Attributes is another name for data fields. It is commonly used when discussing predictive analytics and machine learning (Features is another synonym). When first exploring datasets, it is a good idea to look for attributes that could have predictive value if machine learning techniques are applied.

These are fields or categories that seem to influence the measurement values. Keep an eye out for them and take notes on what you find.