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