Welcome to the data manipulation Quiz! This quiz is designed to test your basic knowledge of data exploration and visualization. It is not meant to be a comprehensive test of your exploratory data analysis knowledge, but rather a quick way to see how much you know about these concepts. This test covers the basics of the following topics:

• Pandas, Numpy libraries
• Data manipulation in python
• handling Missing values
• data visualization using matplotlib and seaborn