# Clean up a messy CSV and describe its columns

Upload or paste a small CSV with inconsistent dates, stray spaces, mixed capitalization or duplicate rows, and get a cleaned CSV, a list of the changes made, and a short description of each column.

**Use cases:** Data processing

**Tags:** CSV, spreadsheet, data cleaning, deduplicate, normalize, data profile

[Create this agent](https://seclai.com/agent-examples/create/csv_cleanup_and_profile)

## How it starts

Trigger: dynamic input.
Accepts files: CSV file (optional, or paste it).

## What it needs

No knowledge base, memory bank or connection to create first.

## Steps

- Clean and profile the CSV
- Show the cleaned CSV