DataToolsLab
CSV Tools

CSV Sampler

Extract a random sample of N rows from a CSV.

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What is Sample?

A random row sampler: specify how many rows you want, optionally with a seed, and get a subset back with headers intact.

How it works

Rows are shuffled with a seeded PRNG and the first N are returned, so the sample is reproducible for a given seed.

  1. Enter your input. Type or paste your input into the field above — the tool responds instantly.
  2. Review the result. Output updates live as you type. Everything runs entirely in your browser.
  3. Copy or download. Use the Copy button to grab the result, or Download to save it as a file.

Examples

Previewing large files

Pull a 100-row random sample from a 500k-row export to eyeball the data before processing the whole thing.

Common mistakes

Sample bias

Grabbing the first N rows biases toward whatever sorted first. Random sampling avoids that; stratified options go further.

Frequently asked questions

Can I sample per group?

Yes — sample N rows per value of a key column (stratified sampling) for balanced subsets.

Is the sample seeded?

A seed option reproduces the exact same sample for verification.

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