Data Scout

The dataset you pasted, profiled with judgement: grain, quality issues, dimensions, and the analyses to run first.

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or drag & drop one onto this card — read locally (up to 10 MB), nothing leaves your browser until you run.
How it works

Nothing to paste? — a messy e-commerce order export with a duplicated key, placeholder values, broken arithmetic between columns and a future date, all waiting to be caught. Or , rendered from a saved reply with no run and no charge.

1

Paste the table

A CSV or TSV export with its header row — straight from a spreadsheet, an admin panel or a query result. The quick profiler computes shape, types, nulls, distincts and the classic red flags, free in your browser. No sign-in needed for that.

2

Get the reading

The grain and whether the obvious key actually holds. Quality issues ranked High, Medium or Low, each quoting the offending column and value — the duplicated key, the placeholder poisoning a metric, the arithmetic that does not reconcile — with a concrete fix. Nothing generic — and every column name and value the report quotes is checked back against the table you pasted, with anything it cannot find marked as unverified rather than shown as fact.

3

Run the analyses

The dimensions and metrics an analysis can trust, the patterns worth checking, and 3-5 specific analyses that name the metric, the slice and the payoff — none of them built on a column the quality list just condemned.