Compare Spatial Regression Models on Airbnb Listings 20190222-1846

The following example is adapted from http://darribas.org/gds_scipy16/ipynb_md/08_spatial_regression.html

For other Airbnb Listing URLs, please see http://insideairbnb.com/get-the-data.html

Anyone with the link

Pay Tool Creator: Roy Hyunjin Han0
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  • Lower mean squared error is better.
  • The magnitude of the coefficient suggests how much influence a feature might have on the price.
OLS Model Mean Squared Error 0.33667861041140706
[-823.11505478] host_listings_count
[-0.00161906] bathrooms
[0.01093423] bedrooms
[0.28467685] beds
[0.09866878] guests_included

LAG Model Mean Squared Error 0.33651252904985834
[-823.11505478] host_listings_count
[-0.00161906] bathrooms
[0.01093423] bedrooms
[0.28467685] beds
[0.09866878] guests_included

OLS Model Mean Squared Error 0.27812922572410775
[-880.80941305] square_feet
[2.58452926e-05] number_of_reviews
[-0.0007263] review_scores_rating

LAG Model Mean Squared Error 23.98914258358615
[-880.80941305] square_feet
[2.58452926e-05] number_of_reviews
[-0.0007263] review_scores_rating
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