How to use this developer tool
- Paste the CSV input or load a local file.
- Choose the options that match the source format.
- Select Extract Sample or press Ctrl/Cmd + Enter.
- Review the summary and export the output you need.
Extract reproducible first, last, evenly spaced, or seeded-random samples from CSV data while preserving the header and valid field quoting. Selects a requested number of data records with a deterministic sampling strategy and preserves the header row. Everything runs in the current browser tab, so you can examine the result before copying it into a script, test fixture, migration, or data pipeline.
This page selects a requested number of data records with a deterministic sampling strategy and preserves the header row. The main output is ready to copy, while the structured exports retain the diagnostic fields used in the summary.
This is record sampling, not statistically stratified sampling. Quoted multiline records remain intact during parsing.
id,city,score 1,Seoul,91 2,Busan,84 3,Incheon,88 4,Daegu,79 5,Daejeon,86 6,Gwangju,82
Running the sample produces a tool-specific report in the output panel, with counts that correspond to the parsed records or nodes.
Seeded random mode uses a small deterministic PRNG, so the same seed and input produce the same selection. Even mode spreads indexes across the full dataset. Processing time is measured in the browser and the original input is left unchanged.
This is record sampling, not statistically stratified sampling. Quoted multiline records remain intact during parsing.
Paste delimited text with a header where the operation requires one. Files are processed locally in the browser.
No. The core processing runs in this page and does not send the pasted content to an API.
The tool stops and shows an error instead of silently returning a partial result.
Yes. Copy the main output or download it, and use CSV or JSON export when the structured report is available.
This is record sampling, not statistically stratified sampling. Quoted multiline records remain intact during parsing.
| Area | Included result |
|---|---|
| Main output | Copy-ready CSV or text |
| Summary | Counts and processing note |
| Exports | CSV and JSON when rows are available |
Browse parsers, converters, validators, and format inspection utilities.