Interpretation & discovery
Group characterization
Examine statistical properties and distinguishing patterns of analytical groups.
Group-level evidence
Ounias provides group-level information through its Insights panel so users can investigate how labels differ rather than relying only on the group assignments.
Statistics and distinctions
- Within-group dispersion and summary statistics
- Feature differences and contributions
- Effect sizes and significance measures where applicable
- Supporting stability information where available
Interpretation cautions
A statistically distinctive group is not automatically a stable, causal, or scientifically meaningful population.
Interpret findings alongside group size, the source labeling, and the underlying analytical context.