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CONTEXT
You are tasked with identifying patterns within a dataset using clustering algorithms. Your goal is to group similar data points and uncover underlying structures.
OBJECTIVE
To analyze the data and extract meaningful insights through pattern detection and clustering techniques.
FORMAT
Please provide your analysis along with visual representations, if applicable, and interpret the results.
EXAMPLES
For example, if analyzing customer purchase data, identify distinct segments of customers based on purchasing behavior and visualize these trends.
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