Measuring the impact of cultural infrastructure on Airbnb listings in London
1
Abstract
2
Introduction
3
Load Data
3.1
Load packages
3.2
Download data
3.3
Join the data
3.4
Clean variables before analysis
4
Exploratory Data Analysis
4.1
Airbnb EDA
4.1.1
Airbnb freqency distributions
4.1.2
Airbnb log freqency distributions
4.1.3
Airbnb Inner vs Outer London
4.2
Cultural infrastructure EDA
4.2.1
Cultural infrastructure frequency distributions
4.2.2
Cultural infrastructure log distibutions
4.2.3
All variables
5
Maps
5.1
Culture dot map
5.2
Culture frequency density map
5.3
Culture rating density map
5.4
Airbnb freq density map - Supply & Demand
6
Regression
6.1
Gloabl Regression Models
6.2
Spatial lag regression model
6.3
Geographically Weighted Regression Models (GWR)
References
Published with bookdown
Measuring the impact of cultural infrastructure on Airbnb listings in London
References