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global-flow-pulse

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5-day capital flow momentum dashboard across US, Japan, South Korea, and Hong Kong markets — 3-section output: hero inflow/outflow ETF scorecards, detailed flow data table, and market sentiment monitor. TRIGGER when: user asks for cross-market capital flow momentum, global money flow pulse, 5-day market flow snapshot, inflow/outflow ETF ranking, or capital flow dashboard. DO NOT USE when: user wants single-stock analysis, sector rotation, or long-term macro regime diagnosis.

Feng Jiang

VersionV1

Installs35Runs25

How it works

Global Flow Pulse Skill

Generate a 3-section capital flow dashboard covering US, Japan, South Korea, and Hong Kong. Output language: match the user's language (default English; use Chinese if the user writes in Chinese).

ETF Universe (7 ETFs, 4 regions)

SymbolNameRegionRole
SPYSPDR S&P 500🇺🇸 USBroad market
QQQInvesco Nasdaq-100🇺🇸 USGrowth/tech
IWMiShares Russell 2000🇺🇸 USSmall-cap
EWJiShares MSCI Japan🇯🇵 JPJapan
EWYiShares MSCI South Korea🇰🇷 KRKorea
EWHiShares MSCI Hong Kong🇭🇰 HKHK broad
FXIiShares China Large-Cap🇭🇰 HK/CNHK/China large-cap

Benchmark Indexes (5 indexes, 4 regions)

SymbolIndexRegion
^GSPCS&P 500🇺🇸 US
^IXICNasdaq Composite🇺🇸 US
^N225Nikkei 225🇯🇵 JP
^KS11KOSPI🇰🇷 KR
^HSIHang Seng Index🇭🇰 HK

Step 1 — Fetch All Data (parallel)

Run all marketChart calls simultaneously (interval=1d, from = 8 calendar days ago):

  • All 5 benchmark indexes (no adjustment needed for indexes)
  • All 7 ETFs (adjustment=dividend_adjusted)

Step 2 — Compute Metrics

For each ETF and index bar series:

5-day return:

  • Base = bars[n-6].adjClose (or .close for indexes); latest = bars[n-1]
  • ret5 = (latest − base) / base × 100
  • If fewer than 6 bars: use earliest available, flag shorter window

Volume trend (ETFs only):

  • vol_trend = (mean of last-5-session volumes − base-session volume) / base-sess

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