large-file-parquet-analysis-and-highlight

Convert large Excel workbooks to Parquet and highlight maximum metric rows.

110|3|Updated Feb 26, 2026
One-click install
npx skills add https://github.com/MichaelYang-lyx/AIDABench --skill large-file-parquet-analysis-and-highlight-michaelyang-lyx
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: large-file-parquet-analysis-and-highlight
Source: https://github.com/MichaelYang-lyx/AIDABench/tree/main/skills/sn-da-excel-workflow/capability/excel-cell-coloring/category-coloring
Command: npx skills add https://github.com/MichaelYang-lyx/AIDABench --skill large-file-parquet-analysis-and-highlight-michaelyang-lyx

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill helps accelerate analysis of very large multi-sheet Excel files by converting to Parquet for faster reads, then extracting target metrics and computing the maximum value for highlighting in the final report.

Core Features & Use Cases

  • Parquet acceleration: Converts large Excel data to Parquet to speed up subsequent reads across sheets.
  • Target metric extraction: Locates and aggregates the defined target metric across categories.
  • Result highlighting: Outputs to Excel and highlights the row with the maximum value for quick visual review.

Quick Start

Run the workflow on a large Excel file to automatically detect size, convert to Parquet when needed, and generate a highlighted results Excel.

Frequently Asked Questions about large-file-parquet-analysis-and-highlight

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

FAQPage Schema
How do I analyze large Excel files with millions of rows without slow read times?

Analyzing large Excel files with millions of rows can be accelerated by converting the data to Parquet format. This approach speeds up multi-sheet reads, allowing faster extraction and aggregation of target metrics for reporting.

What is the best way to highlight the maximum value across categories in a multi-sheet Excel workbook?

To highlight the maximum value across categories in a multi-sheet workbook, convert the data to Parquet for fast aggregation, then output the results to a styled Excel file. The row with the maximum metric is automatically highlighted for quick visual review.

When should I convert Excel data to Parquet for data processing?

You should convert Excel data to Parquet when your workbooks span many sheets or contain millions of rows. This conversion speeds up subsequent reads and aggregation tasks, making downstream reporting and target metric extraction much more efficient.

Does converting Excel to Parquet work for multi-sheet workbooks?

Yes, converting Excel to Parquet works effectively for multi-sheet workbooks. It accelerates reads across all sheets, enabling fast extraction and aggregation of defined target metrics before generating a final highlighted Excel report.

Can I extract and aggregate specific target metrics from a large Excel file automatically?

Yes, you can automatically extract and aggregate specific target metrics from large Excel files. The workflow detects file size, converts data to Parquet for faster reads, computes the maximum values across categories, and outputs a highlighted Excel report.

What are the limitations of using Parquet for Excel data analysis?

Using Parquet for Excel data analysis requires converting the original file format first, which adds an initial processing step. However, this overhead is offset by significantly faster reads when handling millions of rows or many sheets for aggregation tasks.