---
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
---

# topic_modelling_pepe

This is a [BERTopic](https://github.com/MaartenGr/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("guibvieira/topic_modelling_pepe")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 229
* Number of training documents: 17770

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | 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 |
  
</details>

## 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