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Daily network digest

Thursday, June 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

REXR was the most central name, carrying 3.86× the influence of an average node across 1497 stocks.

stocks
1497
Density
0.189
Clustering
0.452
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
REXR 1 0.00258 3.86× 31.5% 14.2% APG, WCN, CWAN, ABT, EQIX
EMA 2 0.00214 3.21× 32.0% 13.1% BPOP, CSQ, TU, FTV, BRK.A
APG 3 0.00209 3.13× 32.4% 11.7% PFG, TU, PFE, ATO, CVX
PNW 4 0.00202 3.03× 28.3% 19.5% SYK, OTIS, O, AIZ, CINF
BHF 5 0.00193 2.89× 32.9% 25.9% DE, PNW, VTR, CMS, SKT
ED 6 0.00193 2.88× 30.5% 13.2% DOX, MAA, ES, REYN, VICI
NWS 7 0.00192 2.88× 35.4% 17.8% AXS, NHI, PG, ADC, HAS
CM 8 0.00191 2.86× 29.4% 16.3% ECL, COST, STWD, SUN, CAH
CSQ 9 0.00187 2.79× 28.5% 5.7% DOV, D, DRI, PFE, MAT
BNS 10 0.00183 2.74× 29.4% 16.2% EXC, WTRG, PFG, IDA, HIG

Volatility watch

Highest modelled probability of elevated volatility ahead. A research output, not a directional call.

SymbolScore Recent volatility
PL 0.9825 15.25%
NVTS 0.9823 10.39%
ENPH 0.9820 10.47%
SMCI 0.9816 16.55%
USAR 0.9811 10.46%
ACMR 0.9810 11.20%
LUNR 0.9804 10.61%
VSAT 0.9802 9.68%
CLS 0.9787 7.69%
RKLB 0.9781 6.92%

Rising influence vs 2026-06-10

SymbolPageRank PreviousChange
REXR 0.002580.00093 +0.00165
GIL 0.001290.00010 +0.00119
CF 0.001270.00010 +0.00117
MATX 0.001210.00010 +0.00111
CNX 0.001200.00010 +0.00110

Falling influence

SymbolPageRank PreviousChange
COO 0.000100.00138 -0.00128
ARLP 0.000100.00137 -0.00127
VST 0.000100.00128 -0.00118
INTU 0.000100.00125 -0.00115
CMG 0.000100.00118 -0.00108

Cryptocurrency

SWFTCUSD was the most central name, carrying 4.58× the influence of an average node across 371 assets.

assets
371
Density
0.139
Clustering
0.381
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
SWFTCUSD 1 0.01234 4.58× 56.2% 12.4% CTXUSD, XYOUSD, REPUSD, PAXGUSD, OCEANUSD
SUKUUSD 2 0.01070 3.97× 54.3% 27.6% YFIUSD, BODENUSD, OMGUSD, RAREUSD, FLRUSD
TRACUSD 3 0.01052 3.90× 55.1% 29.7% GUSD, WIFEUR, SPELLUSD, WIFUSD, GFIUSD
BNCUSD 4 0.00992 3.68× 48.6% 26.2% BONKUSD, FLOKIUSD, YFIUSD, RADUSD, LSKUSD
DNTUSD 5 0.00987 3.66× 44.6% 9.7% BCHEUR, REPUSD, OMNIUSD, REZUSD, XRTUSD
HOPRUSD 6 0.00976 3.62× 49.5% 21.6% GFIUSD, METISUSD, BEAMUSD, MNGOUSD, FXSUSD
XRTUSD 7 0.00960 3.56× 48.9% 26.2% REPUSD, QTUMUSD, SHDWUSD, METISUSD, COWUSD
OCEANUSD 8 0.00900 3.34× 48.4% 14.1% REPUSD, ACAUSD, DNTUSD, SWFTCUSD, SKYUSD
BODENUSD 9 0.00896 3.32× 48.4% 34.6% LSETHUSD, BLZUSD, SWELLUSD, POLUSD, UMAUSD
MXCUSD 10 0.00878 3.26× 43.5% 38.1% PNGUSD, SPELLUSD, NEOUSD, PIRATEUSD, DNTUSD

Rising influence vs 2026-06-10

SymbolPageRank PreviousChange
TRACUSD 0.010520.00343 +0.00709
OMNIUSD 0.008240.00270 +0.00554
BODENUSD 0.008960.00381 +0.00515
DNTUSD 0.009870.00489 +0.00498
MXCUSD 0.008780.00384 +0.00494

Falling influence

SymbolPageRank PreviousChange
XAUTUSD 0.003970.01470 -0.01072
AERGOUSD 0.002460.01063 -0.00817
PAXGUSD 0.004730.01241 -0.00768
SBRUSD 0.007570.01399 -0.00642
PIRATEUSD 0.006280.01229 -0.00601

Foreign exchange

ZMWZAR was the most central name, carrying 7.58× the influence of an average node across 559 pairs.

pairs
559
Density
0.036
Clustering
0.400
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
ZMWZAR 1 0.01356 7.58× 18.8% 10.2% DOPGBP, NOKRUB, INRZAR, XAUZAR, THBMYR
ZARNGN 2 0.01039 5.81× 10.2% 9.0% NOKRUB, MXNRUB, RUBMXN, XAUBRL, LKRZAR
ARSAUD 3 0.00843 4.71× 17.9% 9.5% XAGSAR, XAGTRY, XAGBRL, XAGGBP, BWPZAR
GBPUYU 4 0.00730 4.08× 5.9% 1.6% DOPUSD, DKKCOP, COPDKK, GBPCOP, CADCOP
USDUYU 5 0.00728 4.07× 6.1% 1.6% DOPUSD, DKKCOP, COPDKK, CADCOP, GBPCOP
UYUGBP 6 0.00724 4.05× 5.6% 1.4% DOPUSD, COPDKK, DKKCOP, CADCOP, GBPCOP
USDMUR 7 0.00723 4.04× 3.9% 2.9% COPMXN, JPYRSD, CADZAR, ARSZAR, ARSJPY
EGPZAR 8 0.00702 3.92× 7.5% 7.3% LKRZAR, ZARIDR, TWDUSD, SGDZAR, THBTWD
EURINR 9 0.00688 3.85× 1.6% 0.5% USDMUR, SCRUSD, USDSCR
UYUEUR 10 0.00675 3.78× 4.1% 1.1% EURMUR, GBPNPR, GBPBTN, MXNCLP, EGPEUR

Rising influence vs 2026-06-10

SymbolPageRank PreviousChange
ZARNGN 0.010390.00165 +0.00874
ZMWZAR 0.013560.00657 +0.00699
USDUYU 0.007280.00111 +0.00617
CHFTHB 0.006450.00124 +0.00521
DOPGBP 0.005880.00144 +0.00444

Falling influence

SymbolPageRank PreviousChange
XAUGBP 0.002030.01267 -0.01064
ZARINR 0.002430.01279 -0.01036
PENCAD 0.001450.00601 -0.00456
USDDOP 0.001700.00599 -0.00429
MURGBP 0.001860.00607 -0.00421

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.