donger-cde / beijing-air-quality-prediction

Predict concentration levels of several pollutants over the coming 24*2 hours (two days) for 35 stations in Beijing, China.

Beijing-Air-Quality-Prediction

Task Description

Predict concentration levels of several pollutants over the coming 24*2 hours (two days) for 35 stations in Beijing, China.
Use air quality data and meteorological(weather) data from January 2017 to April 30 (including), 2018 to predict the pollution level of PM2.5, PM10, O3 between May 1 to May 2, 2018 (once an hour, 48 times for one station in total).

File Description

1. Air Quality Data (on hourly basis)

The Air Quality Data file contains the concentration of PM2.5 (ug/m3), PM10 (ug/m3), NO2 (ug/m3), CO (mg/m3), O3 (ug/m3) and SO2 (ug/m3) from Beijing. Need to predict the concentration of PM2.5, PM10 and O3.

Related Files:

1. airQuality_201701-201801.csv From January 2017 to January 2018
2. airQuality_201802-201803.csv From February 2018 to March 2018
3. airQuality_201804.csv April 2018
4. Beijing_AirQuality_Stations_en.xlsx Location of air quality station in Beijing

2. Weather Data (on hourly basis)

The Weather Data contains 2 types of data: Observed Weather Data and Grid Weather Data. We provide 651 points of grid weather data in Beijing and observed weather data from 18 weather stations in Beijing.

Related Files:

5. observedWeather_201701-201801.csv From January 2017 to January 2018
6. observedWeather_201802-201803.csv From February 2018 to March 2018
7. observedWeather_201804.csv April 2018
8. observedWeather_20180501-20180502.csv From May 1, 2018 to May 2, 2018(for prediction)
9. gridWeather_201701-201803.csv From January 2017 to March 2018
10. gridWeather_201804.csv April 2018
11. gridWeather_20180501-20180502.csv From May 1, 2018 to May 2, 2018(for prediction) 12) Beijing_grid_weather_station.csv Location of grid weather station in Beijing
12. weatherData_detail.docx Detailed information about weather data