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Daily network digest

Friday, June 12, 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 3.07× the influence of an average node across 1497 stocks.

stocks
1497
Density
0.184
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
CPT 1 0.00205 3.07× 33.4% 12.9% XYL, ICE, WES, NDSN, IFS
WTM 2 0.00201 3.00× 35.8% 16.3% CL, DLB, LBTYK, SEIC, VMC
RY 3 0.00199 2.98× 31.3% 10.6% WTS, ES, DRI, ACGL, AVB
AMH 4 0.00196 2.93× 31.9% 17.0% SNA, WPC, ELS, LBTYK, DRI
SCHW 5 0.00187 2.81× 37.1% 17.9% AME, EGP, CMS, AES, CNP
CB 6 0.00187 2.80× 33.1% 16.5% DOX, WM, INVH, APG, AXS
REG 7 0.00185 2.77× 32.6% 19.2% PEG, ADP, AON, MPLX, SEIC
LH 8 0.00184 2.76× 31.1% 12.2% AES, RPRX, CVX, AHR, WMB
UDR 9 0.00182 2.72× 27.0% 15.2% XYL, MET, DLB, MA, MPLX
BRK.B 10 0.00181 2.71× 27.5% 19.3% BATRA, NI, DOX, VTR, ARLP

Volatility watch

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

SymbolScore Recent volatility
LUNR 0.9652 10.75%
RDW 0.9596 11.93%
NVTS 0.9596 7.94%
PL 0.9567 7.51%
RKLB 0.9563 7.77%
FLNC 0.9554 7.68%
BTDR 0.9488 7.32%
ASTS 0.9487 9.93%
VSAT 0.9432 8.90%
CIFR 0.9405 8.31%

Rising influence vs 2026-06-11

SymbolPageRank PreviousChange
AM 0.001640.00010 +0.00154
AMTM 0.001420.00010 +0.00131
LBRDK 0.001380.00010 +0.00128
NPO 0.001270.00010 +0.00117
PM 0.001270.00010 +0.00117

Falling influence

SymbolPageRank PreviousChange
REXR 0.001180.00258 -0.00140
ETN 0.000100.00130 -0.00120
SPGI 0.000100.00128 -0.00118
CF 0.000100.00127 -0.00117
ALGN 0.000100.00120 -0.00110

Cryptocurrency

GOMININGUSD was the most central name, carrying 6.63× the influence of an average node across 371 assets.

assets
371
Density
0.135
Clustering
0.381
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 0.01787 6.63× 68.9% 18.6% SNXUSD, SPAUSD, GALAUSD, CFGUSD, QIUSD
XAUTUSD 2 0.01346 5.00× 63.8% 29.5% JASMYUSD, MASKUSD, DEXTUSD, BCHUSD, YGGUSD
PAXGUSD 3 0.01160 4.30× 57.6% 31.6% MASKUSD, DOTUSD, DEXTUSD, RARIEUR, JUPUSD
REQUSD 4 0.01064 3.95× 48.9% 17.8% BCHGBP, UNFIUSD, BCHEUR, ONDOUSD, XCNUSD
OMNIUSD 5 0.00923 3.43× 48.4% 17.8% BTRSTUSD, VOXELUSD, MDTUSD, XDCUSD, PHAUSD
UNFIUSD 6 0.00907 3.36× 41.4% 26.8% BCHUSD, BLZUSD, BCHGBP, CELRUSD, BLASTUSD
SBRUSD 7 0.00892 3.31× 41.1% 35.1% ABTUSD, STORJUSD, EOSUSD, BCHEUR, ZETAUSD
DNTUSD 8 0.00828 3.07× 42.7% 17.0% OMNIUSD, MNGOUSD, 00USD, MOGUSD, PROUSD
00USD 9 0.00827 3.07× 36.8% 12.2% PAXGUSD, UNFIUSD, PHAUSD, XAUTUSD, NYMUSD
KNCUSD 10 0.00809 3.00× 40.0% 10.5% RARIEUR, GOMININGUSD, CTSIUSD, SPAUSD, PAXGUSD

Rising influence vs 2026-06-11

SymbolPageRank PreviousChange
GOMININGUSD 0.017870.00554 +0.01234
XAUTUSD 0.013460.00397 +0.00949
PAXGUSD 0.011600.00473 +0.00686
KNCUSD 0.008090.00156 +0.00653
REQUSD 0.010640.00416 +0.00648

Falling influence

SymbolPageRank PreviousChange
TRACUSD 0.001530.01052 -0.00899
SWFTCUSD 0.004130.01234 -0.00821
BNCUSD 0.003040.00992 -0.00689
OCEANUSD 0.003220.00900 -0.00577
CQTUSD 0.002730.00817 -0.00544

Foreign exchange

USDEGP was the most central name, carrying 16.03× the influence of an average node across 557 pairs.

pairs
557
Density
0.035
Clustering
0.382
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 0.02877 16.03× 7.4% 0.9% ZARINR, ZARMYR, CHFARS, JPYARS, CADHUF
ZARINR 2 0.01102 6.14× 2.5% 8.3% USDBRL, NOKINR, INRJPY, MYRHKD, GBPINR
KRWTHB 3 0.00989 5.51× 5.6% 1.4% THBINR, XAUJPY, XAUEUR, XAUINR, XAUMXN
CADHUF 4 0.00934 5.20× 7.4% 6.3% KRWRUB, HUFPLN, HUFZAR, INRGBP, PLNHUF
ARSCOP 5 0.00930 5.18× 4.7% 2.5% LRDGBP, CDFGBP, GBPCDF, CDFUSD, BWPCHF
XAGARS 6 0.00915 5.10× 9.5% 5.2% LKRZAR, AEDZAR, XAUKRW, OMRZAR, EGPZAR
NADUSD 7 0.00795 4.43× 6.3% 1.8% GBPNGN, UYUGBP, GBPUYU, CLPMXN, MXNPEN
XAUJPY 8 0.00781 4.35× 8.5% 7.2% ZAREGP, KRWTHB, THBINR, KRWBRL, BRLCAD
ZARMYR 9 0.00778 4.34× 0.5% 8.5% INRKRW, INRCHF, GBPCRC, MYRHKD, TRYCHF
COPMXN 10 0.00728 4.05× 8.6% 3.1% BRLKRW, GBPEGP, HUFUSD, GBPRUB, ZAREGP

Rising influence vs 2026-06-11

SymbolPageRank PreviousChange
USDEGP 0.028770.00243 +0.02635
ZARINR 0.011020.00243 +0.00859
CADHUF 0.009340.00114 +0.00820
ARSCOP 0.009300.00175 +0.00756
KRWTHB 0.009890.00287 +0.00702

Falling influence

SymbolPageRank PreviousChange
ZMWZAR 0.004310.01356 -0.00925
ZARNGN 0.003520.01039 -0.00687
ARSAUD 0.001900.00843 -0.00653
EGPZAR 0.001810.00702 -0.00521
USDMUR 0.002200.00723 -0.00503

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.