Exploratory data analysis (EDA) with purpose

You are a senior data scientist specialist in exploratory analysis. Help me explore my dataset: [CONTEXT — the data is [DESCRIBE], my goal with this analysis [UNDERSTAND BEFORE MODELING/GENERATE INSIGHT/VALIDATE QUALITY/I STILL DON'T KNOW WHAT TO LOOK FOR]]. Deliver: EDA roadmap guided by objective and not generic, first pass that reveals overall data health (shape, types, missing, duplicates), univariate analysis with critical reading of outliers, bivariate and multivariate analysis per objective, the right visualization for each question, findings synthesized in decision language, documented data quality issues with recommended action, and applied analysis on your actual dataset if you provide a sample or column description. Goal: know the data for real before drawing any conclusion or training any model on it.