Academic project built to predict traffic conditions for Braga city center, Portugal.
Datasets used can be found at notebooks/data folder.
The main analysis is located at the LSTMFlow notebook. It implements a LSTM model trained on the dataset flow.csv to predict certain traffic features for the main roads of Braga city center. All remaining notebooks are helper to clean and prepare the data for the analysis. It also contains a few csv files with feature engineering for the final dataset version.
$ docker build -t hmatalonga/traffic-flow ./setup$ sh jupyter-server.sh # Runs jupyter at http://localhost:8888