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Uniswap/v3-market-depth-study

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This project calculates current and historical market depth from Uniswap V3 liquidity pools and preform comparison against centralized exchange market depths.

Data requirement:

  • Bigquery/Dune Analytics: to obtain all mint and burn events for each pool
    • Run bigquery_mintburn.sql on GCP
  • Subgraph: to obtain block-level price data for pools (alternatively use Bigquery)
  • Coinpaprika API (optional): to get historical price externally
  • Kaiko API (optional): to obtain centralized exchange market depth

Files:

  • depthutil.py Functions used to construct liquidity distribution retrospectively and generate market depth at each historical date and level
  • depthutil2.py V2 version (more efficient) of constructing liquidity distribution and calculating market depth
  • example.py Simple example of market depth calculation
  • genbulkMarketDepth.py for bulk calculation and upload to GCP

To run example: ./run.sh

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Market depth calculation for Uniswap v3

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