o
    թZh                     @   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   d/var/www/html/lang_env/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$   r%   monthr   r   r   r   r(   *   r)   meanr   r    r,   tmassert_frame_equal)tsframegroupedresultexpectedr   r   r   test_agg_regression1)   s   
r4   c                 C   s   |  dd }d}tjt|d |dd  W d    n1 s"w   Y  tjt|d |dd  W d    d S 1 sAw   Y  d S )NACzMust produce aggregated valuematchc                 S      |   S r%   )Zdescriber   r   r   r   r(   5       z#test_agg_must_agg.<locals>.<lambda>c                 S   s   | j d d S Nr   indexr   r   r   r   r(   7       )r   pytestraises	Exceptionr    )r!   r1   msgr   r   r   test_agg_must_agg0   s   "rC   c                 C   sH   dd }| j | j| jg|}| ddg d }t|| d S )Nc                 S   r9   r%   r   r   r   r   r   r(   ;   r:   z(test_agg_ser_multi_key.<locals>.<lambda>r5   Br6   )r6   r   r5   rE   	aggregater   r.   assert_series_equal)r!   fresultsr3   r   r   r   test_agg_ser_multi_key:   s   rJ   c                  C   s   t dddtjddddgdddtjddd	d
gdtjg dddgdd} t dddddddtjddddgd
ddddddtjd	dddgddddtjdddddtjdgddddtjdddddtjtjgd}|ddg}|dd g  }t||  d S )!N      r   r   r   7   M   !   ,      )v1v2))r   _   )r   c   )r   rT   )r   rU   )bigdamp)bluedry)redrZ   )rZ   wetby1by2namesr<      	   X   rU   rZ   rX   r   rV      r[   rY   rT   rW   )rR   rS   r\   r]   rR   rS   )	r   npnanr   from_tuplesr   r,   r.   r/   )r3   r!   gr2   r   r   r   $test_groupby_aggregation_mixed_dtypeA   s>   
rh   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   )rE   r   )rE   r   datacolumns+DataFrame.groupby with axis=1 is deprecatedr7   r   levelaxis)Znumeric_only)       @TTT)r   r   r   r   r   r   )rd   re   r   r   rf   r.   assert_produces_warningFutureWarningr   r   r/   )lstr!   rB   r"   r2   r3   r   r   r   +test_groupby_aggregation_multi_level_columnr   s    ru   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Z
group_keysdtyperx   r=   r   )Zcheck_index_typer5   )namerx   )rk   rx   r=   z:The behavior of DataFrame.sum with axis=None is deprecated)r8   Zcheck_stacklevel)r   rd   re   rx   float64r   r   r.   rG   r   r    applyr   rk   floatr/   rr   rs   )tsr0   r1   expZexp_dfrB   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   ZABCDrw   z
2000-01-01r   rE   periodsfreqrk   r=   c                 S   r$   r%   r&   r   r   r   r   r(      r)   z1test_agg_grouping_is_list_tuple.<locals>.<lambda>r   r,   )r   rd   randomdefault_rngstandard_normalr   listobjectpd
date_ranger   _grouperZ	groupingsZgrouping_vectorr   r=   r    r,   r.   r/   tuple)r~   r!   r1   Zgrouperr2   r3   r   r   r   test_agg_grouping_is_list_tuple   s   

r   c                 C   s0   |  ddg}|d}| }t|| d S )Nr5   rE   r,   r-   )Z multiindex_dataframe_random_datar1   r2   r3   r   r   r   test_agg_python_multiindex   s   
r   groupbyfuncc                 C   r9   r%   )weekdayr   r   r   r   r(      r:   r(   c                 C   r$   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   rE   r6   DrE   r6   r   )r   r    r   r.   rG   rF   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   ZFloat64rw   r   r   r   r   g(y?r   rz   r=   rx   )	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   rn   zDataFrameGroupBy.z with axis=1 is deprecated)ZidxmaxZidxminz;'[<>]' not supported between instances of 'float' and 'str'z
Operation z does not support axis=1r7   r   ro   )	r   	TypeErrorrs   
ValueErrorr?   r@   r.   rr   r    )r!   reduction_funcr"   Zwarn_msgerrorrB   warnr   r   r   %test_agg_str_with_kwarg_axis_1_raises   s    "r   z(func, expected, dtype, result_dtype_dictr   )rK   rL   ra   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   rK      r   r   r   r   rk   ))r   r   )r   r   rl   r7   r   rm   )
r   r   from_productastyper.   rr   rs   r   r    r/   )funcr3   rx   result_dtype_dictr!   rB   r"   r2   r   r   r   (test_multiindex_groupby_mixed_cols_axis1   s   
r   z&func, expected_data, result_dtype_dictr   r   
   rc         )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 )Nrc   r   r   r   r   r   yr   )r   r   r   r   r   r   )r=   rk   rx   r   r   rl   r7   r   r   r   )rj   r=   rk   )r   rd   arangereshaper   r   r.   rr   rs   r   r    r/   )r   expected_datar   r!   rB   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$   r%   sizeZserr   r   r   r(   ;  r)   z-test_aggregate_item_by_item.<locals>.<lambda>foobarZBCDr=   rz   c                 S   r$   r%   r   r   r   r   r   aggfun_1H  s   z-test_aggregate_item_by_item.<locals>.aggfun_1r   )r   r    r5   r   r   rk   r   rd   arrayr   r.   rG   ZxsZassert_almost_equalr   
isinstance)	r!   r1   Zaggfun_0r2   ZfoosumZ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   rE   c                 S   s   | j tkr	td|  S )NTest error message)rx   r   r   r   r   r   r   r   r   S  s   
ztest_wrap_agg_out.<locals>.funcr   r7   )r   EF)r5   rE   r   r   r   )r   r?   r@   r   rF   locr.   r/   )Zthree_groupr1   r   r2   Z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   )rd   r,   r   r   r.   rr   rs   r   r    r   assert_index_equalrk   )r!   funcsrB   r2   Z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=   rz   )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   rE   r6   r=   rk   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   rd   r   r   r   r   r   r   r    r   r   r   rf   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   Zdti)r   r   rz   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   rd   r   r   r   r   r   r   r   r    r   r   r   rf   r   r   Zhstackr5   r   r.   r/   )r2   r   r   Z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 )	NrE   r6   r   )r   r,   r   )r   r   r5   r   )Zdropr   r    r.   r/   )r!   r   Z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   )keysro   r   r   rm   c                 S   
   t | S r%   rd   r,   r   r   r   r   	numpymean  s   
z:test_more_flexible_frame_multi_function.<locals>.numpymeanc                 S      t j| ddS )Nr   )Zddof)rd   r   r   r   r   r   numpystd     z9test_more_flexible_frame_multi_function.<locals>.numpystdnested renamer is not supportedr7   r   r   )r   r    r	   Z	swaplevelZ
sort_indexrF   r.   r/   r?   r@   r   )
r!   r1   ZexmeanZexstdr3   dr2   r   r   rB   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?   r@   r   rF   )r!   r1   r  rB   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%   )Zisnullr  r   r   r   r   r(     r  )r   r   r   rF   r   r.   rG   )datgpr=   r2   r3   r   r   r   test_groupby_agg_coercing_bools  s   
r  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   rE   rE   rE   )r   r   r   r   r   r5   rE   r5   rE   r   r   r   r<   r   r   )r   r   r    Zrename_axisr.   r/   )r  r2   r3   r   r   r   "test_groupby_agg_dict_with_getitem  s   "r  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   rK   )r   r   rK   r   r   r   r   r   r   rK   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   
 r  opc                 C   r9   r%   rD   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  r  r  r   r   r   r   r(   $  r  c                 C   sd   t ddgddgd}|dd }| |dd j}t|s"J | |dj}t|s0J d S )Nr   FTr   r   r   )r   	set_indexr   rx   r   )r  r!   r   r2   r   r   r   test_bool_agg_dtype  s   r  zkeys, agg_indexr   r   r   r   r^   input_dtype)boolZint32r   Zfloat32r{   result_dtypemethod)r|   rF   r  c           
         s   t dgdgdgd}|d ||d< t|| dg |}| fdd}|dkr1td	dn|}t d|d jd	 gi|d
 }	|dkrMd	g|	j_t	
||	 d S )Nr   r   Tr	  r   c                       |   jd S r   r   ilocr   r"  r   r   r(   I      z2test_callable_result_dtype_frame.<locals>.<lambda>r  r   r<   r|   )r   r   getattrr   r   
RangeIndexr&  rk   r_   r.   r/   )
r   	agg_indexr   r"  r#  r!   r  r2   r   r3   r   r'  r    test_callable_result_dtype_frame4  s   
r,  input)Tr         ?rx   c           
         s   t dgdg|gd}t|| d |}| fdd}|dkr'tddn|}t|d jd g|dd	 }	t	||	 d S )
Nr   r   r	  r   c                    r$  r   r%  r   rw   r   r   r(   a  r(  z3test_callable_result_dtype_series.<locals>.<lambda>r  r   r   )
r   r)  r   r   r*  r   r&  r   r.   rG   )
r   r+  r-  rx   r#  r!   r  r2   r   r3   r   rw   r   !test_callable_result_dtype_seriesS  s    r/  c                  C   sR   t g dg dd} | dg d}|jjd }tg d}t|| d S )Nr  r   r  r5   )r   r   r,   r   r   r   )r   r   r    rk   levelsr   r.   r   )r!   r   r2   r3   r   r   r   #test_order_aggregate_multiple_funcsg  s
   r1  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      rQ   r   r   r   rw   r   )r2  r2  rQ   rQ   r   r   )r   r   r   r   r   rx   rz   )rk   r=   rx   Fas_index)r   r   r   r   r   r   r   r   r.   r/   Zreset_index)r   r!   r"   r2   r3   Zgb2result2Z	expected2r   r   r   test_ohlc_ea_dtypess  s"   
"r7  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,   r;  T)Zcheck_exact)	r   r   r    r   r   rd   r   r.   r/   )rx   r8  r!   r3   r2   r   r   r   test_uint64_type_handling  s   r=  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   r  r7   r5   r   )r   r?   r@   r   r   r    )rB   r!   r   r   r   test_func_duplicates_raises  s
   "r?  r=   abcZ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<   rB  r   r   r   )r   r   r    r   Znuniquer  r.   r/   )r=   r!   r2   r3   r   r   r   $test_agg_index_has_complex_internals  s   rC  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tworD  rE  rD  )threerF  rF  sixrG  key1key2key3rI  rD  rG  )rJ  rK  r   r   r   r<   )r   r   r   r   r.   r/   r!   r2   r3   r   r   r   test_agg_split_block  s   rM  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   rE   r6   r   r   r   )r   r   r   r   r   r   r   r   r   )r   r   r   r   r   r   r   	Timestamprd   r   r.   r/   rL  r   r   r   #test_agg_split_object_part_datetime  s0   	



rQ  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   r>  r   r   r   r   rL   r   r   r   r   r   )r   r   r   r   r    r   rd   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?   r@   r   r    r   r.   r/   rT  rU  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<   rS  )rT  rU  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 )
NrZ  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<   rS  rX  r   r   r   test_mangled  s   $z'TestNamedAggregationSeries.test_mangledinpanythingr   columnaggfunc)rb  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   rK   zfunc is expected but received r7   r   )	r   type__name__r?   r@   r   r   r   r    )rT  ra  r   rB   r   r   r   test_named_agg_nametuple  s
   
"z3TestNamedAggregationSeries.test_named_agg_nametupleN)rh  
__module____qualname__rV  rY  r\  r`  r?   markparametrizer   NamedAggri  r   r   r   r   rR    s    
rR  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  rK   r   rL   r`   rB  r5   rE   rB  r5   r   rE   r   )a_maxb_maxr   r   r   r`   r   r   r   ru  rv  r   b   r   rE   r   r5   r   )r5   r,   r5   )Zb_minZa_minZa_meanru  rv  Za_98rK   rL   r   r         ?      @g\(\?gףp=
@)
r   r   r    r   r.   r/   	functoolsr   rd   
percentile)rT  r!   r2   r3   Z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 )Nrp  r  rq  rr  rB  zmy colrs  r   r   r   r   r   r<   r   r  rT  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 )Nr>  r   r  r5   rx  r   r   r   r   r   r<   2   r   F   quant50quant70)r   r   r   r   r   )r   r   r   r   rK   )col1col2r  r  )Zquantile_50Zquantile_70      ?      @g333333?g@r   r   )r   r   r    r   r.   r/   r|  r   rd   r}  rh  )rT  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 )Nr>  r   r  r5   rE   r   r   r<   r   r   rs  ry  )rE   r,   )ZaaZ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[  rZ  r  r5   rW  r7   r   )r   rt  r   )r   r   r?   r@   r   r    )rT  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   r  zColumn(s) ['C'] do not existr7   r5   )r6   r   r   )r   reescaper?   r@   KeyErrorr   r    )rT  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   r  r5   rE   r   countrc  r   r   )rE   r   )rE   r  r   r   r    r   rn  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   rE   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<   r  r  r   r   r   r`    s   $&z*TestNamedAggregationDataFrame.test_mangledN)rh  rj  rk  r~  r  r  r  r  r  r  r`  r   r   r   r   ro    s    $	ro  zCagg_col1, agg_col2, agg_col3, agg_result1, agg_result2, agg_result3r   r5   r   r  )r   rE   r,   rz  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 )Nrp  r  rq  rr  r   rB  r  r  r   r   r  r   r  )ru  ru  r   r   r<   r   r7   )Zcol_1Zcol_2Zcol_3)r   r   rf   rk   r   r   r    r.   r/   rr   rs   )Zagg_col1Zagg_col2Zagg_col3Zagg_result1Zagg_result2Zagg_result3r!   idxr2   r3   rB   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 )Nrp  r  rq  rr  r  zdo not existr7   r  ))Yr   r   rf  )	r   r   rf   rk   r?   r@   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 )Nrp  r  rq  rr  r  r  )r  r   r   r   r   r   r   r   r<   )	r   r   rf   rk   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 )NrA  rZ  r   r   r   r	  r   r   r   r   r   r3  r   r   r   )r   r   r    r   r   rf   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 )	NrA  rZ  r  r	  r   r   )r0  codesr   r   r   r    r   r.   r/   rL  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   Frv   r   )r  r  r^   r   )r   r   r    r   r   r.   r/   rL  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  r.  皙?rp   g      @g@      ?)r   valr   Fr4  r  r   rc  min_val)r   r   r  )r.  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   rI  r  r   rI  Fr4  r  r   rc  r  r   r   r   )r   r   r   )r.  r  r  )r   rI  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%   )rd   Z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   )rK   rL   r   rA  )r   r   r   ZSiskoZJanewayr^   r   r   r   r.        @rq   r  g      @rp   ))r   r   )r   r   )r   r   r   )
r   r   from_arraysr   rd   r   r    rk   r.   r/   )r   rj   r!   r2   expected_dictr3   r   r   r   test_multiindex_custom_func  s   r  c                 C   r   Ng?r   rd   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   r  )r   Z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   ra   r   ZXYZr@  rj   rk   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   r3  )Xr  Zrw   r   )
r   rd   r   r   r   r   rF   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   re  f  s   z5test_aggregate_udf_na_extension_type.<locals>.aggfuncr5   rZ  rA  r   r   rw   r   r<   )r   r   r   r   r    r   r.   r/   )re  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 )Nr>  r   r  r5   rE   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   ))rE   
<lambda_0>)rE   
<lambda_1>r   r<   r  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   r>  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<   rS  )rT  rU  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%   rD   r   r   r   r   r   r   r(     r(  z5TestLambdaMangling.test_with_kwargs.<locals>.<lambda>r   c                 S   s   |   ||  S r%   rD   r  r   r   r   r(     r(  r   r   r   r  r   )r      r   )r   )r   )r   r   r    r   r.   r/   )rT  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;   rd   r   r   r   r   r   r(     r>   z=TestLambdaMangling.test_agg_with_one_lambda.<locals>.<lambda>rc  r   r  c                 S   r  r;   r  r   r   r   r   r(     r>   r  r   r  r   )r   r   r   r    r   rn  r.   r/   rT  r!   rk   r3   Zresult1r6  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  Zheight_max_2Z
weight_minr  r  r  r  r  r  r  r  r  r  r  r   r   r  r  c                 S   r  r;   r  r   r   r   r   r(     r>   z=TestLambdaMangling.test_agg_multiple_lambda.<locals>.<lambda>r  r  c                 S   r   r%   rd   r   r   r   r   r   r(     r  r  c                 S   r   r%   r  r   r   r   r   r(     r  c                 S   r  r;   r  r   r   r   r   r(     r>   rc  r   c                 S   r   r%   r  r   r   r   r   r(     r  c                 S   r   r%   r  r   r   r   r   r(     r  )r   r   r   r    r.   r/   r   rn  r  r   r   r   test_agg_multiple_lambda  sF   


	z+TestLambdaMangling.test_agg_multiple_lambdaN)rh  rj  rk  r  r  r?   rl  xfailr  r  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  )r.  r.  rp   r  r5   rE   c                 S   s   |  | jd S )N)getr=   r   r   r   r   r(     r(  z+test_groupby_get_by_index.<locals>.<lambda>r  r  r.  rp   )r   r   r    r  r.   r/   )r!   r   r3   r   r   r   test_groupby_get_by_index  s   r  zgrp_col_dict, exp_data)nrcat_ordrK   r  r  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   rK   r   rL   r`   aabbccddaaaabbbbr  r  r  categoryr  r  r  r  FZobservedr   r   
categoriesZorderedrz   rx   )rj   r=   )r   r   r   r  
as_orderedr   r    r   CategoricalIndexrx   r.   r/   )grp_col_dictr  input_df	result_df	cat_indexexpected_dfrx   r   r   r    test_groupby_single_agg_cat_cols  s"   
r  )r   r   r   )rK   r`   r   )r   r   r   )rK   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 )Nr  r  r  r  r   r  r  r  Fr  r   r   r  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  r  r   r    r   r  itemsr   extendappendr   rf   r   rk   rx   r.   r/   )
r  r  r  r	  r
  Zmulti_index_listvZmulti_indexr  colr   r  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    rk   Z	droplevelr.   r/   )r!   rg   r2   r3   r   r   r   test_nonagg_aggJ  s   

r  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  r  r5   rE   )r   datetimer   rE   r   r  r.   rG   rL  r   r   r   test_aggregate_datetime_objectsW  s   	r  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Or  r  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   r<  )r  r  r^   FTr  r   )r   r=   r   r   r  r    r   rf   r   r.   rG   )r!   r1   r   r   r3   r   r   r   test_groupby_index_object_dtypei  s   r  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%   )Zisnar  rd   r   r   r   r   r   r   {  s   
z)test_timeseries_groupby_agg.<locals>.funcr.  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   rP  r   r    r.   r/   )r   r!   r   r3   r   r   r   test_timeseries_groupby_aggx  s
   r  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   rw   rH  )rI  rJ  r^   rK  r<   rI  rJ  c                 S   s   | S r%   r   r   r   r   r   r(     r^  z,test_groupby_agg_precision.<locals>.<lambda>)r.   ZALL_INT_NUMPY_DTYPESrd   Ziinfor   ZFLOAT_NUMPY_DTYPESZfinfoZFLOAT_EA_DTYPESlowerZALL_INT_EA_DTYPESr   r   r   r   r  r   r    r/   )Zany_real_numeric_dtypeZ	max_valuer!   Zarraysr=   r3   r2   r   r   r   test_groupby_agg_precision  s*   



r!  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)ZcorrwithZnthr   r   )r   ZngroupF)Zcheck_names)	r   rd   re   r   r    r.   rG   r/   Zdtypes)r   objZresult_reduced_seriesZ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]rw   z2 daysr   ry   r   r   r   )r   rd   r   r   r,   r.   rG   )rj   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$  z2021-01-01T02:00-0100z2021-01-01T01:00-0100c                 C   sF   t t| }t t|tdgd}|g d }t|| d S )Nr   r<   r&  )r
   r   rd   r   r   r,   r.   rG   )Z
input_dataZexpected_outputrj   r3   r2   r   r   r   test_group_mean_datetime64_nat  s   r(  zfunc, outputr,   y       @      2@y      $@      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   rd   r   r   dotr   r=   r    r.   rG   )r   outputrj   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   rd   r   r   r*  r?   r@   r   r   r=   r    )r   rj   rB   r   r   r   test_groupby_complex_raises  s
    "r-  prodr;  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 )NrA  r   r   rK   )r   rL   r`   r	  rl   r7   r   r   r   z"axis other than 0 is not supported)	r   r.   rr   rs   r   r?   r@   NotImplementedErrorr    )r   r!   rB   r"   r   r   r   test_multi_axis_1_raises  s   "r1  ztest, constantr5   rE   r6   rq   r   )Zmarksc                 C   s<   t | }|dtj}t |}|d}t|| d S r   )r   r   r    r   moder  r.   r/   )r  ZconstantZdf1r2   r3   r   r   r   test_agg_of_mode_list  s
   
r3  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 )NrZ  r	  r<  r   r   r   c                 S   r  r%   rD   r   r   r   r   r   r   foo1     z@test_dataframe_groupy_agg_list_like_func_with_args.<locals>.foo1r   c                 S   r  r%   rD   r   r   r   r   r   r   foo2  r6  z@test_dataframe_groupy_agg_list_like_func_with_args.<locals>.foo2/foo1\(\) got an unexpected keyword argument 'b'r7   r   r   r  r  r`   ra   r   r   )r   r5  )r   r8  r   r   r   r   r   )r   r   r?   r@   r   r    r   r   rf   r.   r/   )r!   r"   r5  r8  rB   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 )NrZ  r   r   c                 S   r  r%   rD   r4  r   r   r   r5  /  r6  z=test_series_groupy_agg_list_like_func_with_args.<locals>.foo1r   c                 S   r  r%   rD   r7  r   r   r   r8  2  r6  z=test_series_groupy_agg_list_like_func_with_args.<locals>.foo2r9  r7   r   r   r  r  r`   ra   r   r5  r8  r   r:  r;  )
r   r   r?   r@   r   r    r   r   r.   r/   )r   Zsgbr5  r8  rB   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 )NrA  )r   r   r   )rK   r   rL   r	  r   r   r   c                 S   r9   r%   rD   r   r   r   r   r(   E  r:   z.test_agg_groupings_selection.<locals>.<lambda>r   r   r   r   r   )r0  r  r_   r   rQ   rL   r  r<   r  )r!   r"   Z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 )NrA  r/  r   r   Fr4  r   r   r,   r   r   rL   rK   r  r  )r   r   r,   )r   r   r    r.   r/   r  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   rK   r   )a1a2r   r@  rA  F)r  r5  r   )r   r   r   )r   r   rK   )r   r   r   ))r@   )rA  rB  )r   r   ri   )r   r   r    r   rf   r.   r/   r  r   r   r   &test_agg_with_as_index_false_with_listV  s   rC  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 01:15:00r  )rE  z0 days 00:15:00rF  r%  rw   )r   r   r   )rD  grpsrG  )rD  r  )rD  )r   r   Z	Timedeltar   r   r    r.   r/   )r3   r!   r"   r2   r   r   r   Btest_groupby_agg_extension_timedelta_cumsum_with_named_aggregationc  s&   	
	rH  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	  )r  r   r  rI  r7   r5   Fr  )r   r   ZCategoricalr?   r@   r   r   r    )r   r!   rB   r   r   r   $test_groupby_aggregation_empty_group|  s   "rJ  )s__doc__r  r|  r   r  numpyrd   r?   Zpandas.errorsr   Zpandas.core.dtypes.commonr   Zpandasr   r   r   r   r   r	   r
   Zpandas._testingZ_testingr.   Zpandas.core.groupby.grouperr   r#   r4   rC   rJ   rh   ru   r   r   r   rl  rm  r   r   r   intr}   r   r   r   r   r   r   r   r   r   r  r  r  r  r  r  r,  r!  r/  r1  r7  r   Zuint64r=  r?  r  r   Zinterval_rangeZperiod_rangerf   rC  rM  rQ  rR  ro  r,   rn  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-  r1  paramr3  r<  r=  r>  r?  rC  rH  rJ  r   r   r   r   <module>   s    
1

 
	#$

((


	5v
	

	





y

(

	



**0

	