Simulation of air pollution changes in Cracow depending on various urbanistic factors. Project honoured with a distinction award on Warsaw 2018 Data Analysis 24h Marathon.
Data taken from: Air pollution sensors and measurements: https://developer.airly.eu/
Demographic information and Cracow: http://www.datawise.pl/ http://api.locit.pl/docs/
Elevation: - Open Elevation API https://open-elevation.com/
Technology used: Python (numpy, pandas, matplotlib, seaborn, scikit-learn, xgboost), Jupyter Notebooks, PostgreSQL
Sensors locations with grid
Sensors measurements
Feature importance
Simulation results
Simulation conclusions
