Individual skill
sn-da-excel-workflow
Excel 数据分析多步编排器。覆盖:(1) 读取多 Sheet Excel 文件并统计行数,(2) 大文件检测(≥10k 行自动 Parquet 优化),(3) 数据清洗(缺失值、文本标准化、无效字符),(4) 条件筛选与分类提取,(5) 跨 Sheet 统计聚合,(6) 导出 Excel/CSV 并提供下载链接。覆盖从数据读取到报告生成全流程,按步骤编排 capability 子 skill。**遇到以下任一情况就主动使用本 skill,不要自行写几行 pandas 就回答**:①用户出现触发词:Excel 分析 / 表格分析 / 数据分析 / 数据清洗 / 数据统计 / 数据筛选 / 数据可视化 / 数据导出 / 汇总统计 / 透视表 / 分组统计 / 交叉分析 / 趋势分析 / 对比分析 / 异常值检测 / 去重 / 缺失值处理 / Excel 报告 / 生成报表 / analyze Excel / data analysis / data cleaning / pivot table;②用户上传或指定了 .xlsx / .xls / .csv 文件并要求分析、清洗、统计或可视化;③任务涉及多 Sheet 读取、条件筛选、分类汇总、图表生成中的任意一项;④用户要求导出带格式的 Excel 报告或下载链接。仅不用于:不涉及表格数据的纯文本处理、图片分析(使用 sn-da-image-caption)、单个公式计算的简单问答。
skills/sn-da-excel-workflow/SKILL.md
Source commit 004a2426fa092097d65ac9233ca0bcb2be793f57
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- Last checked
- Nov 9, 2026
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- Repository last updated
- Nov 3, 2026
- License
- MIT
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- agent Repository topic
- agent-skills Repository topic
- ai-agents Repository topic
- ai-assistant Repository topic
- data-analysis Repository topic
- document-processing Repository topic
- office-automation Repository topic
- presentation-slides Repository topic
- data Derived category
- operations Derived category
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# Excel Data Analysis Workflow
End-to-end workflow for structured Excel analysis. Each step maps to a
capability sub-skill that can be loaded for detailed patterns.
## Workflow
### Step 1 — Count rows across all sheets (lightweight, no full load)
Count rows per sheet **without loading data into memory**. Use openpyxl
`read_only` mode — this works for any file size.
```python
import openpyxl, gc