+
    xȇiW	              	           ^ RI t^ RIt^ RIHu Ht ^ RIt^ RI	H
t R t]P                  P                  R]P                  ! R]P                   ! R4      R7      R.4      R 4       tR	 tR
 tR# )    Nc                     R p ^p^pRp\         P                  P                  ^4      P                  W34      p\         P                  V\         P                  P                  ^4      P                  V 4      V8  &   \
        P                  ! V4      p\         P                  P                  ^4      P                  ^ WR7      pVP                  V4      pVP                  4       pV U	U
u. uF.  w  rV
P                  4       P                  V	4      P                  NK0  	  pp	p
\
        P                  ! V^ R7      pVP                  P                  R4      Vn        \        P                   ! W4       R# u up
p	i )i  g?)size)axisint64N)nprandomdefault_rngstandard_normalnanpd	DataFrameintegersgroupbykurtto_frameTconcatindexastypetmassert_frame_equal)nrowsngroupsncolsnan_fracarrdfgrpsgbresultigrpgrpwiseexpecteds                v/Users/max/.openclaw/workspace/postharvest/venv/lib/python3.14/site-packages/pandas/tests/groupby/methods/test_kurt.pytest_groupby_kurt_equivalencer&   
   s    EGEH
))


"
2
2E>
BC=?VVC		a ''.9:	c	B99  #,,Q,DD	D	BWWYF689bFAsxxz""1%''bG9yyq)H^^**73HN&+ :s   &4E-dtypezfloat64[pyarrow]pyarrow)marksFloat64c           
         \         P                  ! R R\         P                  RRRRR.R. RO/V R7      pVP                  R	 R
7      pVP	                  4       p\         P                  ! R R.RR./V R7      p\
        P                  ! W44       R# )x      ?皙	@333333@ffffff@ffffff?!@y)r'   c                     ^ # r    r,   s   &r%   <lambda>1test_groupby_kurt_arrow_float64.<locals>.<lambda>3           byg{5TP@?`?Ng?gffffff
@r.   g333333@g?g333333@g      "@)r   r   NAr   r   r   assert_almost_equal)r'   r   r   r    r$   s   &    r%   test_groupby_kurt_arrow_float64rB   "   s     
#ruuc3S#64	
 
B 
{	#BWWYF||S9+sYK@NH6,r;   c            
      2   \         P                  ! R R\        P                  RRRRR.R. RO/4      p V P	                  R R	7      pVP                  R
R7      p\         P                  ! R \        P                  .RR./4      p\        P                  ! W#4       R# )r,   r-   r.   r/   r0   r1   r2   r3   c                     ^ # r5   r6   r7   s   &r%   r8   ,test_groupby_kurt_noskipna.<locals>.<lambda>C   r:   r;   r<   Fskipnar>   Nr?   )r   r   r   r   r   r   r   rA   r   r   r    r$   s       r%   test_groupby_kurt_noskipnarI   :   s     
#rvvsCc374	

B 
{	#BWWEW"F||S266(C)=>H6,r;   c                      \         P                  ! R R.^
,          /4      p V P                  R R7      pVP                  RR7      p\         P                  ! R R./4      p\        P
                  ! W#4       R# )r,   r-   c                     ^ # r5   r6   r7   s   &r%   r8   ,test_groupby_kurt_all_ones.<locals>.<lambda>R   r:   r;   r<   FrF   g        N)r   r   r   r   r   rA   rH   s       r%   test_groupby_kurt_all_onesrM   J   sn     
#	

B
 
{	#BWWEW"F||#	
H
 6,r;   )numpyr   pytestpandas.util._test_decoratorsutil_test_decoratorstdpandasr   pandas._testing_testingr   r&   markparametrizeparam
skip_if_norB   rI   rM   r6   r;   r%   <module>r[      sl      ) )  ,0 'r}}Y/GH--"- -r;   