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Data Auditing

Data Auditing

Before training the model, inspect the dataset to understand its structure.

View the First Five Records

credit_card_data.head()

Check Dataset Shape

credit_card_data.shape

View Dataset Information

credit_card_data.info()

Generate Statistical Summary

credit_card_data.describe()

Explanation

These functions help verify:

  • Number of transactions
  • Number of features
  • Data types
  • Statistical summaries
  • Dataset completeness

Understanding the dataset at this stage helps identify any preprocessing requirements