Visualization & Data Analysis
- Our Work
- Programs
- Indoor Air Quality
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- CARB's Statewide Greenhouse Gas Monitoring Network
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- FARMER Program
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- Zero-Emission Forklifts Summary Fact Sheet
- Zero-Emission Powertrain Certification
- AB 32 COI Fee Regulation
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- Innovative Technology Regulation
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- Inspection and Maintenance Program
- AB 2588 Air Toxics "Hot Spots"
- AB 32 Climate Change Scoping Plan
- AB 617 Budget
- ATCM to Limit Vehicle Idling
- Abrasive Blasting Program
- Access Clean California
- Accessible Clean Transportation Options SB 350
- Adult Education & Vocational School Zero-Emission Vehicle Technology Training Project
- Advanced Clean Cars Program
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- Aftermarket, Performance, and Add-on Parts
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- Ambient Air Monitoring - Regulatory
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- California State Implementation Plans
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- Coatings
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- Distributed Generation
- Drayage Trucks at Seaports & Railyards
- Driving Clean Assistance Program
- Electricity Transmission and Distribution GHG Emissions
- Enforcement Division Employment
- Enforcement Policy & Reports
- Enhanced Fleet Modernization Program (EFMP)
- Environmental Tobacco Smoke
- Equipment and Process Precertification Program (Stationary Sources Only)
- F-gas Reduction Incentive Program
- Federal Clean Air Act- Title V Operating Permits
- Fleet Rule for Public Agencies and Utilities
- Fuels Enforcment Program
- Fuels Multimedia Evaluation
- Fuels Program
- Gasoline
- Greenhouse Gas Standards for Medium- and Heavy-Duty Engines and Vehicles
- HD Hybrid Electric Vehicle Certification Procedures
- HVIP Public School Bus Set-Aside
- Haagen-Smit Clean Air Awards
- Heavy-Duty Diesel Inspection & Periodic Smoke Inspection Program
- Heavy-Duty Greenhouse Gas Certification Program
- Heavy-Duty Low NOx
- Idle Reduction Technologies
- In-Use Off-Road Diesel-Fueled Fleets Regulation
- In-Use Off-Road Mobile Agricultural Equipment
- Incident Air Monitoring
- Independent Contractor Program
- Indoor Air Cleaner Enforcement
- Innovative Clean Transit
- Innovative Small e-Fleet Pilot Program
- Introduction to Community Air Quality
- Landfill Methane Regulation
- Landfills: CA State Plan
- Large Spark-Ignition (LSI) Engine Fleet Requirements Regulation
- Local Actions for Climate Change
- Low Carbon Fuel Standard
- MSEI
- Medium- and Heavy-Duty Fleet Zero-Emission Vehicle Purchasing Support
- Meetings & Workshops
- Methane Research Projects
- Natural Gas Transmission and Distribution
- Natural and Working Lands
- Net-Zero Emissions Strategy for the Cement Sector
- New Source Review Permitting Programs
- OBD - On-Board Diagnostic Program
- Ocean-Going Vessels At Berth Regulation
- Off-Highway Recreational Vehicles
- Off-Road Compression-Ignition Certification Program
- Oil and Natural Gas Production, Processing, and Storage
- On-Road Heavy-Duty Certification Program
- On-Road Motorcycles
- Optional Reduced NOx Standards
- Outboard Marine Tanks
- Outdoor Residential Waste Burning
- Overpressure
- Phase Out of Perchloroethlyene from the Dry Cleaning Process
- Phased Advanced Clean Equipment (PACE) Regulation
- Planning and Capacity Building
- Portable Equipment Registration Program (PERP)
- Portable Fuel Containers - Gas Cans
- Pre-Approved Aero Devices
- Prescribed Burning
- Protect California Air Act of 2003 - Senate Bill 288
- Public Safety Power Shutoff (PSPS) Events
- Public Safety Power Shutoff (PSPS) Events
- Quality Assurance
- Reducing Rail Emissions in California
- Refrigerant Management Program
- Renewables Portfolio Standard
- Residential Woodsmoke Reduction
- Rural School Bus Pilot Project
- SB 1075 Report: Hydrogen Development, Deployment, and Use
- SB 350 Electricity Sector Greenhouse Gas Planning Targets
- San Diego Program Review
- San Joaquin Valley Emission Reduction Credit Program Review
- School Buses
- Semiconductor
- Short-Lived Climate Pollutants
- Small Off-Road Engines (SORE)
- Solid Waste Collection Vehicle Regulation
- Spark-Ignition Marine Watercraft
- State and Federal Area Designations
- Stationary Fuel Cell Net Energy Metering
- Stationary
- Study of Neighborhood Air near Petroleum Sources
- Supplemental Environmental Projects (SEPs)
- Sustainable Communities Program
- Sustainable Freight Transport
- Sustainable Transportation Equity Project (STEP)
- TTGHG Regulation
- Targeted Enforcement Administrative Modifications (TEAMs) Rulemaking
- Technology Clearinghouse
- Tier 5
- Tractor-Trailer Greenhouse Gas (TTGHG) Aero Device Approval Program
- Transport Refrigeration Unit
- Truck & Bus Regulation
- Truck Loan Assistance Program
- Truck and Bus Surveillance Program
- TruckStop Resources
- Variance Oversight Program
- Volkswagen ZEV Investment Commitment
- Wildfire Smoke Clean Air Center Grant
- Wildfires
- ZEV Fleet Rules
- Zero-Emission Aircraft Ground Operations
- Zero-Emission Airport Ground Support Equipment
- Zero-Emission Airport Shuttle
- Zero-Emission Landscaping Equipment
- Zero-Emission Truck Loan Pilot Project
- Expedited BARCT Schedules
- Methane Hotspots (AB 1496)
- Soil Emissions from California Lands
- Strategy Development
- Criteria Pollutant and Toxics Emissions Reporting
- Research Collaborations
- Technical Assistance
- CA Phase 2 GHG Trailer Certification
- Community Air Grants
- Greenhouse Gas Inventory
- Community Air Protection Program
- SB 1206
- Small Containers of Automotive Refrigerant
- Low Carbon Transportation Incentives and Air Quality Improvement Program
- Volkswagen Environmental Mitigation Trust for California
- Lower-Emission School Bus Program
- Topics
- Programs
Contact
Air quality monitoring organizations have different data interpretation and visualization requirements. We provide here links and resources helpful for data analysis and visualization of community monitoring data.
Data Visualization
This collection of resources can assist organizations in rendering community air monitoring data.
Resource | Provider | Description |
---|---|---|
Air Watch Bay Area | airwatchbayarea.org | This is a community monitoring data display website, allowing community members to report air quality events and correlate them geographically with community air monitoring data. |
R.E.T.I.G.O. Real Time Geospatial Viewer | US EPA | This is a free, web based utility for exploring both mobile and stationary data on a map.
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PurpleAir | PurpleAir Air Quality Sensor Manufacturer | This is a commercial provider of community particulate air monitors, namely the PAII. The PAII was evaluated by the South Coast Air Quality Management District, Air Quality Sensor Performance Evaluation Center program. Data aggregated by these air monitors will (by default) be mapped in real time here. |
World Air Quality Index Project | World Air Quality Index Project | Un-validated Data from over 8000 air monitoring organizations around the world are published in real time and mapped on this site. At the time of writing, contributing data to this source is done by operating a GAIA Air Quality Monitoring Station which can be acquired from the same site. It is also available in the Chrome Web Store. |
Data Analysis Resources
This collection of resources can assist organizations in analyzing community air monitoring data.
Resource | Provider | Description |
---|---|---|
OpenAir | NERC | An R package for air quality data analysis. This package provides:
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Wind Rose and Pollution Rose Diagrams | CARB | Creates wind rose and pollution rose plots using pollutant, wind speed/direction data. |
Air Pollution: Analysis on Air Quality Index | Kaggle | Kaggle is a leader in community based data analytics. Kaggle provides online python "workbooks" which are essentially web-based python installations that allow the user to analyze data using the NumPy libraries This article is a nice primer on air quality data analysis using NumPy. |
Air Toxics Data Analysis Workbook | US EPA | This presentation serves as a primer for conducting an analysis of air toxics data. |
Air Pollution | ourworldindata.org | This is an overview of ambient air pollution from a global perspective, with references to health effects and historical averages for context. Hannah Ritchie and Max Roser (2018) - "Air Pollution". |