Time Series Analyzer Skill Purpose Analyze time series data for trends, seasonality, and patterns, and generate forecasts using appropriate methods. Capabilities - Decompose time series - Identify patterns - Fit ARIMA models - Generate forecasts - Assess stationarity - Evaluate accuracy Usage Guidelines 1. Prepare time series 2. Assess stationarity 3. Identify patterns 4. Select model 5. Generate forecasts 6. Evaluate accuracy Process Integration Works within scientific discovery workflows for: - Trend analysis - Forecasting - Pattern detection - Temporal modeling Configuration - Model select…