In this assignment use customer_data.csv, you will conduct data mining analysis on customer data which have basic data l

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In this assignment use customer_data.csv,
you will conduct data mining analysis on customer data which have
basic data like age, gender, annual income in k$ and spending
score. The goal of this assignment is to identify customer cluster
'segments' using K-Means Clustering in order to gain insight which
customers segments should the company target for marketing.
1. Join the X_pca and cust_km_output into one data
frame X_pca_df and name the predicted column as
'cluster'
2. Run the pair plot on X_pca_df, color the data points by their
clusters and interpret the plot.
3.Join the X_pca_df with the original data
frame customers_df and plot a scatter plot of
Income vs Spending and color the data points by their clusters.
Discuss the plot results.
4.Create a summary table (sample below) and fill the value with
the median value for each group.
Hint: Use groupby function.
Using Python please.
You can use ANY datatset. Does not matter.