摘要：在数据科学与机器学习的工程实践中，数据清洗（Data Cleaning）往往占据了项目周期的 60% 甚至 80%。虽然建模听起来更性感，但数据质量决定了模型的上限。如果输入的是“垃圾数据”，无论模型多么先进，输出的也只能是“垃圾结果”（Garbage In, Garbage Out）。
本文将不仅仅停留在基础操作，而是通过构建一个高度逼真的“脏乱差”数据集，深度剖析使用 Python（Pandas, NumPy）进行清洗的全流程。我们将探讨从基础的缺失值处理到高级的分组填充、从简单的去重到模糊匹配概念、从正则文本提取到逻辑一致性校验等各个维度的技巧。
环境准备与构建“脏”数据
为了让这篇教程具有高度的实操性，我们不依赖外部文件，而是直接用代码构建一个集成了各种典型“疑难杂症”的数据集。
我们将模拟一个电商平台的客户数据，其中包含以下典型问题：
缺失值 (Missing Values)：NaN, None，模拟系统录入丢失。
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