Script

The script is designed to analyze and visualize data from an agent-based simulation, focusing on metrics such as alignment, coherence, cooperation, and environmental stress. It includes preprocessing steps to clean the dataset, apply jitter to reduce clustering effects, and subsample for clarity. The script generates pairplots to explore relationships between key variables, highlights patterns of collective behavior, and examines phase transitions in the system. Additionally, it provides tools to create violin plots for visualizing distributions and captures insights into the emergent dynamics of artificial agents under varying environmental and systemic conditions. This script is particularly useful for studying adaptive behaviors and alignment in simulated societies, offering parallels to real-world AI systems

本脚本专为基于智能体的模拟（agent-based simulation）数据的分析与可视化任务开发，重点聚焦对齐性（alignment）、一致性、协作性与环境压力等核心指标。脚本内置多项预处理流程，包括数据集清洗、添加抖动（jitter）以弱化聚类效应，以及为提升可视化清晰度进行欠采样操作。该脚本可生成配对图（pairplots）以探究核心变量间的关联关系，凸显集体行为模式，并对系统内的相变（phase transitions）现象开展系统性分析。此外，脚本还提供了用于绘制小提琴图（violin plots）以可视化数据分布的工具，可挖掘不同环境与系统条件下人工智能体（artificial agents）的涌现动力学（emergent dynamics）相关规律。本脚本尤其适用于模拟社会中的自适应行为与对齐性研究，其研究思路与结论可与现实世界的人工智能系统形成有效类比参照。