o
    vh                    @   s  d dl m 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m	Z	 d dl
m  mZ d dlZd dlmZmZmZmZmZmZmZmZmZmZmZmZ d dlmZ d dlm Z  d dl!m"  m#Z$ ej%&dZ'dd	 Z(d
d Z)ej%*dg ddd Z+dd Z,dd Z-dd Z.dd Z/ej%*dddgdd Z0dd Z1dd  Z2d!d" Z3ej%*dg d#d$d% Z4d&d' Z5d(d) Z6d*d+ Z7d,d- Z8d.d/ Z9d0d1 Z:d2d3 Z;d4d5 Z<d6d7 Z=ej%*d8d9d: d;d: gd<d= Z>d>d? Z?d@dA Z@dBdC ZAdDdE ZBdFdG ZCdHdI ZDdJdK ZEdLdM ZFdNdO ZGdPdQ ZHdRdS ZIdTdU ZJdVdW ZKej%*dXdYdZgd[d\ ZLej%*dXg d]ej%*d^ddgd_d` ZMdadb ZNdcdd ZOdedf ZPdgdh ZQdidj ZRdkdl ZSdmdn ZTdodp ZUdqdr ZVdsdt ZWdudv ZXdwdx ZYdydz ZZd{d| Z[d}d~ Z\dd Z]dd Z^dd Z_dd Z`dd Zadd Zbdd Zcdd Zddd Zedd Zfdd Zgdd Zhdd Zidd Zjdd Zkdd Zldd Zmdd Zndd Zodd Zpdd Zqdd Zrdd Zsdd Ztej%*ddddggdd Zudd Zvdd Zwdd Zxdd Zydd Zzdd Z{dd Z|ddÄ Z}ej%*ddddddgddggej%*dddddggdd̄ Z~dd΄ Zej%*dddggej%*ddgddggej%j*ddgd gdgdged ged ged dddd׍ejddddۍejd gddݍejd gddݍejdgddݍgg ddej%*dg dej%*d8g ddd Zdd Zdd Zdd Zdd Zdd Zdd Zdd Zdd Zej%*dddggdd Zej%*dddddededddgifd dededededededgifddededededededgifgdd Zdd Zdd	 Zd
d Zdd Zdd Zej%*dg ddd Zdd Zej%*deddfeddfeddfeddfeddfeddfeddfeddfeddfeddfeddfeddfgdd Zdd Zej%*d g d!d"d# Zej%*d$dejded%d&gd'd( Zd)d* Zej%*d+d,d-d.gfd/d0d1gfgd2d3 Zd4d5 Zd6d7 Zd8d9 Zd:d; Zd<d= Zej%*d^ddgd>d? Zd@dA ZdBdC ZdDdE ZdFdG ZdHdI ZdJdK ZdLdM ZdNdO ZdPdQ Zej%*dRdddggdSdT ZdUdV Zej%*dWd gdfdXd gdfdYgdZd[ Zej%*d g d\d]d^ Zej%*d_d`dagdbdc Zej%*dddedfgdgdh Zej%*didjdejfgdkdl Zej%*dmg dng dog dpfg dqg drg dsfgdtdu Zej%*dvg dwdxdy Zej%&dzej%*dg d{d|d} Zd~d Zdd Zej%*d^ddgdd Zej%&ddd Zej%*dddgdd Zej%*dg ddd Zdd Zdd Zdd Zej%*dddgej%*ddddgdefddgddfddd gdefdd gddfgdd Zdd Zdd Zdd Zej%*dddgdd ZdS (      )datetimeN)Decimal)PerformanceWarningSpecificationError)Categorical	DataFrameGrouperIndexInterval
MultiIndex
RangeIndexSeries	Timedelta	Timestamp
date_rangeto_datetime)BooleanArrayz)ignore:Mean of empty slice:RuntimeWarningc                  C   s$   t tddd} d}| |ksJ d S )NAB)keylevelz<Grouper(key='A', level='B', axis=0, sort=False, dropna=True))reprr   )resultexpected r   _/var/www/html/hyperkenya/venv/lib/python3.10/site-packages/pandas/tests/groupby/test_groupby.py	test_repr%   s   r   c           
      C   s   t jddd}t|}|d d d  d9  < |d }|td |d< |tdd	d
 |d< t j|jd< |t	t
dd }| }td}td}t|d ||||gtdd}t|||d}	t||	 d S )Nz1 Day'  periods      r   r   r   UTCtzCi  z2887 days 11:21:02.326710176z2886 days 00:42:34.664668096indexr   r   r%   )pdtimedelta_ranger   to_framecopyr   NaTilocgroupbylistrangestdr   nparanger   tmassert_frame_equal)
warn_copy_on_writetdiserdfgbr   td1td4exp_serr   r   r   r   test_groupby_std_datetimelike,   s    r@   dtype)int64int32float64float32c                    s8  t tdd td| d}td}tjd| ||}|jdd dd}|D ]\}}t|dks9J q-d	}t	j
t|d
 |tj}W d    n1 sTw   Y  |d dksaJ d	}t	j
t|d
 |tj}W d    n1 s{w   Y  t	|| t	||  | }	d}t	j
t|d
 |tj}W d    n1 sw   Y  t	|	| |dd }|dd }
|
d dksJ t	|
| ||}d	}t	j
t|d
 |tj}	W d    n1 sw   Y  t	j|	|dd d}t	j
t|d
 |tjtjg}W d    n	1 sw   Y  d}tjt|d
 |tjtjd W d    n	1 sAw   Y  dddd d}t	j
t|d
 | fdd}W d    n	1 sjw   Y  |d dksxJ d}tjt|d
 |dd  W d    d S 1 sw   Y  d S )N	      r(   rA   r!   c                 S   s   | d S NrG   r   xr   r   r   <lambda>O       z)test_basic_aggregations.<locals>.<lambda>F
group_keyszusing SeriesGroupBy.meanmatch   zusing SeriesGroupBy.sumc                 S      | |    S NsumrJ   r   r   r   rL   d       c                 S   rS   rT   rU   rJ   r   r   r   rL   e   rW         check_index_typezusing SeriesGroupBy.[mean|std]nested renamer is not supported)onetwo
         r   rR   r!   zPinning the groupby key to each group in SeriesGroupBy.agg is deprecated, and cases that relied on it will raise in a future versionc                    s    | j  |   S rT   )namemeanrJ   group_constantsr   r   rL             zMust produce aggregated valuec                 S   s   | d S Nr!   r   rJ   r   r   r   rL      rM   )r   r4   r5   randomdefault_rngshufflereindexr0   lenr6   assert_produces_warningFutureWarning	aggregaterd   aggassert_series_equalrV   apply	transformr3   pytestraisesr   	Exception)rA   datar(   groupedkvmsgaggedr   r   transformedvalue_groupedr   re   r   test_basic_aggregationsG   sj   


$r   c                 C   sj   | j jd }| |}| }| |d }|j jtjks"J |j jtjks+J t	j
||dd d S )Nr   OFrZ   )r(   codesr0   rV   astyperA   r4   int8rB   r6   r7   ) multiindex_dataframe_random_datar   rz   r   r   r   r   r   test_groupby_nonobject_dtype   s   
r   c                  C   s   t g dg dtjddtjtjddddd} tt| | d< d	d
 }d}tj	t
|d | d|}W d    n1 sHw   Y  |j}| j}t|| d S )Nfoobarr   r   r   r   r   r   )r]   r]   r^   threer^   r^   r]   r   r!      rE   rA   r   r   r%   Dvaluec                 S   s   | j | d   S )Nr   )locidxmaxgroupr   r   r   	max_value      z5test_groupby_nonobject_dtype_mixed.<locals>.max_value7DataFrameGroupBy.apply operated on the grouping columnsrP   r   )r   r4   rj   rk   standard_normalarrayr2   rn   r6   ro   rp   r0   rt   dtypesrs   )r;   r   r}   appliedr   r   r   r   r   "test_groupby_nonobject_dtype_mixed   s    r   c            
      C   sz  t g dttdddtdddd} dd	 }| d
 dg }d}tjt	|d | d

|dg }W d    n1 sBw   Y  t|| dd }d}tjt	|d | d

|dg }W d    n1 spw   Y  | }tj|jd< t|| dd }d}tjt	|d | d

|dg }W d    n1 sw   Y  | }tj|jd< t|| dd }d}tjt	|d | d

|dg }W d    n1 sw   Y  | d
 dg }tj|jd< t|| dd }	d}tjt	|d | d

|	}W d    n	1 sw   Y  | d
 d  }tj|jd< d |_t|| d S )N)Tigerr   r   Lambr   Ponyr   rX   rB   r   20130101r   r)   c                 S   s
   | j d S Nr   )r/   grpr   r   r   f_0   s   
z*test_inconsistent_return_type.<locals>.f_0r   r   r   rP   c                 S      | j dkrd S | jd S )Nr   r   rc   r/   r   r   r   r   f_1      

z*test_inconsistent_return_type.<locals>.f_1r   c                 S   r   Nr   r   r   r   r   r   r   f_2   r   z*test_inconsistent_return_type.<locals>.f_2r   c                 S   r   r   r   r   r   r   r   f_3   r   z*test_inconsistent_return_type.<locals>.f_3r%   c                 S   s   | j dkrd S | jd jd S )Nr   r   r%   )rc   r/   r   r   r   r   r   f_4   s   
z*test_inconsistent_return_type.<locals>.f_4)r   r   r4   r5   r   r0   firstr6   ro   rp   rt   r7   r-   nanr   r*   r.   rc   rs   )
r;   r   r   r}   r   r   er   r   r   r   r   r   test_inconsistent_return_type   s\   
r   c              	   C   s  ddd}dd }|  dd }|jtjddd}|jtjddd}|jtjddd}|d	}||}	t|| t|| t||	 |j|dd
}|j|dd
}|j|dd
}t|| t|| t||	 dD ]}
|j dd |
d}|
rd nt	}d}tj
||d |jtjddd}W d    n1 sw   Y  tj
||d |tjd	}W d    n1 sw   Y  tj
||d |d	}W d    n1 sw   Y  tj||dd t|| |tjdd	g}tj
||d |dd	g}W d    n	1 sw   Y  tj||dd tj
||d |j|dd
}W d    n	1 s5w   Y  tj
||d |jtjd	d
}W d    n	1 sUw   Y  t|| tj||dd qpd S )Nr   c                 S   s   t j| ||dS )Naxisr4   
percentile)rK   qr   r   r   r   f      z test_pass_args_kwargs.<locals>.fc                 S   s   t j| dddS )NP   r   r   r   rJ   r   r   r   rL          z'test_pass_args_kwargs.<locals>.<lambda>c                 S      | j S rT   monthrJ   r   r   r   rL          r   r   皙?r   )TFc                 S   r   rT   r   rJ   r   r   r   rL     r   as_index*A grouping .* was excluded from the resultrP   Fcheck_namesg?r   )r0   rr   r4   r   rt   ru   quantiler6   rs   rp   ro   r   r7   )tstsframer   g
ts_grouped
agg_resultapply_resulttrans_resultagg_expectedtrans_expectedr   
df_groupedwarnr}   r   expected_seqr   r   r   test_pass_args_kwargs   s\   


r   r   TFc                 C   s   g d| _ | jdd |d}|rd nt}d}tj||d |jtjddd	}W d    n1 s1w   Y  | | jj	d
k 
d| | jj	dk 
dd}t|j}|s[ttd|_t|| d S )N)r   r   r   r%   c                 S   r   rT   r   rJ   r   r   r   rL   ,  r   z9test_pass_args_kwargs_duplicate_columns.<locals>.<lambda>r   r   rP   r   r   r   rR   r   r!   rR   r!   )columnsr0   rp   r6   ro   rr   r4   r   r(   r   r   r   Tr	   r2   r7   )r   r   r<   r   r}   resex_datar   r   r   r   'test_pass_args_kwargs_duplicate_columns(  s   

r   c                  C   s   t tjddttdtdtddddd	} | 	d
d dd dd g}t
|t
| ks1J | 	dd dd g}t
dd | jD }t
||ksNJ d S )Nr!   r_      ABCDr   
2000-01-01r_   r   r   freqr   r(   c                 S   r   rT   yearrJ   r   r   r   rL   E  r   ztest_len.<locals>.<lambda>c                 S   r   rT   r   rJ   r   r   r   rL   E  r   c                 S   r   rT   dayrJ   r   r   r   rL   E  r   c                 S   r   rT   r   rJ   r   r   r   rL   H  r   c                 S   r   rT   r   rJ   r   r   r   rL   H  r   c                 S   s   h | ]}|j |jfqS r   )r   r   .0rK   r   r   r   	<setcomp>I  s    ztest_len.<locals>.<setcomp>)r   r4   rj   rk   r   r	   r1   objectr   r0   rn   r(   )r;   rz   r   r   r   r   test_len?  s   r   c                  C   sd   t tjgd g dd} t| ddksJ t| ddks#J t| ddgdks0J d S )NrG   rR   r!   rG   abr   r   r   )r   r4   r   rn   r0   r;   r   r   r   test_len_nan_groupM  s   r   c                  C   sT   t dd ttddd D } tjddd }t |}| |}|  d S )Nc                 S   s   g | ]}d | qS )      ?r   r   r   r   r   
<listcomp>W      z)test_basic_regression.<locals>.<listcomp>rR   r_   r!   iL  g      $@)r   r1   r2   r4   rj   rk   r0   rd   )r   ry   	groupingsrz   r   r   r   test_basic_regressionU  s
    
r   )rD   rE   rB   rC   int16r   c                 C   s   t td}ttd|| d}ttjdddtjtjddtjdg
|d}||}|t}tddgddgd}t	j
||dd	 d
d }||}tddgddgd}t	
|| d S )Nr_   r   r   r   r'   r   r!   Fcheck_dtypec                 S   s   t t| S rT   )floatrn   rJ   r   r   r   r   u  s   ztest_with_na_groups.<locals>.f      @       @)r	   r4   r5   r   onesr   r0   rr   rn   r6   rs   )rA   r(   valueslabelsrz   r~   r   r   r   r   r   test_with_na_groups`  s   


r   c            	   	   C   s&  dd } dd }dd }t g dtdtd	d
d}t g dtdtd	d
d}d}d}tjt|d |d| }W d    n1 sHw   Y  tjt|d |d| }W d    n1 sgw   Y  t|| d}tj	t
|d |d| W d    n1 sw   Y  tj	t
|d |d| W d    n1 sw   Y  tj	t
|d |d| W d    n1 sw   Y  tj	t
|d0 tjt|d |d| W d    n1 sw   Y  W d    d S W d    d S 1 sw   Y  d S )Nc                 S   s^   | | j d dk d }|jr&tg gd g gd ddgd}tdg|d}|S |ddg}|S )Nr!   rR   r   clevelsr   namesr   r   )r   emptyr   r   	set_indexrK   y
multiindexr   r   r   r   f1  s   z,test_indices_concatenation_order.<locals>.f1c                 S   s4   | | j d dk d }|jrt S |ddg}|S )Nr!   rR   r   r   )r   r  r   r  )rK   r  r   r   r   f2  s
   z,test_indices_concatenation_order.<locals>.f2c                 S   sR   | | j d dk d }|jr'tg gd g gd ddgd}tddg|d}|S |S )	Nr!   rR   r   r   r   r   r   r   )r   r  r   r   r  r   r   r   f3  s   z,test_indices_concatenation_order.<locals>.f3)rR   r!   r!   r!   r   r    rF   r   r   r   )rG   r!   r!   r!   zDThe behavior of array concatenation with empty entries is deprecatedr   rP   r   z@Cannot concat indices that do not have the same number of levels)r   r2   r6   ro   rp   r0   rt   r7   rv   rw   AssertionError)	r  r  r	  r;   df2depr_msgr}   result1result2r   r   r    test_indices_concatenation_order~  s>   
$r  c                 C   s   |  dd }| }|dd }t|| | }dd |D }t|j}t|| |j	}|dd }t|| d}t
jt|d t|d	 W d    d S 1 sXw   Y  d S )
Nc                 S      |   S rT   weekdayrJ   r   r   r   rL     rM   z#test_attr_wrapper.<locals>.<lambda>c                 S   s   t j| ddS )NrR   )ddof)r4   r3   rJ   r   r   r   rL         c                 S   s   i | ]	\}}||  qS r   )describe)r   rc   gpr   r   r   
<dictcomp>      z%test_attr_wrapper.<locals>.<dictcomp>c                 S   r   rT   r   rJ   r   r   r   rL     r   z-'SeriesGroupBy' object has no attribute 'foo'rP   r   )r0   r3   rr   r6   rs   r  r   r   r7   rA   rv   rw   AttributeErrorgetattr)r   rz   r   r   r}   r   r   r   test_attr_wrapper  s   
"r  c                 C   sf  |  dd }|d}t|dksJ t|jdksJ |  }dd |jD |d< | dd}tj||d	d
 | d dd }|	dd }t|dksTJ t|jdks]J |	dd }|D ]\}}|
 }|jD ]}	tj||	|d	d
 qqqf|D ]\}
}|jd  |
ksJ q|j}|j}| D ]\}}| j|| }||k sJ qd S )Nc                 S   r  rT   r  rJ   r   r   r   rL     rM   z$test_frame_groupby.<locals>.<lambda>rd   r    r   c                 S   s   g | ]}|  qS r   r  r   r   r   r   r     r   z&test_frame_groupby.<locals>.<listcomp>r  Fr   ra   c                 S   r  rT   r  rJ   r   r   r   rL     rM   c                 S      | |    S rT   rd   rJ   r   r   r   rL     rW   c                 S   r  rT   r  rJ   r   r   r   rL     rM   r   )r0   rq   rn   r   r-   r(   r6   r7   headru   rd   rs   xsr  groupsindicesitemstakeall)r   rz   
aggregatedtscopystraggedr   rc   r   rd   idxr  r!  r"  r{   r|   	samethingr   r   r   test_frame_groupby  s4   

r+  c           	      C   s  ddddd}d}t jt|d | j|dd}W d    n1 s"w   Y  |d}t|t| ks6J t|jdks?J d	d
 }d}t jt|d | jj|dd}W d    n1 s_w   Y  t |	|j|	| |D ]\}}t|jdksJ qsd S )Nr   rR   r   +DataFrame.groupby with axis=1 is deprecatedrP   r   rd   r!   c                 S   r  rT   r  rJ   r   r   r   rL     rW   z,test_frame_groupby_columns.<locals>.<lambda>5The 'axis' keyword in DataFrame.groupby is deprecated)
r6   ro   rp   r0   rq   rn   r   r   r7   ru   )	r   mappingr}   rz   r&  tfgroupedTr{   r|   r   r   r   test_frame_groupby_columns  s"   
r1  c                 C   s6  |  d}|jdd}|jjdksJ | j dddjdd}|jjdks&J |ddg d}|jjdks7J |dd	d
}|jjdksGJ |d  }|jjdksUJ |d d}|jjdksdJ |d dd	g}|jjdksuJ d}tjt|d |d dd	d W d    d S 1 sw   Y  d S )Nr   Tnumeric_onlyFr   r%   r   rd   r3   r%   r   r\   rP   r   r   )r0   rd   r(   rc   rr   rv   rw   r   )r;   rz   r   r}   r   r   r   test_frame_set_name_single  s&   
"r6  c                 C   s   | d }| d }|  |j|jg}|jdd}|  ddg }tj|jd d ddgf |jd d ddgf dd ttj	d	
d
tj	d	
d
tg dtg ddg dd} |  ddg}|d d S )Nr   r   Tr2  r%   r   Fr   r!      r   r   r   r   r   r   1r:  r:  2r;  r;  )v1v2k1k2)r]   r^   r   fourfivesixr'   r>  r?  rV   )r0   getrd   r6   r7   r   r   r4   rj   rk   r   r   rr   )r;   col1col2rz   r~   r   r   r   r   test_multi_func-  s$   *
rF  c                 C   sJ   |  ddgd }|ddg}t|d|dd}t|| d S )Nr   r   r%   rd   r3   )rd   r3   )r0   rr   r   r6   r7   )r;   rz   r~   r   r   r   r   !test_multi_key_multiple_functionsI  s   rG  c                  C   s   t g dg dtjddtjddtjddd} | ddg}dd	g}||}tj|d
 ||d ||d |gg ddd}t	|j
tsWJ t	|j
ts_J t|| d S )N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   EFr   r   rd   r3   r   rK  rL  )r   rK  rL  rR   )keysr   )r   r4   rj   rk   r   r0   rr   r*   concat
isinstancer(   r   r6   r7   )ry   rz   funcsr~   r   r   r   r   "test_frame_multi_key_function_listQ  s&   "
&rQ  c              	   C   s   t g dg dg dtjddtjddtjddd}|ddg}d	d
g}td}| r:d}tj	t
|d || W d    d S 1 sRw   Y  d S )NrH  rI  )dullrR  shinyrR  rR  rS  rS  rR  rS  rS  rS  r!   rJ  )r   r   r%   r   rK  rL  r   r   rd   r3   &agg function failed [how->mean,dtype->-dtype 'str' does not support operation 'mean'rP   )r   r4   rj   rk   r   r0   reescaperv   rw   	TypeErrorrr   )using_infer_stringry   rz   rP  r}   r   r   r   2test_frame_multi_key_function_list_partial_failure  s"   /
"rZ  opc                 C   r  rT   rU   rJ   r   r   r   rL     rM   rL   c                 C   r  rT   r  rJ   r   r   r   rL     rM   c              	   C   s"  | }| ddg}||}g }g }| dD ]%\}}| dD ]\}	}
|||	f |||
jd d ddgf  qqtj|ddgd}tj|ddj}||_dD ]}||| }|| }|| }t	
|| t	
|| qR|d  |d |d g }| ddg d }t	
|| d S )	Nr   r   r%   r   r  rR   r   r4  )r0   appendr   r   from_tuplesr*   rN  r   r(   r6   rs   rd   )r;   r[  ry   rz   r  rM  r   n1gp1n2gp2mir   col
result_colpivotedexpr   r   r   r   test_groupby_multiple_columns  s,   "rh  c                  C   s   t ddgddgddggddgd} | jdd	d
d d}tddgdd}t|| | jdd	ddd dd }tg ddtg dd}t|| d S )NrR   r!   r   r    r7  r   r   r   Fr   rc   T)r   rO   c                 S   r  rT   )cumsumrJ   r   r   r   rL     rM   z-test_as_index_select_column.<locals>.<lambda>)r!   r7  r7  ))r   r   )r   rR   r   rc   r(   )	r   r0   	get_groupr   r6   rs   rt   r   r^  r;   r   r   r   r   r   test_as_index_select_column  s   "ro  c                  C   s   d} t g dg dd}|j|djd }tjt| d |djd|d}t	|| W d    d S 1 s<w   Y  d S )	Nzobj is deprecatedrR   rR   r!   rG   r   r    r   r   r   rP   )obj)
r   r/   r0   r"  rC  r6   ro   rp   rm  r7   )r  r;   r   r   r   r   r   !test_obj_arg_get_group_deprecated  s   "rs  c                  C   sd   t tg dddd} | jdddd jdd	}t | jd d
 tdd}d g|j_t|| d S )Nr)   alpharj  ri  r   F)byr   r   r2  r!   r   r   )	r   r	   r0   rV   r   r2   r  r6   r7   )r;   leftr   r   r   r   0test_groupby_as_index_select_column_sum_empty_df  s
   
rw  c                 C   s  | j ddd}|ddg d}|jdd}t|| |dd	d
}|jdd}| d |d< t|| | j ddd}d}tjt|d |d dd	i W d    n1 s\w   Y  | j ddgdd}|d}| }t|| |dd	d
}| }| d |d< t|| |d  }t	|j
ddid}d}tjt|d |d dd	i}W d    n1 sw   Y  t|| t	tjddddg dd} ttjdddddd}	|  |	}
|
d d}tjt|dd |
t}W d    n	1 sw   Y  tjt|dd |  |	t}W d    n	1 s1w   Y  t|| dD ](}| j |	dd}
t|
| }| j |	jdd}
t|
| jdd}t|| q>d S )Nr   Fr   r%   r   rd   Tr2  rV   r4  r\   rP   Qr   ri  z7Passing a dictionary to SeriesGroupBy.agg is deprecatedr!   r   d   )2   rG   )jimjoejolier    r_   rz  r{  rj  z:The behavior of DataFrame.sum with axis=None is deprecated)rQ   check_stacklevel)rd   maxcountr   rk  r%  drop)r0   rr   rd   r6   r7   rV   rv   rw   r   r   renamero   rp   r4   rj   rk   integersr   nthrt   r  r   reset_index)r;   rz   r   r   r  	expected2r}   	expected3result3r   grr   altattrrv  rightr   r   r   test_groupby_as_index_agg   sd   


r  c                 C   s   | dv rt d|   ttjdjdddddd	gd
}t|d|  }| dkr0|	d}|
 }| dkrD|d |d j|d< |jddd}t||  }t|| || }t|| t|d	 |  }t|| |d	 | }t|| d S )N)corrwithr  ngroupz!GH 5755: Test not applicable for r!   r   r    )ry  r!   )sizer   r   ri  r  Fr   )rv   skipr   r4   rj   rk   r  r  r0   r  r  r   rA   r6   r7   rr   )reduction_funcr;   r   r   r   r   r   r   test_ops_not_as_indexC  s(   

r  c                 C   s,  | j ddd}| j ddgdd}|d d}|djd d ddgf }t|ts,J t|| |d d}|djd d g df }t|tsNJ t|| |d  }| jd d ddgf }t|tsnJ t|| |d  }| jd d g df }t|tsJ t|| d S )Nr   Fr   r   r%   rV   r)   )r0   rr   r   rO  r   r6   r7   rV   )r;   rz   grouped2r   r   r  r  r   r   r   !test_as_index_series_return_framee  s$   r  c                 C   sT   | j ddd}d}tjt|d |d d W d    d S 1 s#w   Y  d S )Nr   Fr   zColumn\(s\) C already selectedrP   r%   r   )r0   rv   rw   
IndexError__getitem__)r;   rz   r}   r   r   r   (test_as_index_series_column_slice_raises~  s
   "r  c                 C   s   | }|j ddd}|jdd}| dgjdd}|dd|j tt||_t|| |j ddgdd}| }| ddg }tt	|jj
 }|dd|d  |dd|d  tt||_t|| d S )	Nr   Fr   Tr2  r   r   rR   )r0   rd   insertr(   r   rn   r6   r7   r1   zipr   )r;   ry   rz   r   r   arraysr   r   r   test_groupby_as_index_cython  s   r  c                 C   sL   | j ddgdd}|d t}|tjd d g df }t|| d S )Nr   r   Fr   r%   r)   )r0   rr   rn   r   r6   r7   r;   rz   r   r   r   r   r   #test_groupby_as_index_series_scalar  s   r  c              	   C   s   d}t jt|d |jdd dd W d    n1 sw   Y  d}d}t jt|d2 tjt|d | jd	d dd
d W d    n1 sJw   Y  W d    d S W d    d S 1 sbw   Y  d S )Nz(as_index=False only valid with DataFramerP   c                 S   r  rT   r  rJ   r   r   r   rL     rM   z.test_groupby_as_index_corner.<locals>.<lambda>Fr   z$as_index=False only valid for axis=0r,  c                 S   r  rT   )lowerrJ   r   r   r   rL     rM   rR   )r   r   )rv   rw   rX  r0   
ValueErrorr6   ro   rp   )r;   r   r}   r  r   r   r   test_groupby_as_index_corner  s   "r  c                  C   s  t tjddttdtdtddddd	} | 	d
d dd dd g}|
 }t| j|j d}tjt|d | jj	dd dd dd gdd}W d    n1 sXw   Y  |dd }t|j| j t| jj|j |dd }t| jj|j d S )Nr!   r   r   r   r   r_   r   r   r   c                 S   r   rT   r   rJ   r   r   r   rL     r   z+test_groupby_multiple_key.<locals>.<lambda>c                 S   r   rT   r   rJ   r   r   r   rL     r   c                 S   r   rT   r   rJ   r   r   r   rL     r   r,  rP   c                 S   r   rT   r   rJ   r   r   r   rL     r   c                 S   r   rT   r   rJ   r   r   r   rL     r   c                 S   r   rT   r   rJ   r   r   r   rL     r   rR   r   c                 S   r  rT   rU   rJ   r   r   r   rL     rM   c                 S   r  rT   rU   rJ   r   r   r   rL     rM   )r   r4   rj   rk   r   r	   r1   r   r   r0   rV   r6   assert_almost_equalr   ro   rp   r   rr   assert_index_equalr(   r   )r;   rz   r~   r  r   r   r   test_groupby_multiple_key  s&   r  c                 C   sP   |   } tj| d< | ddg }| ddg }tj|d< t|| d S )Nbadr   r   )r-   r4   r   r0   rd   r6   r7   )r;   r~   r   r   r   r   test_groupby_multi_corner  s   

r  c                 C   s  |  d}td}|rd}tjt|d |d W d    n1 s%w   Y  tjt|d |  W d    n1 s@w   Y  | jd d g df } t	
 | d< |  d}d}tjt|d |d	 W d    n1 stw   Y  tjt|d |  W d    n1 sw   Y  d
}tjt|d | j ddddddd}W d    n1 sw   Y  d}tjt|d |dd  W d    d S 1 sw   Y  d S )Nr   rT  rU  rP   rd   r   r%   r   rK  z/datetime64 type does not support sum operationsrV   r,  r   rR   )r   r%   r   rK  r   z?does not support reduction 'sum'|Cannot perform reduction 'sum'c                 S   s   | j dddS )Nr   Fr2  rU   rJ   r   r   r   rL     r  z)test_raises_on_nuisance.<locals>.<lambda>)r0   rV  rW  rv   rw   rX  rr   rd   r   r   nowrV   r6   ro   rp   )r;   rY  rz   r}   r  r   r   r   test_raises_on_nuisance  s8   




"r  agg_functionr  minc                 C   sv   |  d}t|| }| }t| j| d dkdf | |jd< t| j| d dkdf | |jd< t|| d S )Nr   r   r   )r   r   r   )r   r   )r0   r  r-   r   r6   r7   )r;   r  rz   r   r   r   r   r   test_keep_nuisance_agg  s   
$$r  )rV   rd   prodr3   varsemmedianr3  c                 C   s   |  d}d}||v rN|sN|rd| d}t}n|dv r!t}d}nt}td| d}tj||d	 t|||d
 W d    d S 1 sGw   Y  d S t|||d
}|sa|dkrag d}	ng d}	t| jd d |	f  d||d
}
t	
||
 d S )Nr   )r  r3   r  rd   r  r  (dtype 'str' does not support operation '')r3   r  z(could not convert string to float: 'one'zagg function failed [how->z,dtype->rP   r2  rV   r   r  )r0   rX  r  rV  rW  rv   rw   r  r   r6   r7   )r;   r  r3  rY  rz   no_drop_nuisancer}   klassr   r   r   r   r   r   test_omit_nuisance_agg  s,   
"
r  c                 C   sZ   |  d}t}d}|rt}d}tj||d |  W d    d S 1 s&w   Y  d S )Nr   zcould not convertz-dtype 'str' does not support operation 'skew'rP   )r0   r  rX  rv   rw   skew)r;   rY  rz   errr}   r   r   r   $test_raise_on_nuisance_python_single'  s   

"r  c                 C   s   |  ddg}td}|rd}tjt|d |d W d    n1 s'w   Y  tjt|d |  W d    d S 1 sCw   Y  d S )Nr   r   rT  rU  rP   rd   )r0   rV  rW  rv   rw   rX  rr   rd   )three_grouprY  rz   r}   r   r   r   &test_raise_on_nuisance_python_multiple4  s   

"r  c                 C   s   t tg dtg dddgd tjddtjddd}|d	d
g}|ddg d}|jdd}t	
|| | dd jdd}|dd }|d d}t	|d | |jjdksjJ d S )Nr8  r9  r   r   rG   r!   r7  )r>  r?  k3r<  r=  r>  r?  r<  r=  rd   Tr2  r    r   r   c                 S   r  rT   r  rJ   r   r   r   rL   Q  rM   z*test_empty_groups_corner.<locals>.<lambda>r   r   )r   r4   r   rj   rk   r   r0   rr   rd   r6   r7   rt   rs   r(   rc   )r   r;   rz   r   r   r~   agged_Ar   r   r   test_empty_groups_corner?  s"   

r  c                  C   sP   t dg} d}tjt|d | dd  W d    d S 1 s!w   Y  d S )Nr   z5unsupported operand type\(s\) for \+: 'int' and 'str'rP   c                 S   s   | d S )Nr   r   rJ   r   r   r   rL   [  rM   z$test_nonsense_func.<locals>.<lambda>)r   rv   rw   rX  r0   )r;   r}   r   r   r   test_nonsense_funcW  s
   
"r  c                 C   s   | j }d|d< tg dtg dg}td}|rd}tjt|d ||	d W d    n1 s8w   Y  |j
dd|	d}t|jtsQJ d	d
 }tjtdd ||| W d    d S 1 spw   Y  d S )Npeekaboo)bazr^   r   r   rR   rT  rU  rP   rd   ri  c                 S   s   | j dkr	td|  S )N)r   r]   Test error message)rc   rX  rV   )r:   r   r   r   aggfunm  s   
z5test_wrap_aggregated_output_multindex.<locals>.aggfunr  )r   r4   r   rV  rW  rv   rw   rX  r0   rr   r  rO  r   r   rq   )r   rY  r;   rM  r}   r~   r  r   r   r   %test_wrap_aggregated_output_multindex^  s   
"r  c                 C   sh   | j dd }|jjdksJ | j dd }|jjdks J | d j dd }|jjdks2J d S )Nr   r  r   rR   secondr   )r0   r  r(   rc   )r   r   r   r   r   test_groupby_level_applyv  s   r  c                    s   |   }ddddd dddd| j dd }| jdd }tj fdd|d D tjd	}tjfd
d|d D tjd	}| | }| | }d\|j_|j_t	|| t	|| d S )Nr   rR   )r   r   r  qux)r]   r^   r   r  c                       g | ]}  |qS r   rC  r   )mapper0r   r   r         z-test_groupby_level_mapper.<locals>.<listcomp>r   r   c                    r  r   r  r   )mapper1r   r   r     r  r  )r   r  )
r  r0   rV   r4   r   rB   r(   rc   r6   r7   )r   	deleveledresult0r  mapped_level0mapped_level1	expected0	expected1r   )r  r  r   test_groupby_level_mapper  s    r  c                  C   s(  t g dtg ddd} t g dttdddd}| jdd	 }t|| | jdgd	 }t|| | jd
d	 }t|| | jd
gd	 }t|| d}tjt	|d | jdd	 W d    n1 sow   Y  tjt	|d | jdd	 W d    n1 sw   Y  d}tjt	|d | jg d	 W d    n1 sw   Y  d}tjt	|d | jddgd	 W d    n1 sw   Y  tjt	|d | jddgd	 W d    n1 sw   Y  d}tjt	|d | jdgd	 W d    d S 1 sw   Y  d S )N)rR   r!   rG   r_   r   r    r`   r7  )rR   r!   rG   rR   r   r    r!   r7  r   rj  )rJ     rG   r   r    r7  rR   rX   r   r  r&   z2level > 0 or level < -1 only valid with MultiIndexrP   zNo group keys passed!z*multiple levels only valid with MultiIndex)
r   r	   r2   r0   rV   r6   rs   rv   rw   r  )sr   r   r}   r   r   r   test_groupby_level_nonmulti  s@   $r  c                  C   sB   t tdd g dd} t d}| jdd }t|| d S )Nr         ?       @)r   r   rR   rR   ry   r(   )r  y      @      $@r   r  )r   r4   r5   r0   rV   r6   rs   )r   r   r   r   r   r   test_groupby_complex  s   r  c                  C   sf   t dddddddddg} | d }t dgdggtddgdd	td
gd}t|| d S )Nr!   r  r   rR         ?      ?r   r         ?rj  r   r(   r   )r   r0   rd   r	   r6   r7   rn  r   r   r   test_groupby_complex_mean  s   
r  c                  C   s   t dddddddddg} t tjg dtjdtg dd	d
tdgd}| jd	dd }t|| tg dd	d
|_	| jd	dd }t|| d S )NrR   r  r   r  r   )rR   rR   rR   r   )r  r        ?        r   rj  r   r  Fsort)r  r  r  T)
r   r4   r   rB   r	   r0   r  r6   r7   r(   r;   r   r   r   r   r   test_groupby_complex_numbers  s    r  c                  C   sj   t g dtg dd} t g dtg dd}| |}| }| || jj }t|| d S )N)      @g      "r   g      Y@g      g     K@g@)r   r   r   dr   r   r   r'   )r   r   r   r  r  g      @)r   r   r  r   r   h)	r   r	   r0   rd   rm   r(   rC  r6   rs   )s1s2rz   r~   rg  r   r   r   'test_groupby_series_indexed_differently  s   

r  c            	      C   s  t tg dg dg } t| }tg d}ttjdd||d}|j	dd
 }t|j| d	}tjt|d
 |j	ddd}W d    n1 sPw   Y  |
 }t|j|j |j	ddd}t|j| |j	dddd }t|j| tjt|d
 |j	ddd}W d    n1 sw   Y  |dd }t|jtddg t|j|j |d\}}d|d< |j	ddj
dd}t|j|jd d  d S )N)r   r   r  r  r   r   r  r  )r]   r^   r]   r^   r]   r^   r]   r^   ))r   cat)r   dog)r   r  )r   r  r!   )r   r   r  r   r  r,  rP   rR   )r   r   rd   c                 S   r  rT   r  rJ   r   r   r   rL     rM   z0test_groupby_with_hier_columns.<locals>.<lambda>c                 S   s
   |  dS )NrR   r  rJ   r   r   r   rL        
 r   r   r   )r   r   Tr2  r&   )r1   r  r   r^  r   r4   rj   rk   r   r0   rd   r6   r  r   ro   rp   r(   rr   rt   r	   	sortlevel)	tuplesr(   r   r;   r   r  r<   sorted_columns_r   r   r   test_groupby_with_hier_columns  sH   
r  c                 C   sD   |  | d j}|  | d d }| }| }t|| d S )Nr   )r0   r   r  rV   r6   r7   )r;   rz   r  r   r   r   r   r   test_grouping_ndarray%  s
   r  c                  C   sl   t g ddd} tg dg dg dg dg dd	| d
}|g d}|d}| }t|| d S )Nr   rR   r!   rG   r   r(   rj  )foo1r  foo2r  foo3)bar1bar2r  r  r  )baz1r  r  baz2r  )spam2spam3r  spam1r  )r`   ra   (   rz  <   )r   r   r  spamry   r'   )r   r   r  r  rd   )r	   r   r0   rr   rd   r6   r7   )r(   ry   rz   r   r   r   r   r   test_groupby_wrong_multi_labels.  s   
r  c                 C   s   |  | d jdd}| j | d ddjdd}|jjdks J d|v s&J |  | d | d g }| j | d | d gdd }|jjdksJJ d|v sPJ d|v sVJ d S )Nr   Tr2  Fr   r   r   r   )r0   rd   r(   rc   r  r;   r   r  r   r   r   test_groupby_series_with_nameB  s   r  c                 C   sR   |  dd }| jdksJ | jdksJ dd }||jdks'J d S )Nr   r%   c                 S   s   t | d S ri   )r4   rV   rJ   r   r   r   rL   U  r  z.test_seriesgroupby_name_attr.<locals>.<lambda>)r0   r  rc   rd   rr   )r;   r   testFuncr   r   r   test_seriesgroupby_name_attrO  s
   r  c                  C   sf   t g dg dtjddd tdd} | dgj }| j| j	 }t
|| d S )Nr   )r]   r]   r^   r^   r^   r^   r]   r^   r!   r   r   r   r   )r   r4   rj   rk   r   r5   r0   r   r  r   r6   rs   r  r   r   r   test_consistency_nameY  s   	r	  c                 C   s  d	dd}dd }d}t jt|d | d|}W d    n1 s%w   Y  |jjd u s2J t jt|d | d|d}W d    n1 sMw   Y  |jjdksZJ t jt|d | d|}W d    n1 stw   Y  |jjd u sJ d S )
Nc                 S   s   t dddd|dS )NrR   r!   rG   r  rd   	omissionsrj  )r   )r;   rc   r   r   r   	summarizel  s   z0test_groupby_name_propagation.<locals>.summarizec                 S   s   t dddd| jd d dS )NrR   r!   rG   r
  r   r   rj  )r   r/   r   r   r   r   summarize_random_nameo  s   z<test_groupby_name_propagation.<locals>.summarize_random_namer   rP   r   metricsrT   )r6   ro   rp   r0   rt   r   rc   )r;   r  r  r}   r  r   r   r   test_groupby_name_propagationj  s   
r  c                  C   sJ   t dd tdD } | d}| }| | d  }t|| d S )Nc                 S   s   g | ]}t d qS )r_   )r4   r5   r   r   r   r   r     r  z2test_groupby_nonstring_columns.<locals>.<listcomp>r_   r   )r   r2   r0   rd   r6   r7   r  r   r   r   test_groupby_nonstring_columns  s
   
r  c                  C   sp   t g dgg dd} t ddggddgtdgdd	d
}| d }t|| | d }t|| d S )Nrb   )r   r   r   ri  rR   r!   r   r   r   rj  r   )r   r	   r0   r   r6   r7   rV   r  r   r   r   test_groupby_mixed_type_columns  s   "r  c                  C   s`   t d} | t j t| d d df }t tdd}||tj	}|
  s.J d S )N)ry  ry  r   r_   )r4   r  fillr   r   tiler2   r0   rr   r  isnar%  )arrrr  indsr   r   r   r   (test_cython_grouper_series_bug_noncontig  s   
r  c                  C   sh   t dgd } ttjdd| d d d d}tjdddd}||}dd	 }|| d S )
N
aaaaaaaaaary  r!   rz  r'   r   r    c                 S   s   t ttt| jS rT   )rn   setmapidr(   rJ   r   r   r   rL     r   z5test_series_grouper_noncontig_index.<locals>.<lambda>)	r	   r   r4   rj   rk   r   r  r0   rr   )r(   r   r   rz   r   r   r   r   #test_series_grouper_noncontig_index  s   $
r  c                  C   s   t td} tjg ddd}dd }dd }| |}||}|jtjks)J t|j	d	 t
s3J ||}|jtjks@J t|j	d	 t
sJJ d S )
Nr    )r   r   r   r  r   r   r   c                 S   s   t t|  S rT   )r   strrd   rJ   r   r   r   convert_fast  r   z>test_convert_objects_leave_decimal_alone.<locals>.convert_fastc                 S   s$   t | jjdks
J tt|  S r   )rn   r   baser   r  rd   rJ   r   r   r   convert_force_pure  s   zDtest_convert_objects_leave_decimal_alone.<locals>.convert_force_purer   )r   r2   r4   r   r0   rr   rA   object_rO  r/   r   )r  r   r  r   rz   r   r   r   r   (test_convert_objects_leave_decimal_alone  s   


r"  c                  C   st   t g tjdddd} | d jtjksJ | d }tg dtjd}t dtg |ddi}t	j
||d	d
 d S )Nr   rB   r   )rK   r2   rK   rc   rA   r2   rH   T)	by_blocks)r   r4   r5   rA   rD   r0   r   r	   r   r6   r7   )r;   r   	exp_indexr   r   r   r   "test_groupby_dtype_inference_empty  s   r&  c                  C   sb   t dgdgdgd} | ddgd  }tdgtjdgdggddgddd}t|| d S )	NrR   l    4;PU  )r   r  r   r   r  r   r\  rj  )r   r0   r  r   r   from_productr6   rs   rn  r   r   r   $test_groupby_unit64_float_conversion  s   r(  c                 C   s   |  t| d jdd}|  | d jdd}tj||dd tjtdd |  t| d d d  W d    n1 s?w   Y  td	d
gddgt	j
ddd} |  ddg }|  | d | d g dg }d S )Nr   Tr2  Fr   z^'foo'$rP   r&   r   rR   rG   r   r!   )r   r   valr   r   r)  )r0   r1   rd   r6   r7   rv   rw   KeyErrorr   r4   rj   rk   r   rn  r   r   r   "test_groupby_list_infer_array_like  s   $r+  c                  C   st   d} t tdd| d}tddgddggd	d
g|d}|td| dd	g }||jd	gt	}t
|| d S )Nr  z2015-09-29T11:34:44-0700r!   )startr   r   r   r_   r      metricr   r   r   )r   r   )r   r   r   r0   r   rd   r  r(   r   r   r6   r7   )r   r(   r;   r   r   r   r   r   $test_groupby_keys_same_size_as_index  s   
r/  c                  C   s   d} t tjddtdd}tjt| d |	d W d    n1 s(w   Y  t tjddtdd}tjt| d |	d W d    d S 1 sTw   Y  d S )	Nz^'Z'$r!   )rR   r   r   ri  rP   Z)r!   r   )
r   r4   rj   rk   r   r1   rv   rw   r*  r0   )r}   df1r  r   r   r   test_groupby_one_row  s   "r2  c                  C   s  t tjddtjtdtjtdtjtdtjtdgtjdtjdtjdtjdgd} | d}td	d
gtddgg}t	|j
 }t|dksOJ t||D ]\}}t|j
| | qTt|jjd j|  |jdkstJ tdtjd	d
gtjdtdtjddgtjdi}|jD ]}t|j| ||  qt|td| jd	d
g  t|td| jddg  tjtdd |tj W d    n1 sw   Y  t tjtjtjgtjtjtjgd}|d j dksJ |d j dksJ dD ]\}||}|j
i ksJ |jdksJ |ji ks#J tjtdd |tj W d    n	1 s<w   Y  tjtdd |tj W d    n	1 sZw   Y  qd S )Nr!   r   z
2013-01-01z
2013-02-01r   r   )r   dtr  r3  rR   rX   rG   r    r   z2013-01-01 00:00:00r   z2013-02-01 00:00:00z^NaT$rP   )r   natr   rD   r4  zdatetime64[ns]z^nan$)!r   r4   rj   rk   r   r   r   r0   r	   sortedr!  rM  rn   r  r6   r  r7   _grouperr   rr  ngroupsr   intpr"  assert_numpy_array_equalrm  r/   rv   rw   r*  r*   r.   rA   )r;   rz   r   rM  r{   r   nan_dfr   r   r   r   test_groupby_nat_exclude  sd   


   
r;  c                  C   sD   t tjtjgtjtjgddgd} | ddgj}|i ks J d S )NrR   r!   r
  r   r   )r   r4   r   r0   r"  )r;   r   r   r   r   #test_groupby_two_group_keys_all_nanK  s   $r<  c                  C   s   t tdd} ddg| d< ddg| d< ddg| d	< d
dg| d< | dgjdd}tddgddgg}t|jt	dd	g t
|j| d S )Nr!   r'   g1g2r   r   zerosrR   r   l1l2labelTr2          r   )r   r2   r0   rd   r4   r   r6   r  r   r	   r9  r   )r  tmp
res_valuesr   r   r   test_groupby_2d_malformedR  s   rF  c                  C   s   t t dt dt df} t d}t|| || t jddd}|g d }|g d }t	|t	|ksCJ d S )Nr   i  ia  r!   )r   r   r%   r   rK  r   )r   r%   r   r   )
r4   concatenater5   r   rj   rk   r   r0   rV   rn   )r   r   r;   rv  r  r   r   r   test_int32_overflow^  s   "

rH  c                  C   sz  t g dg dg dtjddd} dd | g d	 jD }t|}| jg d	d
d	 }t
|jj|g d  dd | g d jD }t|}| jg dd
d	 }t
|jj| dd | g d jD }t|}| jg dd
d	 }t
|jj|g d  t g dg dtjddd} | ddgd }|	 }dd fdd}|| |ddgd d S )Nr   r   r  )rG   r!   rR   rb   r!   rG   r   r   r   r  c                 S      g | ]}t |qS r   tupler   rowr   r   r   r   z  r   z+test_groupby_sort_multi.<locals>.<listcomp>r
  Tr  )rR   r!   r   c                 S   rK  r   rL  rN  r   r   r   r     r   )r   r   r   c                 S   rK  r   rL  r   r   r   r   r     r   )r   r   r   )r!   rR   r   r   rR   r!   r   rR   r!   )r   r   r   rR   rR   rR   r7  )r   r   r  r   r   r  c                 S   r  rT   rU   rJ   r   r   r   rL     rM   z)test_groupby_sort_multi.<locals>.<lambda>c           	      S   sV   dd | | j D }t|}|| || }| D ]\}}|| |ks(J qd S )Nc                 S   rK  r   rL  rN  r   r   r   r     r   zCtest_groupby_sort_multi.<locals>._check_groupby.<locals>.<listcomp>)r   comasarray_tuplesafer0   r#  )	r;   r   rM  fieldr   tupsr   r{   r|   r   r   r   _check_groupby  s   
z/test_groupby_sort_multi.<locals>._check_groupby)r   r4   rj   rk   r   r   rQ  rR  r0   rV   r6   r9  r(   )r;   rT  r   rz   rU  r   r   r   test_groupby_sort_multip  s:   	


rV  c                  C   st   t g dg dd d} d}tjt|d | jddd	d
d }W d    n1 s-w   Y  t||  d S )N)r   r   r   r   r   r   rI  r!   )r   rc   r   rP   r   FrN   c                 S      | S rT   r   rJ   r   r   r   rL         z/test_dont_clobber_name_column.<locals>.<lambda>)r   r6   ro   rp   r0   rt   r7   )r;   r}   r   r   r   r   test_dont_clobber_name_column  s   rY  c                  C   s   t tjddttdtdtddddd	} | j	d
d dd}|
dd }dd |D }t|}t|| | d j	dd dd}|
dd }dd |D }t|}t|| d S )Nr!   r   r   r   r   r_   r   r   r   c                 S   r   rT   r   rJ   r   r   r   rL     r   z&test_skip_group_keys.<locals>.<lambda>FrN   c                 S   s   | j ddd d S )Nr   ru  rG   sort_valuesrJ   r   r   r   rL     r   c                 S   s$   g | ]\}}|j d ddd qS )r   rZ  NrG   r[  r   r   r   r   r   r   r     s   $ z(test_skip_group_keys.<locals>.<listcomp>r   c                 S   r   rT   r   rJ   r   r   r   rL     r   c                 S   s   |   d d S rI   r[  rJ   r   r   r   rL     r   c                 S   s    g | ]\}}|  d d qS rI   r[  r]  r   r   r   r     s     )r   r4   rj   rk   r   r	   r1   r   r   r0   rt   r*   rN  r6   r7   rs   )tsfrz   r   piecesr   r   r   r   test_skip_group_keys  s   

r`  c                 C   s8   | d   }d |_|| d d}|jd u sJ d S )Nr%   r   rV   )r-   rc   r0   rr   )float_framer  r   r   r   r   test_no_nonsense_name  s   rb  c                  C   s\   t tddd} d| d< g d| d< | d}|ddd	}|d jtjks,J d S )
NrF   rG   r   test)g?r  g?flrV   r  )rd  r!   )r   r4   r5   reshaper0   rr   rA   rD   )rK   rz   r   r   r   r   test_multifunc_sum_bug  s   
rf  c                 C   sV   dd }dd }|  dd |}|  dd |}t|ts#J t|| d S )Nc                 S   s   |   |  dS Nr  r  rh  r   r   r   r   r     r   z(test_handle_dict_return_value.<locals>.fc                 S   s   t |  |  dS rg  )r   r  r  r   r   r   r   r     s   z(test_handle_dict_return_value.<locals>.gr   r%   )r0   rt   rO  r   r6   rs   )r;   r   r   r   r   r   r   r   test_handle_dict_return_value  s   ri  grouperr   r   c                    s   dd }dd   fdd}| j |dd}d	}tjt|d
 || W d    n1 s.w   Y  |  |  d || |d | |d   |d  |g |d | d S )Nc                 S   s   | j d usJ | S rT   rj  r   r   r   r   r     s   ztest_set_group_name.<locals>.fc                 S   s   | j d usJ |  S rT   )rc   rV   r   r   r   r   freduce  s   z$test_set_group_name.<locals>.freducec                    s    | S rT   r   rJ   rk  r   r   freducex  s   z%test_set_group_name.<locals>.freducexFrN   r   rP   r4  r%   )r0   r6   ro   rp   rt   rq   ru   )r;   rj  r   rm  rz   r}   r   rl  r   test_set_group_name  s   

rn  c                     s   t g dtdd} g   fdd}d}tjt|d | jdd	d	d
| W d    n1 s3w   Y  g d} |ksBJ d S )N)r   r   rR   rR   r!   r!   r7  r   c                    s     | j |  S rT   )r]  rc   r-   r   r\  r   r   r     s   z6test_group_name_available_in_inference_pass.<locals>.fr   rP   r   F)r  rO   rb   )r   r4   r5   r6   ro   rp   r0   rt   )r;   r   r}   expected_namesr   r\  r   +test_group_name_available_in_inference_pass  s   rp  c                 C   sV   |  | d j }|jjd u sJ |  | d j| d jg }|jjdks)J d S )Nr   r   )NN)r0   r   rV   r(   rc   r  r  r   r   r   test_no_dummy_key_names  s   rq  c                  C   s   t ddgddggg dg dgddgd} tg d| d	}t ddgddggg d
g dgddgd} tg d| d	}|jddgdd }t|| |jddgdd }t||  d S )NrR   r!   )r   r   r   r   rR   rR   )rR   rR   r   r   r   r   r   r   r   )r   rR   r!   rG   r   r    r'   r  )rR   r   r   r   r!   r   Fr   r  T)r   r   r0   r   r6   rs   
sort_index)r(   mseriesmseries_resultr   r   r   r   #test_groupby_sort_multiindex_series  s   "rw  c                  C   s   d} t dd| d}tt| t| d|d}ddd	}|d
d }|d|tji}|d|tjdi}t|| d S )N  z2012/1/15min)r,  r   r   )highlowr'   Fc                    s    fdd}|S )z>
        Run an aggregate func on the subset of data.
        c                    sD   | j | jdd   } r| | jd   t|dkrd S |S )Nc                 S   s
   | j dk S )NrJ  )hourrJ   r   r   r   rL   :  r  zYtest_groupby_reindex_inside_function.<locals>.agg_before.<locals>._func.<locals>.<lambda>r   )r   r(   r  dropnarn   )ry   r  fixfuncr   r   _func9  s   zGtest_groupby_reindex_inside_function.<locals>.agg_before.<locals>._funcr   )r  r  r  r   r~  r   
agg_before4  s   z8test_groupby_reindex_inside_function.<locals>.agg_beforec                 S   s   t | j| j| jS rT   )r   r   r   r   rJ   r   r   r   rL   C  rg   z6test_groupby_reindex_inside_function.<locals>.<lambda>rz  T)F)	r   r   r4   r5   r0   rr   r  r6   r7   )r   indr;   r  rz   closure_badclosure_goodr   r   r   $test_groupby_reindex_inside_function/  s   
r  c                  C   s   t g dg dg dd} | ddg} | jddgdd}|d	}tjg d
ddgd}t dgdgdgg|dgd}t|| d S )N)r   r   r   r   )r   r   r  r   )rR   rR   rR   r    )group1group2r   r  r  Trs  rV   ))r   r   )r   r  r   r   r\  r!   rR   r    r   r  )r   r  r0   rr   r   r^  r6   r7   )r;   r   r   r)  rg  r   r   r   $test_groupby_multiindex_missing_pairJ  s   
r  c                  C   s|  t jg dddgd} tg dg| d}|j sJ tg dg dg d	gd
}|jdddgdd}| }|j r>J |d }t	
t |d }W d    n1 s\w   Y  t	|| tg dg dg ddddg}|j rJ ddddgfD ]3}dD ].}|j||ddtj}|}t	|| | j||ddtj}| }t	|| qqd S )N))r    )b1c1)b2c2r   r   r\  rR   rG   r   ri  rJ  )rR   r  r  rG   )rR   r  r  r   )r   ry   r   r  )r(   r   r   )r   r   r   r   rR   rR   r!   r!   rR   r!   rG   r   rK   r  zrK   r  r   rR   )FTF)r   r  rO   )r   r^  r   r   _is_lexsortedpivot_tabler  r0   rd   r6   ro   r   r7   r  r(   rt   drop_duplicatesrt  )lexsorted_milexsorted_dfnot_lexsorted_dfr   r   r;   r   r  r   r   r   %test_groupby_multiindex_not_lexsorted_  sP   

r  c                  C   s  t tdg dd} | td}|dd }| jg d }t|| | d }|td}|d	d }|g d}t|| | j	
t| _	| td}|d
d }| jg d }t|| | d }|td}|dd }|g d}t|| d S )NABCDE)r!   r   r!   rR   rR   r'   ababbc                 S      t | dkS ri   rn   rJ   r   r   r   rL     rW   z4test_index_label_overlaps_location.<locals>.<lambda>r  r   c                 S   r  ri   r  rJ   r   r   r   rL     rW   c                 S   r  ri   r  rJ   r   r   r   rL     rW   c                 S   r  ri   r  rJ   r   r   r   rL     rW   )r   r1   r0   filterr/   r6   r7   r$  rs   r(   r   r   )r;   r   actualr   r:   r   r   r   "test_index_label_overlaps_location  s(   r  c                  C   s   d} t | }t|d d| d| d}t|d d d| d| d}|d}|d}|d}|d}t|| d S )	Nr7  r!   r         @r
  r   r   rd   )r4   r5   r   r0   ru   r6   r7   )nrK   r;   r  r<   r   gb2r   r   r   r   "test_transform_doesnt_clobber_ints  s   
 



r  sort_columnintsfloatsstringsgroup_column
int_groupsstring_groupsc                    s   t g dg dg dg dg dd}|j d}||} fdd	}d
}tjt|d || W d    d S 1 s?w   Y  d S )N)rG   rR   r   rR   r   rG   rG   rG   )r  r   r  r   r   r   r   r   )r   rX   r   r    r!   rF   rR   rR   )gffffff@g333333@g@g333333g@皙?r  r    )r  r  r   r   wordword24247)r  r  r  r  r  rZ  c                    s   t | | j d d S )NrZ  )r6   r7   r\  rJ   r  r   r   	test_sort  s   z.test_groupby_preserves_sort.<locals>.test_sortr   rP   )r   r\  r0   r6   ro   rp   rt   )r  r  r;   r   r  r}   r   r  r   test_groupby_preserves_sort  s   
"r  c                  C   s   t tt ddd tdd} | djj| d< | djj	| d< t
jtdd	 |  jddd
dd W d    d S 1 sBw   Y  d S )Nr`   MEr   )	eventDatethenamer  r   r   z	'badname'rP   badnamer  )r(   r   r   aggfunc)r   r   r   todaytolistr2   r  r(   r   r   rv   rw   r*  r  r  r   r   r   r   !test_pivot_table_values_key_error  s   "r  r   r%   rM  r   rC  r   rR   z
US/Easternr#   
2016-01-01rG   r   r   Int64r   Float64boolean)boolintr   r  r  dt64dt64tzperiodr  r  r  )idsmethod)r  rr   rt   )r   idxminr  r  rV   r  r  c                    s  d }t trdv rd}t d trdv rd}tdtdd}	td	r5|	jjk s5J |	j	d d }	|	j
d
|d
d|    fdd}
fdd}t |	jj	d tj}|	jj	d jdk}t t}t |	jj	d tj}t tr͈js͈dv r͈dv rd d}t}nd d}t}tj||d |
  W d    n1 sw   Y  dv rt | tr|
dd}| }t|| d S dv rE|s|s|s|rEdkrE|rd}n|rd}n|rd d}nd }d!krd"|d#g}tjt|d |
  W d    n	1 sw   Y  t | ts$d S d!kr+d S |
dd}|	g  }|r=| }t|| d S |
 }|	|  }d$v r[||	jj}|d ure||}td%krrd |j_t|| d S )&N)rV   r  r  r   )r  rV   rB   r)   ABCri  rA   F)rO   r}  observedc                     s2   dkrt  di | S t  fi | S )Nr  r   )r  )kwargs)r<   r  r[  r   r   
get_result+  s   z&test_empty_groupby.<locals>.get_resultc                     sh   t dgjd} t dkrtj| | g d}nt|  d d}r)tg dd}ng }tg ||d}|S )Nr   r   rR   r\  rj  r  r   )r   rA   rn   r   r'  r	   r   )levr)  r   r   )rM  rY  r   r   r    get_categorical_invalid_expected1  s   z<test_empty_groupby.<locals>.get_categorical_invalid_expectedM)r  r  r  r   )r  r  zCannot perform z with non-ordered Categoricalz
Can't get z/ of an empty group due to unobserved categoriesrP   Tr2  )r  rV   r  rV   z datetime64 type does not supportzPeriod type does not supportr  r  zcategory type does not supportr  |z!does not support reduction 'skew')r   r  rR   )rO  r   r  r   r1   hasattrr   rA   r%  r/   r0   r*   PeriodDtypekindr   StringDtypeorderedrX  r  rv   rw   r6   assert_equaljoinr  r   r(   rn   rc   )r   rM  r   r  r[  using_array_managerr}  rY  override_dtyper;   r  r  is_peris_dt64is_catis_strr}   r  r   r   r   )r<   rM  r  r[  rY  r   r   test_empty_groupby  s   '









r  c                  C   s   t tjdd} | d tj| d< g d| _| j| d dd}d}t	j
t|d	 |d
d }W d    n1 s>w   Y  |j| jk sMJ d S )Nr!   )r   r   rG   r   rR   r!   r   rR   FrN   r   rP   c                 S   rW  rT   r   rJ   r   r   r   rL     rX  z<test_empty_groupby_apply_nonunique_columns.<locals>.<lambda>)r   r4   rj   rk   r   r   rB   r   r0   r6   ro   rp   rt   r   r%  )r;   r<   r}   r   r   r   r   *test_empty_groupby_apply_nonunique_columns  s   
r  c                  C   s   t g dg dg dg dd} tjtdd | g d d W d    n1 s,w   Y  | dd  }td	gdtd
gddd}t	|| d S )N)rR   rR   rR   rR   )r!   r!   r!   r!   )r   r   r   r   z
('a', 'b')rP   r
  r   r   r   rR   rj  rl  )
r   rv   rw   r*  r0   rV   r   r	   r6   rs   rn  r   r   r   test_tuple_as_grouping  s   	r  c                  C   sf   t dtdtddgddggd} tjtdd | d  W d    d S 1 s,w   Y  d S )	NrR   rG   r!   r   r  z
^\(7, 8\)$rP   )rX   r   )	r   r2   r   r'  rv   rw   r*  r0   rd   r   r   r   r   test_tuple_correct_keyerror  s   $"r  c               	   C   s   t dgdggtdgddtddddd	d
} t g dg dgtjdg ddtddddd	d
}| tddddg}t	|| d S )NrR   r   mycolsrj  
2018-01-01r!   r   dti)r   r   rc   r   )rR   rR   rR   rR   rR   ))r   rV   r   )r   ohlcopen)r   r  rz  )r   r  r{  )r   r  close)r  NNr\  )r   rV   r  )
r   r	   r   r   r^  r0   r   rr   r6   r7   r  r   r   r   test_groupby_agg_ohlc_non_first  s   

r  c                  C   s   t jdftddddftddddftddddfg} tj| dd gd}tg d	|d
}|jdd }tddgddgd
}t	|| d S )Nr   i  rR   r!   r   rG   dater\  )rG   r!         @r   r'   r  r  r  )
r*   r.   r   r   r^  r   r0   rd   r6   rs   )r   rc  r:   r   r   r   r   r   test_groupby_multiindex_nat  s   r  c                  C   sf   t tdtd} t| ddgd}d}tjt|d |g g W d    d S 1 s,w   Y  d S )Nr_   appler   ri  z$Grouper and axis must be same lengthrP   )r  r2   r   rv   rw   r  r0   )r   r;   r}   r   r   r   test_groupby_empty_list_raises  s   "r  c                  C   s   ddgddgddgg} g d}t j| |d}tddg|d	}|d
dg }dgdgg} d
dg}t j| |d}tdg|d}t|| d S )NrK   r   r   r{   )r   r  thirdr\  rR   r!   r  r   r  rG   r'   )r   from_arraysr   r0   rV   r6   rs   )index_arrayindex_namesrir  r   eir   r   r   r   8test_groupby_multiindex_series_keys_len_equal_group_axis  s   r  c                  C   s   t jddgddggddgd} tg dg d	d
| d}|tdddg}|ddg}|j|jks5J |dtddg}|ddg}|j|jksNJ d S )Nr   r   r%   r   rt  betar\  )rR   r!   rR   r!   r  r5  r'   r  )r   r'  r   r0   r   r!  )rc  r;   r   r   r   r   r   "test_groupby_groups_in_BaseGrouper  s   r  
group_namerK   c                 C   sB  t tdddg dg dd}d|j_d|j_d	}tjt	|d
 |j
| dd}W d    n1 s5w   Y  | }|j
|  j}t|| g dddgg}tj|ddgd}t tdddg d|d}tjt	|d
 |j
| dd}W d    n1 sw   Y  | }|j
|  j}t|| d S )NrY   rG   r   r   rR   r   )r_   r`   r_   r`   r  r  rK   r,  rP   rR   r   )r   r  r   r]   r^   x1)	iterablesr     r7  )r   r4   r5   re  r(   rc   r   r6   ro   rp   r0   rV   r   r7   r   r'  )r  r;   r  r<   resultsr   r  rc  r   r   r   test_groupby_axis_1
	  s*    r  zop, expectedshifttime2019-01-01 12:00:002019-01-01 12:30:00bfill2019-01-01 14:00:002019-01-01 14:30:00ffillc                    s   |  g dt dt dd d t dt dgd}t|j fddd	}|d
}t|| }t|j fddd	}t|| d S )N)r   r   r   r   r   r   r  r  r  r  )r  r  c                       | j j S rT   r  r3  tz_localizerJ   r#   r   r   rL   `	  r  z+test_shift_bfill_ffill_tz.<locals>.<lambda>)r  r  c                    r  rT   r	  rJ   r#   r   r   rL   d	  r  )r   r   assignr0   r  r6   r7   )tz_naive_fixturer[  r   ry   r;   rz   r   r   r#   r   test_shift_bfill_ffill_tz&	  s   .
r  c                  C   sD   t d gdd} | dd d}ttjgdd}t|| d S )NrR   )r   rK   r   rK   rV   rj  )r   r0   ru   r   r4   r   r6   rs   )r;   r  r   r   r   r   test_groupby_only_none_grouph	  s   r  c                  C   sL   t g dg dd} | jdd}| }t g dg dd}t|| d S )N)r!   r    r7  r   )r   r   r   r  r'   r   r  )r!   g      @r   )r   r   r  )r   r0   rd   r6   rs   )r:   r<   r   r   r   r   r   test_groupby_duplicate_indexr	  s
   r  c                 C   s  t dtdddggg dd}|d t|d< |d t|d< |d	d
g}| dkr/d}nd}| dkr7tnd }d}tj||d |jd d 	d	gj
| g|R  }W d    n1 s_w   Y  tj||d |	d	gj
| g|R  jd d }W d    n1 sw   Y  | dv r|t}t|| d}tj||d |d jd d 	d	gj
| g|R  }W d    n1 sw   Y  d}tj||d |d 	d	gj
| g|R  jd d }W d    n1 sw   Y  | dv r|t}t|| d S )NrR   r  rG   r   )col_1col_2col_3col_4ry   r   r  r  r  r  fillna)r  r   %DataFrameGroupBy.fillna is deprecatedrP   r   )diffr   z"SeriesGroupBy.fillna is deprecated)r   r   r   r  r  rp   r6   ro   r/   r0   ru   r  )transformation_funcrequestr;   argsr   warn_msgr   r   r   r   r   test_group_on_empty_multiindex|	  s`   &&

r  c                 C   s  t dddd}tddgddgddgd}d	|j_||_|| }|s)|j}d
}nd}tjt	|d |j
|dd}W d    n1 sDw   Y  | }tddgddgd|d}d|j_|sc|j}t|| |dkrtjt	|d |g  j
|dd}W d    n1 sw   Y  |g  }	n*tjt	|d |jg  j
|dd}W d    n1 sw   Y  |jg  tj}	| }
t|
|	 d S )Nr  r!   r   )r   rc   rR   rG   r   )r  )r   r%   )r   r   )r   r  r-  r,  rP   )r   r   )r   r   r'   r   )r   r   r   r  r(   _get_axis_numberr   r6   ro   rp   r0   nuniquerc   r7   r   r   r4   rD   )r   r  r;   axis_numberr}   r<   r   r   r  rg  r   r   r   r   test_groupby_crash_on_nunique	  s:   

r   c                  C   s>   t tddddtd} | jdgd }t||  d S )Nr   rF   rG   r   r  )	r   r4   r5   re  r   r0   rd   r6   r7   )r   r   r   r   r   test_groupby_list_level	  s   r!  zmax_seq_items, expected))r    z({0: [0], 1: [1], 2: [2], 3: [3], 4: [4]})r   z%{0: [0], 1: [1], 2: [2], 3: [3], ...})rR   z{0: [0], ...}c                 C   s   t tjdd}|j|d< td| ) |dj	
 }||ks%J |t|jj	
 }||ks7J W d    d S 1 sBw   Y  d S )Nr!   )r    rR   r   zdisplay.max_seq_items)r   r4   rj   rk   r   r(   r*   option_contextr0   r!  __repr__r   r   )max_seq_itemsr   r;   r   r   r   r   test_groups_repr_truncates	  s   

"r%  c                  C   s   t ddddddddg} | ddg} | ddg}|j}dtjd	dgtjd
i}t|dks3J d}|| || k sAJ d S )NrR   r!   c   r
  X   r   r   r   r   r   )	r   r  r0   r"  r4   r   rB   rn   r%  )r;   r   r   r   r   r   r   r   6test_group_on_two_row_multiindex_returns_one_tuple_key	  s   r(  zklass, attr, valuer   r  rO   r  r}  c                 C   sr   t dgdgdgd}|dkr|d}|jdi ||i}| t u r'|dg n|d }t||t||ks7J d S )	NrR   r!   rG   r
  r   r   r   )r   )r   r  r0   r  )r  r  r   r;   r   r   r   r   r   #test_subsetting_columns_keeps_attrs	  s   
r)  c                  C   s   t dgdgdgd} d}tjt|d | jg ddd}W d    n1 s(w   Y  d	}tjt|d |d
dg   W d    d S 1 sJw   Y  d S )NrR   r!   rG   r)   r,  rP   r  r   z'Cannot subset columns when using axis=1r   r   )	r   r6   ro   rp   r0   rv   rw   r  rV   )r;   r}   r   rQ   r   r   r   test_subsetting_columns_axis_1
  s   "r*  r  )rV   anyr   c                 C   sH   t dgdd}tdgg|d}|dg}t||  j}t|| d S )Nr   r)  rj  rR   ri  )r	   r   r0   r  r   r6   r  )r  r   r;   r   r   r   r   r   #test_groupby_column_index_name_lost#
  s
   r,  infer_stringpyarrow)marksc                 C   s   | rt d tg dg dg ddt}g d|_td|  |g d	 }W d    n1 s7w   Y  tg d	gt
d
gg dtd}t|| d S )Nr.  )r   r   r   r  rJ  r  r)   )r   r   r   zfuture.infer_string)r   r   r   r   )r   r   rR   r   )r(   r   rA   )rv   importorskipr   r   r   r   r*   r"  r0   r  r4   r   r6   r7   )r-  r;   r   r   r   r   r   test_groupby_duplicate_columns-
  s   	

r1  c                  C   s\   t g dg ddd} d| j_| jdd }t dd	gd
dgdd}d|j_t|| d S )Nr  r  )r   r   r(   rc   )r   r   r   r  r!   r   rR   )r   r(   rc   r0   lastr6   rs   )r:   r   r   r   r   r   #test_groupby_series_with_tuple_nameD
  s   r4  zfunc, valuesrV        @X@     X@rd   g     @8@g     8@c                 C   s`   g d}t ddgd ||d}t|d|  }t ||dtddgddd	}t|| d S )
N 7yACr8  a   b    7y1r;  r;  r;  rR   r!   r   r   r   r   r   r   rj  r'   )r   r  r0   r	   r6   r7   )r  r   ry   r;   r   r   r   r   r   )test_groupby_numerical_stability_sum_meanN
  s
   r=  c                  C   sr   g d} t ddgd | | d}|d }dgd dd	g d
dg ddg }t ||d}tj||dd d S )Nr7  rR   r!   r   r<  r   r8  g07yACg17yACga7y1Cgb7y1Cr5  r6  r   T)check_exact)r   r0   rk  r6   r7   )ry   r;   r   exp_datar   r   r   r   'test_groupby_numerical_stability_cumsumZ
  s    r@  c                  C   sz   t jdd} t| }tdD ]
}t j|j||f< qd|d< |d}|j	dd}|g d j	dd}t
|| d S )	Nr!   )r    r    r    rR   r   Fskipnar  )r4   rj   rk   r   r   r2   r   r/   r0   rk  r6   r7   )r  r;   ir<   r   r   r   r   r    test_groupby_cumsum_skipna_falsef
  s   
rD  c                  C   s   t ddd} t| | d  }tj|d< td|d}|d}|jd	d
d}td|d |d tj|d |d d gi}t|| |jd	d	d}td|d |d tjtjtjgi}t|| d S )Nr  r    r   r   r!   rR   r  r   FT)r3  rB  r   r   )	r   r   r*   r.   r   r0   rk  r6   r7   )r  r:   r;   r<   r   rg  r   r   r   test_groupby_cumsum_timedelta64v
  s   

,$rE  c                 C   s4   | }|j dd }| |j }t|| d S )Nr   r  )r0   rd   r(   r6   rs   )(rand_series_with_duplicate_datetimeindexdupsr   r   r   r   r   !test_groupby_mean_duplicate_index
  s   rH  c                  C   sT   t g dtjtjtjg} | | j }t g tg tjdtjd}t	
|| d S )Nr   r   rH   )r   r4   r   r0   r(   rV   r	   rD   rB   r6   rs   r  r   r   r   r   r    test_groupby_all_nan_groups_drop
  s   rJ  c                 C   s   t g g dd}|jddg| d}|j|d}| r2tg g gg g gddgd}|s+dgntg d	d
}ntd}|s<g dnddg}t g ||d}t|| d S )Nr)   r  r   r   r   r2  r\  r%   r  r   r   r   )r   r0   rV   r   r	   r   r6   r7   )r   r3  r;   r<   r   r(   r   r   r   r   r   test_groupby_empty_multi_column
  s   rK  c                  C   s~   t ddggddggddggddgggddgd} t dddgddggitddgdd	d
}| jdgd}| }t|| d S )Nr  rR   Wr_   r`   MWr|   ri  rj  r'   rZ  )r   r	   r0   rV   r6   r7   r;   r   r<   r   r   r   r   *test_groupby_aggregation_non_numeric_dtype
  s   (rO  c                  C   s   t g ddd tddD dd tddD d} t dd td	d
D dd td	d
D dtddgdddd}| jdgd}| }t|| d S )NrR   r   rR   rR   r   c                 S      g | ]}t |d qS daysr   r   rC  r   r   r   r   
  r  zDtest_groupby_aggregation_multi_non_numeric_dtype.<locals>.<listcomp>rR   r7  c                 S      g | ]	}t |d  dqS r_   rS  rT  rU  r   r   r   r   
  r  r  c                 S   rQ  rR  rT  rU  r   r   r   r   
  r  rX   rF   c                 S   rV  rW  rT  rU  r   r   r   r   
  r  r  r  r   rB   rK   rA   rc   r'   rZ  )r   r2   r	   r0   rV   r6   r7   rN  r   r   r   0test_groupby_aggregation_multi_non_numeric_dtype
  s   rZ  c                  C   s   t g ddd tddD ttddd} t tddtd	dgdd	gd
tddgdddd}| jdgd}| }t|| d S )NrP  c                 S   rQ  rR  rT  rU  r   r   r   r   
  r  zKtest_groupby_aggregation_numeric_with_non_numeric_dtype.<locals>.<listcomp>rR   r7  r  rX   rS  r   rX  r   rB   rK   rY  r'   rZ  )	r   r2   r1   r   r	   r0   rV   r6   r7   rN  r   r   r   7test_groupby_aggregation_numeric_with_non_numeric_dtype
  s   r[  c                  C   s   dddddddddddddddg} t | }||d dk }|d}| }t g d	gg d
tdgddd}t|| d S )NFTg      %@)
filter_colgroupby_colbool_col	float_colg     4@g     >@r\  r]  )rC  rC  g$+H@)r\  r^  r_  rj  r   )r   r0   r3   r	   r6   r7   )dictsr;   	df_filterdfgbr   r   r   r   r   test_groupby_filtered_df_std
  s   
rc  c                  C   s   t ttdttg dddtjg dddgdd	} | jd
dgddj}d
tdft	
dgdtdft	
dgdtdft	
dgi}||ksMJ d S )Nabc)r  z
2018-02-01z
2018-03-01categoryr   )r&   r   rR   r   rR   )
categoriesr
  r   r   Fr  z2018-01-01 00:00:00z2018-02-01 00:00:00r   z2018-03-01 00:00:00r!   )r   r   r1   r   r   
from_codesr0   r"  r   r4   r   rn  r   r   r   2test_datetime_categorical_multikey_groupby_indices
  s   


ri  c                  C   s   dgd dgd  } t jt jdddgt jddddg }t| |gj}dd	g|_d
}tjt|d |dd	 j	ddd
  W d    d S 1 sJw   Y  d S )NAlicer    BobrR   r!   rG   r   rc   r)  z@^[a-zA-Z._]*\(\) got an unexpected keyword argument 'min_period'rP   )window
min_period)r4   r   r   r   r   rv   rw   rX  r0   rollingrV   )name_lval_ltest_dfresult_error_msgr   r   r   #test_rolling_wrong_param_min_period  s   "
"rs  c                 C   sx   t g dg dtg d| dd}tjdd}|dg|}t d	d
gd	gddgddgdd}t|| d S )N)Thomasrt  Thomas John)i  i    )sadhappyrx  r   )NameCreditMoodrV   )r{  rz  ry  rx  rw  i	  rv  rt  ru  )r{  rz  ry  )r   r   moder0   rr   r  r6   r7   )any_string_dtyper;   aggregate_detailsr   expected_resultr   r   r   .test_by_column_values_with_same_starting_value  s"   
r  c                  C   sn   g dg dg} t dtj| ddgdd}|jddgd	 }t dd
gtjddgddgd}t|| d S )N)NrR   r   rR   )r!   rG   r!   rG   rR   r   r   r\  r'   r   r  r!   )rC  r!   )r   rG   )r   r   r  r0   rV   r^  r6   rs   )r  r:   r   r   r   r   r   #test_groupby_none_in_first_mi_level2  s   r  c                 C   s|   t g dg dg dd}| rtjgnd g}|j|d}| }t ddgdd	gd
tddg|d dd}t|| d S )Nr  )rR   rR   r!   rG   )r   r    r7  rX   )Nr   r   rZ  r!   r    rF      r  rR   r   rj  r'   )r   r4   r   r0   rV   r	   r6   r7   )rY  r;   ru  r<   r   r   r   r   r   test_groupby_none_column_name=  s   *r  	selectionc                 C   sr   t ddgtjdgtjdgdddgd}| d u r|dgn|dg|  }d	d
 |D }ddg}||ks7J d S )NrR   r!   r    r
  rK   r  r'   r   c                 S      g | ]\}}|qS r   r   r   r   r  r   r   r   r   L  r   z5test_single_element_list_grouping.<locals>.<listcomp>rR   )r!   )r   r4   r   r0   )r  r;   rz   r   r   r   r   r   !test_single_element_list_groupingG  s
   ($r  c                  C   sv   t g dg dd} | d d| d< t g dg dd}|d d|d< | jddd	}| }t|| d S )
N)r   r   r   r   )rR   r!   rG   r!   )str_colnum_colr  stringr
  )r  r   r  Fr   )r   r   r0   rd   r6   r7   )r;   r   rz   r   r   r   r   test_groupby_string_dtypeR  s   
r  zlevel_arg, multiindex)r   F)r  Tc                 C   s   t ddgddgddgddd	gd
}|r|ddg}d}tjt|d dd |j| dD  W d    d S 1 s;w   Y  d S )NrR   r!   rG   r   r    r7  r
  rK   r  r'   r   r   zCreating a Groupby object with a length-1 list-like level parameter will yield indexes as tuples in a future version. To keep indexes as scalars, create Groupby objects with a scalar level parameter instead.rP   c                 S   r  r   r   r  r   r   r   r   u  r   zKtest_single_element_listlike_level_grouping_deprecation.<locals>.<listcomp>r  )r   r  r6   ro   rp   r0   )	level_argr  r;   r  r   r   r   7test_single_element_listlike_level_grouping_deprecationf  s   $"r  )rV   rk  cumprodr  c                 C   sj   d}t d|gd}t|d|  | }t ddgitdgddd}| d	v r-|jd
d}t|| d S )Nl   L33ffrR   r   r   r   r   rj  r'   )rk  r  Tr  )r   r  r0   r	   r  r6   r7   )r  r)  r;   r   r   r   r   r   #test_groupby_avoid_casting_to_floatx  s   r  z	func, val)rV   rG   )r  r!   c                 C   s\   t dddtjgd| d}t|d| }t d|gitdgd| d| d}t|| d S )	NrR   r!   r   r   r   r   r#  rH   )r   r*   NAr  r0   r	   r6   r7   )any_numeric_ea_dtyper  r)  r;   r   r   r   r   r   test_groupby_sum_support_mask  s   r  z
val, dtype)o   r  )   uintc                 C   s   t d| | gd| dd}|d }t d| d gitdgd| dd| d	d
}t|| |d }t d| | d gi| d	d}t|| |d }t d| |  gitdgd| dd| d	d
}t|| d S )NrR   r   8r   r   r   r!   r#  64rH   )r   r0   rV   r	   r6   r7   rk  r  )r)  rA   r;   r   r   r   r   r   test_groupby_overflow  s$   r  zskipna, val)TrG   c                 C   sT   t ddtjdgd| d}|dj|d}t ddtj|gi| d}t|| d S )NrR   r!   r   r   r   rA  r   )r   r*   r  r0   rk  r6   r7   )r  rB  r)  r;   r   r   r   r   r   test_groupby_cumsum_mask  s   r  zval_in, index, val_out)r   r   r  r   r  )r   r   r   r  blah)r  r   r  r  )r   r   r  r   r  g      @)r   r   r   r  r  r  )r  r   g      &@r  c                 C   st   t | dt|ddd}|d }t |dtg dddd}t|| | d }| }t|| d S )Nr   r  rj  )ry   rc   r(   )r   r  r  r   )r   r	   r0   rV   r6   rs   r,   r7   )val_inr(   val_outseriesr   r   r   r   r   (test_groupby_index_name_in_index_content  s   r  r  )rR   r_       ry  rx  c                 C   s`   t ddg|  d}|d d|d< |d }t d| gitdgddd}t|| d S )NrR   T)r]  r  r  r]  rj  r'   )r   eqr0   rV   r	   r6   r7   )r  r;   r   r   r   r   r   test_sum_of_booleans  s
   r  z<ignore:invalid value encountered in remainder:RuntimeWarning)r  tailr  r   r3  c                 C   s   t dtjdtjdgtdd}| dkr t|d| dd	}n	t|d|  }| d
v r?t dg ditg ddd}nt g dg ddg dd}t	|| d S )Nr   r   r   r    r  r  r   r   )r  )r   r3  r   rr  r
  rj  r'   )
r   r4   r   r2   r  r0   r  r   r6   r7   )r  r;   r   r   r   r   r   test_groupby_method_drop_na  s    r  c                  C   sr  t jdddd} ttdd }|  }||}tjtdd |	  W d    n1 s/w   Y  tjtdd |
  W d    n1 sJw   Y  tjtd	d |  W d    n1 sew   Y  tjtd
d |  W d    n1 sw   Y  | }|dd  }ttdtd|_t|| | }|d d }ttdtd|_t|| d S )Nr  ry  r   r   r_   z+Period type does not support sum operationsrP   z.Period type does not support cumsum operationsz,Period type does not support prod operationsz/Period type does not support cumprod operationsir   )r*   period_ranger1   r2   	to_seriesr0   rv   rw   rX  rV   rk  r  r  r  r	   r  r(   r6   rs   r  )pigrpsr:   r<   r   r   r   r   r   test_groupby_reduce_period  s8   




r  c                  C   sN   t g dg} g d| _| | d }|j}| jg ddd}t|| d S )N)r   rR   r!   rG   r  rR   )r   r!   rG   r   )r   r   r0   _obj_with_exclusionsr$  r6   r7   )r;   r<   r   r   r   r   r   *test_obj_with_exclusions_duplicate_columns  s   
r  c                 C   s   ddddddg}t |td}|jdddd	}| r1|jd
d}t ddgdgd}t|| d S tjtdd |j| d W d    d S 1 sJw   Y  d S )Nr   r   r   cardarr   r   F)r   r  Tr2  ri  z(could not convert string to float: 'bar'rP   )	r   r   r0   r3   r6   r7   rv   rw   r  )r3  dicts_non_numericr;   rb  r   expected_dfr   r   r   'test_groupby_numeric_only_std_no_result  s   "r  z7ignore:invalid value encountered in cast:RuntimeWarningc                  C   s   t g dg dd} tj| d tdddd}| j|d	gd
dd d}ttddddtddddtddddtddddgdd}g d}t	j
||gdd	gd}ttdtjdtjdtjdtjtjdtjtjg|dd}t|| d S )N)皙?皙?333333?皙ٿ      ?)r   r   r   r   r   )rK   wrK   r   rR   r    r   r  Frg  rd   gDlٿr  r  )closedr  r  r  T)r  r
  r\  r  r2  )r   r*   qcutr4   linspacer0   rr   r   r
   r   r'  r   r   r   r6   rs   )r;   qqr   categorical_index_level_1index_level_2rc  r   r   r   r   /test_grouping_with_categorical_interval_columns0  sF   	r  bug_varc                 C   sr   t d| | | tjgi}t| tr|t}|dd }|jdd}t | | | d gdg|d j	d}t
|| d S )Nr   c                 S   rW  rT   r   rJ   r   r   r   rL   `  rX  z;test_groupby_sum_on_nan_should_return_nan.<locals>.<lambda>rR   )	min_count)r   rA   )r   r4   r   rO  r  r   r   r0   rV   rA   r6   r7   )r  r;   rb  r   r  r   r   r   )test_groupby_sum_on_nan_should_return_nanZ  s   

r  )r  corrcummaxcumminr  r  rankr   r  r   r%  r+  r  r   r  r  
pct_changec                 C   sd   t dt| d}|| _| dgdg }| dg | d }t|| }t|| }t|| d S )N2014r   r   r%   )r   rn   r(   r0   r  r6   r7   )r;   r  rngr   g_expr   rg  r   r   r   #test_groupby_selection_with_methodsi  s   r  c                 C   sT  t dt| d}d| j_|| _| dgdg }| dg | d }d}tjt|d t	|
d|
d W d    n1 sBw   Y  d	}tjt|d t	|j|j W d    n1 scw   Y  t	|d
d |d
d  t	|d |d  t	|d |d  t	|dd |dd  d S )Nr  r   r   r   r%   r  rP   r   z%DataFrameGroupBy.dtypes is deprecatedc                 S   r  rT   rU   rJ   r   r   r   rL     rM   z6test_groupby_selection_other_methods.<locals>.<lambda>r   c                 S   s   t | dkS rI   r  rJ   r   r   r   rL     rW   )r   rn   r   rc   r(   r0   r6   ro   rp   r7   r  r   rt   resamplerd   r  r  )r;   r  r   r  r  r}   r   r   r   $test_groupby_selection_other_methods  s&      r  c                 C   s   t g d| }tg dg d|d}tddd| d}t|g dg dd	}|td
dd}|  }t	|| d S )N)z2016-08-31 22:08:12.000z2016-08-31 22:09:12.200z2016-08-31 22:20:12.400)r   r   r  )quantquant2time2z2016-08-31 22:08:00r  1min)r   r   unit)rR   rR   r   r   r   r   r   r   r   r   r   r   rR   )r  r  r  r  )r   r   )
r   as_unitr   r   r0   r   r  r  r6   r7   )r  idx2	test_datar  expected_outputr<   r   r   r   r   test_groupby_with_Time_Grouper  s$   r  c                  C   sP   t g dtddddd} | |  }t ddgdd	}d|j_t|| d S )
Nr  z
2022-01-01rG   r   janr2  r!   rR   rj  )r   r   r0   r  r(   rc   r6   rs   rI  r   r   r   1test_groupby_series_with_datetimeindex_month_name  s
   r  test_serieszkwarg, value, name, warn)ru  r   rR   Nru  r  )r   r   rR   Nc           
      C   s   t dg ditg dddd}| r|d }|jdi ||i}d}tj||d ||}W d    n1 s9w   Y  | rPtd	d
gtddgdddd}	nt dd	d
gitddgddd}	t||	 d S )Nr   rq  rp  r   rj  r'   z&you will need to pass a length-1 tuplerP   rG   r   rR   r2  r   )r   r	   r0   r6   ro   rm  r   r  )
r  kwargr   rc   r   rr  r<   r}   r   r   r   r   r   $test_depr_get_group_len_1_list_likes  s      r  c                  C   sJ   t ttjgdgd} | jddgddd }tdg}t|| d S )NrR   r   r   r   F)r}  r  r   )	r   r   r4   r   r0   r  r   r6   rs   rn  r   r   r   test_groupby_ngroup_with_nan  s   
r  c                  C   s   t g dg dg dg dg dd} tjtdd | jd	g d
d}W d    n1 s/w   Y  |d	}t g dg dd}t|| d S )N)r   rG   r!   rG   )r   rR   r7  rX   )rG   r   r!   r_   )rR   r  r7  r-  )r    r7  i)rD  rE  col3col4col5
deprecatedrP   rR   )rR   r!   rG   r!   rR   )r   ru  )rD  r  )r   r6   ro   rp   r0   rm  r7   r  r   r   r   test_get_group_axis_1  s$   	
r  c                  C   s`   t dddddtjtjgig dd} | jdd	 }t dg d
ig dd}tj||dd d S )Nr   rR   r!   rG   r   rP  r'   r   r  )rR   r!   rG   r   r!   rG   Fr   )r   r4   r   r0   r  r6   r7   rn  r   r   r   (test_groupby_ffill_with_duplicated_index	  s   $r  c                 C   s   t tjtrJ ttdtdd d gtdtdtdtdgd}|jddd	}| r0|d
 }|jj}t	tdd gdd}t
|| d S )NrR   r!   rG   r   r    )r   r   r   F)r}  r   rj  )rO  decimalInvalidOperationrX  r   r   r0   r6  result_indexr	   r6   r  )r  r;   r<   r   r   r   r   r   test_decimal_na_sort  s   r  )r   r  r   rV  numpyr4   rv   pandas.errorsr   r   pandas.util._test_decoratorsutil_test_decoratorstdpandasr*   r   r   r   r	   r
   r   r   r   r   r   r   r   pandas._testing_testingr6   pandas.core.arraysr   pandas.core.commoncorecommonrQ  markfilterwarnings
pytestmarkr   r@   parametrizer   r   r   r   r   r   r   r   r   r   r  r  r+  r1  r6  rF  rG  rQ  rZ  rh  ro  rs  rw  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r	  r  r  r  r  r  r"  r&  r(  r+  r/  r2  r;  r<  rF  rH  rV  rY  r`  rb  rf  ri  rn  rp  rq  rw  r  r  r  r  r  r  r  r  r   r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r!  r%  r(  r)  r*  r,  param
skip_if_nor1  r4  r=  r@  rD  rE  rH  rJ  rK  rO  rZ  r[  rc  ri  rs  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  rp   r  r  r  r  r  r   r   r   r   <module>   s   8
AH5

=(09
 
C"	


 
 	-	

?-	
	1~	
,

-)









	
&	

	
)		