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Daily network digest

Saturday, May 9, 2026

Directed information-flow networks for this session, covering Cryptocurrency. Each class is estimated independently over a trailing one-year window; the tables below rank the assets carrying the most influence within their own network.

Cryptocurrency

IOTXUSD was the most central name, carrying 6.17× the influence of an average node across 380 assets.

assets
380
Density
0.133
Clustering
0.381
Diameter
2

Most central

Ranked by PageRank within the session's directed network. “vs average” shows influence relative to a node with no advantage — 1.00× would mean perfectly ordinary.

Symbol#PageRank vs averageReceives fromSends toStrongest outgoing
IOTXUSD 1 0.01623 6.17× 67.8% 23.0% MXCUSD, ATLASUSD, POLISUSD, ASMUSD, GFIUSD
SWFTCUSD 2 0.01396 5.30× 59.4% 9.5% REPV2USD, REPUSD, CTXUSD, NYMUSD, RENUSD
HOPRUSD 3 0.01360 5.17× 63.6% 15.0% FXSUSD, GFIUSD, SRMUSD, COMPUSD, 00USD
DNTUSD 4 0.01292 4.91× 54.9% 8.7% REPUSD, BCHEUR, MVUSD, MXCUSD, CTXUSD
SUKUUSD 5 0.00969 3.68× 50.9% 23.0% YFIUSD, RAREUSD, JASMYUSD, PAXGUSD, CTXUSD
CTXUSD 6 0.00897 3.41× 41.4% 11.9% RENUSD, REPUSD, SGBUSD, BICOUSD, RADUSD
OCEANUSD 7 0.00878 3.34× 44.6% 12.1% MATHUSD, SHPINGUSD, SWFTCUSD, ACAUSD, IOTXUSD
OMNIUSD 8 0.00852 3.24× 41.4% 16.6% SHPINGUSD, BNCUSD, BSXUSD, MNGOUSD, KNCUSD
MXCUSD 9 0.00832 3.16× 40.1% 44.1% NEOUSD, PIRATEUSD, SPELLUSD, PNGUSD, MEMEUSD
RENUSD 10 0.00820 3.11× 39.6% 17.9% BALUSD, NOSUSD, PHAUSD, KP3RUSD, HOPRUSD

Rising influence vs 2026-05-08

SymbolPageRank PreviousChange
IOTXUSD 0.016230.00354 +0.01269
HOPRUSD 0.013600.00481 +0.00879
DNTUSD 0.012920.00529 +0.00764
OMNIUSD 0.008520.00242 +0.00610
MATHUSD 0.008120.00233 +0.00579

Falling influence

SymbolPageRank PreviousChange
XAUTUSD 0.006360.01426 -0.00790
SBRUSD 0.005310.01149 -0.00618
NCTUSD 0.003520.00953 -0.00601
PAXGUSD 0.006840.01283 -0.00599
TIMEUSD 0.002690.00863 -0.00593

How these numbers are produced

Transfer entropy measures how much knowing one asset's past reduces uncertainty about another's future, beyond what that asset's own past already explains. Unlike correlation it is directional, so an edge from A to B means A's moves carry information about B's next move — not merely that they move together.

Each night we estimate transfer entropy across three universes — roughly 1,500 US common stocks, 350 cryptocurrencies and 550 currency pairs — over a trailing one-year window, conditioning on a broad market series so that shared market-wide movement is discounted rather than counted as a link. Edges surviving the significance filter form that session's directed network, from which the centrality figures on this page are computed. Coverage differs by class: crypto reaches back to January 2024, equities to August 2025, so older digests may cover fewer classes.

PageRank ranks an asset by how much influence flows into it from other influential assets. In-degree and out-degree are the share of the network sending information to it and receiving information from it. Betweenness captures how often an asset sits on the shortest path between two others.

The volatility watch score is a model estimate of the probability that an asset sees elevated volatility in the coming sessions. It is a research output, not a forecast of price direction, and nothing on this page is investment advice.