Impute: Impute missing values for `CouncilArea`

dhjnam / melbourne-housing-prices

Predict Housing Prices in Melbourne Area

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Impute: Impute missing values for `CouncilArea` #1

Closed dhjnam closed 11 months ago

dhjnam commented 11 months ago

Impute missing values for CouncilArea

Reasonable predictors:

Postcode
Longitude
Latitude
Regionname
Distance

dhjnam commented 11 months ago

As anticipated CouncilArea could be accurately predicted with a RandomForestClassifier on the features

Postcode
Longitude
Latitude

A cross validation with n_splits=5 showed pretty good results

{'fit_time': array([0.77447391, 0.76894999, 0.78539109, 0.76905799, 0.71593809]),
 'score_time': array([0.03256011, 0.03353119, 0.03397179, 0.03528571, 0.03846192]),
 'test_score': array([0.98690135, 0.97461097, 0.98648649, 0.98484848, 0.98321048])}

We did not use any Imputer here