Adult Income Dataset

Tabular data is widespread throughout a wide array of real-world applications, spanning medical diagnosis, housing price prediction, loan approval, and robotics. Many of the most sensitive forms of tabular data in real-world applications involve an element of fairness considerations where these tables, either directly or in conjunction, contain a set of protected attributes that partition the dataset into groups where some protected attributes have higher performance than others.