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chagerba authored May 30, 2024
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**Tools and Repositories**

* Awesome List: <https://github.com/openaq/awesome-air-quality> 
* OpenAir R package for data analysis and visualization: https://bookdown.org/david_carslaw/openair/
* Open Sustainable Technology’s list of open-source tools in the area of climate change, energy, biodiversity and natural resources. Air quality-specific sources: <https://opensustain.tech/#air-quality> 
* U.S. Environmental Protection Agency's Air Sensor Toolbox: <https://www.epa.gov/air-sensor-toolbox>
* AQICN provides open Air Quality Index data: <https://aqicn.org/map/world> 
* List of satellite data for environmental justice from NASA HAQAST: https://haqast.org/ej/[](https://www.epa.gov/air-sensor-toolbox)
* Open-source daily fine particulate matter (PM2.5) datasets at a 10 km resolution for India from 2005 to 2023 \[non-peer-reviewed]: https://doi.org/10.5281/zenodo.10807119
* OpenAir R package for data analysis and visualization: https://bookdown.org/david_carslaw/openair/
* Downloadble U.S. Oil Refinery Fenceline Monitoring Data through Refinery Air Watch: https://www.refineryairwatch.org/
* Downloadable U.S. Oil Refinery Fenceline Monitoring Data through Refinery Air Watch: https://www.refineryairwatch.org/
* AQICN provides open Air Quality Index data: <https://aqicn.org/map/world> 
* Some private air sensor firms share air quality data with the public. Check the air sensor firm’s website for what is available and their conditions.

**Resources for Developing an Air Sensor Project** 

* U.S. Environmental Protection Agency: [Enhanced Air Sensor Guidebook](https://www.epa.gov/air-sensor-toolbox/how-use-air-sensors-air-sensor-guidebook)
* U.S. Environmental Protection Agency's Air Sensor Toolbox: <https://www.epa.gov/air-sensor-toolbox>
* [](https://www.epa.gov/air-sensor-toolbox)U.S. Environmental Protection Agency: [Enhanced Air Sensor Guidebook](https://www.epa.gov/air-sensor-toolbox/how-use-air-sensors-air-sensor-guidebook)
* Environmental Defense Fund: [Making the invisible visible: A guide for mapping hyperlocal air pollution to drive clean air action](https://www.edf.org/sites/default/files/content/making-the-invisible-visible.pdf)
* South Coast AQMD/Sonoma Technology: [Community in Action: A Comprehensive Guidebook on Air Quality Sensors](http://www.aqmd.gov/docs/default-source/aq-spec/star-grant/community-in-action-guidebook-on-air-quality-sensors-(appendices-only).pdf)
* C40 Cities: [Making the invisible visible: A guide for mapping hyperlocal air pollution to drive clean air action](https://www.c40knowledgehub.org/s/article/Making-the-invisible-visible-A-guide-for-mapping-hyperlocal-air-pollution-to-drive-clean-air-action?language=en_US)
* South Coast AQMD/Sonoma Technology: [Community in Action: A Comprehensive Guidebook on Air Quality Sensors](http://www.aqmd.gov/docs/default-source/aq-spec/star-grant/community-in-action-guidebook-on-air-quality-sensors-(appendices-only).pdf)[](https://www.c40knowledgehub.org/s/article/Making-the-invisible-visible-A-guide-for-mapping-hyperlocal-air-pollution-to-drive-clean-air-action?language=en_US)
* Air Sensor Performance Metrics: <https://www.epa.gov/air-sensor-toolbox/evaluation-emerging-air-sensor-performance>

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