Project Details:

In this project, I've analyzed the interplay between interest rates and HDB resale prices in Singapore. Utilizing SQL queries, I extracted relevant data from databases, focusing on high-value transactions in 2023. Leveraging Python and geopandas, I processed and visualized this data on a map, revealing spatial trends in median resale prices and their fluctuations between 2022 and 2023. By integrating financial data with geographical insights, this project provides valuable insights into the dynamics of Singapore's real estate market, aiding in informed decision-making and deeper understanding of economic influences on property values.