Data Analytics and Mining: Project Group Communities and Crime

This project was conducted during the Data Analytics and Mining / Prospeção e Análise de Dados class in the summer semester of 2022 at the Faculty of Science and Tecnology of the Universidade Nova in Lisbon.

Setup

To setup this project, including downloading and preprocessing of the data, run the setup script.

$ python3 setup.py

Dataset

This project uses the "Communities and Crime" dataset which "combines socio-economic data from the '90 Census, law enforcement data from the 1990 Law Enforcement Management and Admin Stats survey, and crime data from the 1995 FBI UCR".

Reproducing analysis

To reproduce our analyses run the corresponding jupyter notebooks in our analyses folder for data_exploration, pca_communities and fuzzy_clustering. To reproduce our linear regression analysis run the crime_data_lin_reg.py file in the analyses folder.