Consider a dataset containing a categorical label whose value is either Positive or Negative. In a balanced dataset, the number of Positive and Negative labels is about equal. However, if one label is more common than the other label, then the dataset is imbalanced. The predominant label in an imbalanced dataset is called the majority class; the less common label is called the minority class.