The reduction in entropy or Gini impurity after a split. $$ \text{Information Gain} = \text{Entropy}_{\text{before}} - \sum_{j=1}^{m} \frac{|S_j|}{|S|} \text{Entropy}_{\text{after}} $$ where $S_j$ is the subset of data after the split.
Imbalanced Data