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airbnb's Introduction

AirBnb

Motivation

  • How does location affect the price of Airbnb’s in Bristol?
  • How does an Airbnb’s price in Bristol compare to other parts of the UK (Manchester)? (price)
  • Can I predict the average price of AirBnb for Manchester?

Files

airbnb.ipynb - Data analysis work script


Usage

Include .csv files within a DATA/ folder. See below to source the data.

Libraries used:

matplotlib 3.5.2

numpy 1.23.1

pandas 1.4.3

session_info 1.0.0

sklearn 1.1.1


Dependencies

IPython 8.4.0

jupyter_client 7.3.4

jupyter_core 4.11.1

jupyterlab 3.4.4

notebook 6.4.12


Python 3.10.2


Data

The data I used is found at: Inside Airbnb: Get the Data

This data is licensed under a Creative Commons Attribution 4.0 International License.


Medium blog

Write up: https://medium.com/@j.turnbull1/north-of-england-airbnb-prices-higher-a-fairbnb-assessment-cfcf2d4818b3

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