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Daily network digest

Saturday, November 8, 2025

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

MNGOUSD was the most central name, carrying 6.36× the influence of an average node across 396 assets.

assets
396
Density
0.102
Clustering
0.335
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
MNGOUSD 1 0.01606 6.36× 54.7% 35.9% GLMUSD, RPLUSD, HBARUSD, TUSD, ZKXUSD
PROUSD 2 0.01592 6.30× 58.5% 20.0% PNKUSD, ASMUSD, ATOMUSD, REPUSD, BANDUSD
GARIUSD 3 0.01563 6.19× 62.3% 19.7% GALUSD, INVUSD, SWFTCUSD, ONDOUSD, IOTXUSD
KINTUSD 4 0.01177 4.66× 45.6% 10.6% LDOUSD, SGBUSD, CGLDUSD, 00USD, CELRUSD
BRICKUSD 5 0.01138 4.51× 46.6% 15.9% OPUSD, IOTXUSD, LTCBTC, TRACUSD, FIDAUSD
LCXUSD 6 0.01088 4.31× 43.5% 11.6% BTCAUD, REPV2USD, PIRATEUSD, LSKUSD, ALEPHUSD
REPV2USD 7 0.00970 3.84× 37.0% 9.1% KARUSD, TAOUSD, UNFIUSD, COWUSD, TEERUSD
REQUSD 8 0.00941 3.73× 40.0% 8.1% TBTCUSD, VELOUSD, LCXUSD, MNGOUSD, MVUSD
ASMUSD 9 0.00895 3.54× 43.8% 10.6% XMRUSD, MNTUSD, PUNDIXUSD, TEERUSD, OXYUSD
ROOKUSD 10 0.00889 3.52× 39.5% 28.4% PYRUSD, ELAUSD, MLNUSD, MDTUSD, GODSUSD

Rising influence vs 2025-11-07

SymbolPageRank PreviousChange
PROUSD 0.015920.00327 +0.01265
MNGOUSD 0.016060.00554 +0.01053
LCXUSD 0.010880.00242 +0.00845
GARIUSD 0.015630.00855 +0.00707
TOKEUSD 0.008720.00282 +0.00590

Falling influence

SymbolPageRank PreviousChange
KAVAUSD 0.003130.01216 -0.00903
TEERUSD 0.002570.00917 -0.00660
XAUTUSD 0.003720.00961 -0.00589
DNTUSD 0.002170.00789 -0.00571
MXCUSD 0.004970.01019 -0.00522

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.