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Date: Thu, 15 Jan 2026 13:27:15 +0800
Subject: [PATCH] =?UTF-8?q?fix:=20=E6=9B=B4=E6=96=B0pandera=E5=AF=BC?=
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更新pandera的导入路径以使用pandas子模块，同时根据实际贡献情况修改README中的贡献指南内容
---
 README.md              | 8 +++-----
 src/data/validation.py | 4 ++--
 2 files changed, 5 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index a1284e2..9e9244f 100644
--- a/README.md
+++ b/README.md
@@ -176,11 +176,9 @@ print(f"建议: {result['explanation']['suggestions']}")
 
 ## 贡献指南
 
-1. 克隆仓库
-2. 创建 feature 分支
-3. 提交更改
-4. 推送到分支
-5. 创建 Pull Request
+1. 朱指乐-仓库创建-项目初始化-数据获取-数据预处理-模型训练-模型评估-模型保存
+2. 肖康-LLM服务-实现文本解释和建议生成功能-agent实现-工具调用-结构化输出
+3. 龙思富-可视化-交互式可视化应用-文档编写
 
 ## 许可证
 
diff --git a/src/data/validation.py b/src/data/validation.py
index c398cac..8ffc44d 100644
--- a/src/data/validation.py
+++ b/src/data/validation.py
@@ -1,5 +1,5 @@
-import pandera as pa
-from pandera import Column, DataFrameSchema
+import pandera.pandas as pa
+from pandera.pandas import Column, DataFrameSchema
 
 
 # 创建DataFrameSchema实例