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real_estate_investment_with_airbnb's Introduction

Real Estate Investment with Airbnb

This project sets to design a framework for property market analysis in a city with the objective of identifying property that generates rental income in Airbnb marketplace.

Installation Guide

Requirements

Python 3.x and Jupyter notebook or Anaconda for Python 3.x

Python libraries:

  1. Pandas
  2. Re
  3. Matplotlib
  4. Seaborn
  5. Numpy
  6. Scikit Learn

The framework and source code are all included in a Jupyter notebook: airbnb_investment.ipynb

Data files are too big to be uploaded to Github. Please download your choices of city dataset here: http://insideairbnb.com/get-the-data.html

A synopsis of findings:

Some of the output visualizations from running the notebook. The visualizations shall facilitate the user in her real-estate investment decision making, particular when it comes to using the invested property to generate regular income from Airbnb marketplace.

The associated article in my Medium profile discusses the work and results of the analysis: https://medium.com/@jiewwantan/exploring-real-estate-investment-opportunity-in-boston-and-seattle-9d89d0c9bed2

Listing Distribution

boston demand trend

seattle demand trend

average daily price trend

boston corr matrix

seattle corr matrix

boston_neighbourhood_price_count

seattle_neighbourhood_price_count

real_estate_investment_with_airbnb's People

Contributors

jiewwantan avatar

Stargazers

Ryan avatar

Forkers

cerya

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