import pandas as pd # 读取Excel文件 df = pd.read_excel('酒店职位名称20250519.xlsx', sheet_name='汇总版') print("=== 更详细的数据分析 ===") print(f"总共 {len(df)} 条记录") print("\n=== 前10行完整数据 ===") for i in range(min(10, len(df))): row = df.iloc[i] print(f"第{i+1}行:") for col in df.columns: print(f" {col}: {row[col]}") print() print("\n=== 各列唯一值数量 ===") for col in df.columns: unique_count = df[col].nunique() print(f"{col}: {unique_count} 个唯一值") print("\n=== 各列是否有空值 ===") for col in df.columns: null_count = df[col].isnull().sum() print(f"{col}: {null_count} 个空值") print("\n=== 部门统计 ===") dept_counts = df['部门(中文)'].value_counts() print(dept_counts) print("\n=== 职级统计 ===") level_counts = df['职级(中文)'].value_counts() print(level_counts)