A user can define a filter to applied be to one or more datasets. The filter includes a specification of a field to filter. Upon applying the filter to a dataset, if the specified field cannot be found in the dataset, a field in the dataset is selected as a default field to filter. Selecting what field in the dataset should be the default field is based on evaluating a set of rules. The default field is then filtered according to the filter criteria.