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Daily network digest

Tuesday, November 4, 2025

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

STN was the most central name, carrying 2.98× the influence of an average node across 1495 stocks.

stocks
1495
Density
0.172
Clustering
0.410
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
STN 1 0.00199 2.98× 30.2% 16.2% COR, DIS, RY, TRP, RGA
FERG 2 0.00173 2.59× 30.7% 15.4% ARCC, GBDC, SNA, PODD, TRP
WCN 3 0.00158 2.36× 25.2% 15.7% AME, TRP, ICE, RLI, CPT
XYL 4 0.00156 2.33× 37.1% 11.4% REG, CCK, UNF, UHAL, LHX
CWST 5 0.00155 2.32× 31.0% 17.9% GIS, NLY, DGX, CM, NHI
UDR 6 0.00153 2.29× 21.5% 8.8% VMI, VRSK, AFL, FERG, L
FTS 7 0.00152 2.27× 17.9% 10.4% SWX, PBA, STE, UDR, SEB
COR 8 0.00151 2.26× 27.2% 24.2% TGNA, DE, RY, FTS, IDA
TD 9 0.00151 2.26× 23.7% 11.0% SEB, NHI, CSQ, SEIC, NVR
VRSK 10 0.00150 2.25× 28.6% 19.9% NNN, EXC, MCD, PBA, HTGC

Rising influence vs 2025-11-03

SymbolPageRank PreviousChange
USAC 0.001460.00010 +0.00136
HASI 0.001400.00010 +0.00130
AVT 0.001380.00010 +0.00128
PRVA 0.001350.00010 +0.00125
ETN 0.001320.00010 +0.00122

Falling influence

SymbolPageRank PreviousChange
WST 0.000100.00134 -0.00124
CBT 0.000100.00133 -0.00123
MTZ 0.000100.00129 -0.00119
UTHR 0.000100.00128 -0.00118
BJ 0.000100.00127 -0.00117

Cryptocurrency

ROOKUSD was the most central name, carrying 6.42× the influence of an average node across 397 assets.

assets
397
Density
0.096
Clustering
0.306
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
ROOKUSD 1 0.01618 6.42× 49.7% 21.5% L3USD, ATOMUSD, AKTEUR, A8USD, RNDRUSD
KAVAUSD 2 0.01222 4.85× 41.7% 5.8% XDCUSD, CVCUSD, RENUSD, SWFTCUSD, BADGERUSD
STRDUSD 3 0.01182 4.69× 43.7% 33.3% LSETHUSD, SOLUSD, MSOLUSD, INVUSD, SWFTCUSD
XAUTUSD 4 0.01100 4.37× 41.7% 35.4% SDNUSD, BTRSTUSD, LRCUSD, GLMUSD, BNCUSD
MXCUSD 5 0.01016 4.03× 38.4% 40.4% GALUSD, BNTUSD, MNGOUSD, CBETHUSD, CHREUR
PAXGUSD 6 0.01013 4.02× 40.2% 26.5% BOBAUSD, XRDUSD, AVTUSD, BTRSTUSD, MULTIUSD
PYUSDUSD 7 0.00992 3.94× 42.7% 6.1% MXCUSD, USTUSD, NYMUSD, BTCAUD, BTCUSD
TEERUSD 8 0.00991 3.93× 35.9% 25.5% BTRSTUSD, CROUSD, GNOUSD, NCTUSD, PENDLEUSD
CQTUSD 9 0.00990 3.93× 30.6% 19.9% GFIUSD, APTUSD, RAYUSD, KRLUSD, PNKUSD
GARIUSD 10 0.00907 3.60× 40.2% 27.5% CQTUSD, XRPUSD, GMXUSD, FIDAUSD, LTCEUR

Rising influence vs 2025-11-03

SymbolPageRank PreviousChange
ROOKUSD 0.016180.00419 +0.01199
STRDUSD 0.011820.00386 +0.00796
CQTUSD 0.009900.00287 +0.00703
DNTUSD 0.008600.00165 +0.00696
EWTUSD 0.008810.00253 +0.00628

Falling influence

SymbolPageRank PreviousChange
INVUSD 0.003800.01477 -0.01097
FLRUSD 0.002450.00837 -0.00592
SGBUSD 0.002030.00783 -0.00580
PNKUSD 0.005980.01124 -0.00526
KEYUSD 0.003860.00883 -0.00497

Foreign exchange

ARSEUR was the most central name, carrying 21.23× the influence of an average node across 832 pairs.

pairs
832
Density
0.062
Clustering
0.374
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
ARSEUR 1 0.02552 21.23× 20.2% 4.9% BRLRUB, TWDSEK, JPYILS, XAGUSD, SEKILS
AUDBRL 2 0.01016 8.45× 42.0% 7.1% BRLKRW, XAUBRL, USDRUB, MXNRUB, KRWRUB
KRWBRL 3 0.00769 6.39× 24.4% 8.8% BRLKRW, EURSEK, KRWSEK, INRSEK, TWDSEK
COPBRL 4 0.00753 6.26× 34.4% 17.9% KRWSEK, NZDSEK, BRLKRW, ILSZAR, ZMWZAR
USDCLP 5 0.00736 6.13× 36.6% 9.1% JPYILS, ILSJPY, GBPHTG, PENMXN, CHFUSD
CADBRL 6 0.00725 6.03× 21.3% 6.1% XAURUB, AUDBRL, COPBRL, BRLAUD, MXNRUB
XAUSAR 7 0.00671 5.58× 32.5% 11.3% MXNARS, KRWINR, USDARS, KRWIDR, HKDKRW
XAUEUR 8 0.00627 5.22× 36.9% 11.2% ARSJPY, ARSEUR, JPYCLP, ZMWZAR, ARSHKD
USDMUR 9 0.00599 4.98× 14.6% 1.6% KRWRUB, RUBMXN, MXNRUB, JPYILS, ILSJPY
GBPMGA 10 0.00583 4.85× 4.9% 0.7% GHSGBP, GHSUSD, GBPGHS, CLPCOP, COPCLP

Rising influence vs 2025-11-03

SymbolPageRank PreviousChange
ARSEUR 0.025520.00614 +0.01938
AUDBRL 0.010160.00203 +0.00813
USDCLP 0.007360.00166 +0.00571
USDMUR 0.005990.00073 +0.00526
CADBRL 0.007250.00232 +0.00493

Falling influence

SymbolPageRank PreviousChange
GBPXPF 0.000360.01193 -0.01157
HUFZAR 0.000490.00808 -0.00759
SEKILS 0.002040.00962 -0.00759
MYRZAR 0.000380.00634 -0.00596
GBPMUR 0.000450.00622 -0.00578

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.