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Performed Data Wrangling, Data preprocessing, Visualization and Analysis to predict price using Regression pipeline.

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Ashleshk/Data-Science-Zillow-Real-Estate-Market-Analysis

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Data Science Zillow Real Estate Market Analysis

Performed Data Wrangling, Data preprocessing, Visualization and Analysis to predict price using Regression pipeline.

Project Name

Project Objectives

Objectives

Web Scraping - Data Collection

WebScraping

Data Preprocessing

DataPreprocessing DataPreprocessing1

Data Analysis

Most Popular Home Type

MostPopularHomeType

Average Price per Square Feet for each home type

AvgPricePerSQFT

Average Price per 3 Bedroom and 2 Bathroom in the Bay Area

Avg3B2B

Average Price per 3 Bedroom and 2 Bathroom for different home type

Avg3B2B

Average Price per 3 Bedroom and 2 Bathroom for different cities

Avg3B2B Avg3B2B1

Cities with oldest and newest properties

oldnew

Appreciation rate with respect to city

Aratecity

Appreciation rate with respect to home type

Aratehtype

Impact of Crime Rate, School Ratings and Employment Opportunities on housing prices in Bay Area

impact impact1

Trend in housing prices over years in California

trend

Mean housing prices in all states of United States

meanhprice

Pre lockdown housing prices

plock

During lockdown housing prices

dlock

Housing prices comaparison - pre and during lockdown

compare compare1

Regression Pipeline

reg

Correlation Heat Map

corr

Residuals

res

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Performed Data Wrangling, Data preprocessing, Visualization and Analysis to predict price using Regression pipeline.

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