§
    qŠtjp  ã                   ó   — d Z ddlZ	 dd„ZdS )	z+
Common utilities for testing clustering.

é    Né   é   é   çš™™™™™Ù?c           	      óR  — t           j                             | ¦  «        }t          j        g d¢g d¢g d¢g d¢g¦  «        dz   }t          j        d|f¦  «        }t          |¦  «        D ]>}t           j        |||         d |…         ||                     ||¦  «        z  z   f         }Œ?|S )N)é   r   r   r   )éÿÿÿÿr	   r   r   )r   r	   r   r   )r	   r   r   r   é
   r   )ÚnpÚrandomÚRandomStateÚarrayÚemptyÚrangeÚr_Úrandn)	ÚseedÚ
n_clustersÚ
n_featuresÚn_samples_per_clusterÚstdÚprngÚmeansÚXÚis	            úZ/var/www/html/CA-Chatbot/venv/lib/python3.11/site-packages/sklearn/cluster/tests/common.pyÚgenerate_clustered_datar      sÍ   € õ Œ9× Ò  Ñ&Ô&€Dõ
 	Œà��Ø��Ø��Ø��ð	ñ	
ô 	
ð ñ	ð 
õ 	Œ�!�Z�Ñ!Ô!€AÝ�:ÑÔð 
ð 
ˆÝŒEØØ�!ŒH�[�j�[Ô! C¨$¯*ª*Ð5JÈJÑ*WÔ*WÑ$WÑWðYô
ˆˆð €Hó    )r   r   r   r   r   )Ú__doc__Únumpyr   r   © r   r   ú<module>r"      sB   ððð ð
 Ð Ð Ð ð GJðð ð ð ð ð r   