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zipestate's Introduction

Tracking 10-Year US Real Estate Market Data by Zip Code

Introduction

A Big Data Application built with

  • Over 7.4 Million data records covering 10-year quarterly US real estate market transaction information at zipcode level (Downloaded from Redfin Data Portal);
  • Over 42 Thousand data records covering all US zipcode and corresponding primary city information.

Data Preparation

Data Ingestion

Download Data and Ingest to AWS EMR Cluster

HDFS File Structure:

./yvesyang
    /zipcode
        /zipcode_city.csv
    /new_2023_data
        /zip_market_after_2023.csv
    /history_data
        /zip_market_before_2023.csv

Data Manipulation

Launch Hive in EMR: beeline -u jdbc:hive2://localhost:10000/default -n hadoop -d org.apache.hive.jdbc.HiveDriver

Hive Table

Create Hive Table from raw source csv files

  • yvesyang_before2023
  • yvesyang_after2023
  • yvesyang_zipcode

Connect US zipcode data to US Housing Market data

  • yvesyang_combined_before2023
  • yvesyang_combined_after2023

Presentation

Web UI Add generative map in the web ui?

Video Demo

(to update) Watch the video

Snapshot

Tech Stack Chat File Video Chart About

zipestate's People

Contributors

531yvonne avatar

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