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Data Sources (Mitsukoshi)

Published 2026-05-14Updated 2026-06-302 min read

1. Data Volume

ItemVolume
First-party membersN=2,000 + Foreigner N=500
Tenant brands700+
Boutique (in-store counter)~3,000 (19 stores × ~150 counters per store)
POSTransaction~200K
TaxRefundTransaction~80K (foreigners)
Synthetic members49.5K

→ ~550K Neptune edges

2. cohort_tag

ValueMeaning
realPII-masked members + Foreigner
synthSynthetic
externalFX, tourism, social, weather

3. 4 External Data Types

3.1 Social Trend

  • Xiaohongshu (小紅書), Dcard, Instagram, Japanese Twitter (foreign reviews)
  • Shorts, blogs (Taiwan luxury trends)

3.2 Weather

  • 中央氣象署 (Central Weather Administration of Taiwan)

3.3 Economic / FX (Mitsukoshi-specific)

  • Open Exchange Rates — JPY/USD/HKD/SGD ↔ TWD daily
  • 央行 (Central Bank of Taiwan) interest rate and FX
  • DGBAS (Directorate-General of Budget, Accounting and Statistics, Executive Yuan) — Consumer Price Index

3.4 Tourism (Mitsukoshi-specific)

  • Taiwan Tourism Bureau (觀光局) — daily foreign arrivals (by nationality)
  • Flight seat occupancy (Taiwan ↔ Japan / Hong Kong)
  • Hotel booking index

4. Season / Event Weighting

EventWeighting
Anniversary Sale (週年慶, Sep–Oct)Luxury +50%, duty-free +80%
Chinese New Year (春節, Lunar Jan)Gift exchange +30%, foreigners -20% (returning home)
SS/FW new releases (Mar / Sep)Tenant brand counter turnover +40%
Japan GW (May) / Hong Kong summer breakForeigner duty-free +60%

5. Data Ingestion Pipeline