OpenMLDatasets/ted_2025_07_sample
EU Public Procurement — July 2025 (Enriched CSV) This dataset contains all public procurement notices from July 2025,parsed and enriched from the European Union's TED (Tenders Electronic Daily). The full dataset (200,000+ rows) is available for purchase here: Full Dataset on Gumroad Free Sample vs Full Dataset Feature Free Sample (this repo) Full Dataset (Gumroad) Rows 100 260,000+ File size ~50 KB ~150 MB+ Format CSV (UTF-8) CSV (UTF-8) Columns… See the full description on the dataset page: https://huggingface.co/datasets/OpenMLDatasets/ted_2025_07_sample.
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1---2language:3- en4tags:5- dataset6- procurement7- europe8- tenders9- machine-learning10- nlp11- financial-data12- public-sector13license: other14pretty_name: EU Public Procurement — July 202515size_categories:16- 100K<n<1M17dataset_preview: ted_2025_07_sample.csv18---19 20# EU Public Procurement — July 2025 (Enriched CSV)21 22This dataset contains **all public procurement notices from July 2025**, 23parsed and enriched from the European Union's [TED (Tenders Electronic Daily)](https://ted.europa.eu/).24 25The **full dataset (200,000+ rows)** is available for purchase here: [Full Dataset on Gumroad](https://openmldatasets.gumroad.com/l/rexjp)26 27## Free Sample vs Full Dataset28 29| Feature | Free Sample (this repo) | Full Dataset (Gumroad) |30|--------------------|--------------------------|--------------------------|31| Rows | 100 | 260,000+ |32| File size | ~50 KB | ~150 MB+ |33| Format | CSV (UTF-8) | CSV (UTF-8) |34| Columns | 14 (see below) | 14 (same schema) |35 36## Contents37- Procurement notices parsed from official TED XML38- Normalized, analysis-ready columns:39 - `notice_id` — unique identifier of the notice40 - `publication_date` — publication date (ISO 8601, may include timezone offset)41 - `buyer_id` — anonymized buyer/organization ID42 - `cpv_code` — Common Procurement Vocabulary (CPV 2008, 8-digit)43 - `lot_id` — identifier for the procurement lot44 - `lot_name` — contract title (local language)45 - `lot_description` — contract description (local language)46 - `award_value` — contract award value (when available, numeric)47 - `final_value` — overall contract value at notice/result level (if present)48 - `best_value` — most reliable value selected among award, final, and estimated49 - `best_value_source` — which field the `best_value` came from50 - `currency` — contract currency51 - `source_file` — original TED XML file52 - `cpv_label` — CPV 2008 English description53 54## Added Value55While the raw TED data is free and open, this dataset provides:56- Parsed and normalized structure (from thousands of XML files → single CSV)57- Automatic CPV 2008 code enrichment with human-readable labels58- Multiple contract value fields (`award`, `final`, `best`) for flexible analysis59- Ready for machine learning pipelines and analytics without preprocessing60 61## Source & License62- Contains information from the EU’s TED portal. 63 © European Union. Reuse governed by **Commission Decision 2011/833/EU**. 64 No endorsement by the European Union is implied. 65- Enrichment (parsing, CPV mapping, packaging) © 2025 OpenML Datasets, 66 released under **Creative Commons Zero v1.0 Universal (CC0)**.67 68## Suggested Uses69- **Machine learning**: NER, classification, contract value forecasting70- **Market intelligence**: sector and supplier mapping71- **Procurement research**: transparency, competition, and cross-country studies