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nf_eda

Neue Fische project EDA

This repo contains an EDA of the Kings County housing prices dataset as well as a model to predict housing prices. The following files are in the repo:

  • house_renovation_analysis.ipynb - a notebook containing the eda
  • savingthemodel.py - a script training the model and saving the model as pickle and its summary as a text file
  • prediction.py - a script predicting housing prices and calculating RMSE
  • counterfactual_prediciton.py - a script that predicts the prices for unrenovated houses, the price if they were renovated and the difference and return the houses that make a manually set minimum profit
  • requirements.txt - python virtual environment requirements
  • datasets - a folder with all datasets
  • model - a folder with the model and its summary

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