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| # π Harvard Dataverse Integration - Complete! | |
| ## β What Was Implemented | |
| We've integrated **production-ready Dataverse API client** following all best practices from [IQSS/dataverse](https://github.com/IQSS/dataverse). | |
| ### New Files Created | |
| 1. **[`discovery/dataverse_client.py`](../discovery/dataverse_client.py)** (600+ lines) | |
| - Full-featured Dataverse API client | |
| - API authentication | |
| - Rate limiting with exponential backoff | |
| - Checksum verification (MD5) | |
| - Version-aware caching | |
| - Comprehensive error handling | |
| - Pagination support | |
| 2. **[`docs/DATAVERSE_INTEGRATION.md`](DATAVERSE_INTEGRATION.md)** | |
| - Complete integration guide | |
| - API usage examples | |
| - Best practices documentation | |
| - Troubleshooting guide | |
| ### Updated Files | |
| 1. **[`config/settings.py`](../config/settings.py)** | |
| - Added `dataverse_api_key` setting | |
| - Added `openstates_api_key` setting | |
| 2. **[`.env.example`](../.env.example)** | |
| - Added DATAVERSE_API_KEY | |
| - Added OPENSTATES_API_KEY | |
| - Clarified that Legistar/Municode don't need keys | |
| 3. **[`discovery/localview_ingestion.py`](../discovery/localview_ingestion.py)** | |
| - Now tries API download first | |
| - Falls back to manual download | |
| - Better error messages | |
| --- | |
| ## π How to Use | |
| ### Quick Start (with API key) | |
| ```bash | |
| # 1. Get free API key (5 min) | |
| open https://dataverse.harvard.edu/loginpage.xhtml | |
| # 2. Add to .env | |
| echo "DATAVERSE_API_KEY=your_key" >> .env | |
| # 3. Download LocalView dataset | |
| source venv/bin/activate | |
| python discovery/localview_ingestion.py | |
| ``` | |
| ### Without API Key (manual) | |
| ```bash | |
| # 1. Download files from Harvard Dataverse | |
| open https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/NJTBEM | |
| # 2. Save CSV files to data/cache/localview/ | |
| # 3. Run ingestion | |
| python discovery/localview_ingestion.py | |
| ``` | |
| --- | |
| ## π IQSS Best Practices Implemented | |
| | Practice | Status | Implementation | | |
| |----------|--------|----------------| | |
| | **API Authentication** | β | X-Dataverse-key header | | |
| | **Rate Limiting** | β | 100 req/min client-side throttling | | |
| | **Error Handling** | β | All status codes (401, 404, 429, 500+) | | |
| | **Retry Logic** | β | Exponential backoff | | |
| | **Checksum Verification** | β | MD5 validation | | |
| | **Caching** | β | Version-aware metadata & file caching | | |
| | **Pagination** | β | Handles large file lists | | |
| | **Timeout Handling** | β | Configurable with retries | | |
| --- | |
| ## π What Makes This Production-Ready | |
| ### 1. **Follows Official IQSS Standards** | |
| Based on official Dataverse API documentation and GitHub repo patterns. | |
| ### 2. **Comprehensive Error Handling** | |
| ```python | |
| # Handles all edge cases | |
| - 401 Unauthorized β Clear message to get API key | |
| - 404 Not Found β Dataset doesn't exist | |
| - 429 Rate Limited β Auto-retry with backoff | |
| - 500+ Server Error β Exponential backoff retry | |
| - Timeout β Configurable retry logic | |
| ``` | |
| ### 3. **Data Integrity** | |
| ```python | |
| # MD5 checksum verification | |
| expected = file_info["dataFile"]["md5"] | |
| actual = hashlib.md5(content).hexdigest() | |
| if expected != actual: | |
| logger.error("Checksum mismatch - file corrupted") | |
| ``` | |
| ### 4. **Performance Optimization** | |
| ```python | |
| # Client-side rate limiting prevents 429 errors | |
| # Version-aware caching reduces API calls | |
| # Efficient async downloads | |
| ``` | |
| ### 5. **Developer Experience** | |
| ```python | |
| # Simple async API | |
| client = DataverseClient(api_key="your-key") | |
| result = await client.download_dataset("doi:10.7910/DVN/NJTBEM") | |
| # Clear logging | |
| logger.info("Downloading file 1/10...") | |
| logger.success("β Download complete") | |
| logger.error("β Checksum failed") | |
| ``` | |
| --- | |
| ## π Impact | |
| ### Before | |
| - β Basic API calls only | |
| - β No error handling | |
| - β No rate limiting | |
| - β No checksum verification | |
| - β Manual downloads required | |
| ### After | |
| - β Production-ready API client | |
| - β Comprehensive error handling | |
| - β Smart rate limiting | |
| - β Checksum verification | |
| - β Optional automatic downloads | |
| - β Falls back to manual gracefully | |
| --- | |
| ## π Learning Resources | |
| ### Official IQSS Documentation | |
| - **Dataverse API**: https://guides.dataverse.org/en/latest/api/index.html | |
| - **GitHub Repo**: https://github.com/IQSS/dataverse | |
| - **Community**: https://groups.google.com/group/dataverse-community | |
| ### Our Documentation | |
| - **Integration Guide**: [docs/DATAVERSE_INTEGRATION.md](DATAVERSE_INTEGRATION.md) | |
| - **LocalView Guide**: [docs/LOCALVIEW_INTEGRATION_GUIDE.md](LOCALVIEW_INTEGRATION_GUIDE.md) | |
| - **API Client Code**: [discovery/dataverse_client.py](../discovery/dataverse_client.py) | |
| --- | |
| ## π₯ Next Steps | |
| 1. **Get API Key** (optional but recommended) | |
| - Sign up at https://dataverse.harvard.edu/loginpage.xhtml | |
| - Generate token in Account Settings | |
| - Add to `.env`: `DATAVERSE_API_KEY=your_key` | |
| 2. **Download LocalView** | |
| ```bash | |
| python discovery/localview_ingestion.py | |
| ``` | |
| 3. **Verify Results** | |
| ```bash | |
| ls -lh data/cache/localview/ | |
| # Should show CSV/TAB files | |
| ``` | |
| 4. **Process Data** | |
| - Files automatically loaded into Delta Lake | |
| - Bronze layer: `bronze/localview/municipalities` | |
| - Bronze layer: `bronze/localview/videos` | |
| --- | |
| ## β¨ Summary | |
| We now have: | |
| 1. β **Production-ready Dataverse client** following all IQSS best practices | |
| 2. β **Automatic downloads** with API key (optional) | |
| 3. β **Manual download support** (fallback) | |
| 4. β **Comprehensive error handling** (all status codes) | |
| 5. β **Data integrity** (MD5 checksums) | |
| 6. β **Smart caching** (version-aware) | |
| 7. β **Rate limiting** (prevents 429 errors) | |
| 8. β **Great documentation** (guides + examples) | |
| This is the **same quality** you'd expect from official Harvard/IQSS integrations! π | |
| --- | |
| ## π Credits | |
| - **IQSS Team** - Official Dataverse API and best practices | |
| - **Harvard Dataverse** - Hosting the LocalView dataset | |
| - **Harvard Mellon Urbanism Initiative** - Creating LocalView | |
| --- | |
| ## π Files Summary | |
| | File | Lines | Purpose | | |
| |------|-------|---------| | |
| | discovery/dataverse_client.py | 600+ | Production Dataverse API client | | |
| | docs/DATAVERSE_INTEGRATION.md | 400+ | Integration guide & examples | | |
| | docs/DATAVERSE_INTEGRATION_SUMMARY.md | 200+ | Quick reference (this file) | | |
| | config/settings.py | Updated | Add dataverse_api_key setting | | |
| | .env.example | Updated | Add DATAVERSE_API_KEY example | | |
| | discovery/localview_ingestion.py | Updated | Use API client + fallback | | |
| **Total new code**: ~1,200 lines of production-ready integration! π | |