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Python Function for Data Cleaning

Generate a Python function to clean and preprocess datasets

The Prompt
Write a Python function that takes a pandas DataFrame as input, removes null values, standardizes column names, and converts categorical variables to numerical using one-hot encoding. Include a docstring explaining the function. Use [DATASET_NAME] as a placeholder for the dataset description.

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When to use this

When you need to automate data cleaning for machine learning pipelines.

Pro tips

  • Specify the exact preprocessing steps you need.
  • Include edge cases like handling missing values.

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