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etl-dataset's Introduction

Data Processing Pipeline: ETL Exercise

Christian Grech

This repository contains the Python script and datasets used for a coding exercise evaluating my data processing and ETL development skills.

Key Features

  • Reusable Functions: The script is structured with distinct functions for reading, cleaning, validating, and saving data, promoting modularity and potential reuse.
  • Data Cleaning: Implements data type conversions, handling of missing values (forward-filling for stock prices) for two sample datasets:
    • airline_flights.csv
    • big_tech_stock_prices.txt

Datasets

  • airline_flights.csv: A sample dataset containing information about airline flights.
  • big_tech_stock_prices.txt: A sample dataset containing historical stock prices of major tech companies.

How to Run

  1. Prerequisites:
    • Python 3.x
    • pandas library (install with pip install pandas)
  2. Download: Download or clone this repository.
  3. Place Datasets: Place the airline_flights.csv and big_tech_stock_prices.txt files in the same directory as the Python script.
  4. Execute: Run the script from the command line:
    python etl.py  

The result is two files called cleaned_airline_flights.csv and cleaned_big_tech_stock_prices.txt.

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