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I want to find the trading volume to do some trend analysis.But I can't find

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    Trading or transaction volume? For the transaction volume just query for the TXID list for each block of interest from a Bitcoin server. – James C. Jan 25 at 11:36
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I am assuming you are asking for trading volume across exchanges.

Brave New Coin (BLX) provides a good API to get volume weighed average across major exchanges: https://bravenewcoin.com/data-and-charts/indices/blx

You can also see their chart with volume on Trading View (look for BLX ticker): https://www.tradingview.com/chart/?symbol=BNC:BLX

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