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Daily network digest

Tuesday, June 9, 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

CPT was the most central name, carrying 3.11× the influence of an average node across 1495 stocks.

stocks
1495
Density
0.184
Clustering
0.448
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
CPT 1 0.00208 3.11× 33.3% 12.7% XYL, KEX, NDSN, UNP, TRNO
RY 2 0.00205 3.06× 30.9% 10.8% WES, DRI, CFR, ES, ZM
AMH 3 0.00196 2.93× 32.6% 18.1% ELS, SNA, UBSI, CSX, WBS
WTM 4 0.00196 2.93× 34.4% 18.1% PFG, CL, SEIC, MTG, INGR
CB 5 0.00191 2.85× 33.0% 16.9% DOX, INVH, DUK, LHX, WM
PEN 6 0.00188 2.81× 32.3% 25.0% CFR, GLPI, EQIX, LHX, GD
SCHW 7 0.00187 2.80× 36.3% 18.4% AME, SYK, ELS, CMS, USFD
REG 8 0.00186 2.79× 32.5% 18.8% PEG, PAGP, BIP, SEIC, HIG
BRK.B 9 0.00182 2.73× 26.4% 17.7% DTM, VTR, NI, BATRA, RGA
UDR 10 0.00182 2.72× 26.5% 16.0% XYL, MET, DLB, BAC, MDT

Volatility watch

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

SymbolScore Recent volatility
LUNR 0.9768 7.56%
RDW 0.9747 12.75%
IREN 0.9724 8.24%
NVTS 0.9715 13.58%
AAOI 0.9703 13.62%
GLXY 0.9689 11.70%
IONQ 0.9677 9.31%
BTDR 0.9673 7.38%
ASTS 0.9668 5.57%
SMR 0.9638 6.82%

Rising influence vs 2026-06-08

SymbolPageRank PreviousChange
AM 0.001660.00010 +0.00156
LBRDK 0.001410.00010 +0.00131
PM 0.001400.00010 +0.00130
NPO 0.001300.00010 +0.00119
ACI 0.001290.00010 +0.00119

Falling influence

SymbolPageRank PreviousChange
ETN 0.000100.00134 -0.00124
SPGI 0.000100.00131 -0.00121
CF 0.000100.00129 -0.00119
ALGN 0.000100.00121 -0.00111
KGS 0.000100.00117 -0.00107

Cryptocurrency

GOMININGUSD was the most central name, carrying 6.54× the influence of an average node across 372 assets.

assets
372
Density
0.129
Clustering
0.369
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 0.01759 6.54× 63.9% 15.4% SPAUSD, IOTUSD, SNXUSD, OXTUSD, CFGUSD
XAUTUSD 2 0.01274 4.74× 59.0% 27.0% MASKUSD, JASMYUSD, DEXTUSD, DOTUSD, CTXUSD
REQUSD 3 0.01238 4.61× 53.9% 15.9% BCHGBP, UNFIUSD, BCHEUR, XCNUSD, BTCEUR
PAXGUSD 4 0.01096 4.08× 53.4% 28.0% DEXTUSD, DOTUSD, MASKUSD, RARIEUR, CPOOLUSD
OMNIUSD 5 0.00973 3.62× 46.6% 18.3% MDTUSD, BTRSTUSD, FLRUSD, PHAUSD, ENJUSD
KEYUSD 6 0.00951 3.54× 46.4% 11.6% OMNIUSD, SKYUSD, GOMININGUSD, DIMOUSD, KMNOUSD
UNFIUSD 7 0.00894 3.33× 38.8% 26.7% BCHUSD, BLZUSD, CELRUSD, BCHGBP, BCHNUSD
AERGOUSD 8 0.00828 3.08× 40.7% 20.2% AURORAUSD, XRPUSD, XRPAUD, FLRUSD, ETHBTC
MIRUSD 9 0.00826 3.07× 41.5% 14.3% TNSRUSD, POLSUSD, ETHFIUSD, XLMUSD, MANAUSD
ELAUSD 10 0.00810 3.01× 40.7% 42.0% TURBOUSD, HFTUSD, BLURUSD, DYDXEUR, SEIUSD

Rising influence vs 2026-06-07

SymbolPageRank PreviousChange
GOMININGUSD 0.017590.00591 +0.01167
REQUSD 0.012380.00256 +0.00982
OMNIUSD 0.009730.00336 +0.00637
00USD 0.007770.00224 +0.00554
KNCUSD 0.007060.00160 +0.00546

Falling influence

SymbolPageRank PreviousChange
BNCUSD 0.002860.01199 -0.00914
PIRATEUSD 0.007000.01345 -0.00645
SWFTCUSD 0.004190.01010 -0.00590
SBRUSD 0.007430.01321 -0.00577
ACSUSD 0.001890.00704 -0.00515

Foreign exchange

USDEGP was the most central name, carrying 13.20× the influence of an average node across 566 pairs.

pairs
566
Density
0.035
Clustering
0.379
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 0.02333 13.20× 7.8% 1.1% ZARINR, ZARMYR, CHFARS, JPYARS, XAGARS
KRWTHB 2 0.01067 6.04× 5.5% 1.4% THBINR, XAUEUR, XAUJPY, XAUMXN, XAUINR
ZARINR 3 0.00900 5.10× 2.5% 8.3% USDBRL, NOKINR, INRJPY, GBPINR, DKKINR
ARSCOP 4 0.00866 4.90× 3.9% 2.3% LRDGBP, CDFGBP, CDFUSD, GBPCDF, GBPLYD
XAGARS 5 0.00839 4.75× 9.9% 5.1% LKRZAR, XAUKRW, TRYCHF, INRCHF, CHFPKR
XAUEUR 6 0.00774 4.38× 9.6% 4.8% KRWTHB, AEDJPY, KRWBRL, NZDTWD, THBGBP
XAUJPY 7 0.00736 4.17× 8.0% 6.4% BRLCAD, THBINR, THBGBP, KRWTHB, KRWBRL
NADUSD 8 0.00709 4.01× 6.2% 1.9% GBPNGN, UYUGBP, GBPUYU, CLPMXN, MXNPEN
COPMXN 9 0.00685 3.88× 8.7% 3.0% BRLKRW, ZAREGP, MXNBRL, GBPEGP, GBPRUB
ZARMYR 10 0.00674 3.81× 0.5% 7.6% GBPCRC, INRCHF, INRKRW, JPYUSD, TRYCHF

Rising influence vs 2026-06-08

SymbolPageRank PreviousChange
USDEGP 0.023330.00266 +0.02067
ARSCOP 0.008660.00116 +0.00751
ZARINR 0.009000.00266 +0.00635
XAGARS 0.008390.00259 +0.00580
CADHUF 0.006660.00126 +0.00540

Falling influence

SymbolPageRank PreviousChange
ZMWZAR 0.004330.01490 -0.01057
ARSAUD 0.002100.00874 -0.00664
EGPZAR 0.001430.00781 -0.00638
ZARNGN 0.004380.01048 -0.00610
DOPGBP 0.001240.00649 -0.00526

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.