This project is dedicated to proptech companies or real estate investors who want to see the short-term or long-term investment trend in the real estate market in San Francisco. This project incorporates interactive visualizations and geospatial analysis to find help users find properties with potential investment opportunities in San Francisco.

Disclaimers This project serves as an investment guideline only and does not guarantee a risk-free investment. Performance in the past does not guarantee future outcomes.

This project leverages Jupyter notebook and Pandas.

Before running the application, first import the following libraries and dependencies:

import pandas as pd
import hvplot.pandas
from pathlib import Path

Initial code is provided by: UC Berkeley Fintech Bootcamp

Code is modified by: Kevin BaRoss [LinkedIn]

MIT