This project implements the experiments of the dissertation entitled "Spatio temporal modeling of air pollution concentrations". A dissertation submitted in partial fulfilment of the degree of MSc. Data Science in the University of Southampton.
The directory structure is as follows:
- exploration: contains EDA scripts
- img: contains the plots to be included in the report
- logs: logs of the executions (mainly from the simulations and long models ran in the Lyceum cluster)
- model: gather all the assessed models grouped by category
- pbs_scripts: PBS scripts to run parallel scripts in the Lyceum cluster
- preprocessing: contains preprocessing scripts
- scraping: scripts created to collect data from several sources
- synthetic: experiments to create synthetic point-referenced air pollution data (incomplete)
- util: helper script gathering common functions used along the experiments