visualize and analyze the real-estate data in your Jupyter notebook. Complete the following tasks:
- Calculate and plot the housing units per year.
- Calculate and plot the average prices per square foot.
- Compare the average prices by neighborhood.
- Build an interactive neighborhood map.
- Indentify Investment Opportunities