Inspiration
We had an injury happen right at the beginning of the hackathon, and thought to create an aesthetic and user-friendly dashboard to help improve wellness for all. We wanted to ensure that our dashboard does not exclude any demographic as well as being positive and uplifting.
What it does
A healthy body healthy mind dashboard that integrates data from various sources like calendars and smart health devices to determine injury risk and stress levels by leveraging machine learning to promote holistic health in athletes and fitness enthusiasts and the everyday individual.
How we built it
We exported data from our smart devices to get health and calendar information. Then inputed that into a machine learning algorithm that gave us information like stress levels and injury likelihood. We also took that data and the outputs of the algorithm and put them into Tableau, to create an interactive dashboard for a smart phone.
Challenges we ran into
The data from the health app was very messy, so we had to create a function to clean the data into a format that would be more readable for both Tableau and our ML model. One of our team members sprained an ankle at the start of the hackathon, so she is now bed ridden. One of our other team members had an unanticipated familial obligation.
Accomplishments that we're proud of
We were able to successfully create our model and build an interactive dashboard that was both functional, visually pleasing, and user-friendly.
What we learned
We learned some new Tableau functionality. We also learned some data pre-processing techniques such as parsing a tree object, converting data types, and more. We learned how to live our own data to a visualization tool.
What's next for Wellness Warrior
We would hope to find a way to directly connect to the smart device's health data, instead of a export. Also, could be financially beneficial for the success of the product to partner with other mindfulness companies like headspace for a spot on our dashboard.
Log in or sign up for Devpost to join the conversation.