o
    _~#g                    @   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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$  m%Z& ej'(dZ)d	d
 Z*dd Z+ej',dg ddd Z-dd Z.dd Z/dd Z0dd Z1ej',dddgdd Z2dd Z3d d! Z4d"d# Z5ej',dg d$d%d& Z6d'd( Z7d)d* Z8d+d, Z9d-d. Z:d/d0 Z;d1d2 Z<d3d4 Z=d5d6 Z>d7d8 Z?ej',d9d:d; d<d; gd=d> Z@d?d@ ZAdAdB ZBdCdD ZCdEdF ZDdGdH ZEdIdJ ZFdKdL ZGdMdN ZHdOdP ZIdQdR ZJdSdT ZKdUdV ZLdWdX ZMej',dYdZd[gd\d] ZNej',dYg d^ej',d_ddgd`da ZOdbdc ZPddde ZQdfdg ZRdhdi ZSdjdk ZTdldm ZUdndo ZVdpdq ZWdrds ZXdtdu ZYdvdw ZZdxdy Z[dzd{ Z\d|d} Z]d~d 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 Ztdd Zudd Zvej',ddddggdd Zwdd Zxdd Zydd Zzdd Z{dd Z|dd Z}dd Z~ddĄ Zej',ddddddgddggej',dddddggdd̈́ Zddτ Ze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jdddd܍ejd gddލejd gddލejdgddލgg ddej',dg dej',d9g 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$ Zej',d%dejded&d'gd(d) Zd*d+ Zej',d,d-d.d/gfd0d1d2gfgd3d4 Zd5d6 Zd7d8 Zd9d: Zd;d< Zd=d> Zej',d_ddgd?d@ ZdAdB ZdCdD ZdEdF ZdGdH ZdIdJ ZdKdL Zej',deejdMed&d'gdNdO ZdPdQ ZdRdS Zej',dTdddggdUdV ZdWdX Zej',dYd gdfdZd gdfd[gd\d] Zej',d!g d^d_d` Zej',dadbdcgddde Zej',dfdgdhgdidj Zej',dkdldejfgdmdn Zej',dog dpg dqg drfg dsg dtg dufgdvdw Zej',dxg dydzd{ Zej'(d|ej',dg d}d~d Zdd Zdd Zej',d_ddgdd Zdd Zej',dddgdd Zej',dg ddd Zdd Zdd Zdd Zej',dddgej',ddddgdefddgddfddd gdefdd gddfgdd ZÐdd ZĐdd ZŐdd Zej',dddgdd ZdS (      )datetimeN)Decimal)PerformanceWarningSpecificationError)is_string_dtype)Categorical	DataFrameGrouperIndexInterval
MultiIndex
RangeIndexSeries	Timedelta	Timestamp
date_rangeto_datetime)BooleanArrayz)ignore:Mean of empty slice:RuntimeWarningc                  C   s$   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/static.ux5.de/https/Moving-Object-Detection-with-OpenCV/env/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    rA   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)   rB   r"   c                 S   s   | d S NrH   r   xr   r   r   <lambda>Q       z)test_basic_aggregations.<locals>.<lambda>F
group_keyszusing SeriesGroupBy.meanmatch   zusing SeriesGroupBy.sumc                 S      | |    S NsumrK   r   r   r   rM   f       c                 S   rT   rU   rV   rK   r   r   r   rM   g   rX         check_index_typezusing SeriesGroupBy.[mean|std]nested renamer is not supported)onetwo
         r   rS   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 rU   )namemeanrK   group_constantsr   r   rM             zMust produce aggregated valuec                 S   s   | d S Nr"   r   rK   r   r   r   rM      rN   )r   r5   r6   randomdefault_rngshufflereindexr1   lenr7   assert_produces_warningFutureWarning	aggregatere   aggassert_series_equalrW   apply	transformr4   pytestraisesr   	Exception)rB   datar)   groupedkvmsgaggedr   r   transformedvalue_groupedr   rf   r   test_basic_aggregationsI   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   OFr[   )r)   codesr1   rW   astyperB   r5   int8rC   r7   r8   ) multiindex_dataframe_random_datar   r{   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"      rF   rB   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 columnsrQ   r   )r   r5   rk   rl   standard_normalarrayr3   ro   r7   rp   DeprecationWarningr1   ru   dtypesrt   )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   rY   rC   r   20130101r   r*   c                 S   s
   | j d S Nr   )r0   grpr   r   r   f_0   s   
z*test_inconsistent_return_type.<locals>.f_0r   r   r   rQ   c                 S      | j dkrd S | jd S )Nr   r   rd   r0   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&   )rd   r0   r   r   r   r   r   f_4   s   
z*test_inconsistent_return_type.<locals>.f_4)r   r   r5   r6   r   r1   firstr7   rp   r   ru   r8   r.   nanr   r+   r/   rd   rt   )
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r5   
percentile)rL   qr   r   r   r   f      z test_pass_args_kwargs.<locals>.fc                 S   s   t j| dddS )NP   r   r   r   rK   r   r   r   rM          z'test_pass_args_kwargs.<locals>.<lambda>c                 S      | j S rU   monthrK   r   r   r   rM          r   r   皙?r   )TFc                 S   r   rU   r   rK   r   r   r   rM     r   as_index*A grouping .* was excluded from the resultrQ   Fcheck_namesg?r   )r1   rs   r5   r   ru   rv   quantiler7   rt   rq   rp   r   r8   )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   rU   r   rK   r   r   r   rM   .  r   z9test_pass_args_kwargs_duplicate_columns.<locals>.<lambda>r   r   rQ   r   r   r   rS   r   r"   rS   r"   )columnsr1   rq   r7   rp   rs   r5   r   r)   r   r   r   Tr
   r3   r8   )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   rU   yearrK   r   r   r   rM   G  r   ztest_len.<locals>.<lambda>c                 S   r   rU   r   rK   r   r   r   rM   G  r   c                 S   r   rU   dayrK   r   r   r   rM   G  r   c                 S   r   rU   r   rK   r   r   r   rM   J  r   c                 S   r   rU   r   rK   r   r   r   rM   J  r   c                 S   s   h | ]}|j |jfqS r   )r   r   .0rL   r   r   r   	<setcomp>K  s    ztest_len.<locals>.<setcomp>)r   r5   rk   rl   r   r
   r2   objectr   r1   ro   r)   )r<   r{   r   r   r   r   test_lenA  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 )NrH   rS   r"   rH   abr   r   r   )r   r5   r   ro   r1   r<   r   r   r   test_len_nan_groupO  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>Y      z)test_basic_regression.<locals>.<listcomp>rS   r`   r"   iL  g      $@)r   r2   r3   r5   rk   rl   r1   re   )r   rz   	groupingsr{   r   r   r   test_basic_regressionW  s
    
r   )rE   rF   rC   rD   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 rU   )floatro   rK   r   r   r   r   w  s   ztest_with_na_groups.<locals>.f      @       @)r
   r5   r6   r   onesr   r1   rs   ro   r7   rt   )rB   r)   valueslabelsr{   r   r   r   r   r   r   test_with_na_groupsb  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"   rS   r   clevelsr   namesr   r   )r   emptyr   r   	set_indexrL   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"   rS   r   r   )r   r  r   r  )rL   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"   rS   r   r   r  r   r   r   )r   r  r   r   r  r   r   r   f3  s   z,test_indices_concatenation_order.<locals>.f3)rS   r"   r"   r"   r   r!   rG   r   r   r   )rH   r"   r"   r"   zDThe behavior of array concatenation with empty entries is deprecatedr   rQ   r   z@Cannot concat indices that do not have the same number of levels)r   r3   r7   rp   r   r1   ru   r8   rw   rx   AssertionErrorrq   )	r	  r
  r  r<   df2depr_msgr~   result1result2r   r   r    test_indices_concatenation_order  s>   
$r  c                 C   s   |  dd }| }|dd }t|| | }dd |D }t|j}t|| |j	}|dd }t|| d}t
jt|d t|d	 W d    d S 1 sXw   Y  d S )
Nc                 S      |   S rU   weekdayrK   r   r   r   rM     rN   z#test_attr_wrapper.<locals>.<lambda>c                 S   s   t j| ddS )NrS   )ddof)r5   r4   rK   r   r   r   rM         c                 S   s   i | ]	\}}||  qS r   )describe)r   rd   gpr   r   r   
<dictcomp>      z%test_attr_wrapper.<locals>.<dictcomp>c                 S   r   rU   r   rK   r   r   r   rM     r   z-'SeriesGroupBy' object has no attribute 'foo'rQ   r   )r1   r4   rs   r7   rt   r  r   r   r8   rB   rw   rx   AttributeErrorgetattr)r   r{   r   r   r~   r   r   r   test_attr_wrapper  s   
"r  c                 C   sf  |  dd }|d}t|dksJ t|jdksJ |  }dd |jD |d< | dd}tj||d	d
 | d dd }|	dd }t|dksTJ t|jdks]J |	dd }|D ]\}}|
 }|jD ]}	tj||	|d	d
 qqqf|D ]\}
}|jd  |
ksJ q|j}|j}| D ]\}}| j|| }||k sJ qd S )Nc                 S   r  rU   r  rK   r   r   r   rM     rN   z$test_frame_groupby.<locals>.<lambda>re   r!   r   c                 S   s   g | ]}|  qS r   r  r   r   r   r   r     r   z&test_frame_groupby.<locals>.<listcomp>r  Fr   rb   c                 S   r  rU   r  rK   r   r   r   rM     rN   c                 S      | |    S rU   re   rK   r   r   r   rM     rX   c                 S   r  rU   r   rK   r   r   r   rM     rN   r   )r1   rr   ro   r   r.   r)   r7   r8   headrv   re   rt   xsr  groupsindicesitemstakeall)r   r{   
aggregatedtscopystraggedr   rd   r   re   idxr  r#  r$  r|   r}   	samethingr   r   r   test_frame_groupby  s4   

r-  c           	      C   s  ddddd}d}t jt|d | j|dd}W d    n1 s"w   Y  |d}t|t| ks6J t|jdks?J d	d
 }d}t jt|d | jj|dd}W d    n1 s_w   Y  t |	|j|	| |D ]\}}t|jdksJ qsd S )Nr   rS   r   +DataFrame.groupby with axis=1 is deprecatedrQ   r   re   r"   c                 S   r  rU   r   rK   r   r   r   rM   	  rX   z,test_frame_groupby_columns.<locals>.<lambda>5The 'axis' keyword in DataFrame.groupby is deprecated)
r7   rp   rq   r1   rr   ro   r   r   r8   rv   )	r   mappingr~   r{   r(  tfgroupedTr|   r}   r   r   r   test_frame_groupby_columns  s"   
r3  c                 C   s6  |  d}|jdd}|jjdksJ | j dddjdd}|jjdks&J |ddg d}|jjdks7J |dd	d
}|jjdksGJ |d  }|jjdksUJ |d d}|jjdksdJ |d dd	g}|jjdksuJ d}tjt|d |d dd	d W d    d S 1 sw   Y  d S )Nr   Tnumeric_onlyFr   r&   r   re   r4   r&   r   r]   rQ   r   r   )r1   re   r)   rd   rs   rw   rx   r   )r<   r{   r   r~   r   r   r   test_frame_set_name_single  s&   
"r8  c                 C   s   | d }| d }|  |j|jg}|jdd}|  ddg }tj|jd d ddgf |jd d ddgf dd ttj	d	
d
tj	d	
d
tg dtg ddg dd} |  ddg}|d d S )Nr   r   Tr4  r&   r   Fr   r"      r   r   r   r   r   r   1r<  r<  2r=  r=  )v1v2k1k2)r^   r_   r   fourfivesixr(   r@  rA  rW   )r1   getre   r7   r8   r   r   r5   rk   rl   r   r   rs   )r<   col1col2r{   r   r   r   r   r   test_multi_func/  s$   *
rH  c                 C   sJ   |  ddgd }|ddg}t|d|dd}t|| d S )Nr   r   r&   re   r4   )re   r4   )r1   rs   r   r7   r8   )r<   r{   r   r   r   r   r   !test_multi_key_multiple_functionsK  s   rI  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   re   r4   r   rM  rN  )r   rM  rN  rS   )keysr   )r   r5   rk   rl   r   r1   rs   r+   concat
isinstancer)   r   r7   r8   )rz   r{   funcsr   r   r   r   r   "test_frame_multi_key_function_listS  s&   "
&rS  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}tj	t
|d || W d    d S 1 sNw   Y  d S )NrJ  rK  )dullrT  shinyrT  rT  rU  rU  rT  rU  rU  rU  r"   rL  )r   r   r&   r   rM  rN  r   r   re   r4   &agg function failed [how->mean,dtype->rQ   )r   r5   rk   rl   r   r1   reescaperw   rx   	TypeErrorrs   )rz   r{   rR  r~   r   r   r   2test_frame_multi_key_function_list_partial_failure  s   /
"rZ  opc                 C   r  rU   rV   rK   r   r   r   rM     rN   rM   c                 C   r  rU   r   rK   r   r   r   rM     rN   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  rS   r   r6  )r1   appendr   r   from_tuplesr+   rP  r   r)   r7   rt   re   )r<   r[  rz   r{   r  rO  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 )NrS   r"   r   r!   r9  r   r   r   Fr   rd   T)r   rP   c                 S   r  rU   )cumsumrK   r   r   r   rM     rN   z-test_as_index_select_column.<locals>.<lambda>)r"   r9  r9  ))r   r   )r   rS   r   rd   r)   )	r   r1   	get_groupr   r7   rt   ru   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rS   rS   r"   rH   r   r!   r   r   r   rQ   )obj)
r   r0   r1   r$  rE  r7   rp   rq   rm  r8   )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   r4  r"   r   r   )	r   r
   r1   rW   r   r3   r  r7   r8   )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   re   Tr4  rW   r6  r]   rQ   Qr   ri  z7Passing a dictionary to SeriesGroupBy.agg is deprecatedr"   r   d   )2   rH   )jimjoejolier!   r`   rz  r{  rj  z:The behavior of DataFrame.sum with axis=None is deprecated)rR   check_stacklevel)re   maxcountr   rk  r'  drop)r1   rs   re   r7   r8   rW   rw   rx   r   r   renamerp   rq   r5   rk   rl   integersr   nthru   r  r   reset_index)r<   r{   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   )rw   skipr   r5   rk   rl   r  r  r1   r  r  r   rB   r7   r8   rs   )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&   rW   r*   )r1   rs   r   rQ  r   r7   r8   rW   )r<   r{   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 selectedrQ   r&   r   )r1   rw   rx   
IndexError__getitem__)r<   r{   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   Tr4  r   r   rS   )r1   re   insertr)   r   ro   r7   r8   r2   zipr   )r<   rz   r{   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*   )r1   rs   ro   r   r7   r8   r<   r{   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 DataFramerQ   c                 S   r  rU   r  rK   r   r   r   rM     rN   z.test_groupby_as_index_corner.<locals>.<lambda>Fr   z$as_index=False only valid for axis=0r.  c                 S   r  rU   )lowerrK   r   r   r   rM     rN   rS   )r   r   )rw   rx   rY  r1   
ValueErrorr7   rp   rq   )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   rU   r   rK   r   r   r   rM     r   z+test_groupby_multiple_key.<locals>.<lambda>c                 S   r   rU   r   rK   r   r   r   rM     r   c                 S   r   rU   r   rK   r   r   r   rM     r   r.  rQ   c                 S   r   rU   r   rK   r   r   r   rM     r   c                 S   r   rU   r   rK   r   r   r   rM     r   c                 S   r   rU   r   rK   r   r   r   rM     r   rS   r   c                 S   r  rU   rV   rK   r   r   r   rM     rN   c                 S   r  rU   rV   rK   r   r   r   rM     rN   )r   r5   rk   rl   r   r
   r2   r   r   r1   rW   r7   assert_almost_equalr   rp   rq   r   rs   assert_index_equalr)   r   )r<   r{   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.   r5   r   r1   re   r7   r8   )r<   r   r   r   r   r   test_groupby_multi_corner  s   

r  c                 C   s  |  d}t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 spw   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   rV  rQ   re   r   r&   r   rM  z/datetime64 type does not support sum operationsrW   r.  r   rS   )r   r&   r   rM  r   z does not support reduction 'sum'c                 S   s   | j dddS )Nr   Fr4  rV   rK   r   r   r   rM     r  z)test_raises_on_nuisance.<locals>.<lambda>)r1   rW  rX  rw   rx   rY  rs   re   r   r   nowrW   r7   rp   rq   )r<   r{   r~   r  r   r   r   test_raises_on_nuisance  s4   




"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   )r1   r  r.   r   r7   r8   )r<   r  r{   r   r   r   r   r   test_keep_nuisance_agg  s   
$$r  )rW   re   prodr4   varsemmedianr5  c           
      C   s   |  d}d}||v rC|sC|dv rt}d}nt}td| d}tj||d t|||d W d    d S 1 s<w   Y  d S t|||d}|sV|d	krVg d
}ng d}t| jd d |f  d||d}	t	
||	 d S )Nr   )r  r4   r  re   r  r  )r4   r  z(could not convert string to float: 'one'zagg function failed [how->z,dtype->rQ   r4  rW   r   r  )r1   r  rY  rW  rX  rw   rx   r  r   r7   r8   )
r<   r  r5  r{   no_drop_nuisanceklassr~   r   r   r   r   r   r   test_omit_nuisance_agg   s&   
"
r  c                 C   sF   |  d}tjtdd |  W d    d S 1 sw   Y  d S )Nr   zcould not convertrQ   )r1   rw   rx   r  skew)r<   r{   r   r   r   $test_raise_on_nuisance_python_single"  s   

"r  c                 C   s   |  ddg}td}tjt|d |d W d    n1 s#w   Y  tjt|d |  W d    d S 1 s?w   Y  d S )Nr   r   rV  rQ   re   )r1   rW  rX  rw   rx   rY  rs   re   )three_groupr{   r~   r   r   r   &test_raise_on_nuisance_python_multiple)  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   rH   r"   r9  )r@  rA  k3r>  r?  r@  rA  r>  r?  re   Tr4  r!   r   r   c                 S   r  rU   r   rK   r   r   r   rM   D  rN   z*test_empty_groups_corner.<locals>.<lambda>r   r   )r   r5   r   rk   rl   r   r1   rs   re   r7   r8   ru   rt   r)   rd   )r   r<   r{   r   r   r   agged_Ar   r   r   test_empty_groups_corner2  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'rQ   c                 S   s   | d S )Nr   r   rK   r   r   r   rM   N  rN   z$test_nonsense_func.<locals>.<lambda>)r   rw   rx   rY  r1   )r<   r~   r   r   r   test_nonsense_funcJ  s
   
"r  c                 C   s   | j }d|d< tg dtg dg}td}tjt|d ||	d W d    n1 s4w   Y  |j
dd|	d}t|jtsMJ dd	 }tjtd
d ||| W d    d S 1 slw   Y  d S )Npeekaboo)bazr_   r   r   rS   rV  rQ   re   ri  c                 S   s   | j dkr	td|  S )N)r   r^   Test error message)rd   rY  rW   )r;   r   r   r   aggfun\  s   
z5test_wrap_aggregated_output_multindex.<locals>.aggfunr  )r   r5   r   rW  rX  rw   rx   rY  r1   rs   r  rQ  r   r   rr   )r   r<   rO  r~   r   r  r   r   r   %test_wrap_aggregated_output_multindexQ  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   rS   secondr   )r1   r  r)   rd   )r   r   r   r   r   test_groupby_level_applye  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   rS   )r   r   r  qux)r^   r_   r   r  c                       g | ]}  |qS r   rE  r   )mapper0r   r   r   y      z-test_groupby_level_mapper.<locals>.<listcomp>r   r   c                    r  r   r  r   )mapper1r   r   r   |  r  r  )r   r  )
r  r1   rW   r5   r   rC   r)   rd   r7   r8   )r   	deleveledresult0r  mapped_level0mapped_level1	expected0	expected1r   )r  r  r   test_groupby_level_mappero  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)rS   r"   rH   r`   r   r!   ra   r9  )rS   r"   rH   rS   r   r!   r"   r9  r   rj  )rL     rH   r   r!   r9  rS   rY   r   r  r'   z2level > 0 or level < -1 only valid with MultiIndexrQ   zNo group keys passed!z*multiple levels only valid with MultiIndex)
r   r
   r3   r1   rW   r7   rt   rw   rx   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   rS   rS   rz   r)   )r  y      @      $@r   r  )r   r5   r6   r1   rW   r7   rt   )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   rS         ?      ?r   r         ?rj  r   r)   r   )r   r1   re   r
   r7   r8   rn  r   r   r   test_groupby_complex_mean  s   
r  c                 C   s   t dddddddddg}| rdnt}t tjg dtjdtg d	d
dtdg|dd}|jd
dd }t	|| tg dd
d|_
|jd
dd }t	|| d S )NrS   r  r   r  r   string[pyarrow_numpy])rS   rS   rS   r   )r  r        ?        r   rj  r   r  Fsort)r  r  r  T)r   r   r5   r   rC   r
   r1   r  r7   r8   r)   )using_infer_stringr<   rB   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
   r1   re   rn   r)   rE  r7   rt   )s1s2r{   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.  rQ   rS   )r   r   re   c                 S   r  rU   r   rK   r   r   r   rM     rN   z0test_groupby_with_hier_columns.<locals>.<lambda>c                 S   s
   |  dS )NrS   r   rK   r   r   r   rM   
     
 r   r   r   )r   r   Tr4  r'   )r2   r  r   r^  r   r5   rk   rl   r   r1   re   r7   r  r   rp   rq   r)   rs   ru   r
   	sortlevel)	tuplesr)   r   r<   r   r  r=   sorted_columns_r   r   r   test_groupby_with_hier_columns  sH   
r  c                 C   s@   |  | d j}| }|  | d d  }t|| d S )Nr   )r1   r   rW   r  r7   r8   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   rS   r"   rH   r   r)   rj  )foo1r  foo2r  foo3)bar1bar2r  r  r  )baz1r  r  baz2r  )spam2spam3r  spam1r  )ra   rb   (   rz  <   )r   r   r  spamrz   r(   )r   r   r  r   re   )r
   r   r1   rs   re   r7   r8   )r)   rz   r{   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   Tr4  Fr   r   r   r   )r1   re   r)   rd   r  )r<   r   r  r   r   r   test_groupby_series_with_name0  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 rj   )r5   rW   rK   r   r   r   rM   C  r  z.test_seriesgroupby_name_attr.<locals>.<lambda>)r1   r  rd   re   rs   )r<   r   testFuncr   r   r   test_seriesgroupby_name_attr=  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   r5   rk   rl   r   r6   r1   r   r  r   r7   rt   r<   r   r   r   r   r   test_consistency_nameG  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 )NrS   r"   rH   r  re   	omissionsrj  )r   )r<   rd   r   r   r   	summarizeZ  s   z0test_groupby_name_propagation.<locals>.summarizec                 S   s   t dddd| jd d dS )NrS   r"   rH   r  r   r   rj  )r   r0   r   r   r   r   summarize_random_name]  s   z<test_groupby_name_propagation.<locals>.summarize_random_namer   rQ   r   metricsrU   )r7   rp   r   r1   ru   r   rd   )r<   r
  r  r~   r  r   r   r   test_groupby_name_propagationX  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`   )r5   r6   r   r   r   r   r   p  r  z2test_groupby_nonstring_columns.<locals>.<listcomp>r`   r   )r   r3   r1   re   r7   r8   r  r   r   r   test_groupby_nonstring_columnso  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 )Nrc   )r   r   r   ri  rS   r"   r   r   r   rj  r   )r   r
   r1   r   r7   r8   rW   r  r   r   r   test_groupby_mixed_type_columnsw  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`   )r5   r  fillr   r   tiler3   r1   rs   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 rU   )ro   setmapidr)   rK   r   r   r   rM     r   z5test_series_grouper_noncontig_index.<locals>.<lambda>)	r
   r   r5   rk   rl   r   r  r1   rs   )r)   r   r   r{   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 rU   )r   strre   rK   r   r   r   convert_fast  r   z>test_convert_objects_leave_decimal_alone.<locals>.convert_fastc                 S   s$   t | jjdks
J tt|  S r   )ro   r   baser   r  re   rK   r   r   r   convert_force_pure  s   zDtest_convert_objects_leave_decimal_alone.<locals>.convert_force_purer   )r   r3   r5   r   r1   rs   rB   object_rQ  r0   r   )r  r   r  r  r{   r   r   r   r   (test_convert_objects_leave_decimal_alone  s   


r   c                  C   st   t g tjdddd} | d jtjksJ | d }tg dtjd}t dtg |ddi}t	j
||d	d
 d S )Nr   rC   r   )rL   r3   rL   rd   rB   r3   rI   T)	by_blocks)r   r5   r6   rB   rE   r1   r   r
   r   r7   r8   )r<   r   	exp_indexr   r   r   r   "test_groupby_dtype_inference_empty  s   r$  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 )	NrS   l    4;PU  )r   r  r   r   r  r   r\  rj  )r   r1   r  r   r   from_productr7   rt   rn  r   r   r   $test_groupby_unit64_float_conversion  s   r&  c                 C   s   |  t| d jdd}|  | d jdd}tj||dd tjtdd |  t| d d d  W d    n1 s?w   Y  td	d
gddgt	j
ddd} |  ddg }|  | d | d g dg }d S )Nr   Tr4  Fr   z^'foo'$rQ   r'   r   rS   rH   r   r"   )r   r   valr   r   r'  )r1   r2   re   r7   r8   rw   rx   KeyErrorr   r5   rk   rl   r   rn  r   r   r   "test_groupby_list_infer_array_like  s   $r)  c                  C   st   d} t tdd| d}tddgddggd	d
g|d}|td| dd	g }||jd	gt	}t
|| d S )Nr  z2015-09-29T11:34:44-0700r"   )startr    r   r   r`   r      metricr   r   r   )r   r   )r   r   r   r1   r	   re   r  r)   r   r   r7   r8   )r   r)   r<   r   r   r   r   r   $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'$r"   )rS   r   r   ri  rQ   Z)r"   r   )
r   r5   rk   rl   r   r2   rw   rx   r(  r1   )r~   df1r  r   r   r   test_groupby_one_row  s   "r0  c                  C   s  t tjddtjtdtjtdtjtdtjtdgtjdtjdtjdtjdgd} | d}td	d
gtddgg}t	|j
 }t|dksOJ t||D ]\}}t|j
| | qTt|jjd j|  |jdkstJ tdtjd	d
gtjdtdtjddgtjdi}|jD ]}t|j| ||  qt|td| jd	d
g  t|td| jddg  tjtdd |tj W d    n1 sw   Y  t tjtjtjgtjtjtjgd}|d j dksJ |d j dksJ dD ]\}||}|j
i ksJ |jdksJ |ji ks#J tjtdd |tj W d    n	1 s<w   Y  tjtdd |tj W d    n	1 sZw   Y  qd S )Nr"   r   z
2013-01-01z
2013-02-01r   r   )r   dtr  r1  rS   rY   rH   r!   r   z2013-01-01 00:00:00r   z2013-02-01 00:00:00z^NaT$rQ   )r   natr   rE   r2  zdatetime64[ns]z^nan$)!r   r5   rk   rl   r   r   r   r1   r
   sortedr#  rO  ro   r  r7   r  r8   _grouperr   rr  ngroupsr   intpr$  assert_numpy_array_equalrm  r0   rw   rx   r(  r+   r/   rB   )r<   r{   r   rO  r|   r   nan_dfr   r   r   r   test_groupby_nat_exclude  sd   


   
r9  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 )NrS   r"   r  r   r   )r   r5   r   r1   r$  r<   r   r   r   r   #test_groupby_two_group_keys_all_nan9  s   $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   zerosrS   r   l1l2labelTr4          r   )r   r3   r1   re   r5   r   r7   r  r   r
   r7  r   )r  tmp
res_valuesr   r   r   test_groupby_2d_malformed@  s   rE  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   rM  r   )r   r&   r   r   )
r5   concatenater6   r   rk   rl   r   r1   rW   ro   )r   r   r<   rv  r  r   r   r   test_int32_overflowL  s   "

rG  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  )rH   r"   rS   rc   r"   rH   r   r   r   r  c                 S      g | ]}t |qS r   tupler   rowr   r   r   r   h  r   z+test_groupby_sort_multi.<locals>.<listcomp>r  Tr  )rS   r"   r   c                 S   rJ  r   rK  rM  r   r   r   r   m  r   )r   r   r   c                 S   rJ  r   rK  r   r   r   r   r   r  r   )r   r   r   )r"   rS   r   r   rS   r"   r   rS   r"   )r   r   r   rS   rS   rS   r9  )r   r   r  r   r   r  c                 S   r  rU   rV   rK   r   r   r   rM     rN   z)test_groupby_sort_multi.<locals>.<lambda>c           	      S   sV   dd | | j D }t|}|| || }| D ]\}}|| |ks(J qd S )Nc                 S   rJ  r   rK  rM  r   r   r   r     r   zCtest_groupby_sort_multi.<locals>._check_groupby.<locals>.<listcomp>)r   comasarray_tuplesafer1   r%  )	r<   r   rO  fieldr   tupsr   r|   r}   r   r   r   _check_groupby  s   
z/test_groupby_sort_multi.<locals>._check_groupby)r   r5   rk   rl   r   r   rP  rQ  r1   rW   r7   r7  r)   )r<   rS  r   r{   rT  r   r   r   test_groupby_sort_multi^  s:   	


rU  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   rH  r"   )r   rd   r   rQ   r   FrO   c                 S      | S rU   r   rK   r   r   r   rM         z/test_dont_clobber_name_column.<locals>.<lambda>)r   r7   rp   r   r1   ru   r8   )r<   r~   r   r   r   r   test_dont_clobber_name_column  s   rX  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   rU   r   rK   r   r   r   rM     r   z&test_skip_group_keys.<locals>.<lambda>FrO   c                 S   s   | j ddd d S )Nr   ru  rH   sort_valuesrK   r   r   r   rM     r   c                 S   s$   g | ]\}}|j d ddd qS )r   rY  NrH   rZ  r   r   r   r   r   r   r     s   $ z(test_skip_group_keys.<locals>.<listcomp>r   c                 S   r   rU   r   rK   r   r   r   rM     r   c                 S   s   |   d d S rJ   rZ  rK   r   r   r   rM     r   c                 S   s    g | ]\}}|  d d qS rJ   rZ  r\  r   r   r   r     s     )r   r5   rk   rl   r   r
   r2   r   r   r1   ru   r+   rP  r7   r8   rt   )tsfr{   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   rW   )r.   rd   r1   rs   )float_framer  r   r   r   r   test_no_nonsense_name  s   ra  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 )
NrG   rH   r   test)g?r  g?flrW   r  )rc  r"   )r   r5   r6   reshaper1   rs   rB   rE   )rL   r{   r   r   r   r   test_multifunc_sum_bug  s   
re  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  rg  r   r   r   r   r     r   z(test_handle_dict_return_value.<locals>.fc                 S   s   t |  |  dS rf  )r   r  r  r   r   r   r   r     s   z(test_handle_dict_return_value.<locals>.gr   r&   )r1   ru   rQ  r   r7   rt   )r<   r   r   r   r   r   r   r   test_handle_dict_return_value  s   rh  grouperr   r   c                    s   dd }fdd  fdd}| j dd}d	}tjt|d
 || W d    n1 s1w   Y  |  |  d || |d | |d   |d  |g |d | d S )Nc                 S   s   | j d usJ | S rU   rj  r   r   r   r   r     s   ztest_set_group_name.<locals>.fc                    sh   | j d usJ r0 dkr0t| jr0tjtdd |   W d    d S 1 s)w   Y  d S |  S )Nr   zdoes not supportrQ   )rd   r   rB   rw   rx   rY  rW   r   )ri  r  r   r   freduce  s   
"z$test_set_group_name.<locals>.freducec                    s    | S rU   r   rK   )rj  r   r   freducex  s   z%test_set_group_name.<locals>.freducexFrO   r   rQ   r6  r&   )r1   r7   rp   r   ru   rr   rv   )r<   ri  r  r   rk  r{   r~   r   )rj  ri  r  r   test_set_group_name  s   

rl  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   rS   rS   r"   r"   r9  r   c                    s     | j |  S rU   )r]  rd   r.   r   r\  r   r   r     s   z6test_group_name_available_in_inference_pass.<locals>.fr   rQ   r   F)r  rP   rc   )r   r5   r6   r7   rp   r   r1   ru   )r<   r   r~   expected_namesr   r\  r   +test_group_name_available_in_inference_pass  s   rn  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)r1   r   rW   r)   rd   r  r:  r   r   r   test_no_dummy_key_names  s   ro  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 )NrS   r"   )r   r   r   r   rS   rS   )rS   rS   r   r   r   r   r   r   r  )r   rS   r"   rH   r   r!   r(   r  )rS   r   r   r   r"   r   Fr   r  T)r   r   r1   r   r7   rt   
sort_index)r)   mseriesmseries_resultr   r   r   r   #test_groupby_sort_multiindex_series  s   "ru  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 )NrL  )hourrK   r   r   r   rM   ,  r  zYtest_groupby_reindex_inside_function.<locals>.agg_before.<locals>._func.<locals>.<lambda>r   )r   r)   r  dropnaro   )rz   r  fixfuncr   r   _func+  s   zGtest_groupby_reindex_inside_function.<locals>.agg_before.<locals>._funcr   )r~  r}  r  r   r|  r   
agg_before&  s   z8test_groupby_reindex_inside_function.<locals>.agg_beforec                 S   s   t | j| j| jS rU   )r   r   r   r   rK   r   r   r   rM   5  rh   z6test_groupby_reindex_inside_function.<locals>.<lambda>rx  T)F)	r   r   r5   r6   r1   rs   r  r7   r8   )r    indr<   r  r{   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   )rS   rS   rS   r!   )group1group2r   r  r  Trq  rW   ))r   r   )r   r  r   r   r\  r"   rS   r!   r   r  )r   r  r1   rs   r   r^  r7   r8   )r<   r   r   r+  rg  r   r   r   $test_groupby_multiindex_missing_pair<  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\  rS   rH   r   ri  rI  )rS   r  r  rH   )rS   r  r  r   )r   rz   r   r  )r)   r   r   )r   r   r   r   rS   rS   r"   r"   rS   r"   rH   r   rL   r  zrL   r  r   rS   )FTF)r   r  rP   )r   r^  r   r   _is_lexsortedpivot_tabler  r1   re   r7   rp   r   r8   r  r)   ru   drop_duplicatesrr  )lexsorted_milexsorted_dfnot_lexsorted_dfr   r   r<   r   r  r   r   r   %test_groupby_multiindex_not_lexsortedQ  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"   rS   rS   r(   ababbc                 S      t | dkS rj   ro   rK   r   r   r   rM     rX   z4test_index_label_overlaps_location.<locals>.<lambda>r  r   c                 S   r  rj   r  rK   r   r   r   rM     rX   c                 S   r  rj   r  rK   r   r   r   rM     rX   c                 S   r  rj   r  rK   r   r   r   rM     rX   )r   r2   r1   filterr0   r7   r8   r&  rt   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 )	Nr9  r"   r         @r  r   r   re   )r5   r6   r   r1   rv   r7   r8   )nrL   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)rH   rS   r   rS   r   rH   rH   rH   )r  r   r  r   r   r   r   r   )r   rY   r   r!   r"   rG   rS   rS   )gffffff@g333333@g@g333333g@皙?r  r!   )r  r  r   r   wordword24247)r  r  r  r  r  rY  c                    s   t | | j d d S )NrY  )r7   r8   r[  rK   r  r   r   	test_sort  s   z.test_groupby_preserves_sort.<locals>.test_sortr   rQ   )r   r[  r1   r7   rp   r   ru   )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 )Nra   MEr   )	eventDatethenamer  r   r   z	'badname'rQ   badnamer  )r)   r   r   aggfunc)r   r   r   todaytolistr3   r  r)   r   r   rw   rx   r(  r  r  r   r   r   r   !test_pivot_table_values_key_error  s   "r  r   r&   rO  r   rB  r   rS   z
US/Easternr$   
2016-01-01rH   r   r   Int64r   Float64boolean)boolintr   r  r  dt64dt64tzperiodr  r  r  )idsmethod)r  rs   ru   )r   idxminr  r  rW   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 trÈjsÈdv rÈ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 r)|s|s|r)|rd}n|rd}nd}dkrd|d g}tjt|d |
  W d    n1 sw   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rI||}td"krVd |j_t|| d S )#N)rW   r  r  r   )r  rW   rC   r*   ABCri  rB   F)rP   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   rS   r\  rj  r  r   )r   rB   ro   r   r%  r
   r   )levr+  r   r   )rO  r  r   r   r    get_categorical_invalid_expected#  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 categoriesrQ   Tr4  )r  rW   r  z datetime64 type does not supportzPeriod type does not supportzcategory type does not supportr  |z!does not support reduction 'skew')r   r  rS   )rQ  r   r  r   r2   hasattrr   rB   r'  r0   r1   r+   PeriodDtypekindr   orderedrY  r  rw   rx   r7   assert_equaljoinr  r   r)   ro   rd   )r   rO  r   r  r[  using_array_managerr{  r  override_dtyper<   r  r  is_peris_dt64is_catr~   r  r   r   r   )r=   rO  r  r[  r  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   rH   r   rS   r"   r   rS   FrO   r   rQ   c                 S   rV  rU   r   rK   r   r   r   rM     rW  z<test_empty_groupby_apply_nonunique_columns.<locals>.<lambda>)r   r5   rk   rl   r   r   rC   r   r1   r7   rp   r   ru   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)rS   rS   rS   rS   )r"   r"   r"   r"   )r   r   r   r   z
('a', 'b')rQ   r  r   r   r   rS   rj  rl  )
r   rw   rx   r(  r1   rW   r   r
   r7   rt   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 )	NrS   rH   r"   r   r  z
^\(7, 8\)$rQ   )rY   r   )	r   r3   r   r%  rw   rx   r(  r1   re   r   r   r   r   test_tuple_correct_keyerror  s   $"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 )NrS   r   mycolsrj  
2018-01-01r"   r   dti)r    r   rd   r   )rS   rS   rS   rS   rS   ))r   rW   r   )r   ohlcopen)r   r  rx  )r   r  ry  )r   r  close)r  NNr\  )r   rW   r  )
r   r
   r   r   r^  r1   r	   rs   r7   r8   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  rS   r"   r   rH   dater\  )rH   r"         @r   r(   r  r  r  )
r+   r/   r   r   r^  r   r1   re   r7   rt   )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 lengthrQ   )r  r3   r   rw   rx   r  r1   )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 )NrL   r   r   r|   )r   r  thirdr\  rS   r"   r  r   r  rH   r(   )r   from_arraysr   r1   rW   r7   rt   )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\  )rS   r"   rS   r"   r  r7  r(   r  )r   r%  r   r1   r	   r#  )rc  r<   r   r   r   r   r   "test_groupby_groups_in_BaseGrouper  s   r  
group_namerL   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 )NrZ   rH   r   r   rS   r   )r`   ra   r`   ra   r  r  rL   r.  rQ   rS   r   )r   r  r   r^   r_   x1)	iterablesr     r9  )r   r5   r6   rd  r)   rd   r   r7   rp   rq   r1   rW   r   r8   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 rU   r  r1  tz_localizerK   r$   r   r   rM   O	  r  z+test_shift_bfill_ffill_tz.<locals>.<lambda>)r  r  c                    r  rU   r  rK   r$   r   r   rM   S	  r  )r   r   assignr1   r  r7   r8   )tz_naive_fixturer[  r   rz   r<   r{   r   r   r$   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 )NrS   )r   rL   r   rL   rW   rj  )r   r1   rv   r   r5   r   r7   rt   )r<   r  r   r   r   r   test_groupby_only_none_groupW	  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!   r9  r   )r   r   r   r  r(   r   r  )r"   g      @r   )r   r   r  )r   r1   re   r7   rt   )r;   r=   r   r   r   r   r   test_groupby_duplicate_indexa	  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 )NrS   r  rH   r   )col_1col_2col_3col_4rz   r   r  r  r  r  fillna)r  r   %DataFrameGroupBy.fillna is deprecatedrQ   r   )diffr  z"SeriesGroupBy.fillna is deprecated)r   r   r   r  r  rq   r7   rp   r0   r1   rv   r  )transformation_funcrequestr<   argsr   warn_msgr   r   r   r   r   test_group_on_empty_multiindexk	  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    rd   rS   rH   r   )r  )r   r&   )r   r   )r   r  r/  r.  rQ   )r   r   )r   r   r(   r   )r   r   r   r  r)   _get_axis_numberr   r7   rp   rq   r1   nuniquerd   r8   r   r   r5   rE   )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   rG   rH   r   r  )	r   r5   r6   rd  r   r1   re   r7   r8   )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], ...})rS   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!   rS   r   zdisplay.max_seq_items)r   r5   rk   rl   r   r)   r+   option_contextr1   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 )NrS   r"   c   r  X   r   r   r   r   r   )	r   r  r1   r$  r5   r   rC   ro   r'  )r<   r   r   r   r   r   r   r   6test_group_on_two_row_multiindex_returns_one_tuple_key	  s   r$  zklass, attr, valuer   r  rP   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 )	NrS   r"   rH   r  r   r   r   )r   )r   r  r1   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 )NrS   r"   rH   r*   r.  rQ   r  r   z'Cannot subset columns when using axis=1r   r   )	r   r7   rp   rq   r1   rw   rx   r  rW   )r<   r~   r   rR   r   r   r   test_subsetting_columns_axis_1
  s   "r&  r~  )rW   anyr  c                 C   sH   t dgdd}tdgg|d}|dg}t||  j}t|| d S )Nr   r+  rj  rS   ri  )r
   r   r1   r  r   r7   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  rI  r  r*   )r   r   r   zfuture.infer_string)r   r   r   r   )r   r   rS   r   )r)   r   rB   )rw   importorskipr   r   r   r   r+   r  r1   r  r5   r   r7   r8   )r)  r<   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)   rd   )r   r   r   r  r"   r   rS   )r   r)   rd   r1   lastr7   rt   )r;   r   r   r   r   r   #test_groupby_series_with_tuple_name3
  s   r0  zfunc, valuesrW        @X@     X@re   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 7yACr4  a   b    7y1r7  r7  r7  rS   r"   r   r   r   r   r   r   rj  r(   )r   r  r1   r
   r7   r8   )r~  r   rz   r<   r   r   r   r   r   )test_groupby_numerical_stability_sum_mean=
  s
   r9  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 )Nr3  rS   r"   r   r8  r   r4  g07yACg17yACga7y1Cgb7y1Cr1  r2  r   T)check_exact)r   r1   rk  r7   r8   )rz   r<   r   exp_datar   r   r   r   'test_groupby_numerical_stability_cumsumI
  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!   rS   r   Fskipnar  )r5   rk   rl   r   r   r3   r   r0   r1   rk  r7   r8   )r  r<   ir=   r   r   r   r   r    test_groupby_cumsum_skipna_falseU
  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 )Nr  r!   r   r   r"   rS   r  r   FT)r5  r>  r   r   )	r   r   r+   r/   r   r1   rk  r7   r8   )r  r;   r<   r=   r   rg  r   r   r   test_groupby_cumsum_timedelta64e
  s   

,$rA  c                 C   s4   | }|j dd }| |j }t|| d S )Nr   r  )r1   re   r)   r7   rt   )(rand_series_with_duplicate_datetimeindexdupsr   r   r   r   r   !test_groupby_mean_duplicate_indexw
  s   rD  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   rI   )r   r5   r   r1   r)   rW   r
   rE   rC   r7   rt   r  r   r   r   r   r    test_groupby_all_nan_groups_drop~
  s   rF  c                 C   s   t g g dd}|jddg| d}|j|d}| r.tg g gg g gddgd}|s+dgng }ntd	}|s8g dnddg}t g ||d
}t|| d S )Nr*   r  r   r   r   r4  r\  r&   r   r   )r   r1   rW   r   r   r7   r8   )r   r5  r<   r=   r   r)   r   r   r   r   r   test_groupby_empty_multi_column
  s   rG  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
d}| jdgd}| }t|| d S )Nr  rS   Wr`   ra   MWr}   ri  r   rB   rd   r(   rY  )r   r
   r1   rW   r7   r8   r<   r   r=   r   r   r   r   *test_groupby_aggregation_non_numeric_dtype
  s   (rL  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rS   r   rS   rS   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>rS   r9  c                 S      g | ]	}t |d  dqS r`   rP  rQ  rR  r   r   r   r   
  r  r  c                 S   rN  rO  rQ  rR  r   r   r   r   
  r  rY   rG   c                 S   rS  rT  rQ  rR  r   r   r   r   
  r  r  r  r   rC   rL   rJ  r(   rY  )r   r3   r
   r1   rW   r7   r8   rK  r   r   r   0test_groupby_aggregation_multi_non_numeric_dtype
  s   rV  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 )NrM  c                 S   rN  rO  rQ  rR  r   r   r   r   
  r  zKtest_groupby_aggregation_numeric_with_non_numeric_dtype.<locals>.<listcomp>rS   r9  r  rY   rP  r   rU  r   rC   rL   rJ  r(   rY  )	r   r3   r2   r   r
   r1   rW   r7   r8   rK  r   r   r   7test_groupby_aggregation_numeric_with_non_numeric_dtype
  s   rW  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     >@rX  rY  )rB  rB  g$+H@)rX  rZ  r[  rj  r   )r   r1   r4   r
   r7   r8   )dictsr<   	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)r  z
2018-02-01z
2018-03-01categoryr   )r'   r   rS   r   rS   )
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   r2   r   r   
from_codesr1   r$  r   r5   r   rn  r   r   r   2test_datetime_categorical_multikey_groupby_indices
  s   


re  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!   BobrS   r"   rH   r   rd   r'  z@^[a-zA-Z._]*\(\) got an unexpected keyword argument 'min_period'rQ   )window
min_period)r5   r   r   r   r   rw   rx   rY  r1   rollingrW   )name_lval_ltest_dfresult_error_msgr   r   r   #test_rolling_wrong_param_min_period
  s   "
"ro  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)Thomasrp  Thomas John)i  i    )sadhappyrt  r   )NameCreditMoodrW   )rw  rv  ru  rt  rs  i	  rr  rp  rq  )rw  rv  ru  )r   r   moder1   rs   r  r7   r8   )rB   r<   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)NrS   r   rS   )r"   rH   r"   rH   rS   r   r   r\  r(   r   r  r"   )rB  r"   )r   rH   )r   r   r  r1   rW   r^  r7   rt   )r  r;   r   r   r   r   r   #test_groupby_none_in_first_mi_level(  s   r|  c                  C   sd   t g dg dg dd} | jd gd }t ddgdd	gd
tddgd dd}t|| d S )Nr  )rS   rS   r"   rH   )r   r!   r9  rY   )Nr   r   rY  r"   r!   rG      r  rS   rj  r(   )r   r1   rW   r
   r7   r8   rn  r   r   r   test_groupby_none_column_name3  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 )NrS   r"   r!   r  rL   r  r(   r   c                 S      g | ]\}}|qS r   r   r   r   r  r   r   r   r   @  r   z5test_single_element_list_grouping.<locals>.<listcomp>rS   )r"   )r   r5   r   r1   )r  r<   r{   r   r   r   r   r   !test_single_element_list_grouping;  s
   ($r  c                  C   sv   t g dg dd} | d d| d< t g dg dd}|d d|d< | jddd	}| }t|| d S )
N)r   r   r   r   )rS   r"   rH   r"   )str_colnum_colr  stringr  )r  r   r  Fr   )r   r   r1   re   r7   r8   )r<   r   r{   r   r   r   r   test_groupby_string_dtypeF  s   
r  zlevel_arg, multiindex)r   F)r  Tc                 C   s   t ddgddgddgddd	gd
}|r|ddg}d}tjt|d dd |j| dD  W d    d S 1 s;w   Y  d S )NrS   r"   rH   r   r!   r9  r  rL   r  r(   r   r   zCreating a Groupby object with a length-1 list-like level parameter will yield indexes as tuples in a future version. To keep indexes as scalars, create Groupby objects with a scalar level parameter instead.rQ   c                 S   r  r   r   r  r   r   r   r   i  r   zKtest_single_element_listlike_level_grouping_deprecation.<locals>.<listcomp>r  )r   r  r7   rp   rq   r1   )	level_argr  r<   r  r   r   r   7test_single_element_listlike_level_grouping_deprecationZ  s   $"r  )rW   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33ffrS   r   r   r   r   rj  r(   )rk  r  Tr  )r   r  r1   r
   r  r7   r8   )r~  r'  r<   r   r   r   r   r   #test_groupby_avoid_casting_to_floatl  s   r  z	func, val)rW   rH   )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 )	NrS   r"   r   r   r   r   r!  rI   )r   r+   NAr  r1   r
   r7   r8   )any_numeric_ea_dtyper~  r'  r<   r   r   r   r   r   test_groupby_sum_support_maskx  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 )NrS   r   8r   r   r   r"   r!  64rI   )r   r1   rW   r
   r7   r8   rk  r  )r'  rB   r<   r   r   r   r   r   test_groupby_overflow  s$   r  zskipna, val)TrH   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 )NrS   r"   r   r   r   r=  r   )r   r+   r  r1   rk  r7   r8   )r  r>  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  )rz   rd   r)   )r   r  r  r   )r   r
   r1   rW   r7   rt   r-   r8   )val_inr)   val_outseriesr   r   r   r   r   (test_groupby_index_name_in_index_content  s   r  r  )rS   r`       ry  rv  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 )NrS   T)rY  r  r  rY  rj  r(   )r   eqr1   rW   r
   r7   r8   )r  r<   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   )r  )r   r/  r   rp  r  rj  r(   )
r   r5   r   r3   r  r1   r  r   r7   r8   )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 operationsrQ   z.Period type does not support cumsum operationsz,Period type does not support prod operationsz/Period type does not support cumprod operationsir   )r+   period_ranger2   r3   	to_seriesr1   rw   rx   rY  rW   rk  r  r  r  r
   r  r)   r7   rt   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   rS   r"   rH   r  rS   )r   r"   rH   r   )r   r   r1   _obj_with_exclusionsr&  r7   r8   )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 |}|jdddd}| r/|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 sHw   Y  d S )Nr   r   r   cardarr   F)r   r  Tr4  ri  z(could not convert string to float: 'bar'rQ   )r   r1   r4   r7   r8   rw   rx   r  )r5  dicts_non_numericr<   r^  r   expected_dfr   r   r   'test_groupby_numeric_only_std_no_result  s   "r  c                  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   )rL   wrL   r   rS   r!   r   r  Frc  re   gDlٿr  r  )closedr  r  r  T)r  r  r\  r  r.  )r   r+   qcutr5   linspacer1   rs   r   r   r   r%  r   r   r   r7   rt   )r<   qqr   categorical_index_level_1index_level_2rc  r   r   r   r   /test_grouping_with_categorical_interval_columns$  sF   	r  bug_varc                 C   sV   t d| | | tjgi}|dd }|jdd}t | | | d gdgd}t|| d S )Nr   c                 S   rV  rU   r   rK   r   r   r   rM   Q  rW  z;test_groupby_sum_on_nan_should_return_nan.<locals>.<lambda>rS   )	min_countri  )r   r5   r   r1   rW   r7   r8   )r  r<   r^  r   r  r   r   r   )test_groupby_sum_on_nan_should_return_nanM  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   ro   r)   r1   r  r7   r8   )r<   r  rngr   g_expr   rg  r   r   r   #test_groupby_selection_with_methodsX  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  rQ   r   z%DataFrameGroupBy.dtypes is deprecatedc                 S   r  rU   rV   rK   r   r   r   rM     rN   z6test_groupby_selection_other_methods.<locals>.<lambda>r   c                 S   s   t | dkS rJ   r  rK   r   r   r   rM     rX   )r   ro   r   rd   r)   r1   r7   rp   rq   r8   r  r   ru   resamplere   r  r  )r<   r  r   r  r  r~   r   r   r   $test_groupby_selection_other_methods~  s&      r  c                 C   s   t g d| }tg dg d|d}tddd| d}t|g dg dd	}|td
dd}|  }t	|| d S )N)z2016-08-31 22:08:12.000z2016-08-31 22:09:12.200z2016-08-31 22:20:12.400)r   r   r  )quantquant2time2z2016-08-31 22:08:00r}  1min)r    r   unit)rS   rS   r   r   r   r   r   r   r   r   r   r   rS   )r  r  r  r  )r   r   )
r   as_unitr   r   r1   r	   r  r  r7   r8   )r  idx2	test_datar  expected_outputr=   r   r   r   r   test_groupby_with_Time_Grouper  s$   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
2022-01-01rH   r   janr.  r"   rS   rj  )r   r   r1   r  r)   rd   r7   rt   rE  r   r   r   1test_groupby_series_with_datetimeindex_month_name  s
   r  test_serieszkwarg, value, name, warn)ru  r   rS   Nru  r  )r   r   rS   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 tuplerQ   rH   r   rS   r.  r   )r   r
   r1   r7   rp   rm  r   r  )
r  kwargr   rd   r   rr  r=   r~   r   r   r   r   r   $test_depr_get_group_len_1_list_likes  s      r  c                  C   sJ   t ttjgdgd} | jddgddd }tdg}t|| d S )NrS   r   r   r   F)r{  r  r   )	r   r   r5   r   r1   r  r   r7   rt   rn  r   r   r   test_groupby_ngroup_with_nan  s   
r  c                  C   s   t g dg dg dg dg dd} tjtdd | jd	g d
d}W d    n1 s/w   Y  |d	}t g dg dd}t|| d S )N)r   rH   r"   rH   )r   rS   r9  rY   )rH   r   r"   r`   )rS   r}  r9  r+  )r!   r9  i)rF  rG  col3col4col5
deprecatedrQ   rS   )rS   r"   rH   r"   rS   )r   ru  )rF  r  )r   r7   rp   rq   r1   rm  r8   r  r   r   r   test_get_group_axis_1  s$   	
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   rS   r"   rH   r   rO  r(   r   r  )rS   r"   rH   r   r"   rH   Fr   )r   r5   r   r1   r  r7   r8   rn  r   r   r   (test_groupby_ffill_with_duplicated_index  s   $r  c                 C   s   t tjtrJ ttdtdd d gtdtdtdtdgd}|jddd	}| r0|d
 }|jj}t	tdd gdd}t
|| d S )NrS   r"   rH   r   r!   )r   r   r   F)r{  r   rj  )rQ  decimalInvalidOperationrY  r   r   r1   r4  result_indexr
   r7   r  )r  r<   r=   r   r   r   r   r   test_decimal_na_sort  s   r  )r   r  r   rW  numpyr5   rw   pandas.errorsr   r   pandas.util._test_decoratorsutil_test_decoratorstdpandas.core.dtypes.commonr   pandasr+   r   r   r	   r
   r   r   r   r   r   r   r   r   pandas._testing_testingr7   pandas.core.arraysr   pandas.core.commoncorecommonrP  markfilterwarnings
pytestmarkr   rA   parametrizer   r   r   r   r   r   r   r   r   r   r  r  r-  r3  r8  rH  rI  rS  rZ  rh  ro  rs  rw  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r$  r&  r)  r-  r0  r9  r;  rE  rG  rU  rX  r_  ra  re  rh  rl  rn  ro  ru  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_nor-  r0  r9  r<  r@  rA  rD  rF  rG  rL  rV  rW  r_  re  ro  r   r{  r|  r~  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  rq   r  r  r  r  r  r   r   r   r   <module>   s   8
AH5

=(07
 
C"	


	
 	-

?-	
 	1{	
,

-)









	
&	
	
)
		