o
    $j                    @   s  d dl m Z  d dlZd dlmZ d dlZd dlZd dlZd dlmZm	Z	 d dl
m  mZ d dlZd dlmZmZmZmZmZmZmZmZmZmZmZmZ d dlmZ d dlm Z  d dl!m"  m#Z$ 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   b/var/www/html/Deteccion_Ine/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%   )pdZtimedelta_ranger   to_framecopyr   NaTilocgroupbylistrangestdr   nparanger   tmassert_frame_equal)
Zwarn_copy_on_writeZtdiserdfgbr   Ztd1Ztd4Z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(   r;   r!   c                 S   s   | d S NrA   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sumrD   r   r   r   rF   d       c                 S   rM   rN   rO   rD   r   r   r   rF   e   rQ         Zcheck_index_typezusing SeriesGroupBy.[mean|std]nested renamer is not supported)onetwo
         r   rL   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 rN   )namemeanrD   Zgroup_constantsr   r   rF             zMust produce aggregated valuec                 S   s   | d S Nr!   r   rD   r   r   r   rF      rG   )r   r3   r4   randomdefault_rngshufflereindexr/   lenr5   assert_produces_warningFutureWarning	aggregater]   aggassert_series_equalrP   apply	transformr2   pytestraisesr   	Exception)r;   datar(   groupedkvmsgaggedr   r   transformedZvalue_groupedr   r^   r   test_basic_aggregationsG   sj   


$rx   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   OFrT   )r(   codesr/   rP   astyper;   r3   int8r<   r5   r6   ) multiindex_dataframe_random_datar   rr   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   )rV   rV   rW   threerW   rW   rV   r   r!      r?   r;   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 columnsrJ   r   )r   r3   rb   rc   standard_normalarrayr1   rf   r5   rg   rh   r/   rl   dtypesrk   )r8   r   ru   Z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   rR   r<   r   Z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   rJ   c                 S      | j dkrd S | jd S )Nr   r   r\   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%   )r\   r.   r   r   r   r   r   f_4   s   
z*test_inconsistent_return_type.<locals>.f_4)r   r   r3   r4   r   r/   firstr5   rg   rh   rl   r6   r,   nanr   r*   r-   r\   rk   )
r8   r   r   ru   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r3   
percentile)rE   qr   r   r   r   f      z test_pass_args_kwargs.<locals>.fc                 S   s   t j| dddS )NP   r   r   r   rD   r   r   r   rF          z'test_pass_args_kwargs.<locals>.<lambda>c                 S      | j S rN   monthrD   r   r   r   rF          r   r   皙?r   )TFc                 S   r   rN   r   rD   r   r   r   rF     r   as_index*A grouping .* was excluded from the resultrJ   FZcheck_namesg?r   )r/   rj   r3   r   rl   rm   quantiler5   rk   rh   rg   r   r6   )tstsframer   gZ
ts_groupedZ
agg_resultZapply_resultZtrans_resultZagg_expectedZtrans_expectedr   
df_groupedwarnru   r   Z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   rN   r   rD   r   r   r   rF   ,  r   z9test_pass_args_kwargs_duplicate_columns.<locals>.<lambda>r   r   rJ   r   r   r   rL   r   r!   rL   r!   )columnsr/   rh   r5   rg   rj   r3   r   r(   r   r   r   Tr	   r1   r6   )r   r   r9   r   ru   resZ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!   rX      ABCDr   
2000-01-01rX   r   r   freqr   r(   c                 S   r   rN   yearrD   r   r   r   rF   E  r   ztest_len.<locals>.<lambda>c                 S   r   rN   r   rD   r   r   r   rF   E  r   c                 S   r   rN   dayrD   r   r   r   rF   E  r   c                 S   r   rN   r   rD   r   r   r   rF   H  r   c                 S   r   rN   r   rD   r   r   r   rF   H  r   c                 S   s   h | ]}|j |jfqS r   )r   r   .0rE   r   r   r   	<setcomp>I  s    ztest_len.<locals>.<setcomp>)r   r3   rb   rc   r   r	   r0   objectr   r/   rf   r(   )r8   rr   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 )NrA   rL   r!   rA   abr   r   r   )r   r3   r   rf   r/   r8   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>rL   rX   r!   iL  g      $@)r   r0   r1   r3   rb   rc   r/   r]   )r   rq   	groupingsrr   r   r   r   test_basic_regressionU  s
    
r   )r>   r?   r<   r=   Z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 )NrX   r   r   r   r'   r   r!   FZcheck_dtypec                 S   s   t t| S rN   )floatrf   rD   r   r   r   r   u  s   ztest_with_na_groups.<locals>.f      @       @)r	   r3   r4   r   onesr   r/   rj   rf   r5   rk   )r;   r(   valueslabelsrr   rv   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!   rL   r   cZlevelsrz   namesr   r   )r   emptyr   r   	set_indexrE   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!   rL   r   r   )r   r   r   r   )rE   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!   rL   r   r   r   r   r   r   )r   r   r   r   r   r   r   r   f3  s   z,test_indices_concatenation_order.<locals>.f3)rL   r!   r!   r!   r   r    r@   r   r   r   )rA   r!   r!   r!   zDThe behavior of array concatenation with empty entries is deprecatedr   rJ   r   z@Cannot concat indices that do not have the same number of levels)r   r1   r5   rg   rh   r/   rl   r6   rn   ro   AssertionError)	r   r   r   r8   df2depr_msgru   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 rN   weekdayrD   r   r   r   rF     rG   z#test_attr_wrapper.<locals>.<lambda>c                 S   s   t j| ddS )NrL   )Zddof)r3   r2   rD   r   r   r   rF         c                 S   s   i | ]	\}}||  qS r   )describe)r   r\   gpr   r   r   
<dictcomp>      z%test_attr_wrapper.<locals>.<dictcomp>c                 S   r   rN   r   rD   r   r   r   rF     r   z-'SeriesGroupBy' object has no attribute 'foo'rJ   r   )r/   r2   rj   r5   rk   r   r   r   r6   r;   rn   ro   AttributeErrorgetattr)r   rr   r   r   ru   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   rN   r   rD   r   r   r   rF     rG   z$test_frame_groupby.<locals>.<lambda>r]   r    r   c                 S   s   g | ]}|  qS r   r   r   r   r   r   r     r   z&test_frame_groupby.<locals>.<listcomp>r   Fr   rZ   c                 S   r   rN   r   rD   r   r   r   rF     rG   c                 S      | |    S rN   r]   rD   r   r   r   rF     rQ   c                 S   r   rN   r  rD   r   r   r   rF     rG   r   )r/   ri   rf   r   r,   r(   r5   r6   headrm   r]   rk   Zxsr   groupsindicesitemstakeall)r   rr   
aggregatedZtscopyZstraggedrw   r\   r   r]   idxr   r  r	  rs   rt   Z	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   rL   r   +DataFrame.groupby with axis=1 is deprecatedrJ   r   r]   r!   c                 S   r  rN   r  rD   r   r   r   rF     rQ   z,test_frame_groupby_columns.<locals>.<lambda>5The 'axis' keyword in DataFrame.groupby is deprecated)
r5   rg   rh   r/   ri   rf   r   r   r6   rm   )	r   mappingru   rr   r  tfZgroupedTrs   rt   r   r   r   test_frame_groupby_columns  s"   
r  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   r]   r2   r%   r   rU   rJ   r   r   )r/   r]   r(   r\   rj   rn   ro   r   )r8   rr   r   ru   r   r   r   test_frame_set_name_single  s&   
"r  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   Tr  r%   r   Fr   r!      r   r   r   r   r   r   1r  r  2r  r  )v1v2k1k2)rV   rW   r   fourfivesixr'   r!  r"  rP   )r/   getr]   r5   r6   r   r   r3   rb   rc   r   r   rj   )r8   col1col2rr   rv   r   r   r   r   test_multi_func-  s$   *
r)  c                 C   sJ   |  ddgd }|ddg}t|d|dd}t|| d S )Nr   r   r%   r]   r2   )r]   r2   )r/   rj   r   r5   r6   )r8   rr   rv   r   r   r   r   !test_multi_key_multiple_functionsI  s   r*  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   rV   rV   rV   rW   rV   rV   rV   rW   rW   rW   rV   r!      )r   r   r   EFr   r   r]   r2   r   r.  r/  )r   r.  r/  rL   )keysr   )r   r3   rb   rc   r   r/   rj   r*   concat
isinstancer(   r   r5   r6   )rq   rr   funcsrv   r   r   r   r   "test_frame_multi_key_function_listQ  s&   "
&r4  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 )Nr+  r,  )dullr5  shinyr5  r5  r6  r6  r5  r6  r6  r6  r!   r-  )r   r   r%   r   r.  r/  r   r   r]   r2   &agg function failed [how->mean,dtype->-dtype 'str' does not support operation 'mean'rJ   )r   r3   rb   rc   r   r/   reescapern   ro   	TypeErrorrj   )using_infer_stringrq   rr   r3  ru   r   r   r   2test_frame_multi_key_function_list_partial_failure  s"   /
"r=  opc                 C   r   rN   rO   rD   r   r   r   rF     rG   rF   c                 C   r   rN   r  rD   r   r   r   rF     rG   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   rL   r   r  )r/   appendr   r   from_tuplesr*   r1  r   r(   r5   rk   r]   )r8   r>  rq   rr   r   r0  r   Zn1Zgp1Zn2Zgp2mir   colZ
result_colZpivotedexpr   r   r   r   test_groupby_multiple_columns  s,   "rE  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 )NrL   r!   r   r    r  r   r   r   Fr   r\   T)r   rI   c                 S   r   rN   )cumsumrD   r   r   r   rF     rG   z-test_as_index_select_column.<locals>.<lambda>)r!   r  r  ))r   r   )r   rL   r   r\   r(   )	r   r/   	get_groupr   r5   rk   rl   r   rA  r8   r   r   r   r   r   test_as_index_select_column  s   "rL  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rL   rL   r!   rA   r   r    r   r   r   rJ   )obj)
r   r.   r/   r	  r&  r5   rg   rh   rJ  r6   )r   r8   r   r   r   r   r   !test_obj_arg_get_group_deprecated  s   "rP  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)   alpharG  rF  r   F)byr   r   r  r!   r   r   )	r   r	   r/   rP   r   r1   r   r5   r6   )r8   leftr   r   r   r   0test_groupby_as_index_select_column_sum_empty_df  s
   
rT  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   r]   Tr  rP   r  rU   rJ   Qr   rF  z7Passing a dictionary to SeriesGroupBy.agg is deprecatedr!   r   d   )2   rA   )jimZjoeZjolier    rX   rW  rX  rG  z:The behavior of DataFrame.sum with axis=None is deprecated)rK   Zcheck_stacklevel)r]   maxcountr   rH  r  drop)r/   rj   r]   r5   r6   rP   rn   ro   r   r   renamerg   rh   r3   rb   rc   integersr   nthrl   r  r   reset_index)r8   rr   r   r   r   	expected2ru   Z	expected3Zresult3r   grr   ZaltattrrS  rightr   r   r   test_groupby_as_index_agg   sd   


re  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)Zcorrwithr_  ngroupz!GH 5755: Test not applicable for r!   r   r    )rV  r!   )sizer   r   rF  rg  Fr   )rn   skipr   r3   rb   rc   r^  r  r/   r]  r`  r{   r;   r5   r6   rj   )Zreduction_funcr8   r   r   r   r   r   r   test_ops_not_as_indexC  s(   

ri  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%   rP   r)   )r/   rj   r   r2  r   r5   r6   rP   )r8   rr   grouped2r   r   r   ra  r   r   r   !test_as_index_series_return_framee  s$   rk  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 selectedrJ   r%   r   )r/   rn   ro   
IndexError__getitem__)r8   rr   ru   r   r   r   (test_as_index_series_column_slice_raises~  s
   "rn  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   Tr  r   r   rL   )r/   r]   insertr(   r   rf   r5   r6   r0   zipr   )r8   rq   rr   r   r   Zarraysr   r   r   test_groupby_as_index_cython  s   rq  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)   )r/   rj   rf   r   r5   r6   r8   rr   r   r   r   r   r   #test_groupby_as_index_series_scalar  s   rs  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 DataFramerJ   c                 S   r   rN   r   rD   r   r   r   rF     rG   z.test_groupby_as_index_corner.<locals>.<lambda>Fr   z$as_index=False only valid for axis=0r  c                 S   r   rN   )lowerrD   r   r   r   rF     rG   rL   )r   r   )rn   ro   r;  r/   
ValueErrorr5   rg   rh   )r8   r   ru   r   r   r   r   test_groupby_as_index_corner  s   "rv  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   rX   r   r   r   c                 S   r   rN   r   rD   r   r   r   rF     r   z+test_groupby_multiple_key.<locals>.<lambda>c                 S   r   rN   r   rD   r   r   r   rF     r   c                 S   r   rN   r   rD   r   r   r   rF     r   r  rJ   c                 S   r   rN   r   rD   r   r   r   rF     r   c                 S   r   rN   r   rD   r   r   r   rF     r   c                 S   r   rN   r   rD   r   r   r   rF     r   rL   r   c                 S   r   rN   rO   rD   r   r   r   rF     rG   c                 S   r   rN   rO   rD   r   r   r   rF     rG   )r   r3   rb   rc   r   r	   r0   r   r   r/   rP   r5   Zassert_almost_equalr   rg   rh   r   rj   assert_index_equalr(   r   )r8   rr   rv   r   r   r   r   test_groupby_multiple_key  s&   rx  c                 C   sP   |   } tj| d< | ddg }| ddg }tj|d< t|| d S )Nbadr   r   )r,   r3   r   r/   r]   r5   r6   )r8   rv   r   r   r   r   test_groupby_multi_corner  s   

rz  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   r7  r8  rJ   r]   r   r%   r   r.  z/datetime64 type does not support sum operationsrP   r  r   rL   )r   r%   r   r.  r   z?does not support reduction 'sum'|Cannot perform reduction 'sum'c                 S   s   | j dddS )Nr   Fr  rO   rD   r   r   r   rF     r   z)test_raises_on_nuisance.<locals>.<lambda>)r/   r9  r:  rn   ro   r;  rj   r]   r   r   nowrP   r5   rg   rh   )r8   r<  rr   ru   r   r   r   r   test_raises_on_nuisance  s8   




"r}  agg_functionrY  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   )r/   r  r,   r   r5   r6   )r8   r~  rr   r   r   r   r   r   test_keep_nuisance_agg  s   
$$r  )rP   r]   prodr2   varsemmedianr  c                 C   s   |  d}d}||v rN|sN|rd| d}t}n|dv r!t}d}nt}td| d}tj||d	 t|||d
 W d    d S 1 sGw   Y  d S t|||d
}|sa|dkrag d}	ng d}	t| jd d |	f  d||d
}
t	
||
 d S )Nr   )r  r2   r  r]   r  r  (dtype 'str' does not support operation '')r2   r  z(could not convert string to float: 'one'zagg function failed [how->z,dtype->rJ   r  rP   r   r{  )r/   r;  ru  r9  r:  rn   ro   r  r   r5   r6   )r8   r~  r  r<  rr   Zno_drop_nuisanceru   klassr   r   r   r   r   r   test_omit_nuisance_agg  s,   
"
r  c                 C   sZ   |  d}t}d}|rt}d}tj||d |  W d    d S 1 s&w   Y  d S )Nr   zcould not convertz-dtype 'str' does not support operation 'skew'rJ   )r/   ru  r;  rn   ro   skew)r8   r<  rr   errru   r   r   r   $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   r7  r8  rJ   r]   )r/   r9  r:  rn   ro   r;  rj   r]   )Zthree_groupr<  rr   ru   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 )Nr  r  r   r   rA   r!   r  )r!  r"  Zk3r  r   r!  r"  r  r   r]   Tr  r    r   r   c                 S   r   rN   r  rD   r   r   r   rF   Q  rG   z*test_empty_groups_corner.<locals>.<lambda>r   r   )r   r3   r   rb   rc   r   r/   rj   r]   r5   r6   rl   rk   r(   r\   )r}   r8   rr   r   r   rv   Z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'rJ   c                 S   s   | d S )Nr   r   rD   r   r   r   rF   [  rG   z$test_nonsense_func.<locals>.<lambda>)r   rn   ro   r;  r/   )r8   ru   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 )NZpeekaboo)bazrW   r   r   rL   r7  r8  rJ   r]   rF  c                 S   s   | j dkr	td|  S )N)r   rV   Test error message)r\   r;  rP   )r7   r   r   r   aggfunm  s   
z5test_wrap_aggregated_output_multindex.<locals>.aggfunr  )r   r3   r   r9  r:  rn   ro   r;  r/   rj   r\  r2  r   r   ri   )r}   r<  r8   r0  ru   rv   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   rL   secondr   )r/   rZ  r(   r\   )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   rL   )r   r   r  qux)rV   rW   r   r  c                       g | ]}  |qS r   r&  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`  r/   rP   r3   r   r<   r(   r\   r5   r6   )r}   Z	deleveledZresult0r   Zmapped_level0Zmapped_level1Z	expected0Z	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)rL   r!   rA   rX   r   r    rY   r  )rL   r!   rA   rL   r   r    r!   r  r   rG  )r-     rA   r   r    r  rL   rR   r   r  r&   z2level > 0 or level < -1 only valid with MultiIndexrJ   zNo group keys passed!z*multiple levels only valid with MultiIndex)
r   r	   r1   r/   rP   r5   rk   rn   ro   ru  )sr   r   ru   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   rL   rL   rq   r(   )r  y      @      $@r   r  )r   r3   r4   r/   rP   r5   rk   )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   rL         ?      ?r   r         ?rG  r   r(   r   )r   r/   r]   r	   r5   r6   rK  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 )NrL   r  r   r  r   )rL   rL   rL   r   )r  r        ?        r   rG  r   r  Fsort)r  r  r  T)
r   r3   r   r<   r	   r/   rZ  r5   r6   r(   r8   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	   r/   r]   re   r(   r&  r5   rk   )s1s2rr   rv   rD  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  )rV   rW   rV   rW   rV   rW   rV   rW   ))r   cat)r   dog)r   r  )r   r  r!   )r   r   r  r   r  r  rJ   rL   )r   r   r]   c                 S   r   rN   r  rD   r   r   r   rF     rG   z0test_groupby_with_hier_columns.<locals>.<lambda>c                 S   s
   |  dS )NrL   r  rD   r   r   r   rF        
 r   r   r   )r   r   Tr  r&   )r0   rp  r   rA  r   r3   rb   rc   r   r/   r]   r5   rw  r   rg   rh   r(   rj   rl   r	   Z	sortlevel)	Ztuplesr(   r   r8   r   r   r9   Zsorted_columns_r   r   r   test_groupby_with_hier_columns  sH   
r  c                 C   sD   |  | d j}|  | d d }| }| }t|| d S )Nr   )r/   r   r]  rP   r5   r6   )r8   rr   rj  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   rL   r!   rA   r   r(   rG  )foo1r  Zfoo2r  Zfoo3)bar1bar2r  r  r  )baz1r  r  baz2r  )spam2Zspam3r  spam1r  )rY   rZ   (   rW  <   )r   r   r  spamrq   r'   )r   r   r  r  r]   )r	   r   r/   rj   r]   r5   r6   )r(   rq   rr   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   Tr  Fr   r   r   r   )r/   r]   r(   r\   r   r8   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 ra   )r3   rP   rD   r   r   r   rF   U  r   z.test_seriesgroupby_name_attr.<locals>.<lambda>)r/   rZ  r\   r]   rj   )r8   r   Z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   )rV   rV   rW   rW   rW   rW   rV   rW   r!   r   r   r   r   )r   r3   rb   rc   r   r4   r/   r   rZ  r   r5   rk   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 )NrL   r!   rA   rZ  r]   Z	omissionsrG  )r   )r8   r\   r   r   r   	summarizel  s   z0test_groupby_name_propagation.<locals>.summarizec                 S   s   t dddd| jd d dS )NrL   r!   rA   r  r   r   rG  )r   r.   r   r   r   r   summarize_random_nameo  s   z<test_groupby_name_propagation.<locals>.summarize_random_namer   rJ   r   metricsrN   )r5   rg   rh   r/   rl   r   r\   )r8   r  r  ru   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 )rX   )r3   r4   r   r   r   r   r     r  z2test_groupby_nonstring_columns.<locals>.<listcomp>rX   r   )r   r1   r/   r]   r5   r6   rr  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 )Nr[   )r   r   r   rF  rL   r!   r   r   r   rG  r   )r   r	   r/   r   r5   r6   rP   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)rV  rV  r   rX   )r3   r   fillr   r   Ztiler1   r/   rj   r  Zisnar  )arrrO  Z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 )
NZ
aaaaaaaaaarV  r!   rW  r'   r   r    c                 S   s   t ttt| jS rN   )rf   setmapidr(   rD   r   r   r   rF     r   z5test_series_grouper_noncontig_index.<locals>.<lambda>)	r	   r   r3   rb   rc   r   r^  r/   rj   )r(   r   r   rr   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   ry   r   c                 S   s   t t|  S rN   )r   strr]   rD   r   r   r   convert_fast  r   z>test_convert_objects_leave_decimal_alone.<locals>.convert_fastc                 S   s$   t | jjdks
J tt|  S r   )rf   r   baser   r  r]   rD   r   r   r   convert_force_pure  s   zDtest_convert_objects_leave_decimal_alone.<locals>.convert_force_purer   )r   r1   r3   r   r/   rj   r;   Zobject_r2  r.   r   )r  r   r  r  rr   r   r   r   r   (test_convert_objects_leave_decimal_alone  s   


r  c                  C   st   t g tjdddd} | d jtjksJ | d }tg dtjd}t dtg |ddi}t	j
||d	d
 d S )Nr   r<   r   )rE   r1   rE   r\   r;   r1   rB   T)Z	by_blocks)r   r3   r4   r;   r>   r/   r   r	   r   r5   r6   )r8   r   Z	exp_indexr   r   r   r   "test_groupby_dtype_inference_empty  s   r  c                  C   sb   t dgdgdgd} | ddgd  }tdgtjdgdggddgddd}t|| d S )	NrL   l    4;PU  )r   r  r   r   r  r   r?  rG  )r   r/   rY  r   r   from_productr5   rk   rK  r   r   r   $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   Tr  Fr   z^'foo'$rJ   r&   r   rL   rA   r   r!   )r   r   valr   r   r  )r/   r0   r]   r5   r6   rn   ro   KeyErrorr   r3   rb   rc   r   rK  r   r   r   "test_groupby_list_infer_array_like  s   $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   rX   r      Zmetricr   r   r   )r   r   )r   r   r   r/   r   r]   r   r(   r{   r   r5   r6   )r   r(   r8   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!   )rL   r   r   rF  rJ   Z)r!   r   )
r   r3   rb   rc   r   r0   rn   ro   r  r/   )ru   Zdf1r   r   r   r   test_groupby_one_row  s   "r  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  r  rL   rR   rA   r    r   z2013-01-01 00:00:00r   z2013-02-01 00:00:00z^NaT$rJ   )r   natr   r>   r  zdatetime64[ns]z^nan$)!r   r3   rb   rc   r   r   r   r/   r	   sortedr  r0  rf   rp  r5   rw  r6   _grouperr   rO  Zngroupsr   Zintpr	  assert_numpy_array_equalrJ  r.   rn   ro   r  r*   r-   r;   )r8   rr   r   r0  rs   r   Z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 )NrL   r!   r   r   r   )r   r3   r   r/   r	  )r8   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   ZzerosrL   r   l1l2labelTr          r   )r   r1   r/   r]   r3   r   r5   rw  r   r	   r  r   )r  tmpZ
res_valuesr   r   r   test_groupby_2d_malformedR  s   r  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   r.  r   )r   r%   r   r   )
r3   Zconcatenater4   r   rb   rc   r   r/   rP   rf   )r   r   r8   rS  rd  r   r   r   test_int32_overflow^  s   "

r  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  )rA   r!   rL   r[   r!   rA   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  )rL   r!   r   c                 S   r  r   r  r  r   r   r   r     r   )r   r   r   c                 S   r  r   r  r   r   r   r   r     r   )r   r   r   )r!   rL   r   r   rL   r!   r   rL   r!   )r   r   r   rL   rL   rL   r  )r   r   r  r   r   r  c                 S   r   rN   rO   rD   r   r   r   rF     rG   z)test_groupby_sort_multi.<locals>.<lambda>c           	      S   sV   dd | | j D }t|}|| || }| D ]\}}|| |ks(J qd S )Nc                 S   r  r   r  r  r   r   r   r     r   zCtest_groupby_sort_multi.<locals>._check_groupby.<locals>.<listcomp>)r   comasarray_tuplesafer/   r
  )	r8   r   r0  fieldr   tupsr   rs   rt   r   r   r   _check_groupby  s   
z/test_groupby_sort_multi.<locals>._check_groupby)r   r3   rb   rc   r   r   r  r  r/   rP   r5   r  r(   )r8   r  r   rr   r  r   r   r   test_groupby_sort_multip  s:   	


r  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   r  r!   )r   r\   r   rJ   r   FrH   c                 S      | S rN   r   rD   r   r   r   rF         z/test_dont_clobber_name_column.<locals>.<lambda>)r   r5   rg   rh   r/   rl   r6   )r8   ru   r   r   r   r   test_dont_clobber_name_column  s   r
  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   rX   r   r   r   c                 S   r   rN   r   rD   r   r   r   rF     r   z&test_skip_group_keys.<locals>.<lambda>FrH   c                 S   s   | j ddd d S )Nr   rR  rA   sort_valuesrD   r   r   r   rF     r   c                 S   s$   g | ]\}}|j d ddd qS )r   r  NrA   r  r   r   r   r   r   r   r     s   $ z(test_skip_group_keys.<locals>.<listcomp>r   c                 S   r   rN   r   rD   r   r   r   rF     r   c                 S   s   |   d d S rC   r  rD   r   r   r   rF     r   c                 S   s    g | ]\}}|  d d qS rC   r  r  r   r   r   r     s     )r   r3   rb   rc   r   r	   r0   r   r   r/   rl   r*   r1  r5   r6   rk   )Ztsfrr   r   piecesr   r   r   r   test_skip_group_keys  s   

r  c                 C   s8   | d   }d |_|| d d}|jd u sJ d S )Nr%   r   rP   )r,   r\   r/   rj   )Zfloat_framer  r   r   r   r   test_no_nonsense_name  s   r  c                  C   s\   t tddd} d| d< g d| d< | d}|ddd	}|d jtjks,J d S )
Nr@   rA   r   test)g?r  g?flrP   rg  )r  r!   )r   r3   r4   reshaper/   rj   r;   r>   )rE   rr   r   r   r   r   test_multifunc_sum_bug  s   
r  c                 C   sV   dd }dd }|  dd |}|  dd |}t|ts#J t|| d S )Nc                 S   s   |   |  dS NrY  r  r  r   r   r   r   r     r   z(test_handle_dict_return_value.<locals>.fc                 S   s   t |  |  dS r  )r   rY  r  r   r   r   r   r     s   z(test_handle_dict_return_value.<locals>.gr   r%   )r/   rl   r2  r   r5   rk   )r8   r   r   r   r   r   r   r   test_handle_dict_return_value  s   r  grouperr   r   c                    s   dd }dd   fdd}| j |dd}d	}tjt|d
 || W d    n1 s.w   Y  |  |  d || |d | |d   |d  |g |d | d S )Nc                 S   s   | j d usJ | S rN   rG  r   r   r   r   r     s   ztest_set_group_name.<locals>.fc                 S   s   | j d usJ |  S rN   )r\   rP   r   r   r   r   freduce  s   z$test_set_group_name.<locals>.freducec                    s    | S rN   r   rD   r  r   r   freducex  s   z%test_set_group_name.<locals>.freducexFrH   r   rJ   r  r%   )r/   r5   rg   rh   rl   ri   rm   )r8   r  r   r  rr   ru   r   r  r   test_set_group_name  s   

r  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   rL   rL   r!   r!   r  r   c                    s     | j |  S rN   )r@  r\   r,   r   r?  r   r   r     s   z6test_group_name_available_in_inference_pass.<locals>.fr   rJ   r   F)r  rI   r[   )r   r3   r4   r5   rg   rh   r/   rl   )r8   r   ru   Zexpected_namesr   r?  r   +test_group_name_available_in_inference_pass  s   r  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)r/   r   rP   r(   r\   r   r  r   r   r   test_no_dummy_key_names  s   r  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 )NrL   r!   )r   r   r   r   rL   rL   )rL   rL   r   r   r   r   r   r   r   )r   rL   r!   rA   r   r    r'   r  )rL   r   r   r   r!   r   Fr   r  T)r   r   r/   r   r5   rk   
sort_index)r(   ZmseriesZmseries_resultr   r   r   r   #test_groupby_sort_multiindex_series  s   "r#  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2012/1/1Z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 )Nr-  )hourrD   r   r   r   rF   :  r  zYtest_groupby_reindex_inside_function.<locals>.agg_before.<locals>._func.<locals>.<lambda>r   )r   r(   r  dropnarf   )rq   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 rN   )r   r   r   r   rD   r   r   r   rF   C  r_   z6test_groupby_reindex_inside_function.<locals>.<lambda>r%  T)F)	r   r   r3   r4   r/   rj   rY  r5   r6   )r   indr8   r-  rr   Zclosure_badZclosure_goodr   r   r   $test_groupby_reindex_inside_function/  s   
r/  c                  C   s   t g dg dg dd} | ddg} | jddgdd}|d	}tjg d
ddgd}t dgdgdgg|dgd}t|| d S )N)r   r   r   r   )r   r   r  r   )rL   rL   rL   r    )group1group2r   r0  r1  Tr!  rP   ))r   r   )r   r  r   r   r?  r!   rL   r    r   r  )r   r   r/   rj   r   rA  r5   r6   )r8   r   r   r  rD  r   r   r   $test_groupby_multiindex_missing_pairJ  s   
r3  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?  rL   rA   r   rF  r  )rL   r5  r6  rA   )rL   r7  r8  r   )r   rq   r   r  )r(   r   r   )r   r   r   r   rL   rL   r!   r!   rL   r!   rA   r   rE   r   zrE   r   r   rL   )FTF)r   r  rI   )r   rA  r   r   Z_is_lexsortedpivot_tabler`  r/   r]   r5   rg   r   r6   r   r(   rl   Zdrop_duplicatesr"  )Zlexsorted_miZlexsorted_dfZnot_lexsorted_dfr   r   r8   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 )NZABCDE)r!   r   r!   rL   rL   r'   Zababbc                 S      t | dkS ra   rf   rD   r   r   r   rF     rQ   z4test_index_label_overlaps_location.<locals>.<lambda>r9  r   c                 S   r@  ra   rA  rD   r   r   r   rF     rQ   c                 S   r@  ra   rA  rD   r   r   r   rF     rQ   c                 S   r@  ra   rA  rD   r   r   r   rF     rQ   )r   r0   r/   filterr.   r5   r6   r  rk   r(   r{   r   )r8   r   actualr   r7   r   r   r   "test_index_label_overlaps_location  s(   rD  c                  C   s   d} t | }t|d d| d| d}t|d d d| d| d}|d}|d}|d}|d}t|| d S )	Nr  r!   r         @r   r   r   r]   )r3   r4   r   r/   rm   r5   r6   )nrE   r8   r   r9   r   gb2r   r   r   r   "test_transform_doesnt_clobber_ints  s   
 



rH  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)rA   rL   r   rL   r   rA   rA   rA   )r=  r   r=  r   r   r   r   r   )r   rR   r   r    r!   r@   rL   rL   )gffffff@g333333@g@g333333g@皙?rP  r    )r=  r  r   r   wordZword2Z42Z47)rN  rO  rJ  rK  rL  r  c                    s   t | | j d d S )Nr  )r5   r6   r  rD   rI  r   r   	test_sort  s   z.test_groupby_preserves_sort.<locals>.test_sortr   rJ   )r   r  r/   r5   rg   rh   rl   )rI  rM  r8   r   rS  ru   r   rR  r   test_groupby_preserves_sort  s   
"rT  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 )NrY   ZMEr   )	eventDateZthenamerU  r   r   z	'badname'rJ   ZbadnamerZ  )r(   r   r   Zaggfunc)r   r   r   todaytolistr1   r   r(   r   r   rn   ro   r  r`  r>  r   r   r   r   !test_pivot_table_values_key_error  s   "rX  r   r%   r0  r   r  r   rL   z
US/Easternr#   
2016-01-01rA   r   r   Int64r   Float64boolean)boolintr   r  r  Zdt64Zdt64tzZperiodrZ  r[  r\  )Zidsmethod)rc  rj   rl   )r   idxminr  rY  rP   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)rP   r  rZ  r   )r  rP   r<   r)   ABCrF  r;   F)rI   r(  observedc                     s2   dkrt  di | S t  fi | S )Nrc  r   )r  )kwargs)r9   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   rL   r?  rG  r  r   )r   r;   rf   r   r  r	   r   )Zlevr  r   r   )r0  r<  r   r   r    get_categorical_invalid_expected1  s   z<test_empty_groupby.<locals>.get_categorical_invalid_expectedM)r  rY  r`  r   )r  rY  zCannot perform z with non-ordered Categoricalz
Can't get z/ of an empty group due to unobserved categoriesrJ   Tr  )r  rP   r  rP   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`  rL   )r2  r   r]  r   r0   hasattrr   r;   r  r.   r/   r*   ZPeriodDtypekindr   ZStringDtypeorderedr;  ru  rn   ro   r5   assert_equaljoinr   r{   r(   rf   r\   )r   r0  r   r_  r>  Zusing_array_managerr(  r<  Zoverride_dtyper8   rd  re  Zis_perZis_dt64Zis_catZis_strru   r  r   r   r   )r9   r0  r_  r>  r<  r   r   test_empty_groupby  s   '









rm  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   rA   r   rL   r!   r   rL   FrH   r   rJ   c                 S   r  rN   r   rD   r   r   r   rF     r	  z<test_empty_groupby_apply_nonunique_columns.<locals>.<lambda>)r   r3   rb   rc   r   r{   r<   r   r/   r5   rg   rh   rl   r   r  )r8   r9   ru   r   r   r   r   *test_empty_groupby_apply_nonunique_columns  s   
ro  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)rL   rL   rL   rL   )r!   r!   r!   r!   )r   r   r   r   z
('a', 'b')rJ   r   r   r   r   rL   rG  rI  )
r   rn   ro   r  r/   rP   r   r	   r5   rk   rK  r   r   r   test_tuple_as_grouping  s   	rp  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 )	NrL   rA   r!   r   r  z
^\(7, 8\)$rJ   )rR   r   )	r   r1   r   r  rn   ro   r  r/   r]   r   r   r   r   test_tuple_correct_keyerror  s   $"rq  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 )NrL   r   mycolsrG  
2018-01-01r!   r   dti)r   r   r\   r   )rL   rL   rL   rL   rL   ))r   rP   r   )r   ohlcopen)r   ru  r%  )r   ru  r&  )r   ru  close)rr  NNr?  )r   rP   ru  )
r   r	   r   r   rA  r/   r   rj   r5   r6   r  r   r   r   test_groupby_agg_ohlc_non_first  s   

rx  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  rL   r!   r   rA   dater?  )rA   r!         @r   r'   r  rE  rz  )
r*   r-   r   r   rA  r   r/   r]   r5   rk   )r   rB  r7   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 )NrX   appler   rF  z$Grouper and axis must be same lengthrJ   )rp  r1   r   rn   ro   ru  r/   )r   r8   ru   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 )NrE   r   r   rs   )r   r  thirdr?  rL   r!   r  r   r~  rA   r'   )r   from_arraysr   r/   rP   r5   rk   )Zindex_arrayZ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   rQ  betar?  )rL   r!   rL   r!   r;  r  r'   r  )r   r  r   r/   r   r  )rB  r8   r   r   r   r   r   "test_groupby_groups_in_BaseGrouper  s   r  
group_namerE   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 )NrS   rA   r   r   rL   r   )rX   rY   rX   rY   r  r   rE   r  rJ   rL   r   )r   r  r   rV   rW   x1)	iterablesr      r  )r   r3   r4   r  r(   r\   r   r5   rg   rh   r/   rP   r   r6   r   r  )r  r8   r   r9   resultsr   r  rB  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 rN   r  r  Ztz_localizerD   r#   r   r   rF   `	  r   z+test_shift_bfill_ffill_tz.<locals>.<lambda>)r  r  c                    r  rN   r  rD   r#   r   r   rF   d	  r   )r   r   Zassignr/   r  r5   r6   )Ztz_naive_fixturer>  r   rq   r8   rr   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 )NrL   )r   rE   r   rE   rP   rG  )r   r/   rm   r   r3   r   r5   rk   )r8   rC  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    r  r   )r   r   r   r  r'   r   r  )r!   g      @r   )r   r   r  )r   r/   r]   r5   rk   )r7   r9   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 )NrL   rV  rA   r   )col_1col_2col_3col_4rq   r   r  r  r  r  fillna)r  r   %DataFrameGroupBy.fillna is deprecatedrJ   r   )diffr  z"SeriesGroupBy.fillna is deprecated)r   r   r{   r^  r   rh   r5   rg   r.   r/   rm   rk  )Ztransformation_funcrequestr8   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 )NrY  r!   r   )r   r\   rL   rA   r   )r  )r   r%   )r   r   )r   r  r  r  rJ   )r   r   )r   r   r'   r   )r   r   r   r   r(   Z_get_axis_numberr   r5   rg   rh   r/   Znuniquer\   r6   r   r{   r3   r>   )r   rt  r8   Zaxis_numberru   r9   r   r   rG  rD  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   r@   rA   r   r  )	r   r3   r4   r  r   r/   r]   r5   r6   )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], ...})rL   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    rL   r   zdisplay.max_seq_items)r   r3   rb   rc   r   r(   r*   option_contextr/   r  __repr__r   r   )Zmax_seq_itemsr   r8   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 )NrL   r!   c   r   X   r   r   r   r   r   )	r   r   r/   r	  r3   r   r<   rf   r  )r8   r   r   r   r   r   r   r   6test_group_on_two_row_multiindex_returns_one_tuple_key	  s   r  zklass, attr, valuer   r  rI   rb  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 )	NrL   r!   rA   r   r   r   r   )r   )r   r   r/   r  )r  rc  r   r8   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 )NrL   r!   rA   r)   r  rJ   r  r   z'Cannot subset columns when using axis=1r   r   )	r   r5   rg   rh   r/   rn   ro   ru  rP   )r8   ru   r   rK   r   r   r   test_subsetting_columns_axis_1
  s   "r  r+  )rP   anyr  c                 C   sH   t dgdd}tdgg|d}|dg}t||  j}t|| d S )Nr   r  rG  rL   rF  )r	   r   r/   r  r   r5   rw  )r+  r   r8   r   r   r   r   r   #test_groupby_column_index_name_lost#
  s
   r  infer_stringpyarrow)Z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  r  r;  r)   )r   r   r   zfuture.infer_string)r   r   r   r   )r   r   rL   r   )r(   r   r;   )rn   Zimportorskipr   r{   r   r   r*   r  r/   r  r3   r   r5   r6   )r  r8   r   r   r   r   r   test_groupby_duplicate_columns-
  s   	

r  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(   r\   )r   r   r   r  r!   r   rL   )r   r(   r\   r/   lastr5   rk   )r7   r   r   r   r   r   #test_groupby_series_with_tuple_nameD
  s   r  zfunc, valuesrP        @X@     X@r]   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 7yACr  a   b    7y1r  r  r  rL   r!   r   r   r   r   r   r   rG  r'   )r   r  r/   r	   r5   r6   )r+  r   rq   r8   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 )Nr  rL   r!   r   r  r   r  g07yACg17yACga7y1Cgb7y1Cr  r  r   T)Zcheck_exact)r   r/   rH  r5   r6   )rq   r8   r   Z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    rL   r   Fskipnar  )r3   rb   rc   r   r   r1   r   r.   r/   rH  r5   r6   )r  r8   ir9   r   r   r   r   r    test_groupby_cumsum_skipna_falsef
  s   
r  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 )NrY  r    r   r   r!   rL   r  r   FT)r  r  r   r   )	r   r   r*   r-   r   r/   rH  r5   r6   )rt  r7   r8   r9   r   rD  r   r   r   test_groupby_cumsum_timedelta64v
  s   

,$r  c                 C   s4   | }|j dd }| |j }t|| d S )Nr   r  )r/   r]   r(   r5   rk   )Z(rand_series_with_duplicate_datetimeindexZdupsr   r   r   r   r   !test_groupby_mean_duplicate_index
  s   r  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   rB   )r   r3   r   r/   r(   rP   r	   r>   r<   r5   rk   r  r   r   r   r   r    test_groupby_all_nan_groups_drop
  s   r  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   r  r?  r%   r  r   r   r   )r   r/   rP   r   r	   r   r5   r6   )r   r  r8   r9   r   r(   r   r   r   r   r   test_groupby_empty_multi_column
  s   r  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 )Nrf  rL   WrX   rY   ZMWrt   rF  rG  r'   r  )r   r	   r/   rP   r5   r6   r8   r   r9   r   r   r   r   *test_groupby_aggregation_non_numeric_dtype
  s   (r  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rL   r   rL   rL   r   c                 S      g | ]}t |d qS daysr   r   r  r   r   r   r   
  r  zDtest_groupby_aggregation_multi_non_numeric_dtype.<locals>.<listcomp>rL   r  c                 S      g | ]	}t |d  dqS rX   r  r  r  r   r   r   r   
  r  r<  c                 S   r  r  r  r  r   r   r   r   
  r  rR   r@   c                 S   r  r  r  r  r   r   r   r   
  r  r   r=  r   r<   rE   r;   r\   r'   r  )r   r1   r	   r/   rP   r5   r6   r  r   r   r   0test_groupby_aggregation_multi_non_numeric_dtype
  s   r  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 )Nr  c                 S   r  r  r  r  r   r   r   r   
  r  zKtest_groupby_aggregation_numeric_with_non_numeric_dtype.<locals>.<listcomp>rL   r  r<  rR   r  r   r  r   r<   rE   r  r'   r  )	r   r1   r0   r   r	   r/   rP   r5   r6   r  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  )r  r  g$+H@)r  r  r  rG  r   )r   r/   r2   r	   r5   r6   )Zdictsr8   Z	df_filterdfgbr   r   r   r   r   test_groupby_filtered_df_std
  s   
r  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)rs  z
2018-02-01z
2018-03-01categoryr   )r&   r   rL   r   rL   )
categoriesr   r   r   Frb  z2018-01-01 00:00:00z2018-02-01 00:00:00r   z2018-03-01 00:00:00r!   )r   r   r0   r   r   Z
from_codesr/   r	  r   r3   r   rK  r   r   r   2test_datetime_categorical_multikey_groupby_indices
  s   


r  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 )NZAlicer    ZBobrL   r!   rA   r   r\   r  z@^[a-zA-Z._]*\(\) got an unexpected keyword argument 'min_period'rJ   )ZwindowZ
min_period)r3   r   r   r   r   rn   ro   r;  r/   ZrollingrP   )Zname_lZval_lZtest_dfZresult_error_msgr   r   r   #test_rolling_wrong_param_min_period  s   "
"r  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)Thomasr  Thomas John)i  i    )sadhappyr  r   )NameCreditMoodrP   )r  r  r  r  r  i	  r  r  r  )r  r  r  )r   r   moder/   rj   r   r5   r6   )Zany_string_dtyper8   Zaggregate_detailsr   Z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)NrL   r   rL   )r!   rA   r!   rA   rL   r   r   r?  r'   r   r  r!   )r  r!   )r   rA   )r   r   r  r/   rP   rA  r5   rk   )r  r7   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:  )rL   rL   r!   rA   )r   r    r  rR   )Nr   r   r  r!   r    r@      r2  rL   r   rG  r'   )r   r3   r   r/   rP   r	   r5   r6   )r<  r8   rR  r9   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 )NrL   r!   r    r   rE   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>rL   )r!   )r   r3   r   r/   )r  r8   rr   r   r   r   r   r   !test_single_element_list_groupingG  s
   ($r  c                  C   sv   t g dg dd} | d d| d< t g dg dd}|d d|d< | jddd	}| }t|| d S )
N)r   r   r   r   )rL   r!   rA   r!   )str_colZnum_colr  stringr   )r  r   rE  Fr   )r   r{   r/   r]   r5   r6   )r8   r   rr   r   r   r   r   test_groupby_string_dtypeR  s   
r  zlevel_arg, multiindex)r   F)r  Tc                 C   s   t ddgddgddgddd	gd
}|r|ddg}d}tjt|d dd |j| dD  W d    d S 1 s;w   Y  d S )NrL   r!   rA   r   r    r  r   rE   r   r'   r   r   zCreating a Groupby object with a length-1 list-like level parameter will yield indexes as tuples in a future version. To keep indexes as scalars, create Groupby objects with a scalar level parameter instead.rJ   c                 S   r  r   r   r  r   r   r   r   u  r   zKtest_single_element_listlike_level_grouping_deprecation.<locals>.<listcomp>r  )r   r   r5   rg   rh   r/   )Z	level_argr   r8   r   r   r   r   7test_single_element_listlike_level_grouping_deprecationf  s   $"r  )rP   rH  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33ffrL   r   r   r   r   rG  r'   )rH  r  Tr[  )r   r  r/   r	   r`  r5   r6   )r+  r  r8   r   r   r   r   r   #test_groupby_avoid_casting_to_floatx  s   r  z	func, val)rP   rA   )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 )	NrL   r!   r   r   r   r   r  rB   )r   r*   NAr  r/   r	   r5   r6   )any_numeric_ea_dtyper+  r  r8   r   r   r   r   r   test_groupby_sum_support_mask  s   r   z
val, dtype)o   r^  )   Z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 )NrL   r   8r   r   r   r!   r  Z64rB   )r   r/   rP   r	   r5   r6   rH  r  )r  r;   r8   r   r   r   r   r   test_groupby_overflow  s$   r  zskipna, val)TrA   c                 C   sT   t ddtjdgd| d}|dj|d}t ddtj|gi| d}t|| d S )NrL   r!   r   r   r   r  r   )r   r*   r  r/   rH  r5   r6   )r  r  r  r8   r   r   r   r   r   test_groupby_cumsum_mask  s   r  zval_in, index, val_out)r   r   rE  r   r  )r   r   r   r  blah)rE  r   r  rE  )r   r   rE  r   r  g      @)r   r   r   r  r  r  )rE  r   g      &@rE  c                 C   st   t | dt|ddd}|d }t |dtg dddd}t|| | d }| }t|| d S )Nr   r  rG  )rq   r\   r(   )r   r  r  r   )r   r	   r/   rP   r5   rk   r+   r6   )Zval_inr(   Zval_outZseriesr   r   r   r   r   (test_groupby_index_name_in_index_content  s   r  rF  )rL   rX       rV  r$  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 )NrL   T)r  r]  r]  r  rG  r'   )r   eqr/   rP   r	   r5   r6   )rF  r8   r   r   r   r   r   test_sum_of_booleans  s
   r
  z<ignore:invalid value encountered in remainder:RuntimeWarning)r  tailr_  r   r  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   )rF  )r   r  r   r   r   rG  r'   )
r   r3   r   r1   r  r/   r   r   r5   r6   )r_  r8   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 )NrY  rV  r   r   rX   z+Period type does not support sum operationsrJ   z.Period type does not support cumsum operationsz,Period type does not support prod operationsz/Period type does not support cumprod operationsir   )r*   period_ranger0   r1   Z	to_seriesr/   rn   ro   r;  rP   rH  r  r  rY  r	   r^  r(   r5   rk   r  )piZgrpsr7   r9   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   rL   r!   rA   rn  rL   )r   r!   rA   r   )r   r   r/   Z_obj_with_exclusionsr  r5   r6   )r8   r9   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   carZdarr   r   F)r   r  Tr  rF  z(could not convert string to float: 'bar'rJ   )	r   r   r/   r2   r5   r6   rn   ro   ru  )r  Zdicts_non_numericr8   r  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   )rE   wrE   r   rL   r    r   r  Fr  r]   gDlٿr  rd  )closedr  r  r  T)rj  r   r?  r  r  )r   r*   Zqcutr3   Zlinspacer/   rj   r   r
   r   r  r   r   r   r5   rk   )r8   Zqqr   Zcategorical_index_level_1Zindex_level_2rB  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   r  rN   r   rD   r   r   r   rF   `  r	  z;test_groupby_sum_on_nan_should_return_nan.<locals>.<lambda>rL   )Z	min_count)r   r;   )r   r3   r   r2  r  r{   r   r/   rP   r;   r5   r6   )r  r8   r  r   r  r   r   r   )test_groupby_sum_on_nan_should_return_nanZ  s   

r  )rZ  ZcorrZcummaxZcumminr  r   rankr   r  r  r  r  r`  r   r  r  Z
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   rf   r(   r/   r  r5   r6   )r8   r_  rngr   g_expr   rD  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  rJ   r   z%DataFrameGroupBy.dtypes is deprecatedc                 S   r   rN   rO   rD   r   r   r   rF     rG   z6test_groupby_selection_other_methods.<locals>.<lambda>r   c                 S   s   t | dkS rC   rA  rD   r   r   r   rF     rQ   )r   rf   r   r\   r(   r/   r5   rg   rh   r6   r  r   rl   Zresampler]   ru  rB  )r8   r   r   r!  r  ru   r   r   r   $test_groupby_selection_other_methods  s&      r#  c                 C   s   t g d| }tg dg d|d}tddd| d}t|g dg dd	}|td
dd}|  }t	|| d S )N)z2016-08-31 22:08:12.000z2016-08-31 22:09:12.200z2016-08-31 22:20:12.400)r   r   rE  )quantquant2time2z2016-08-31 22:08:00r  Z1min)r   r   unit)rL   rL   r   r   r   r   r   r   r   r   r   r   rL   )r&  r$  r%  r&  )r   r   )
r   Zas_unitr   r   r/   r   rZ  r`  r5   r6   )r'  Zidx2Z	test_datar&  Zexpected_outputr9   r   r   r   r   test_groupby_with_Time_Grouper  s$   r(  c                  C   sP   t g dtddddd} | |  }t ddgdd	}d|j_t|| d S )
Nr  z
2022-01-01rA   r   janr  r!   rL   rG  )r   r   r/   rZ  r(   r\   r5   rk   r  r   r   r   1test_groupby_series_with_datetimeindex_month_name  s
   r*  test_serieszkwarg, value, name, warn)rR  r   rL   NrR  r  )r   r   rL   Nc           
      C   s   t dg ditg dddd}| r|d }|jdi ||i}d}tj||d ||}W d    n1 s9w   Y  | rPtd	d
gtddgdddd}	nt dd	d
gitddgddd}	t||	 d S )Nr   rN  rM  r   rG  r'   z&you will need to pass a length-1 tuplerJ   rA   r   rL   r  r   )r   r	   r/   r5   rg   rJ  r   rk  )
r+  kwargr   r\   r   rO  r9   ru   r   r   r   r   r   $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 )NrL   r   r   r   F)r(  rb  r   )	r   r   r3   r   r/   rf  r   r5   rk   rK  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   rA   r!   rA   )r   rL   r  rR   )rA   r   r!   rX   )rL   r  r  r  )r    r  i)r'  r(  Zcol3Zcol4col5
deprecatedrJ   rL   )rL   r!   rA   r!   rL   )r   rR  )r'  r0  )r   r5   rg   rh   r/   rJ  r6   rr  r   r   r   test_get_group_axis_1  s$   	
r2  c                  C   s`   t dddddtjtjgig dd} | jdd	 }t dg d
ig dd}tj||dd d S )Nr   rL   r!   rA   r   r  r'   r   r  )rL   r!   rA   r   r!   rA   Fr   )r   r3   r   r/   r  r5   r6   rK  r   r   r   (test_groupby_ffill_with_duplicated_index	  s   $r3  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 )NrL   r!   rA   r   r    )r   r   r   F)r(  r   rG  )r2  decimalInvalidOperationr;  r   r   r/   r  Zresult_indexr	   r5   rw  )r+  r8   r9   r   r   r   r   r   test_decimal_na_sort  s   r6  )r   r4  r   r9  numpyr3   rn   Zpandas.errorsr   r   Zpandas.util._test_decoratorsutilZ_test_decoratorstdZpandasr*   r   r   r   r	   r
   r   r   r   r   r   r   r   Zpandas._testingZ_testingr5   Zpandas.core.arraysr   Zpandas.core.commoncorecommonr  markfilterwarningsZ
pytestmarkr   r:   Zparametrizerx   r~   r   r   r   r   r   r   r   r   r   r  r  r  r  r)  r*  r4  r=  rE  rL  rP  rT  re  ri  rk  rn  rq  rs  rv  rx  rz  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  r  r  r  r  r  r#  r/  r3  r?  rD  rH  rT  rX  r  r   rm  ro  rp  rq  rx  r{  r}  r  r  r  r  r  r  r  r  r  r  r  r  r  r  paramZ
skip_if_nor  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*  rh   r-  r.  r2  r3  r6  r   r   r   r   <module>   s   8
AH5

=(09
 
C"	


 
 	-	

?-	
	1~	
,

-)









	
&	

	
)		