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Daily network digest

Wednesday, June 3, 2026

Directed information-flow networks for this session, covering US equities, 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: US equities · Cryptocurrency · Foreign exchange

US equities

BNS was the most central name, carrying 3.19× the influence of an average node across 1494 stocks.

stocks
1494
Density
0.185
Clustering
0.450
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
BNS 1 0.00214 3.19× 31.7% 15.3% EXC, HIG, WTRG, IDA, PFG
REXR 2 0.00214 3.19× 32.9% 13.4% APG, WCN, CWAN, CM, SYK
EMA 3 0.00209 3.12× 30.1% 10.2% CSQ, BPOP, TU, FTV, WSO
CSQ 4 0.00200 2.99× 29.2% 5.7% DOV, PFE, D, CFR, EWBC
CM 5 0.00200 2.98× 29.4% 15.4% ECL, COST, PAGP, STWD, CTVA
APG 6 0.00198 2.96× 30.7% 13.2% DRI, BAP, TU, AVA, PFE
CB 7 0.00196 2.92× 26.9% 15.5% AVB, BMO, SJM, BRK.B, NWSA
RGA 8 0.00194 2.90× 28.5% 11.5% BMO, WTM, CMS, FTS, EIX
PNW 9 0.00193 2.88× 28.3% 18.9% SO, AIZ, OTIS, TRP, O
NWS 10 0.00190 2.83× 35.4% 18.5% AXS, NNN, LNT, PFG, EQR

Volatility watch

Highest modelled probability of elevated volatility ahead. A research output, not a directional call.

SymbolScore Recent volatility
RDW 0.9841 9.41%
FLNC 0.9835 19.78%
LUNR 0.9824 11.80%
ONDS 0.9816 12.82%
ASTS 0.9814 10.68%
EOSE 0.9802 8.81%
AAOI 0.9795 11.13%
RGTI 0.9794 8.08%
NVTS 0.9776 10.16%
RKLB 0.9770 6.56%

Rising influence vs 2026-06-02

SymbolPageRank PreviousChange
CON 0.001370.00010 +0.00127
REXR 0.002140.00093 +0.00120
PJT 0.001220.00010 +0.00112
UTHR 0.001220.00010 +0.00112
CNX 0.001220.00010 +0.00111

Falling influence

SymbolPageRank PreviousChange
ARLP 0.000100.00137 -0.00127
COO 0.000100.00137 -0.00127
INTU 0.000100.00134 -0.00124
VST 0.000100.00125 -0.00115
CMG 0.000100.00119 -0.00109

Cryptocurrency

GOMININGUSD was the most central name, carrying 7.31× the influence of an average node across 371 assets.

assets
371
Density
0.123
Clustering
0.363
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 0.01971 7.31× 67.3% 17.6% SPAUSD, GALAUSD, EOSUSD, FXSUSD, QIUSD
XAUTUSD 2 0.01343 4.98× 57.8% 26.2% MASKUSD, JASMYUSD, RARIEUR, DEXTUSD, OMGUSD
REQUSD 3 0.01329 4.93× 53.0% 12.2% BCHEUR, BCHUSD, BCHGBP, ICXUSD, GFIUSD
PAXGUSD 4 0.01188 4.41× 55.4% 27.0% MASKUSD, RARIEUR, DEXTUSD, JUPUSD, ADXUSD
OMNIUSD 5 0.01130 4.19× 57.0% 23.0% MDTUSD, BTRSTUSD, VOXELUSD, KEYUSD, STGUSD
00USD 6 0.01023 3.80× 42.2% 14.3% XAUTUSD, UNFIUSD, PAXGUSD, NYMUSD, GOATUSD
KEYUSD 7 0.00967 3.59× 44.9% 11.1% SKYUSD, KMNOUSD, DIMOUSD, OMNIUSD, ACSUSD
NYMUSD 8 0.00941 3.49× 43.5% 20.3% BNCUSD, OMGUSD, BTRSTUSD, BCHGBP, BICOUSD
UNFIUSD 9 0.00937 3.48× 38.1% 24.9% CELRUSD, BCHGBP, BCHUSD, BCHNUSD, KASUSD
DNTUSD 10 0.00918 3.41× 44.9% 11.9% 00USD, OMNIUSD, ETHBTC, ALPHAUSD, XAUTUSD

Rising influence vs 2026-06-02

SymbolPageRank PreviousChange
GOMININGUSD 0.019710.00555 +0.01415
REQUSD 0.013290.00408 +0.00921
XAUTUSD 0.013430.00422 +0.00920
PAXGUSD 0.011880.00486 +0.00702
UNFIUSD 0.009370.00268 +0.00669

Falling influence

SymbolPageRank PreviousChange
SWFTCUSD 0.003130.01358 -0.01045
TRACUSD 0.001840.01022 -0.00838
HOPRUSD 0.006600.01440 -0.00779
CQTUSD 0.002120.00839 -0.00627
CTXUSD 0.003780.00905 -0.00528

Foreign exchange

XAUGBP was the most central name, carrying 6.66× the influence of an average node across 534 pairs.

pairs
534
Density
0.034
Clustering
0.401
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
XAUGBP 1 0.01246 6.66× 8.1% 14.3% XAURUB, XAUAUD, XAUKRW, KRWRUB, XAUZAR
ZARINR 2 0.01159 6.19× 3.2% 0.2% XAUGBP
ZARARS 3 0.00907 4.84× 13.7% 6.6% SCRUSD, XAGCNY, EURILS, XAUMXN, USDMUR
XAURUB 4 0.00848 4.53× 11.3% 7.9% ARSAUD, ARSMXN, ARSCAD, NOKRUB, JPYHKD
USDMUR 5 0.00838 4.48× 10.5% 2.3% ARSCHF, AEDSEK, ZARCNY, MUREUR, ARSJPY
EURRUB 6 0.00740 3.95× 1.9% 1.1% USDFJD, GBPPYG, CLPARS, EURIDR, BWPGBP
ILSZAR 7 0.00648 3.46× 11.4% 3.8% USDINR, JPYTWD, NZDTWD, CHFTWD, ZARARS
ZARTHB 8 0.00614 3.28× 10.3% 0.9% ZARINR, XAUAUD, XAURUB, XAUBRL, XAUARS
CLPBRL 9 0.00610 3.26× 4.3% 3.4% BWPUSD, LKRUSD, COPDKK, USDLKR, LKRGBP
ZMWZAR 10 0.00610 3.26× 15.0% 6.2% CHFARS, ZARTRY, MYRNZD, RUBKRW, ZARMYR

Rising influence vs 2026-06-02

SymbolPageRank PreviousChange
XAUGBP 0.012460.00235 +0.01012
USDMUR 0.008380.00220 +0.00619
EURRUB 0.007400.00214 +0.00526
ZARUSD 0.005390.00063 +0.00475
PENCAD 0.005670.00109 +0.00458

Falling influence

SymbolPageRank PreviousChange
USDEGP 0.001000.02184 -0.02085
ARSCOP 0.001620.00927 -0.00765
KRWTHB 0.001160.00697 -0.00581
ZARMYR 0.001490.00714 -0.00565
XAGARS 0.003090.00819 -0.00510

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.