o
    ip                     @   s   d Z ddlZ	d	ddZdS )
z+
Common utilities for testing clustering.

    N         皙?c           	   	   C   s|   t j| }t g dg dg dg dgd }t d|f}t|D ]}t j||| d | ||||  f }q$|S )N)   r   r   r   )r   r   r   )r   r   r   r   )r   r   r   r   
   r   )nprandomRandomStatearrayemptyranger_randn)	seed
n_clusters
n_featuresn_samples_per_clusterstdprngmeansXi r   Y/home/ubuntu/veenaModal/venv/lib/python3.10/site-packages/sklearn/cluster/tests/common.pygenerate_clustered_data   s&   r   )r   r   r   r   r   )__doc__numpyr	   r   r   r   r   r   <module>   s    