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EML batch update eml

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  1. eml/README.md +8 -41
  2. eml/gold/arbitrage/cross_exchange_arbitrage_gold.parquet +2 -2
  3. eml/gold/arbitrage/spot_futures_basis_gold.parquet +2 -2
  4. eml/gold/arbitrage/triangular_arbitrage_gold.parquet +2 -2
  5. eml/gold/derivatives/exchange=binance/symbol=ADAUSDT/funding.parquet +2 -2
  6. eml/gold/derivatives/exchange=binance/symbol=APTUSDT/funding.parquet +2 -2
  7. eml/gold/derivatives/exchange=binance/symbol=ARBUSDT/funding.parquet +2 -2
  8. eml/gold/derivatives/exchange=binance/symbol=ATOMUSDT/funding.parquet +2 -2
  9. eml/gold/derivatives/exchange=binance/symbol=AVAXUSDT/funding.parquet +2 -2
  10. eml/gold/derivatives/exchange=binance/symbol=BCHUSDT/funding.parquet +2 -2
  11. eml/gold/derivatives/exchange=binance/symbol=BNBUSDT/funding.parquet +2 -2
  12. eml/gold/derivatives/exchange=binance/symbol=BTCUSDT/funding.parquet +2 -2
  13. eml/gold/derivatives/exchange=binance/symbol=DOGEUSDT/funding.parquet +2 -2
  14. eml/gold/derivatives/exchange=binance/symbol=DOTUSDT/funding.parquet +2 -2
  15. eml/gold/derivatives/exchange=binance/symbol=ETHUSDT/funding.parquet +2 -2
  16. eml/gold/derivatives/exchange=binance/symbol=LINKUSDT/funding.parquet +2 -2
  17. eml/gold/derivatives/exchange=binance/symbol=LTCUSDT/funding.parquet +2 -2
  18. eml/gold/derivatives/exchange=binance/symbol=NEARUSDT/funding.parquet +2 -2
  19. eml/gold/derivatives/exchange=binance/symbol=OPUSDT/funding.parquet +2 -2
  20. eml/gold/derivatives/exchange=binance/symbol=POLUSDT/funding.parquet +2 -2
  21. eml/gold/derivatives/exchange=binance/symbol=SOLUSDT/funding.parquet +2 -2
  22. eml/gold/derivatives/exchange=binance/symbol=TONUSDT/funding.parquet +2 -2
  23. eml/gold/derivatives/exchange=binance/symbol=TRXUSDT/funding.parquet +2 -2
  24. eml/gold/derivatives/exchange=binance/symbol=XRPUSDT/funding.parquet +2 -2
  25. eml/gold/derivatives/exchange=bybit/symbol=ADAUSDT/funding.parquet +3 -0
  26. eml/gold/derivatives/exchange=bybit/symbol=APTUSDT/funding.parquet +3 -0
  27. eml/gold/derivatives/exchange=bybit/symbol=ARBUSDT/funding.parquet +3 -0
  28. eml/gold/derivatives/exchange=bybit/symbol=ATOMUSDT/funding.parquet +3 -0
  29. eml/gold/derivatives/exchange=bybit/symbol=AVAXUSDT/funding.parquet +3 -0
  30. eml/gold/derivatives/exchange=bybit/symbol=BCHUSDT/funding.parquet +3 -0
  31. eml/gold/derivatives/exchange=bybit/symbol=BNBUSDT/funding.parquet +3 -0
  32. eml/gold/derivatives/exchange=bybit/symbol=BTCUSDT/funding.parquet +3 -0
  33. eml/gold/derivatives/exchange=bybit/symbol=DOGEUSDT/funding.parquet +3 -0
  34. eml/gold/derivatives/exchange=bybit/symbol=DOTUSDT/funding.parquet +3 -0
  35. eml/gold/derivatives/exchange=bybit/symbol=ETHUSDT/funding.parquet +3 -0
  36. eml/gold/derivatives/exchange=bybit/symbol=LINKUSDT/funding.parquet +3 -0
  37. eml/gold/derivatives/exchange=bybit/symbol=LTCUSDT/funding.parquet +3 -0
  38. eml/gold/derivatives/exchange=bybit/symbol=NEARUSDT/funding.parquet +3 -0
  39. eml/gold/derivatives/exchange=bybit/symbol=OPUSDT/funding.parquet +3 -0
  40. eml/gold/derivatives/exchange=bybit/symbol=POLUSDT/funding.parquet +3 -0
  41. eml/gold/derivatives/exchange=bybit/symbol=SOLUSDT/funding.parquet +3 -0
  42. eml/gold/derivatives/exchange=bybit/symbol=TRXUSDT/funding.parquet +3 -0
  43. eml/gold/derivatives/exchange=bybit/symbol=XRPUSDT/funding.parquet +3 -0
  44. eml/gold/ohlcv/exchange=binance/market_type=perp/timeframe=15m/ADAUSDT.parquet +2 -2
  45. eml/gold/ohlcv/exchange=binance/market_type=perp/timeframe=15m/APTUSDT.parquet +2 -2
  46. eml/gold/ohlcv/exchange=binance/market_type=perp/timeframe=15m/ATOMUSDT.parquet +2 -2
  47. eml/gold/ohlcv/exchange=binance/market_type=perp/timeframe=15m/AVAXUSDT.parquet +2 -2
  48. eml/gold/ohlcv/exchange=binance/market_type=perp/timeframe=15m/BCHUSDT.parquet +2 -2
  49. eml/gold/ohlcv/exchange=binance/market_type=perp/timeframe=15m/BNBUSDT.parquet +2 -2
  50. eml/gold/ohlcv/exchange=binance/market_type=perp/timeframe=15m/BTCUSDT.parquet +2 -2
eml/README.md CHANGED
@@ -1,44 +1,11 @@
1
- # SemantaAI Crypto Assets - EML Dataset
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- Updated at UTC: 2026-06-29T03:57:38.212483+00:00
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- This dataset is organized for Express ML / EML research and validation.
 
 
 
6
 
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- ## Current Coverage Snapshot
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-
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- - Raw OHLCV files: 496
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- - Gold OHLCV files: 496
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- - Derivatives files: 59
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- - Arbitrage tables: 3
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- - Current microstructure snapshot files: 1
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- - Historical L2 pilot files: 35
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- - Binance execution proxy files: 35
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-
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- ## Historical L2 Pilot
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-
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- Bybit spot ob200 pilot for top-5 symbols: BNBUSDT, BTCUSDT, ETHUSDT, SOLUSDT, XRPUSDT.
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-
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- - Complete top-5 dates: 2026-06-22, 2026-06-23, 2026-06-24, 2026-06-25, 2026-06-26, 2026-06-27, 2026-06-28
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- - Files: 35
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- - Rows total pilot limit: 1750000
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- - Parse errors total: 0
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-
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- ## Binance Execution Proxy
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-
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- Binance public aggTrades 1m trade-flow proxy for top-5 spot symbols.
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-
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- - Dates available: 2026-06-22, 2026-06-23, 2026-06-24, 2026-06-25, 2026-06-26, 2026-06-27, 2026-06-28
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- - Files: 35
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- - Rows: 50400
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- - Raw aggTrades summarized: 17763135
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-
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- This proxy is useful for aggressive buy/sell imbalance, VWAP, volume pressure, and MHFT/scalping research. It is not a historical orderbook L2 substitute.
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-
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- ## Readiness
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-
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- - Ready for EML walk-forward: yes.
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- - Ready for directional ML/day/swing/scalp research: yes.
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- - Ready for research-only arbitrage studies: yes.
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- - Ready for execution-grade arbitrage claims: no.
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-
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- Arbitrage outputs must remain `research_only=true` unless bid/ask, depth, fees, size constraints, and execution feasibility are available for the same timestamp.
 
1
+ # EML Crypto Dataset Layer
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+ Public-market-data layer for Express ML / EML research.
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+ - `eml/raw/`: exchange-native cleaned OHLCV.
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+ - `eml/gold/`: normalized closed-candle OHLCV and derivatives/arbitrage research tables.
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+ - `eml/metadata/`: exchange symbol metadata and fee/spec proxies.
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+ - `eml/reports/`: manifest, quality, coverage, and arbitrage reports.
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+ Arbitrage tables are research-only unless bid/ask, fees, size constraints, and execution feasibility are available.
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+ Last updated UTC: `2026-07-03T17:43:17.784979+00:00`
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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