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--- |
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language: |
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- en |
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tags: |
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- dataset |
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- procurement |
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- europe |
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- tenders |
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- machine-learning |
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- nlp |
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- financial-data |
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- public-sector |
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license: other |
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pretty_name: EU Public Procurement — August 2025 |
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size_categories: |
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- 100K<n<1M |
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dataset_preview: ted_2025_08_sample.csv |
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--- |
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# EU Public Procurement — August 2025 (Enriched CSV) |
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This dataset contains **all public procurement notices from July 2025**, |
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parsed and enriched from the European Union's [TED (Tenders Electronic Daily)](https://ted.europa.eu/). |
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The **full dataset (200,000+ rows)** is available for purchase here: [Full Dataset on Gumroad](https://openmldatasets.gumroad.com/l/rexjp) |
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## Free Sample vs Full Dataset |
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| Feature | Free Sample (this repo) | Full Dataset (Gumroad) | |
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|--------------------|--------------------------|--------------------------| |
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| Rows | 100 | 200,000+ | |
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| File size | ~50 KB | ~120 MB+ | |
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| Format | CSV (UTF-8) | CSV (UTF-8) | |
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| Columns | 14 (see below) | 14 (same schema) | |
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## Contents |
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- Procurement notices parsed from official TED XML |
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- Normalized, analysis-ready columns: |
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- `notice_id` — unique identifier of the notice |
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- `publication_date` — publication date (ISO 8601, may include timezone offset) |
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- `buyer_id` — anonymized buyer/organization ID |
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- `cpv_code` — Common Procurement Vocabulary (CPV 2008, 8-digit) |
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- `lot_id` — identifier for the procurement lot |
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- `lot_name` — contract title (local language) |
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- `lot_description` — contract description (local language) |
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- `award_value` — contract award value (when available, numeric) |
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- `final_value` — overall contract value at notice/result level (if present) |
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- `best_value` — most reliable value selected among award, final, and estimated |
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- `best_value_source` — which field the `best_value` came from |
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- `currency` — contract currency |
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- `source_file` — original TED XML file |
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- `cpv_label` — CPV 2008 English description |
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## Added Value |
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While the raw TED data is free and open, this dataset provides: |
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- Parsed and normalized structure (from thousands of XML files → single CSV) |
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- Automatic CPV 2008 code enrichment with human-readable labels |
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- Multiple contract value fields (`award`, `final`, `best`) for flexible analysis |
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- Ready for machine learning pipelines and analytics without preprocessing |
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## Source & License |
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- Contains information from the EU’s TED portal. |
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© European Union. Reuse governed by **Commission Decision 2011/833/EU**. |
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No endorsement by the European Union is implied. |
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- Enrichment (parsing, CPV mapping, packaging) © 2025 OpenML Datasets, |
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released under **Creative Commons Zero v1.0 Universal (CC0)**. |
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## Suggested Uses |
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- **Machine learning**: NER, classification, contract value forecasting |
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- **Market intelligence**: sector and supplier mapping |
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- **Procurement research**: transparency, competition, and cross-country studies |
