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  High-fidelity, deduplicated 1-minute OHLCV market bars across Cryptocurrency, Global Equities, and Real-Time Indexes.
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- Consider **1m/** as the source of truth.
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- The other timeframes, are pre-cached and pre-sampled from 1m/ candlestick data (ohlcv) for 15m, 1h, ... etc.
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- Giving faster resmapling from 6h to 24h, for example. For weekly etc.
 
 
 
 
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- Load .parquets into DB like DuckDB and just query on demand or calculate the timeframes you want.
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- Remember, miniminum current definition is 1 minute (1m)
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-
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- Anything, just send me a message or pull req.
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  ## Structure
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  ```
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  1m/
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  ├── crypto/
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- │ ├── BTC.parquet
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  │ ├── ETH.parquet
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  │ └── ...
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  ├── equities/
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- │ ├── AAPL.parquet
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- │ ├── NVDA.parquet
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  │ └── ...
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  └── indexes/
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- ├── ITOKENIZEDEQUITIESANDWRAPPEDASSETS.parquet
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  └── ...
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  ```
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  High-fidelity, deduplicated 1-minute OHLCV market bars across Cryptocurrency, Global Equities, and Real-Time Indexes.
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+ **Notes**:
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+ — Consider **1m/** as the source of truth.
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+ — The other timeframes, are pre-cached and pre-sampled from 1m/ candlestick data (ohlcv) for 15m, 1h, ... etc.
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+ — Giving faster re-sampling from 6 hours to 24 hours, for example.
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+ —From there Weekly, Montly, etc is even faster.
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+ — Load .parquets into DB like DuckDB and just query on demand or calculate the timeframes you want.
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+ — Remember, miniminum current definition is 1 minute (1m)
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+ Anything, just send me a message or pull req. :)
 
 
 
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  ## Structure
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  ```
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  1m/
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  ├── crypto/
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+ │ ├── BTC.parquet <--- BITCOIN ALL DATA MERGED in 1m candles
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  │ ├── ETH.parquet
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  │ └── ...
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  ├── equities/
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+ │ ├── AAPL.parquet <--- APPLE ALL DATA MERGED in 1m candles
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+ │ ├── NVDA.parquet
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  │ └── ...
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  └── indexes/
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+ ├── ITOKENIZEDEQUITIESANDWRAPPEDASSETS.parquet <--- indexes, ALL DATA MERGED in 1m candles (like QQQ etc, short levds, etc)
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  └── ...
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  ```
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