bertopic-umap15-hbd15-topn15

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-umap15-hbd15-topn15")

topic_model.get_topic_info()

Topic overview

• Number of topics: 105
• Number of training documents: 14320

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	market - price - nft - said - cryptocurrency	15	-1_market_price_nft_said
0	korea - funds - attack - hackers - fraud	6725	0_korea_funds_attack_hackers
1	usd - 500 - near - bitcoin - consolidating	706	1_usd_500_near_bitcoin
2	sized - digest - news - blockchain - radar	417	2_sized_digest_news_blockchain
3	merge - ethereum - proof - fork - beacon	236	3_merge_ethereum_proof_fork
4	rate - cpi - hikes - fomc - bitcoin	209	4_rate_cpi_hikes_fomc
5	luna - ustc - entropy - proposal - terraform	207	5_luna_ustc_entropy_proposal
6	brands - meta - worlds - immersive - decentraland	206	6_brands_meta_worlds_immersive
7	russia - sanctions - crypto - ruble - settlements	187	7_russia_sanctions_crypto_ruble
8	gensler - securities - coinbase - industry - regulation	178	8_gensler_securities_coinbase_industry
9	blockchain - web3 - gamers - p2e - industry	174	9_blockchain_web3_gamers_p2e
10	miners - carbon - power - bitcoin - report	157	10_miners_carbon_power_bitcoin
11	funding - round - ventures - capital - gamestop	151	11_funding_round_ventures_capital
12	xrp - ripple - price - level - resistance	146	12_xrp_ripple_price_level
13	etf - blackrock - grayscale - bitcoin - futures	145	13_etf_blackrock_grayscale_bitcoin
14	web3 - disco - mcmullen - identity - platforms	144	14_web3_disco_mcmullen_identity
15	protocols - decentralized - newsletter - cefi - lending	141	15_protocols_decentralized_newsletter_cefi
16	inu - lucie - meme - tokens - ecosystem	139	16_inu_lucie_meme_tokens
17	ftx - sam - bankman - bankruptcy - ceo	132	17_ftx_sam_bankman_bankruptcy
18	tether - usdt - documents - coindesk - stablecoins	123	18_tether_usdt_documents_coindesk
19	el - bukele - nayib - bitcoin - x93	120	19_el_bukele_nayib_bitcoin
20	dogecoin - musk - meme - twitter - level	114	20_dogecoin_musk_meme_twitter
21	26 - resistance - near - btc - bulls	106	21_26_resistance_near_btc
22	nft - opensea - doppel - marketplaces - rug	101	22_nft_opensea_doppel_marketplaces
23	cfds - traders - assets - cryptocurrency - adoption	95	23_cfds_traders_assets_cryptocurrency
24	difficulty - hashrate - bitcoin - network - height	90	24_difficulty_hashrate_bitcoin_network
25	ubi - cointelegraph - simonin - bitcoin - income	88	25_ubi_cointelegraph_simonin_bitcoin
26	coinbase - bitkey - india - ceo - fees	85	26_coinbase_bitkey_india_ceo
27	donated - russia - invasion - transformation - donors	83	27_donated_russia_invasion_transformation
28	celsius - cel - withdrawals - company - mashinsky	81	28_celsius_cel_withdrawals_company
29	nfts - collections - million - floor - cryptopunk	81	29_nfts_collections_million_floor
30	blockchain - bvm - mvc - maestro - databases	78	30_blockchain_bvm_mvc_maestro
31	crypto - merchants - mastercard - feature - cashapp	78	31_crypto_merchants_mastercard_feature
32	ada - cardano - bearish - satoshis - market	76	32_ada_cardano_bearish_satoshis
33	nft - sartoshi - artists - snoop - community	75	33_nft_sartoshi_artists_snoop
34	solana - bearish - outages - fibonacci - resistance	72	34_solana_bearish_outages_fibonacci
35	hinman - ripple - speech - emails - xrp	71	35_hinman_ripple_speech_emails
36	oecd - taxation - framework - india - electronic	70	36_oecd_taxation_framework_india
37	terraform - montenegro - korea - x93 - milojko	69	37_terraform_montenegro_korea_x93
38	order - securities - freeze - restraining - cyprus	68	38_order_securities_freeze_restraining
39	manchester - sponsorship - bcci - com - fans	68	39_manchester_sponsorship_bcci_com
40	surveyed - millennials - managers - crypto - report	67	40_surveyed_millennials_managers_crypto
41	whales - eth - market - transactions - usdt	66	41_whales_eth_market_transactions
42	binance - kazakhstan - changpeng - expansion - 500m	61	42_binance_kazakhstan_changpeng_expansion
43	twitter - musk - metatime - jack - yaccarino	59	43_twitter_musk_metatime_jack
44	rsi - price - line - altcoin - bullish	59	44_rsi_price_line_altcoin
45	china - huobi - hkma - regulatory - companies	57	45_china_huobi_hkma_regulatory
46	token - leo - surged - tlos - graph	57	46_token_leo_surged_tlos
47	cbdcs - governor - banks - mit - project	56	47_cbdcs_governor_banks_mit
48	daos - chorus - lieberman - decentralized - organizations	51	48_daos_chorus_lieberman_decentralized
49	fungible - nonfungible - tokens - nft - 2021	51	49_fungible_nonfungible_tokens_nft
50	altcoins - levels - overhead - support - bounce	50	50_altcoins_levels_overhead_support
51	yuan - digital - tax - cbdc - wallets	43	51_yuan_digital_tax_cbdc
52	depot - company - invest - banking - america	42	52_depot_company_invest_banking
53	markets - advice - bull - hodlers - nasdaily	42	53_markets_advice_bull_hodlers
54	eth - level - breakout - tradingview - analysts	38	54_eth_level_breakout_tradingview
55	nethereum - usd - struggling - resistance - performers	37	55_nethereum_usd_struggling_resistance
56	ecoterra - trending - swords - presale - neo	36	56_ecoterra_trending_swords_presale
57	securities - market - binance - coinbase - week	34	57_securities_market_binance_coinbase
58	staking - eigenlayer - sip - ethereum - tokens	33	58_staking_eigenlayer_sip_ethereum
59	founder - ethereum - forgotten - values - twitter	33	59_founder_ethereum_forgotten_values
60	bnb - bauer - upgrade - ecosystem - network	32	60_bnb_bauer_upgrade_ecosystem
61	price - rsi - bullish - chart - resistance	32	61_price_rsi_bullish_chart
62	expiry - week - billion - derivatives - bet	32	62_expiry_week_billion_derivatives
63	vasil - fork - mainnet - newest - scalability	31	63_vasil_fork_mainnet_newest
64	microstrategy - saylor - btc - rumor - billion	31	64_microstrategy_saylor_btc_rumor
65	metamask - browser - wallets - features - allows	31	65_metamask_browser_wallets_features
66	uae - east - chainalysis - singapore - emerging	31	66_uae_east_chainalysis_singapore
67	outflows - etps - products - week - funds	31	67_outflows_etps_products_week
68	polygon - zcash - kakarot - starknet - protocol	29	68_polygon_zcash_kakarot_starknet
69	japanese - jvcea - stablecoin - x93 - fatf	29	69_japanese_jvcea_stablecoin_x93
70	asic - miner - gpu - mi300x - ks3	28	70_asic_miner_gpu_mi300x
71	arrows - voyager - dcg - genesis - bankruptcy	28	71_arrows_voyager_dcg_genesis
72	axie - infinity - program - ronin - upgrades	26	72_axie_infinity_program_ronin
73	withdrawals - platform - freeway - halted - babel	26	73_withdrawals_platform_freeway_halted
74	addresses - eth - glassnode - underwater - cryptos	26	74_addresses_eth_glassnode_underwater
75	bottoming - dip - markets - chain - altcoins	25	75_bottoming_dip_markets_chain
76	mica - eu - conglomerates - jurisdictions - framework	25	76_mica_eu_conglomerates_jurisdictions
77	liquidations - resting - bid - order - 200	25	77_liquidations_resting_bid_order
78	listings - missed - announcements - usdt - exchanges	25	78_listings_missed_announcements_usdt
79	cbdc - ripple - border - imf - currencies	25	79_cbdc_ripple_border_imf
80	announcements - delisting - pair - listing - collection	24	80_announcements_delisting_pair_listing
81	treasury - mixers - sanctioning - github - prank	24	81_treasury_mixers_sanctioning_github
82	polkadot - parachains - auctions - opengov - referenda	24	82_polkadot_parachains_auctions_opengov
83	hedge - investors - crypto - traditional - enriquez	23	83_hedge_investors_crypto_traditional
84	level - resistance - cj - price - cryptocurrency	23	84_level_resistance_cj_price
85	nexo - citibank - vauld - acquisitions - launched	22	85_nexo_citibank_vauld_acquisitions
86	huobi - li - citing - pantronics - rumours	22	86_huobi_li_citing_pantronics
87	nft - textbook - pill - sweeney - x9caccessible	21	87_nft_textbook_pill_sweeney
88	bored - yacht - apecoin - justin - collection	21	88_bored_yacht_apecoin_justin
89	apecoin - pattern - chart - head - roc	21	89_apecoin_pattern_chart_head
90	subscription - investment - binance - dual - 06	20	90_subscription_investment_binance_dual
91	halving - correlation - nasdaq - 2024 - powell	20	91_halving_correlation_nasdaq_2024
92	announcements - delisting - listing - crypto - slice	20	92_announcements_delisting_listing_crypto
93	adoption - nigeria - kucoin - lawful - aza	18	93_adoption_nigeria_kucoin_lawful
94	staff - chatbot - layoffs - hr - terminations	18	94_staff_chatbot_layoffs_hr
95	ethereum - network - batching - costs - tx	18	95_ethereum_network_batching_costs
96	suarez - desantis - salary - city - candidate	18	96_suarez_desantis_salary_city
97	circle - stablecoin - integrating - cybavo - worldpay	17	97_circle_stablecoin_integrating_cybavo
98	stablecoins - paypal - plabasan - mhel - converge22	17	98_stablecoins_paypal_plabasan_mhel
99	week - tokens - tvl - locked - analytical	17	99_week_tokens_tvl_locked
100	impairment - company - holdings - incurred - btc	17	100_impairment_company_holdings_incurred
101	cbdc - familiarity - euro - ecb - respondents	17	101_cbdc_familiarity_euro_ecb
102	marketplace - opensea - popularize - ftx - teaming	16	102_marketplace_opensea_popularize_ftx
103	executive - leaving - bitstamp - genesis - samir	15	103_executive_leaving_bitstamp_genesis

Training hyperparameters

• calculate_probabilities: False
• language: None
• low_memory: False
• min_topic_size: 15
• n_gram_range: (1, 1)
• nr_topics: None
• seed_topic_list: None
• top_n_words: 5
• 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