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Dublin Rent Estimator

This model can be used to estimate the monthly rent price of a property in Dublin City, Ireland.

Rent prices map of Dublin

Data

The model is trained on data from Daft.ie rent listings (only Dublin City).

Training

The model is trained using XGBoost. The training data is split into 70% training and 30% testing data.

Features

Feature Description Importance
bathrooms Number of bathrooms 0.3836672
bedrooms Number of bedrooms 0.32343665
is_apartment Is the property an apartment? 0.15256576
longitude Longitude of the property 0.07208117
latitude Latitude of the property 0.04114705
ber Building Energy Rating of the property 0.02710224

Score

The model can predict the rent price of a property with a mean absolute error of €324.70. The mean absolute error is calculated on the testing data.

Mispriced properties

Predicted rent vs actual rent

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