bertopic-crypto-topic-modeling
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("iMahdiGhazavi/bertopic-crypto-topic-modeling")
topic_model.get_topic_info()
Topic overview
- Number of topics: 50
- Number of training documents: 4000
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | bitcoin - btc - crypto - buy - cryptocurrency | 10 | -1_bitcoin_btc_crypto_buy |
| 0 | around - see - would - bitcoin - go | 1215 | 0_around_see_would_bitcoin |
| 1 | bitcoin - buy - fix - want - love | 363 | 1_bitcoin_buy_fix_want |
| 2 | project - airdrop - team - great - always | 304 | 2_project_airdrop_team_great |
| 3 | covidvaccine - covid - vaccine - dose - get | 288 | 3_covidvaccine_covid_vaccine_dose |
| 4 | interoperable - struggle - libonomy - link - coin | 275 | 4_interoperable_struggle_libonomy_link |
| 5 | airdrop - bsc - airdropinspector - dinowallet - binancesmartchain | 134 | 5_airdrop_bsc_airdropinspector_dinowallet |
| 6 | binancesmartchain - binance - pancakeswap - tg - launchedjoin | 129 | 6_binancesmartchain_binance_pancakeswap_tg |
| 7 | cryptocurrency - gt - denation - crypto - btc | 98 | 7_cryptocurrency_gt_denation_crypto |
| 8 | bitcoin - giveaway - opt - scalp - short | 94 | 8_bitcoin_giveaway_opt_scalp |
| 9 | tradingview - thought - idea - binancebtcusdt - trade | 62 | 9_tradingview_thought_idea_binancebtcusdt |
| 10 | dev - everrise - core - utility - everown | 61 | 10_dev_everrise_core_utility |
| 11 | cryptocurrencie - technology - fintech - morbex - money | 53 | 11_cryptocurrencie_technology_fintech_morbex |
| 12 | bitfinex - rebound - spike - record - crash | 51 | 12_bitfinex_rebound_spike_record |
| 13 | link - doge - eth - sol - update | 50 | 13_link_doge_eth_sol |
| 14 | positionv - entry - target - stop - signal | 47 | 14_positionv_entry_target_stop |
| 15 | bet - odd - betting - gamblingtwitter - wager | 43 | 15_bet_odd_betting_gamblingtwitter |
| 16 | plastic - ico - investment - arno - plasticfinance | 40 | 16_plastic_ico_investment_arno |
| 17 | kitkart - addressovwmdgywzcvyqundajjrnjatchpre - io - android - donate | 37 | 17_kitkart_addressovwmdgywzcvyqundajjrnjatchpre_io_android |
| 18 | davido - igbo - delivery - ibadan - giroud | 37 | 18_davido_igbo_delivery_ibadan |
| 19 | crush - superb - preserve - competition - completely | 34 | 19_crush_superb_preserve_competition |
| 20 | coinhuntworld - vault - location - awesome - play | 32 | 20_coinhuntworld_vault_location_awesome |
| 21 | tweet - follow - tone - tips - insight | 32 | 21_tweet_follow_tone_tips |
| 22 | malaysia - miner - btcusd - crush - hourly | 31 | 22_malaysia_miner_btcusd_crush |
| 23 | currently - breathe - jumpy - dismiss - mofos | 31 | 23_currently_breathe_jumpy_dismiss |
| 24 | change - coinbase - pro - worried - month | 30 | 24_change_coinbase_pro_worried |
| 25 | cryptonews - rixx - ethereum - mover - report | 28 | 25_cryptonews_rixx_ethereum_mover |
| 26 | ksi - superstar - lose - jj - youtube | 28 | 26_ksi_superstar_lose_jj |
| 27 | block - tx - tictoknextblock - recipient - gmt | 28 | 27_block_tx_tictoknextblock_recipient |
| 28 | ape - nftcommunity - nftartist - nftart - nftcollector | 23 | 28_ape_nftcommunity_nftartist_nftart |
| 29 | onestop - legendary - trading - shop - usdt | 22 | 29_onestop_legendary_trading_shop |
| 30 | america - client - bank - illegal - petroleum | 22 | 30_america_client_bank_illegal |
| 31 | fence - bear - long - market - last | 18 | 31_fence_bear_long_market |
| 32 | forex - invest - business - stock - entrepreneur | 18 | 32_forex_invest_business_stock |
| 33 | avg - hour - xbt - xbtusd - information | 17 | 33_avg_hour_xbt_xbtusd |
| 34 | pumping - challenge - cryptos - recover - interested | 17 | 34_pumping_challenge_cryptos_recover |
| 35 | price - current - agree - bitcoin - early | 17 | 35_price_current_agree_bitcoin |
| 36 | account - procedure - immediately - worry - management | 16 | 36_account_procedure_immediately_worry |
| 37 | credit - card - fast - exchange - xrp | 16 | 37_credit_card_fast_exchange |
| 38 | day - avg - move - low - high | 15 | 38_day_avg_move_low |
| 39 | bonus - startup - person - hi - dm | 15 | 39_bonus_startup_person_hi |
| 40 | last - price - drop - compare - right | 14 | 40_last_price_drop_compare |
| 41 | usd - safemoon - price - dogecoin - ethereum | 14 | 41_usd_safemoon_price_dogecoin |
| 42 | donation - willing - collect - initial - monetary | 14 | 42_donation_willing_collect_initial |
| 43 | value - decrease - euro - last - lose | 14 | 43_value_decrease_euro_last |
| 44 | token - bll - billiontoken - milliontoken - milion | 14 | 44_token_bll_billiontoken_milliontoken |
| 45 | help - address - xdecbdabddbe - dear - hi | 13 | 45_help_address_xdecbdabddbe_dear |
| 46 | technicalanalysis - technical - analysis - jpy - eur | 13 | 46_technicalanalysis_technical_analysis_jpy |
| 47 | xddddabd - emojiday - cryptogiveaway - giveaway - amp | 12 | 47_xddddabd_emojiday_cryptogiveaway_giveaway |
| 48 | asic - cryptomine - yieldfarming - bitcoinmine - tool | 11 | 48_asic_cryptomine_yieldfarming_bitcoinmine |
Training hyperparameters
- calculate_probabilities: True
- language: None
- low_memory: False
- min_topic_size: 10
- n_gram_range: (1, 1)
- nr_topics: 50
- seed_topic_list: None
- top_n_words: 10
- verbose: True
- zeroshot_min_similarity: 0.7
- zeroshot_topic_list: None
Framework versions
- Numpy: 1.25.2
- HDBSCAN: 0.8.33
- UMAP: 0.5.6
- Pandas: 2.0.3
- Scikit-Learn: 1.2.2
- Sentence-transformers: 2.6.1
- Transformers: 4.38.2
- Numba: 0.58.1
- Plotly: 5.15.0
- Python: 3.10.12
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