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Daily network digest

Friday, June 28, 2024

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

DIMOUSD was the most central name, carrying 5.21× the influence of an average node across 338 assets.

assets
338
Density
0.167
Clustering
0.376
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
DIMOUSD 1 0.01541 5.21× 63.5% 18.1% BNTUSD, GMXUSD, WILDUSD, LMWRUSD, DEXTUSD
DESOUSD 2 0.01143 3.86× 54.6% 25.5% GLMUSD, VOXELUSD, BTCAUD, INVUSD, GMXUSD
PAXGUSD 3 0.01113 3.76× 55.2% 17.8% NEOUSD, LPTUSD, YFIUSD, NKNUSD, SKLUSD
KILTUSD 4 0.01057 3.57× 46.3% 37.7% HBARUSD, MASKUSD, CBETHUSD, ETHUSD, ETHAUD
TIMEUSD 5 0.01006 3.40× 44.5% 23.4% STGUSD, NKNUSD, REPV2USD, EWTUSD, DESOUSD
LTCBTC 6 0.00955 3.23× 47.2% 10.1% BNTUSD, ELAUSD, RNDRUSD, UMAUSD, XRPBTC
REPUSD 7 0.00844 2.85× 42.1% 17.5% IMXUSD, AVTUSD, CRVUSD, MLNUSD, INJUSD
INTRUSD 8 0.00806 2.73× 45.7% 26.7% VETUSD, DOTUSD, ARBUSD, OXTUSD, TUSD
AVTUSD 9 0.00789 2.67× 40.4% 9.2% GSTUSD, MULTIUSD, LTCBTC, RADUSD, KINUSD
SHPINGUSD 10 0.00729 2.46× 39.2% 17.2% ETH2XUSD, FISUSD, LSETHUSD, COMPUSD, GLMRUSD

Rising influence vs 2024-06-27

SymbolPageRank PreviousChange
DIMOUSD 0.015410.00417 +0.01124
KILTUSD 0.010570.00200 +0.00857
DESOUSD 0.011430.00313 +0.00830
TIMEUSD 0.010060.00390 +0.00616
PAXGUSD 0.011130.00603 +0.00510

Falling influence

SymbolPageRank PreviousChange
TSDUSD 0.000760.01054 -0.00978
TLOSUSD 0.002230.00754 -0.00531
KRLUSD 0.005450.01061 -0.00516
GNOUSD 0.003410.00725 -0.00383
AERGOUSD 0.001990.00529 -0.00329

Foreign exchange

RUBNOK was the most central name, carrying 5.27× the influence of an average node across 689 pairs.

pairs
689
Density
0.014
Clustering
0.309
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
RUBNOK 1 0.00764 5.27× 3.6% 1.7% EURZAR, ZARPKR, BRLSEK, PKRZAR, HKDARS
ZAREUR 2 0.00728 5.01× 4.7% 7.6% ZARMAD, COPZAR, MADZAR, ZARCOP, USDMAD
ZARNZD 3 0.00703 4.84× 2.9% 2.9% NZDIDR, GBPPLN, NZDPLN, SEKNOK, CZKPLN
CLPARS 4 0.00643 4.43× 3.1% 2.8% XAGJPY, TRYPLN, JPYGBP, XAGKRW, GBPZAR
NZDHUF 5 0.00617 4.25× 3.2% 0.0%
BRLAUD 6 0.00604 4.16× 1.5% 0.0%
EURCOP 7 0.00569 3.92× 1.9% 0.6% EURMDL, PKREUR, EURMWK, GBPXPF
KWDEUR 8 0.00562 3.87× 4.7% 2.5% CDFUSD, EURKWD, USDMWK, EURBHD, PENUSD
ARSCHF 9 0.00558 3.85× 3.3% 6.1% ARSZAR, SZLUSD, BHDEUR, LSLUSD, ALLGBP
BRLJPY 10 0.00558 3.84× 1.5% 0.6% ARSHKD, USDKES, BRLARS, ARSGBP

Rising influence vs 2024-06-27

SymbolPageRank PreviousChange
ZAREUR 0.007280.00120 +0.00608
ZARNZD 0.007030.00103 +0.00600
BRLAUD 0.006040.00124 +0.00480
EURCOP 0.005690.00103 +0.00467
BRLJPY 0.005580.00136 +0.00421

Falling influence

SymbolPageRank PreviousChange
ZMWUSD 0.000480.00661 -0.00613
PLNMXN 0.003510.00862 -0.00512
KESUSD 0.000870.00585 -0.00498
MXNPLN 0.002960.00778 -0.00482
XAURUB 0.002100.00691 -0.00480

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.