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King Countys Housing Data Project

These data analysis is showing how to fetch data from Pestgres Database, cleaning them and doing some descriptiv analysis on it.

As a result you will find a presentaion which shows recommonadtions for Houses to by for an exemplaric client.

Requirements

  • altair==5.0.1
  • jupyterlab==4.0.1
  • ipywidgets==8.0.6
  • matplotlib==3.7.1
  • pandas==2.0.2
  • jupyterlab-dash==0.1.0a3
  • seaborn==0.12.2
  • python-dotenv==1.0.0
  • psycopg2-binary==2.9.7
  • SQLAlchemy==2.0.15
  • missingno==0.5.2
  • scikit-learn==1.2.2
  • numpy==1.24.3
  • plotly

Scripts

data_fetching.ipynb

In this script the data were fetched and saved as housing.csv

data_overview_cleaned.ipynb

In this script the data were loaded, described, cleaned and analyzed for the exemplaric client.

Slides_Backhaus.pptx

Having the filtered results from the 'data_overview_cleaned.ipynb' script. A prenstation was created to show the results to potential steakholders. External resources like Apple Maps, Google Maps, https://gismaps.kingcounty.gov/iMap/ where used to design the slides.

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