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Ames, Iowa Housing Dataset
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Data_Cleansing.R
Part2 cleaning.R
README.md

README.md

Ames Housing Dataset Analysis

This project looked at the Ames Dataset from Ames, Iowa available from Kaggle at https://www.kaggle.com/c/ames-housing-data/data

Full analysis of this project was completed as a group for the MScA program at The University of Chicago. My contribution is being presented here.

The first piece I focused on was the cleansing of the dataset: removing or imputing missing values, creating meta features to reduce dimensionality and colliniarity, creating dummy variables (or one hot encoding) and rescaling the data for analysis.

The second piece I focused on was building a Decision Tree Model for classification/prediction and also a XGBoost Tree Model.

Slides related to my model performance are included in the repo.

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