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Daily network digest

Friday, November 28, 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

PBA was the most central name, carrying 2.80× the influence of an average node across 1494 stocks.

stocks
1494
Density
0.176
Clustering
0.425
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
PBA 1 0.00187 2.80× 23.8% 11.7% RY, L, UDR, DRI, PCAR
EPD 2 0.00174 2.59× 26.5% 9.9% VNT, CSCO, CNI, DOV, AFL
COST 3 0.00163 2.43× 27.5% 10.6% VLTO, SXT, NXST, CNO, FAST
CME 4 0.00161 2.40× 26.4% 17.3% AWK, ETR, STAG, NNN, MCD
CSX 5 0.00159 2.37× 22.4% 11.1% V, BNL, TRP, VLTO, WSFS
INTU 6 0.00157 2.35× 27.6% 12.2% KO, FERG, BRK.B, TDY, PFG
CSQ 7 0.00155 2.31× 22.5% 0.7% PEG, RS, DECK, APG, SFBS
AGO 8 0.00154 2.30× 25.9% 10.6% CMS, JCI, INTU, GGG, ABCB
CL 9 0.00153 2.29× 24.3% 13.6% SNA, HTGC, OHI, BRC, EGP
REG 10 0.00153 2.28× 27.1% 16.2% INVH, WPC, TRP, AGNC, NBIX

Rising influence vs 2025-11-27

SymbolPageRank PreviousChange
UTHR 0.001310.00010 +0.00121
WSFS 0.001310.00010 +0.00121
DECK 0.001290.00010 +0.00119
WFC 0.001250.00010 +0.00115
IRM 0.001240.00010 +0.00114

Falling influence

SymbolPageRank PreviousChange
COKE 0.000100.00145 -0.00135
DBX 0.000100.00144 -0.00134
LBTYK 0.000100.00141 -0.00131
BTSG 0.000100.00140 -0.00130
BLKB 0.000100.00133 -0.00123

Cryptocurrency

TEERUSD was the most central name, carrying 5.74× the influence of an average node across 392 assets.

assets
392
Density
0.109
Clustering
0.336
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
TEERUSD 1 0.01464 5.74× 57.8% 18.9% GNOUSD, COMPUSD, XRPUSD, ETCUSD, CORECHAINUSD
KAVAUSD 2 0.01393 5.46× 51.2% 8.2% XDCUSD, RENUSD, CVCUSD, AIRUSD, SAMOUSD
CQTUSD 3 0.01068 4.18× 37.1% 24.6% BTCJPY, BTTUSD, GFIUSD, CVCUSD, BCHGBP
REQUSD 4 0.01065 4.17× 38.6% 17.9% GNOUSD, DIMOUSD, MVUSD, ALTUSD, KRLUSD
MXCUSD 5 0.00961 3.77× 42.2% 35.8% NEOUSD, SRMUSD, BANDUSD, HBARUSD, VOXELUSD
XAUTUSD 6 0.00907 3.56× 42.5% 39.9% SDNUSD, XDCUSD, BTRSTUSD, AERGOUSD, LRCUSD
DNTUSD 7 0.00886 3.47× 39.1% 6.4% ZECUSD, STRDUSD, ASMUSD, ETCUSD, WHBTUSD
EWTUSD 8 0.00886 3.47× 33.0% 20.2% ETHBTC, TUSD, OXTUSD, COMPUSD, FARMUSD
PAXGUSD 9 0.00862 3.38× 40.9% 28.9% BCHNUSD, RBCUSD, XDCUSD, BADGERUSD, XLMUSD
TRXUSD 10 0.00842 3.30× 33.2% 13.3% EWTUSD, CQTUSD, DIAUSD, XRTUSD, FXSUSD

Rising influence vs 2025-11-27

SymbolPageRank PreviousChange
DNTUSD 0.008860.00148 +0.00738
EWTUSD 0.008860.00295 +0.00591
CQTUSD 0.010680.00515 +0.00552
BSXUSD 0.007320.00186 +0.00546
TEERUSD 0.014640.00931 +0.00533

Falling influence

SymbolPageRank PreviousChange
KMNOUSD 0.003150.01261 -0.00946
SBRUSD 0.006680.01409 -0.00741
INVUSD 0.003760.01054 -0.00678
MNGOUSD 0.005420.01091 -0.00549
SGBUSD 0.002950.00835 -0.00540

Foreign exchange

AUDBRL was the most central name, carrying 12.25× the influence of an average node across 836 pairs.

pairs
836
Density
0.042
Clustering
0.360
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
AUDBRL 1 0.01465 12.25× 33.9% 8.4% USDRUB, MXNRUB, RUBMXN, NZDIDR, KRWRUB
CADBRL 2 0.01108 9.27× 18.9% 4.4% BRLAUD, MXNRUB, AUDBRL, COPBRL, RUBMXN
KRWBRL 3 0.01042 8.71× 18.9% 6.3% CLPGBP, ZARRON, PHPUSD, GBPCLP, RONZAR
COPBRL 4 0.00936 7.83× 28.0% 17.4% KRWSEK, ILSZAR, NZDSEK, TWDSEK, ZMWZAR
BRLEUR 5 0.00828 6.92× 1.8% 1.0% EURKZT, EURQAR, EURBIF, EURHTG, EURGNF
CLPGBP 6 0.00766 6.40× 26.6% 6.9% USDCHF, PENMXN, CHFUSD, THBUSD, HKDTHB
COPMXN 7 0.00761 6.36× 26.7% 7.2% HKDTHB, PENMXN, USDCHF, CHFHKD, HKDCHF
COPUSD 8 0.00755 6.31× 26.6% 7.2% PENMXN, USDCHF, HKDCHF, GBPHTG, THBUSD
GBPCLP 9 0.00752 6.29× 26.6% 7.2% PENMXN, HKDCHF, GBPHTG, HKDTHB, CHFUSD
CHFTHB 10 0.00752 6.29× 26.6% 7.2% GBPHTG, HKDTHB, USDCHF, THBUSD, THBHKD

Rising influence vs 2025-11-27

SymbolPageRank PreviousChange
AUDBRL 0.014650.00130 +0.01335
CADBRL 0.011080.00336 +0.00773
CHFTHB 0.007520.00023 +0.00729
COPBRL 0.009360.00327 +0.00609
KRWBRL 0.010420.00465 +0.00577

Falling influence

SymbolPageRank PreviousChange
CNYHKD 0.007130.01819 -0.01107
HUFZAR 0.000470.01054 -0.01007
GBPXPF 0.000360.01025 -0.00989
SEKILS 0.001190.00968 -0.00849
KRWEUR 0.000760.00758 -0.00682

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.