excel-smart-analysis-and-cleaning

Clean and standardize multi-sheet Excel data with cross-sheet checks and styled outputs.

2|Updated May 19, 2026
One-click install
npx skills add https://github.com/aiyinluya/SenseNova-Skills-Studio --skill excel-smart-analysis-and-cleaning-aiyinluya
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: excel-smart-analysis-and-cleaning
Source: https://github.com/aiyinluya/SenseNova-Skills-Studio/tree/main/skills/sn-da-excel-workflow/capability/excel-data-cleaning/missing-value-handling
Command: npx skills add https://github.com/aiyinluya/SenseNova-Skills-Studio --skill excel-smart-analysis-and-cleaning-aiyinluya

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

这项 Skill 解决多 Sheet Excel 数据脏乱、缺失与格式不一致导致无法分析的问题,同时还能进行跨表核对、统计与可视化,帮助你快速定位关键指标异常。

Core Features & Use Cases

  • 深度清洗与标准化:支持向下填充合并单元格(ffill)、正则化文本清理、数值类型转换与异常识别思路。
  • 跨表核对与多维度统计:对不同 Sheet 的指标进行对账、交叉分析(crosstab)与占比计算,识别问题发现率等关键表现。
  • 可视化与样式化输出:生成统计图表(含中英文字体配置思路)并输出样式化 Excel 结果,标红异常项以便快速复核。

Quick Start

请对上传的多 Sheet Excel 执行智能清洗、跨表核对与统计可视化,并将结果保存为带样式的分析 Excel。

Frequently Asked Questions about excel-smart-analysis-and-cleaning

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I clean multi-sheet Excel data with missing values and merged cells?

To clean multi-sheet Excel data, this Skill fills missing and merged cell values using forward fill, normalizes text fields via regex, and converts numeric columns for reliable analysis. It standardizes inconsistent formats across multiple sheets.

What is the best way to perform cross-sheet validation and consistency checks in Excel?

Cross-sheet validation is performed by applying consistency checks across different sheets to reconcile metrics. This Skill executes cross-sheet comparisons, crosstab analysis, and ratio computation to identify discrepancies and detect anomalies across categories.

Can I detect anomalies and highlight them in a styled Excel output?

Yes, anomaly detection runs across categories and statuses to find data outliers. This Skill produces styled Excel outputs that highlight detected anomalies in red, allowing you to quickly review and verify problematic data entries.

How do I generate data visualization charts from crosstab analysis?

Generating data visualization from crosstab analysis involves computing pivot statistics and rendering charts with proper font configurations. This Skill produces visualization artifacts alongside styled Excel outputs to deliver clear graphical insights.

Does this Skill handle RGB-derived column conversion for Excel data cleaning?

Yes, Excel data cleaning includes converting RGB-derived columns alongside standard numeric type conversions. This ensures all specialized data formats are normalized and ready for subsequent crosstab statistics and anomaly detection.

Are there limitations when normalizing text fields across multiple Excel sheets?

Limitations depend on the consistency of the underlying text patterns available for regex normalization. This Skill standardizes text fields and fills missing values, but highly irregular or non-standardized raw inputs may require manual preprocessing.