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Expat Analytics

This repository can be considered an end-to-end data pipleine covering the areas of

  • Data Retrieval
  • Data Transformation & Modelling
  • Data Analysis & Visualization

The scope & purpose of this project is not commercial, but should be rather considered a fun and learning project. This reflects also in the choice of tooling: the pipeline isn't meant to scale to large data volumes or organizations

Different directories and their purpose

  • loading contains python scripts to retrieve data and - mostly - load it into DuckDB
  • database contains the DuckDB database(s)
  • dbt contains the dbt-project for data transformations
  • app contains the streamlit app acting as the UI for the end user

Potential Features / To Do List:

  • integrate other cost of living beyond rent
  • allow for multi-select in jobs to simulate couple / group
  • let LLM find fitting cities for you

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