
    ria                        d dl Z d dlmZ d dlmZ d dlZd dlZd dlmZ d dl	Z	d dl
mZ d dlmZmZmZ d dlmZmZmZmZmZ d dlmZmZmZ d d	lmZ d d
lmZmZm Z m!Z!m"Z"m#Z# d dl$m%Z%m&Z&  ejN                  d      jQ                  d      Z)d Z*ejV                  jY                  dddd ejZ                  d      dfg ddfg ddfdd e.dd      df e.d d      df ej^                  g dej`                        df ej^                  g dejb                        df ej^                  g dejd                        dfddgdfd ej^                  ddg      dfdg d dfd! e.d"d#      df ej^                  g d       df ej^                  g d e3      dfg      d$        Z4d% Z5d& Z6e#ejV                  jY                  d' e       e(      d)               Z7e#ejV                  jY                  d' e       e(      ejV                  jY                  d*d d+d,d-g ej^                  d,d-g       e.d,d      g d. ejp                  g d/      f      ejV                  jY                  d0d d,g      d1                             Z9ejV                  jY                  d2g d3      ejV                  jY                  d4g d5      d6               Z:ejV                  jY                  d2g d7      ejV                  jY                  d4g d5      d8               Z;ejV                  jY                  d2g d9      ejV                  jY                  d4g d5      ejV                  jY                  d:d,dgd;d<gg      d=                      Z<ejV                  jY                  d>ddg      ejV                  jY                  d?ddg      ejV                  jY                  d2g d9      ejV                  jY                  d4d@dAg      ejV                  jY                  dBd g dCg dDgfd,dd-gdEdFgdGdggfg      dH                                    Z=ejV                  jY                  d2g d7      ejV                  jY                  d4g dI      dJ               Z>ejV                  jY                  d2g d9      ejV                  jY                  d4g dI      ejV                  jY                  dKd g dCg dDgfd,dd-gdEdFgdGdggfg      dL                      Z?ejV                  jY                  dMg dN      dO        Z@ejV                  jY                  d2g d7      dP        ZAejV                  jY                  dMg dQ      ejV                  jY                  d:dd<g      dR               ZBejV                  jY                  d2g dS      dT        ZCdU ZDejV                  jY                  d0dd-g      dV        ZEejV                  jY                  dWg dX      dY        ZFdZ ZGd[ ZHejV                  jY                  d:d d d,g e.d d       ej^                  d d,g      g      d\        ZIejV                  jY                  d2g d]      d^        ZJejV                  jY                  d_d`da e3       dbfg      dc        ZKejV                  jY                  dddegdfgdedfgdedggdfdggg      dh        ZLdi ZMdj ZNdk ZOdl ZPdm ZQdn ZRdo ZSejV                  jY                  dpe&      dq        ZTdr ZUejV                  jY                  dse%      dt        ZVy)u    N)copy)SkipTest)kstest)parse)_safe_indexingresampleshuffle)_convert_to_numpy_get_namespace_device_dtype_idsdevicemove_to)yield_namespace_device_dtype_combinations)_determine_key_type_get_column_indices_safe_assign)MockDataFrame)_array_api_for_tests_convert_containerassert_allcloseassert_allclose_dense_sparseassert_array_equal'skip_if_array_api_compat_not_configured)CSC_CONTAINERSCSR_CONTAINERS	   )   r   c                     t        j                  dd      } | j                  g dg dg ddd	      }d
dlm} dgddgg ddgdgg}|D ]  }t        ||d      } |||   |        g dddgfg ddgfg}|D ]#  \  }}t        ||d      } ||dd|f   |       % d
dgddgfdgdgfg}	|	D ]#  \  }
}t        ||
d      } ||dd|f   |       % d
dgddgddgg}|D ]  }t        ||d
      } |||   |        y)z,Check _safe_indexing for polars as expected.polarsz0.18.2)
minversion)      r      )r"            )r    r"   r    
   abcrow)orientr   )assert_frame_equalr)   r(   )r)   r(   r*   r*   r    axisTFT)FFTNr!   r   )pytestimportorskip	DataFramepolars.testingr-   r   )pldfr-   str_keyskeyout	bool_keysbool_keystr_keyint_keysint_keyaxis_0_keyss               _/var/www/auto_recruiter/arenv/lib/python3.12/site-packages/sklearn/utils/tests/test_indexing.pytest_polars_indexingrA   '   sh   			X(	;B	MB5 
 
B 2Sz?SEC5AH )R1-2c7C() &Sz25IC54QRI& 0'R22aj>3/0 Q#s$sSEl3H$ 0Rq12aj>3/0 q6Aq6Aq6*K )R1-2c7C()    z
key, dtype)r   int)0str)TboolTrF   r   r    r!   rC   rD   12rE   )rG   rC   )rH   rE   r!   dtypeF))TFrF   )col_0rE   rM   col_1col_2)rN   rE   beginendc                 $    t        |       |k(  sJ y N)r   )r8   rL   s     r@   test_determine_key_typerU   H   s    8 s#u,,,rB   c                  z    t        j                  t        d      5  t        d       d d d        y # 1 sw Y   y xY w)NNo valid specification of thematch      ?)r1   raises
ValueErrorr    rB   r@   test_determine_key_type_errorr^   g   s.    	z)H	I !C ! ! !s   1:c                      t        j                  t        d      5  t        t	        ddd      d       d d d        y # 1 sw Y   y xY w)NzOnly array-like or scalar arerX   r   r!   r    F)accept_slice)r1   r[   	TypeErrorr   slicer]   rB   r@   #test_determine_key_type_slice_errorrc   l   s<    	y(G	H @E!QN?@ @ @s	   >Az$array_namespace, device_, dtype_name)idsc                    t        | |      }t        j                  d      5  |j                  g d|      }t	        |      dk(  sJ |j                  g d|      }t	        |      dk(  sJ 	 |j                  g d|      }|/t        j                  t        d	
      5  t	        |       d d d        d d d        y # t
        $ r d }Y Gw xY w# 1 sw Y   #xY w# 1 sw Y   y xY w)NTarray_api_dispatchr    r!   r   )r   rC   r0   rF   )y      ?      ?y       @       @y      @      @rW   rX   )	r   sklearnconfig_contextasarrayr   ra   r1   r[   r\   )array_namespacedevice_
dtype_namexpint_array_keybool_array_keycomplex_array_keys          r@   !test_determine_key_type_array_apirs   q   s     
ow	7B			4	8 7

9W
="=1U:::$7H">2f<<<	% "

+CG
 T
 (z1PQ 7#$5677 7  	% $	%
7 77 7sH   AC/B>C!C-C>C	CCCC	CC$indexing_keyr    r   )TFTT)FFFFr/   c                    t        | |      }t        j                  d      j                  dd      }t	        |||      }t        |||      }t        j                  d      5  t	        |||      }	t        |	      t        |      k(  sJ |	j                  |j                  k(  sJ 	 d d d        t        t        	|      |       y # 1 sw Y   !xY w)N   r"   r.   )ro   r   Trf   )ro   )r   nparangereshaper   r   ri   rj   r   rL   r   r
   )
rl   rm   rn   rt   r/   ro   array_to_index_npexpected_resultarray_to_index_xpindexed_array_xps
             r@   $test_safe_indexing_array_api_supportr      s    , 
ow	7B		"--a3$%64PO 1bI			4	8 A)*;\PTU&'62C+DDDD%%):)@)@@@@A
 %&62>PA As   $ACC
array_type)listarraysparse	dataframer   pyarrowindices_type)r   tupler   seriesrb   c                     ddg}|dk(  r t        |d   t              r|dxx   dz  cc<   t        g dg dg dg|       }t        ||      }t        ||d      }t	        |t        g dg dg|              y )	Nr    r!   rb   rh   r"   r#   r$      r%   r   r   r.   
isinstancerC   r   r   r   r   r   indicesr   subsets        r@   &test_safe_indexing_2d_container_axis_0r      sv    
 !fGw:gaj##>
a
	9i@*ME ,7GE73F "Iy#9:FrB   )r   r   r   polars_seriespyarrow_arrayc                     ddg}|dk(  r t        |d   t              r|dxx   dz  cc<   t        g d|       }t        ||      }t        ||d      }t	        |t        ddg|              y )Nr    r!   rb   	r    r!   r   r"   r#   r$   r   r%   r   r   r.   r   r   r   s        r@   test_safe_indexing_1d_containerr      sl    
 !fGw:gaj##>
a
:JGE ,7GE73F );QFJ)OPrB   )r   r   r   r   r   r   rO   rP   c           	         t        |      }|dk(  r t        |d   t              r|dxx   dz  cc<   g d}t        g dg dg dg| |      }t        ||      }t        |d   t              r9| dv r5d	}t        j                  t        |
      5  t        ||d       d d d        y t        ||d      }t        |t        ddgddgddgg|              y # 1 sw Y   y xY w)Nrb   r    rN   rh   r   r   r   r   r   ESpecifying the columns using strings is only supported for dataframesrX   r.   r!   r   r#   r$   r%   r   )
r   r   rC   r   rE   r1   r[   r\   r   r   )r   r   r   indices_convertedcolumns_namer   err_msgr   s           r@   &test_safe_indexing_2d_container_axis_1r      s     Ww:gaj##>!!.L	Iy):|E ++<lK'!*c"z5H'HS 	 ]]:W5 	=5"3!<	= 	=  '8qA$&AAA'?L	
		= 	=s   CCarray_read_onlyindices_read_onlyr   r   zaxis, expected_arrayr   r   r#   r$   r%   c                 6   t        j                  g dg dg dg      }| r|j                  d       t        ||      }t        j                  ddg      }|r|j                  d       t        ||      }t	        |||      }t        |t        ||             y )	Nrh   r   r   F)writer    r!   r.   )rx   r   setflagsr   r   r   )	r   r   r   r   r/   expected_arrayr   r   r   s	            r@   &test_safe_indexing_2d_read_only_axis_1r      s     HHiI67EU#uj1Ehh1vGu% ,7GE76F );NJ)WXrB   )r   r   r   r   c                     dgdgdz  z   dgdz  z   }t        g d|       }t        ||      }t        ||d      }t        |t        ddg|              y )	NFTr!   r$   r   r   r.   r   r   r   r   r   s        r@   $test_safe_indexing_1d_container_maskr     s^    
 g
"eWq[0G:JGE ,7GE73F );QFJ)OPrB   zaxis, expected_subsetc                     g d}t        g dg dg dg| |      }g d}t        ||      }t        |||      }t        |t        ||              y )NrN   rh   r   r   )FTTr.   r   )r   r   r/   expected_subsetr   r   r   r   s           r@   test_safe_indexing_2d_maskr     sW     /L	Iy):|E "G ,7GE76F "?J?rB   z array_type, expected_output_type))r   r   r   r   r   r   r   r   r   r   r   r   c                     t        g dg dg dg|       }d}t        ||d      }t        g d|      }t        ||       y )Nrh   r   r   r!   r   r.   r   )r   expected_output_typer   r   r   r   s         r@   #test_safe_indexing_2d_scalar_axis_0r   '  sA     	9i@*MEGE73F'	3GHN 8rB   c                 N    t        g d|       }d}t        ||d      }|dk(  sJ y )Nr   r!   r   r.   r   )r   r   )r   r   r   r   s       r@   test_safe_indexing_1d_scalarr   :  s0     :JGEGE73FQ;;rB   )r   r   r   r   r   c                 P   g d}t        g dg dg dg| |      }t        |t              r9| dv r5d}t        j                  t
        |      5  t        ||d	       d d d        y t        ||d	      }g d
}|dk(  rdgdgdgg}t        ||      }t        ||       y # 1 sw Y   y xY w)NrN   rh   r   r   r   r   rX   r    r.   )r   r$   r   r   r   r$   r   )r   r   rE   r1   r[   r\   r   r   )	r   r   r   r   r   r   r   expected_outputr   s	            r@   #test_safe_indexing_2d_scalar_axis_1r   D  s     /L	Iy):|E '3J2E$ES 	 ]]:W5 	35'2	3 	3  wQ7#8+ !sQC!oO+O=QR$V^<	3 	3s   BB%)r   r   r   c                 b    t        g dg dg dg|       }t        |d d      }t        ||       y )Nrh   r   r   r   r.   r   )r   XX_subsets      r@   test_safe_indexing_None_axis_0r   e  s-    Iy)<jIAaA.H 1-rB   c                      t        j                  d      } d}| j                  t              }t        j                  t
        |      5  t        |dgd       d d d        y # 1 sw Y   y xY w)Npandasz&No valid specification of the columns.rX   rZ   r    r.   )r1   r2   r3   X_toyr[   r\   r   )pdr   r   s      r@   0test_safe_indexing_pandas_no_matching_cols_errorr   l  sV    			X	&B6G
UA	z	1 )q3%a() ) )s   A!!A*c                     t        j                  t        d      5  t        t        ddg|        d d d        y # 1 sw Y   y xY w)Nz'axis' should be either 0rX   r   r    r.   )r1   r[   r\   r   r   r.   s    r@   test_safe_indexing_error_axisr   t  s6    	z)D	E 1uq!f401 1 1s	   :AX_constructor)r   r   r   r   c                    t        t        d            }| dk(  rt        j                  |      } n| dk(  r't	        j
                  d      }|j                  |      } nX| dk(  r(t	        j
                  d      }|j                  |      } n+| dk(  r&t	        j
                  d	      }|j                  |      } d
}t	        j                  t        |      5  t        | ddgd       d d d        y # 1 sw Y   y xY w)Nr#   r   r   r   r   r   )valuesr   r   z='X' should be a 2D NumPy array, 2D sparse matrix or dataframerX   r   r    r.   )r   rangerx   rk   r1   r2   Seriesr   r[   r\   r   )r   r   r   r5   par   s         r@   !test_safe_indexing_1d_array_errorr   z  s     	U1XA

1	(	"  *		!	/	)  *			+	/	)  +MG	z	1 6}q!f156 6 6s   C++C4c                      ddg} g dg dg dg}d}t        j                  t        |      5  t        || d	       d d d        y # 1 sw Y   y xY w)
NrO   rP   rh   r   r   z/String indexing.*is not supported with 'axis=0'rX   r   r.   r1   r[   r\   r   )r   r   r   s      r@   4test_safe_indexing_container_axis_0_unsupported_typer     sL     G	9-E@G	z	1 /ugA./ / /s   AAc                  b   t        j                  d      } t        | j                        }t        |j                        }|t        d      k\  rt        d      | j                  g dg dd      }t        |ddgd	      }t        | j                  d
      r| j                  j                  }n | j                  j                  j                  }t        j                         5  t        j                  d|       d|j                   d<   d d d        |j                   d   dk(  sJ y # 1 sw Y   xY w)Nr   3z;SettingWithCopyWarning has been removed in pandas 3.0.0.devrh   )r   r"   r#   )r(   r)   r   r    r.   SettingWithCopyWarningerrorr&   )r   r   )r1   r2   parse_version__version__base_versionr   r3   r   hasattrerrorsr   corecommonwarningscatch_warningssimplefilteriloc)r   
pd_versionpd_base_versionr   r   r   s         r@   4test_safe_indexing_pandas_no_settingwithcopy_warningr     s     
		X	&Br~~.J#J$;$;<O-,,TUU
9956AA1vA.Fryy23!#!A!A "$!F!F		 	 	" g'=>D 66$<1	 s   "&D%%D.c                     ddgddgddgg}d}t        j                  t        |      5  t        || d	       d
d
d
       y
# 1 sw Y   y
xY w)z@Check that we raise a ValueError when axis=1 with input as list.r    r!   r"   r#   r   r%   z!axis=1 is not supported for listsrX   r.   Nr   )r   r   r   s      r@   *test_safe_indexing_list_axis_1_unsupportedr     sP     Q!Q!Q A1G	z	1 +q'*+ + +s   AA
)r   r   r   c                    t         j                  j                  d      }|j                  dd      }ddg}|j                  t	        |      |j
                  d         }t        ||       }t        |||       t        ||d      }t        |t        ||              ddg}|j                  |j
                  d   t	        |            }t        ||       }t        |||       t        ||d      }t        |t        ||              d	\  }} |j                  |j
                   }t        ||       }t        |||       t        |t        ||              y
)z,Check that `_safe_assign` works as expected.r   r&   r#   r    r!   )row_indexerr.   )column_indexer)NNN)
rx   randomRandomStaterandnlenshaper   r   r   r   )r   rngX_arrayr   r   r   assigned_portionr   s           r@   test_safe_assignr     s:    ))


"CiiAGa&KYYs;'q)9:F7J/AF4%a1= ,VZ@ VNYYw}}Q'^)<=F7J/AF>:%aa@ ,VZ@ #-KSYY F7J/AF>: $6vz$JKrB   zkey, err_msg)r&   z all features must be in \[0, 2\])whatever/A given column is not a column of the dataframez%No valid specification of the columnsc                     t        j                  d      }|j                  t        g d      }t        j                  t
        |      5  t        ||        d d d        y # 1 sw Y   y xY w)Nr   rN   columnsrX   )r1   r2   r3   r   r[   r\   r   )r8   r   r   X_dfs       r@   test_get_column_indices_errorr     sT     
		X	&B<<'B<CD	z	1 'D#&' ' 's   
A  A)r8   col1col2col3c                 \   t        j                  d      }t        j                  dt              }g d}|j                  ||      }dj                  |       }t        j                  t              5 }t        ||        d d d        t        j                        |k(  sJ y # 1 sw Y   $xY w)Nr   )r    r#   rK   )r   r   r   r   r   r   z1Selected columns, {}, are not unique in dataframe)r1   r2   rx   zerosrC   r3   formatr[   r\   r   rE   value)r8   r   toyr   r   r   exc_infos          r@   6test_get_column_indices_pandas_nonunique_columns_errorr     s     
		X	&B
((6
%C6G
S'*AAHHMG	z	" $hAs#$x~~')))$ $s   2B""B+c            
         t        j                  d      } | j                  g dg dgg d      }t        dd      ddgft        dd      d	dgft        dd      dgfd
dgddgft        dd
      d	dgft        dd      g dft        dd      d	gfddgdd	gfg g fg	}|D ]  \  }}t	        ||      |k(  rJ  d}t        j
                  t        |      5  t	        |dg       ddd       d}t        j
                  t        |      5  t	        |t        ddd             ddd       y# 1 sw Y   GxY w# 1 sw Y   yxY w)z=Check _get_column_indices for edge cases with the interchanger   rh   r   r'   )schemar    Nr!   r   r)   r*   r(   rG   r   rX   not_a_columnzkey.step must be 1 or None)r1   r2   r3   rb   r   r[   r\   NotImplementedError)r5   r6   key_resultsr8   resultmsgs         r@   #test_get_column_indices_interchanger    se   			X	&B 
y),_	EB 
q$!Q 	tQ!Q 	q!qc
saV	sC1a&!	sD	9%	tS	A3
saV	R
K # 6V"2s+v5556 <C	z	- 2B 012 'C	*#	6 5Bc4 345 5	2 25 5s   D(D4(D14D=c                  R   t               J t        j                  t              5  t        dgddg       d d d        t        j                  t              5  t        ddgddgdd       d d d        t	        t        ddgd            dk(  sJ y # 1 sw Y   \xY w# 1 sw Y   3xY w)	Nr   r    Fr   )replace	n_samplesr!   r#   )r	  )r   r1   r[   r\   r   r]   rB   r@   test_resampler
    s    : 
z	" !q!f	z	" =!Q!Q!<= xA!,-222 = =s   BBBB&c                  N   t        j                  g d      } t        j                  g d      }g }g }t        d      D ]  }|j	                  t        | j                  |      d|| j                  d         j                                |j	                  t        | |d|| j                  d         j                                 t        j                  |      }t        j                  |      }t        ||      }t        j                  |dk\        sJ |j                  dkD  sJ y )	N)ru   r   r    )r   d   r    r  Tr   )r  random_stater	  )sample_weightr  r  r	  g?)rx   r   rk   r   appendr   repeatr   meanr   allpvalue)datar  mean_repeatedmean_reweightedseedtest_results         r@   test_resample_weightedr  )  s    88JDJJ{+MMOc
 
M*!**Q-	
 df	
 	+!**Q- df	

& JJ}-Mjj1O8K66/Q&''' $$$rB   c                     t         j                  j                  d      } d}d}| j                  |df      }| j	                  d||      }t        ||ddd       \  }}t        j                  |dk(        sJ t        ||dd|      \  }}t        j                  |dk(        rJ t        j                  |      dk(  sJ y )	Nr   r  g?r    sizer&   r	  r  stratifyr   )rx   r   r   normalbinomialr   r  sum)r   r	  pr   y_y_not_stratifiedy_stratifieds           r@   test_resample_stratifiedr'  Q  s    
))


"CIA

A
'AQ	*A"1a2APTUA66"a'(((q!rANOA|vvla'(((66,1$$$rB   c                      t         j                  j                  d      } d}| j                  |df      }| j	                  dd|      }t        ||dd| |      \  }}t        ||d	d| |      \  }}t        j                  |      j                  d   dk  sJ t        j                  |      j                  d   dk(  sJ t        ||dd
| |      \  }}|j                  d   d
k(  sJ t        j                  |      j                  d   dk(  sJ y )Nr   r  r    r  r!   T2   )r  r	  r  r  Fi  )rx   r   r   r  randintr   uniquer   )r   r	  r   r#  	X_replacer$  X_no_replaces          r@    test_resample_stratified_replacer.  a  s   
))


"CI

A
'AAqy)A	1dbsQLIq 	1eraOL! 99Y%%a(2---99\"((+r111 	1ddqLIq ??1%%%99Y%%a(C///rB   c                      t         j                  j                  d      } d}| j                  |df      }| j	                  dd|df      }t        ||d| |      \  }}|j                  dk(  sJ y )Nr   r  r    r  r!   r)  r  )rx   r   r   r  r*  r   ndim)r   r	  r   r#  s       r@   test_resample_stratify_2dyr1  z  sm    
))


"CI

A
'AAq	1~.AAqBS1EDAq66Q;;rB   c                     t        j                  t        d      5  t        ddgddgddgd       d d d        t        j                  t        d      5  t        ddgddgddgddg       d d d        y # 1 sw Y   ExY w# 1 sw Y   y xY w)	NzCResampling with sample_weight is only implemented for replace=True.rX   r   r    F)r  r  zCResampling with sample_weight is only implemented for stratify=None)r  r  )r1   r[   r  r   r]   rB   r@   test_notimplementederrorr3    s    	S
 F 	!Q!Q1vuE	F 
S
 H 	!Q!Q1vAG	H HF FH Hs   A6B6A?Bcsr_containerc                 L   t         j                  j                  d      }d}|j                  |df      }|j	                  dd|      } | |j                  dd            }t        j                  t        d      5  t        ||d	||
      \  }}d d d        y # 1 sw Y   y xY w)Nr   r  r!   r  ru   r    zSparse data was passedrX   r)  r  )
rx   r   r   r  r*  rz   r1   r[   ra   r   )r4  r   r	  r   r#  r  s         r@   #test_resample_stratify_sparse_errorr6    s     ))


"CI

A
'AAqy)AQYYr1-.H	y(@	A Q1xP1Q Q Qs   =BB#c                      d } t        j                  ddgddggddgdd	ggg      }t         | |            }t        |       t         | |            |k(  sJ y )
Nc                 &    t        d | D              S )Nc              3   @   K   | ]  }t        d  |D                yw)c              3   2   K   | ]  }t        |        y wrT   r   ).0Cs     r@   	<genexpr>zPtest_shuffle_on_ndim_equals_three.<locals>.to_tuple.<locals>.<genexpr>.<genexpr>  s     /58/s   Nr;  )r<  Bs     r@   r>  zFtest_shuffle_on_ndim_equals_three.<locals>.to_tuple.<locals>.<genexpr>  s     ;AU/Q//;s   r;  )As    r@   to_tuplez3test_shuffle_on_ndim_equals_three.<locals>.to_tuple  s    ;;;;rB   r    r!   r   r"   r#   r$   r   r%   )rx   r   setr	   )rA  r@  Ss      r@   !test_shuffle_on_ndim_equals_threerD    sb    < 	Aq6Aq6"aVaV$456AHQKAAJx{q   rB   csc_containerc           	         g d}t        j                  g dt              }g d}t        t        j                  ddgddgdd	ggt                    } | t        j                  d
      j                  dd	            }t        |||||d      \  }}}}	}
|g dk(  sJ t        |      t        k(  sJ t        |g d       |j                  t        k(  sJ |g dk(  sJ t        |      t        k(  sJ t        |	t        j                  dd	gddgddggt                     t        |	      t        k(  sJ t        |
j                         t        j                  ddgd	dgddgg             y )Nr'   rK   rh   r(   r   r)   r    r*   r!   r$   r   )r  )r*   r)   r(   )r   r!   r    r"   r#   )rx   r   objectr   ry   rz   r	   typer   r   rL   toarray)rE  r(   r)   r*   dea_sb_sc_sd_se_ss              r@   "test_shuffle_dont_convert_to_arrayrQ    sF    	A
/AAbhha3(S!H=VLMAbiil**1a01A%aAq!!DCc3/!!!9sO,99)9sBHHsAha3(%C6RS9%%%s{{}bhhAAA/G&HIrB   )Wr   r   unittestr   numpyrx   r1   scipy.statsr   ri   $sklearn.externals._packaging.versionr   r   sklearn.utilsr   r   r	   sklearn.utils._array_apir
   r   r   r   r   sklearn.utils._indexingr   r   r   sklearn.utils._mockingr   sklearn.utils._testingr   r   r   r   r   r   sklearn.utils.fixesr   r   ry   rz   r   rA   markparametrizebool_rb   r   int32int64uint8rG  rU   r^   rc   rs   rk   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r  r
  r  r'  r.  r1  r3  r6  rD  rQ  r]   rB   r@   <module>rb     s          G ; ;  
 1  ? 			!V$)B 	$ 	E	%  	tT	D!	q!e	)288	,e4	)288	,e4	)288	,e4
	4-	 &)	$e,,	w	&	-	.6	-V	<eD-6-76-!
@
 )*-/'  
7 )7* )*-/'  
 	
	
A!Qa!

/0 !Q(Q ) )&Q" O )VW	 X	 O )VWQ XQ G )VWaVgw-?$@A
 B X

4 *T5M:,tUm<G '8)<=a)Y!7811v1vPQSTv>V:WXY > = ;Y O )MNQ OQ G )MN)Y	 11v1v1v&>"?@	 O &
9
9 O &	 QL1= 2	=, 'BC. D.) $+1 ,1
 J66*/2 QAaXRXXq!f=M$NO+ P+ 'GHL ILB 1G	:;'' 	VHvh 0662BVVDTU	*	*5<3%%P% 02H .9Q :Q! .9J :JrB   