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Daily network digest

Friday, July 3, 2026

Directed information-flow networks for this session, covering Cryptocurrency, Foreign exchange. 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.

Jump to: Cryptocurrency · Foreign exchange

Cryptocurrency

GOMININGUSD was the most central name, carrying 7.09× the influence of an average node across 368 assets.

assets
368
Density
0.121
Clustering
0.356
Diameter
3

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
GOMININGUSD 1 0.01927 7.09× 64.3% 22.9% GALAUSD, SNXUSD, SGBUSD, VTHOUSD, QIUSD
XAUTUSD 2 0.01772 6.52× 67.3% 25.3% JASMYUSD, DOTUSD, RARIUSD, BTCJPY, OMGUSD
PAXGUSD 3 0.01550 5.70× 64.6% 27.5% RARIEUR, DOTUSD, MASKUSD, JUPUSD, JASMYUSD
OMNIUSD 4 0.01161 4.27× 48.2% 21.5% ENJUSD, VARAUSD, MDTUSD, FLRUSD, NEIROUSD
REQUSD 5 0.00970 3.57× 39.5% 13.9% BTCEUR, ICXUSD, ATOUSD, GFIUSD, BCHUSD
BODENUSD 6 0.00893 3.28× 35.4% 37.9% UMAUSD, C98USD, PYRUSD, SWELLUSD, YGGUSD
UNFIUSD 7 0.00866 3.19× 40.6% 21.5% SUPERUSD, BLASTUSD, BCHUSD, CROUSD, VANRYUSD
ELAUSD 8 0.00805 2.96× 36.8% 42.5% TURBOUSD, AIOZUSD, HFTUSD, CGLDUSD, BLURUSD
SWELLUSD 9 0.00804 2.96× 35.4% 11.2% CFGUSD, TRXUSD, RUNEUSD, DEXTUSD, GMXUSD
AERGOUSD 10 0.00795 2.92× 39.0% 15.8% BODENUSD, XRPUSD, XRPAUD, 00USD, YFIUSD

Rising influence vs 2026-07-02

SymbolPageRank PreviousChange
GOMININGUSD 0.019270.00424 +0.01504
XAUTUSD 0.017720.00445 +0.01327
PAXGUSD 0.015500.00508 +0.01042
UNFIUSD 0.008660.00300 +0.00566
REQUSD 0.009700.00430 +0.00540

Falling influence

SymbolPageRank PreviousChange
TRACUSD 0.001410.00837 -0.00696
CQTUSD 0.002500.00915 -0.00665
OCEANUSD 0.002730.00894 -0.00621
LCXUSD 0.002090.00787 -0.00579
ACSUSD 0.002110.00743 -0.00531

Foreign exchange

USDEGP was the most central name, carrying 11.26× the influence of an average node across 548 pairs.

pairs
548
Density
0.036
Clustering
0.393
Diameter

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
USDEGP 1 0.02055 11.26× 9.5% 1.8% SEKINR, NOKINR, ZARTRY, ZARINR, ZARMYR
KRWTHB 2 0.00991 5.43× 5.7% 1.5% THBINR, XAUEUR, XAUJPY, XAUINR, CHFINR
ARSCOP 3 0.00972 5.33× 4.8% 2.6% LRDGBP, CDFUSD, CDFGBP, GBPLYD, GBPCDF
XAGARS 4 0.00817 4.47× 7.9% 6.9% LKRZAR, OMRZAR, BRLRUB, AEDZAR, EGPZAR
XAURUB 5 0.00730 4.00× 15.2% 7.7% AEDZAR, AUDARS, OMRZAR, ZMWZAR, AUDIDR
XAUJPY 6 0.00729 3.99× 8.0% 7.3% ZAREGP, BRLCAD, CHFRUB, KRWTHB, ILSZAR
NADUSD 7 0.00727 3.99× 6.2% 2.0% GBPUYU, UYUGBP, MXNPEN, CLPMXN, CLPARS
COPMXN 8 0.00700 3.84× 9.0% 3.3% BRLKRW, ZAREGP, HUFUSD, MXNBRL, GBPEGP
XAUINR 9 0.00693 3.80× 6.8% 4.4% ZAREGP, BRLCAD, KRWTHB, RUBCAD, AEDJPY
COPCAD 10 0.00686 3.76× 6.4% 4.2% USDUGX, PENCLP, COPZAR, EURBHD, SZLGBP

Rising influence vs 2026-07-02

SymbolPageRank PreviousChange
USDEGP 0.020550.00368 +0.01686
ARSCOP 0.009720.00251 +0.00722
KRWTHB 0.009910.00289 +0.00702
XAGARS 0.008170.00160 +0.00656
COPMXN 0.007000.00223 +0.00477

Falling influence

SymbolPageRank PreviousChange
ZMWZAR 0.003780.01112 -0.00735
EGPZAR 0.001870.00734 -0.00548
ZARNGN 0.003340.00872 -0.00539
CHFTHB 0.001350.00637 -0.00502
USDMUR 0.002220.00646 -0.00425

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.