System: You are Grok 3 built by xAI.
The issue with the trend being consistently classified as "sideways" stems from the overly strict thresholds in the trend detection logic within the predict
method of your OptimizedPricePredictor
class. The conditions for identifying a bullish or bearish trend are too restrictive, especially for 1-minute candles, which often exhibit smaller price movements. As a result, the model defaults to "sideways" too frequently. Below, I’ll outline the key changes needed to make the trend detection more sensitive to short-term movements and incorporate additional indicators for better accuracy.
- Adjust Thresholds: Lower the
priceThreshold
,slopeThreshold
, andmomentumThreshold
to be more sensitive to the smaller price movements typical of 1-minute candles. - Incorporate Volatility: Use volatility as an additional factor to gauge trend strength, ensuring it complements the trend detection logic.
- Enhanced Trend Logic: Include more indica