9a181ae43b
Added SUMMARY.md executive summaries to all 7 datasets with: - 🎯 BEST ESTIMATE section at top - 12-word one-liners for quick reference - Confidence levels and caveats - Extensive authoritative linking - Alternative Estimates sections where applicable - Changelogs for revision tracking Updated Data/README.md with: - Quick reference table of all datasets - Full schema documentation - Confidence level guidelines - Anti-patterns to avoid Datasets standardized: - Knowledge-Worker-Global-Salaries (gold standard) - US-GDP - US-Inflation - US-Presidential-Approval - Bay-Area-COVID-Wastewater - US-Common-Metrics - Pulitzer-Prize-Winners 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Bay Area COVID-19 Wastewater Surveillance Dataset
Overview
This directory contains ground-truth COVID-19 wastewater surveillance data for California (which serves as a proxy for the San Francisco Bay Area). Wastewater monitoring is a leading indicator for disease trends, typically showing viral activity 4-7 days before clinical testing reports.
What's Inside
- COVID-Wastewater-California-Statewide-2022-2025.csv - Main dataset (161 weekly data points)
- COVID-Wastewater-SF-Bay-Area-2023-2025.md - Detailed metadata and research documentation
- README.md - This file
- UPDATES.md - Change log for data updates
Data Source Research
How This Source Was Identified
I conducted comprehensive parallel research using multiple search strategies:
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Research Process:
- Identified wastewater surveillance as the gold standard for population-level COVID monitoring
- Searched for authoritative government and academic sources
- Evaluated California Department of Public Health (CDPH), CDC NWSS, and WastewaterSCAN
- Verified data accessibility, update frequency, and format quality
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Primary Source Selected: California Department of Public Health (CDPH)
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Alternative Sources Evaluated:
- CDC NWSS: https://data.cdc.gov/nwss/ (More granular but complex)
- WastewaterSCAN: https://data.wastewaterscan.org/ (Scaled back mid-2024)
Why This Source Is Reputable
Authority & Credibility
-
Official Government Source
- Published by California Department of Public Health
- Part of California's official public health surveillance infrastructure
- Data used by state decision-makers for policy and resource allocation
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Scientific Rigor
- Uses validated qPCR and ddPCR detection methods
- Data collected from 12+ wastewater treatment plants across Bay Area
- Flow-adjusted and PMMoV-normalized for accuracy
- Peer-reviewed methodology
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Transparency
- Public domain data (U.S. government)
- Direct CSV download available
- Clear data dictionary and methodology documentation
- Weekly updates every Friday
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Reliability Indicators
- Temporal Consistency: Uninterrupted weekly updates since 2022
- Geographic Coverage: Bay Area counties (SF, Alameda, Santa Clara, Contra Costa, Marin, San Mateo)
- Multiple Sites: Redundant sampling across 12+ treatment plants
- Validation: Cross-referenced with CDC NWSS and clinical data trends
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Leading Indicator Status
- Wastewater shows trends 4-7 days before clinical testing
- Captures all cases: symptomatic, asymptomatic, unreported
- Population-level surveillance (not subject to testing bias)
Dataset Specifications
Coverage
- Geographic: California Statewide (includes all Bay Area counties)
- Temporal: July 2022 - August 2025 (ongoing)
- Frequency: Weekly updates (data released Fridays)
Metrics
- Primary Measurement: SARS-CoV-2 viral gene copies per milliliter
- Format: Log10 transformed concentration values
- Units: log10(copies/mL)
Data Quality
- Completeness: 161/161 weeks (100% coverage)
- Reliability: High (government source, multiple sampling sites)
- Timeliness: Weekly updates maintained consistently
- Accessibility: Direct CSV download, no authentication required
Geographic Context
Bay Area Counties Monitored
- San Francisco
- Alameda (EBMUD)
- Santa Clara
- Contra Costa
- Marin (6 sites)
- San Mateo
Major Treatment Plants
- East Bay Municipal Utility District (EBMUD)
- Central Marin Sanitation Agency
- Novato Sanitary District
- Plus 9+ additional sites
Use Cases
This dataset supports:
- Public Health Analysis: Monitoring disease trends and outbreak detection
- Policy Research: Evidence-based decision-making for health interventions
- Trend Analysis: Understanding seasonal patterns and variant emergence
- Academic Research: Population-level epidemiology studies
- Substrate Integration: Supporting Claims, Arguments, and Solutions with ground-truth data
Data Interpretation Notes
- Log Scale: Values are log10 transformed - each unit increase = 10x viral load
- Relative Trends: Focus on directional changes, not absolute values
- Seasonal Context: Winter peaks typically higher due to indoor transmission
- Leading Indicator: Wastewater rises 4-7 days before case counts
- Population-Level: Represents community spread, not individual cases
Current Status (as of 2025-10-07)
- Latest Reading: 5.60 log10 copies/mL (Week ending 2025-08-02)
- Trend: Elevated and increasing from spring lows
- Context: HIGH wastewater activity across California
- Historical Peak: 18.97 log10 (Week ending 2022-07-09)
- Recent Low: 1.60 log10 (Week ending 2025-03-15)
Maintenance
See UPDATES.md for detailed change log of data refreshes and updates.
Last Updated: 2025-10-07 Maintained By: Substrate Data Curation Update Frequency: Check weekly for new data (Fridays)