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Daily network digest

Wednesday, March 11, 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

TGNA was the most central name, carrying 3.09× the influence of an average node across 1493 stocks.

stocks
1493
Density
0.187
Clustering
0.434
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
TGNA 1 0.00207 3.09× 34.0% 15.7% XEL, AEP, CP, CPB, BNS
SLF 2 0.00198 2.96× 28.9% 12.9% FE, COST, HSIC, MFC, BNS
EVRG 3 0.00195 2.91× 27.9% 11.0% ADC, SBCF, FRT, SUI, DTM
AEP 4 0.00188 2.80× 28.5% 19.9% HUBB, EGP, ZTS, GGG, BR
WEC 5 0.00178 2.65× 25.4% 15.1% CME, ADP, ALLE, PBH, ACM
CMS 6 0.00177 2.64× 25.9% 13.6% INVH, UNP, OGS, GOOGL, CATY
PBA 7 0.00177 2.64× 27.1% 13.9% PCAR, WAB, MCK, J, AMP
DTE 8 0.00170 2.54× 26.7% 16.8% PBA, JXN, TD, BPOP, EIX
CTVA 9 0.00167 2.49× 32.3% 19.5% SNA, AGO, OGS, ATO, PTC
VICI 10 0.00165 2.47× 27.7% 13.9% INVH, SOBO, CME, GIB, PPG

Rising influence vs 2026-03-10

SymbolPageRank PreviousChange
INTU 0.001300.00010 +0.00120
THO 0.001260.00010 +0.00116
GPI 0.001210.00010 +0.00111
IONS 0.001190.00010 +0.00109
AYI 0.001180.00010 +0.00108

Falling influence

SymbolPageRank PreviousChange
CAT 0.000100.00129 -0.00119
KRC 0.000100.00124 -0.00114
NPO 0.000100.00120 -0.00109
BKR 0.000100.00119 -0.00109
BKD 0.000100.00117 -0.00107

Cryptocurrency

ELAUSD was the most central name, carrying 6.58× the influence of an average node across 406 assets.

assets
406
Density
0.117
Clustering
0.366
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
ELAUSD 1 0.01621 6.58× 63.5% 35.1% PLUUSD, SAMOUSD, HFTUSD, HNTUSD, CGLDUSD
REQUSD 2 0.01496 6.07× 55.8% 17.0% NEONUSD, WAXLUSD, HBARUSD, ATOMUSD, MXCUSD
MOONUSD 3 0.01207 4.90× 54.8% 9.4% BANDUSD, KRLUSD, SHDWUSD, KAVAUSD, ELAUSD
GARIUSD 4 0.01100 4.47× 51.9% 20.5% DSHUSD, XMRUSD, JSTUSD, XDCUSD, NEARUSD
NEXOUSD 5 0.01010 4.10× 47.4% 21.5% QNTUSD, XRPAUD, NKNUSD, HOPRUSD, ZROUSD
GOMININGUSD 6 0.00951 3.86× 42.5% 21.5% EOSUSD, XYOUSD, QIUSD, CTXUSD, CFGUSD
BNCUSD 7 0.00947 3.85× 45.9% 17.5% XRPAUD, DIAUSD, SEAMUSD, AMPUSD, XMRUSD
SWEATUSD 8 0.00926 3.76× 43.5% 9.6% NCTUSD, SOLUSD, MNGOUSD, MSOLUSD, ICPUSD
KEYUSD 9 0.00902 3.66× 44.7% 18.3% CFGUSD, ALEOUSD, FISUSD, AERGOUSD, ALTUSD
BTRSTUSD 10 0.00835 3.39× 43.0% 13.6% REQUSD, XRPAUD, SUKUUSD, YFIUSD, BOBAUSD

Rising influence vs 2026-03-10

SymbolPageRank PreviousChange
ELAUSD 0.016210.00390 +0.01231
REQUSD 0.014960.00541 +0.00955
MOONUSD 0.012070.00353 +0.00854
GARIUSD 0.011000.00328 +0.00773
BNCUSD 0.009470.00235 +0.00713

Falling influence

SymbolPageRank PreviousChange
MVUSD 0.006160.01406 -0.00790
EURRUSD 0.002460.01004 -0.00758
SRMUSD 0.001700.00898 -0.00728
TRXUSD 0.003290.00897 -0.00569
LTCBTC 0.004900.01043 -0.00553

Foreign exchange

DOPUSD was the most central name, carrying 8.71× the influence of an average node across 804 pairs.

pairs
804
Density
0.077
Clustering
0.479
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
DOPUSD 1 0.01084 8.71× 3.5% 1.1% GBPRSD, JPYRSD, CHFRSD, RSDGBP, GHSUSD
GBPXPF 2 0.00883 7.10× 5.4% 7.3% COPMXN, KRWEUR, KRWGBP, TWDHKD, TWDSGD
GBPMUR 3 0.00734 5.90× 8.6% 0.7% SEKILS, PLNILS, JPYINR, EGPJPY, EUREGP
CNYSGD 4 0.00724 5.82× 14.2% 0.4% GBPXPF, CHFBRL, INRSEK
CNYINR 5 0.00701 5.64× 8.5% 1.6% SEKILS, BRLKRW, PLNILS, ILSJPY, JPYILS
SGDARS 6 0.00664 5.34× 19.2% 3.7% GBPXPF, BWPZAR, RUBJPY, USDRUB, RUBZAR
GBPARS 7 0.00638 5.13× 19.9% 6.4% GBPXPF, USDRUB, RUBJPY, CHFRUB, RUBCAD
ARSSGD 8 0.00623 5.01× 20.7% 5.6% GBPXPF, RUBCAD, BWPZAR, USDRUB, JPYMYR
ARSCAD 9 0.00614 4.94× 21.0% 6.1% GBPXPF, RUBZAR, HKDMYR, JPYMYR, USDRUB
USDARS 10 0.00608 4.89× 19.1% 4.0% RUBKRW, BWPZAR, GBPXPF, USDRUB, RUBCAD

Rising influence vs 2026-03-10

SymbolPageRank PreviousChange
GBPXPF 0.008830.00037 +0.00846
DOPUSD 0.010840.00435 +0.00649
CNYINR 0.007010.00162 +0.00539
EURGYD 0.005950.00076 +0.00519
CNYSGD 0.007240.00216 +0.00508

Falling influence

SymbolPageRank PreviousChange
ZARIDR 0.000960.01005 -0.00908
CLPGBP 0.000210.00906 -0.00885
COPUSD 0.000610.00898 -0.00836
CHFTHB 0.000720.00810 -0.00738
GBPCLP 0.000210.00681 -0.00660

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.