Download and Prep the Data: $3$ Marks Import the libraries needed $[]$ Start coding or generate with AI$.$ Load data and store in dataframe $[]$ Start coding or generate with AI$.$ Find out what type of variable you are dealing with. This will help you find the right visualization method for that variable. $[]$ Start coding or generate with AI$.$ Data Cleaning Fill the missing value for the continous variables with Mean$($average$)$ for proper data visualization $[]$ Start coding or generate with AI$.$ Visualisation Questions $-2$ X $5=10$ Marks Question $1$ What kind of a correlation exists between "Nationality" and "Overall Score" Use appropriate visuals to demonstrate the same. Clearly mention in markdown cells below the visual $1.$Your observation about the relationship for distribution of overall score in different Nationalities. $2.$The reason for selecting the chart type you did in a markdown cell below $[]$ Start coding or generate with AI$.[]$ Start coding or generate with AI$.[]$ Start coding or generate with AI$.$ Question $2$ What kind of a correlation exists between "Popular Clubs" and "Overall Score" Use appropriate visuals to demonstrate the same. Clearly mention in markdown cells below the visual $1.$Your observation about the relationship for distribution of overall score in different Popular Clubs. $2.$The reason for selecting the chart type you did in a markdown cell below $[]$ Start coding or generate with AI$.[]$ Start coding or generate with AI$.$ Question $3$ Demonstrate the distribution of Ages in some Popular Clubs Use appropriate visuals to demonstrate the same. Clearly mention in markdown cells below the visual $1.$Your observation about the relationship for distribution of overall score in different Age groups. $2.$The reason for selecting the chart type you did in a markdown cell below $[]$ Start coding or generate with AI$.[]$ Start coding or generate with AI$.$ Question $4$ Demonstrate and visualize clubs with highest number of different countries. Clearly mention in markdown cells below the visual $1.$Your observation about the relationship for distribution of overall score in different Age groups. $2.$The reason for selecting the chart type you did in a markdown cell below $[]$ Start coding or generate with AI$.$ Question $5$ Use a single heat map to visualize the relationship between the features. Explain the features considered by you to plot the heatmap. Perform the data preprocessing required. The heatmap should plot the target variable $($overall score$)$ proportional to other variables$($features$)$ considered. The plot should have labels for x axis and y axis. Write down your observations in a markdown cell below the visual $[]$ Summarize your observations $[]************$ END OF ASSIGNMENT $****************[]$