note: using spyder

I want the answer in CODE

The sales department in specific mall distributed a score card for all customers. The customer gets scores based on his/her purchases. The sales department sent you a dataset of their customers to categorized them into groups. Therefore, they can direct advertisements and know the potential customer. As data analyst you will do the following: 1. Download the attached dataset. 2. Use the following algorithms: a. K-means. b. Hierarchical. 3. Use the (Age) and (Score) features. 4. Do the necessary work for data preprocessing. 5. Determine the K value and explain how it was determined. 6. Visualize the K-mean result. 7. Visualize the Hierarchical result. 8. Write your opinion about the results