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Daily network digest

Tuesday, March 10, 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 3.38× the influence of an average node across 1494 stocks.

stocks
1494
Density
0.180
Clustering
0.433
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
TGNA 1 0.00226 3.38× 34.5% 13.1% GFL, OGE, JCI, SSNC, FTS
CPT 2 0.00210 3.14× 33.1% 10.9% BNS, FTNT, BAC, HEI, DLR
RY 3 0.00208 3.11× 30.7% 7.6% AIG, COR, WES, PB, MNST
SCHW 4 0.00203 3.03× 34.2% 14.9% MLM, FHI, AER, JKHY, GTLS
STE 5 0.00185 2.76× 30.1% 15.5% INGR, RY, AVA, MAA, EQR
WTM 6 0.00184 2.74× 28.2% 17.2% SEIC, TROW, CMS, RY, SCI
BATRA 7 0.00183 2.74× 27.1% 16.3% KIM, FHN, RJF, DTE, BNS
BNS 8 0.00182 2.72× 27.9% 13.7% EA, NLY, DTM, WTM, PRI
FTS 9 0.00181 2.71× 27.0% 15.3% AMH, AHR, NNI, SSNC, GLW
TD 10 0.00176 2.63× 25.3% 14.0% JKHY, SPG, ARCC, ENB, UNM

Rising influence vs 2026-03-09

SymbolPageRank PreviousChange
AM 0.001590.00010 +0.00149
MTCH 0.001390.00010 +0.00129
DB 0.001360.00010 +0.00126
ESI 0.001320.00010 +0.00122
FG 0.001290.00010 +0.00119

Falling influence

SymbolPageRank PreviousChange
AN 0.000100.00154 -0.00144
ETN 0.000100.00153 -0.00143
CNH 0.000100.00124 -0.00114
LAD 0.000100.00124 -0.00113
AYI 0.000100.00122 -0.00112

Cryptocurrency

MVUSD was the most central name, carrying 5.70× the influence of an average node across 405 assets.

assets
405
Density
0.131
Clustering
0.378
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
MVUSD 1 0.01406 5.70× 61.1% 42.8% IOTUSD, MAGICUSD, GSTUSD, NMRUSD, TRACUSD
LTCBTC 2 0.01043 4.22× 53.0% 20.0% CQTUSD, ORCAUSD, BTCAUD, MXCUSD, SNXUSD
EURRUSD 3 0.01004 4.07× 59.9% 8.2% EULUSD, APENFTUSD, UOSUSD, NMRUSD, LIFIIIUSD
SRMUSD 4 0.00898 3.64× 49.0% 27.0% XCNUSD, AAVEUSD, OXTUSD, NYMUSD, XAUTUSD
TRXUSD 5 0.00897 3.63× 48.0% 19.1% CQTUSD, AURORAUSD, ANKRUSD, XRTUSD, PONDUSD
JSTUSD 6 0.00866 3.51× 40.1% 29.2% BATUSD, BCHNUSD, SYRUPUSD, DOTUSD, TIAUSD
AIRUSD 7 0.00864 3.50× 43.8% 15.3% BONDUSD, BCHNUSD, EURRUSD, BCHUSD, LIFIIIUSD
UOSUSD 8 0.00855 3.46× 42.3% 19.6% ICPUSD, ZEXUSD, SBRUSD, RUNEUSD, KMNOUSD
MNGOUSD 9 0.00843 3.42× 38.6% 30.4% GLMRUSD, MIRUSD, BODENUSD, TBTCUSD, PNUTUSD
DNTUSD 10 0.00839 3.40× 43.3% 7.4% REPUSD, MNGOUSD, OMGUSD, STRDUSD, GOMININGUSD

Rising influence vs 2026-03-09

SymbolPageRank PreviousChange
MVUSD 0.014060.00595 +0.00812
EURRUSD 0.010040.00224 +0.00780
DNTUSD 0.008390.00187 +0.00652
SEAMUSD 0.008210.00298 +0.00523
CTXUSD 0.008220.00314 +0.00508

Falling influence

SymbolPageRank PreviousChange
SBRUSD 0.004780.01272 -0.00794
CSPRUSD 0.001920.00858 -0.00666
FLRUSD 0.001530.00752 -0.00599
BNCUSD 0.002350.00766 -0.00531
AIRUSD 0.008640.01332 -0.00469

Foreign exchange

ZARIDR was the most central name, carrying 7.72× the influence of an average node across 768 pairs.

pairs
768
Density
0.053
Clustering
0.435
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
ZARIDR 1 0.01005 7.72× 37.4% 6.4% AUDBRL, IDRUSD, BRLAUD, CLPAUD, AUDCLP
PENCAD 2 0.00940 7.22× 29.7% 7.7% USDRUB, USDISK, THBUSD, NZDSEK, HKDDKK
COPMXN 3 0.00929 7.13× 28.8% 9.3% USDCHF, USDEUR, HKDTHB, DKKUSD, HKDDKK
COPBRL 4 0.00911 6.99× 28.7% 9.4% EURHKD, USDISK, USDEUR, HKDTHB, HKDDKK
CLPGBP 5 0.00906 6.96× 28.6% 9.5% EURHKD, THBUSD, USDEUR, DKKINR, GBPHTG
COPUSD 6 0.00898 6.89× 28.6% 9.5% HKDTHB, NZDSEK, THBHKD, USDEUR, USDISK
CHFTHB 7 0.00810 6.22× 31.7% 7.6% DKKPKR, GBPHTG, DKKUSD, EURHKD, USDISK
BRLJPY 8 0.00749 5.75× 9.4% 3.4% COPUSD, COPBRL, CLPGBP, PENCAD, COPMXN
JPYBRL 9 0.00744 5.71× 9.4% 3.7% COPBRL, CLPGBP, COPMXN, PENCAD, IDRCAD
ARSCAD 10 0.00734 5.64× 16.7% 5.6% BRLJPY, JPYBRL, BRLCHF, ZMWZAR, MXNCHF

Rising influence vs 2026-03-09

SymbolPageRank PreviousChange
ZARIDR 0.010050.00119 +0.00886
CLPGBP 0.009060.00128 +0.00777
CHFTHB 0.008100.00044 +0.00767
COPUSD 0.008980.00156 +0.00742
COPBRL 0.009110.00229 +0.00682

Falling influence

SymbolPageRank PreviousChange
GBPXPF 0.000370.01220 -0.01183
TWDSEK 0.002140.01195 -0.00981
MYRZAR 0.000370.00706 -0.00669
EURILS 0.001750.00764 -0.00589
CNYCAD 0.002120.00713 -0.00500

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.