Examples for Automated Dataset Profiler

Demonstrates demo mode generating synthetic retail/e-commerce data with realistic quality issues (negative ages, missing values). Shows full profiling capabilities without requiring any external file.

Profiles inline CSV data pasted directly in the prompt. Demonstrates detection of data quality issues including missing values (NA strings), negative employee counts, and type inconsistencies in a small business dataset.

Demonstrates requesting a profile with specific analytical focus. Generates demo data and provides detailed outlier detection (IQR and Z-score methods) and full correlation matrix with interpretation of relationships.