Study on vehicles accidents occurred in UK, 2016

This project is a joint work done with my friend and colleague Carles G.. (Contact him)

About

The motivation of this project has been to study why and how the accidents in the UK occur, taking into account the circumstances, casualties and vehicles involved.

This study was done as an assignment for the subject called Algorithmics for Data Mining (ADM) for Facultat d’Informatica de Barcelona at Universitat Politecnica de Catalunya (FIB - UPC). This subject is from the Master in Innovation and Research in Informatics at said university.

Date

• From: February of 2018
• To: June of 2018

Project structure

This work has been done in four deliveries, its structure being:

1. Preprocessing on the dataset.

   Read the << REPORT >> here.
   See the << CODE >> here.

   We adapted the data so that we could work more easily with it, performing:

   1. Data exploration.
   2. Feature selection (dimensionality reduction) where we
   3. Feature extraction, by computing aggregations and more.
   4. Merging of the files.

2. Hidden Naive Bayes, our own study and implementation of it.

   Read the << REPORT >> here.
   See the << CODE >> here.

3. Data Visualization on the data.

   Read the << REPORT >> here.
   See the << CODE >> here.

4. Presentation with slides to show our work to our classmates and professor.

   Download them here.

Study report

You can find all the reports here.

Code

You can find all the code in this repo.