docs: sync README delivery wording for full dataset access
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README.md
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[](https://ethno-api.com)
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[](https://huggingface.co/datasets/wirthal1990-tech/USDA-Phytochemical-Database-JSON)
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[**Free 400-Row Sample ↓**](#quickstart) · [**Single Entity €699 →**](https://buy.stripe.com/00w6oGgFh58v6Toeqsebu02) · [**Team €1.349 →**](https://buy.stripe.com/dRm7sK9cP1Wj0v06Y0ebu03) · [**Enterprise €1.699 →**](https://buy.stripe.com/dRm28q0Gj1WjdhM6Y0ebu04)
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</div>
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| Tier | Price | Includes | Purchase |
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|------|-------|----------|----------|
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| **Single Entity** | **€699** netto | JSON + Parquet + SHA-256 Manifest. 1 juristische Person, interne Nutzung. Perpetual license. | [**Buy Now →**](https://buy.stripe.com/00w6oGgFh58v6Toeqsebu02) |
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| **Team** | **€1.349** netto | Alles aus Single + `duckdb_queries.sql` (20 Queries, 5 Kategorien) + `compound_priority_score.py` + 4 Pre-computed Views (Top-500 nach PubMed, Trials, Patent-Dichte, Anti-Inflammatory Panel). Unbegrenzte interne Nutzer einer juristischen Person. | [**Buy Now →**](https://buy.stripe.com/dRm7sK9cP1Wj0v06Y0ebu03) |
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| **Enterprise** | **€1.699** netto | Alles aus Team + `snowflake_load.sql` + `chromadb_ingest.py` + `pinecone_ingest.py` + `embedding_guide.md` (ClinicalBERT, RAG-Pipelines) + Compound Opportunity Matrix + Clinical Pipeline Gaps CSV + Pre-chunked RAG JSONL. Multi-Entity / Konzernnutzung, interne Produktintegration erlaubt. | [**Buy Now →**](https://buy.stripe.com/dRm28q0Gj1WjdhM6Y0ebu04) |
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> Gemäß § 19 UStG wird keine Umsatzsteuer berechnet. Alle Preise netto. One-time purchase — keine Subscription, keine wiederkehrenden Kosten.
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| QA, assertions, null-count validation | 6h | $510 |
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| **Total** | **48–60h** | **~$4,080–$5,100** |
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**This dataset: €699 one-time. No subscription. No API calls.
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## Why This Dataset Exists
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### PyArrow — Parquet (full dataset, after purchase)
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```python
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import pyarrow.parquet as pq
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```json
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{
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"chemical": "QUERCETIN",
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"plant_species": "
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"application": "5-Lipoxygenase-Inhibitor",
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"dosage": "IC50 (uM)=4",
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"pubmed_mentions_2026": 31310,
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"clinical_trials_count_2026":
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"chembl_bioactivity_count":
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"patent_count_since_2020":
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}
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```
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All 8 fields are populated for all 104,388 records in the full dataset.
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The free 400-row sample contains real values
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three enrichment fields (`clinical_trials_count_2026`, `chembl_bioactivity_count`,
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`patent_count_since_2020`) contain representative placeholder values pending
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completion of the full enrichment run.
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## File Manifest
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| v1.0 | 104,388 | 5 columns (USDA baseline) | Deprecated |
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| **v2.0** | **104,388** | **8 columns (+ PubMed, ClinicalTrials, ChEMBL, Patents)** | **Current** |
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The free sample (`ethno_sample_400.json`) uses the v2.0 schema.
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Enrichment fields contain representative values pending completion of the full enrichment pipeline.
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## License & Commercial Access
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- **Free 400-row sample**: [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/) — use for evaluation, academic research, and prototyping.
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- **Single Entity License — €699** one-time: [**Buy →**](https://buy.stripe.com/00w6oGgFh58v6Toeqsebu02) — 1 legal entity, internal use, perpetual. No redistribution.
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- **Team License — €1.349** one-time: [**Buy →**](https://buy.stripe.com/dRm7sK9cP1Wj0v06Y0ebu03) — all employees of 1 legal entity, unlimited internal users, includes analytics toolkit.
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- **Enterprise License — €1.699** one-time: [**Buy →**](https://buy.stripe.com/dRm28q0Gj1WjdhM6Y0ebu04) — multi-entity / group use, internal product integration rights, full RAG integration toolkit.
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> Gemäß § 19 UStG wird keine Umsatzsteuer berechnet.
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[](https://ethno-api.com)
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[](https://huggingface.co/datasets/wirthal1990-tech/USDA-Phytochemical-Database-JSON)
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[**Free 400-Row Sample ↓**](#quickstart) · [**Single Entity €699 →**](https://buy.stripe.com/00w6oGgFh58v6Toeqsebu02?utm_source=github&utm_medium=readme&utm_campaign=launch_2026_03) · [**Team €1.349 →**](https://buy.stripe.com/dRm7sK9cP1Wj0v06Y0ebu03?utm_source=github&utm_medium=readme&utm_campaign=launch_2026_03) · [**Enterprise €1.699 →**](https://buy.stripe.com/dRm28q0Gj1WjdhM6Y0ebu04?utm_source=github&utm_medium=readme&utm_campaign=launch_2026_03)
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> **Enrichment status (March 2026):** All four enrichment layers (PubMed, ClinicalTrials.gov, ChEMBL, PatentsView) are **complete and final**. The free 400-row sample contains real enrichment values.
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</div>
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| Tier | Price | Includes | Purchase |
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|------|-------|----------|----------|
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| **Single Entity** | **€699** netto | JSON + Parquet + SHA-256 Manifest. 1 juristische Person, interne Nutzung. Perpetual license. | [**Buy Now →**](https://buy.stripe.com/00w6oGgFh58v6Toeqsebu02?utm_source=github&utm_medium=readme&utm_campaign=launch_2026_03) |
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| **Team** | **€1.349** netto | Alles aus Single + `duckdb_queries.sql` (20 Queries, 5 Kategorien) + `compound_priority_score.py` + 4 Pre-computed Views (Top-500 nach PubMed, Trials, Patent-Dichte, Anti-Inflammatory Panel). Unbegrenzte interne Nutzer einer juristischen Person. | [**Buy Now →**](https://buy.stripe.com/dRm7sK9cP1Wj0v06Y0ebu03?utm_source=github&utm_medium=readme&utm_campaign=launch_2026_03) |
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| **Enterprise** | **€1.699** netto | Alles aus Team + `snowflake_load.sql` + `chromadb_ingest.py` + `pinecone_ingest.py` + `embedding_guide.md` (ClinicalBERT, RAG-Pipelines) + Compound Opportunity Matrix + Clinical Pipeline Gaps CSV + Pre-chunked RAG JSONL. Multi-Entity / Konzernnutzung, interne Produktintegration erlaubt. | [**Buy Now →**](https://buy.stripe.com/dRm28q0Gj1WjdhM6Y0ebu04?utm_source=github&utm_medium=readme&utm_campaign=launch_2026_03) |
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> Gemäß § 19 UStG wird keine Umsatzsteuer berechnet. Alle Preise netto. One-time purchase — keine Subscription, keine wiederkehrenden Kosten.
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| QA, assertions, null-count validation | 6h | $510 |
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| **Total** | **48–60h** | **~$4,080–$5,100** |
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**This dataset: €699 one-time. No subscription. No API calls. Full dataset delivered via email within 24h after purchase. See ethno-api.com.**
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## Why This Dataset Exists
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### PyArrow — Parquet (full dataset, after purchase)
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Full dataset delivered via email within 24h after purchase. See ethno-api.com.
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```python
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import pyarrow.parquet as pq
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```json
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{
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"chemical": "QUERCETIN",
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"plant_species": "Drimys winteri",
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"application": "5-Lipoxygenase-Inhibitor",
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"dosage": "IC50 (uM)=4",
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"pubmed_mentions_2026": 31310,
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"clinical_trials_count_2026": 81,
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"chembl_bioactivity_count": 2871,
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"patent_count_since_2020": 73
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}
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```
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All 8 fields are populated for all 104,388 records in the full dataset.
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The free 400-row sample contains real, final enrichment values across all four layers.
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## File Manifest
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|
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| v1.0 | 104,388 | 5 columns (USDA baseline) | Deprecated |
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| **v2.0** | **104,388** | **8 columns (+ PubMed, ClinicalTrials, ChEMBL, Patents)** | **Current** |
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The free sample (`ethno_sample_400.json`) uses the v2.0 schema with final enrichment values across all four layers.
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## License & Commercial Access
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- **Free 400-row sample**: [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/) — use for evaluation, academic research, and prototyping.
|
| 267 |
+
- **Single Entity License — €699** one-time: [**Buy →**](https://buy.stripe.com/00w6oGgFh58v6Toeqsebu02?utm_source=github&utm_medium=readme&utm_campaign=launch_2026_03) — 1 legal entity, internal use, perpetual. No redistribution.
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+
- **Team License — €1.349** one-time: [**Buy →**](https://buy.stripe.com/dRm7sK9cP1Wj0v06Y0ebu03?utm_source=github&utm_medium=readme&utm_campaign=launch_2026_03) — all employees of 1 legal entity, unlimited internal users, includes analytics toolkit.
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+
- **Enterprise License — €1.699** one-time: [**Buy →**](https://buy.stripe.com/dRm28q0Gj1WjdhM6Y0ebu04?utm_source=github&utm_medium=readme&utm_campaign=launch_2026_03) — multi-entity / group use, internal product integration rights, full RAG integration toolkit.
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> Gemäß § 19 UStG wird keine Umsatzsteuer berechnet.
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