bertopic-test

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("ahessamb/bertopic-test")

topic_model.get_topic_info()

Topic overview

• Number of topics: 50
• Number of training documents: 1570

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
0	liquidations - forcefully - betting - liquidation - contracts	8	0_liquidations_forcefully_betting_liquidation
1	litecoin - wsm - presale - 77 - near	94	1_litecoin_wsm_presale_77
2	sec - court - terraform - dismiss - lawyers	49	2_sec_court_terraform_dismiss
3	huobi - hkvac - bsl - web3 - code	12	3_huobi_hkvac_bsl_web3
4	lucie - shiba - susbarium - puppynet - portals	3	4_lucie_shiba_susbarium_puppynet
5	000006819 - shiba - accuracy - finbold - estimates	27	5_000006819_shiba_accuracy_finbold
6	tokens - sec - binance - securities - coinbase	45	6_tokens_sec_binance_securities
7	mckinsey - ai - nanjing - productivity - diffusion	43	7_mckinsey_ai_nanjing_productivity
8	resistance - swing - fib - zone - ltc	32	8_resistance_swing_fib_zone
9	brinkman - tategpt - bitcoin - artists - wealth	26	9_brinkman_tategpt_bitcoin_artists
10	stablecoin - stablecoins - decline - redemptions - tusd	2	10_stablecoin_stablecoins_decline_redemptions
11	mutant - mayc - bayc - club - mcmullen	64	11_mutant_mayc_bayc_club
12	xrp - ema - ripple - bullish - cryptocurrencies	43	12_xrp_ema_ripple_bullish
13	tether - cbdcs - loans - federal - nafcu	27	13_tether_cbdcs_loans_federal
14	rate - tradingview - bnb - breakout - coinmarketcap	85	14_rate_tradingview_bnb_breakout
15	26 - bulls - rsi - ceiling - 300	2	15_26_bulls_rsi_ceiling
16	lowest - jump - week - wallet - staggering	3	16_lowest_jump_week_wallet
17	xrp - ripple - mekras - sbi - institutions	56	17_xrp_ripple_mekras_sbi
18	debt - mortgages - trillion - government - suspends	3	18_debt_mortgages_trillion_government
19	longitude - chronometer - bitcoin - ships - graffiti	2	19_longitude_chronometer_bitcoin_ships
20	volumes - piggy - aud - xrp - usdt	15	20_volumes_piggy_aud_xrp
21	root - ledger - stakers - sidechains - compatibility	4	21_root_ledger_stakers_sidechains
22	astra - letter - concerns - investors - bitwise	4	22_astra_letter_concerns_investors
23	gold - governments - manipulated - stocks - mined	10	23_gold_governments_manipulated_stocks
24	tether - sygnum - documents - bank - coindesk	9	24_tether_sygnum_documents_bank
25	rewards - governance - lido - proposal - june	45	25_rewards_governance_lido_proposal
26	listings - coin - fairerc20 - bittrex - withdrawals	68	26_listings_coin_fairerc20_bittrex
27	peaq - ordibots - cosmos - fetch - machine	81	27_peaq_ordibots_cosmos_fetch
28	uniswap - v4 - orders - hooks - differing	23	28_uniswap_v4_orders_hooks
29	price - neo - matic - rise - altcoin	92	29_price_neo_matic_rise
30	emptydoc - staff - policy - binance - workspaces	2	30_emptydoc_staff_policy_binance
31	lunc - synthetix - terra - perps - staking	33	31_lunc_synthetix_terra_perps
32	tweet - dogecoin - chart - meme - negative	3	32_tweet_dogecoin_chart_meme
33	binance - securities - exchange - cz - regulators	63	33_binance_securities_exchange_cz
34	bitmart - sale - xrp - discount - event	4	34_bitmart_sale_xrp_discount
35	yuan - event - olympics - canadians - organizers	49	35_yuan_event_olympics_canadians
36	gusd - fidelity - bitcoin - proposal - blackrock	52	36_gusd_fidelity_bitcoin_proposal
37	bills - mcglone - markets - stablecoins - liquidity	56	37_bills_mcglone_markets_stablecoins
38	asset - gain - drop - trading - hours	2	38_asset_gain_drop_trading
39	epstein - hamsterwheel - vulnerability - bounty - certick	28	39_epstein_hamsterwheel_vulnerability_bounty
40	pyth - transparency - data - terra - oracle	19	40_pyth_transparency_data_terra
41	shiba - inu - weighted - collapse - recovery	2	41_shiba_inu_weighted_collapse
42	neo - opensea - carey - security - impersonators	24	42_neo_opensea_carey_security
43	balancer - zkevm - liquidity - defi - 8020	3	43_balancer_zkevm_liquidity_defi
44	reed - battle - platform - argument - trading	22	44_reed_battle_platform_argument
45	ada - cardano - whale - sell - investors	4	45_ada_cardano_whale_sell
46	uk - coinbase - hong - crypto - regulatory	65	46_uk_coinbase_hong_crypto
47	ethereum - tvl - defi - arbitrum - airdrop	54	47_ethereum_tvl_defi_arbitrum
48	swyftx - shibarium - token - shibaswap - shiba	54	48_swyftx_shibarium_token_shibaswap
49	bitcoin - mining - gain - miners - difficulty	54	49_bitcoin_mining_gain_miners

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: False

Framework versions

• Numpy: 1.22.4
• HDBSCAN: 0.8.29
• UMAP: 0.5.3
• Pandas: 1.5.3
• Scikit-Learn: 1.2.2
• Sentence-transformers: 2.2.2
• Transformers: 4.30.2
• Numba: 0.56.4
• Plotly: 5.13.1
• Python: 3.10.12