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License

Sample Data

The sample data files in samples/ are provided under the Creative Commons Attribution-NonCommercial 4.0 International License (CC-BY-NC-4.0).

Summary

  • ✅ Share — copy and redistribute the sample data in any medium or format
  • ✅ Adapt — remix, transform, and build upon the material
  • ❌ NonCommercial — you may not use the material for commercial purposes
  • 📝 Attribution — you must give appropriate credit, link to fragdb.net, and indicate if changes were made

What's covered

  • samples/*.csv — CSV sample files (10 records per file)
  • samples/*_sample.parquet — parquet samples (25 reviews, 20 articles, 20 news comments)

Data sources

Sample data is derived from public web sources (136,682 perfumes in v5.12).

All sample content is provided for educational and research use. For commercial use or full dataset access, contact via fragdb.net.

Code Examples

All code examples in the examples/ directory are provided under the MIT License. You are free to use, modify, and distribute them in your projects.

MIT License

Copyright (c) 2026 FragDB

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.

Full Database

The full FragDB database (134K+ perfumes, plus 4.9M+ UGC parquet rows and additional material) is a commercial product and is NOT covered by the sample licenses above.

Commercial License Tiers

Tier Price Contents Terms
Core $200 USD CSV-only (no parquets) Single download, 6 downloads per link, 3-day access
Full Database $400 USD CSV + all UGC parquets + additional material Single download
Annual Subscription $1,000 USD/year Full Database + 3 updates per month Always latest data
Lifetime Access $2,000 USD Full Database + unlimited updates forever Priority support

Permitted Uses (with valid license)

  • Integration into commercial applications
  • Use in mobile apps, websites, and services
  • Internal business analytics and research
  • Machine learning model training

Prohibited Uses

  • Redistribution of the full database
  • Reselling the data to third parties
  • Creating derivative databases for sale
  • Sharing license credentials

Purchase

Visit https://fragdb.net to obtain a license.

Questions

For licensing questions, contact support@fragdb.net or open an issue in this repository.