Pandas 数据处理
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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