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@@ -41,17 +41,17 @@ For more detials, refer: <code>[Data Analyst Roadmap](https://github.com/mrankit
  
 ## <a href="https://www.kaggle.com/learn/certification/mrankitgupta/pandas">Pandas</a><a href="https://www.kaggle.com/learn/certification/mrankitgupta/pandas" target="_blank" rel="noreferrer"> <img src="https://raw.githubusercontent.com/devicons/devicon/2ae2a900d2f041da66e950e4d48052658d850630/icons/pandas/pandas-original.svg" alt="pandas" width="45" height="30"/> </a> - Python Library for Data Science by Kaggle 
 
-**Before learning [Pandas Course by Kaggle](https://github.com/mrankitgupta/Kaggle-Pandas-Solved-Exercises), begin with learning [Python Programming](https://github.com/mrankitgupta/Python-Lessons)**
+**Prerequisite: [Python Programming](https://github.com/mrankitgupta/Python-Lessons)**
 
 |**Sr.No. 🔢**|**Lessons 📕**| **Reference Links :link:**| **Exercises 👨‍💻**|
 |------|--------------------|---------------------|---------------------|
-|1| Basics, Data Structures - Series, DataFrame, Panel | [Pandas Course - by Kaggle](https://www.kaggle.com/learn/certification/mrankitgupta/pandas) |
-|2| **Summary Functions and Maps, Operations** - Slicing, Merging | [Kaggle Notebooks on Pandas](https://www.kaggle.com/mrankitgupta/code) |
-|3| **Operations** - Joining, Concatenation | [GitHub Repo on Pandas](https://github.com/mrankitgupta/Kaggle-Pandas-Solved-Exercises) |
-|4| Changing Index & Column Header, Data Munging | [JavaTpoint](https://www.javatpoint.com/python-pandas)|
-|5| Grouping & Sorting, Data Types & Missing Values | [YouTube](https://www.youtube.com/watch?v=WGJJIrtnfpk&t=30498s)|
-|6| Renaming and Combining | [TutorialsPoint](https://www.tutorialspoint.com/python_pandas/index.htm)|
-|7| Pandas-Matplotlib | :white_check_mark:|
+|1| Basics, Data Structures - Series, DataFrame, Panel | [Pandas Course - by Kaggle](https://www.kaggle.com/learn/certification/mrankitgupta/pandas) | [Exercise 1](https://www.kaggle.com/code/mrankitgupta/pandas-1-exercise-creating-reading-and-writing/notebook) |
+|2| **Summary Functions and Maps, Operations** - Slicing, Merging | [Kaggle Notebooks on Pandas](https://www.kaggle.com/mrankitgupta/code) | [Exercise 2](https://www.kaggle.com/code/mrankitgupta/pandas-2exercise-indexing-selecting-assigning) |
+|3| **Operations** - Joining, Concatenation | [GitHub Repo on Pandas](https://github.com/mrankitgupta/Kaggle-Pandas-Solved-Exercises) | [Exercise 3](https://www.kaggle.com/code/mrankitgupta/pandas-3-exercise-summary-functions-and-maps) |
+|4| Changing Index & Column Header, Data Munging | [JavaTpoint](https://www.javatpoint.com/python-pandas)| [Exercise 4](https://www.kaggle.com/code/mrankitgupta/pandas-4-exercise-grouping-and-sorting) |
+|5| Grouping & Sorting, Data Types & Missing Values | [YouTube](https://www.youtube.com/watch?v=WGJJIrtnfpk&t=30498s)| [Exercise 5](https://www.kaggle.com/code/mrankitgupta/pandas-5-exercise-data-types-and-missing-values) |
+|6| Renaming and Combining | [TutorialsPoint](https://www.tutorialspoint.com/python_pandas/index.htm)| [Exercise 6](https://www.kaggle.com/code/mrankitgupta/pandas-6-exercise-renaming-and-combining) |
+|7| Pandas-Matplotlib | :white_check_mark:| |
 
 ### Projects in Python