Automated EDA Tools

Profilers that describe a dataset before you model it.

Profilers are the most immediately useful category here and the easiest to misread. They describe; they do not interpret.

What we assess

Per-column statistics and distribution rendering
Missingness patterns, not just counts
How correlation output is presented, and whether multiple comparisons are acknowledged
Performance on wide and on large datasets
Export and reproducibility