How to CSV Completeness Score
- 1Choose a supported file within the displayed limits.
- 2Review the supported format and configure the available options.
- 3Process locally, review the result, and download it.
Data Analysis · browser workspace
Measure the share of populated CSV cells. Process locally in your browser with HappyCSV.
Quick start
Everything runs in your browser, so you can test the workflow with sample data when available before using production files.
Output: This score measures missing values only. It does not establish correctness, consistency, or fitness for a particular use.
This score measures missing values only. It does not establish correctness, consistency, or fitness for a particular use.
Up to 100 MB per CSV, 20 MB per complex document; 250,000 rows, 1,000 columns, 2 million cells, and 128 MB output. Jobs stop after two minutes. Large files may need splitting.
No. File processing stays in your browser. Files are not automatically saved for the next visit.
This tool processes one file at a time.
Learn practical techniques to clean messy CSV files. Remove duplicates, fix formatting, and standardize data without Excel crashes or complex scripts.
A methodical way to identify delimiter, encoding, header, quoting, row-shape, and type problems before a CSV reaches Excel, a CRM, or a database.
Use the symptom-specific walkthrough before changing a production file.