
    MhI                     &    S SK rS SKrS SKJr  S rg)    Nc                     Sn SnSnSn[         R                  R                  S5      R                  X45      n[         R                  U[         R                  R                  S5      R                  U 5      U:  '   [
        R                  " U5      n[         R                  R                  S5      R                  SXS9nUR                  U5      nUR                  5       nU V	V
s/ s H.  u  pU
R                  5       R                  U	5      R                  PM0     nn	n
[
        R                  " USS9nUR                  R                  UR                  R                  5      Ul        [         R"                  " X5        g s  sn
n	f )Ni        g?r   )size)axis)nprandomdefault_rngstandard_normalnanpd	DataFrameintegersgroupbyskewto_frameTconcatindexastypedtypetmassert_frame_equal)nrowsngroupsncolsnan_fracarrdfgrpsgbresultigrpgrpwiseexpecteds                X/var/www/html/env/lib/python3.13/site-packages/pandas/tests/groupby/methods/test_skew.pytest_groupby_skew_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^^**6<<+=+=>HN&+ :s   #5E;)numpyr   pandasr   pandas._testing_testingr   r(        r'   <module>r/      s      ,r.   