a
    d+                    @   s
  d dl m 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
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  d dl!m"Z" ej#$dZ%d	d
 Z&dd Z'ej#(dg ddd Z)dd Z*dd Z+dd Z,ej#(dddgdd Z-dd Z.dd Z/ej#(dg d d!d" Z0d#d$ Z1d%d& Z2d'd( Z3d)d* Z4d+d, Z5d-d. Z6d/d0 Z7d1d2 Z8d3d4 Z9ej#(d5d6d7 d8d7 gd9d: Z:d;d< Z;d=d> Z<d?d@ Z=dAdB Z>dCdD Z?dEdF Z@dGdH ZAdIdJ ZBdKdL ZCdMdN ZDdOdP ZEdQdR ZFdSdT ZGej#(dUdVdWgdXdY ZHej#(dUg dZej#(d[ddgd\d] ZId^d_ ZJd`da ZKdbdc ZLddde ZMdfdg ZNdhdi ZOdjdk ZPdldm ZQdndo ZRdpdq ZSdrds ZTdtdu ZUdvdw ZVdxdy ZWdzd{ ZXd|d} ZYd~d ZZdd Z[dd Z\dd Z]dd Z^dd Z_dd Z`dd Zadd Zbdd Zcdd Zddd Zedd Zfdd Zgdd Zhdd Zidd Zjdd Zkdd Zldd Zmdd Zndd Zoej#(ddddggdd Zpdd Zqdd Zrdd Zsdd Ztdd Zudd Zvdd Zwdd Zxej#(ddddddgddggej#(dddddggddǄ ZyddɄ Zze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 ddddҍej{dddd֍ej|d gdd؍ej|d gdd؍ej|dgdd؍gg dۢd܍ej#(dg dޢej#(d5g dߢdd Z}dd Z~dd Zdd Zdd Zdd Zdd Zdd Zdd Zej#(dddggdd Zej#(dddddededddgifddededededededgifdde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 Zej#(deddgdd	ejd
ddgdg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$d%d& Zd'd( Zd)d* Zej#(d+d,d-d.gfd/d0d1gfgd2d3 Zd4d5 Zd6d7 Zd8d9 Zd:d; Zd<d= Zej#(d[ddgd>d? Zd@dA ZdBdC ZdDdE ZdFdG ZdHdI ZdJdK ZdLdM ZdNdO ZdPdQ Zej#(dRdddggdSdT ZdUdV Zej#(dWd gdfdXd gdfdYgdZd[ Zej#(d#g d\d]d^ Zej#(d_d`dagdbdc Zej#(dddedfgdgdh Zej#(didjdejfgdkdl Zej#(dmg dng dog dpfg dqg drg dsfgdtdu Zej#(dvg dwdxdy Zej#$dzej#(dg d{d|d} Zd~d Zdd Zej#(d[ddgdd Zdd Zej#(dddgdd Zej#(dg ddd Zdd Zdd Zdd ZdS (      )datetime)DecimalN)PerformanceWarningSpecificationError)Categorical	DataFrameGrouperIndexInterval
MultiIndex
RangeIndexSeries	Timedelta	Timestamp
date_rangeto_datetime)BooleanArray)get_groupby_method_argsz)ignore:Mean of empty slice:RuntimeWarningc                  C   s$   t tddd} d}| |ks J d S )NAB)keylevelz<Grouper(key='A', level='B', axis=0, sort=False, dropna=True))reprr   )resultexpected r   j/var/www/html/stable-diffusion-webui/venv/lib/python3.9/site-packages/pandas/tests/groupby/test_groupby.py	test_repr$   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_framer   NaTilocgroupbylistrangestdr   nparanger   tmassert_frame_equal)	Ztdiserdfgbr   Ztd1Ztd4Zexp_serr   r   r   r   test_groupby_std_datetimelike+   s    
 r:   dtype)int64int32float64float32c                    s<  t tdd td| d}td}tjd| ||}|jdd dd}|D ]\}}t|dksZJ qZd	}t	j
t|d
 |tj}W d    n1 s0    Y  |d dksJ d	}t	j
t|d
 |tj}W d    n1 s0    Y  t	|| t	||  | }	d}t	j
t|d
 |tj}W d    n1 sZ0    Y  t	|	| |dd }|dd }
|
d dksJ t	|
| ||}d	}t	j
t|d
 |tj}	W d    n1 s0    Y  t	j|	|dd d}t	j
t|d
" |tjtjg}W d    n1 s@0    Y  d}tjt|d
$ |tjtjd W d    n1 s0    Y  dddd d}t	j
t|d
" | fdd}W d    n1 s0    Y  |d dksJ d}tjt|d
 |dd  W d    n1 s.0    Y  d S )N	      r)   r;   r"   c                 S   s   | d S NrA   r   xr   r   r   <lambda>N       z)test_basic_aggregations.<locals>.<lambda>F
group_keyszusing SeriesGroupBy.meanmatch   zusing SeriesGroupBy.sumc                 S   s   | |    S NsumrD   r   r   r   rF   c   rG   c                 S   s   | |    S rM   rN   rD   r   r   r   rF   d   rG         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 rM   )namemeanrD   Zgroup_constantsr   r   rF   ~   rG      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_equalrO   apply	transformr2   pytestraisesr   	Exception)r;   datar)   groupedkvmsgaggedr   r   transformedZvalue_groupedr   r\   r   test_basic_aggregationsF   sZ    

**,
,242ru   c           	      C   s   | j jd }| |}| }| |d }|j jtjksDJ |j jtjksVJ t	j
||dd | }tt||d< dd }|d|}|j}|j}t	|| d S )	Nr   OFrR   valuec                 S   s   | j | d   S )Nrw   )locidxmaxgroupr   r   r   	max_value   s    z/test_groupby_nonobject_dtype.<locals>.max_valuer   )r)   codesr/   rO   astyper;   r3   int8r<   r5   r6   copyr1   rc   ri   dtypesrh   )	mframeZdf_mixed_floatsr   ro   r   r   r8   r|   Zappliedr   r   r   test_groupby_nonobject_dtype   s    
r   c            	      C   s  t g dttdddtdddd} dd	 }| d
 dg }| d
|dg }t	|| dd }| d
|dg }|
 d}tj|jd< t	|| dd }| d
|dg }|
 ddi}tj|jd< t	|| dd }| d
|dg }| d
 dg }tj|jd< t	|| dd }| d
|}| d
 d 
 }tj|jd< d |_t|| d S )N)Tigerr   r   Lambr   Ponyr   rP   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   c                 S   s   | j dkrd S | jd S )Nr   r   rZ   r.   r   r   r   r   f_1   s    
z*test_inconsistent_return_type.<locals>.f_1r>   r   c                 S   s   | j dkrd S | jd S Nr   r   r   r   r   r   r   f_2   s    
z*test_inconsistent_return_type.<locals>.f_2floatr   c                 S   s   | j dkrd S | jd S r   r   r   r   r   r   f_3   s    
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&   )rZ   r.   rx   r   r   r   r   f_4   s    
z*test_inconsistent_return_type.<locals>.f_4)r   r   r3   r4   r   r/   firstri   r5   r6   r   r~   nanrx   r+   r-   rZ   rh   )	r8   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 sB0    Y  tj
||d |tjd	}W d    n1 s0    Y  tj
||d |d	}W d    n1 s0    Y  tj||dd t|| |tjdd	g}tj
||d |dd	g}W d    n1 s&0    Y  tj||dd tj
||d |j|dd
}W d    n1 st0    Y  tj
||d  |jtjd	d
}W d    n1 s0    Y  t|| tj||dd qd S )Nr   c                 S   s   t j| ||dS )Naxisr3   
percentile)rE   qr   r   r   r   f   s    z test_pass_args_kwargs.<locals>.fc                 S   s   t j| dddS )NP   r   r   r   rD   r   r   r   rF      rG   z'test_pass_args_kwargs.<locals>.<lambda>c                 S   s   | j S rM   monthrD   r   r   r   rF      rG   r   r   皙?r   )TFc                 S   s   | j S rM   r   rD   r   r   r   rF      rG   as_index*A grouping .* was excluded from the resultrJ   FZcheck_namesg?)Nr   )r/   rg   r3   r   ri   rj   quantiler5   rh   re   rd   r   r6   )tstsframer   gZ
ts_groupedZ
agg_resultZapply_resultZtrans_resultZagg_expectedZtrans_expectedr   
df_groupedwarnrr   r   Zexpected_seqr   r   r   test_pass_args_kwargs   sN    



2.*..0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 sb0    Y  | | jj	d
k 
d| | jj	dk 
dd}t|j}|sttd|_t|| d S )N)r   r   r   r&   c                 S   s   | j S rM   r   rD   r   r   r   rF     rG   z9test_pass_args_kwargs_duplicate_columns.<locals>.<lambda>r   r   rJ   r   r   r   rL   r   r"   rL   r"   )columnsr/   re   r5   rd   rg   r3   r   r)   r   r   r   Tr	   r1   r6   )r   r   r9   r   rr   resZex_datar   r   r   r   'test_pass_args_kwargs_duplicate_columns  s    
0
r   c                  C   s   t  } | dd dd dd g}t|t| ks8J | dd dd g}tdd | jD }t||ksrJ ttjgd	 g d
d} t| ddksJ t| dd	ksJ t| ddgd	ksJ d S )Nc                 S   s   | j S rM   yearrD   r   r   r   rF   -  rG   ztest_len.<locals>.<lambda>c                 S   s   | j S rM   r   rD   r   r   r   rF   -  rG   c                 S   s   | j S rM   dayrD   r   r   r   rF   -  rG   c                 S   s   | j S rM   r   rD   r   r   r   rF   0  rG   c                 S   s   | j S rM   r   rD   r   r   r   rF   0  rG   c                 S   s   h | ]}|j |jfqS r   )r   r   .0rE   r   r   r   	<setcomp>1  rG   ztest_len.<locals>.<setcomp>rA   rL   r"   rA   abr   r   r   )r5   makeTimeDataFramer/   rc   r)   r   r3   r   )r8   ro   r   r   r   r   test_len+  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>=  rG   z)test_basic_regression.<locals>.<listcomp>rL   rV   r"   iL  g      $@)r   r0   r1   r3   r_   r`   r/   r[   )r   rn   	groupingsro   r   r   r   test_basic_regression;  s
     
r   )r>   r?   r<   r=   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 )NrV   r   foobarr(      r"   F)Zcheck_dtypec                 S   s   t t| S rM   )r   rc   rD   r   r   r   r   [  s    ztest_with_na_groups.<locals>.f      @       @)r	   r3   r4   r   onesr   r/   rg   rc   r5   rh   )r;   r)   valueslabelsro   rs   r   r   r   r   r   test_with_na_groupsF  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| }|d| }t|| d}tjt|d  |d| W d    n1 s0    Y  tjt|d  |d| W d    n1 s0    Y  tjt|d  |d| W d    n1 s:0    Y  tjt|dP tj	t
|d  |d| W d    n1 s0    Y  W d    n1 s0    Y  d S )Nc                 S   sb   | | j d dk d }|jrLtg gd g gd ddgd}tdg|d}|S |ddg}|S d S )Nr"   rL   r   clevelsr}   namesr   r   r)   )r   emptyr   r   	set_indexrE   y
multiindexr   r   r   r   f1g  s    z,test_indices_concatenation_order.<locals>.f1c                 S   s8   | | j d dk d }|jr"t S |ddg}|S d S )Nr"   rL   r   r   )r   r   r   r   )rE   r   r   r   r   f2q  s
    z,test_indices_concatenation_order.<locals>.f2c                 S   sV   | | j d dk d }|jrNtg gd g gd ddgd}tddg|d}|S |S d S )	Nr"   rL   r   r   r   r   r   r   )r   r   r   r   r   r   r   r   f3y  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   z@Cannot concat indices that do not have the same number of levelsrJ   )r   r1   r/   ri   r5   r6   rk   rl   AssertionErrorrd   re   )	r   r   r   r8   df2depr_msgresult1result2rr   r   r   r    test_indices_concatenation_orderd  s&    
..0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    n1 s0    Y  d S )
Nc                 S   s   |   S rM   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     rG   c                 S   s   i | ]\}}||  qS r   )describe)r   rZ   Zgpr   r   r   
<dictcomp>  rG   z%test_attr_wrapper.<locals>.<dictcomp>c                 S   s   | j S rM   r   rD   r   r   r   rF     rG   z-'SeriesGroupBy' object has no attribute 'foo'rJ   r   )r/   r2   rg   r5   rh   r   r   r   r6   r;   rk   rl   AttributeErrorgetattr)r   ro   r   r   rr   r   r   r   test_attr_wrapper  s    
r   c                 C   sn  |  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sJ t|jdksJ |	dd }|D ]2\}}|
 }|jD ]}	tj||	|d	d
 qq|D ]"\}
}|jd  |
ksJ q|j}|j}| D ],\}}| j|| }||k s<J q<d S )Nc                 S   s   |   S rM   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     rG   z&test_frame_groupby.<locals>.<listcomp>r   Fr   rX   c                 S   s   |   S rM   r   rD   r   r   r   rF     rG   c                 S   s   | |    S rM   r[   rD   r   r   r   rF     rG   c                 S   s   |   S rM   r   rD   r   r   r   rF     rG   r   )r/   rf   rc   r   r   r)   r5   r6   headrj   r[   rh   xsr   groupsindicesitemstakeall)r   ro   
aggregatedZtscopyZstraggedrt   rZ   r{   r[   idxr   r   r   rp   rq   Z	samethingr   r   r   test_frame_groupby  s0    

r   c           	      C   s  ddddd}d}t jt|d | j|dd}W d    n1 sD0    Y  |d}t|t| kslJ t|jdks~J d	d
 }d}t jt|d  | jj|dd}W d    n1 s0    Y  t |	|j|	| |D ]\}}t|jdksJ qd S )Nr   rL   r   r   r&   D+DataFrame.groupby with axis=1 is deprecatedrJ   r   r[   r"   c                 S   s   | |    S rM   r   rD   r   r   r   rF     rG   z,test_frame_groupby_columns.<locals>.<lambda>5The 'axis' keyword in DataFrame.groupby is deprecated)
r5   rd   re   r/   rf   rc   r   r   r6   rj   )	r   mappingrr   ro   r   tfZgroupedTrp   rq   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sLJ |ddg d}|jjdksnJ |dd	d
}|jjdksJ |d  }|jjdksJ |d d}|jjdksJ |d dd	g}|jjdksJ d}tjt|d$ |d dd	d W d    n1 s(0    Y  d S )Nr   Tnumeric_onlyFr   r&   r   r[   r2   r&   r   rS   rJ   r   r   )r/   r[   r)   rZ   rg   rk   rl   r   )r8   ro   r   rr   r   r   r   test_frame_set_name_single  s$    
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)rT   rU   threeZfourZfivesixr(   r  r  rO   )r/   getr[   r5   r6   rx   r   r3   r_   r`   standard_normalarrayrg   )r8   Zcol1Zcol2ro   rs   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/   rg   r   r5   r6   )r8   ro   rs   r   r   r   r   !test_multi_key_multiple_functions,  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sJ t	|j
tsJ t|| d S )Nr   r   r   r   r   r   r   r   r   r   r   rT   rT   rT   rU   rT   rT   rT   rU   rU   rU   rT   r"      )r   r   r   EFr   r   r[   r2   r   r  r  )r   r  r  rL   )keysr   )r   r3   r_   r`   r  r/   rg   r+   concat
isinstancer)   r   r5   r6   )rn   ro   funcsrs   r   r   r   r   "test_frame_multi_key_function_list4  s&    "
&r  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    n1 s0    Y  d S )Nr  r  )dullr  shinyr  r  r  r  r  r  r  r  r"   r  )r   r   r&   r   r  r  r   r   r[   r2   -agg function failed [how->mean,dtype->object]rJ   )r   r3   r_   r`   r  r/   reescaperk   rl   	TypeErrorrg   )rn   ro   r  rr   r   r   r   2test_frame_multi_key_function_list_partial_failured  s    /
r  opc                 C   s   |   S rM   rN   rD   r   r   r   rF     rG   rF   c                 C   s   |   S rM   r   rD   r   r   r   rF     rG   c              	   C   s"  | }| ddg}||}g }g }| dD ]J\}}| dD ]6\}	}
|||	f |||
jd d ddgf  q>q,tj|ddgd}tj|ddj}||_dD ]8}||| }|| }|| }t	
|| t	
|| q|d  |d |d g }| ddg d }t	
|| d S )	Nr   r   r&   r   r   rL   r   r   )r/   appendrx   r   from_tuplesr+   r  r   r)   r5   rh   r[   )r8   r   rn   ro   r   r  r   Zn1Zgp1Zn2Zgp2mir   colZ
result_colZpivotedexpr   r   r   r   test_groupby_multiple_columns  s*    $r'  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   rZ   T)r   rI   c                 S   s   |   S rM   )cumsumrD   r   r   r   rF     rG   z-test_as_index_select_column.<locals>.<lambda>)r"   r   r   ))r   r   )r   rL   r   rZ   r)   )	r   r/   	get_groupr   r5   rh   ri   r   r#  r8   r   r   r   r   r   test_as_index_select_column  s    "r.  c                  C   s   d} t g dg dd}|j|djd }tjt| d0 |djd|d}t	|| W d    n1 sv0    Y  d S )	Nzobj is deprecated)rL   rL   r"   )rA   r   r!   r   r   r   rJ   )obj)
r   r.   r/   r   r
  r5   rd   re   r,  r6   )r   r8   r   r   r   r   r   !test_obj_arg_get_group_deprecated  s    r0  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*   alphar)  r(  r   F)byr   r   r   r"   r   r   )	r   r	   r/   rO   r   r1   r   r5   r6   )r8   leftr   r   r   r   0test_groupby_as_index_select_column_sum_empty_df  s
    
r4  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 s0    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 s0    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"0    Y  tjt|dd  |  |	t}W d    n1 sd0    Y  t|| dD ]P}| j |	dd}
t|
| }| j |	jdd}
t|
| jdd}t|| q~d S )Nr   Fr   r&   r   r[   Tr   rO   r   rS   rJ   Qr   r(  z7Passing a dictionary to SeriesGroupBy.agg is deprecatedr"   r   d   )2   rA   )jimZjoeZjolier!   rV   r7  r8  r)  z:The behavior of DataFrame.sum with axis=None is deprecated)rK   Zcheck_stacklevel)r[   maxcountry   r*  r   drop)r/   rg   r[   r5   r6   rO   rk   rl   r   r   renamerd   re   r3   r_   r`   integersr   nthri   r   r   reset_index)r8   ro   r   r   r   	expected2rr   Z	expected3Zresult3r   Zgrr   Zaltattrr3  rightr   r   r   test_groupby_as_index_agg  sZ    0
2

*0rD  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r`|	d}|
 }| dkr|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!   )r6  r"   )sizer   r   r(  rF  Fr   )rk   skipr   r3   r_   r`   r>  r   r/   r=  r@  r~   r;   r5   r6   rg   )Zreduction_funcr8   r   r   r   r   r   r   test_ops_not_as_index$  s(    

rH  c                 C   s.  | j ddd}| j ddgdd}|d d}|djd d ddgf }t|tsXJ t|| |d d}|djd d g df }t|tsJ t|| |d  }| jd d ddgf }t|tsJ t|| |d  }| jd d g df }t|tsJ t|| d S )Nr   Fr   r   r&   rO   r*   )r/   rg   rx   r  r   r5   r6   rO   )r8   ro   Zgrouped2r   r   r   rA  r   r   r   !test_as_index_series_return_frameF  s$    rI  c                 C   sR   | j ddd}d}tjt|d |d d W d    n1 sD0    Y  d S )Nr   Fr   zColumn\(s\) C already selectedrJ   r&   r   )r/   rk   rl   
IndexError__getitem__)r8   ro   rr   r   r   r   (test_as_index_series_column_slice_raises_  s    rL  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   rc   r5   r6   r0   zipr   )r8   rn   ro   r   r   Zarraysr   r   r   test_groupby_as_index_cythonh  s    rO  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/   rg   rc   rx   r5   r6   r8   ro   r   r   r   r   r   #test_groupby_as_index_series_scalar  s    rQ  c              	   C   s   d}t jt|d" |jdd dd W d    n1 s:0    Y  d}d}t jt|dR tjt|d$ | jd	d dd
d W d    n1 s0    Y  W d    n1 s0    Y  d S )Nz(as_index=False only valid with DataFramerJ   c                 S   s   |   S rM   r   rD   r   r   r   rF     rG   z.test_groupby_as_index_corner.<locals>.<lambda>Fr   z$as_index=False only valid for axis=0r   c                 S   s   |   S rM   )lowerrD   r   r   r   rF     rG   rL   )r   r   )rk   rl   r  r/   
ValueErrorr5   rd   re   )r8   r   rr   r   r   r   r   test_groupby_as_index_corner  s    0rT  c                  C   s   t  } | dd dd dd g}| }t | j|j d}t jt|d2 | jjdd dd d	d gd
d}W d    n1 s0    Y  |	dd }t 
|j| j t | jj|j |	dd }t | jj|j d S )Nc                 S   s   | j S rM   r   rD   r   r   r   rF     rG   z+test_groupby_multiple_key.<locals>.<lambda>c                 S   s   | j S rM   r   rD   r   r   r   rF     rG   c                 S   s   | j S rM   r   rD   r   r   r   rF     rG   r   rJ   c                 S   s   | j S rM   r   rD   r   r   r   rF     rG   c                 S   s   | j S rM   r   rD   r   r   r   rF     rG   c                 S   s   | j S rM   r   rD   r   r   r   rF     rG   rL   r   c                 S   s   |   S rM   rN   rD   r   r   r   rF     rG   c                 S   s   |   S rM   rN   rD   r   r   r   rF     rG   )r5   r   r/   rO   Zassert_almost_equalr   rd   re   r   rg   assert_index_equalr)   r   )r8   ro   rs   r   r   r   r   test_groupby_multiple_key  s    $rV  c                 C   sP   |   } tj| d< | ddg }| ddg }tj|d< t|| d S )Nbadr   r   )r   r3   r   r/   r[   r5   r6   )r8   rs   r   r   r   r   test_groupby_multi_corner  s    

rX  c                 C   s  |  d}td}tjt|d |d W d    n1 sB0    Y  tjt|d |  W d    n1 sx0    Y  | jd d g df } t	
 | d< |  d}d}tjt|d |d W d    n1 s0    Y  tjt|d |  W d    n1 s0    Y  d	}tjt|d( | j d
d
ddddd}W d    n1 sd0    Y  d}tjt|d |dd  W d    n1 s0    Y  d S )Nr   r  rJ   r[   r   r&   r   r  z/datetime64 type does not support sum operationsrO   r   r   rL   )r   r&   r   r  r   z does not support reduction 'sum'c                 S   s   | j dddS )Nr   Fr   rN   rD   r   r   r   rF     rG   z)test_raises_on_nuisance.<locals>.<lambda>)r/   r  r  rk   rl   r  rg   r[   rx   r   nowrO   r5   rd   re   )r8   ro   rr   r   r   r   r   test_raises_on_nuisance  s(    

(&
((8r[  agg_functionr9  minc                 C   sv   |  d}t|| }| }t| j| d dkdf | |jd< t| j| d dkdf | |jd< t|| d S )Nr   r   r   )r   r   r   )r   r   )r/   r   r   rx   r5   r6   )r8   r\  ro   r   r   r   r   r   test_keep_nuisance_agg  s    
$$r^  )rO   r[   prodr2   varsemmedianr   c           
      C   s   |  d}d}||v r|s|dv r,t}d}nt}td| d}tj||d  t|||d W d    q1 sv0    Y  n^t|||d}|s|d	krg d
}ng d}t| jd d |f  d||d}	t	
||	 d S )Nr   )r`  r2   ra  r[   r_  rb  )r2   ra  z(could not convert string to float: 'one'zagg function failed [how->z,dtype->object]rJ   r   rO   r   rY  )r/   rS  r  r  r  rk   rl   r   rx   r5   r6   )
r8   r\  r   ro   Zno_drop_nuisanceklassrr   r   r   r   r   r   r   test_omit_nuisance_agg  s$    
0
rd  c                 C   sD   |  d}tjtdd |  W d    n1 s60    Y  d S )Nr   zcould not convertrJ   )r/   rk   rl   rS  skew)r8   ro   r   r   r   $test_raise_on_nuisance_python_single  s    
rf  c                 C   s   |  ddg}td}tjt|d |d W d    n1 sF0    Y  tjt|d |  W d    n1 s|0    Y  d S )Nr   r   r  rJ   r[   )r/   r  r  rk   rl   r  rg   r[   )Zthree_groupro   rr   r   r   r   &test_raise_on_nuisance_python_multiple  s    
(rg  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sJ 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   s   |   S rM   r   rD   r   r   r   rF   !  rG   z*test_empty_groups_corner.<locals>.<lambda>r   r   )r   r3   r  r_   r`   r  r/   rg   r[   r5   r6   ri   rh   r)   rZ   )r   r8   ro   r   r   rs   Zagged_Ar   r   r   test_empty_groups_corner  s"    

ri  c                  C   sN   t dg} d}tjt|d | dd  W d    n1 s@0    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   rk   rl   r  r/   )r8   rr   r   r   r   test_nonsense_func'  s    
rj  c                 C   s   | j }d|d< tg dtg dg}td}tjt|d  ||	d W d    n1 sh0    Y  |j
dd|	d}t|jtsJ dd	 }tjtd
d  ||| W d    n1 s0    Y  d S )NZpeekaboo)bazrU   r   r   rL   r  rJ   r[   r(  c                 S   s   | j dkrtd|  S )N)r   rT   Test error message)rZ   r  rO   )r7   r   r   r   aggfun9  s    
z5test_wrap_aggregated_output_multindex.<locals>.aggfunrm  )r   r3   r  r  r  rk   rl   r  r/   rg   r<  r  r   r   rf   )r   r8   r  rr   rs   rn  r   r   r   %test_wrap_aggregated_output_multindex.  s    
.ro  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sdJ d S )Nr   rh  r   rL   secondr   )r/   r:  r)   rZ   )r   r   r   r   r   test_groupby_level_applyB  s    rq  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   rk  qux)rT   rU   r  rh  c                    s   g | ]}  |qS r   r
  r   )mapper0r   r   r   V  rG   z-test_groupby_level_mapper.<locals>.<listcomp>r   r   c                    s   g | ]}  |qS r   rs  r   )mapper1r   r   r   Y  rG   rp  )r   rp  )
r@  r/   rO   r3   r  r<   r)   rZ   r5   r6   )r   Z	deleveledZresult0r   Zmapped_level0Zmapped_level1Z	expected0Z	expected1r   )rt  ru  r   test_groupby_level_mapperL  s     rv  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 s0    Y  tjt	|d | jdd	 W d    n1 s0    Y  d}tjt	|d | jg d	 W d    n1 sZ0    Y  d}tjt	|d  | jddgd	 W d    n1 s0    Y  tjt	|d  | jddgd	 W d    n1 s0    Y  d}tjt	|d | jdgd	 W d    n1 s 0    Y  d S )N)rL   r"   rA   rV   r   r!   rW   r   )rL   r"   rA   rL   r   r!   r"   r   r   r)  )r     rA   r   r!   r   rL   rP   r   rh  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/   rO   r5   rh   rk   rl   rS  )sr   r   rr   r   r   r   test_groupby_level_nonmultic  s4    *,,00rz  c                  C   sB   t tdd g dd} t d}| jdd }t|| d S )Nr         ?       @)r   r   rL   rL   rn   r)   )r{  y      @      $@r   rh  )r   r3   r4   r/   rO   r5   rh   )r   r   r   r   r   r   test_groupby_complex  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dd}| jd	dd }t|| tg dd	d
|_	| jd	dd }t|| d S )NrL         ?      ?r   r{  r   )rL   rL   rL   r   )r~  r{        ?        r   r)  r   objectr)   r   Fsort)r  r~  r{  T)
r   r3   r  r<   r	   r/   r:  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[   rb   r)   r
  r5   rh   )s1s2ro   rs   r&  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 s0    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 s:0    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   rk  rk  r   r   rr  rr  )rT   rU   rT   rU   rT   rU   rT   rU   ))r   cat)r   dog)r   r  )r   r  r"   )   r   r  r   rh  r   rJ   rL   )r   r   r[   c                 S   s   |   S rM   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     rG   r   r   r   )r   r   Tr   r'   )r0   rN  r   r#  r   r3   r_   r`   r  r/   r[   r5   rU  r   rd   re   r)   rg   ri   r	   Z	sortlevel)	Ztuplesr)   r   r8   r   r   r9   Zsorted_columns_r   r   r   test_groupby_with_hier_columns  sD    
,.r  c                 C   s@   |  | d j}| }|  | d d  }t|| d S )Nr   )r/   r   rO   r=  r5   r6   rP  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)   r)  )foo1r  Zfoo2r  Zfoo3)bar1bar2r  r  r  )baz1r  r  baz2r  )spam2Zspam3r  spam1r  )rW   rX   (   r7  <   )r   r   rk  spamrn   r(   )r   r   rk  r  r[   )r	   r   r/   rg   r[   r5   r6   )r)   rn   ro   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 sLJ |  | d | d g }| j | d | d gdd }|jjdksJ d|v sJ d|v sJ d S )Nr   Tr   Fr   r   r   r   )r/   r[   r)   rZ   r   )r8   r   r   r   r   r   test_groupby_series_with_name  s    r  c                 C   sR   |  dd }| jdks J | jdks2J dd }||jdksNJ d S )Nr   r&   c                 S   s   t | d S r^   )r3   rO   rD   r   r   r   rF     rG   z.test_seriesgroupby_name_attr.<locals>.<lambda>)r/   r:  rZ   r[   rg   )r8   r   Z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 )N)r   r   r   r   r   r   r   r   )rT   rT   rU   rU   rU   rU   rT   rU   r"   r  r   r   r   )r   r3   r_   r`   r  r4   r/   r   r:  r   r5   rh   r  r   r   r   test_consistency_name  s    	r  c                 C   sx   ddd}dd }|  d|}|jjd u s2J |  d|d}|jjdksTJ |  d|}|jjd u stJ d S )Nc                 S   s   t dddd|dS )NrL   r"   rA   r:  r[   Z	omissionsr)  )r   )r8   rZ   r   r   r   	summarize$  s    z0test_groupby_name_propagation.<locals>.summarizec                 S   s   t dddd| jd d dS )NrL   r"   rA   r  r   r   r)  )r   r.   r8   r   r   r   summarize_random_name'  s    z<test_groupby_name_propagation.<locals>.summarize_random_namer   metrics)N)r/   ri   r   rZ   )r8   r  r  r  r   r   r   test_groupby_name_propagation"  s    
r  c                  C   sJ   t dd tdD } | d}| }| | d  }t|| d S )Nc                 S   s   g | ]}t d qS )rV   )r3   r4   r   r   r   r   r   6  rG   z2test_groupby_nonstring_columns.<locals>.<listcomp>rV   r   )r   r1   r/   r[   r5   r6   rP  r   r   r   test_groupby_nonstring_columns5  s
    
r  c                  C   sp   t g dgg dd} t ddggddgtdgdd	d
}| d }t|| | d }t|| d S )NrY   )r   r   r   r(  rL   r"   r   r   r   r)  r   )r   r	   r/   r   r5   r6   rO   r  r   r   r   test_groupby_mixed_type_columns=  s    "r  c                  C   s`   t d} | t j t| d d df }t tdd}||tj	}|
  s\J d S )N)r6  r6  r   rV   )r3   r   fillr   r   Ztiler1   r/   rg   rb  Zisnar   )arrr/  Zindsr   r   r   r   (test_cython_grouper_series_bug_noncontigI  s    
r  c                  C   sh   t dgd } ttjdd| d d d d}tjdddd}||}dd	 }|| d S )
NZ
aaaaaaaaaar6  r"   r7  r(   r   r!   c                 S   s   t ttt| jS rM   )rc   setmapidr)   rD   r   r   r   rF   ]  rG   z5test_series_grouper_noncontig_index.<locals>.<lambda>)	r	   r   r3   r_   r`   r  r>  r/   rg   )r)   r   r   ro   r   r   r   r   #test_series_grouper_noncontig_indexS  s    $
r  c                  C   s   t td} tjg ddd}dd }dd }| |}||}|jtjksRJ t|j	d	 t
sfJ ||}|jtjksJ t|j	d	 t
sJ d S )
Nr!   )r   r   r   r  r   rv   r   c                 S   s   t t|  S rM   )r   strr[   rD   r   r   r   convert_faste  s    z>test_convert_objects_leave_decimal_alone.<locals>.convert_fastc                 S   s$   t | jjdksJ tt|  S r   )rc   r   baser   r  r[   rD   r   r   r   convert_force_pureh  s    zDtest_convert_objects_leave_decimal_alone.<locals>.convert_force_purer   )r   r1   r3   r  r/   rg   r;   Zobject_r  r.   r   )ry  r   r  r  ro   r   r   r   r   (test_convert_objects_leave_decimal_alonea  s    


r  c                  C   st   t g tjdddd} | d jtjks,J | d }tg dtjd}t dtg |ddi}t	j
||d	d
 d S )Nr   r<   r   )rE   r1   rE   rZ   r;   r1   rB   T)Z	by_blocks)r   r3   r4   r;   r>   r/   r   r	   r   r5   r6   )r8   r   Z	exp_indexr   r   r   r   "test_groupby_dtype_inference_emptyx  s    r  c                  C   sb   t dgdgdgd} | ddgd  }tdgtjdgdggddgddd}t|| d S )	NrL   l    4;PU  )r   rp  rw   r   rp  rw   r!  r)  )r   r/   r9  r   r   from_productr5   rh   r-  r   r   r   $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~0    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'$rJ   r'   r   rL   rA   r   r"   )r   r   valr   r   r  )r/   r0   r[   r5   r6   rk   rl   KeyErrorr   r3   r_   r`   r  r-  r   r   r   "test_groupby_list_infer_array_like  s    8r  c                  C   st   d} t tdd| d}tddgddggd	d
g|d}|td| dd	g }||jd	gt	}t
|| d S )Nry  z2015-09-29T11:34:44-0700r"   )startr    freqr   rV   r      Zmetricr   r   r   )r   r  )r   r   r   r/   r   r[   r   r)   r~   r   r5   r6   )r  r)   r8   r   r   r   r   r   $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 sP0    Y  t tjddtdd}tjt| d |	d W d    n1 s0    Y  d S )	Nz^'Z'$r"   )rL   r   ABCDr(  rJ   Z)r"   r   )
r   r3   r_   r`   r  r0   rk   rl   r  r/   )rr   Zdf1r   r   r   r   test_groupby_one_row  s    (r  c                  C   s  t tjddtjtdtjtdtjtdtjtdgtjdtjdtjdtjdgd} | d}td	d
gtddgg}t	|j
 }t|dksJ t||D ]\}}t|j
| | qt|jjd j|  |jdksJ tdtjd	d
gtjdtdtjddgtjdi}|jD ]}t|j| ||  q"t|td| jd	d
g  t|td| jddg  tjtdd |tj W d    n1 s0    Y  t tjtjtjgtjtjtjgd}|d j dksJ |d j dks
J dD ]}||}|j
i ks,J |jdks<J |ji ksLJ tjtdd |tj W d    n1 s~0    Y  tjtdd |tj W d    n1 s0    Y  qd S )Nr"   r  z
2013-01-01z
2013-02-01r   r   )r   dtr  r  rL   rP   rA   r!   r   z2013-01-01 00:00:00r   z2013-02-01 00:00:00z^NaT$rJ   )r   natr   r>   r  zdatetime64[ns]z^nan$)!r   r3   r_   r`   r  r   r   r/   r	   sortedr   r  rc   rN  r5   rU  r6   grouperr   r/  Zngroupsr  Zintpr   assert_numpy_array_equalr,  r.   rk   rl   r  r+   r-   r;   )r8   ro   r   r  rp   r   Znan_dfr   r   r   r   test_groupby_nat_exclude  sZ    


  , 
,r  c                  C   sD   t tjtjgtjtjgddgd} | ddgj}|i ks@J d S )NrL   r"   r   r   r   )r   r3   r   r/   r   r8   r   r   r   r   #test_groupby_two_group_keys_all_nan  s    $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(   Zg1Zg2r{   r   zerosrL   r   l1l2labelTr           r   )r   r1   r/   r[   r3   r  r5   rU  r   r	   r  r   )r  tmpZ
res_valuesr   r   r   test_groupby_2d_malformed  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sJ d S )Nr   i  ia  r"   )r   r   r&   r   r  r   )r   r&   r   r   )
r3   Zconcatenater4   r   r_   r`   r  r/   rO   rc   )r   r   r8   r3  rC  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   rk  )rA   r"   rL   rY   r"   rA   r   r   r   r  c                 S   s   g | ]}t |qS r   tupler   rowr   r   r   r   .  rG   z+test_groupby_sort_multi.<locals>.<listcomp>r   Tr  )rL   r"   r   c                 S   s   g | ]}t |qS r   r  r  r   r   r   r   3  rG   )r   r   r   c                 S   s   g | ]}t |qS r   r  r   r   r   r   r   8  rG   )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   s   |   S rM   rN   rD   r   r   r   rF   G  rG   z)test_groupby_sort_multi.<locals>.<lambda>c           	      S   sV   dd | | j D }t|}|| || }| D ]\}}|| |ks8J q8d S )Nc                 S   s   g | ]}t |qS r   r  r  r   r   r   r   H  rG   zCtest_groupby_sort_multi.<locals>._check_groupby.<locals>.<listcomp>)r   comasarray_tuplesafer/   r   )	r8   r   r  fieldr   tupsr   rp   rq   r   r   r   _check_groupbyG  s
    
z/test_groupby_sort_multi.<locals>._check_groupby)r   r3   r_   r`   r  r   r  r  r/   rO   r5   r  r)   )r8   r  r   ro   r  r   r   r   test_groupby_sort_multi$  s:    	


r  c                  C   sB   t g dg dd d} | jddddd	 }t||  d S )
N)r   r   r   r   r   r   r  r"   )r   rZ   r   FrH   c                 S   s   | S rM   r   rD   r   r   r   rF   V  rG   z/test_dont_clobber_name_column.<locals>.<lambda>)r   r/   ri   r5   r6   r  r   r   r   test_dont_clobber_name_columnQ  s
    r  c                  C   s   t  } | jdd dd}|dd }dd |D }t|}t || | d jd	d dd}|d
d }dd |D }t|}t || d S )Nc                 S   s   | j S rM   r   rD   r   r   r   rF   ]  rG   z&test_skip_group_keys.<locals>.<lambda>FrH   c                 S   s   | j ddd d S )Nr   r2  rA   sort_valuesrD   r   r   r   rF   ^  rG   c                 S   s$   g | ]\}}|j d ddd qS )r   r  NrA   r  r   r   r{   r   r   r   r   `  rG   z(test_skip_group_keys.<locals>.<listcomp>r   c                 S   s   | j S rM   r   rD   r   r   r   rF   e  rG   c                 S   s   |   d d S rC   r  rD   r   r   r   rF   f  rG   c                 S   s    g | ]\}}|  d d qS rC   r  r  r   r   r   r   h  rG   )r5   r   r/   ri   r+   r  r6   rh   )Ztsfro   r   piecesr   r   r   r   test_skip_group_keysZ  s    

r  c                 C   s8   | d   }d |_|| d d}|jd u s4J d S )Nr&   r   rO   )r   rZ   r/   rg   )Zfloat_framery  r   r   r   r   test_no_nonsense_namen  s    r  c                  C   s\   t tddd} d| d< g d| d< | d}|ddd	}|d jtjksXJ d S )
Nr@   rA   r   test)g?      ?g?flrO   rF  )r  r"   )r   r3   r4   reshaper/   rg   r;   r>   )rE   ro   r   r   r   r   test_multifunc_sum_bugw  s    
r  c                 C   sV   dd }dd }|  dd |}|  dd |}t|tsFJ t|| d S )Nc                 S   s   |   |  dS Nr9  r]  r  rz   r   r   r   r     s    z(test_handle_dict_return_value.<locals>.fc                 S   s   t |  |  dS r  )r   r9  r]  rz   r   r   r   r     s    z(test_handle_dict_return_value.<locals>.gr   r&   )r/   ri   r  r   r5   rh   )r8   r   r   r   r   r   r   r   test_handle_dict_return_value  s    r  r  r   r   c                    s   dd }dd   fdd}| j |dd}|| |  |  d	 || |d
 | |d
   |d
  |g |d
 | d S )Nc                 S   s   | j d usJ | S rM   r)  rz   r   r   r   r     s    ztest_set_group_name.<locals>.fc                 S   s   | j d usJ |  S rM   )rZ   rO   rz   r   r   r   freduce  s    z$test_set_group_name.<locals>.freducec                    s    | S rM   r   rD   r  r   r   freducex  s    z%test_set_group_name.<locals>.freducexFrH   r   r&   )r/   ri   rf   rj   )r8   r  r   r  ro   r   r  r   test_set_group_name  s    


r  c                     sV   t g dtdd} g   fdd}| jdddd| g d	} |ksRJ d S )
N)r   r   rL   rL   r"   r"   r   r   c                    s     | j |  S rM   )r"  rZ   r   rz   r!  r   r   r     s    z6test_group_name_available_in_inference_pass.<locals>.fr   F)r  rI   rY   )r   r3   r4   r/   ri   )r8   r   Zexpected_namesr   r!  r   +test_group_name_available_in_inference_pass  s    r  c                 C   sV   |  | d j }|jjd u s$J |  | d j| d jg }|jjdksRJ d S )Nr   r   )NN)r/   r   rO   r)   rZ   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(   rl  )rL   r   r   r   r"   r   Fr   r  T)r   r   r/   r   r5   rh   
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     rG   zYtest_groupby_reindex_inside_function.<locals>.agg_before.<locals>._func.<locals>.<lambda>r   )rx   r)   r  dropnarc   )rn   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 rM   )r   r   r   r   rD   r   r   r   rF     rG   z6test_groupby_reindex_inside_function.<locals>.<lambda>r  T)F)	r   r   r3   r4   r/   rg   r9  r5   r6   )r    indr8   r  ro   Zclosure_badZclosure_goodr   r   r   $test_groupby_reindex_inside_function  s    
r  c                  C   s   t g dg dg dd} | ddg} | jddgdd}|d	}tjg d
ddgd}t dgdgdgg|dgd}t|| d S )N)r   r   r   r   )r   r   r  r   )rL   rL   rL   r!   )group1group2rw   r  r  Tr  rO   ))r   r   )r   r  r   r   r!  r"   rL   r!   rw   r  )r   r   r/   rg   r   r#  r5   r6   )r8   r   r   r   r&  r   r   r   $test_groupby_multiindex_missing_pair  s    
r	  c                  C   s  t jg dddgd} tg dg| d}|j s6J 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 s0    Y  t	|| tg dg dg ddddg}|j rJ ddddgfD ]j}dD ]^}|j||ddtj}|}t	|| | j||ddtj}| }t	|| qqd S )N))r    )b1c1)b2c2r   r   r!  rL   rA   r   r(  r  )rL   r  r  rA   )rL   r  r  r   )r   rn   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   r#  r   r   Z_is_lexsortedpivot_tabler@  r/   r[   r5   rd   r   r6   r   r)   ri   Zdrop_duplicatesr  )Zlexsorted_miZlexsorted_dfZnot_lexsorted_dfr   r   r8   r   r  r   r   r   %test_groupby_multiindex_not_lexsorted	  sL    
,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   s   t | dkS r^   rc   rD   r   r   r   rF   ?  rG   z4test_index_label_overlaps_location.<locals>.<lambda>r  r   c                 S   s   t | dkS r^   r  rD   r   r   r   rF   E  rG   c                 S   s   t | dkS r^   r  rD   r   r   r   rF   L  rG   c                 S   s   t | dkS r^   r  rD   r   r   r   rF   R  rG   )r   r0   r/   filterr.   r5   r6   r   rh   r)   r~   r   )r8   r   actualr   r7   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 )	Nr   r"   r         @r   r   r   r[   )r3   r4   r   r/   rj   r5   r6   )nrE   r8   r   r9   r   gb2r   r   r   r   "test_transform_doesnt_clobber_intsW  s    
 



r  sort_columnintsfloatsstringsgroup_column
int_groupsstring_groupsc                    sX   t g dg dg dg dg dd}|j d}||} fdd	}|| d S )
N)rA   rL   r   rL   r   rA   rA   rA   )r  r   r  r   r   r   r   r   )r  rP   r   r!   r"   r@   rL   rL   )gffffff@g333333@g@g333333g@皙?r%  r!   )r  r  r   r   wordZword2Z42Z47)r#  r$  r  r   r!  r  c                    s   t | | j d d S )Nr  )r5   r6   r  rD   r  r   r   	test_sort  s    z.test_groupby_preserves_sort.<locals>.test_sort)r   r  r/   ri   )r  r"  r8   r   r(  r   r'  r   test_groupby_preserves_sortf  s    
r)  c                  C   s   t tt ddd tddd} | djj| d< | djj	| d< t
jtd	d
& |  jddddd W d    n1 s0    Y  d S )NrW   Mr    r  r   )	eventDateZthenamer,  r   r   z	'badname'rJ   Zbadnamer:  )r)   r   r   Zaggfunc)r   r   r   todaytolistr1   r   r)   r   r   rk   rl   r  r@  r  r  r   r   r   !test_pivot_table_values_key_error  s    r/  r   r&   r  r   r  r   rL   z
US/Easternr$   
2016-01-01rA   r   r+  Int64r   Float64boolean)boolintr   r  r  Zdt64Zdt64tzZperiodr1  r2  r3  )idsmethod)rB  rg   ri   )ry   idxminr]  r9  rO   r_  re  c                    s  d }t tr>tdkr>dv r>tjjtdd}	|j|	 t t	rTdv rTd}t d t
rndv rnd	}td
tdd}
tdr|
jjk sJ |
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rjsdv rd d}tjt|d |  W d    n1 sl0    Y  t | tr|dd}| }t|| d S dv rz|s|s|rz|rd}n|rd}nd}dkrd |d!g}tjt|d |  W d    n1 s0    Y  t | ts8d S dkrFd S |dd}|
g  }|rj| }t|| d S | }|
|  }dv r||
jj}|d ur||}tdkrԈd |j_t|| d S )"NrL   )ry   r8  z0attempt to get arg(min|max) of an empty sequence)rl   rK   )rO   r_  r1  r   )r_  rO   r<   r*   ABCr(  r;   F)rI   r  observedc                     s6   dkrt  f i | S t  fi | S d S )NrB  )r   )kwargs)r9   r7  r   r   r   
get_result  s    z&test_empty_groupby.<locals>.get_resultc                     sR   t dgjd} t dkr0tj| | g d}nt|  d d}tg g |d}|S )Nr   r   rL   r!  r)  r   )r   r;   rc   r   r  r	   r   )Zlevr   r   )r  r   r   r    get_categorical_invalid_expected  s    z<test_empty_groupby.<locals>.get_categorical_invalid_expectedr*  )r]  r9  zCannot perform z with non-ordered CategoricalrJ   Tr   )r_  rO   re  z datetime64 type does not supportzPeriod type does not supportzcategory type does not supportre  |z!does not support reduction 'skew') r  r   rc   rk   markZxfailrS  nodeZ
add_markerr   r4  r   r0   hasattrr   r;   r   r.   r/   r+   ZPeriodDtypekindorderedrl   r  r5   assert_equaljoinr   r~   r)   rZ   )r   r  r   r7  r   requestZusing_array_managerr  Zoverride_dtyper?  r8   r<  r=  Zis_perZis_dt64Zis_catrr   r   r   r   )r9   r  r7  r   r   r   test_empty_groupby  s    '


&


&




rG  c                  C   sl   t tjdd} | d tj| d< g d| _| j| d dd}|	dd	 }|j
| j
k shJ d S )
Nr"   )r   r   rA   r   rL   r"   r   rL   FrH   c                 S   s   | S rM   r   rD   r   r   r   rF   9  rG   z<test_empty_groupby_apply_nonunique_columns.<locals>.<lambda>)r   r3   r_   r`   r  r~   r<   r   r/   ri   r   r   )r8   r9   r   r   r   r   *test_empty_groupby_apply_nonunique_columns3  s    
rI  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 sX0    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   r)  r+  )
r   rk   rl   r  r/   rO   r   r	   r5   rh   r-  r   r   r   test_tuple_as_grouping=  s    	0rJ  c                  C   sd   t dtdtddgddggd} tjtdd | d  W d    n1 sV0    Y  d S )	NrL   rA   r"   r   r  z
^\(7, 8\)$rJ   )rP   r  )	r   r1   r   r  rk   rl   r  r/   r[   r  r   r   r   test_tuple_correct_keyerrorP  s    $rK  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   mycolsr)  
2018-01-01r"   r   dti)r    r  rZ   r   )rL   rL   rL   rL   rL   ))r   rO   r   )r   ohlcopen)r   rO  r  )r   rO  r  )r   rO  close)rL  NNr!  )r  rO   rO  )
r   r	   r   r   r#  r/   r   rg   r5   r6   r  r   r   r   test_groupby_agg_ohlc_non_firstW  s    

rR  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(   rh  r  rT  )
r+   r-   r   r   r#  r   r/   r[   r5   rh   )r   r$  r7   r   r   r   r   r   test_groupby_multiindex_nats  s    rU  c                  C   sd   t tdtd} t| ddgd}d}tjt|d |g g W d    n1 sV0    Y  d S )NrV   Zappler   r(  z$Grouper and axis must be same lengthrJ   )rN  r1   r   rk   rl   rS  r/   )r   r8   rr   r   r   r   test_groupby_empty_list_raises  s
    rV  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   rp   )r   rp  thirdr!  rL   r"   r|  r   rW  rA   r(   )r   from_arraysr   r/   rO   r5   rh   )Zindex_arrayZindex_namesriry  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sjJ |dtddg}|ddg}|j|jksJ d S )Nr   r   r&   r   r1  betar!  )rL   r"   rL   r"   r  r   r(   rh  )r   r  r   r/   r   r   )r$  r8   r   r   r   r   r   "test_groupby_groups_in_BaseGrouper  s    r]  
group_namerE   c                 C   sD  t tdddg dg dd}d|j_d|j_d	}tjt	|d
 |j
| dd}W d    n1 sj0    Y  | }|j
|  j}t|| g dddgg}tj|ddgd}t tdddg d|d}tjt	|d
 |j
| dd}W d    n1 s0    Y  | }|j
|  j}t|| d S )NrQ   rA   r   r   rL   r   )rV   rW   rV   rW   r  r   rE   r   rJ   rL   r   )r   rk  r   rT   rU   x1)	iterablesr      r   )r   r3   r4   r  r)   rZ   r   r5   rd   re   r/   rO   r   r6   r   r  )r^  r8   r   r9   resultsr   ra  r$  r   r   r   test_groupby_axis_1  s&    , .rd  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   rg  rh  rj  rk  )r  rf  c                    s   | j j S rM   rf  r  Ztz_localizerD   r$   r   r   rF    	  rG   z+test_shift_bfill_ffill_tz.<locals>.<lambda>)rf  r  c                    s   | j j S rM   rm  rD   r$   r   r   rF   	  rG   )r   r   Zassignr/   r   r5   r6   )Ztz_naive_fixturer   r   rn   r8   ro   r   r   r$   r   test_shift_bfill_ffill_tz  s    .
rn  c                  C   sD   t d gdd} | dd d}ttjgdd}t|| d S )NrL   )r   rE   r   rE   rO   r)  )r   r/   rj   r   r3   r   r5   rh   )r8   r  r   r   r   r   test_groupby_only_none_group	  s    ro  c                  C   sL   t g dg dd} | jdd}| }t g dg dd}t|| d S )N)r"   r!   r   r  )r   r   r   r  r(   r   rh  )r"   g      @r  )r   r   r  )r   r/   r[   r5   rh   )r7   r9   r   r   r   r   r   test_groupby_duplicate_index	  s
    rp  c                 C   s<  t dtdddggg dd}|d t|d< |d t|d< |d	d
g}| dkr^d}nd}|jd d d	gj| g|R  }|d	gj| g|R  jd d }| dv r|t}t	|| |d jd d d	gj| g|R  }|d d	gj| g|R  jd d }| dv r,|t}t	|| d S )NrL   r-  rA   r   )col_1col_2col_3col_4rn   r   rs  rt  rq  rr  fillna)rl  r   r   )diffre  )
r   r   r~   r5  r   r.   r/   rj   r5   rD  )Ztransformation_funcrF  r8   argsr   r   r   r   r   test_group_on_empty_multiindex	  s,    $$
&&

ry  r   r   r)  )r   r   rz  r   r!  c                 C   sn   | dv rt d|   tddgg|d}|dg}t| |}t|| | }|jdks\J t|j	| d S )N>   ZcumcountrE  rF  zNot applicable for rL   r(  r   r   )
rk   rG  r   r/   r   r   shaper5   rU  r   )Zgroupby_funcr   r8   Zgrp_byrx  r   r   r   r   test_dup_labels_output_shape;	  s    
r|  c                 C   s  t dddd}tddgddgddgd}d	|j_||_|| }|sR|j}d
}nd}tjt	|d |j
|dd}W d    n1 s0    Y  | }tddgddgd|d}d|j_|s|j}t|| |dkr(tjt	|d" |g  j
|dd}W d    n1 s0    Y  |g  }	nVtjt	|d$ |jg  j
|dd}W d    n1 sb0    Y  |jg  tj}	| }
t|
|	 d S )Nr0  r"   r   )r    rZ   rL   rA   r   )r  )r   r&   )r   r   )r   rk  r   r   rJ   )r   r   )r   r   r(   r   )r   r   r   r   r)   Z_get_axis_numberr   r5   rd   re   r/   ZnuniquerZ   r6   rx   r~   r3   r>   )r   rN  r8   Zaxis_numberrr   r9   r   r   r  r&  r   r   r   r   test_groupby_crash_on_nuniqueP	  s4    
,
2
4r}  c                  C   s>   t tddddtd} | jdgd }t||  d S )Nr   r@   rA   r   rh  )	r   r3   r4   r  r   r/   r[   r5   r6   )r   r   r   r   r   test_groupby_list_levely	  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| P |dj	
 }||ksJJ |t|jj	
 }||ksnJ W d    n1 s0    Y  d S )Nr"   )r!   rL   r   zdisplay.max_seq_items)r   r3   r_   r`   r  r)   r+   Z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sfJ d}|| || k sJ d S )NrL   r"   c   r   X   r   r   r   r   r   )	r   r   r/   r   r3   r  r<   rc   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   r:  r  c                 C   sr   t dgdgdgd}|dkr(|d}|jdi ||i}| t u rN|dg n|d }t||t||ksnJ d S )	NrL   r"   rA   r   r   r   r   )r   )r   r   r/   r   )rc  rB  rw   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 sP0    Y  d	}tjt|d  |d
dg   W d    n1 s0    Y  d S )NrL   r"   rA   r*   r   rJ   rl  r   z'Cannot subset columns when using axis=1r   r   )	r   r5   rd   re   r/   rk   rl   rS  rO   )r8   rr   r   rK   r   r   r   test_subsetting_columns_axis_1	  s    0r  r  )rO   anyre  c                 C   sH   t dgdd}tdgg|d}|dg}t||  j}t|| d S )Nr   r   r)  rL   r(  )r	   r   r/   r   r   r5   rU  )r  r   r8   r   r   r   r   r   #test_groupby_column_index_name_lost	  s
    r  c                  C   sp   t g dg dg ddt} g d| _| g d }t g dgtdgg dtd	}t	|| d S )
N)r   r   r   r  r  r  r*   )r   r   r   )r   r   r   r   )r   r   rL   r   )r)   r   r;   )
r   r~   r  r   r/   r]  r3   r  r5   r6   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  rz  r)   rZ   )r   r   r   rh  r"   r   rL   )r   r)   rZ   r/   lastr5   rh   )r7   r   r   r   r   r   #test_groupby_series_with_tuple_name	  s    r  zfunc, valuesrO        @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   r)  r(   )r   r   r/   r	   r5   r6   )r  r   rn   r8   r   r   r   r   r   )test_groupby_numerical_stability_sum_mean	  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/   r*  r5   r6   )rn   r8   r   Zexp_datar   r   r   r   'test_groupby_numerical_stability_cumsum	  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   r_   r`   r  r   r1   r   r.   r/   r*  r5   r6   )r  r8   ir9   r   r   r   r   r    test_groupby_cumsum_skipna_false
  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 )Nr0  r!   r   r   r"   rL   r  r   FT)r   r  r   r   )	r   r   r+   r-   r   r/   r*  r5   r6   )rN  r7   r8   r9   r   r&  r   r   r   test_groupby_cumsum_timedelta64
  s    

,$r  c                 C   s4   | }|j dd }| |j }t|| d S )Nr   rh  )r/   r[   r)   r5   rh   )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)   rO   r	   r>   r<   r5   rh   ry  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}| r\tg g gg g gddgd}|sVdgng }ntd	}|spg dnddg}t g ||d
}t|| d S )Nr*   ru  r   r   r   r   r!  r&   r   r   )r   r/   rO   r   r   r5   r6   )r   r   r8   r9   r   r)   r   r   r   r   r   test_groupby_empty_multi_column4
  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
d}| jdgd}| }t|| d S )Nr*  rL   WrV   rW   ZMWrq   r(  r  r;   rZ   r(   r  )r   r	   r/   rO   r5   r6   r8   r   r9   r   r   r   r   *test_groupby_aggregation_non_numeric_dtypeD
  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   s   g | ]}t |d qS daysr   r   r  r   r   r   r   [
  rG   zDtest_groupby_aggregation_multi_non_numeric_dtype.<locals>.<listcomp>rL   r   c                 S   s   g | ]}t |d  dqS rV   r  r  r  r   r   r   r   \
  rG   r  c                 S   s   g | ]}t |d qS r  r  r  r   r   r   r   b
  rG   rP   r@   c                 S   s   g | ]}t |d  dqS r  r  r  r   r   r   r   c
  rG   r   r  r   r<   rE   r  r(   r  )r   r1   r	   r/   rO   r5   r6   r  r   r   r   0test_groupby_aggregation_multi_non_numeric_dtypeV
  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   s   g | ]}t |d qS r  r  r  r   r   r   r   r
  rG   zKtest_groupby_aggregation_numeric_with_non_numeric_dtype.<locals>.<listcomp>rL   r   r  rP   r  r  r  r   r<   rE   r  r(   r  )	r   r1   r0   r   r	   r/   rO   r5   r6   r  r   r   r   7test_groupby_aggregation_numeric_with_non_numeric_dtypem
  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  r)  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sJ d S )Nabc)rM  z
2018-02-01z
2018-03-01categoryr   )r'   r   rL   r   rL   )
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   r0   r   r   Z
from_codesr/   r   r   r3   r  r-  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    n1 s0    Y  d S )NZAlicer!   ZBobrL   r"   rA   r   rZ   r  z<__init__\(\) got an unexpected keyword argument 'min_period'rJ   )ZwindowZ
min_period)r3   r   r   r   r   rk   rl   r  r/   ZrollingrO   )Zname_lZval_lZtest_dfZresult_error_msgr   r   r   #test_rolling_wrong_param_min_period
  s    "
r  c                  C   sp   t g dg dg 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  )NameCreditMoodrO   )r  r  r  r  r  i	  r  r  r  )r  r  r  )r   r   moder/   rg   r   r5   r6   )r8   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   rh  r"   )r  r"   )r   rA   )r   r   rX  r/   rO   r#  r5   rh   )r  r7   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  )rL   rL   r"   rA   )r   r!   r   rP   )Nr   r   r  r"   r!   r@      r  rL   r)  r(   )r   r/   rO   r	   r5   r6   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snJ d S )NrL   r"   r!   r   rE   r   r(   r   c                 S   s   g | ]\}}|qS r   r   r   r   r  r   r   r   r   
  rG   z5test_single_element_list_grouping.<locals>.<listcomp>)rL   )r"   )r   r3   r   r/   )r  r8   ro   r   r   r   r   r   !test_single_element_list_grouping
  s
    ($r  c                  C   sv   t g dg dd} | d d| d< t g dg dd}|d d|d< | jddd	}| }t|| d S )
N)r   r   r   r   )rL   r"   rA   r"   )str_colZnum_colr  stringr   )r  r   r  Fr   )r   r~   r/   r[   r5   r6   )r8   r   ro   r   r   r   r   test_groupby_string_dtype
  s    
r  zlevel_arg, multiindex)r   F)r  Tc                 C   s   t ddgddgddgddd	gd
}|r6|ddg}d}tjt|d& dd |j| dD  W d    n1 st0    Y  d S )NrL   r"   rA   r   r!   r   r   rE   r   r(   r   r   zCreating a Groupby object with a length-1 list-like level parameter will yield indexes as tuples in a future version. To keep indexes as scalars, create Groupby objects with a scalar level parameter instead.rJ   c                 S   s   g | ]\}}|qS r   r   r  r   r   r   r     rG   zKtest_single_element_listlike_level_grouping_deprecation.<locals>.<listcomp>rh  )r   r   r5   rd   re   r/   )Z	level_argr   r8   r   r   r   r   7test_single_element_listlike_level_grouping_deprecation
  s    $r  )rO   r*  cumprodr_  c                 C   sj   d}t d|gd}t|d|  | }t ddgitdgddd}| d	v rZ|jd
d}t|| d S )Nl   L33ffrL   r   r   r   r   r)  r(   )r*  r  Tr;  )r   r   r/   r	   r@  r5   r6   )r  r  r8   r   r   r   r   r   #test_groupby_avoid_casting_to_float  s    r  z	func, val)rO   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   r5  )   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/   rO   r	   r5   r6   r*  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/   r*  r5   r6   )r  r  r  r8   r   r   r   r   r   test_groupby_cumsum_maskC  s    r  zval_in, index, val_out)r   r   r  r   r  )r   r   r   rk  blah)r  r   r  r  )r   r   r  r   r  g      @)r   r   r   rk  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  r)  )rn   rZ   r)   )r   rk  r  r   )r   r	   r/   rO   r5   rh   r,   r6   )Zval_inr)   Zval_outZseriesr   r   r   r   r   (test_groupby_index_name_in_index_contentO  s    r  r  )rL   rV       r6  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  r4  r4  r  r)  r(   )r   eqr/   rO   r	   r5   r6   )r  r8   r   r   r   r   r   test_sum_of_booleansn  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   r  r   r)  r(   )
r   r3   r   r1   r   r/   r   r   r5   r6   )r7  r8   r   r   r   r   r   test_groupby_method_drop_nax  s     r  c                  C   sx  t jdddd} ttdd }|  }||}tjtdd |	  W d    n1 s^0    Y  tjtdd |
  W d    n1 s0    Y  tjtd	d |  W d    n1 s0    Y  tjtd
d |  W d    n1 s0    Y  | }|dd  }ttdtjd|_t|| | }|d d }ttdtjd|_t|| d S )Nr0  r6  r   r+  rV   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/   rk   rl   r  rO   r*  r_  r  r9  r	   r3   int_r)   r5   rh   r]  )piZgrpsr7   r9   r   r   r   r   r   test_groupby_reduce_period  s0    
&&&(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   rH  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 |}|jdddd}| r\|jd	d
}t ddgdgd}t|| n:tjtdd |j| d
 W d    n1 s0    Y  d S )Nr   r   r   ZcarZdarr   F)r   r  Tr   r(  z(could not convert string to float: 'bar'rJ   )r   r/   r2   r5   r6   rk   rl   rS  )r   Zdicts_non_numericr8   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   )rE   wrE   r   rL   r!   r   r  Fr  r[   gDlٿr  rC  )closedr  r  r  T)rC  r   r!  r  r  )r   r+   Zqcutr3   Zlinspacer/   rg   r   r
   r   r  r   r  r   r5   rh   )r8   Zqqr   Zcategorical_index_level_1Zindex_level_2r$  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   s   | S rM   r   rD   r   r   r   rF     rG   z;test_groupby_sum_on_nan_should_return_nan.<locals>.<lambda>rL   )Z	min_countr(  )r   r3   r   r/   rO   r5   r6   )r  r8   r  r   r  r   r   r   )test_groupby_sum_on_nan_should_return_nan  s
    r  )r:  ZcorrZcummaxZcumminr  r   Zrankr   rw  re  r   r  r8  ry   rl  ri  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   rc   r)   r/   r   r5   r6   )r8   r7  rngr   g_expr   r&  r   r   r   #test_groupby_selection_with_methods  s    r  c                 C   s"  t dt| d}d| j_|| _| dgdg }| dg | d }t|d|d d}tj	t
|d  t|j|j W d    n1 s0    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   z%DataFrameGroupBy.dtypes is deprecatedrJ   c                 S   s   |   S rM   rN   rD   r   r   r   rF   1  rG   z6test_groupby_selection_other_methods.<locals>.<lambda>r   c                 S   s   t | dkS rC   r  rD   r   r   r   rF   7  rG   )r   rc   r   rZ   r)   r/   r5   r6   rv  rd   re   r   ri   Zresampler[   rO  r  )r8   r  r   r  rr   r   r   r   $test_groupby_selection_other_methods#  s    .   r  c                  C   sz   t dt dt dg} tg dg d| d}ttdddd	g d
g d
d}|tddd  }t|| d S )Nz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  Z1Tr+  )rL   rL   r   r   r   r   r   r   r   r   r   r   rL   )r  r  r  r  )r   r  )	r   r   r   r/   r   r:  r@  r5   r6   )Zidx2Z	test_dataZexpected_outputr8   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   r)  )r   r   r/   r:  r)   rZ   r5   rh   r  r   r   r   1test_groupby_series_with_datetimeindex_month_nameS  s
    r  )r   decimalr   r  numpyr3   rk   Zpandas.errorsr   r   Z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  Zpandas.tests.groupbyr   r?  filterwarningsZ
pytestmarkr   r:   Zparametrizeru   r   r   r   r   r   r   r   r   r   r   r   r   r  r  r  r  r'  r.  r0  r4  rD  rH  rI  rL  rO  rQ  rT  rV  rX  r[  r^  rd  rf  rg  ri  rj  ro  rq  rv  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  rG  rI  rJ  rK  rR  rU  rV  r[  r]  rd  rn  ro  rp  ry  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  r   r   r   r   <module>   sX  8
A@5

:(07
 
C"	


	
 	-

?-		
	1x
	
,

)









	
&	
	
)
