Answer
The predicted selling price for the houses with the first zip code is $93674.
Work Step by Step
The predicted selling price is calculated as
\[\begin{align}
& \text{Price}\left( \text{ }\!\text{\$1000s}\right)\text{}=\text{}-62.406194\text{}+\text{}1046.15\text{Acres}+\text{}-36.170999\text{Bedrooms}\\&+\text{}24.389959\text{Bathrooms}+\text{}0.056220937\text{sq}\text{.ft}.\text{}+\text{}\\&-1.2035753\text{Age}\left(\text{yr}\right)\text{}+\text{}7.0631381\text{rooms}\\&=-62.406194+1046.15\times0.18+-36.170999\times3+\\&24.359959\times1+0.056220937\times1176+-1.2035753\times47\\&\text{+7}\text{.0631381}\times6\\&=93.674\end{align}\]
The previous model, that is, without zip codes, is better than the model with zip codes as the predicted selling price with zip code is less than that of without zip code.
