group04

Docker Container Setup

Prerequisites

Docker
Docker Compose

Use the Docker Image

Pull the Docker Image from DockerHub

To pull the latest version of the Docker image from DockerHub, use:

docker pull agam007/group04:latest

Run the Docker Container to start Jupyter Notebook

Next, start a container and map port 8888 for Jupyter Notebook access. The command is:

docker run \
    -it \
    --rm \
    -p 8888:8888 \
    -v .:/home/jovyan \
    agam007/group04:latest \
    start-notebook.sh \
    --NotebookApp.token='' \
    --NotebookApp.password=''

Go to http://localhost:8888/ to access the Jupyter Notebook.

Update the Docker Image on DockerHub

If any changes are made to the environment files or Docker configuration files in this repository, the image on DockerHub will be automatically updated through the Github Actions Workflow.

Use Docker Compose (Recommended)

Another simpler way to launch and manage containers is to use Docker Compose.

To start the services defined in the docker-compose.yml file, use:

docker-compose up

Similar to the above, go to http://localhost:8888/ to access the Jupyter Notebook.

To stop the services, press Ctrl+C in the terminal where docker-compose up is running, or use:

docker-compose down

Project Title

Toronto TTC Bus Delay Report

Description

This project aims to analyze the delay time (in minutes) for various bus routes in Toronto and build a model to predict future delays based on explanatory variables, including:

Day of the week
Month
Type of incident (if any)
Minimum delay time recorded

We build a predictive model using historical bus data in 2024 to determine the likelihood and extent of delays for future bus operations.

UBC-MDS / group04

readme