Data guide

ClarityStorm prepares dated snapshots from public government sources. Use this guide to review a dataset and understand what you will receive before purchasing.

Browse datasets Read the changelog

1. Check the coverage

Start with the dataset listing. Review the source, date range, table sizes, and known limitations. Upload and review dates describe the package; they do not extend its source coverage.

2. Inspect the sample and schema

Follow the public sample link on the listing and review the file schemas. Samples help you inspect the structure, but do not establish complete historical coverage or the missingness of every field.

3. Choose the snapshot

Available paid datasets are one-time purchases for the coverage shown. File formats and pricing are listed for each product. Future updates are not included, and some listings are paused or available as free public files.

Working with the files

Check the listing for the formats included in your chosen snapshot. Dataset pages include a Python example for reading the public CSV with pandas. For packages with multiple tables, review each table's fields and row counts before combining them; rows across tables may refer to the same event.

Licensing and delivery

Review the commercial licenseand the sample's own license on its Hugging Face page. Existing customers can use their purchase download links. For help with a download, contact jason@claritystorm.com.

Corrections and availability

The dataset changelog records corrections and availability changes. Current pricing and purchase status appear on each listing. New annual update subscriptions and bundles are currently paused.