Data Science Zillow Real Estate Market Analysis Performed Data Wrangling, Data preprocessing, Visualization and Analysis to predict price using Regression pipeline. Project Objectives Web Scraping - Data Collection Data Preprocessing Data Analysis Most Popular Home Type Average Price per Square Feet for each home type Average Price per 3 Bedroom and 2 Bathroom in the Bay Area Average Price per 3 Bedroom and 2 Bathroom for different home type Average Price per 3 Bedroom and 2 Bathroom for different cities Cities with oldest and newest properties Appreciation rate with respect to city Appreciation rate with respect to home type Impact of Crime Rate, School Ratings and Employment Opportunities on housing prices in Bay Area Trend in housing prices over years in California Mean housing prices in all states of United States Pre lockdown housing prices During lockdown housing prices Housing prices comaparison - pre and during lockdown Regression Pipeline Correlation Heat Map Residuals
