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Clean messy CSV files: trim whitespace, normalize headers, remove empty/duplicate rows and reformat safely in your browser.
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Does this CSV cleaner upload my data to any server?
No. All CSV parsing, cleaning, normalization, and formatting happen entirely in your browser using PapaParse and JavaScript. Your files, pasted content, and cleaned output never leave your device, ensuring full privacy and security.
What happens when I enable 'Trim whitespace around values'?
When enabled, the tool removes extra spaces or tabs before and after each cell value. This is useful when working with exported spreadsheets or logs where cells often contain accidental trailing whitespace.
How does the tool treat NA, NULL, or N/A values?
If 'Treat NA/NULL/N/A as empty' is enabled, values like 'NA', 'null', 'none', or 'N/A' (case-insensitive) are converted into empty cells. This helps standardize missing-data entries when preparing datasets for analysis.
What does removing empty rows or duplicate rows mean?
Empty rows are rows where every cell is blank after cleaning. Duplicate rows are rows that appear more than once with identical values across all selected columns. When enabled, the tool removes these rows to produce a cleaner and more reliable dataset.
Can I choose which columns to include in the cleaned CSV?
Yes. After the first cleaning run, the tool detects all column headers and shows a checkbox list. You can toggle any column on or off and re-run the cleaner to produce a CSV that contains only the selected fields.
What does header case formatting do?
Header case formatting allows you to transform column names into lowercase, UPPERCASE, Title Case, or snake_case. This is useful for data analysis workflows, programming environments, and API-ready datasets that require consistent naming conventions.
Why can only part of my CSV be previewed?
To keep your browser fast and responsive, the tool shows only a preview of up to the first 80 cleaned rows and limits parsing using the 'Max rows' setting. The full cleaned CSV is still generated and available for download or copying.
Why does the tool warn me about file size or invalid CSV format?
The tool rejects files larger than 20 MB to prevent browser freezes and ensures that only valid .csv or text/csv files are processed. If the CSV has structural issues—such as mismatched columns, encoding errors, or malformed rows—PapaParse may output warnings.
Why do changes in column selection not update immediately?
Column selection changes are applied the next time you click 'Clean & Format CSV'. This ensures predictable output and prevents accidental modifications while previewing your data.