数据处理基础概念

• 数据处理的定义与重要性
• Pandas在数据处理中的核心作用
• 常见数据结构：Series与DataFrame

数据导入与导出

• 支持的文件格式（CSV、Excel、JSON等）
• 使用read_csv()、read_excel()等函数加载数据
• 数据导出方法：to_csv()、to_excel()等

数据清洗与预处理

• 缺失值处理：isna()、fillna()、dropna()
• 重复值处理：duplicated()、drop_duplicates()
• 数据类型转换：astype()、to_datetime()

数据筛选与排序

• 条件筛选：布尔索引、query()方法
• 列选择与行切片：loc[]、iloc[]
• 排序操作：sort_values()、sort_index()

数据聚合与分组

• 分组操作：groupby()的原理与应用
• 聚合函数：sum()、mean()、agg()
• 透视表与交叉表：pivot_table()、crosstab()

数据合并与连接

• 纵向合并：concat()
• 横向合并：merge()与join()
• 键值匹配与合并方式（内连接、外连接等）

高级数据处理技巧

• 向量化操作与apply()函数
• 窗口计算：rolling()、expanding()
• 自定义函数与Lambda表达式应用

性能优化与实战建议

• 大数据集处理技巧：分块读取、数据类型优化
• 避免常见陷阱（内存泄漏、循环低效等）
• 实际案例分析与代码示范

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