
    m*i                     R   S SK J r   S SKrS SKrS SKrS SKJr  S SKJr  S SK	r
S SK	JrJrJrJrJr  S SKJr  S SKJr  S SKJr  \R.                  S 5       r\R.                  " S	\R2                  " S
\R4                  R6                  S9/S9S 5       rS r\R4                  R=                  SS S/5      \R4                  R=                  SSS/5      S 5       5       rS r S r!\R4                  R=                  SSS\" S/5      4\" SSS9S4/5      S 5       r"S r#\R4                  R=                  S\RH                  \RJ                  /5      S 5       r&S  r'S! r(S" r)\R4                  R=                  S/ S#Q5      S$ 5       r*S% r+S& r,S' r-S( r.S) r/S* r0S+ r1S, r2\R4                  R=                  SS S/5      S- 5       r3\R4                  R=                  SS S/5      S. 5       r4S/ r5\R4                  R=                  SS S/5      S0 5       r6S1 r7S2 r8S3 r9\R4                  Ru                  S45      \R4                  R=                  S5S6S7/5      \R4                  R=                  SS8 S9 /S:S;/S<9\R4                  R=                  SSS/5      \R4                  R=                  SS S/5      S= 5       5       5       5       5       r;S> r<S? r=S@ r>SA r?SB r@SC rASD rBSE rCSF rDSG rESH rFSI rGSJ rHSK rISL rJ\R4                  R=                  SM\" SNSO/SPSQ//5      \" SNSPSR.SOSQSR./5      /\" S S/SSST//5      \" S SSSR.SSTSR./5      //5      SU 5       rKSV rLSW rMSX rN\R4                  R=                  SYSZS[/5      S\ 5       rOS] rPS^ rQS_ rRS` rS\R4                  R=                  SaSbScS\R                  /5      Sd 5       rUSe rV\R4                  R=                  SfSgSh 0Si\" SgSSST/05      4SgSj 0S\" SgSSST/05      4SgSk 0Si\" SgST05      4SgSl 0S\" SgST05      4SgSm\R                  Sn /0Si\" Sg/ SoQ0/ SpQSq94SgSm\R                  Sr /0S\" Sg/ SoQ0/ SpQSq94SgSs 0Si\" SgSS/05      4SgSt 0S\" SgS05      4/5      Su 5       rX\R4                  R=                  SvSgSw 0SgSx 0SgSm\R                  Sy /0SgSz 0/5      S{ 5       rYS| rZS} r[S~ r\\R4                  R=                  SfS /Si\" SSSST/05      4S /S\" SSSST/05      4S /Si\" SgST/0S/Sq94S /S\" SgST/0S/Sq94Sm\R                  S /Si\" Sg/ SoQ0/ SpQSq94Sm\R                  S /S\" Sg/ SoQ0/ SpQSq94S S /Si\" SSST/STST//SgSg/SS//S94S S /S\" SgSSST/0SS/5      4/5      S 5       r]\R4                  R=                  SvS /S /Sm\R                  S /S S //5      S 5       r^S r_S r`S raS rb\R4                  R=                  SaSSS/5      S 5       rcS rd\R4                  R=                  S/ SQSSS//5      S 5       reS rfS rgS rhS riS rjS rkS rl\R4                  R=                  SS S S // SQS<9S 5       rmS rnS roS rpS rqS rrS rsS rtS ru\R4                  R=                  SS[SZ/5      S 5       rv\R4                  R=                  SS[SZ/5      S 5       rwS rx\R4                  R=                  SS S/5      \R4                  R=                  SS0 4S0 4S0 4SSSS04SSSSS.4SSSSS.4SSSSSTS.4/5      S 5       5       ry\R4                  R=                  S/ SQ5      S 5       rzS r{\R4                  R=                  S\" SgS/SS/S.5      /5      \R4                  R=                  S/ SQ5      S 5       5       r|\R4                  R=                  SSSSSg\R                  /5      S 5       r}S r~S rS rS rS rS rS rS rS rS r\R4                  R=                  S/ SQ/ SQS./ SQS/S.4/ SQ/ SQS.SS/S/S.4/5      S 5       rS rS rS rS rg)    )datetimeN)is_platform_arm)CategoricalDtype)	DataFrame
MultiIndexSeries	Timestamp
date_range)
zip_frames)Versionc            	          [        [        R                  " [        R                  " SSS9S5      R	                  SS5      S-   / SQS9n U $ )	z
Fixture for DataFrame of ints which are constant per column

Columns are ['A', 'B', 'C'], with values (per column): [1, 2, 3]
   int64dtype      ABCcolumns)r   nptilearangereshape)dfs    c/var/www/html/land-doc-ocr/venv/lib/python3.13/site-packages/pandas/tests/apply/test_frame_apply.pyint_frame_const_colr!      sC     

		!7+Q/772>B
B I    pythonnumba)marks)paramsc                 f    U R                   S:X  a  [        R                  " S5        U R                   $ )Nr$   )parampytestimportorskip)requests    r    enginer,   &   s&    }}G$==r"   c                    US:X  a8  [         R                  R                  SS9nUR                  R	                  U5        [
        R                  " SS9   [
        R                  " U S   5      nU R                  [
        R                  US9S   n[        R                  " XE5        U R                  [
        R                  US9S   n[
        R                  " U S   5      nXE:X  d   eU R                  S   nU R                  [
        R                  S	US
9n[
        R                  " U R                  U5      5      nXF   U:X  d   eUR                  U R                  L d   e S S S 5        g ! , (       d  f       g = f)Nr$   z+numba engine not supporting numpy ufunc yetreasonignoreallr   r,   r   r   axisr,   )r)   markxfailnode
add_markerr   errstatesqrtapplytmassert_series_equalmeanindexxs)float_framer,   r+   r6   resultexpectedds          r    
test_applyrF   -   s4   {{  (U V%		"S)*$$RWWV$<SA
v0 ""2776":3?77;s+,!!!a ""2776"B77;>>!,-yH$$$||{00000 
#	"	"s   D
E''
E5r5   r   rawTFc                    US:X  a  [         R                  " S5      n[        UR                  5      [        S5      :X  a2  [	        5       (       a#  [         R
                  " SUR                   35        [         R                  R                  SS9nUR                  R                  U5        U R                  S USX#S9nU S	-   n[        R                  " Xx5        g )
Nr$   z0.61z&Segfaults on ARM platforms with numba z!numba engine doesn't support argsr.   c                 
    X-   $ N xys     r    <lambda>!test_apply_args.<locals>.<lambda>M   s    QUr"   r   )argsrG   r,   r   )r)   r*   r   __version__r   skipr6   r7   r8   r9   r<   r=   assert_frame_equal)	rB   r5   rG   r,   r+   r$   r6   rC   rD   s	            r    test_apply_argsrV   C   s     ##G,5$$%8_=N=NKK@ARAR@STU{{  (K L%Dt  F QH&+r"   c                      [        / SQ/ SQS.5      n U R                  S 5      nUR                  S:X  d   e[        US   R                  [
        5      (       d   e[        US   R                  [
        5      (       d   eg )N)r   r   r   r   )r   r   DrX   c0c1c                 $    U R                  S5      $ )Ncategoryastype)tss    r    rO   -test_apply_categorical_func.<locals>.<lambda>V   s    :!6r"   )      rZ   r[   )r   r<   shape
isinstancer   r   r   rC   s     r    test_apply_categorical_funcrg   S   sp    	.6JK	LBXX67F<<6!!!fTl((*:;;;;fTl((*:;;;;r"   c                  ~    [        S[        SSS9/05      n U R                  S SS9n[        R                  " X5        g )Nr   
2013-01-01UTCtzc                     U $ rJ   rK   rM   s    r    rO   *test_apply_axis1_with_ea.<locals>.<lambda>`       ar"   r   r5   r   r	   r<   r=   rU   rD   rC   s     r    test_apply_axis1_with_eart   ]   s;    #	,5 ABCDH^^Ka^0F&+r"   zdata, dtype)r   Nri   rj   rk   c                 t    [        U /U //SS/US9nUR                  S SS9n[        R                  " X25        g )Na)r@   r   c                     U $ rJ   rK   rn   s    r    rO   0test_agg_axis1_duplicate_index.<locals>.<lambda>k   s    Ar"   r   rq   r   aggr=   rU   )datar   rD   rC   s       r    test_agg_axis1_duplicate_indexr|   d   s?     4&4&)#s5IH\\+A\.F&+r"   c                      [        [        SSS9[        R                  " [        R
                  " S5      SS9S.5      n U R                  S SS	9n[        R                  " X5        g )
N20130101r   periodss)unitr   r   c                     U $ rJ   rK   rn   s    r    rO   /test_apply_mixed_datetimelike.<locals>.<lambda>x   rp   r"   r   rq   )	r   r
   pdto_timedeltar   r   r<   r=   rU   rs   s     r    test_apply_mixed_datetimeliker   o   sU     J21C8	
H ^^Ka^0F&+r"   funcc                 \    [        5       nUR                  XS9nUR                  (       d   eg )Nr3   )r   r<   empty)r   r,   empty_framerC   s       r    test_apply_emptyr   |   s*     +Kt3F<<<r"   c                 Z   U S S nUR                  S US9n[        [        R                  U R                  S9n[
        R                  " X45        U R                  S S 2/ 4   nUR                  S SUS9n[        [        R                  U R                  S9n[
        R                  " X45        g )Nr   c                 "    U R                  5       $ rJ   r?   rn   s    r    rO   (test_apply_float_frame.<locals>.<lambda>   
    QVVXr"   r3   r@   c                 "    U R                  5       $ rJ   r   rn   s    r    rO   r      r   r"   r   r4   )	r<   r   r   nanr   r=   r>   locr@   )rB   r,   no_rowsrC   rD   no_colss         r    test_apply_float_framer      s    "1oG]]-f]=FbffK$7$78H6,ooae$G]]-Af]EFbffK$5$56H6,r"   c                 h    [        S/S9nUR                  S SU S9n[        R                  " X!5        g )Nrv   r   c                     U S   $ )Nrv   rK   rn   s    r    rO   /test_apply_empty_except_index.<locals>.<lambda>   s    afr"   r   r4   r   r<   r=   rU   )r,   rD   rC   s      r    test_apply_empty_except_indexr      s1    u%H^^,1V^DF&+r"   c                  *   [        5       n / nU R                  UR                  SSS9n[        R                  " X 5        U R                  UR                  SSS9n[        / [        R                  S9n[        R                  " X#5        [        / SQS9nUR                  UR                  SSS9n[        R                  " X$5        UR                  UR                  SSS9n[        / [        R                  S9n[        R                  " X#5        U/ :X  d   eg )Nr   expandr5   result_typereducer   rv   bcr   )	r   r<   appendr=   rU   r   r   float64r>   )r   rM   rC   rD   empty_with_colss        r    test_apply_with_reduce_emptyr      s    +K
AqxxaXFF&.qxxaXFFb

+H6,8O""188!"JF&2""188!"JFb

+H6, 7N7r"   )sumprodanyr2   c                     [        / SQS9nUR                  [        [        U 5      5      n[        X5      " 5       nU S;   a  UR	                  [
        5      n[        R                  " X#5        g )Nr   r   )r   r   )r   r<   getattrr   r_   floatr=   r>   )r   r   rC   rD   s       r    test_apply_funcs_over_emptyr      sT     
?	+BXXgb$'(Fr "H??5)6,r"   c                     [        / SQS9n U R                  5       n[        SU R                  S9n[        R
                  " X5        U R                  R                  5       n[        / [        R                  S9n[        R
                  " X5        g )Nr   r   r   r   r   )	r   nuniquer   r   r=   r>   Tr   r   r   rC   rD   s      r    test_nunique_emptyr      sb    	?	+BZZ\Farzz*H6,TT\\^Fb

+H6,r"   c                      [        / SQ/ SQ/ SQ// SQS9n U R                  S SS9n[        / S	Q/ SQ5      n[        R                  " X5        U R
                  R                  S
 SS9n[        R                  " X5        g )Nr   rc   r   )rb      r   )      	   )rv   rv   r   r   c                     U S   $ Nr   rK   r   s    r    rO   /test_apply_standard_nonunique.<locals>.<lambda>       !r"   r   rq   )r   rb   r   c                     U S   $ r   rK   r   s    r    rO   r      s    !A$r"   r   )r   r<   r   r=   r>   r   r   s      r    test_apply_standard_nonuniquer      se    	Iy)4O	LBXXn1X-Fi1H6,TTZZQZ/F6,r"   c                     U R                  [        R                  SS9n[        U R                  5       /U R                  S9n[
        R                  " X5        g )N	broadcastr   r   )r<   r   r?   r   r@   r=   rU   rB   rC   rD   s      r    test_apply_broadcast_scalarsr      sG    rwwK@F+**,-[5F5FGH&+r"   c                     U R                  [        R                  SSS9nU R                  SS9n[        U R                   Vs0 s H  o3U_M     sn5      n[
        R                  " X5        g s  snf )Nr   r   r   rq   )r<   r   r?   r   r   r=   rU   rB   rC   mr   rD   s        r    "test_apply_broadcast_scalars_axis1r      sf    rwwQKHFa A(;(;<(;1Q$(;<=H&+ =s   A,c                   ^  T R                  U 4S jSSS9n[        [        [        T R                  5      5      5      n[        U/[        T R                  5      -  ST R                  T R                  S9n[        R                  " X5        g )Nc                 R   > [        [        [        TR                  5      5      5      $ rJ   )listrangelenr   rM   rB   s    r    rO   4test_apply_broadcast_lists_columns.<locals>.<lambda>   s    $uS!4!4567r"   r   r   r   r   )r   r@   r   )	r<   r   r   r   r   r   r@   r=   rU   )rB   rC   r   rD   s   `   r    "test_apply_broadcast_lists_columnsr      s    7  F
 	U3{**+,-A	
c+##$$##	H &+r"   c                   ^  T R                  U 4S jSS9n[        [        [        T R                  5      5      5      n[        T R                   Vs0 s H  o3U_M     snST R                  S9n[        R                  " X5        g s  snf )Nc                 R   > [        [        [        TR                  5      5      5      $ rJ   )r   r   r   r@   r   s    r    rO   2test_apply_broadcast_lists_index.<locals>.<lambda>   s    $uS!2!2345r"   r   r   r   )r   r@   )	r<   r   r   r   r@   r   r   r=   rU   r   s   `    r     test_apply_broadcast_lists_indexr      s    5;  F 	U3{(()*+A"**+*!A*+H
 &+	 	,s   Bc                 X    U nUR                  S SSS9n[        R                  " X!5        g )Nc                 
    / SQ$ Nr   rK   rn   s    r    rO   7test_apply_broadcast_list_lambda_func.<locals>.<lambda>      	r"   r   r   r   r<   r=   rU   )r!   r   rC   s      r    %test_apply_broadcast_list_lambda_funcr      s*    	BXX){XKF&%r"   c                 x    U nUR                  S SSS9nUR                  5       n[        R                  " X#5        g )Nc                 ,    [        / SQ[        S5      S9$ )Nr   abcr   )r   r   rn   s    r    rO   9test_apply_broadcast_series_lambda_func.<locals>.<lambda>  s    &$u+6r"   r   r   r   )r<   copyr=   rU   r!   r   rC   rD   s       r    'test_apply_broadcast_series_lambda_funcr     s>    	BXX6  F
 wwyH&+r"   c                 d    US:X  a  [         R                  " S5        S nU R                  X1USS9  g )Nr$   z)numba can't handle when UDF returns None.c                 j    [        U [        R                  5      (       d   eU R                  S:X  d   eg Nr   re   r   ndarrayndimrn   s    r    _assert_raw/test_apply_raw_float_frame.<locals>._assert_raw  )    !RZZ((((vv{{r"   Tr5   r,   rG   )r)   rT   r<   )rB   r5   r,   r   s       r    test_apply_raw_float_framer     s3    ?@ kVFr"   c                     U R                  [        R                  XSS9nU R                  S US9n[        R                  " X45        g )NTr   c                 6    U R                   R                  5       $ rJ   )valuesr?   rn   s    r    rO   3test_apply_raw_float_frame_lambda.<locals>.<lambda>  s    188==?r"   rq   )r<   r   r?   r=   r>   )rB   r5   r,   rC   rD   s        r    !test_apply_raw_float_frame_lambdar     sA    rwwTdKF  !: FH6,r"   c                 ^    U R                  S USS9nU S-  n[        R                  " X#5        g )Nc                     U S-  $ Nrc   rK   rn   s    r    rO   9test_apply_raw_float_frame_no_reduction.<locals>.<lambda>%  s    Qr"   T)r,   rG   rc   r   )rB   r,   rC   rD   s       r    'test_apply_raw_float_frame_no_reductionr   #  s0    v4HFQH&+r"   c                    US:X  a  [         R                  " S5        S n[        SSS[        R                  " S/S-  SS	9[        R                  " S
/S-  SS	9S.[        R
                  " S5      S9nUR                  X USS9  g )Nr$   z(isinstance check doesn't work with numbac                 j    [        U [        R                  5      (       d   eU R                  S:X  d   eg r   r   rn   s    r    r   4test_apply_raw_mixed_type_frame.<locals>._assert_raw/  r   r"         ?rc   foo
   float32r   r   int32)rv   r   r   r  r  r   Tr   )r)   rT   r   r   arrayr   r<   )r5   r,   r   r   s       r    test_apply_raw_mixed_type_framer  *  s    >?
 
xx
)<XXqcBhg6	
 iim	
B HH[FH=r"   c                     U R                   S   nU R                  [        R                  SS9U   n[        R                  " U R	                  U5      5      nX#:X  d   eg )Nr   r   rq   )r@   r<   r   r?   rA   )rB   rE   rC   rD   s       r    test_apply_axis1r  A  sS    !ArwwQ/2Fww{~~a()Hr"   c                      [        S/S/S.5      n U S S R                  [        R                  SS9n[	        [        R
                  [        R                  " / SS9S	9n[        R                  " X5        g )
Nr   r   r   r   r   rq   r   r   r   )
r   r<   r   r?   r   r   r   Indexr=   r>   r   s      r    test_apply_mixed_dtype_cornerr
  H  s\    	%u-	.BV\\"''\*F bffBHHRw$?@H6,r"   c                      [        S/S/S.5      n U R                  S SS9n[        S/S/S9n[        R                  " X5        U R                  S	 SS9n[        S/S/S9n[        R                  " X5        g )
Nr   r   r   c                     U S   $ )Nr   rK   rn   s    r    rO   8test_apply_mixed_dtype_corner_indexing.<locals>.<lambda>S      #r"   r   rq   r   r   c                     U S   $ )Nr   rK   rn   s    r    rO   r  W  r  r"   )r   r<   r   r=   r>   r   s      r    &test_apply_mixed_dtype_corner_indexingr  Q  sw    	%u-	.BXX&QX/FugaS)H6,XX&QX/FseA3'H6,r"   zignore::RuntimeWarningaxr@   r   c                     U $ rJ   rK   rn   s    r    rO   rO   _      qr"   c                 "    U R                  5       $ rJ   r   rn   s    r    rO   rO   _  s
    AFFHr"   identityr?   )idsc                    [        S0 U / SQ0D6n[        R                  " SS9   U" [        R                  " / SS95      n[	        U[        R
                  5      (       + nUR                  XXBS9n	U(       a:  UR                  U5      n
[	        U	[        5      (       d   eU	R                  U
L d   eO[	        U	[         5      (       d   eS S S 5        g ! , (       d  f       g = f)Nr   r0   r1   f8r   r   rK   )
r   r   r:   r  re   r   r<   _get_agg_axisr   r@   )r  r   rG   r5   r,   r+   r   test_resis_reductionrC   agg_axiss              r    test_apply_empty_infer_typer  \  s     
	+b/*	+B		"401%h

;;$&B''-Hff----<<8+++fi0000 
#	"	"s   B#C
Cc                  j    [        / SQS9n U R                  S SS9n[        U[         5      (       d   eg )Nr   r   c                 "    U R                  5       $ rJ   r   rn   s    r    rO   7test_apply_empty_infer_type_broadcast.<locals>.<lambda>u  r   r"   r   r   )r   r<   re   )r   rC   s     r    %test_apply_empty_infer_type_broadcastr!  s  s2    o.G]]-;]GFfi((((r"   c                 ~    SS jnU R                  USS9nU R                  S 5      n[        R                  " X#5        g )Nc                 
    X-   $ rJ   rK   rM   howmuchs     r    add_some4test_apply_with_args_kwds_add_some.<locals>.add_somez  s
    {r"   rc   r%  c                     U S-   $ r   rK   rn   s    r    rO   4test_apply_with_args_kwds_add_some.<locals>.<lambda>~  s    1q5r"   r   r   )rB   r&  rC   rD   s       r    "test_apply_with_args_kwds_add_somer,  y  s<     x3F  1H&+r"   c                 ~    SS jnU R                  USS9nU R                  S 5      n[        R                  " X#5        g )Nc                 (    U R                  5       U-   $ rJ   r   r$  s     r    agg_and_add:test_apply_with_args_kwds_agg_and_add.<locals>.agg_and_add  s    vvx'!!r"   rc   r(  c                 (    U R                  5       S-   $ r   r   rn   s    r    rO   7test_apply_with_args_kwds_agg_and_add.<locals>.<lambda>  s    1668a<r"   r+  )r<   r=   r>   )rB   r/  rC   rD   s       r    %test_apply_with_args_kwds_agg_and_addr3    s=    " {A6F  !78H6,r"   c                     SS jnU R                  USSS9nU R                  S 5      n[        R                  " X#5        g )Nc                     X-
  U-  $ rJ   rK   )rM   subdivides      r    subtract_and_divideJtest_apply_with_args_kwds_subtract_and_divide.<locals>.subtract_and_divide  s    6!!r"   )rc   rc   )rR   r7  c                     U S-
  S-  $ )N       @rK   rn   s    r    rO   ?test_apply_with_args_kwds_subtract_and_divide.<locals>.<lambda>  s    AGs?r"   rQ   r   )rB   r8  rC   rD   s       r    -test_apply_with_args_kwds_subtract_and_divider=    s@    " 2aHF  !:;H&+r"   c                 Z    U R                  [        5      n[        R                  " X5        g rJ   )r<   r   r=   rU   )rB   rC   s     r    test_apply_yield_listr?    s     t$F&.r"   c                    [         R                  U R                  S S S2U R                  R	                  S5      4'   U R                  S5      nU R                  [         R
                  SS9n[        R                  " X!5        g )Nrc   r   r   rq   )	r   r   ilocr   get_locr?   r<   r=   r>   )rB   rD   rC   s      r    test_apply_reduce_SeriesrC    sg    >@ffKSqS+--55c::;"HrwwQ/F6,r"   c                  F   [        SS/SS//SS/SS/S	9n U R                  [        S
S9n[        SSS.SSS./U R                  S9n[
        R                  " X5        U R                  [        SS9n[        SSS.SSS./U R                  S9n[
        R                  " X5        g )Nr   rc   r   rb   rZ   r[   i0i1r   r@   r   rq   )rE  rF  r   rY   )r   r<   dictr   r   r=   r>   r@   )r{   rC   rD   s      r    test_apply_reduce_to_dictrI    s    q!fq!f%d|D$<PDZZ1Z%Faq)!1+=>dllSH6,ZZ1Z%Faq)!1+=>djjQH6,r"   c            	         [        [        R                  R                  S5      R	                  S5      5      n U R                  [        R                  SS9n[        U R                  5        VVs0 s H  u  p#X#R                  5       _M     snnU R                  S9n[        R                  " X5        U R                  [        R                  SS9n[        U R                  R                  5        VVs0 s H  u  p#X#R                  5       _M     snnU R                  S9R                  n[        R                  " X5        g s  snnf s  snnf )Nrc   )   r  r   rq   r   r   )r   r   randomdefault_rngstandard_normalr<   r   describeitemsr   r=   rU   r   r@   )r   rC   ivrD   s        r    test_apply_differently_indexedrS    s    	299((+;;HE	FBXXfooAX.FbhhjAjda!ZZ\/jA2::VH&+XXfooAX.FbddjjlClda!ZZ\/lCRXXVXXH&+ B Ds   .D?
1E
c                  ~   [        / SQ/ SQ/ SQ/ SQ/ SQ/ SQ// SQS9n S	 nU R                  US
S9n[        [        SS
S
5      SS/[        SS
S5      SS/[        SS
S5      SS/[        SS
S5      SS/[        SS
S5      SS/[        SS
S5      SS/// SQS9n U R                  US
S9n[        R                  " X25        g )N)r   ABC02   )r   YUM0rK  )r   DEF0rK  )rc   ABC1rV  )rc   YUM1rK  )rc   DEF1rK  )rv   marketpositionr   c                     U S   $ )Nr\  rK   )rs    r    ftest_apply_bug.<locals>.f  s    {r"   r   rq   i  rU  rV  rc   rW  rK  r   rX  rb   rY  r   rZ  r   r[  )r   r<   r   r=   r>   )	positionsr`  rD   rC   s       r    test_apply_bugrc    s    	
 ,
I qq)HdAq!62.dAq!62.dAq!62.dAq!62.dAq!62.dAq!62.	
 ,
I __QQ_'F6,r"   c            
         [        / SQ/ SQ/ SQ[        R                  R                  S5      R	                  S5      [        R                  R                  S5      R	                  S5      [        R                  R                  S5      R	                  S5      S.5      n U R                  S SS	9n[        R                  " X5        g )
N)r   r   r   r   barre  re  re  r   r   r   )onerf  rf  tworf  rf  rf  rg  rg  rg  rf  )dullrh  shinyrh  rh  ri  ri  rh  ri  ri  ri  rc      )r   r   r   rX   EFc                     U $ rJ   rK   rn   s    r    rO   ,test_apply_convert_objects.<locals>.<lambda>  rp   r"   r   rq   )r   r   rL  rM  rN  r<   r=   rU   rs   s     r    test_apply_convert_objectsro    s     &&q)99"=&&q)99"=&&q)99"=U+	
-H^ ^^Ka^0F&+r"   c                     U R                  S 5      n[        U R                  U R                  S9n[        R                  " X5        g )Nc                     U R                   $ rJ   namern   s    r    rO   (test_apply_attach_name.<locals>.<lambda>      r"   r   )r<   r   r   r=   r>   r   s      r    test_apply_attach_namerv    s9    /0Fk))1D1DEH6,r"   c                     U R                  S SS9n[        U R                  U R                  S9n[        R                  " X5        g )Nc                     U R                   $ rJ   rr  rn   s    r    rO   .test_apply_attach_name_axis1.<locals>.<lambda>  ru  r"   r   rq   r   )r<   r   r@   r=   r>   r   s      r    test_apply_attach_name_axis1rz    s>    /a8Fk''{/@/@AH6,r"   c                     U R                  S 5      n[        [        R                  " U R                  [        U R                  5      S45      U R                  U R                  S9n[        R                  " X5        g )Nc                 V    [         R                  " U R                  [        U 5      5      $ rJ   r   repeatrs  r   rn   s    r    rO   6test_apply_attach_name_non_reduction.<locals>.<lambda>      1663q6)Br"   r   r@   r   )	r<   r   r   r   r   r   r@   r=   rU   r   s      r    $test_apply_attach_name_non_reductionr    sc    BCF
##c+*;*;&<a%@A##H
 &+r"   c                    ^  T R                  S SS9n[        U 4S jT R                  5        5       5      nT R                  Ul        [        R
                  " X5        g )Nc                 V    [         R                  " U R                  [        U 5      5      $ rJ   r}  rn   s    r    rO   <test_apply_attach_name_non_reduction_axis1.<locals>.<lambda>'  r  r"   r   rq   c              3   ~   >#    U  H2  n[         R                  " US    [        TR                  5      5      v   M4     g7f)r   N)r   r~  r   r   ).0trB   s     r    	<genexpr>=test_apply_attach_name_non_reduction_axis1.<locals>.<genexpr>(  s2      ;Sa		!A$K//011;Ss   :=)r<   r   
itertuplesr@   r=   r>   r   s   `  r    *test_apply_attach_name_non_reduction_axis1r  &  sV    BKF ;F;Q;Q;S H !&&HN6,r"   c                      [         R                  " / SQ/ SQ/5      n [        SS/SS/SS//U S	S
/S9nUR                  S S5      n[        SS/SS/SS//U SS/S9n[        R
                  " X#SS9  g )N)rv   rv   r   )r   rE   rE   r   rc   r   rb   r   r   col1col2r  c                 B    [        [        U 5      [        U 5      S.5      $ )N)minmax)r   r  r  rn   s    r    rO   (test_apply_multi_index.<locals>.<lambda>2  s    vc!fSV&DEr"   r  r  T
check_like)r   from_arraysr   r<   r=   rU   )r@   r   rC   rD   s       r    test_apply_multi_indexr  /  s    ""O_#EFEAq6Aq6Aq6*%&&AQRAWWEqIF1a&1a&1a&1PUWH&t<r"   z	df, dictsr   re  spameggs)r   r   rc   r   c                     S nU R                  USS9nU R                  USS9nU R                  U5      n[        R                  " X15        [        R                  " X@5        [        R                  " XQ5        g )Nc                 "    U R                  5       $ rJ   )to_dictrn   s    r    rO   !test_apply_dict.<locals>.<lambda>C  s
    199;r"   r   r   r   )r<   r=   r>   rU   )r   dictsfnreduce_truereduce_falsereduce_nones         r    test_apply_dictr  7  sd     
B((28(4K88BH85L((2,K;.,+;.r"   c            	          [        S[        SSSS905      n U R                  S 5      n[        R                  " X5        U R                  S 5      n[        S[        SSSS905      n[        R                  " X5        g )	Ndtz
2015-01-01r   zEurope/Brussels)r   rl   c                     U $ rJ   rK   rn   s    r    rO   ,test_apply_non_numpy_dtype.<locals>.<lambda>P      r"   c                 4    U [         R                  " S5      -   $ )N1day)r   	Timedeltarn   s    r    rO   r  S  s    BLL$8 8r"   z
2015-01-02)r   r
   r<   r=   rU   r   s      r    test_apply_non_numpy_dtyper  M  sr    	D*\1ARST	UBXXk"F&%XX89F	z,6GHIH &+r"   c                  p    [        S/ SQ0SS9n U R                  S 5      n[        R                  " X5        g )Nr  )rv   r   r   rv   r]   r   c                     U $ rJ   rK   rn   s    r    rO   5test_apply_non_numpy_dtype_category.<locals>.<lambda>\  r  r"   r   rf   s     r    #test_apply_non_numpy_dtype_categoryr  Z  s0    	D./z	BBXXk"F&%r"   c                      [        SS/SS//SS/S9n [        SS//SS/S/S9nU R                  S/5      n[        R                  " X!5        g )	Nr   r   rc   r   rv   r   r  rG  ry   r   rD   rC   s      r    test_apply_dup_names_multi_aggr  `  sV    	QFQF#c3Z	8B1a&C:eWEHVVUG_F&+r"   opr<   rz   c                     S n[        [        R                  " S5      [        S5      S9n[	        X 5      " USS9n[        / SQ/ SQ/ SQ/ SQ/5      n[        R                  " X45        g )Nc                 0    SU S   -  SU S   -  SU S   -  /$ )Nrc   r   r   r   rK   rows    r    
apply_list3test_apply_nested_result_axis_1.<locals>.apply_listl  s'    CHa#c(lACL99r"   )rb   rb   ABCDr   r   rq   )        r  r  )r   r   zerosr   r   r   r=   r>   )r  r  r   rC   rD   s        r    test_apply_nested_result_axis_1r  i  sX    : 
288F#T&\	:BR_Za0F	/?OLH 6,r"   c                      [        S[        SSS9/0SS9n U R                  S 5      n[        R                  " X5        U R                  S 5      n[        R                  " X5        g )	Nr   2020rj   rk   zdatetime64[ns, UTC]r   c                     U $ rJ   rK   rn   s    r    rO   7test_apply_noreduction_tzaware_object.<locals>.<lambda>|  rp   r"   c                 "    U R                  5       $ rJ   )r   rn   s    r    rO   r  ~  s
    affhr"   rr   rs   s     r    %test_apply_noreduction_tzaware_objectr  w  s\    	6e,-.6KH ^^K(F&+^^./F&+r"   c                     ^ [        S/ SQ05      n / mU4S jnU4S jnX4 H3  nTS S 2	 U R                  USS9  T[        U R                  5      :X  a  M3   e   g )Nrv   r   c                 <   > TR                  U R                  5        g rJ   r   rs  r  namess    r    reducing_function8test_apply_function_runs_once.<locals>.reducing_function  s    SXXr"   c                 >   > TR                  U R                  5        U $ rJ   r  r  s    r    non_reducing_function<test_apply_function_runs_once.<locals>.non_reducing_function  s    SXX
r"   r   rq   )r   r<   r   r@   )r   r  r  r   r  s       @r    test_apply_function_runs_oncer    s_     
C#	$BE #:!H
ARXX&&&	 ;r"   c                 
  ^ U S:X  a  [         R                  " S5        [        S/ SQ05      n/ mU4S jnU4S jnX#4 HB  nTS S 2	 UR                  X@SSS	9  T[	        UR
                  R                  5       5      :X  a  MB   e   g )
Nr$   z8appending to list outside of numba func is not supportedrv   r   c                 (   > TR                  U 5        g rJ   extendr  r   s    r    r  <test_apply_raw_function_runs_once.<locals>.reducing_function  s    cr"   c                 *   > TR                  U 5        U $ rJ   r  r  s    r    r  @test_apply_raw_function_runs_once.<locals>.non_reducing_function  s    c
r"   Tr   )r,   rG   r5   )r)   rT   r   r<   r   rv   to_list)r,   r   r  r  r   r   s        @r    !test_apply_raw_function_runs_oncer    s{    NO	C#	$BF #:1I
$Q7bddlln----	 ;r"   c                      [        [        R                  " SS/5      S/S9n [        [        R                  " SS/5      S/[        S9nU R	                  S 5      n[
        R                  " X!5        g )Ns   abcds   efghcolr   )r   r   c                 $    U R                  S5      $ )Nobjectr^   rn   s    r    rO   -test_apply_with_byte_string.<locals>.<lambda>  s     2r"   )r   r   r  r  r<   r=   rU   r  s      r    test_apply_with_byte_stringr    s[    	288Wg./%	AB7G"45wfUH XX23F&+r"   valasd   c                 P  ^  SS SSS[         R                  /n[        SU0SS9nUR                  R	                  U 4S j5      n[        U Vs/ s H3  n[        R                  " U5      (       a  [         R                  OUT :H  PM5     snSS9n[        R                  " X55        g s  snf )	Nr  r  cderv   r]   r   c                    > U T:H  $ rJ   rK   )rM   r  s    r    rO   /test_apply_category_equalness.<locals>.<lambda>  s	    !s(r"   rr  )
r   r   r   rv   r<   r   r   isnullr=   r>   )r  	df_valuesr   rC   rM   rD   s   `     r    test_apply_category_equalnessr    s     b%7I	C#:	6BTTZZ*+F7@Ay!299Q<<Q#X	-yAH 6, 	Bs   :B#c                  Z   [        [        R                  R                  S5      R                  S5      5      n U R	                  [        R
                  R
                  SS9R                  nUS:X  d   eU R	                  [        R
                  R                  SS9R                  nUS:X  d   eg )Nrc   )r  rc   r   rq   )r   rc   )r   r   rL  rM  r<   fftrd   rfftrf   s     r    test_infer_row_shaper    s     
299((+227;	<BXXbffjjqX)//FWXXbffkkX*00FVr"   zops, by_row, expectedrv   c                     U S-   $ r   rK   rn   s    r    rO   rO         Qr"   compatc                     U S-   $ r   rK   rn   s    r    rO   rO     r  r"   c                 "    U R                  5       $ rJ   r   rn   s    r    rO   rO     
    r"   c                 "    U R                  5       $ rJ   r  rn   s    r    rO   rO     r  r"   r   c                 "    U R                  5       $ rJ   r  rn   s    r    rO   rO     
    AEEGr"   )r   r   r   )r   r   <lambda>r   c                 "    U R                  5       $ rJ   r  rn   s    r    rO   rO     r  r"   c                     gr   rK   rn   s    r    rO   rO         r"   c                     gr   rK   rn   s    r    rO   rO     r  r"   c                 l    [        SSS/05      nUR                  XS9n[        R                  " XB5        g Nrv   r   rc   by_rowr   r<   r=   assert_equalopsr   rD   r   rC   s        r    test_dictlike_lambdar    s2    . 
C!Q=	!BXXcX)FOOF%r"   r  c                     U S-   $ r   rK   rn   s    r    rO   rO     s    Ar"   c                 "    U R                  5       $ rJ   r  rn   s    r    rO   rO     s
    r"   c                 "    U R                  5       $ rJ   r  rn   s    r    rO   rO     s
    r"   c                     gr   rK   rn   s    r    rO   rO     s    r"   c                     [        SSS/05      n[        R                  " [        SS9   UR	                  U SS9  S S S 5        g ! , (       d  f       g = fNrv   r   rc   zby_row=True not allowedmatchTr  r   r)   raises
ValueErrorr<   r  r   s     r    test_dictlike_lambda_raisesr    B     
C!Q=	!B	z)B	C
T" 
D	C	C   A
Ac                     [        SS/SS//SS/S9n U R                  S SS9n[        U R                  5        Vs/ s H  nSS	0PM	     sn5      n[        R
                  " X5        [        S
5      [        S5      /U S'   U R                  S SS9n[        R
                  " X5        U S   U S   -   R                  S 5      n[        SS	0SS	0/5      n[        R
                  " X5        g s  snf )Nr   rc   rv   r   r   c                     SU S   U S   -   0$ Nr   rv   r   rK   rn   s    r    rO   ,test_with_dictlike_columns.<locals>.<lambda>      afqvo 6r"   rq   r   r   2017-05-01 00:00:002017-05-02 00:00:00r=   c                     SU S   U S   -   0$ r  rK   rn   s    r    rO   r  
  r  r"   c                 
    SU 0$ )Nr   rK   rn   s    r    rO   r    s    #qr"   )r   r<   r   r  r=   r>   r	   r   rC   r  rD   s       r    test_with_dictlike_columnsr    s    	QFQF#c3Z	8BXX6QX?F9AQx9:H6, 	'('(BtH XX6QX?F6, g3&&'9:FQx#q*+H6, :s   C)c                      [        5       n / SQU S'   / SQU S'   [        R                  " / SQSS9U S'   U R                  S	 S
S9n[	        0 0 0 /5      n[
        R                  " X5        g )N)XYZauthor)BBCNBCN24	publisher)z17-10-2010 07:15:30z13-05-2011 08:20:35z15-01-2013 09:09:09T)dayfirstdatec                     0 $ rJ   rK   rn   s    r    rO   :test_with_dictlike_columns_with_datetime.<locals>.<lambda>      r"   r   rq   )r   r   to_datetimer<   r   r=   r>   r   s      r    (test_with_dictlike_columns_with_datetimer/    se    	B"BxL+B{OMBvJ XXlX+Fr2rl#H6,r"   c                     [        SS/SS//SS/S9n U R                  S SSS9n[        S	S
S
/05      n[        R                  " X5        [	        S5      [	        S5      /U S'   U R                  S SSS9n[        R                  " X5        g )Nr   rc   rv   r   r   c                     SU S   U S   -   0$ r  rK   rn   s    r    rO   7test_with_dictlike_columns_with_infer.<locals>.<lambda>$  r  r"   r   r   r   r   r  r  r=   c                     SU S   U S   -   0$ r  rK   rn   s    r    rO   r2  ,  r  r"   )r   r<   r=   rU   r	   r   s      r    %test_with_dictlike_columns_with_inferr4  !  s    	QFQF#c3Z	8BXX6QHXUF#1v'H&+ 	'('(BtH XX6QHXUF&+r"   c                     U S-   $ r   rK   rn   s    r    rO   rO   3      AEr"   )rv   r  c                     U S-   $ r   rK   rn   s    r    rO   rO   4  r6  r"   c                 "    U R                  5       $ rJ   r  rn   s    r    rO   rO   5  
    AEEGr"   r  c                 "    U R                  5       $ rJ   r  rn   s    r    rO   rO   6  r9  r"   c                 "    U R                  5       $ rJ   r  rn   s    r    rO   rO   8  
    aeegr"   c                 "    U R                  5       $ rJ   r  rn   s    r    rO   rO   =  r<  r"   c                     U S-   $ r   rK   rn   s    r    rO   rO   B  s    q1ur"   c                     gNr   rK   rn   s    r    rO   rO   B  s    r"   r   c                     gr   rK   rn   s    r    rO   rO   G  s    qr"   c                     gr@  rK   rn   s    r    rO   rO   G      Ar"   c                 l    [        SSS/05      nUR                  XS9n[        R                  " XB5        g r  r  r  s        r    test_listlike_lambdarE  0  s2    > 
C!Q=	!BXXcX)FOOF%r"   c                     U S-   $ r   rK   rn   s    r    rO   rO   W      1q5r"   c                 "    U R                  5       $ rJ   r  rn   s    r    rO   rO   X  s
    1557r"   c                 "    U R                  5       $ rJ   r  rn   s    r    rO   rO   Y  s
    !%%'r"   c                     U S-   $ r   rK   rn   s    r    rO   rO   Z  rG  r"   c                     gr@  rK   rn   s    r    rO   rO   Z  rC  r"   c                     [        SSS/05      n[        R                  " [        SS9   UR	                  U SS9  S S S 5        g ! , (       d  f       g = fr  r  r  s     r    test_listlike_lambda_raisesrM  T  r  r  c            
      6   [        [        [        R                  R	                  S5      R                  S5      5      / SQ[        SSSS9S.5      n U SS	/   R                  [        S
S9n[        U SS	/   R                  5        Vs/ s H  o"S
S  PM	     sn5      n[        R                  " X5        U SS/   R                  [        S
S9n[        U SS/   R                  5        Vs/ s H  o"S
S  PM	     sn5      n[        R                  " X5        g s  snf s  snf )Nrc   rb   )rv   r   ofwordsz
2016-10-01h)r   freq)rv   r   r`   rv   r   r   rq   r`   )r   r   r   rL  rM  rN  r
   r<   tupler  r=   r>   r  s       r    test_with_listlike_columnsrT  d  s   			--a0@@CD-\13?	

B c
^!!%a!0Fb#sn&?&?&AB&Au&ABCH6,d_""5q"1Fb#to&@&@&BC&Bu&BCDH6, C Ds   D%Dc                     [        [        SS/S//5      [        S/SS//5      S.5      n [        R                  " SS/5      U l        U R                  S	 S
S9n[        / S//U R                  S9n[        R                  " X5        g )Nrv   r   qzr  rL   )rE  j0)rF  j1c                 L    U S    Vs/ s H  oU S   ;   d  M  UPM     sn$ s  snf )NrM   rN   rK   )r  els     r    rO   ;test_with_listlike_columns_returning_list.<locals>.<lambda>|  s"    C"K"#c(N2"K"Ks   !!r   rq   r   )r   r   r   from_tuplesr@   r<   r=   r>   r   s      r    )test_with_listlike_columns_returning_listr^  w  s    	#scU 346C53PS*BU;VW	XB%%|\&BCBHXXKRSXTFrC5k2H6,r"   c                  (   [        SS/SS/[        S5      [        S5      /S.5      n U R                  S S	S
9n[        U R	                  5        Vs/ s H  o"R
                  UR                  4PM     sn5      n[        R                  " X5        g s  snf )Nr   r;  r   re  z2017-11-29 03:30:00z2017-11-29 03:45:00)numberstringr   c                 2    U R                   U R                  4$ rJ   )r`  ra  r  s    r    rO   1test_infer_output_shape_columns.<locals>.<lambda>  s    3::szz":r"   r   rq   )	r   r	   r<   r   r  r`  ra  r=   r>   r  s       r    test_infer_output_shape_columnsrd    s     
Cjen/0/0	
	
B XX:XCFR]]_E_!((+_EFH6, Fs   !Bc                     [        [        R                  R                  S5      R	                  S5      / SQS9n U R                  S SS9n[        U R                  5        Vs/ s H  n/ SQPM	     sn5      n[        R                  " X5        U R                  S	 SS9n[        U R                  5        Vs/ s H  nSS/PM	     sn5      n[        R                  " X5        g s  snf s  snf )
Nrc   )r   r   r   r   c                 
    / SQ$ r   rK   rn   s    r    rO   :test_infer_output_shape_listlike_columns.<locals>.<lambda>  r   r"   r   rq   r   c                 
    SS/$ Nr   rc   rK   rn   s    r    rO   rg        Ar"   
r   r   rL  rM  rN  r<   r   r  r=   r>   r  s       r    (test_infer_output_shape_listlike_columnsrl    s     

		a 008/
B XX)X2F"--/:/Qy/:;H6,XX&QX/Fr}}7!1v78H6, ; 8s   !C 4C%c                    ^  [        S/ SQ0[        S5      S9nUR                  U 4S jSS9n[        UR	                  5        Vs/ s H  n[
        R                  " T 5      PM     snUR                  S9n[        R                  " X$5        g s  snf )Nrv   r   r   r   c                 0   > [         R                  " T5      $ rJ   )r   ones)r  r  s    r    rO   Btest_infer_output_shape_listlike_columns_np_func.<locals>.<lambda>  s    "''#,r"   r   rq   )
r   r   r<   r   r  r   ro  r@   r=   r>   )r  r   rC   r  rD   s   `    r    0test_infer_output_shape_listlike_columns_np_funcrq    sm     
C#4;	7BXX.QX7FR]]_=_rwws|_=RXXNH6, >s    Bc                  0   [        [        S5      [        S5      [        S5      [        S5      // SQ/ SQ/ SQS.5      n S	 nU R                  US
S9n[        U R	                  5        Vs/ s H  nSPM     sn5      n[
        R                  " X$5        g s  snf )Nz
2010-02-01z
2010-02-04z
2010-02-05z
2010-02-06)r   r   rb   r   )r   r   rb   rc   )r   rc   r   rb   )rv   r   r   rE   c                     g)Nr   rc   rK   rn   s    r    funDtest_infer_output_shape_listlike_columns_with_timestamp.<locals>.fun  s    r"   r   rq   rt  )r   r	   r<   r   r  r=   r>   )r   ru  rC   r  rD   s        r    7test_infer_output_shape_listlike_columns_with_timestamprw    s    	 ,',',','	 
	

B XXcX"Fr}}7!v78H6, 8s   )Blstr   c                 (  ^  [        [        R                  R                  S5      R	                  S5      / SQS9nUR                  U 4S jSS9n[        UR                  5        Vs/ s H  nT PM     sn5      n[        R                  " X$5        g s  snf )Nrc   )rb   r   r   r   c                    > T$ rJ   rK   )rM   rx  s    r    rO   3test_consistent_coerce_for_shapes.<locals>.<lambda>  s    r"   r   rq   rk  )rx  r   rC   r  rD   s   `    r    !test_consistent_coerce_for_shapesr|    st     

		a 008/
B XXm!X,FBMMO4OqsO45H6, 5s   %Bc                     U nUR                  S SS9nU R                  SSSS.S9n[        R                  " X#5        UR                  S	 SS9nUSS/   n[        R                  " X#5        g )
Nc                     [        / SQ/ SQS9$ )Nr   )testothercolsr   r   rn   s    r    rO   'test_consistent_names.<locals>.<lambda>  s    &*CDr"   r   rq   r  r  r  r   r   c                     [        SS/SS/S9$ )Nr   rc   r  r  r   r  rn   s    r    rO   r    s    1vfg5F Gr"   )r<   renamer=   rU   r   s       r    test_consistent_namesr    s    	BXXD1  F #))78 * H &+XXGaXPF)*H&+r"   c                     U nUR                  S SSS9nUR                  5       n/ SQUl        [        R                  " X#5        g )Nc                 
    / SQ$ r   rK   rn   s    r    rO   "test_result_type.<locals>.<lambda>  r   r"   r   r   r   r   r   rc   r<   r   r   r=   rU   r   s       r    test_result_typer    s?     
BXX)xXHFwwyH H&+r"   c                     U nUR                  S SSS9nUSS/   R                  5       nSS/Ul        [        R                  " X#5        g )Nc                 
    SS/$ ri  rK   rn   s    r    rO   /test_result_type_shorter_list.<locals>.<lambda>  rj  r"   r   r   r   r   r   r   r  r   s       r    test_result_type_shorter_listr    sN     
BXX&QHXEF3*~""$H1vH&+r"   c                     US:X  a8  [         R                  R                  SS9nUR                  R	                  U5        U nUR                  S SSUS9nUR                  5       n[        R                  " XV5        g )Nr$   z(numba engine doesn't support list returnr.   c                 
    / SQ$ r   rK   rn   s    r    rO   ,test_result_type_broadcast.<locals>.<lambda>  s    )r"   r   r   r5   r   r,   	r)   r6   r7   r8   r9   r<   r   r=   rU   )r!   r+   r,   r6   r   rC   rD   s          r    test_result_type_broadcastr    sr     {{  (R S%	BXX!V  F wwyH&+r"   c                   ^ US:X  a8  [         R                  R                  SS9nUR                  R	                  U5        U n/ SQmUR                  U4S jSSUS9nUR                  5       n[        R                  " XV5        g )	Nr$   <numba Series constructor only support ndarrays not list datar.   r  r  r  c                    > [        / SQTS9$ Nr   r   r  rM   r   s    r    rO   8test_result_type_broadcast_series_func.<locals>.<lambda>  s    &'2r"   r   r   r  r  r!   r,   r+   r6   r   rC   rD   r   s          @r    &test_result_type_broadcast_series_funcr    s     {{  Q ! 
 	%	B'GXX2	  F wwyH&+r"   c                     US:X  a8  [         R                  R                  SS9nUR                  R	                  U5        U nUR                  S SUS9nUR                  5       n[        R                  " XV5        g )Nr$   r  r.   c                 .    [        / SQU R                  S9$ r  )r   r@   rn   s    r    rO   0test_result_type_series_result.<locals>.<lambda>%  s    y @r"   r   r4   r  )r!   r,   r+   r6   r   rC   rD   s          r    test_result_type_series_resultr    sp     {{  Q ! 
 	%	BXX@qQWXXFwwyH&+r"   c                   ^ US:X  a8  [         R                  R                  SS9nUR                  R	                  U5        U n/ SQmUR                  U4S jSUS9nUR                  5       nTUl        [        R                  " XV5        g )Nr$   z:no support in numba Series constructor for list of columnsr.   r  c                    > [        / SQTS9$ r  r  r  s    r    rO   <test_result_type_series_result_other_index.<locals>.<lambda>6  s    y @r"   r   r4   )
r)   r6   r7   r8   r9   r<   r   r   r=   rU   r  s          @r    *test_result_type_series_result_other_indexr  *  s~     {{  O ! 
 	%	B'GXX@qQWXXFwwyHH&+r"   boxc                     [        U 5      $ rJ   )r   rn   s    r    rO   rO   >  s    tAwr"   c                     [        U 5      $ rJ   )rS  rn   s    r    rO   rO   >  s    %(r"   c                 ,    [         R                  " U SS9$ )Nr   r   )r   r  rn   s    r    rO   rO   >  s    bhhq6Pr"   )r   rS  r  c           	      P  ^  UnUR                  U 4S jSS9n[        UR                  5        Vs/ s H  nT " SS/5      PM     sn5      n[        R                  " X55        UR                  U 4S jSSS9nUSS	/   R                  S
SS.S9n[        R                  " X55        g s  snf )Nc                    > T" SS/5      $ ri  rK   rM   r  s    r    rO   ,test_consistency_for_boxed.<locals>.<lambda>E      QFr"   r   rq   rc   c                    > T" SS/5      $ ri  rK   r  s    r    rO   r  I  r  r"   r   r   r   r   r   r   r   )r<   r   r  r=   r>   r  rU   )r  r!   r   rC   r  rD   s   `     r    test_consistency_for_boxedr  <  s     
BXX+!X4FBMMO<OqsAq6{O<=H6,XX+!XJF"C:.55AA>N5OH&+ =s   B#c                    U S;   a  SOSn[         R                  " SS9   [         R                  " U5      n[         R                  " U5      nUR	                  5       nUR                  [         R                  U S9n[        R                  " Xe5        UR                  [         R                  /U S9nUR	                  5       nU S;   a)  [        R                  " UR                  S//5      Ul
        O([        R                  " UR                  S//5      Ul        [        R                  " Xe5        UR                  [         R                  [         R                  /U S9n[        X4/US9nU S;   a*  [        R                  " UR                  SS//5      Ul
        O)[        R                  " UR                  SS//5      Ul        [        R                  " Xe5        S S S 5        g ! , (       d  f       g = f)	N   r@   r   r   r   r0   r1   rq   r;   absolute)r   r:   absr;   r   r<   r=   rU   r   from_productr   r@   r   )r5   rB   
other_axisf_absf_sqrtrD   rC   s          r    test_agg_transformr  N  s   l*J		"{#% ;;=""277"6
f/ ""BGG94"8;;=<)668K8KfX7VWH'44k6G6G&5RSHN
f/
 ""BFFBGG#44"@uoJ?<)66$$z6&:; H (44""Z$89HN 	f/? 
#	"	"s   F5G
G+c                      [        [        S5      SS.5      n U R                  SS/5      n[        SS/SS/S.SS/SS/S	9n[        R                  " X5        g )
Nr   r   r  r  r   rb   r   r   rG  )r   r   rz   r=   rU   r   s      r    	test_demor  s  s]    	q*	+BVVUEN#F!fAq6"S#JuenH &+r"   c                     [        [        S5      SS.5      n U R                  SS/SS/S.5      n[        SS[        R                  /S[        R                  S	/S.S
S// SQS9n[
        R                  " UR                  U5      U5        g )Nr   r   r  r  r         @r        @g      9@r   r   )r  r  r   rG  )r   r   rz   r   r   r=   rU   reindex_liker   s      r    test_demo_dict_aggr  ~  s    	q*	+BVV5%.u~>?FC RVVT':;c
#H
 &--h7Br"   c                     SSS/0n [        U 5      nUR                  SS05      n[        SS05      n[        R                  " X#5        US   R                  SS05      n[        SS0SS9n[        R                  " X#5        g )Nrs  r   re  countrc   rr  )r   rz   r   r=   r>   )r{   r   rC   rD   s       r    !test_agg_with_name_as_column_namer    s    UEN#D	4B VVVW%&Fvqk"H6, Z^^VW-.Fvqk/H6,r"   c                  8   [        / SQ/ SQ/ SQS.5      n [        SS/SS/S	S
/S.SS/S9nU R                  SS/5      n[        R                  " X!5        U / SQ   R                  SS/5      nU/ SQ   R	                  SS/5      n[        R                  " X!5        g )Nr   r   r;        @r   re  bazr   r   r   r         @re  	foobarbazr  r   r   )r   r   r   )r   rz   r=   rU   reindex)mdfrD   rC   s      r    test_agg_multiple_mixedr    s    
 &	
C Qs%	

 enH WWeU^$F&+!%%uen5F (00%@H&+r"   c            
      f   [        / SQ/ SQ/ SQ[        SSS9S.5      n Sn[        R                  " [        US	9   U R                  S
S/5        S S S 5        [        R                  " [        US	9   U / SQ   R                  SS
/5        S S S 5        g ! , (       d  f       NI= f! , (       d  f       g = f)Nr   r  r  r~   r   r   r   r   r   rX   does not support reductionr  r  r   )rX   r   r   r   )r   r
   r)   r  	TypeErrorrz   )r  msgs     r    test_agg_multiple_mixed_raisesr    s    
 &J2		
C 'C	y	, 
- 
y	, !%%uen5 
-	, 
-	, 
-	,s   B/B"
B"
B0c                    U S;   a  SOSnUR                   U   R                  5       S S R                  5       u  p4[        R                  " UR                  U S9UR                  U S9UR                  U S9/SS9n/ SQUl        U S;   a  UR                  OUnUR                  / SQU S9n[        R                  " Xe5        USUS0nUR                  XpS9n[        UR                  U5      U   R                  5       UR                  U5      U   R                  5       /X4/S	9n[        R                  " Xe5        US/US/0nUR                  XpS9n[!        U[        UR                  U5      U   R                  5       /S/S	9U[        UR                  U5      U   R                  5       /S/S	905      nU S
;   a  UR                  OUn[        R                  " Xe5        USS/USS/0nUR                  XpS9n[        R                  " U[        UR                  U5      U   R                  5       UR                  U5      U   R                  5       /SS/S	9U[        UR                  U5      U   R                  5       UR                  U5      U   R                  5       /SS/S	90SS9nU S
;   a  UR                  OUn[        R                  " Xe5        g )Nr  r   r   rc   rq   )r?   r  r   r?   r   r   >   r   r   r  )axesuniquesort_valuesr   concatr?   r  r   r   r   rz   r=   rU   r   r   r>   r   )r5   rB   r  name1name2rD   rC   r   s           r    test_agg_reducer    s   l*J##J/668!<HHJLE yy$'OOO&OOO&	

 H .H!\1xzzxH__3$_?F&+ 65%(D__T_-FOOJ'.335OOJ'.224	
 nH 6, F8UUG,D__T_-F6;??:6u=BBDEfXV6;??:6u=AACDUGT	
H "^3xzzH&+ FE?EE5>:D__T_-Fyy6OOJ/6;;=OOJ/6::< uo 6OOJ/6::<OOJ/6::< en	
  #H& "^3xzzH&+r"   c            
         [        / SQ/ SQ/ SQ[        SSS9S.5      n U R                  S5      n[        S	S
S[	        S5      /U R
                  S9n[        R                  " X5        U R                  S/5      n[        S	S
S[	        S5      R                  S5      //S/U R
                  S9n[        R                  " X5        Sn[        R                  " [        US9   U R                  S5        S S S 5        U / SQ   R                  S5      n[        / SQ/ SQS9n[        R                  " X5        Sn[        R                  " [        US9   U R                  S/5        S S S 5        g ! , (       d  f       N= f! , (       d  f       g = f)Nr   r  r  r~   r   r   r  r  r   r   re  r   nsr  r  r  r   r   )r   r  r  )r   r
   rz   r   r	   r   r=   r>   as_unitrU   r)   r  r  )r   rC   rD   r  s       r    test_nuiscance_columnsr    sB   	 &J2		

B VVE]Fq#ui
&;<BJJOH6,VVUG_F
S%:.66t<	=>g

H
 &+
&C	y	,
u 
-  $$U+F+?CH6,
&C	y	,
w 
-	, 
-	, 
-	,s   E(E9(
E69
Fhowc                 r   [        / SQS[        R                  S// SQS.5      n[        X5      " SS05      n[	        SS05      n[
        R                  " X#5        [        X5      " SS	05      n[	        SS
05      n[
        R                  " X#5        [        X5      " SS	/5      n[        X5      " SS	/SS	/SS	/S.5      n[        SS
S.SS
S.SS
S.S.5      n[
        R                  " XESS9  [
        R                  " XSSS9  [        X5      " S5      nUR                  5       n[
        R                  " X#5        g )NNrc   r   r   r  r   Nre  r   r   r  rc   sizer   )r  r  Tr  )	r   r   r   r   r   r=   r>   rU   r  )r  r   rC   rD   result1result2s         r    test_non_callable_aggregatesr  3  s9    
#rvvs!3:NO
B
 RsGn-FsAhH6, RsFm,FsAhH6, b01Gbw&7w>OPG a(a(a(	
H 't<'= Rg&FxxzH6,r"   c                 *   [        / SQS[        R                  S// SQS.5      n[        X 5      " SUS9nUS;   a"  [	        UR
                  S	   UR                  S
9nO![	        UR
                  S   UR                  S
9n[        R                  " X45        g )Nr  r   r  r  r   r  rq   )r   r@   r   r   r   )
r   r   r   r   r   rd   r   r@   r=   r>   )r  r5   r   rC   rD   s        r    test_size_as_strr  `  s}     
#rvvs!3:NO
B
 Rf40F|"((1+RZZ8"((1+RXX66,r"   c                  N   [        / SQS[        R                  S// SQS.5      n S nU R                  U5      n[	        SS/S/SS	/// SQS
9n[
        R                  " X#5        U R                  U/5      nUR                  S5      R                  n[
        R                  " X#5        g )N)rc   rc   r   g      ?r  r   c                 P    [        U R                  5       R                  5       5      $ rJ   )r   dropnar  )	group_cols    r    r   &test_agg_listlike_result.<locals>.funct  s    I$$&--/00r"   rc   r   r   re  r   r   )
r   r   r   rz   r   r=   r>   to_framer   rU   )r   r   rC   rD   s       r    test_agg_listlike_resultr  p  s    	#rvvs);BVW	XB1 VVD\F1vuuen5_MH6,VVTF^F  (**H&+r"   zargs, kwargs)r   r      rt  rQ   r   rK   rv   r   r   c                     SS jn[        SS/SS//5      nU S:X  a  [        SS/5      nO[        S	S
/5      nUR                  " X0/UQ70 UD6n[        R                  " Xe5        g )Nr   c                 2    U R                  5       X-   U-  -   $ rJ   r  )rM   rv   r   r   s       r    r`  test_agg_args_kwargs.<locals>.f  s    uuw!%1$$r"   r   rc   rb   r   r  g      @r  g       @)r   r   r   rz   r=   r>   )r5   rR   kwargsr`  r   rD   rC   s          r    test_agg_args_kwargsr    si    % 
QFQF#	$Bqy3*%3*%VVA-d-f-F6,r"   num_cols)rc   r   r   c                 R   US:X  a8  [         R                  R                  SS9nUR                  R	                  U5        [
        R                  " / SQ5      nUR                  5       n[        SU[        U 5      S9nUR                  S US9  UR                  UR                  :X  d   eg )	Nr$   z*numba engine only supports numeric indicesr.   )z
1950-06-30z
1952-10-24z
1953-05-29r   r  c                     U $ rJ   rK   rn   s    r    rO   ,test_frequency_is_original.<locals>.<lambda>  r  r"   r3   )r)   r6   r7   r8   r9   r   DatetimeIndexr   r   r   r<   rR  )r  r,   r+   r6   r@   originalr   s          r    test_frequency_is_originalr    s     {{  (T U%GHEzz|H	1E5?	;BHH[H(::&&&r"   c                 4   U S:X  a8  [         R                  R                  SS9nUR                  R	                  U5        [        SSS9[        SSS9[        SSS9/n[        / S	QUS
9nUR                  S SU S9n[        X3S9n[        R                  " XV5        g )Nr$   z0numba engine doesn't support non-numeric indexesr.   z2019-03-15 12:34:31.909000+0000rj   rk   z2019-03-15 12:34:34.359000+0000z2019-03-15 12:34:34.660000+0000r  )r{   r@   c                     U R                   $ rJ   rr  rn   s    r    rO   .test_apply_datetime_tz_issue.<locals>.<lambda>  s    r"   r   r4   )r@   r{   )r)   r6   r7   r8   r9   r	   r   r<   r   r=   r>   )r,   r+   r6   
timestampsr   rC   rD   s          r    test_apply_datetime_tz_issuer    s     {{  E ! 
 	% 	3>3>3>J
 
		4BXX&QvX>FJ8H6,r"   r   r   rE   r   method)r  r  r   c                     US:X  a  SnOSnU(       d3  [         R                  " [        US9   [        X5      " 5         S S S 5        g [        X5      " 5         g ! , (       d  f       g = f)Nr   z>can only concatenate str \(not "int"\) to str|does not supportz4not supported between instances of 'str' and 'float'r  )r)   r  r  r   )r   r  using_infer_stringr  s       r    test_mixed_column_raisesr
    sO     OD]]9C0B! 10 	 10s   A
A%r  r   c                     [        SU //SS/S9nUR                  S 5      nUR                  n[        R                  " X#5        g )Nr   rv   r   r   c                     U R                   $ rJ   r   rn   s    r    rO   "test_apply_dtype.<locals>.<lambda>  s    r"   )r   r<   dtypesr=   r>   )r  r   rC   rD   s       r    test_apply_dtyper    s@     
S#J<#s	4BXX'(FyyH6,r"   c                    [        [        S5      [        SS5      S.5      nUR                  5       nS nUR                  5       nUS==   S-  ss'   [        R                  " U5         UR                  USS9nS S S 5        [        R                  " WU5        U(       d  U (       a  [        R                  " X45        g [        R                  " X75        g ! , (       d  f       Na= f)Nd      r  c                 n    U R                   nU R                  S==   S-  ss'   U R                   ULd   eU $ )Nrv   r   )_mgrr   )r  mgrs     r    r   !test_apply_mutating.<locals>.func  s4    hhxxs"""
r"   rv   r   rq   )r   r   r   r=   assert_cow_warningr<   rU   )using_array_managerusing_copy_on_writewarn_copy_on_writer   df_origr   rD   rC   s           r    test_apply_mutatingr    s    	s%S/:	;BggiG wwyHSMQM			1	2$Q' 
3 &(+1 	b*
b) 
3	2s   (C
C"c                      [        SS/SS/SS/SS/S	S
//SS/S9n U R                  S SS9n[        / / S.[        S9n[        R
                  " X5        g )Nr   rc   r   rb   r   r   r   r   r   r  rv   r   r   c                     / $ rJ   rK   rn   s    r    rO   .test_apply_empty_list_reduce.<locals>.<lambda>  r-  r"   r   r   r  r   )r   r<   r   r  r=   r>   r   s      r    test_apply_empty_list_reducer     sb    	QFQFQFQFQG<sCj	QBXXlX9FBR(7H6,r"   c                     U S:X  a8  [         R                  R                  SS9nUR                  R	                  U5        [        SS//S-  SS/S	9nUR                  S
S S /U S9n[        / SQ/ SQS./ SQS9n[        R                  " XE5        g )Nr$   z;numba engine doesn't support list-likes/dict-like callablesr.   rb   r   r   r   r   r   r   c                 "    U R                  5       $ rJ   r  rn   s    r    rO   ,test_apply_no_suffix_index.<locals>.<lambda>  s
    r"   c                 "    U R                  5       $ rJ   r  rn   s    r    rO   r#    s
    AEEGr"   r3   )r  r  r  )   r%  r%  r   )r   r  r  r   )	r)   r6   r7   r8   r9   r   r<   r=   rU   )r,   r+   r6   pdfrC   rD   s         r    test_apply_no_suffix_indexr'    s    {{  P ! 
 	%
aVHqL3*
5CYY02CDVYTF.6UH &+r"   c                     U S:X  a  [         R                  " S5        [        SSS/05      nUR                  S U SSS	9n[	        SS/5      n[
        R                  " X#5        g )
Nr$   z No object dtype support in numbar   aabbbc                     U S   $ r   rK   rn   s    r    rO   /test_apply_raw_returns_string.<locals>.<lambda>  r   r"   r   T)r,   r5   rG   )r)   rT   r   r<   r   r=   r>   r,   r   rC   rD   s       r    test_apply_raw_returns_stringr.    s\    67	C$'	(BXXnV!XFFtUm$H6,r"   c                      [        / SQSS9n S nSUSS/nU R                  U5      n[        / SQ/ S	Q/ S
QS./ SQS9n[        R                  " X45        g )N))r   r   r   )rc   r   r   )r   r   r   )rb   r   rb   )r   r   r   )r   r   r   )att1att2att3r   c                 (    U R                  5       S-  $ r   r  r   s    r    sum_div24test_aggregation_func_column_order.<locals>.sum_div2%  s    uuw{r"   r   r  r  )g      5@g      %@r  r   )g      2@g      "@r  r  )g      1@g      !@r  r  )r   r4  r  r  r   ry   )r   r4  aggsrC   rD   s        r    "test_aggregation_func_column_orderr7    sg     
	
 )

B 8We,DVVD\F*))	

 2H &+r"   c                    U S:X  a8  [         R                  R                  SS9nUR                  R	                  U5        [        / SQ/ SQS.5      nUSS/   R                  S S	U S
9n[        / SQ5      n[        R                  " XE5        g )Nr$   z2numba engine not supporting duplicate index valuesr.   r  r   r  rv   c                 @    U R                   S   U R                   S   -   $ )Nr   r   )rA  rn   s    r    rO   +test_apply_getitem_axis_1.<locals>.<lambda>>  s    !&&)affQi'r"   r   r4   )r   rc   rb   )
r)   r6   r7   r8   r9   r   r<   r   r=   r>   )r,   r+   r6   r   rC   rD   s         r    test_apply_getitem_axis_1r;  5  s    {{  G ! 
 	%	3	4Bc
^!!'a " F i H6,r"   c                      S n [        S/ SQ05      n[        R                  " [        SS9   UR	                  U /5        S S S 5        g ! , (       d  f       g = f)Nc                 N    [         R                  " S5        U R                  5       $ )NHello, World!)warningswarnr   rn   s    r    expected_warningDtest_nuisance_depr_passes_through_warnings.<locals>.expected_warningL  s    o&uuwr"   rv   r   r>  r  )r   r=   assert_produces_warningUserWarningrz   )rA  r   s     r    *test_nuisance_depr_passes_through_warningsrE  D  sE     
C#	$B		#	#K	G
 !" 
H	G	Gs   A
Ac            	      r   [        SS[        /S[        SSS5      [        R                  /S./ SQS9n U R                  [        S	S
9n[        [        [        S.5      n[        R                  " X5        U R                  [        SS
9n[        [        [        [        S.5      n[        R                  " X5        g )Nr   ra  g      ?i  r   )r  r  r   r   r   rq   )
r   r   r   r   r   r<   typer   r=   r>   r   s      r    test_apply_typerH  U  s    	Xu%htQ6JBFF/ST
B XXdX#Fvv67H6, XXdX#FFf=>H6,r"   c                     [        SS/SS/S.5      nUR                  S5      R                  S SU S9n[        / [        R
                  S9n[        R                  " X#5        g )	Nr   rc   r   r   r  c                 &    [        U S   U S   5      $ )Nrv   r   )r  rn   s    r    rO   /test_apply_on_empty_dataframe.<locals>.<lambda>j  s    AcFAcF(;r"   r4   r   )r   headr<   r   r   r   r=   r>   r-  s       r    test_apply_on_empty_dataframerM  g  sW    	!Qq!f-	.BWWQZ;!FSFb

+H6,r"   c                      [        SS/SS/S.5      n U R                  S 5      n[        SS//SS//S.5      n[        R                  " X5        g )Nr   rc   r   r  c                     U R                   /$ rJ   )r   rn   s    r    rO   (test_apply_return_list.<locals>.<lambda>q  s
    
r"   r   r   s      r    test_apply_return_listrQ  o  sQ    	!Qq!f-	.BXX*+FAx1vh78H&+r"   ztest, constant)r   r   r   )rc   rc   rc   c                     [        U 5      n[        USS/SS9nSSS.nUR                  U5      n[        R                  " XS5        g )Nrv   r   r  )r{   r@   r   r  r  r  )r  constantdf1rD   aggregationrC   s         r    test_unique_agg_type_is_seriesrV  v  sE     D/C8C:XFH x0KWW[!F6,r"   c                  ,   [        / SQ/ SQ/ SQS.5      n [        / SQ5      n[        R                  " U R	                  SS9U5        U R                  SSS9n[        R                  " X!5        U R                  SS5      n[        R                  " X!5        g )	N)r   rc   r   )r   rc   r   )r   r   r   r   )TTFr   rq   r   )r   r   r=   r>   r   r<   r  s      r    /test_any_apply_keyword_non_zero_axis_regressionrX    sv    	C	DB)*H266q6>84XXe!X$F6,XXeQF6,r"   c                  R   [        S/ SQ05      n SS jnSS jnU R                  USSSS9nU S	-   n[        R                  " X45        S
n[        R                  " [
        US9   U R                  X/SSSS9nS S S 5        [        SS/SS/SS//SS/SS//S9n[        R                  " X45        [        R                  " [
        US9   U R                  SU0SSSS9nS S S 5        [        / SQS/S9n[        R                  " X45        g ! , (       d  f       N= f! , (       d  f       NC= f)NrM   r   r   c                     X-   U-   $ rJ   rK   )rM   rv   r   s      r    foo1.test_agg_mapping_func_deprecated.<locals>.foo1      uqyr"   c                     X-   U-   $ rJ   rK   )rM   r   r   s      r    foo2.test_agg_mapping_func_deprecated.<locals>.foo2  r]  r"   r   rb   )r   r   z+using .+ in Series.agg cannot aggregate andr  r   r   r  r[  r_  r   )rc   r   rb   )r   r   )rc   r   )r   rz   r=   rU   rC  FutureWarning)r   r[  r_  rC   rD   r  s         r     test_agg_mapping_func_deprecatedrb    s   	C#	$B VVD!Q!V$FAvH&+
7C		#	#M	=aa0 
>
Q!Q"b"c3Z&&9I,JH &+ 
	#	#M	=dQQ/ 
>SE2H&+ 
>	= 
>	=s   "DD
D
D&c                  F   [        [        R                  " S5      R                  SS5      SS/S9n [        R
                  " [        SS9   U R                  [        R                  5      nS S S 5        [        S	S	S
.[        S9n[        R                  " WU5        [        R
                  " [        SS9   U R                  [        R                  /5      nS S S 5        [        S	S	S
.S/S9n[        R                  " X5        g ! , (       d  f       N= f! , (       d  f       ND= f)Nr   r   rc   r   r   r   zusing DataFrame.stdr  r;  r   r   zusing Series.stdstdr   )r   r   r   r   r=   rC  ra  rz   rd  r   r   r>   rU   r   s      r    test_agg_stdre    s    	299Q<''1-Sz	BB		#	#M9N	O 
PCc*%8H68,		#	#M9K	L! 
Ms-eW=H&+ 
P	O
 
M	Ls   
 D3!D
D
D c                      [        / SQS[        R                  S// SQS.5      n / SQU l        U R	                  SS05      nU S   R                  5       n[        R                  " X5        g )	Nr  r   r  r  r   )r   r   r   r   r  )r   r   r   r   rz   r  r=   r>   r   s      r    (test_agg_dist_like_and_nonunique_columnsrg    sZ    	#rvvs!3:NO
B !BJVVS'N#F#w}}H6,r"   )r   r?  numpyr   r)   pandas.compatr   pandas.core.dtypes.dtypesr   pandasr   r   r   r   r	   r
   pandas._testing_testingr=   pandas.tests.frame.commonr   pandas.util.versionr   fixturer!   r(   r6   
single_cpur,   rF   parametrizerV   rg   rt   r|   r   r;   r?   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r  r  r
  r  filterwarningsr  r!  r,  r3  r=  r?  rC  rI  rS  rc  ro  rv  rz  r  r  r  r  r  r  r  r  r  r  r  r  r   r  r  r   r  r  r  r/  r4  rE  rM  rT  r^  rd  rl  rq  rw  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  r  r   r'  r.  r7  r;  rE  rH  rM  rQ  rV  rX  rb  re  rg  rK   r"   r    <module>rt     s
       ) 6    0 ' 
 
 &,,wfkk>T>T"UVW X1, !Q(u., / ),<, $aS)*Y|-NPT,UV,	,
, "''277!34 5	-,, !>?- @-
--,,,"
,&, !Q(G )G !Q(- )-, !Q(> )>,-- 4534
[,-J3G   u.!Q(1 ) / 5 61 ),-,/
-
-	,-D1,h--,-=  u~'789&)u+@AB	
 
QFQF#	$f!laL-I&JK		/		/
,&, /0
- 1
-,'(.,, D"&& 9:	- ;	-" 
	9cAq6]+CD
		3A-(@A
 	!8VS!H-=>
 	!5&#q*:;5"&&"345sI&.HI	
 5"&&"345sI&.HI	

 {	Xy#1v'?@
{	UFC8$45!*&+*& 		o	 	ubff/01	k	##-(-, 
	Hi1BQF0K&LM
	E9.?!Q-H#IJ
	h	3*ZL(QR
	eYaSz*%NOBFF-.sI&.HI	
 BFF-.sI&.HI	
 k*1v1v&#sj*=U0VW	
 +&sQFmj*%=>	
):&;:& 				)*	+&	##-&--$-  A'- (--0 QF 34	- 5	-,",,,,(,,$ 	*,PQ"  

,

,"0J,	C- ,86(B,J!H  01)- 2)-X  01- 2-,  !Q(	B	R		Qx	11	11	111%&- )-  Y/	' 0	'-* 	d3**M NOP#89
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