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Daily network digest

Tuesday, November 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

GSAT was the most central name, carrying 3.29× the influence of an average node across 1495 stocks.

stocks
1495
Density
0.236
Clustering
0.523
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
GSAT 1 0.00220 3.29× 44.0% 8.8% BIP, HR, WOR, KMI, CINF
BIP 2 0.00206 3.07× 41.0% 15.9% WSBC, BCPC, STAG, ETR, AFG
NI 3 0.00203 3.03× 54.9% 9.0% UBSI, FULT, ATR, ELS, VMI
PAA 4 0.00200 3.00× 52.0% 13.7% GSAT, AB, FRT, UDR, KNTK
DTM 5 0.00197 2.95× 54.8% 15.1% CFR, CDP, AES, LYV, ENB
PEN 6 0.00189 2.83× 43.7% 1.9% AES, LXP, ERIE, WAT, TRGP
KMI 7 0.00187 2.79× 60.8% 13.1% O, FTV, CPT, V, AQN
UI 8 0.00186 2.79× 51.1% 23.5% TD, WSBC, BPOP, EXPD, AIG
VICI 9 0.00186 2.78× 48.5% 12.7% NDSN, BKH, WM, REG, GNTX
AGNC 10 0.00184 2.75× 48.0% 11.6% WTM, EVRG, PEP, ESS, MCHB

Rising influence vs 2026-11-02

SymbolPageRank PreviousChange
UI 0.001860.00010 +0.00176
USB 0.001680.00010 +0.00158
HRL 0.001650.00010 +0.00155
GFF 0.001650.00010 +0.00154
CHTR 0.001570.00010 +0.00147

Falling influence

SymbolPageRank PreviousChange
CRUS 0.000990.00281 -0.00182
CF 0.000100.00167 -0.00157
A 0.000100.00157 -0.00147
GS 0.000100.00155 -0.00145
MIDD 0.000100.00154 -0.00144

Cryptocurrency

MLNUSD was the most central name, carrying 4.07× the influence of an average node across 339 assets.

assets
339
Density
0.171
Clustering
0.390
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
MLNUSD 1 0.01201 4.07× 57.4% 13.9% AMPUSD, FLRUSD, LTCBTC, FLOWUSD, GOMININGUSD
SUKUUSD 2 0.00941 3.19× 48.5% 36.7% DNTUSD, LRCUSD, CTXUSD, TRACUSD, GMXUSD
ELAUSD 3 0.00923 3.13× 50.0% 28.7% BONKEUR, DBRUSD, PROUSD, CROUSD, ETHUSD
LTCBTC 4 0.00843 2.86× 48.2% 12.7% BCHEUR, KAVAUSD, PERPUSD, RADUSD, LDOUSD
GHSTUSD 5 0.00835 2.83× 47.6% 12.1% GTCUSD, XDCUSD, SUSHIUSD, ZRXUSD, SDUSD
MNDEUSD 6 0.00821 2.78× 47.0% 16.3% GOMININGUSD, FILUSD, INVUSD, SKLUSD, ALEOUSD
SWFTCUSD 7 0.00808 2.74× 52.1% 7.7% NYMUSD, SWELLUSD, USTUSD, SGBUSD, UNFIUSD
UNFIUSD 8 0.00798 2.71× 39.1% 32.5% STRKUSD, YGGUSD, ARBUSD, HBARUSD, OMGUSD
PRCLUSD 9 0.00765 2.59× 42.9% 13.9% GODSUSD, ZETACHAINUSD, OXTUSD, BLURUSD, SYNUSD
PAXGUSD 10 0.00755 2.56× 49.1% 16.9% HIGHUSD, XRPUSD, SUKUUSD, DOTUSD, JTOUSD

Rising influence vs 2026-11-02

SymbolPageRank PreviousChange
MLNUSD 0.012010.00377 +0.00824
ELAUSD 0.009230.00305 +0.00617
LTCBTC 0.008430.00261 +0.00582
SWFTCUSD 0.008080.00346 +0.00462
PRCLUSD 0.007650.00309 +0.00455

Falling influence

SymbolPageRank PreviousChange
TRACUSD 0.002390.01280 -0.01041
AUDIOUSD 0.003240.00991 -0.00666
A8USD 0.002050.00790 -0.00585
POLSUSD 0.003950.00970 -0.00575
ALPHAUSD 0.002960.00756 -0.00460

Foreign exchange

USDEGP was the most central name, carrying 9.46× the influence of an average node across 566 pairs.

pairs
566
Density
0.032
Clustering
0.370
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 0.01671 9.46× 9.6% 1.6% ZARINR, SEKINR, ZARTRY, NOKINR, INRSEK
XAGARS 2 0.00764 4.32× 8.5% 6.4% LKRZAR, AEDZAR, OMRZAR, TZSZAR, EGPZAR
KRWTHB 3 0.00723 4.09× 5.5% 1.2% THBINR, CHFINR, JPYINR, SCRGBP, XAUEUR
RUBCAD 4 0.00664 3.76× 11.0% 3.9% DKKHUF, XAUJPY, GBPPEN, PENCAD, PENGBP
USDSCR 5 0.00651 3.68× 8.0% 1.6% XAGAUD, GBPRUB, EURILS, PENGBP, PENCAD
TZSZAR 6 0.00639 3.62× 10.6% 11.2% ZARAED, KRWINR, LKRZAR, ZARTRY, ZARSGD
LKRZAR 7 0.00635 3.60× 15.6% 8.7% ZARAED, ZARTRY, ZARNGN, KRWINR, SEKINR
ARSCOP 8 0.00604 3.42× 2.8% 2.7% LRDGBP, BOBUSD, LYDUSD, LYDGBP, ARSPEN
OMRZAR 9 0.00588 3.33× 9.4% 8.0% ZARTRY, ZARAED, ZARNGN, SEKINR, NOKINR
COPMXN 10 0.00575 3.25× 8.1% 3.9% USDSCR, GBPRUB, BRLKRW, HUFUSD, ZAREGP

Rising influence vs 2026-11-02

SymbolPageRank PreviousChange
USDEGP 0.016710.00441 +0.01230
XAGARS 0.007640.00226 +0.00538
KRWTHB 0.007230.00190 +0.00533
ARSCOP 0.006040.00110 +0.00494
TZSZAR 0.006390.00207 +0.00433

Falling influence

SymbolPageRank PreviousChange
ZMWZAR 0.003040.01337 -0.01033
ZARJPY 0.000600.00796 -0.00735
ZARHKD 0.001430.00836 -0.00693
USDMUR 0.002270.00879 -0.00651
EGPZAR 0.001860.00796 -0.00610

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.