Boston Neighborhoods

AirBnB Neighborhoods Overview Udacity Data Scientist Nanodegree Project.

Installation

This code runs with Python version 3. Libraries needed for running the code are:

1. scikit Learn
2. collections
3. pandas
4. matplotlib
5. seaborn

You will also need to download Airbnb's boston listing dataset and put in specific folders. You can find the data to download from the link below.

https://www.kaggle.com/airbnb/boston

Project Motivation

The reason for analyzing this dataset was to answer the following questions:

1. Which neighborhoods in the city of Boston have the highest number of listings in the city of Boston?
2. Which neighborhoods are rated the highest for their location in the city of Boston?
3. Which vibe qualities are positively negatively correlated with higher review scores location?

File Description

airbnb_review_analysis.ipynb: Notebook containing the data analysis.

listings_boston.csv: Dataset with the Airbnb listings in the city of Boston

Results

Please find the main results in the following Medium post:

https://bit.ly/3iFEaOK

Licensing, Authors, Acknowledgements

Must give credit to Airbnb for the data.