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
- Prepare time series
- Assess stationarity
- Identify patterns
- Select model
- Generate forecasts
- Evaluate accuracy
Process Integration
Works within scientific discovery workflows for:
- Trend analysis
- Forecasting
- Pattern detection
- Temporal modeling
Configuration
- Model selection
- Forecast horizons
- Decomposition methods
- Accuracy metrics
Output Artifacts
- Decomposition plots
- Model diagnostics
- Forecast results
- Accuracy reports