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opensensenova avatar

Sn Da Large File Analysis

opensensenova/sensenova-skills
4.2k starsMIT
Summary

This is a performance rescue kit for Excel files that choke pandas. It routes you through three tiers: under 10k rows, use normal read_excel; 10k to 100k, cache to Parquet; over 100k, stream with openpyxl's read_only mode and iter_rows to avoid loading everything into memory. The streaming converter writes chunks as Parquet with all columns cast to string to dodge PyArrow schema conflicts, then you convert types after. Also includes dtype downcasting that claims 50 to 80 percent memory savings and a write_only mode for exports over a million rows. The trigger logic is baked in, so it activates on row counts or keywords like OOM, streaming read, or big data. Good for when your data analysis suddenly becomes a memory management problem.

Install to Claude Code

npx -y skills add opensensenova/sensenova-skills --skill sn-da-large-file-analysis --agent claude-code

Installs into .claude/skills of the current project.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
inference shell
inference shell
create and run specialised agents in minutes
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CodeHealth MCP ServerCodeHealth MCP Server
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belt - the only tool your agent needs
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belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeHealth MCP ServerCodeHealth MCP Server
CodeHealth MCP Server
Protect your code quality, stop the AI slop.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
ego lite browserego lite browser
ego lite browser
Fastest browser for AI agents to run web automation tasks, always free.
Download Free life-time →
inference shell
inference shell
create and run specialised agents in minutes
build now →
CodeHealth MCP ServerCodeHealth MCP Server
CodeHealth MCP Server
Protect your code quality, stop the AI slop.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Agent, connect blockchain
Agent, connect blockchain
Connect your Claude agent to live crypto prices and trading routes via 1inch
Get the MCP →
Categories
DebuggingAutomation & WorkflowsOffice & Documents
First SeenJun 11, 2026
View on GitHub

More from opensensenova/sensenova-skills

All 26 skills →
  • Sn Da Non Spreadsheet Analysis
  • Sn Deep Research
  • Sn Dimension Research
  • Sn Image Base
  • Sn Image Doctor
  • Sn Image Imitate
  • Sn Image Resume
  • Sn Infographic
  • Sn Md To Html Report
  • Sn Ppt Creative
  • Sn Ppt Doctor
  • Sn Ppt Entry
  • Sn Ppt Standard
  • Sn Report Format Discovery
  • Sn Research Planning
  • Sn Research Report
  • Sn Research Synthesis
  • Sn Search Academic
  • Sn Search Code
  • Sn Search Image
  • Sn Search Social Cn
  • Sn Search Social En
  • Sn Update
  • Sn Da Excel Workflow

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