The provided text comprises code segments from a sophisticated cryptocurrency trading bot. The bot utilizes various APIs (Helius, Jupiter, DexScreener) to track whale activity on the Solana blockchain, analyze token metrics, and generate trading signals. It employs machine learning for pattern recognition and risk assessment, stores data in DynamoDB and S3, and communicates via Telegram. The code includes functions for data acquisition, analysis, signal generation, trade execution, and comprehensive logging and error handling.