Airbnb is an amazing tool that allows citizens to advertise their houses, apartments, and rooms online for travelers to stay in. In a city like New York City, there is so many tourists, that Airbnbs are very popular. So I wanted to make a webapp using Dash/Plotly to help display some of the neighbourhoods that are the most expensive.
The web app allows the user to specify which neighbourhood they want to look at.
- Brooklyn
- Queens
- Staten Island
- Manhattan
- Bronx
Once they select the neighbourhood, the graphs will slice and show the barplot with the sub-neighbourhoods and the sum of the prices.
We also wanted to look at how the number of reviews impacted the price on the apartment. We can see that the price does have a minimum as shown by the distinct floor on the y axis. But also we can see that as expected there is a high number of reviews on the lower end of the price spectrum.
Some of the things that would need to be worked on is the performance. Currently this app is only deployed on a development server. So the next step would be to set up a production server to be able to deploy it if that was desired.