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MISSING VALUES TREATMENT
  • Missing values in dataset
  • Multiple Imputation: Statistical technique for predicting incomplete values and completing dataset
  • Assumption: Data missing at random
FURTHER DATA PREPARATION
  • Removed likely to be correlated predictors
  • Remove size, correlated with house type
  • Normalized house price by size
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