D-DS-FN-23 Exam Dumps | You are assigned the task of creating customer profiles for your company. In your database, you have

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Question 14/141

You are assigned the task of creating customer profiles for your company. In your database, you have
25 key input variables that come together to define 2,500 customers. You decide to run a K-means cluster analysis on the 25 input variables based on k=4 to build your profiles.
Your analysis resulted in four cluster populations:
Cluster A=1,000 customers
Cluster B=560 customers
Cluster C=925 customers
Cluster D=15 customers
What should be attempted first to more evenly distribute the customer population across clusters?

A. Remove the 15 customers in Cluster D from the population

B. Increase K from 4 to 5

C. Remove some of the input variables from the analysis

D. Reduce K from 4 to 3

Correct Answer: D

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