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Predict prices and/or availability of airbnbs in Amsterdam with OLS and XGBoost

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George-Nyamao/Inside_Airbnb

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Inside Airbnb

This project aims to predict prices and/or availability of Airbnbs in the city of Amsterdam using OLS and XGBoost.

The dataset is sourced from http://insideairbnb.com/get-the-data.html.

The datasets in the site are updated regularly but the one used in this project is from early 2020.

Some of the data used contains:

  • Detailed Listings data for Amsterdam
  • Detailed Calendar Data for listings in Amsterdam
  • Detailed Review Data for listings in Amsterdam
  • Neighbourhood list for geo filter
  • GeoJSON file of neighbourhoods of the city

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Predict prices and/or availability of airbnbs in Amsterdam with OLS and XGBoost

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