Pandas & Data, Hard
Ship a real notebook: pandas the way a data analyst actually uses it.
📖 10 ⏱ ~4h 📦 5 ⚡ +1500 XP
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Module 1
→ EDA Framework & Profiling
Learn to frame analytical questions, assess dataset quality, and build a systematic profiling workflow before touching any visualization.
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Module 2
→ Univariate Analysis & Visualization
Master distributions, summaries, and visual encoding for single variables using matplotlib and seaborn.
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Module 3
→ Bivariate & Multivariate Analysis
Explore relationships between variables with scatter plots, pair plots, and correlation matrices.
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Module 4
→ Advanced & Storytelling Visualizations
Move beyond default plots to publication-quality figures and data storytelling that drives action.
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Module 5
→ Students Performance EDA Report
Apply the full EDA pipeline to the Students Performance in Exams dataset and produce a polished final report.