
    {Kg'	                     J    d Z ddlmZ ddlZddlmZ ddlm	Z	 ddl
mZmZ d Zy)zyTest the rcv1 loader, if the data is available,
or if specifically requested via environment variable
(e.g. for CI jobs).    )partialN)check_return_X_y)assert_almost_equalassert_array_equalc                 H    | d      }|j                   |j                  }}|j                  j                         |j                  }}t        j                  |      sJ t        j                  |      sJ d|j                   j                  k(  sJ d|j                   j                  k(  sJ d|j                  k(  sJ d|j                  k(  sJ d|j                  k(  sJ dt        |      k(  sJ |j                  j                  d	      sJ g d
}t        ||d d        d}d}	t        |	|      D ]8  \  }
}|j                  |      }|
|d d |f   j                   j                  k(  r8J   | dd|      }|j                   |j                  }}|j                  }t        | dd      }t!        ||       t        t#        j$                  |d d       t#        j$                  |             d}|D ]  }|j                         j                  |      }|j                         j                  |      }||d d f   j'                         }||d d f   j'                         }t)        ||       ||d d f   j'                         }||d d f   j'                         }t)        ||        y )NF)shufflei}i' )>F i  )r	   g   )r	   r
   z.. _rcv1_dataset:)C11C12C13C14C15C151   )GMILE143CCAT)   i  i Ttrain)r   subsetrandom_state)r   r   imZ  )i  i  i6  )datatargettarget_namestolist	sample_idspissparsesizeshapelenDESCR
startswithr   zipindexr   r   npsorttoarrayr   )fetch_rcv1_fxtglobal_random_seeddata1X1Y1cat_lists1first_categoriessome_categoriesnumber_non_zero_in_catnumcatjdata2X2Y2s2
fetch_funcsome_sample_idsr   idx1idx2feature_values_1feature_values_2target_values_1target_values_2s                             d/home/alanp/www/video.onchill/myenv/lib/python3.12/site-packages/sklearn/datasets/tests/test_rcv1.pytest_fetch_rcv1rD      sr   5)EZZB%%,,.bH ;;r??;;r??rww||###bggll""" bhh&&&BHH$$$   #h- ;;!!"5666 C'"16 /O..@SNN3bAhmm((((( A
 W3EE ZZB	B wGJUJ' rwwr&5z*BGGBK8 *O$	yy{  +yy{  +dAg;..0dAg;..0,.>?T1W+--/T1W+--/O_= %    )__doc__	functoolsr   numpyr'   scipy.sparsesparser   "sklearn.datasets.tests.test_commonr   sklearn.utils._testingr   r   rD    rE   rC   <module>rN      s        ? J9>rE   