Results ======= Statistical analysis and research tools for processing negotiation data and evaluating model performance. This package provides comprehensive analysis capabilities for researchers studying negotiation behaviors, biases, and AI model performance in structured negotiation environments. Key Features ----------- * **Bias Detection**: Advanced statistical testing for role bias and first-mover advantages * **Model Comparison**: Sophisticated comparison tools with bias adjustment * **Performance Metrics**: Agent-based metrics analysis and longitudinal tracking * **Statistical Reporting**: Research-grade statistical analysis with effect sizes * **Data Processing**: Robust log parsing and data extraction capabilities Submodules ---------- metrics_statistics.py --------------------------------- Comprehensive statistical analysis tools for negotiation metrics and performance data. .. automodule:: results.metrics_statistics :members: :undoc-members: :show-inheritance: win_statistics.py ----------------------------- Advanced statistical analysis for negotiation outcomes with bias detection and model comparison. .. automodule:: results.win_statistics :members: :undoc-members: :show-inheritance: