HeadersIQ logo Super spell-checker for your data

HeadersIQ Runner

Run the HeadersIQ pipeline directly from your browser. Upload a local dataset or select a Kaggle dataset to infer semantic formats, detect data quality issues, inspect execution progress, and download the generated outputs.

Run a dataset now Open main website
New runner interface

Run HeadersIQ on a local file or Kaggle dataset

Choose a local tabular file or a Kaggle dataset. The Runner executes the current HeadersIQ workflow and presents progress, summary metrics, and downloadable outputs in the browser.

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Drag and drop your dataset here
or click to browse. Supported formats: CSV, TXT, Excel (.xls, .xlsx), TSV, DATA, JSON, JSONL and Parquet. Files must be loadable as tabular data.
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Local + Kaggle workflow

Built for practical, reproducible runs

The public website presents the research, publications, and supporting artefacts. This Runner provides the execution layer for uploading tabular data, running the current HeadersIQ pipeline, following its progress, and downloading the generated outputs.

Large run
1.4M rows
Demonstrated in a large-scale dataset assessment.
Execution
374 sec
An example of processing a substantial data volume.
Detected signal
7.7M cells
Violating cells identified in one large assessment.
  • Upload a supported local tabular file or provide a Kaggle dataset.
  • Follow the pipeline phases while the analysis runs.
  • Inspect the HeadersIQ summary and download generated artefacts.
  • This public service is a research prototype for demonstration and evaluation.
Main site: headersiq.github.io