Housing price models

Data

• novemberdata.json: the raw data scraped from HepsiEmlak. includes around 25.000 apartment listings in İstanbul.
• cleaned_data_model: the data after the application of data_cleaning file.

Cleaning and Correlations

• emlak-data-cleaning: switching to numerical values, getting rid of outliers
• emlak-correlations: visualizations of relationships between features

Models

• emlak-linear: a linear regression model built with scikit-learn (K-fold cross-validation + MAE, NAE + price prediction example)
• emlak-polynomial: a polynomial regression model built with scikit-learn (K-fold cross-validation + MAE, NAE + price prediction example)
• emlak-randomforest: a random forest model built with scikit-learn (K-fold cross-validation + MAE, NAE + price prediction example)