Air Quality Dashboard
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This document discusses air pollution data and an air quality dashboard. It describes various air pollutants like ozone, particulate matter, and gases that are monitored by EPA stations. The data includes location, time, and pollutant concentration values. It is stored in InfluxDB and can be forecast and visualized in Grafana. Challenges include forecasting air quality using Python libraries versus SparkR.
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2开始安排制作鹿特丹伊拉斯姆斯大学毕业证成绩单电子图；
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Healthy Eating Habits:
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Tips for Healthy Eating: Offers practical advice such as incorporating a variety of foods, practicing moderation, staying hydrated, and eating mindfully.
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Physical Benefits: Discusses how exercise aids in weight management, muscle and bone health, cardiovascular health, and flexibility.
Mental Benefits: Explains the psychological advantages, including stress reduction, improved mood, and better sleep.
Tips for Staying Active:
Encourages consistency, variety in exercises, setting realistic goals, and finding enjoyable activities to maintain motivation.
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Integrating Nutrition and Exercise: Suggests meal planning and incorporating physical activity into daily routines.
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Air Quality Dashboard
- 1. CleanAir: Air Quality Dashboard Puspal Hore Insight Data Engineering Fellow
- 2. Air Pollution • Air Pollution is a Health Hazard • Many Types of Pollutants –Ozone –Particulate matter (pm2.5, pm10) –NO2 –SO2 –CO • Sensitive Groups: Children, Elderly, Patients with Lung and Heart Disease etc.
- 3. Data Source: EPA • EPA tracks air quality • Monitoring stations across the country • Hourly, daily data feed available as flat files with delay (only data up to 2015 is available at present)
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- 5. Data • Location Data : State, County, Site • Time Data : Date, Hour, Minute • Value : AQI, individual pollutant concentration
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- 7. Data Pipeline Simulated Air Pollution Data Demo: https://youtu.be/6ILrpyf8zPQ
- 8. Challenges: Forecasting • Poor support in python compared to R • SparkR vs Python / rpy2 • Python / Statsmodels.tsa • Cloudera Spark-TS
- 9. About Me • Electrical Engineer, IIT, India • DBA, Systems Engineer • MD, Rutgers NJMS • Books, Travel, Photography
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