Exercise

Imbalanced class distribution

The dataset transfers contains credit transfers and some of them were recorded as fraud. The column fraud_flag indicates whether the transaction is fraudulent (fraud_flag = 1) or not (fraud_flag = 0).

Since fraud is typically very rare, it is important to take the large imbalance between the number of fraudulent cases and regular cases into account. Let's check the fraction of legitimate and fraudulent cases and visualize the imbalance with a pie chart.

The dataset transfers is loaded in your workspace. The visualization part has been defined for you, as data visualization in general is out of the scope of this course.

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Print the first 6 rows of the transfers to familiarize yourself with the data.