart 30 139_gas_holders_volume_tax
140 bridge - algorand - launch - chain - mainnet 30 140_bridge_algorand_launch_chain
141 trend - trust - pepebnb - issue - mcap 29 141_trend_trust_pepebnb_issue
142 refer - claim - referral - airdrop - distribution 29 142_refer_claim_referral_airdrop
143 holders - binance - chain - events - buy 29 143_holders_binance_chain_events
144 win - cointiger - form - tag - chance 29 144_win_cointiger_form_tag
145 inu - projects - times - eyes - trump 28 145_inu_projects_times_eyes
146 taxes - chart - bnb - pepeverse - utc 28 146_taxes_chart_bnb_pepeverse
147 position - mcap - buy - chart - price 28 147_position_mcap_buy_chart
148 period - benefits - sign - win - utc 28 148_period_benefits_sign_win
149 derivative - point - kind - holders - page 28 149_derivative_point_kind_holders
150 channel - list - airdrop - group - distribution 27 150_channel_list_airdrop_group
151 time - socials - culture - fun - wallet 27 151_time_socials_culture_fun
152 build - lock - contract - community - liquidity 26 152_build_lock_contract_community
153 funds - dex - position - card - price 26 153_funds_dex_position_card
154 giveaway - audit - cex - revolution - goal 26 154_giveaway_audit_cex_revolution
155 spaces - pepecoins - space - know - pepecoin 26 155_spaces_pepecoins_space_know
156 pepedex - frens - focus - weekend - pepemon 26 156_pepedex_frens_focus_weekend
157 moon - partnership - revolution - tokenomics - chat 26 157_moon_partnership_revolution_tokenomics
158 prize - bnb - events - buy - card 26 158_prize_bnb_events_buy
159 search - success - groups - rise - track 25 159_search_success_groups_rise
160 lock - ownership - month - mcap - moon 25 160_lock_ownership_month_mcap
161 mexc - launchpad - app - utc - period 25 161_mexc_launchpad_app_utc
162 gem - gems - project - group - developers 25 162_gem_gems_project_group
163 link - - - - 25 163_link___
164 pump - minutes - message - announcement - members 24 164_pump_minutes_message_announcement
165 link - utc - - - 24 165_link_utc__
166 billionaire - mins - event - leader - end 24 166_billionaire_mins_event_leader
167 link - utc - - - 24 167_link_utc__
168 drop - tasks - place - bonus - wallet 24 168_drop_tasks_place_bonus
169 price - volume - focus - gems - assets 24 169_price_volume_focus_gems
170 pinksale - link - - - 24 170_pinksale_link__
171 wallet - copy - code - words - app 24 171_wallet_copy_code_words
172 days - fomo - coins - coin - tweet 24 172_days_fomo_coins_coin
173 events - game - rewards - friends - tokenomics 24 173_events_game_rewards_friends
174 pancakeswap - supply - swap - tomorrow - updates 24 174_pancakeswap_supply_swap_tomorrow
175 ama - dextools - launch - memes - marketing 24 175_ama_dextools_launch_memes
176 crypto - channel - use - video - code 23 176_crypto_channel_use_video
177 pepefriends - presale - pepebnb - minutes - hour 23 177_pepefriends_presale_pepebnb_minutes
178 reward - winners - user - airdrop - refer 23 178_reward_winners_user_airdrop
179 wojak - turbo - sense - play - person 23 179_wojak_turbo_sense_play
180 change - pepecoin - kind - difference - ecosystem 23 180_change_pepecoin_kind_difference
181 taxes - chart - leader - club - bnb 23 181_taxes_chart_leader_club
182 event - rewards - days - end - entry 23 182_event_rewards_days_end
183 taxes - investment - link - presale - 22 183_taxes_investment_link_presale
184 scam - coins - years - wallets - devs 22 184_scam_coins_years_wallets
185 pinksale - ends - link - fairlaunch - details 22 185_pinksale_ends_link_fairlaunch
186 pepebnb - chain - ama - today - minutes 22 186_pepebnb_chain_ama_today
187 change - update - cat - presale - hours 21 187_change_update_cat_presale
188 dextools - dex - holder - pepepal - gem 21 188_dextools_dex_holder_pepepal
189 tag - pepecoins - account - pepecoin - help 21 189_tag_pepecoins_account_pepecoin
190 frog - answer - king - mean - internet 21 190_frog_answer_king_mean
191 cointiger - scam - trust - morning - wallet 20 191_cointiger_scam_trust_morning
192 king - chain - lot - fun - users 20 192_king_chain_lot_fun
193 launchpad - king - frog - memecoins - character 20 193_launchpad_king_frog_memecoins
194 frog - liquidity - rewards - marketing - tax 20 194_frog_liquidity_rewards_marketing
195 tech - holder - events - cap - chart 20 195_tech_holder_events_cap
196 check - liquidity - inu - people - project 20 196_check_liquidity_inu_people
197 list - problem - bag - spot - month 19 197_list_problem_bag_spot
198 shitcoin - money - mini - year - bear 19 198_shitcoin_money_mini_year
199 devs - product - dev - tech - pepedex 19 199_devs_product_dev_tech
200 taxes - bnb - link - - 19 200_taxes_bnb_link_
201 gem - year - launch - moon - dev 19 201_gem_year_launch_moon
202 king - contest - safu - pepes - tier 19 202_king_contest_safu_pepes
203 fees - trading - event - - 19 203_fees_trading_event_
204 billionaire - link - - - 19 204_billionaire_link__
205 bitmart - comments - announcement - sign - details 19 205_bitmart_comments_announcement_sign
206 world - ownership - transactions - chance - communities 18 206_world_ownership_transactions_chance
207 trade - trading - fee - fees - volume 18 207_trade_trading_fee_fees
208 trend - kek - card - game - shill 18 208_trend_kek_card_game
209 alert - link - - - 17 209_alert_link__
210 way - token - doubt - tomorrow - benefits 17 210_way_token_doubt_tomorrow
211 raid - word - night - spaces - history 17 211_raid_word_night_spaces
212 change - update - volume - hours - btc 17 212_change_update_volume_hours
213 alert - link - wallet - - 17 213_alert_link_wallet_
214 guys - coins - website - address - logo 17 214_guys_coins_website_address
215 push - media - projects - polygon - turbo 17 215_push_media_projects_polygon
216 sir - swap - order - assets - admin 17 216_sir_swap_order_assets
217 plans - marketing - project - token - inu 17 217_plans_marketing_project_token
218 culture - cmc - pancakeswap - team - website 17 218_culture_cmc_pancakeswap_team
219 time - socials - culture - fun - wallet 17 219_time_socials_culture_fun
220 investment - taxes - bnb - - 17 220_investment_taxes_bnb_
221 mission - thing - blockchain - level - world 16 221_mission_thing_blockchain_level
222 gem - - - - 16 222_gem___
223 event - campaign - trading - guys - 16 223_event_campaign_trading_guys
224 rug - ways - hands - people - sell 16 224_rug_ways_hands_people
225 term - inu - rocket - - 16 225_term_inu_rocket_
226 link - - - - 16 226_link___
227 pepecoin - story - idea - plans - bunch 16 227_pepecoin_story_idea_plans

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: True

Framework versions

  • Numpy: 1.21.6
  • HDBSCAN: None
  • UMAP: 0.5.3
  • Pandas: 1.3.5
  • Scikit-Learn: 1.0.2
  • Sentence-transformers: 2.2.2
  • Transformers: 4.30.1
  • Numba: 0.56.4
  • Plotly: 5.14.1
  • Python: 3.7.12
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