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HOUSE PRICE PER SQFT PREDICTION
MSE MODEL SELECTION
  1. KNN - Optimized K: 469,699 (Best)
  2. Decision Tree - Optimized Prune: 530,463
  3. Linear Lasso Regression - Optimized Lambda: 564,240
ZIPCODE CLUSTERS IDENTIFICATION
PAIRWISE SIMILARITIES
E.g. Red Group of Zipcodes
  • old properties in highly populated areas
  • also exists in high income inequality areas
  • also exists in high unemployment rate areas
  • ...
GENERAL SIMILARITIES
E.g. Cut graph at red line = 4 clusters
  • 11203, 11434, 10453
  • 11367, 10470, 11366, 10458, 10459
  • ...
  • ...
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