Alexander Wirth commited on
Commit ·
418ffc5
1
Parent(s): cf9d62f
fix: update all files to v2.2 — 10 fields, 5 sources, correct pricing, new DOI
Browse files- README.md: Remove Early Bird pricing artifacts, fix pricing to €699/€1,349/€1,699
- README.md: Update DOI to 10.5281/zenodo.15083493, fix enrichment count 4→5
- README.md: Enterprise tier now mailto:founder@ethno-api.com (no Stripe link)
- MANIFEST_v2.json: Update to v2.2 schema, correct SHA-256 hashes
- METHODOLOGY.md: Add v2.2 file integrity entries, fix merge description
- UPDATE_POLICY.md: Update to v2.2, add PubChem as 5th enrichment source
- quickstart.ipynb: Fix BibTeX (v2.2), remove Early Bird pricing table
- MANIFEST_v2.json +6 -6
- METHODOLOGY.md +4 -2
- README.md +21 -21
- UPDATE_POLICY.md +3 -2
- quickstart.ipynb +22 -1262
MANIFEST_v2.json
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{
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"schema_version": "2.
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"export_timestamp": "2026-03-
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"record_count": 76907,
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"unique_chemicals": 24746,
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"unique_species": 2313,
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"sha256_json": "
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"sha256_parquet": "
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"file_sizes": {
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"json_mb":
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"parquet_kb": 1194.7
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},
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"fields": [
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"PubChem REST API (CID + CanonicalSMILES, 2026)"
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],
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"license": "CC BY 4.0",
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"zenodo_doi": "10.5281/zenodo.
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}
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{
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"schema_version": "2.2",
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"export_timestamp": "2026-03-22T14:29:03Z",
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"record_count": 76907,
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"unique_chemicals": 24746,
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"unique_species": 2313,
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"sha256_json": "7cb5719f9763f84f1cb8176b462d51fd9df5750e7cfa78e497263b7631ebba13",
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"sha256_parquet": "118d28bf08b784868b60fc1445a0fdd6817d5d8a492015c51d975cf8e8e5a132",
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"file_sizes": {
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"json_mb": 25.4,
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"parquet_kb": 1194.7
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},
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"fields": [
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"PubChem REST API (CID + CanonicalSMILES, 2026)"
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],
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"license": "CC BY 4.0",
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"zenodo_doi": "10.5281/zenodo.15083493"
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}
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METHODOLOGY.md
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### 5. Merge & Export (`master_export_v2.py`)
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- Merges all
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- Exports: JSON (indent=2), Parquet (Snappy compressed), MANIFEST (SHA-256 checksums + statistics)
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- 3-pass verification: record count, schema validation, checksum match
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| Version | Date | Fields | Records | Changes |
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|---|---|---|---|---|
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| v1.0 | 2026-01 | 5 (chemical, plant_species, application, dosage, pubmed_mentions_2026) | 104,388 | Initial release with PubMed enrichment |
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| v2.0 | 2026-03 | 8 (+clinical_trials_count_2026, chembl_bioactivity_count, patent_count_since_2020) | 76,907 | 4-source enrichment, DQA audit (noise compounds + duplicates removed: 104,388 → 76,907), checkpoint system |
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| v2.1 | 2026-03 | 10 (+pubchem_cid, canonical_smiles) | 76,907 | PubChem CID + SMILES enrichment (10,484 chemicals resolved, 71.8% record coverage — corrected to 42.4% in v2.2) |
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| v2.2 | 2026-03 | 10 (same schema) | 76,907 | Stereo-prefix normalization for CT matching (+2 compounds), corrected SMILES coverage reporting (42.4% of unique chemicals), local CT XML matching replaces API |
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| `ethno_dataset_2026_v2.1_FINAL.json` | 24.5 MB | `ae86ba33d76273dc52330ca5d75234d93f8a6d3a8db106186d39470a3c1a0db0` |
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| `ethno_dataset_2026_v2.2.json` | 25.4 MB | `7cb5719f9763f84f1cb8176b462d51fd9df5750e7cfa78e497263b7631ebba13` |
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| `ethno_dataset_2026_v2.2.parquet` | 1.2 MB | `118d28bf08b784868b60fc1445a0fdd6817d5d8a492015c51d975cf8e8e5a132` |
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Export timestamp: `2026-03-22T14:29:03Z` (v2.2 final)
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### 5. Merge & Export (`master_export_v2.py`)
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- Merges all 5 enrichment outputs (PubMed, ClinicalTrials, ChEMBL, Patents, PubChem SMILES/CID) into unified dataset
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- Exports: JSON (indent=2), Parquet (Snappy compressed), MANIFEST (SHA-256 checksums + statistics)
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- 3-pass verification: record count, schema validation, checksum match
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| Version | Date | Fields | Records | Changes |
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|---|---|---|---|---|
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| v1.0 | 2026-01 | 5 (chemical, plant_species, application, dosage, pubmed_mentions_2026) | 104,388 | Initial release with PubMed enrichment |
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+
| v2.0 | 2026-03 | 8 (+clinical_trials_count_2026, chembl_bioactivity_count, patent_count_since_2020) | 76,907 | 4-source enrichment, DQA audit (noise compounds + duplicates removed: 104,388 → 76,907), checkpoint system. Superseded by v2.1/v2.2. |
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| v2.1 | 2026-03 | 10 (+pubchem_cid, canonical_smiles) | 76,907 | PubChem CID + SMILES enrichment (10,484 chemicals resolved, 71.8% record coverage — corrected to 42.4% in v2.2) |
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| v2.2 | 2026-03 | 10 (same schema) | 76,907 | Stereo-prefix normalization for CT matching (+2 compounds), corrected SMILES coverage reporting (42.4% of unique chemicals), local CT XML matching replaces API |
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| `ethno_dataset_2026_v2.1_FINAL.json` | 24.5 MB | `ae86ba33d76273dc52330ca5d75234d93f8a6d3a8db106186d39470a3c1a0db0` |
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| `ethno_dataset_2026_v2.2.json` | 25.4 MB | `7cb5719f9763f84f1cb8176b462d51fd9df5750e7cfa78e497263b7631ebba13` |
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| `ethno_dataset_2026_v2.2.parquet` | 1.2 MB | `118d28bf08b784868b60fc1445a0fdd6817d5d8a492015c51d975cf8e8e5a132` |
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| `ethno_dataset_2026_v2.2.json` | 25.4 MB | `7cb5719f9763f84f1cb8176b462d51fd9df5750e7cfa78e497263b7631ebba13` |
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| `ethno_dataset_2026_v2.2.parquet` | 1.2 MB | `118d28bf08b784868b60fc1445a0fdd6817d5d8a492015c51d975cf8e8e5a132` |
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Export timestamp: `2026-03-22T14:29:03Z` (v2.2 final)
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README.md
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config_name: default
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---
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>
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<div align="center">
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If you use this dataset in your research, please cite:
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```
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Wirth, A. (2026). USDA Phytochemical Database — Enriched v2.2 (Sample). Zenodo. https://doi.org/10.5281/zenodo.
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```
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---
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[](https://ethno-api.com)
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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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[ · [
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> **Enrichment status (March 2026):** All
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</div>
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| Records | Compounds | Species | Enrichment Layers |
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|--------:|----------:|--------:|------------------:|
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| **76,907** | **24,746** | **2,313** | **
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---
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| Tier | Price | Includes | Purchase |
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|------|-------|----------|----------|
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| **Single Entity** |
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| **Team** |
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| **Enterprise** |
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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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|------|------:|---------------:|
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| USDA cleaning + normalization + enrichment + exports + QA | **48–60h** | **~$4,080–$5,100** |
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**This dataset: €
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---
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}
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```
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All 76,907 records contain all 10 schema fields. The 4 enrichment columns are always non-null; `pubchem_cid` and `canonical_smiles` are filled for 42.4% of unique compounds (10,484 of 24,746 resolved via PubChem PUG REST); `application` (~50% null) and `dosage` (~87% null) reflect USDA source gaps. Unresolved compounds are phytochemical trivial names, mixture descriptions, or non-specific ethnobotanical terms not indexed in PubChem by name.
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The free 400-row sample contains real, final enrichment values across all
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## File Manifest
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| `ethno_sample_400.json` | 108 KB | JSON | Free (this repo) |
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| `ethno_sample_400.parquet` | 20 KB | Parquet | Free (this repo) |
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| `quickstart.ipynb` | 9 KB | Notebook | Free (this repo) |
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| `ethno_dataset_2026_v2.json` | ~
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| `ethno_dataset_2026_v2.parquet` | ~
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| `MANIFEST_v2.json` (SHA-256) | ~1 KB | JSON | Included in all tiers |
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| `duckdb_queries.sql` (20 Queries) | ~13 KB | SQL | Team + Enterprise |
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| `compound_priority_score.py` | ~5 KB | Python | Team + Enterprise |
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| Version | Records | Schema | Status |
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|---------|--------:|--------|--------|
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| v1.0 | 104,388 | 5 columns (USDA baseline) | Deprecated |
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| v2.0 | 76,907 | 8 columns (+ PubMed, ClinicalTrials, ChEMBL, Patents) |
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| v2.1 | 76,907 | 10 columns (+ PubChem CID, Canonical SMILES) | Superseded |
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| **v2.2** | **76,907** | **10 columns (stereo-prefix CT normalization, corrected SMILES coverage)** | **Current** |
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The free sample (`ethno_sample_400.json`) uses the v2.
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## Data Attribution
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## License & Commercial Access
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- **Free 400-row sample**: [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) — use for evaluation, academic research, and prototyping.
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- **Single Entity License — €
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- **Team License — €
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- **Enterprise License — €
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> Gemäß § 19 UStG wird keine Umsatzsteuer berechnet.
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year = {2026},
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publisher = {Ethno-API},
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url = {https://ethno-api.com},
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doi = {10.5281/zenodo.
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note = {76,907 records, 24,746 unique chemicals, 2,313 plant species, 10-column schema with PubMed, ClinicalTrials, ChEMBL, PatentsView, PubChem CID/SMILES enrichment}
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}
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```
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[
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<div align="center">
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If you use this dataset in your research, please cite:
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```
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Wirth, A. (2026). USDA Phytochemical Database — Enriched v2.2 (Sample). Zenodo. https://doi.org/10.5281/zenodo.15083493
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```
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---
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[](https://ethno-api.com)
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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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[](https://zenodo.org/records/15083493)
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[**Free 400-Row Sample ↓**](#quickstart) · [**Single €699 →**](https://buy.stripe.com/7sY9AS1KncAX5Pk0zCebu06?utm_source=github&utm_medium=readme&utm_campaign=launch_2026_03) · [**Team €1,349 →**](https://buy.stripe.com/14AdR8bkX8kHelQ0zCebu07?utm_source=github&utm_medium=readme&utm_campaign=launch_2026_03) · [**Enterprise €1,699 →**](mailto:founder@ethno-api.com)
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> **Enrichment status (March 2026):** All five enrichment layers (PubMed, ClinicalTrials.gov, ChEMBL, PatentsView, PubChem) are **complete and final**. The free 400-row sample contains real enrichment values.
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</div>
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| Records | Compounds | Species | Enrichment Layers |
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|--------:|----------:|--------:|------------------:|
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| **76,907** | **24,746** | **2,313** | **5** |
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---
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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/7sY9AS1KncAX5Pk0zCebu06?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/14AdR8bkX8kHelQ0zCebu07?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. | [**Contact →**](mailto:founder@ethno-api.com) |
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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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|------|------:|---------------:|
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| USDA cleaning + normalization + enrichment + exports + QA | **48–60h** | **~$4,080–$5,100** |
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**This dataset: €699. No subscription. No API calls. Download link sent instantly after payment. Valid for 72 hours. See ethno-api.com.**
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---
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}
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```
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All 76,907 records contain all 10 schema fields. The 4 integer enrichment columns (`pubmed_mentions_2026`, `clinical_trials_count_2026`, `chembl_bioactivity_count`, `patent_count_since_2020`) are always non-null; `pubchem_cid` and `canonical_smiles` are filled for 42.4% of unique compounds (10,484 of 24,746 resolved via PubChem PUG REST); `application` (~50% null) and `dosage` (~87% null) reflect USDA source gaps. Unresolved compounds are phytochemical trivial names, mixture descriptions, or non-specific ethnobotanical terms not indexed in PubChem by name.
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The free 400-row sample contains real, final enrichment values across all five layers.
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## File Manifest
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| `ethno_sample_400.json` | 108 KB | JSON | Free (this repo) |
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| `ethno_sample_400.parquet` | 20 KB | Parquet | Free (this repo) |
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| `quickstart.ipynb` | 9 KB | Notebook | Free (this repo) |
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| `ethno_dataset_2026_v2.2.json` | ~25 MB | JSON | Included in all tiers |
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| `ethno_dataset_2026_v2.2.parquet` | ~1.2 MB | Parquet | Included in all tiers |
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| `MANIFEST_v2.json` (SHA-256) | ~1 KB | JSON | Included in all tiers |
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| `duckdb_queries.sql` (20 Queries) | ~13 KB | SQL | Team + Enterprise |
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| `compound_priority_score.py` | ~5 KB | Python | Team + Enterprise |
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| Version | Records | Schema | Status |
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|---------|--------:|--------|--------|
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| v1.0 | 104,388 | 5 columns (USDA baseline) | Deprecated |
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+
| v2.0 | 76,907 | 8 columns (+ PubMed, ClinicalTrials, ChEMBL, Patents) | Deprecated |
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| v2.1 | 76,907 | 10 columns (+ PubChem CID, Canonical SMILES) | Superseded |
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| **v2.2** | **76,907** | **10 columns (stereo-prefix CT normalization, corrected SMILES coverage)** | **Current** |
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+
The free sample (`ethno_sample_400.json`) uses the v2.2 schema with final enrichment values across all five layers.
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## Data Attribution
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## License & Commercial Access
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- **Free 400-row sample**: [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) — use for evaluation, academic research, and prototyping.
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+
- **Single Entity License — €699** one-time: [**Buy →**](https://buy.stripe.com/7sY9AS1KncAX5Pk0zCebu06?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/14AdR8bkX8kHelQ0zCebu07?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: [**Contact →**](mailto:founder@ethno-api.com) — 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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|
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year = {2026},
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publisher = {Ethno-API},
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url = {https://ethno-api.com},
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+
doi = {10.5281/zenodo.15083493},
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note = {76,907 records, 24,746 unique chemicals, 2,313 plant species, 10-column schema with PubMed, ClinicalTrials, ChEMBL, PatentsView, PubChem CID/SMILES enrichment}
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}
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```
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[](https://zenodo.org/records/15083493)
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## Contact
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UPDATE_POLICY.md
CHANGED
|
@@ -9,14 +9,15 @@ Next scheduled update: Q1 2027.
|
|
| 9 |
- ClinicalTrials.gov API v2
|
| 10 |
- ChEMBL REST API (with PubChem InChIKey fallback)
|
| 11 |
- PatentsView REST API (USPTO)
|
|
|
|
| 12 |
|
| 13 |
## Versioning
|
| 14 |
-
Current version: v2.
|
| 15 |
All versions are tagged in this repository.
|
| 16 |
|
| 17 |
## Buyer Notifications
|
| 18 |
All dataset buyers receive email notification when a new version is available.
|
| 19 |
-
Buyers of v2.0 receive the v2.
|
| 20 |
|
| 21 |
## Breaking Changes
|
| 22 |
Schema changes are announced minimum 30 days in advance via GitHub Discussions.
|
|
|
|
| 9 |
- ClinicalTrials.gov API v2
|
| 10 |
- ChEMBL REST API (with PubChem InChIKey fallback)
|
| 11 |
- PatentsView REST API (USPTO)
|
| 12 |
+
- PubChem PUG REST API (CID + Canonical SMILES)
|
| 13 |
|
| 14 |
## Versioning
|
| 15 |
+
Current version: v2.2 (March 2026)
|
| 16 |
All versions are tagged in this repository.
|
| 17 |
|
| 18 |
## Buyer Notifications
|
| 19 |
All dataset buyers receive email notification when a new version is available.
|
| 20 |
+
Buyers of v2.0 or v2.1 receive the v2.2 update free of charge.
|
| 21 |
|
| 22 |
## Breaking Changes
|
| 23 |
Schema changes are announced minimum 30 days in advance via GitHub Discussions.
|
quickstart.ipynb
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| 3569 |
-
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| 4058 |
-
"y",
|
| 4059 |
-
" ",
|
| 4060 |
-
"→",
|
| 4061 |
-
"*",
|
| 4062 |
-
"*",
|
| 4063 |
-
"]",
|
| 4064 |
-
"(",
|
| 4065 |
-
"h",
|
| 4066 |
-
"t",
|
| 4067 |
-
"t",
|
| 4068 |
-
"p",
|
| 4069 |
-
"s",
|
| 4070 |
-
":",
|
| 4071 |
-
"/",
|
| 4072 |
-
"/",
|
| 4073 |
-
"b",
|
| 4074 |
-
"u",
|
| 4075 |
-
"y",
|
| 4076 |
-
".",
|
| 4077 |
-
"s",
|
| 4078 |
-
"t",
|
| 4079 |
-
"r",
|
| 4080 |
-
"i",
|
| 4081 |
-
"p",
|
| 4082 |
-
"e",
|
| 4083 |
-
".",
|
| 4084 |
-
"c",
|
| 4085 |
-
"o",
|
| 4086 |
-
"m",
|
| 4087 |
-
"/",
|
| 4088 |
-
"d",
|
| 4089 |
-
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|
| 4090 |
-
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|
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-
"7",
|
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-
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|
| 4093 |
-
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|
| 4094 |
-
"9",
|
| 4095 |
-
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|
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-
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|
| 4097 |
-
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|
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|
| 4099 |
-
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|
| 4100 |
-
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|
| 4101 |
-
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|
| 4102 |
-
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|
| 4103 |
-
"6",
|
| 4104 |
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|
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-
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|
| 4106 |
-
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|
| 4107 |
-
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|
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|
| 4109 |
-
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|
| 4110 |
-
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|
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|
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|
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|
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|
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-
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|
| 4116 |
-
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|
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-
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|
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|
| 4119 |
-
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|
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|
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-
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|
| 4122 |
-
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|
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-
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|
| 4124 |
-
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|
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|
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|
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|
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-
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|
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|
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|
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|
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|
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|
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-
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|
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-
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|
| 4136 |
-
"d",
|
| 4137 |
-
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|
| 4138 |
-
"u",
|
| 4139 |
-
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|
| 4140 |
-
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|
| 4141 |
-
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|
| 4142 |
-
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|
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-
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|
| 4144 |
-
"e",
|
| 4145 |
-
"b",
|
| 4146 |
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|
| 4147 |
-
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|
| 4148 |
-
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|
| 4149 |
-
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|
| 4150 |
-
"u",
|
| 4151 |
-
"t",
|
| 4152 |
-
"m",
|
| 4153 |
-
"_",
|
| 4154 |
-
"c",
|
| 4155 |
-
"a",
|
| 4156 |
-
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|
| 4157 |
-
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|
| 4158 |
-
"a",
|
| 4159 |
-
"i",
|
| 4160 |
-
"g",
|
| 4161 |
-
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|
| 4162 |
-
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|
| 4163 |
-
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|
| 4164 |
-
"a",
|
| 4165 |
-
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|
| 4166 |
-
"n",
|
| 4167 |
-
"c",
|
| 4168 |
-
"h",
|
| 4169 |
-
"_",
|
| 4170 |
-
"2",
|
| 4171 |
-
"0",
|
| 4172 |
-
"2",
|
| 4173 |
-
"6",
|
| 4174 |
-
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|
| 4175 |
-
"0",
|
| 4176 |
-
"3",
|
| 4177 |
-
")",
|
| 4178 |
-
" ",
|
| 4179 |
-
"|",
|
| 4180 |
-
"\n",
|
| 4181 |
-
"|",
|
| 4182 |
-
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|
| 4183 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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-
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|
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-
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|
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-
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|
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|
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|
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|
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|
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|
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|
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|
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|
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-
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|
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-
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|
| 4209 |
-
"€",
|
| 4210 |
-
"1",
|
| 4211 |
-
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|
| 4212 |
-
"6",
|
| 4213 |
-
"9",
|
| 4214 |
-
"9",
|
| 4215 |
-
")",
|
| 4216 |
-
" ",
|
| 4217 |
-
"|",
|
| 4218 |
-
" ",
|
| 4219 |
-
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|
| 4220 |
-
"*",
|
| 4221 |
-
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|
| 4222 |
-
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|
| 4223 |
-
"u",
|
| 4224 |
-
"y",
|
| 4225 |
-
" ",
|
| 4226 |
-
"→",
|
| 4227 |
-
"*",
|
| 4228 |
-
"*",
|
| 4229 |
-
"]",
|
| 4230 |
-
"(",
|
| 4231 |
-
"h",
|
| 4232 |
-
"t",
|
| 4233 |
-
"t",
|
| 4234 |
-
"p",
|
| 4235 |
-
"s",
|
| 4236 |
-
":",
|
| 4237 |
-
"/",
|
| 4238 |
-
"/",
|
| 4239 |
-
"b",
|
| 4240 |
-
"u",
|
| 4241 |
-
"y",
|
| 4242 |
-
".",
|
| 4243 |
-
"s",
|
| 4244 |
-
"t",
|
| 4245 |
-
"r",
|
| 4246 |
-
"i",
|
| 4247 |
-
"p",
|
| 4248 |
-
"e",
|
| 4249 |
-
".",
|
| 4250 |
-
"c",
|
| 4251 |
-
"o",
|
| 4252 |
-
"m",
|
| 4253 |
-
"/",
|
| 4254 |
-
"d",
|
| 4255 |
-
"R",
|
| 4256 |
-
"m",
|
| 4257 |
-
"2",
|
| 4258 |
-
"8",
|
| 4259 |
-
"q",
|
| 4260 |
-
"0",
|
| 4261 |
-
"G",
|
| 4262 |
-
"j",
|
| 4263 |
-
"1",
|
| 4264 |
-
"W",
|
| 4265 |
-
"j",
|
| 4266 |
-
"d",
|
| 4267 |
-
"h",
|
| 4268 |
-
"M",
|
| 4269 |
-
"6",
|
| 4270 |
-
"Y",
|
| 4271 |
-
"0",
|
| 4272 |
-
"e",
|
| 4273 |
-
"b",
|
| 4274 |
-
"u",
|
| 4275 |
-
"0",
|
| 4276 |
-
"4",
|
| 4277 |
-
"?",
|
| 4278 |
-
"u",
|
| 4279 |
-
"t",
|
| 4280 |
-
"m",
|
| 4281 |
-
"_",
|
| 4282 |
-
"s",
|
| 4283 |
-
"o",
|
| 4284 |
-
"u",
|
| 4285 |
-
"r",
|
| 4286 |
-
"c",
|
| 4287 |
-
"e",
|
| 4288 |
-
"=",
|
| 4289 |
-
"g",
|
| 4290 |
-
"i",
|
| 4291 |
-
"t",
|
| 4292 |
-
"h",
|
| 4293 |
-
"u",
|
| 4294 |
-
"b",
|
| 4295 |
-
"&",
|
| 4296 |
-
"u",
|
| 4297 |
-
"t",
|
| 4298 |
-
"m",
|
| 4299 |
-
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|
| 4300 |
-
"m",
|
| 4301 |
-
"e",
|
| 4302 |
-
"d",
|
| 4303 |
-
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|
| 4304 |
-
"u",
|
| 4305 |
-
"m",
|
| 4306 |
-
"=",
|
| 4307 |
-
"n",
|
| 4308 |
-
"o",
|
| 4309 |
-
"t",
|
| 4310 |
-
"e",
|
| 4311 |
-
"b",
|
| 4312 |
-
"o",
|
| 4313 |
-
"o",
|
| 4314 |
-
"k",
|
| 4315 |
-
"&",
|
| 4316 |
-
"u",
|
| 4317 |
-
"t",
|
| 4318 |
-
"m",
|
| 4319 |
-
"_",
|
| 4320 |
-
"c",
|
| 4321 |
-
"a",
|
| 4322 |
-
"m",
|
| 4323 |
-
"p",
|
| 4324 |
-
"a",
|
| 4325 |
-
"i",
|
| 4326 |
-
"g",
|
| 4327 |
-
"n",
|
| 4328 |
-
"=",
|
| 4329 |
-
"l",
|
| 4330 |
-
"a",
|
| 4331 |
-
"u",
|
| 4332 |
-
"n",
|
| 4333 |
-
"c",
|
| 4334 |
-
"h",
|
| 4335 |
-
"_",
|
| 4336 |
-
"2",
|
| 4337 |
-
"0",
|
| 4338 |
-
"2",
|
| 4339 |
-
"6",
|
| 4340 |
-
"_",
|
| 4341 |
-
"0",
|
| 4342 |
-
"3",
|
| 4343 |
-
")",
|
| 4344 |
-
" ",
|
| 4345 |
-
"|",
|
| 4346 |
-
"\n",
|
| 4347 |
-
"\n",
|
| 4348 |
-
">",
|
| 4349 |
-
" ",
|
| 4350 |
-
"G",
|
| 4351 |
-
"e",
|
| 4352 |
-
"m",
|
| 4353 |
-
"ä",
|
| 4354 |
-
"ß",
|
| 4355 |
-
" ",
|
| 4356 |
-
"§",
|
| 4357 |
-
" ",
|
| 4358 |
-
"1",
|
| 4359 |
-
"9",
|
| 4360 |
-
" ",
|
| 4361 |
-
"U",
|
| 4362 |
-
"S",
|
| 4363 |
-
"t",
|
| 4364 |
-
"G",
|
| 4365 |
-
" ",
|
| 4366 |
-
"k",
|
| 4367 |
-
"e",
|
| 4368 |
-
"i",
|
| 4369 |
-
"n",
|
| 4370 |
-
"e",
|
| 4371 |
-
" ",
|
| 4372 |
-
"U",
|
| 4373 |
-
"m",
|
| 4374 |
-
"s",
|
| 4375 |
-
"a",
|
| 4376 |
-
"t",
|
| 4377 |
-
"z",
|
| 4378 |
-
"s",
|
| 4379 |
-
"t",
|
| 4380 |
-
"e",
|
| 4381 |
-
"u",
|
| 4382 |
-
"e",
|
| 4383 |
-
"r",
|
| 4384 |
-
".",
|
| 4385 |
-
"\n"
|
| 4386 |
]
|
| 4387 |
}
|
| 4388 |
]
|
|
|
|
| 3114 |
"id": "cell-09",
|
| 3115 |
"metadata": {},
|
| 3116 |
"source": [
|
| 3117 |
+
"## Citation\n",
|
|
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|
|
| 3118 |
"\n",
|
| 3119 |
+
"```bibtex\n",
|
| 3120 |
+
"@misc{ethno_api_v2.2_2026,\n",
|
| 3121 |
+
" title = {USDA Phytochemical \\& Ethnobotanical Database --- Enriched v2.2},\n",
|
| 3122 |
+
" author = {Wirth, Alexander},\n",
|
| 3123 |
+
" year = {2026},\n",
|
| 3124 |
+
" publisher = {Ethno-API},\n",
|
| 3125 |
+
" url = {https://ethno-api.com},\n",
|
| 3126 |
+
" note = {76,907 records, 24,746 unique chemicals, 2,313 plant species,\n",
|
| 3127 |
+
" 10-column schema with PubMed, ClinicalTrials, ChEMBL, and PatentsView enrichment}\n",
|
| 3128 |
+
"}\n",
|
| 3129 |
+
"```\n",
|
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|
| 3130 |
"\n",
|
| 3131 |
+
"**Links:** [ethno-api.com](https://ethno-api.com) · [GitHub](https://github.com/wirthal1990-tech/USDA-Phytochemical-Database-JSON) · [HuggingFace](https://huggingface.co/datasets/wirthal1990-tech/USDA-Phytochemical-Database-JSON)\n",
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|
| 3132 |
"\n",
|
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|
| 3133 |
"\n",
|
| 3134 |
+
"---\n",
|
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|
|
| 3135 |
"\n",
|
| 3136 |
+
"## Purchase Full Dataset\n",
|
|
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|
| 3137 |
"\n",
|
| 3138 |
+
"| Tier | Price | |\n",
|
| 3139 |
+
"|------|-------|---|\n",
|
| 3140 |
+
"| Single Entity | €699 netto | [**Buy →**](https://buy.stripe.com/7sY9AS1KncAX5Pk0zCebu06?utm_source=github&utm_medium=notebook&utm_campaign=launch_2026_03) |\n",
|
| 3141 |
+
"| Team | €1,349 netto | [**Buy →**](https://buy.stripe.com/14AdR8bkX8kHelQ0zCebu07?utm_source=github&utm_medium=notebook&utm_campaign=launch_2026_03) |\n",
|
| 3142 |
+
"| Enterprise | €1,699 netto | [**Contact →**](mailto:founder@ethno-api.com) |\n",
|
|
|
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| 3143 |
"\n",
|
| 3144 |
+
"> Gemäß § 19 UStG keine Umsatzsteuer.\n",
|
| 3145 |
+
""
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| 3146 |
]
|
| 3147 |
}
|
| 3148 |
]
|