catchfire.finance All digests

Daily network digest

Tuesday, June 30, 2026

Directed information-flow networks for this session, covering 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: Cryptocurrency · Foreign exchange

Cryptocurrency

GOMININGUSD was the most central name, carrying 6.75× the influence of an average node across 370 assets.

assets
370
Density
0.132
Clustering
0.374
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
GOMININGUSD 1 0.01825 6.75× 66.4% 22.8% SNXUSD, QIUSD, SPAUSD, SGBUSD, GALAUSD
XAUTUSD 2 0.01519 5.62× 66.1% 27.6% JASMYUSD, MASKUSD, RARIEUR, BTCJPY, OMGUSD
PAXGUSD 3 0.01325 4.90× 66.1% 29.8% MASKUSD, RARIEUR, JUPUSD, DOTUSD, DEXTUSD
REQUSD 4 0.00998 3.69× 43.4% 15.7% BTCEUR, KMNOUSD, BCHUSD, GFIUSD, ICXUSD
OMNIUSD 5 0.00985 3.65× 46.1% 19.2% FLRUSD, ENJUSD, VARAUSD, BICOUSD, MDTUSD
XRTUSD 6 0.00882 3.26× 37.9% 25.2% ACXUSD, DIAUSD, ACHUSD, REQUSD, SKLUSD
REPUSD 7 0.00858 3.17× 39.8% 23.3% AEVOUSD, GOMININGUSD, SAFEUSD, FORTUSD, SUIUSD
UNFIUSD 8 0.00844 3.12× 43.4% 24.1% BCHUSD, BLASTUSD, BCHGBP, SUPERUSD, NEOUSD
KNCUSD 9 0.00826 3.06× 38.8% 11.1% CTSIUSD, RARIEUR, SPAUSD, GOMININGUSD, LTCEUR
DRVUSD 10 0.00738 2.73× 43.9% 23.6% SBRUSD, HNTUSD, TRXUSD, NEOUSD, CVCUSD

Rising influence vs 2026-06-29

SymbolPageRank PreviousChange
GOMININGUSD 0.018250.00558 +0.01268
XAUTUSD 0.015190.00448 +0.01071
PAXGUSD 0.013250.00477 +0.00848
KNCUSD 0.008260.00174 +0.00652
UNFIUSD 0.008440.00265 +0.00579

Falling influence

SymbolPageRank PreviousChange
TRACUSD 0.001340.00809 -0.00675
OCEANUSD 0.002780.00907 -0.00629
HOPRUSD 0.003510.00931 -0.00581
CQTUSD 0.002600.00838 -0.00579
LCXUSD 0.001800.00701 -0.00521

Foreign exchange

USDEGP was the most central name, carrying 10.90× the influence of an average node across 543 pairs.

pairs
543
Density
0.037
Clustering
0.384
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
USDEGP 1 0.02007 10.90× 9.4% 1.7% ZARINR, SEKINR, ZARTRY, NOKINR, ZARMYR
ARSCOP 2 0.01018 5.53× 4.6% 2.6% LRDGBP, CDFGBP, GBPCDF, LYDUSD, CDFUSD
KRWTHB 3 0.00977 5.31× 5.5% 1.5% THBINR, XAUEUR, XAUINR, XAUMXN, XAUJPY
XAGARS 4 0.00824 4.47× 8.7% 6.8% LKRZAR, BRLRUB, AEDZAR, OMRZAR, XAURUB
NADUSD 5 0.00765 4.15× 6.5% 2.2% UYUGBP, CLPMXN, MXNPEN, GBPUYU, CLPARS
XAUEUR 6 0.00759 4.12× 10.5% 5.5% CHFRUB, KRWTHB, ZAREGP, DKKRUB, AEDJPY
CHFRUB 7 0.00737 4.00× 10.5% 3.7% XAUJPY, XAUINR, PENCAD, GBPPEN, SCRGBP
COPMXN 8 0.00735 3.99× 9.2% 3.1% BRLKRW, MXNBRL, GBPEGP, GBPRUB, ZAREGP
RUBCAD 9 0.00688 3.73× 11.1% 4.6% MUREUR, XAUJPY, DKKHUF, PENGBP, GBPMUR
XAUJPY 10 0.00678 3.68× 8.1% 7.9% ZAREGP, BRLCAD, KRWTHB, CHFRUB, RUBCAD

Rising influence vs 2026-06-29

SymbolPageRank PreviousChange
USDEGP 0.020070.00423 +0.01584
ARSCOP 0.010180.00263 +0.00755
KRWTHB 0.009770.00269 +0.00708
XAGARS 0.008240.00233 +0.00591
COPMXN 0.007350.00205 +0.00531

Falling influence

SymbolPageRank PreviousChange
ZMWZAR 0.003380.01170 -0.00832
ZARNGN 0.002940.01052 -0.00758
EGPZAR 0.001640.00889 -0.00726
ZARJPY 0.000640.00580 -0.00516
ARSAUD 0.001910.00687 -0.00496

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.