The DataMaster Toolkit is a collection of Python scripts designed to help with various data tasks such as data extraction, cleaning, analysis, export, and transformation using PySpark.
- data_extraction.py: Script to extract data from a CSV file.
- data_cleaning.py: Script to perform basic data cleaning tasks.
- data_analysis.py: Script to perform basic data analysis tasks.
- data_export.py: Script to export data to an Excel file.
- data_transformation.py: Script to perform data transformations using PySpark.
- databricks_example.py: Script to connect and work with a Databricks cluster.
- local_pyspark_example.py: Script to work locally with PySpark.
- Python 3.x
- Pandas library (
pip install pandas) - Matplotlib library (
pip install matplotlib) - PySpark library (
pip install pyspark) - Databricks Connect library (
pip install -U databricks-connect)
Script: data_extraction.py
Description: This script extracts data from a CSV file and loads it into a Pandas DataFrame.
Usage:
python data_extraction.py