o
    ŀg                     @   s  d Z ddlZddlZddlmZ ddlZddlZddlZddlm	Z	 ddl
mZ ddlZddlmZmZmZmZmZmZ ddlmZ ddlmZ dd	 Zd
d Zdd Zdd Zdd Zdd Zdd Zdd Z dd Z!ej"#ddd dd dd ggdd Z$d d! Z%d"d# Z&ej"#d$d%g d&d'i fd(d)gd* e'e(e(e(d+fd,d-gd* e'e(e(e(d+fd%g d&d.d/d'ifd(d)gd* d.e(e(e(d+fd,d-gd* d.d0d0d0d+fgd1d2 Z)ej"#d3d%d4d5gd6d7gd8d9ggd'd'd:fd(d;gd4 gd* d0fd,d4gd4 gd* d0d0d:fgd<d= Z*d>d? Z+d@dA Z,dBdC Z-dDdE Z.dFdG Z/dHdI Z0dJdK Z1dLdM Z2dNdO Z3dPdQ Z4dRdS Z5dTdU Z6ej"#dVdWd dXd dYd dZd d[d d\d gd]d^ Z7ej"#d_d`gedagd`dbfd`dcgedagd4ggdgdggd`dcgddfgej"#deg dfej"#dgg dfej"#dhg didjdk Z8ej"#d_d`gedagd`dbfd`dcgedagd4ggdgdggd`dcgddfgej"#dlg dmej"#dne9e'e(gej"#dhg didodp Z:dqdr Z;dsdt Z<ej"#dnej=ej>gej"#dug dvdwdx Z?dydz Z@ej"#d{eAeBd|eCdd*ejDd}d*d~deEg dgdd ZFdd ZGdd ZHG dd dZIG dd dZJej"#dddejKfddad*gddgddgfddd fddd fdejKfdad*gdadagddgfeLddeLdejKeLddd dad*gddgdadagfgdd ZMdd ZNdd ZOej"#dddgig dgdgdd ZPdd ZQdd ZRdd ZSdd ZTej"#ddd dd dd gdd ZUdd ZVej"#ddd eVgdd ZWdd ZXej"jYdddd ZZG dd dZ[dd Z\ej"#dddddadgd`dgdfddidd`dgifddiddadgifgddǄ Z]ej"#dddgddddgfdddgdddgfdddgiddgfgddτ Z^ddф Z_ddӄ Z`ddՄ Zaddׄ Zbddل Zcddۄ Zddd݄ Zeej"#dg dߢdgfg ddgfgdd Zfej"#ddddgfd%ddgfgdd Zgej"#dg ddd Zhej"#ddgddgdcd%idddgdd Ziej"#dd9dgd9dgd6dggd6d9gdddggdfd9dgd9dgddggd9dgddgdgdfd`dagd`dagdcd4gdcd*ggd`dcgdad4d*ggdfejjd`dagd`d4gdcd*gdcd*ggd`dcgdad4gd*gdej"jYdgdd Zkdd Zldd  Zmdd Zndd Zodd Zpdd Zqd	d
 ZrdS (  zN
test .agg behavior / note that .apply is tested generally in test_groupby.py
    N)partial)SpecificationError)is_integer_dtype)	DataFrameIndex
MultiIndexSeriesconcatto_datetime)Groupingc                  C   s:   t g dg dd} | dd }dd }|| d S )Nabcr               )keyvaluer   r   c                 S   s   t | dksJ |  S Nr   )lensumx r   a/var/www/html/myenv/lib/python3.10/site-packages/pandas/tests/groupby/aggregate/test_aggregate.py
dummy_func"   s   z3test_groupby_agg_no_extra_calls.<locals>.dummy_func)r   groupbyagg)dfgbr   r   r   r   test_groupby_agg_no_extra_calls   s   r#   c                 C   s8   |  dd dd g}|d}| }t|| d S )Nc                 S      | j S Nyearr   r   r   r   <lambda>*       z&test_agg_regression1.<locals>.<lambda>c                 S   r$   r%   monthr   r   r   r   r(   *   r)   meanr   r    r,   tmassert_frame_equal)tsframegroupedresultexpectedr   r   r   test_agg_regression1)   s   
r4   c                 C   s   |  dd }d}tjt|d |dd  W d    n1 s"w   Y  tjt|d |dd  W d    d S 1 sAw   Y  d S )NACzMust produce aggregated valuematchc                 S      |   S r%   )describer   r   r   r   r(   5       z#test_agg_must_agg.<locals>.<lambda>c                 S   s   | j d d S Nr   indexr   r   r   r   r(   7       )r   pytestraises	Exceptionr    )r!   r1   msgr   r   r   test_agg_must_agg0   s   "rD   c                 C   sH   dd }| j | j| jg|}| ddg d }t|| d S )Nc                 S   r9   r%   r   r   r   r   r   r(   ;   r;   z(test_agg_ser_multi_key.<locals>.<lambda>r5   Br6   )r6   r   r5   rF   	aggregater   r.   assert_series_equal)r!   fresultsr3   r   r   r   test_agg_ser_multi_key:   s   rK   c                  C   s   t dddtjddddgdddtjddd	d
gdtjg dddgdd} t dddddddtjddddgd
ddddddtjd	dddgddddtjdddddtjdgddddtjdddddtjtjgd}|ddg}|dd g  }t||  d S )!N      r   r   r   7   M   !   ,      )v1v2))r   _   )r   c   )r   rU   )r   rV   )bigdamp)bluedry)redr[   )r[   wetby1by2namesr=      	   X   rV   r[   rY   r   rW      r\   rZ   rU   rX   )rS   rT   r]   r^   rS   rT   )	r   npnanr   from_tuplesr   r,   r.   r/   )r3   r!   gr2   r   r   r   $test_groupby_aggregation_mixed_dtypeA   s>   
ri   c                  C   s   g dddt jdgddt jdgddt jdgg} t| tg dd}d}tjt|d |jddd	}W d    n1 s=w   Y  |j	dd
}tg dg dd}t
|| d S )N)TTTFTF))r5   r   )r5   r   )rF   r   )rF   r   datacolumns+DataFrame.groupby with axis=1 is deprecatedr7   r   levelaxis)numeric_only)       @TTT)r   r   r   r   r   r   )re   rf   r   r   rg   r.   assert_produces_warningFutureWarningr   r   r/   )lstr!   rC   r"   r2   r3   r   r   r   +test_groupby_aggregation_multi_level_columnr   s    rw   c                 C   s  | j | tj dd}| jtjksJ tg tjtg tjdd}t|	 | t|
d| tj|d|dd |j |d tj dd}t|jttg dtjdd	}t|	 | t|
d| d
}tjt|dd |tj	}W d    n1 sw   Y  t|| d S )NF
group_keysdtyper{   r>   r   )check_index_typer5   )namer{   )rl   r{   r>   z:The behavior of DataFrame.sum with axis=None is deprecated)r8   check_stacklevel)r   re   rf   r{   float64r   r   r.   rH   r   r    applyr   rl   floatr/   rt   ru   )tsr0   r1   expexp_dfrC   resr   r   r   test_agg_apply_corner   s&   r   c                 C   s   t tjddttdtdtj	ddddd	}|
d
d }|jjd j}t| jt||jjd< |d}| }t|| t| jt||jjd< |d}| }t|| d S )Nr   )   r   ABCDrz   z
2000-01-01r   rF   periodsfreqrl   r>   c                 S   r$   r%   r&   r   r   r   r   r(      r)   z1test_agg_grouping_is_list_tuple.<locals>.<lambda>r   r,   )r   re   randomdefault_rngstandard_normalr   listobjectpd
date_ranger   _grouper	groupingsgrouping_vectorr   r>   r    r,   r.   r/   tuple)r   r!   r1   grouperr2   r3   r   r   r   test_agg_grouping_is_list_tuple   s   

r   c                 C   s0   |  ddg}|d}| }t|| d S )Nr5   rF   r,   r-   ) multiindex_dataframe_random_datar1   r2   r3   r   r   r   test_agg_python_multiindex   s   
r   groupbyfuncc                 C   r9   r%   )weekdayr   r   r   r   r(      r;   r(   c                 C   r$   r%   r*   r   r   r   r   r(      r)   c                 C   s   |  |}|d d}|d  }t|| |d}| }t|| |ddddd}t|d  |d  |d 	 |d	 
 d}t|| d S )
Nr5   stdvarr,   sem)r5   rF   r6   DrF   r6   r   )r   r    r   r.   rH   rG   r   r/   r   r,   r   )r0   r   r1   r2   r3   r   r   r   test_aggregate_str_func   s    





r   c              
   C   sj   t g dttjddddddgddd}|d }t dd	d
gitddgdddd}t|| d S )N)r   r   r   r   r   r   r   r   r   Float64rz   r   r   r   r   g(y?r   r~   r>   r{   )	r   r   r   NAr   r   r   r.   r/   )any_numeric_ea_dtyper!   r2   r3   r   r   r   test_std_masked_dtype   s   r   c              	   C   s   | j dd}d| d}|dv rt}d}t}n
t}d| d}d }tj||d	/ tj||d	 |j|d
d W d    n1 sBw   Y  W d    d S W d    d S 1 sZw   Y  d S )Nr   ro   zDataFrameGroupBy.z with axis=1 is deprecated)idxmaxidxminz;'[<>]' not supported between instances of 'float' and 'str'z
Operation z does not support axis=1r7   r   rp   )	r   	TypeErrorru   
ValueErrorr@   rA   r.   rt   r    )r!   reduction_funcr"   warn_msgerrorrC   warnr   r   r   %test_agg_str_with_kwarg_axis_1_raises   s    "r   z(func, expected, dtype, result_dtype_dictr   )rL   rM   rb   int64r   glv @r   ijkr   g      @Int64r   r   c                 C   s   t g dgd tddgg dgd||d}d}tjt|d	 |jd
d
d}W d    n1 s5w   Y  || }t |gd g dd|}t	|| d S )N)r   r   r   r   rL      r   r   r   r   rl   ))r   r   )r   r   rm   r7   r   rn   )
r   r   from_productastyper.   rt   ru   r   r    r/   )funcr3   r{   result_dtype_dictr!   rC   r"   r2   r   r   r   (test_multiindex_groupby_mixed_cols_axis1   s   
r   z&func, expected_data, result_dtype_dictr   r   
   rd         )r   r   g;f?c                 C   s   t tdddtg dddtg dddd	d
ddi}d}tjt|d |j	ddd}W d    n1 s;w   Y  |
| }t |tg dddtddgddd|}t|| d S )Nrd   r   r   r   r   r   yr   )r   r   r   r   r   r   )r>   rl   r{   r   r   rm   r7   r   r   r   )rk   r>   rl   )r   re   arangereshaper   r   r.   rt   ru   r   r    r/   )r   expected_datar   r!   rC   r"   r2   r3   r   r   r   test_groupby_mixed_cols_axis1  s*   

r   c           	      C   s   |  d}dd }||}| jdk }| jdk }t|j}tt|g| t	ddd}t
|d| tt|g| t	ddd}t
|d| dd	 }t  | j|}t|tsfJ t|d
ksnJ d S )Nr5   c                 S   r$   r%   sizeserr   r   r   r(   ;  r)   z-test_aggregate_item_by_item.<locals>.<lambda>foobarBCDr>   r~   c                 S   r$   r%   r   r   r   r   r   aggfun_1H  s   z-test_aggregate_item_by_item.<locals>.aggfun_1r   )r   r    r5   r   r   rl   r   re   arrayr   r.   rH   xsassert_almost_equalr   
isinstance)	r!   r1   aggfun_0r2   foosumbarsumKr   r   r   r   r   test_aggregate_item_by_item8  s   


r   c                 C   s   |  ddg}dd }tjtdd || W d    n1 s"w   Y  |g d |}| jd d g df }| ddg|}t|| d S )	Nr5   rF   c                 S   s   | j tkr	td|  S )NTest error message)r{   r   r   r   r   r   r   r   r   S  s   
ztest_wrap_agg_out.<locals>.funcr   r7   )r   EF)r5   rF   r   r   r   )r   r@   rA   r   rG   locr.   r/   )three_groupr1   r   r2   exp_groupedr3   r   r   r   test_wrap_agg_outP  s   r   c                 C   s   dt jfdt jfdt jfg}d}tjt|d | dd |}W d    n1 s,w   Y  t	g d}t
|j| d S )	Nr,   maxmin%is currently using SeriesGroupBy.meanr7   r5   r6   )r,   r   r   )re   r,   r   r   r.   rt   ru   r   r    r   assert_index_equalrl   )r!   funcsrC   r2   exp_colsr   r   r   *test_agg_multiple_functions_maintain_order`  s   r   c                 C   s@   | j d d dgf | d }|dd }|jjdksJ d S )Nr6   r5   c                 S   r9   r%   r,   r   r   r   r   r(   m  r;   z(test_series_index_name.<locals>.<lambda>)r   r   r    r>   r~   )r!   r1   r2   r   r   r   test_series_index_namek  s   r   c                     s   t tjddtjddddg dd  d	d
t	tj
ddt	tj
ddgi} tjdd	dd}tddg}t fdddD j}t |||d}t| | d S )Nr     r   1/1/2012sr   )r   r   r5   rF   r6   r>   rl   3minr5   H.?q镲q?r   )r5   quantilec                    "   g | ]}  d jj|djqS r   r   resampler5   r   values.0r   r!   r   r   
<listcomp>~     " z9test_agg_multiple_functions_same_name.<locals>.<listcomp>r   r   r   )r   re   r   r   r   r   r   r   r    r   r   r   rg   r   Tr.   r/   )r2   expected_indexexpected_columnsexpected_valuesr3   r   r  r   %test_agg_multiple_functions_same_nameq  s&   
r	  c               	      s   t tjddtjdddddtg dd	d
d  d	ddt
tjddt
tjddgi} tjddddd}tjg dg dd}t fdddD j}t dj |g}t |||d}t| | d S )Nr   r   r   r   r   dti)r   r   r~   r   alphar   r   r   r5   ohlcr   r   r   r   ))r5   r  open)r5   r  high)r5   r  low)r5   r  closer5   r   r5   r  )r  NNr_   c                    r   r   r   r   r  r   r   r    r  zKtest_agg_multiple_functions_same_name_with_ohlc_present.<locals>.<listcomp>r  r   )r   re   r   r   r   r   r   r   r   r    r   r   r   rg   r   r  hstackr5   r  r.   r/   )r2   r  r  non_ohlc_expected_valuesr  r3   r   r  r   7test_agg_multiple_functions_same_name_with_ohlc_present  s2   
 r  c                 C   s   | j ddgd} ddg}ddg}| dd |}| dd |}t|| | d|}| d|}t|| d S )	NrF   r6   r   )r   r,   r   )r   r   r5   r   )dropr   r    r.   r/   )r!   r   ex_funcsr2   r3   r   r   r   -test_multiple_functions_tuples_and_non_tuples  s   r  c           
      C   s0  |  d}|ddd}|ddd}t||gddgdd}|jddddjddd	}ddgddgd}||}t|| |dddgd}|dddgd}t|| d
d }dd }d}	tj	t
|	d ddddd}|| W d    n1 sw   Y  dg||gd}|| d S )Nr5   r,   r6   r   r   r   )keysrp   r   r   rn   c                 S   
   t | S r%   re   r,   r   r   r   r   	numpymean  s   
z:test_more_flexible_frame_multi_function.<locals>.numpymeanc                 S      t j| ddS )Nr   )ddof)re   r   r   r   r   r   numpystd     z9test_more_flexible_frame_multi_function.<locals>.numpystdnested renamer is not supportedr7   r   r   )r   r    r	   	swaplevel
sort_indexrG   r.   r/   r@   rA   r   )
r!   r1   exmeanexstdr3   dr2   r  r  rC   r   r   r   'test_more_flexible_frame_multi_function  s(   

r(  c                 C   s   |  d}dddddid}d}tjt|d || W d    n1 s(w   Y  ddddd}tjt|d || W d    n1 sLw   Y  ddddd}tjt|d || W d    d S 1 sqw   Y  d S )	Nr5   r,   r   r"  r   r  r!  r7   )r   r@   rA   r   rG   )r!   r1   r'  rC   r   r   r    test_multi_function_flexible_mix  s   
"r)  c                  C   s   t g dg dg dd} | d}tddgdd}|d	 d
d }tddg|d	d}t|| |d dd }tddg|dd}t|| d S )Nr   r   r   r   r   r   r   r   )NNr   r   r   r   r   r   r   r   r   r   c                 S   s   | dk  S r   allr   r   r   r   r(         z1test_groupby_agg_coercing_bools.<locals>.<lambda>FTr   r   c                 S   s   |    S r%   )isnullr.  r   r   r   r   r(     r/  )r   r   r   rG   r   r.   rH   )datgpr>   r2   r3   r   r   r   test_groupby_agg_coercing_bools  s   
r3  c                  C   sb   t g dg dd} | ddg ddi}t dddgiddgd	jdd
d}t|| d S )N)r5   r5   rF   rF   rF   )r   r   r   r   r   r5   rF   r5   rF   r   r   r   r=   r   r   )r   r   r    rename_axisr.   r/   )r1  r2   r3   r   r   r   "test_groupby_agg_dict_with_getitem  s   "r6  c                  C   sj   t g dg dg dgg dd} | d}|ddi}t dd	d
gitddgddd}t|| d S )Nr   )r   r   r   rL   )r   r   rL   r   r   r   r   r   r   rL   r   r   r   r   r=   r   r   r    r   r.   r/   r!   r"   r2   r3   r   r   r   !test_groupby_agg_dict_dup_columns  s   
 r9  opc                 C   r9   r%   rE   r   r   r   r   r(     r;   c                 C   r9   r%   )cumsumr   r   r   r   r(      r;   c                 C   
   |  dS Nr   	transformr   r   r   r   r(   !     
 c                 C   r<  Nr;  r>  r   r   r   r   r(   "  r@  c                 C   r<  r=  r    r   r   r   r   r(   #  r@  c                 C   r<  rA  rB  r   r   r   r   r(   $  r@  c                 C   sd   t ddgddgd}|dd }| |dd j}t|s"J | |dj}t|s0J d S )Nr   FTr   r   r   )r   	set_indexr   r{   r   )r:  r!   r   r2   r   r   r   test_bool_agg_dtype  s   rD  zkeys, agg_indexr   r   r   r   r_   input_dtype)boolint32r   float32r   result_dtypemethod)r   rG   r?  c           
         s   t dgdgdgd}|d ||d< t|| dg |}| fdd}|dkr1td	dn|}t d|d jd	 gi|d
 }	|dkrMd	g|	j_t	
||	 d S )Nr   r   Tr,  r   c                       |   jd S r   r   ilocr   rI  r   r   r(   I      z2test_callable_result_dtype_frame.<locals>.<lambda>r?  r   r=   r   )r   r   getattrr   r   
RangeIndexrM  rl   r`   r.   r/   )
r  	agg_indexrE  rI  rJ  r!   r:  r2   r  r3   r   rN  r    test_callable_result_dtype_frame4  s   
rS  input)Tr         ?r{   c           
         s   t dgdg|gd}t|| d |}| fdd}|dkr'tddn|}t|d jd g|dd	 }	t	||	 d S )
Nr   r   r,  r   c                    rK  r   rL  r   rz   r   r   r(   a  rO  z3test_callable_result_dtype_series.<locals>.<lambda>r?  r   r   )
r   rP  r   r   rQ  r   rM  r   r.   rH   )
r  rR  rT  r{   rJ  r!   r:  r2   r  r3   r   rz   r   !test_callable_result_dtype_seriesS  s    rV  c                  C   sR   t g dg dd} | dg d}|jjd }tg d}t|| d S )Nr*  r   r4  r5   )r   r   r,   r  r   r   )r   r   r    rl   levelsr   r.   r   )r!   r   r2   r3   r   r   r   #test_order_aggregate_multiple_funcsg  s
   rX  c                 C   s   t g dddtjddtjgd| d}|d}| }t g d	tjgd
 dgd
 dgd
 gtdgg dgtg d| dd| d}t	|| |jddd}| }|
 }t	|| d S )N)r   r   r   r   r   r      rR   r   r   r   rz   r   )rY  rY  rR   rR   r   r   )r  r  r  r  r   r{   r~   )rl   r>   r{   Fas_index)r   r   r   r   r  r   r   r   r.   r/   reset_index)r   r!   r"   r2   r3   gb2result2	expected2r   r   r   test_ohlc_ea_dtypess  s"   
"ra  how)firstlastr   r   r,   medianc                 C   st   t dddgd}|dd|i}|j| |_|dd|i}|dvr0|jtj|_tj||dd	 d S )
Nl   &tLWHd~ r   r   r   r   r   r   )r,   re  T)check_exact)	r   r   r    r   r   re   r   r.   r/   )r{   rb  r!   r3   r2   r   r   r   test_uint64_type_handling  s   rh  c                  C   sb   d} t g dg dd}tjt| d |dddg W d    d S 1 s*w   Y  d S )NzFunction namesr   r   r   r   r   r4  r7   r5   r   )r   r@   rA   r   r   r    )rC   r!   r   r   r   test_func_duplicates_raises  s
   "rj  r>   abc2020r   r   ))r   r   )r   r   )r   r   c                 C   s\   t g dg dd| d}|ddtji}t ddgddgdd}t|| d S )	Nr   r   r   r   )groupr   r=   rn  r   r   r   )r   r   r    r   nuniquerC  r.   r/   )r>   r!   r2   r3   r   r   r   $test_agg_index_has_complex_internals  s   rp  c                  C   s`   t g dg dg dd} | d }t ddgddgdtd	d
gddd}t|| d S )N)r   r   r   r   r   )onetworq  rr  rq  )threers  rs  sixrt  key1key2key3rv  rq  rt  )rw  rx  r   r   r   r=   )r   r   r   r   r.   r/   r!   r2   r3   r   r   r   test_agg_split_block  s   rz  c               	   C   s   t tjdddg dg dg dtjdddg ddt} | g d }t tdgd	gd
gdgtdgd
gdt	dgtd}t
|| d S )N2000r   )r   )r   r   r   r'  r   )r   r   r'  e)r5   rF   r6   r   r   r   )r   r   r   r   r   r   r   r   r   )r   r   r   r   r   r   r   	Timestampre   r   r.   r/   ry  r   r   r   #test_agg_split_object_part_datetime  s0   	



r~  c                   @   sV   e Zd Zdd Zdd Zdd Zdd Zej	d	e
jd
dddd
dggdd ZdS )TestNamedAggregationSeriesc                 C   s   t g d}|g d}|jddd}tddgddgdd	d
gtddgd}t|| |jddd}|d
d	g }t|| d S )Nr   ri  r   r   r   r   rM   r   r   r   r   r   )r   r   r   r   r    r   re   r   r.   r/   )selfr!   grr2   r3   r   r   r   test_series_named_agg  s   "z0TestNamedAggregationSeries.test_series_named_aggc                 C   sp   t ddgddg}tjtdd |  W d    n1 s!w   Y  |g }tg d}t|| d S )Nr   r   r   Must provider7   r   )	r   r   r@   rA   r   r    r   r.   r/   r  r  r2   r3   r   r   r   test_no_args_raises  s   


z.TestNamedAggregationSeries.test_no_args_raisesc                 C   sX   t g dg d}|jddd}tddgddgdtddgd}t|| d S )	Nr   r   r   r   r   r   r   r   r   r   r   r=   r  )r  r  r1   r3   r   r   r   *test_series_named_agg_duplicates_no_raises  s   $zETestNamedAggregationSeries.test_series_named_agg_duplicates_no_raisesc                 C   s`   t g dg d}|jdd dd d}tddgddgdtddgd	}t|| d S )
Nr  r  c                 S      dS r   r   r   r   r   r   r(         z9TestNamedAggregationSeries.test_mangled.<locals>.<lambda>c                 S   r  Nr   r   r   r   r   r   r(     r  r   r   r   r=   r  r  r   r   r   test_mangled  s   $z'TestNamedAggregationSeries.test_mangledinpanythingr   columnaggfunc)r  r   c                 C   sd   t g d}dt|j }tjt|d ||jj|d W d    d S 1 s+w   Y  d S )N)r   r   r   r   r   r   r   rL   zfunc is expected but received r7   r   )	r   type__name__r@   rA   r   r   r   r    )r  r  r   rC   r   r   r   test_named_agg_nametuple  s
   
"z3TestNamedAggregationSeries.test_named_agg_nametupleN)r  
__module____qualname__r  r  r  r  r@   markparametrizer   NamedAggr  r   r   r   r   r    s    
r  c                   @   sL   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dS )TestNamedAggregationDataFramec                 C   s   t g dg dg dd}|djddd}t d	d
gddgdtddgddddgd}t|| tjtj	dd}|djdddddd|fd}t ddgddgddgd	d
gddgd d!gdtddgddg dd}t|| d S )"Nr   r   r   r   r+  rL   r   rM   ra   rn  r5   rF   rn  r5   r   rF   r   )a_maxb_maxr   r   r   ra   r   r   r   r  r  r   b   r   rF   r   r5   r   )r5   r,   r5   )b_mina_mina_meanr  r  a_98rL   rM   r   r         ?      @g\(\?gףp=
@)
r   r   r    r   r.   r/   	functoolsr   re   
percentile)r  r!   r2   r3   p98r   r   r   test_agg_relabel  s>   
z.TestNamedAggregationDataFrame.test_agg_relabelc                 C   sf   t g dg dg dd}|djdi ddi}t ddd	gitd
dgddd}t|| d S )Nr  r+  r  r  rn  zmy colr  r   r   r   r   r   r=   r   r7  r  r!   r2   r3   r   r   r   test_agg_relabel_non_identifier7  s    z=TestNamedAggregationDataFrame.test_agg_relabel_non_identifierc                 C   s   t g dg dd}|djddd}t ddgddgdtd	dgdd
d}t|| tjtj	dd}tjtj	dd}d|_
d|_
t g dg dd}|djd|fd|fd}t ddgddgdtddgdd
d}t|| d S )Nri  r   r4  r5   r  r   r   r   r   r   r=   2   r   F   quant50quant70)r   r   r   r   r   )r   r   r   r   rL   )col1col2r  r  )quantile_50quantile_70      ?      @g333333?g@r   r   )r   r   r    r   r.   r/   r  r   re   r  r  )r  r!   r1   r3   r  r  testr   r   r   test_duplicate_no_raises@  s"   &
z6TestNamedAggregationDataFrame.test_duplicate_no_raisesc                 C   sx   t g dg ddtddgddggd}|jd	d
jdddd}t d	dgd	dgddgdddgd}t|| d S )Nri  r   r4  r5   rF   r   r   r=   r   r   r  r  )rF   r,   )aabbccr   r        @)r   r   r   r   r    r.   r/   r  r   r   r   test_agg_relabel_with_levelY  s   z9TestNamedAggregationDataFrame.test_agg_relabel_with_levelc                 C   s   t g dg dd}|d}d}tjt|d |jdd W d    n1 s*w   Y  tjt|d |  W d    n1 sEw   Y  tjt|d |jd	dd
 W d    d S 1 sdw   Y  d S )Nr  r  r4  r5   r  r7   r   )r   r  r   )r   r   r@   rA   r   r    )r  r!   r1   r8   r   r   r   test_agg_relabel_other_raisesf  s   

"z;TestNamedAggregationDataFrame.test_agg_relabel_other_raisesc                 C   sf   t ddgddgd}td}tjt|d |djdd	 W d    d S 1 s,w   Y  d S )
Nr   r   r   r4  zColumn(s) ['C'] do not existr7   r5   )r6   r   r   )r   reescaper@   rA   KeyErrorr   r    )r  r!   r8   r   r   r   test_missing_raisess  s
   
"z1TestNamedAggregationDataFrame.test_missing_raisesc                 C   s`   t ddgddgd}|djtddtjddd	d
}|djddd
}t|| d S )Nr   r   r   r4  r5   rF   r   countr  r   r   )rF   r   )rF   r  r   r   r    r   r  r.   r/   r  r   r   r   test_agg_namedtupley  s   
z1TestNamedAggregationDataFrame.test_agg_namedtuplec                 C   sv   t ddgddgddgd}|djdd	d
 fddd
 fd}t ddgddgdtddgddd}t|| d S )Nr   r   r   r   r   r   r5   rF   c                 S   r  r   r   r   r   r   r   r(     r  z<TestNamedAggregationDataFrame.test_mangled.<locals>.<lambda>r6   c                 S   r  r  r   r   r   r   r   r(     r  r  r   r=   r7  r  r   r   r   r    s   $&z*TestNamedAggregationDataFrame.test_mangledN)r  r  r  r  r  r  r  r  r  r  r  r   r   r   r   r    s    $	r  zCagg_col1, agg_col2, agg_col3, agg_result1, agg_result2, agg_result3r   r5   r   r  )r   rF   r,   r  r  g      @      @c                 C   s   t | S r%   )r   r   r   r   r   r(     r;   c                 C   r  r  r   r   r   r   r   r(     r  r  r   c                 C   r  r  r   r   r   r   r   r(     r  c                 C   s   t g dg dg dd}tg d|_tddgdd	}|djd
d}t dddgi|d}	t||	 d}
tj	t
|
d |dj| ||d}W d    n1 sVw   Y  t |||d|d}	t||	 d S )Nr  r+  r  r  r   rn  r  r  r   r   r  r   r  )r  r  r   r   r=   r   r7   )col_1col_2col_3)r   r   rg   rl   r   r   r    r.   r/   rt   ru   )agg_col1agg_col2agg_col3agg_result1agg_result2agg_result3r!   idxr2   r3   rC   r   r   r   "test_agg_relabel_multiindex_column  s$   !
r  c                  C   sr   t g dg dg dd} tg d| _tjtdd | djd	d
 W d    d S 1 s2w   Y  d S )Nr  r+  r  r  r  zdo not existr7   r  ))Yr   r   r  )	r   r   rg   rl   r@   rA   r  r   r    r  r   r   r   ,test_agg_relabel_multiindex_raises_not_exist  s   "r  c                  C   sz   t g dg dg dd} tg d| _| djddd}td	d
gdd}t ddgddgd|d}t|| d S )Nr  r+  r  r  r  r  )r  r   r   r   r   r   r   r   r=   )	r   r   rg   rl   r   r    r   r.   r/   )r!   r2   r  r3   r   r   r   &test_agg_relabel_multiindex_duplicates  s   
r  kwargsr   r   r  c                 C   sh   t g dg dg dd}|d| }t ddgtddgd	dd
tddggd}t|| d S )Nrm  r  r   r   r   r,  r   r   r   r   r   rZ  r   r   r   )r   r   r    r   r   rg   r.   r/   )r  r!   r2   r3   r   r   r    test_groupby_aggregate_empty_key  s   r  c                  C   s\   t g dg dg dd} | ddg i}t tdgg gg g gdd}t|| d S )	Nrm  r  r  r,  r   r   )rW  codesr   r   r   r    r   r.   r/   ry  r   r   r   -test_groupby_aggregate_empty_key_empty_return  s   r  c                  C   s`   t g dd} | jddgddjdtfd}t d	gtg g gg g gddgd
d}t|| d S )Nr,  r   r   r   Frx   r   )r'  r'  r_   r   )r   r   r    r   r   r.   r/   ry  r   r   r   2test_groupby_aggregate_empty_with_multiindex_frame  s   r  c                  C   s`   t g dg dd} | jddd}|jtjddd	d
}t g dg dd}t|| d S )N)r   r   zr   r   r  rU  皙?rr   g      @g@      ?)r   valr   Fr[  r  r   r  min_val)r   r   r  )rU  r  r  )r   r  r  r!   r1   r2   r3   r   r   r   9test_grouby_agg_loses_results_with_as_index_false_relabel  s   r  c                  C   sp   t g dg dg dd} | jddgdd}|jtjd	d
dd}t g dg dg dd}t|| d S )N)r   r   r   r   r   r   )r   r   r   r   r   r   r  )r   rv  r  r   rv  Fr[  r  r   r  r  r   r   r   )r   r   r   )rU  r  r  )r   rv  r  r  r  r   r   r   Dtest_grouby_agg_loses_results_with_as_index_false_relabel_multiindex  s   r  r   c                 C   r9   r%   r   r   r   r   r   r(     r;   c                 C   r  r%   r  r  r   r   r   r(     r@  c                 C   r  r%   )re   nanmeanr  r   r   r   r(     r@  c                 C   s   g dg dg}t |tjg dg dgddgdd}|td	d
g| }dddddddddd}t |td	d
g|jd}t	|| d S )N)r   r   r   )rL   rM   r   rm  )r   r   r   SiskoJanewayr_   r   r   r   rU        @rs   r  g      @rr   ))r   r   )r   r   )r   r   r   )
r   r   from_arraysr   re   r   r    rl   r.   r/   )r   rk   r!   r2   expected_dictr3   r   r   r   test_multiindex_custom_func  s   r  c                 C   r  Ng?r   re   r  r  r   r   r   myfunc2  r   r  c                 C   r  r  r  r  r   r   r   r(   6  r?   c                 C   sn   t g dg dg dd}|djdd| fd}t d	d
gddggddgtddgddd}t|| d S )Ncatdogr   r  g333333"@g      @      #@      A@皙@r  #@     h@kindheightweightr
  )r  r,   r  )mean_heightperc90g"@g0'5"@g      4@g5^I@r  r  r   r  r   r   r7  )r   animalsr2   r3   r   r   r   test_lambda_named_agg6  s   
r  c                  C   s   t tdgd ddtdtdd} g d| d< | dd	d
 }dgdgdggddgddgddggg}t |tddgdddtg dddd}t	|| d S )Nr   rb   r   XYZrk  rk   rl   r>   )group 1r  r   groupingc                 S   r9   r%   )tolistr   r   r   r   r(   S  r;   z,test_aggregate_mixed_types.<locals>.<lambda>r   r  r   rZ  )Xr  Zrz   r   )
r   re   r   r   r   r   rG   r   r.   r/   )r!   r2   r   r3   r   r   r   test_aggregate_mixed_typesM  s   "&r  zNot implemented;see GH 31256reasonc                  C   sf   dd } t dtg di}|g d| }t dtjdtjgddidd	gd
}t|| d S )Nc                 S   s   t | dkrdS tjS )Nr   r   )r.  r   r   r   r   r   r   r  f  s   z5test_aggregate_udf_na_extension_type.<locals>.aggfuncr5   r  rm  r   r   rz   r   r=   )r   r   r   r   r    r   r.   r/   )r  r!   r2   r3   r   r   r   $test_aggregate_udf_na_extension_type]  s
   	$r  c                   @   sB   e Zd Zdd Zdd Zejjdddd Zd	d
 Z	dd Z
dS )TestLambdaManglingc                 C   sl   t g dg dd}|dddd dd gi}t d	d	gd
d
gdtd	d
gddd}t|| d S )Nri  r   r4  r5   rF   c                 S   r  r   r   r   r   r   r   r(   u  r  z/TestLambdaMangling.test_basic.<locals>.<lambda>c                 S   r  r  r   r   r   r   r   r(   u  r  r   r   ))rF   
<lambda_0>)rF   
<lambda_1>r   r=   r7  r  r   r   r   
test_basics  s    zTestLambdaMangling.test_basicc                 C   sd   t g dg d}|dd dd g}ddgddgd}t|tddgd	}t|| d S )
Nr   ri  c                 S   r  r   r   r   r   r   r   r(     r  z?TestLambdaMangling.test_mangle_series_groupby.<locals>.<lambda>c                 S   r  r  r   r   r   r   r   r(     r  r   r   r  r  r=   r  )r  r  r2   exp_datar3   r   r   r   test_mangle_series_groupby}  s
   z-TestLambdaMangling.test_mangle_series_groupbyzGH-26611. kwargs for multi-agg.r  c                 C   s   ddd}ddd}t ddgddg||gd}tdgdgd	}t|| t ddgddgj||gdd
d}tdgdgd	}t|| d S )Nr   c                 S      |   | | S r%   rE   r   r   r   r   r   r   r(     rO  z5TestLambdaMangling.test_with_kwargs.<locals>.<lambda>r   c                 S   s   |   ||  S r%   rE   r$  r   r   r   r(     rO  r   r   r   r   r   )r      r   )r   )r   )r   r   r    r   r.   r/   )r  f1f2r2   r3   r   r   r   test_with_kwargs  s   

"&z#TestLambdaMangling.test_with_kwargsc                 C   s   t g dg dg dd}g d}t ddgdd	gd
dgdtddgdd|d}|jddjtjddd dtjdddtjdddd}t|| |jddjddd fddd}t|| d S )Nr  r  r  r	  )height_sqr_min
height_max
weight_maxp=
׳T@      B@r  r  r  r  r   r  r
  r   r   byr  c                 S      t | d S r<   re   r   r   r   r   r   r(     r?   z=TestLambdaMangling.test_agg_with_one_lambda.<locals>.<lambda>r  r   r  c                 S   r0  r<   r1  r   r   r   r   r(     r?   r  r   r  r   )r   r   r   r    r   r  r.   r/   r  r!   rl   r3   result1r_  r   r   r   test_agg_with_one_lambda  s:   
z+TestLambdaMangling.test_agg_with_one_lambdac              	   C   s  t g dg dg dd}g d}t ddgdd	gd
dgdd	gddgdtddgdd|d}|jddjddd fddddd fddd fd}t|| |jddjtjddd dtjdddtjdddtjddd dtjdd d dd}t|| d S )!Nr  r  r  r	  )r)  r*  r+  height_max_2
weight_minr,  r-  r  r  r  r  r  r  r   r  r
  r   r   r.  r  c                 S   r0  r<   r1  r   r   r   r   r(     r?   z=TestLambdaMangling.test_agg_multiple_lambda.<locals>.<lambda>r2  r3  c                 S   r  r%   re   r   r   r   r   r   r(     r@  r  c                 S   r  r%   r1  r   r   r   r   r(     r@  c                 S   r0  r<   r1  r   r   r   r   r(     r?   r  r   c                 S   r  r%   r9  r   r   r   r   r(     r@  c                 S   r  r%   r1  r   r   r   r   r(     r@  )r   r   r   r    r.   r/   r   r  r4  r   r   r   test_agg_multiple_lambda  sF   


	z+TestLambdaMangling.test_agg_multiple_lambdaN)r  r  r  r  r"  r@   r  xfailr(  r6  r:  r   r   r   r   r  r  s    

'r  c                  C   sZ   t g dg dd} | dddd i}t dd	gd
dgdd}t|| d S )N)SWr=  )rU  rU  rr   r4  r5   rF   c                 S   s   |  | jd S )N)getr>   r   r   r   r   r(     rO  z+test_groupby_get_by_index.<locals>.<lambda>r<  r=  rU  rr   )r   r   r    rC  r.   r/   )r!   r   r3   r   r   r   test_groupby_get_by_index  s   r@  zgrp_col_dict, exp_data)nrcat_ordrL   rB  rA  c                 C   s   t g dtdtdd}|ddd}|d j |d< |jdd	d
| }tjddgddgd	ddd}t ||d}d|v rO|d j	}|d ||d< t
|| d S )Nr   r   r   r   rL   r   rM   ra   aabbccddaaaabbbbrA  rB  r   categoryr   rB  rB  r   Fobservedr   r   
categoriesorderedr~   r{   )rk   r>   )r   r   r   r   
as_orderedr   r    r   CategoricalIndexr{   r.   r/   )grp_col_dictr!  input_df	result_df	cat_indexexpected_dfr{   r   r   r    test_groupby_single_agg_cat_cols  s"   
rU  )r   r   r   )rL   ra   r   )r   r   r   )rL   r   r'  r   )r   r'  c           
         s  t g dtdtdd}|ddd}|d j |d< |jdd	d
| }tjddgddgd	ddd}g }| 	 D ]\ }t
|trS| fdd|D  q=| |g q=tt|}t |||d}|jD ]}	t
|	trd|	v r||	 |d j||	< qlt|| d S )NrC  rD  rE  rF  rG  rH  rB  r   FrI  r   r   rK  c                 3   s    | ]} |gV  qd S r%   r   )r   r   r   r   r   	<genexpr><  s    z6test_groupby_combined_aggs_cat_cols.<locals>.<genexpr>r  )r   r   r   r   rN  r   r    r   rO  itemsr   extendappendr   rg   r   rl   r{   r.   r/   )
rP  r!  rQ  rR  rS  multi_index_listvmulti_indexrT  colr   rV  r   #test_groupby_combined_aggs_cat_cols  s0   

r_  c                  C   sT   t g dg dd} | d}|dg}|jd|_|d}t|| d S )Nr*  )r   r   r   r   r   r   r;  r>  )r   r   r    rl   	droplevelr.   r/   )r!   rh   r2   r3   r   r   r   test_nonagg_aggJ  s   

ra  c                  C   sh   t ddgtdddddddtd	ddddddgd
} | dj }| dd }t|| d S )Nr  r  i  r   r   r      i`= i  r4  r5   rF   )r   datetimer   rF   r   rC  r.   rH   ry  r   r   r   test_aggregate_datetime_objectsW  s   	rd  c                  C   s|   t g dg dg dd} | jd| _| ddg}|jdd	 }tjd
dgdd}tddg|dd}t	
|| d S )N)r   r   r   r  r   r   r   )c0c1pOrf  rg  c                 S   s   t | dkS r   r-  r   r   r   r   r(   n  r/  z1test_groupby_index_object_dtype.<locals>.<lambda>)r   r   rf  )rf  rg  r_   FTrh  r   )r   r>   r   r   rh  r    r   rg   r   r.   rH   )r!   r1   r   r  r3   r   r   r   test_groupby_index_object_dtypei  s   rj  c                  C   sT   dd } t dgtdgd}|dd | }t dggdgd}t|| d S )	Nc                 S   s   |    rd S t| S r%   )isnar.  re   r   r   r   r   r   r   {  s   
z)test_timeseries_groupby_agg.<locals>.funcrU  z2018-01-16 00:00:00+00:00r=   c                 S   r  r  r   r   r   r   r   r(     r  z-test_timeseries_groupby_agg.<locals>.<lambda>r   )r   r   r}  r   r    r.   r/   )r   r!   r   r3   r   r   r   test_timeseries_groupby_aggx  s
   rl  c                 C   s   | t jv rt| j}| t jv rt| j}| t jv r#t|  j}| t j	v r0t|  j}t
dgdgtj|g| dd}dgdgg}tj|dd}t
dtj|g| di|d}|d	d
gdd }t || d S )Nr   r   rz   ru  )rv  rw  r_   rx  r=   rv  rw  c                 S   s   | S r%   r   r   r   r   r   r(     r  z,test_groupby_agg_precision.<locals>.<lambda>)r.   ALL_INT_NUMPY_DTYPESre   iinfor   FLOAT_NUMPY_DTYPESfinfoFLOAT_EA_DTYPESlowerALL_INT_EA_DTYPESr   r   r   r   r  r   r    r/   )any_real_numeric_dtype	max_valuer!   arraysr>   r3   r2   r   r   r   test_groupby_agg_precision  s*   



rw  c                 C   s   | dv rd S t ddgdtjgg}|d| }|dd| i}| dv r3tj||d dd d S t|| t|j|j d S )N)corrwithnthr   r   )r   ngroupF)check_names)	r   re   rf   r   r    r.   rH   r/   dtypes)r   objresult_reduced_seriesresult_reduced_framer   r   r    test_groupby_aggregate_directory  s   

r  c                  C   sJ   t g ddd} t dgdtdgd}| g d }t|| d S )N)z1 dayz3 daysNaTtimedelta64[ns]rz   z2 daysr   r|   r   r   r   )r   re   r   r   r,   r.   rH   )rk   r3   r2   r   r   r   test_group_mean_timedelta_nat  s   r  zinput_data, expected_output)z2021-01-01T00:00r  z2021-01-01T02:00z2021-01-01T01:00)z2021-01-01T00:00-0100r  z2021-01-01T02:00-0100z2021-01-01T01:00-0100c                 C   sF   t t| }t t|tdgd}|g d }t|| d S )Nr   r=   r  )r
   r   re   r   r   r,   r.   rH   )
input_dataexpected_outputrk   r3   r2   r   r   r   test_group_mean_datetime64_nat  s   r  zfunc, outputr,   y       @      2@y      $@      6@y      D@     V@y      I@     [@c                 C   sN   t tdddddg}||jd | }t |}t	|| d S )Nr   r   r   r                  @)
r   re   r   r   dotr   r>   r    r.   rH   )r   outputrk   r2   r3   r   r   r   test_groupby_complex  s    r  )r   r   r   c                 C   sn   t tdddddg}d}tjt|d ||j	d 
|  W d    d S 1 s0w   Y  d S )Nr   r   r   r   r  zNo matching signature foundr7   )r   re   r   r   r  r@   rA   r   r   r>   r    )r   rk   rC   r   r   r   test_groupby_complex_raises  s
    "r  prodre  c                 C   s   t g dg dg dd}d}tjt|d |jddd	}W d    n1 s)w   Y  tjtd
d ||  W d    d S 1 sFw   Y  d S )Nrm  r   r   rL   )r   rM   ra   r,  rm   r7   r   r   r   z"axis other than 0 is not supported)	r   r.   rt   ru   r   r@   rA   NotImplementedErrorr    )r   r!   rC   r"   r   r   r   test_multi_axis_1_raises  s   "r  ztest, constantr5   rF   r6   rs   r   )marksc                 C   s<   t | }|dtj}t |}|d}t|| d S r   )r   r   r    r   moderC  r.   r/   )r  constantdf1r2   r3   r   r   r   test_agg_of_mode_list  s
   
r  c                  C   s   t g dg dd} | d}ddd}dd
d}d}tjt|d |j||gdddd W d    n1 s9w   Y  |j||gddd}t ddgddgddggtg dddtddgd}t	
|| d S )Nr  r,  rf  r   r   r   c                 S   r#  r%   rE   r   r   r   r   r   r   foo1     z@test_dataframe_groupy_agg_list_like_func_with_args.<locals>.foo1r   c                 S   r#  r%   rE   r   r   r   r   r   r   foo2  r  z@test_dataframe_groupy_agg_list_like_func_with_args.<locals>.foo2/foo1\(\) got an unexpected keyword argument 'b'r7   r   r   r  r  ra   rb   r   r   )r   r  )r   r  r   r   r   r   r   )r   r   r@   rA   r   r    r   r   rg   r.   r/   )r!   r"   r  r  rC   r2   r3   r   r   r   2test_dataframe_groupy_agg_list_like_func_with_args  s   


r  c                  C   s   t g d} | | }ddd}ddd}d	}tjt|d
 |j||gdddd W d    n1 s4w   Y  |j||gddd}tddgddgddggtg dddgd}t	|| d S )Nr  r   r   c                 S   r#  r%   rE   r  r   r   r   r  /  r  z=test_series_groupy_agg_list_like_func_with_args.<locals>.foo1r   c                 S   r#  r%   rE   r  r   r   r   r  2  r  z=test_series_groupy_agg_list_like_func_with_args.<locals>.foo2r  r7   r   r   r  r  ra   rb   r   r  r  r   r  r  )
r   r   r@   rA   r   r    r   r   r.   r/   )r   sgbr  r  rC   r2   r3   r   r   r   /test_series_groupy_agg_list_like_func_with_args*  s   


$r  c                  C   s   t g dg dg dd} | ddg}|ddg }|dd	 }td
dgddggdd
gdd
ggddgd}t ddgddgd|d}t|| d S )Nrm  )r   r   r   )rL   r   rM   r,  r   r   r   c                 S   r9   r%   rE   r   r   r   r   r(   E  r;   z.test_agg_groupings_selection.<locals>.<lambda>r   r   r   r   r   )rW  r  r`   r   rR   rM   r  r=   r  )r!   r"   selected_gbr2   r>   r3   r   r   r   test_agg_groupings_selection@  s   "r  c                  C   sb   t g dg dd} | jdddd }|dd	g}t d
dgddgddgd}t|| d S )Nrm  r  r   r   Fr[  r   r   r,   r   r   rM   rL   r  r  )r   r   r,   )r   r   r    r.   r/   r8  r   r   r   ?test_agg_multiple_with_as_index_false_subset_to_a_single_columnM  s
   r  c                  C   sr   t g dg dg dd} | jddgdd}|d	g}t g d
g dg dgtg dd}t|| d S )Nr  )r   r   r   )r   rL   r   )a1a2r   r  r  F)r/  r\  r   )r   r   r   )r   r   rL   )r   r   r   ))r   )r  r  )r   r   rj   )r   r   r    r   rg   r.   r/   r8  r   r   r   &test_agg_with_as_index_false_with_listV  s   r  c                  C   sj   t dtdtdtddi} t tg dddg dd	}|d
}|jdd}t||  d S )Ntd0 days 01:00:000 days 01:15:00re  )r  z0 days 00:15:00r  r  rz   )r   r   r   )r  grpsr  )r  r;  )r  )r   r   	Timedeltar   r   r    r.   r/   )r3   r!   r"   r2   r   r   r   Btest_groupby_agg_extension_timedelta_cumsum_with_named_aggregationc  s&   	
	r  c                  C   sx   dd } t tjddgg ddddgd}d}tjt|d	 |jd
dd|  W d    d S 1 s5w   Y  d S )Nc                 S   s   t | dkr
tdt | S )Nr   length must not be 0)r   r   r   r   r   r   r   ~  s   z2test_groupby_aggregation_empty_group.<locals>.funcr   r,  )rL  r   r4  r  r7   r5   FrI  )r   r   Categoricalr@   rA   r   r   r    )r   r!   rC   r   r   r   $test_groupby_aggregation_empty_group|  s   "r  )s__doc__rc  r  r   r  numpyre   r@   pandas.errorsr   pandas.core.dtypes.commonr   pandasr   r   r   r   r   r	   r
   pandas._testing_testingr.   pandas.core.groupby.grouperr   r#   r4   rD   rK   ri   rw   r   r   r   r  r  r   r   r   intr   r   r   r   r   r   r   r	  r  r  r(  r)  r3  r6  r9  rD  rS  rF  rV  rX  ra  r   uint64rh  rj  rO  r   interval_rangeperiod_rangerg   rp  rz  r~  r  r  r,   r  r  r  r  r  r  r  r  r  r  r  r  r  r;  r  r  r@  rU  r_  ra  rd  rj  rl  rw  r  r  r  r  r  r  paramr  r  r  r  r  r  r  r  r   r   r   r   <module>   s    
1

 
	#$

((


	5v
	

	





y

(

	



**0

	