
Santhana Lakshmi
Flexilearn Freedom Coach
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Goal: Clean messy retail sales data, remove errors, and create insightful charts to help management understand trends.
🛠️ Tools Used: Python, Pandas, NumPy, Matplotlib, Seaborn
“Simple explanations and practical exercises helped me understand Pandas easily. I can now clean data confidently.”
— Aishwarya S.
“The visualizations module was my favorite. I finally understood how to use Matplotlib and Seaborn to present insights.”
— Rahul M.
“Very beginner-friendly course. The mini project helped me apply everything in a practical way.”
— Keerthana R.
Quick-reference guide for data cleaning & transformation.
Ready examples for Matplotlib & Seaborn charts.
Reusable scripts for handling nulls, duplicates & formatting.
10+ datasets for data cleaning, merging & analysis practice.
Ask doubts, share insights & get peer support.
After completing the course and projects, you will receive a professionally designed certificate that you can add to your Resume, LinkedIn, Portfolio, and Job Applications.

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