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iMahdiGhazavi
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bertopic-crypto-topic-modeling

Text Classification
BERTopic
Model card Files Community
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Files changed (6) hide show
  1. README.md +119 -0
  2. config.json +17 -0
  3. ctfidf.safetensors +3 -0
  4. ctfidf_config.json +0 -0
  5. topic_embeddings.safetensors +3 -0
  6. topics.json +6773 -0
README.md ADDED
@@ -0,0 +1,119 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+
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+ ---
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+ tags:
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+ - bertopic
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+ library_name: bertopic
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+ pipeline_tag: text-classification
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+ ---
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+
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+ # bertopic-crypto-topic-modeling
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+
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+ This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
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+ BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
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+
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+ ## Usage
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+
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+ To use this model, please install BERTopic:
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+
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+ ```
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+ pip install -U bertopic
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+ ```
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+
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+ You can use the model as follows:
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+
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+ ```python
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+ from bertopic import BERTopic
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+ topic_model = BERTopic.load("iMahdiGhazavi/bertopic-crypto-topic-modeling")
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+
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+ topic_model.get_topic_info()
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+ ```
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+
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+ ## Topic overview
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+
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+ * Number of topics: 50
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+ * Number of training documents: 4000
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+
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+ <details>
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+ <summary>Click here for an overview of all topics.</summary>
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+
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+ | Topic ID | Topic Keywords | Topic Frequency | Label |
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+ |----------|----------------|-----------------|-------|
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+ | -1 | bitcoin - btc - crypto - buy - cryptocurrency | 10 | -1_bitcoin_btc_crypto_buy |
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+ | 0 | around - see - would - bitcoin - go | 1215 | 0_around_see_would_bitcoin |
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+ | 1 | bitcoin - buy - fix - want - love | 363 | 1_bitcoin_buy_fix_want |
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+ | 2 | project - airdrop - team - great - always | 304 | 2_project_airdrop_team_great |
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+ | 3 | covidvaccine - covid - vaccine - dose - get | 288 | 3_covidvaccine_covid_vaccine_dose |
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+ | 4 | interoperable - struggle - libonomy - link - coin | 275 | 4_interoperable_struggle_libonomy_link |
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+ | 5 | airdrop - bsc - airdropinspector - dinowallet - binancesmartchain | 134 | 5_airdrop_bsc_airdropinspector_dinowallet |
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+ | 6 | binancesmartchain - binance - pancakeswap - tg - launchedjoin | 129 | 6_binancesmartchain_binance_pancakeswap_tg |
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+ | 7 | cryptocurrency - gt - denation - crypto - btc | 98 | 7_cryptocurrency_gt_denation_crypto |
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+ | 8 | bitcoin - giveaway - opt - scalp - short | 94 | 8_bitcoin_giveaway_opt_scalp |
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+ | 9 | tradingview - thought - idea - binancebtcusdt - trade | 62 | 9_tradingview_thought_idea_binancebtcusdt |
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+ | 10 | dev - everrise - core - utility - everown | 61 | 10_dev_everrise_core_utility |
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+ | 11 | cryptocurrencie - technology - fintech - morbex - money | 53 | 11_cryptocurrencie_technology_fintech_morbex |
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+ | 12 | bitfinex - rebound - spike - record - crash | 51 | 12_bitfinex_rebound_spike_record |
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+ | 13 | link - doge - eth - sol - update | 50 | 13_link_doge_eth_sol |
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+ | 14 | positionv - entry - target - stop - signal | 47 | 14_positionv_entry_target_stop |
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+ | 15 | bet - odd - betting - gamblingtwitter - wager | 43 | 15_bet_odd_betting_gamblingtwitter |
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+ | 16 | plastic - ico - investment - arno - plasticfinance | 40 | 16_plastic_ico_investment_arno |
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+ | 17 | kitkart - addressovwmdgywzcvyqundajjrnjatchpre - io - android - donate | 37 | 17_kitkart_addressovwmdgywzcvyqundajjrnjatchpre_io_android |
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+ | 18 | davido - igbo - delivery - ibadan - giroud | 37 | 18_davido_igbo_delivery_ibadan |
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+ | 19 | crush - superb - preserve - competition - completely | 34 | 19_crush_superb_preserve_competition |
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+ | 20 | coinhuntworld - vault - location - awesome - play | 32 | 20_coinhuntworld_vault_location_awesome |
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+ | 21 | tweet - follow - tone - tips - insight | 32 | 21_tweet_follow_tone_tips |
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+ | 22 | malaysia - miner - btcusd - crush - hourly | 31 | 22_malaysia_miner_btcusd_crush |
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+ | 23 | currently - breathe - jumpy - dismiss - mofos | 31 | 23_currently_breathe_jumpy_dismiss |
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+ | 24 | change - coinbase - pro - worried - month | 30 | 24_change_coinbase_pro_worried |
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+ | 25 | cryptonews - rixx - ethereum - mover - report | 28 | 25_cryptonews_rixx_ethereum_mover |
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+ | 26 | ksi - superstar - lose - jj - youtube | 28 | 26_ksi_superstar_lose_jj |
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+ | 27 | block - tx - tictoknextblock - recipient - gmt | 28 | 27_block_tx_tictoknextblock_recipient |
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+ | 28 | ape - nftcommunity - nftartist - nftart - nftcollector | 23 | 28_ape_nftcommunity_nftartist_nftart |
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+ | 29 | onestop - legendary - trading - shop - usdt | 22 | 29_onestop_legendary_trading_shop |
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+ | 30 | america - client - bank - illegal - petroleum | 22 | 30_america_client_bank_illegal |
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+ | 31 | fence - bear - long - market - last | 18 | 31_fence_bear_long_market |
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+ | 32 | forex - invest - business - stock - entrepreneur | 18 | 32_forex_invest_business_stock |
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+ | 33 | avg - hour - xbt - xbtusd - information | 17 | 33_avg_hour_xbt_xbtusd |
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+ | 34 | pumping - challenge - cryptos - recover - interested | 17 | 34_pumping_challenge_cryptos_recover |
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+ | 35 | price - current - agree - bitcoin - early | 17 | 35_price_current_agree_bitcoin |
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+ | 36 | account - procedure - immediately - worry - management | 16 | 36_account_procedure_immediately_worry |
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+ | 37 | credit - card - fast - exchange - xrp | 16 | 37_credit_card_fast_exchange |
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+ | 38 | day - avg - move - low - high | 15 | 38_day_avg_move_low |
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+ | 39 | bonus - startup - person - hi - dm | 15 | 39_bonus_startup_person_hi |
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+ | 40 | last - price - drop - compare - right | 14 | 40_last_price_drop_compare |
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+ | 41 | usd - safemoon - price - dogecoin - ethereum | 14 | 41_usd_safemoon_price_dogecoin |
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+ | 42 | donation - willing - collect - initial - monetary | 14 | 42_donation_willing_collect_initial |
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+ | 43 | value - decrease - euro - last - lose | 14 | 43_value_decrease_euro_last |
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+ | 44 | token - bll - billiontoken - milliontoken - milion | 14 | 44_token_bll_billiontoken_milliontoken |
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+ | 45 | help - address - xdecbdabddbe - dear - hi | 13 | 45_help_address_xdecbdabddbe_dear |
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+ | 46 | technicalanalysis - technical - analysis - jpy - eur | 13 | 46_technicalanalysis_technical_analysis_jpy |
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+ | 47 | xddddabd - emojiday - cryptogiveaway - giveaway - amp | 12 | 47_xddddabd_emojiday_cryptogiveaway_giveaway |
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+ | 48 | asic - cryptomine - yieldfarming - bitcoinmine - tool | 11 | 48_asic_cryptomine_yieldfarming_bitcoinmine |
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+
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+ </details>
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+
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+ ## Training hyperparameters
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+
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+ * calculate_probabilities: True
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+ * language: None
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+ * low_memory: False
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+ * min_topic_size: 10
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+ * n_gram_range: (1, 1)
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+ * nr_topics: 50
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+ * seed_topic_list: None
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+ * top_n_words: 10
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+ * verbose: True
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+ * zeroshot_min_similarity: 0.7
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+ * zeroshot_topic_list: None
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+
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+ ## Framework versions
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+
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+ * Numpy: 1.25.2
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+ * HDBSCAN: 0.8.33
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+ * UMAP: 0.5.6
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+ * Pandas: 2.0.3
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+ * Scikit-Learn: 1.2.2
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+ * Sentence-transformers: 2.6.1
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+ * Transformers: 4.38.2
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+ * Numba: 0.58.1
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+ * Plotly: 5.15.0
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+ * Python: 3.10.12
config.json ADDED
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+ {
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+ "calculate_probabilities": true,
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+ "language": null,
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+ "low_memory": false,
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+ "min_topic_size": 10,
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+ "n_gram_range": [
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+ 1,
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+ 1
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+ ],
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+ "nr_topics": 50,
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+ "seed_topic_list": null,
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+ "top_n_words": 10,
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+ "verbose": true,
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+ "zeroshot_min_similarity": 0.7,
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+ "zeroshot_topic_list": null,
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+ "embedding_model": "vinai/bertweet-base"
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+ }
ctfidf.safetensors ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:51039cd62b43cc6c69d493c9cbeb991c44095465c0c3db7bf32b0b794e96dfe1
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+ size 247044
ctfidf_config.json ADDED
The diff for this file is too large to render. See raw diff
 
topic_embeddings.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:e2f8caf711627e8d6cce8ec7cf8504600118d2ea3196a16272cea063b6b83921
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+ size 153688
topics.json ADDED
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