Forecasts market liquidity and orderbook depth using TimeGPT to optimize trade execution timing.
The Liquidity Forecaster skill leverages Nixtla's TimeGPT to provide deep insights into market liquidity by analyzing historical orderbook data, specifically from platforms like Polymarket. It automates the end-to-end pipeline—from fetching raw market data and calculating spreads to generating sophisticated forecasts and visualizations. This tool is essential for traders and developers who need to predict near-term changes in orderbook depth and bid-ask spreads to minimize slippage and identify the most efficient windows for executing large orders.
主な機能
01Advanced TimeGPT-powered forecasting for bid-ask spreads and depth
020 GitHub stars
03Automated Polymarket API data retrieval for specific market IDs
04Visual reporting with historical data and forecast overlays
05Detailed summary reports for trade execution decision support
06Comprehensive data preprocessing and formatting for time-series analysis
ユースケース
01Optimizing trade execution timing for large prediction market positions
02Predicting bid-ask spread evolution to minimize slippage
03Analyzing near-term orderbook depth changes for liquidity risk management
