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Classification model to predict Refinance or Sale of real estate properties with a web app and google maps.

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bharaths222/Property-Refinance-Sale-Predictor-R-Shiny

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Overview

  • Predicting the transaction type (Sale or Refinance) of various properties/houses based on Real Estate Property Sales data of neighborhoods in Seattle.
  • Interactive web application in R and Shiny web framework giving the users ability to change the variables/factors dynamically, point the location on a map, and see the predictions live.
  • Used Logistic Regression and Random Forest methods to implement and tune the predictive models.
  • Libraries required:
    1. randomForest
    2. Caret
    3. dplyr
    4. ggplot2
    5. Shiny

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Classification model to predict Refinance or Sale of real estate properties with a web app and google maps.

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