The names and personalities below are fictional.

Ms. Erin Robinson - The Client of Nova Piscibus Consulting GmbH - is a socially responsible investor in the real estate. She wishes to improve living conditions in King County (WA, USA) by investing into the development of poor neighborhoods. Our goal at Nova Piscibus is to determing the factors that affect potential returns and are aligned with the Client's.

The dataset consists of Price of Houses in King County, Washington from sales between May 2014 and May 2015 and was provided by @neuefische. Along with the house sale history, it provides the information on 18 house features, such as house area, lot area, location, etc. (see full description inside the main document).

• Data cleaning
• Analysis

❗️The notebooks will not run without the file data/houses.csv. The dataset used here can be reconstructed from the the house_data and house_sales datasets on Kaggle - with a little bit of effort and no guarantee of reproducibility.

Nothing affects the price more than

• the proximity to Seattle downtown
• the living area in the house.

Based on extensive data exploration, I suggest the following three objects:

• Install the virtual environment and the required packages by following commands:

  pyenv local 3.11.3
  python -m venv .venv
  source .venv/bin/activate
  pip install --upgrade pip
  pip install -r requirements.txt

• Install the virtual environment and the required packages by following commands.

  For PowerShell CLI :

  pyenv local 3.11.3
  python -m venv .venv
  .venv\Scripts\Activate.ps1
  pip install --upgrade pip
  pip install -r requirements.txt

  For Git-Bash CLI :

  pyenv local 3.11.3
  python -m venv .venv
  source .venv/Scripts/activate
  pip install --upgrade pip
  pip install -r requirements.txt