catchfire.finance All digests

Daily network digest

Monday, June 1, 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

CPT was the most central name, carrying 3.22× the influence of an average node across 1493 stocks.

stocks
1493
Density
0.185
Clustering
0.449
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
CPT 1 0.00216 3.22× 35.4% 14.3% XYL, BNS, DCI, WES, NDSN
RY 2 0.00207 3.10× 29.7% 10.6% WTS, AVB, DRI, CFR, KIM
WTM 3 0.00199 2.98× 33.4% 19.4% CL, PFG, SEIC, DLB, LECO
CB 4 0.00199 2.97× 33.8% 17.1% DOX, INVH, MCD, FTV, HST
SCHW 5 0.00196 2.93× 38.5% 18.9% SYK, FWONA, EGP, AGNC, CMS
AMH 6 0.00195 2.92× 30.0% 18.6% WPC, INGR, ELS, NHI, SNA
REG 7 0.00194 2.90× 30.9% 19.0% PEG, PAGP, BIP, AON, ROP
RGA 8 0.00186 2.78× 32.3% 16.0% CPT, CMS, AVB, SPG, AFG
BRK.B 9 0.00186 2.78× 28.2% 17.0% RGA, NLY, VTR, BATRA, DTM
PEN 10 0.00185 2.76× 29.8% 25.3% CFR, LHX, GLPI, VTR, AEE

Volatility watch

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

SymbolScore Recent volatility
NVTS 0.9709 7.14%
BTDR 0.9699 7.85%
ASTS 0.9640 11.48%
RKLB 0.9622 8.58%
LUNR 0.9618 12.86%
ALAB 0.9552 5.37%
RDW 0.9547 15.28%
CRWV 0.9526 5.67%
HUT 0.9496 2.32%
NBIS 0.9486 6.68%

Rising influence vs 2026-05-29

SymbolPageRank PreviousChange
AM 0.001620.00010 +0.00151
PM 0.001390.00010 +0.00129
TTC 0.001290.00010 +0.00119
NPO 0.001280.00010 +0.00118
ACI 0.001260.00010 +0.00116

Falling influence

SymbolPageRank PreviousChange
ETN 0.000100.00148 -0.00138
INCY 0.000100.00121 -0.00111
ALGN 0.000100.00120 -0.00110
LTH 0.000100.00116 -0.00106
PJT 0.000100.00115 -0.00104

Cryptocurrency

MOONUSD was the most central name, carrying 6.84× the influence of an average node across 375 assets.

assets
375
Density
0.144
Clustering
0.392
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
MOONUSD 1 0.01824 6.84× 78.9% 17.4% DEXTUSD, CPOOLUSD, SPAUSD, LINKUSD, ABTUSD
BSXUSD 2 0.01656 6.21× 71.9% 15.8% RENUSD, SPAUSD, SYNUSD, MIRUSD, MEMEUSD
XAUTUSD 3 0.01207 4.53× 65.5% 28.6% RAREUSD, KEYUSD, BSXUSD, ORCAUSD, HFTUSD
SBRUSD 4 0.01126 4.22× 54.8% 23.3% LTCEUR, WELLUSD, TRXUSD, PIRATEUSD, COWUSD
PAXGUSD 5 0.01070 4.01× 61.8% 26.5% KEYUSD, RAREUSD, GLMRUSD, AEVOUSD, ORCAUSD
PIRATEUSD 6 0.01064 3.99× 61.0% 14.4% AVTUSD, BLZUSD, BTRSTUSD, ASTRUSD, CQTUSD
GARIUSD 7 0.00963 3.61× 54.8% 34.5% BLASTUSD, APEUSD, ORCAUSD, MXCUSD, SRMUSD
KEYUSD 8 0.00945 3.54× 54.5% 29.4% YFIUSD, LQTYUSD, HOPRUSD, POLSUSD, AURORAUSD
AERGOUSD 9 0.00894 3.35× 50.0% 13.4% XAUTUSD, SGBUSD, NYMUSD, CXTUSD, LEOUSD
SKYUSD 10 0.00864 3.24× 46.3% 21.7% SBRUSD, OCEANUSD, SUPERUSD, LCXUSD, GMTUSD

Rising influence vs 2026-05-31

SymbolPageRank PreviousChange
MOONUSD 0.018240.01130 +0.00694
PIRATEUSD 0.010640.00480 +0.00584
ACSUSD 0.007140.00216 +0.00498
NCTUSD 0.007410.00255 +0.00486
CXTUSD 0.006660.00218 +0.00448

Falling influence

SymbolPageRank PreviousChange
GOMININGUSD 0.004590.01620 -0.01161
REQUSD 0.002660.01162 -0.00896
ELAUSD 0.002360.00911 -0.00676
OMNIUSD 0.003680.00956 -0.00588
00USD 0.002270.00794 -0.00567

Foreign exchange

ZMWZAR was the most central name, carrying 6.84× the influence of an average node across 558 pairs.

pairs
558
Density
0.040
Clustering
0.417
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 0.01226 6.84× 18.1% 10.1% DOPGBP, RUBCHF, NOKRUB, JPYRUB, THBMYR
ZARNGN 2 0.00963 5.37× 14.4% 11.3% XAUBRL, NOKRUB, RUBMXN, XAUZAR, LKRZAR
USDMUR 3 0.00870 4.86× 4.3% 2.5% COPMXN, JPYRSD, CADZAR, KWDEUR, GBPSCR
ARSAUD 4 0.00792 4.42× 16.9% 9.2% XAGSAR, XAGTRY, XAGINR, XAGJPY, XAGMXN
EURINR 5 0.00761 4.25× 1.6% 0.4% USDMUR, SCRUSD
UYUEUR 6 0.00721 4.02× 4.3% 1.1% GBPBTN, EURMUR, GBPNPR, MXNCLP, EGPEUR
USDUYU 7 0.00714 3.99× 5.9% 1.4% DOPUSD, COPDKK, DKKCOP, GBPCOP, CADCOP
GBPUYU 8 0.00712 3.97× 5.9% 1.4% GBPCOP, DOPUSD, DKKCOP, COPDKK, CADCOP
UYUGBP 9 0.00705 3.93× 6.1% 1.4% DOPUSD, GBPCOP, COPDKK, DKKCOP, CADCOP
EGPZAR 10 0.00704 3.93× 12.9% 8.8% LKRZAR, ZARTWD, ZARNGN, XAUBRL, HKDTWD

Rising influence vs 2026-05-29

SymbolPageRank PreviousChange
ZMWZAR 0.012260.00428 +0.00798
USDMUR 0.008700.00193 +0.00677
ARSAUD 0.007920.00243 +0.00549
ZARNGN 0.009630.00446 +0.00516
EGPZAR 0.007040.00211 +0.00493

Falling influence

SymbolPageRank PreviousChange
USDEGP 0.002370.02060 -0.01823
ARSCOP 0.001480.00972 -0.00824
ZARINR 0.001960.00836 -0.00640
ZARMYR 0.001030.00621 -0.00518
ZARIDR 0.000880.00570 -0.00482

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.