o
    թZhK                     @   sX  d dl mZm Z  d dlZd dlZd dlZd dlmZmZm	Z	m
Z
mZ d dlmZ d dlmZ dd Zdd Zd	d
 Zdd Zdd Zejjdeg dg ddg dfeg dg ddd dgfeddgidgfeg deddddgfeg dg ddg dfeedg dg d d!g d"feg dg d#gg d"d$ddgfgg d%d&d'd( Zd)d* Zd+d, Zejd-d.d/ d0d/ d1d/ d2d/ gd3d4 Zd5d6 Zd7d8 Zd9d: Z d;d< Z!d=d> Z"d?d@ Z#dAdB Z$dCdD Z%dEdF Z&dGdH Z'dIdJ Z(ejdKdLdMgdNdO Z)dPdQ Z*dRdS Z+dTdU Z,dVdW Z-dXdY Z.ejdZdLdMgd[d\ Z/d]d^ Z0d_d` Z1dadb Z2dcdd Z3dedf Z4dgdh Z5didj Z6dkdl Z7dmdn Z8dodp Z9dqdr Z:dsdt Z;ejdue < e <  e < = gdvdw Z>dxdy Z?ejdzdMdLgd{d| Z@d}d~ ZAejdeBedeCd dejDdddde	Eg dgdd ZFejddd/ d dgddggfdd/ d dhddhgfdd/ ddgfdd/ d dddddgfdd/ d d iddigd diddiggfgdd ZGdd ZHejddd/ dd/ gdd ZIdd ZJejddd/ dd/ gejdKdLdMgdd ZKdd ZLdd ZMdd ZNdd ZOdd ZPejddLdMgdd ZQejddMeg dg dgeg deRdd$gdLe
ddge	jEddgddgddggdd ZSdd ZTdd ZUdd ZVdd ZWejddLdMgdd ZXddĄ ZYejdg dg dƢgddȄ ZZejdg dg dʢgg dg dˢgg d̢g d͢ggddτ Z[ejddLgi fg ddLifgddӄ Z\ejdddgddׄ Z]ejdddd/ fddd/ fdddgdd Z^ejddLdMgdd Z_ejde`eaebgejddddggdd ZcdS )    )datedatetimeN)	DataFrameIndex
MultiIndexSeriesbdate_range)get_groupby_method_argsc                     s   t dttdd dgd } g   fdd}d}tjt|d | d	| W d    n1 s4w   Y  t dgd dgd d
t	
dddd}t d | d S )N   
   r   )indexcolumnsc                    s     |  d S N)appendgroupgroups V/var/www/html/lang_env/lib/python3.10/site-packages/pandas/tests/groupby/test_apply.pystore      zFtest_apply_func_that_appends_group_to_list_without_copy.<locals>.store7DataFrameGroupBy.apply operated on the grouping columnsmatchr   )r   r   d   r   )r   listrangereset_indextmassert_produces_warningDeprecationWarninggroupbyapplypdZ
RangeIndexassert_frame_equal)dfr   msgZexpected_valuer   r   r   7test_apply_func_that_appends_group_to_list_without_copy   s     r)   c                 C   sd   g d}t dg ditt|ddd}||jj }||jjdd }t	
|| d S )	Nz2011-05-16 00:00z2011-05-16 01:00z2011-05-16 02:00z2011-05-16 03:00z2011-05-17 02:00z2011-05-17 03:00z2011-05-17 04:00z2011-05-17 05:00z2011-05-18 02:00z2011-05-18 03:00z2011-05-18 04:00z2011-05-18 05:00value	/?ݓ?Q?j?r-   r.   r/   r0   r-   r.   r/   r0   	date_timenamer   c                 S      |   S r   idxmaxxr   r   r   <lambda>L       z'test_apply_index_date.<locals>.<lambda>)r   r   r%   to_datetimer#   r   r   r6   r$   r    r&   )using_infer_stringtsr'   expectedresultr   r   r   test_apply_index_date(   s   r@   c                 C   s   g d}t dd |D ddgd}g d|d< | rd	nt}tg d
|dd}tg d|d}d}tjt|d |jddddd }W d    n1 sNw   Y  t	|| d S )Nr*   c                 S   s   g | ]}|  qS r   )split).0rowr   r   r   
<listcomp>a       z0test_apply_index_date_object.<locals>.<listcomp>r   timer   r,   r+   zstring[pyarrow_numpy])z
2011-05-16z
2011-05-17z
2011-05-18dtyper3   )z00:0002:00rJ   r   r   r   F
group_keysc                 S   s   | d | d    S )NrF   r+   r5   r7   r   r   r   r9   x   rE   z.test_apply_index_date_object.<locals>.<lambda>)
r   objectr   r   r    r!   r"   r#   r$   assert_series_equal)r<   r=   r'   rI   Zexp_idxr>   r(   r?   r   r   r   test_apply_index_date_objectP   s   
rO   c                    s   t g dg ddddgd | rdnd}tj jd	d   jd	d  gd	d
|gd}d}tjt|d  jdd  jD d	d}W d    n1 sLw   Y  |	 fdd}t
|| d S )NarQ   brR   rQ         ?       @      @      @g      @keydatarY   rZ   rG   stringrM   r
   float64axiskeys+DataFrame.groupby with axis=1 is deprecatedr   c                 S      g | ]}t |qS r   strrB   r8   r   r   r   rD      rE   z&test_apply_trivial.<locals>.<listcomp>r^   c                    s    j dd  S Nr
   ilocr7   r'   r   r   r9          z$test_apply_trivial.<locals>.<lambda>)r   r%   concatrh   r    r!   FutureWarningr#   dtypesr$   r&   r<   rI   r>   r(   gbr?   r   ri   r   test_apply_trivial}   s   ,rp   c                    s   t g dg ddddgd | rdnd}tj  gd	d
|gd}d}tjt|d  jdd  jD d	dd}W d    n1 sCw   Y  | fdd}t	|| d S )NrP   rS   rX   rY   rZ   rG   r[   rM   r
   r\   r]   r`   r   c                 S   ra   r   rb   rd   r   r   r   rD      rE   z+test_apply_trivial_fail.<locals>.<listcomp>T)r^   rL   c                    s    S r   r   r7   ri   r   r   r9          z)test_apply_trivial_fail.<locals>.<lambda>)
r   r%   rk   r    r!   rl   r#   rm   r$   r&   rn   r   ri   r   test_apply_trivial_fail   s   rr   zdf, group_names)r
   r
   r
         )rQ   rQ   rQ   rR   crQ   rR   r
   rs   rt   r   r   r
   r
   )r   r
   r   r
   r
   rQ   )r
   r
   r
   rs   rs   r
   r
   rs      rs   r
   rs   rt   r
   rs   rt   )            ry   	   )rQ   twoZ
aaabbbcccc)
rt   r{   rt   r}   r|   rs   r
   r   r|   r{   )
r{   r   rs   rs   rs   r~   ry   r}   rs   ry   )rQ   BCrQ   rR   ru   )rs   rs   rt   rG   )ZGH2936zGH7739 & GH10519ZGH10519ZGH2656ZGH12155ZGH20084ZGH21417)Zidsc           	   	      s   g   fdd} fdd} fdd} fdd} fd	d
}|||||fD ]0} d d = d}t jt|d | jddd| W d    n1 sLw   Y   |ksWJ q'd S )Nc                    s     | j |  S r   )r   r3   copyr   namesr   r   f_copy   s   z/test_group_apply_once_per_group.<locals>.f_copyc                    s     | j | S r   r   r3   r   r   r   r   f_nocopy      z1test_group_apply_once_per_group.<locals>.f_nocopyc                    s     | j dS Nr   r   r   r   r   r   f_scalar   r   z1test_group_apply_once_per_group.<locals>.f_scalarc                    s     | j d S r   r   r   r   r   r   f_none   s   z/test_group_apply_once_per_group.<locals>.f_nonec                    s     | j tdgdgdS )Nr
   rv   )r   r3   r   r   r   r   r   f_constant_df   s   z6test_group_apply_once_per_group.<locals>.f_constant_dfr   r   rQ   FrK   )r    r!   r"   r#   r$   )	r'   Zgroup_namesr   r   r   r   r   funcr(   r   r   r   test_group_apply_once_per_group   s   '
r   c                 C   s   d}t g dg ddg dd}d}tjt|d |jdd	d
dd  W d    n1 s1w   Y  |  jd}||ksDJ d S )Nrs   )r   r   r   r   r
   r
   r
   r
   )0246810Z12Z14)group_by_columnZtest_columnr   r   r   r   FrK   c                 S   s   t dS )Nfunction_called)printri   r   r   r   r9      r:   z2test_group_apply_once_per_group2.<locals>.<lambda>r   )	r   r    r!   r"   r#   r$   Z
readouterroutcount)Zcapsysr>   r'   r(   r?   r   r   r    test_group_apply_once_per_group2   s   r   c                  C   s   t g dtdd} dd }dd }d}tjt|d	 | jd
dd|}W d    n1 s1w   Y  tjt|d	 | jd
dd|}W d    n1 sRw   Y  t|| d S )N)r   r   r
   rt   )ArR   c                 S      | S r   r   r   r   r   r   slow     z,test_apply_fast_slow_identical.<locals>.slowc                 S   r4   r   r   r   r   r   r   fast  s   z,test_apply_fast_slow_identical.<locals>.fastr   r   r   FrK   )r   r   r    r!   r"   r#   r$   r&   )r'   r   r   r(   Zfast_dfZslow_dfr   r   r   test_apply_fast_slow_identical  s   r   r   c                 C   r   r   r   r7   r   r   r   r9     rq   r9   c                 C   s   | d d  S r   r   r7   r   r   r   r9         c                 C      | j ddS )NFdeepr   r7   r   r   r   r9     r   c                 C   r   )NTr   r   r7   r   r   r   r9      r   c                 C   sr   t g dg dg dd}d}tjt|d |jddd	| }W d    n1 s,w   Y  t|| d S )
Nr
   rs   rs   rs   r
   rs   rt   r{   )r|   r}   r~   ry   )grQ   rR   r   r   r   FrK   r   r    r!   r"   r#   r$   r&   )r   r'   r(   r?   r   r   r   5test_groupby_apply_identity_maybecopy_index_identical  s   r   c                  C   s   t tjddg dd} | jdd ddj}| j}t|| t d	g d
i} | j	d | d< | 
d  j}| j
ddd j}t|| d S )Nrs   r}   oner   r   threer   r   foo1Zfoo2c                 S   r   r   r   r7   r   r   r   r9   9  rq   z-test_apply_with_mixed_dtype.<locals>.<lambda>r
   re   c1)r
   rs   r}   r}   ry   rU   c2Fas_index)r   nprandomdefault_rngstandard_normalr$   rm   r    rN   r   r#   meanr   r   )r'   r?   r>   result1result2r   r   r   test_apply_with_mixed_dtype1  s   r   c                  C   s  t g dg dtdd} | jddd}| jddd}|d	j}|d	j}tg d
}t|| t|| d}tjt	|d |
dd j}W d    n1 sVw   Y  tjt	|d |
dd j}W d    n1 suw   Y  tg d}	g d}
tj|
dd gd}t|| t||	 ttd}t dd	gd	dgddgddgd	dgg|d} d}tjt	|d | jdddd
dd j}W d    n1 sw   Y  t|| d S )N)rR   rR   rQ   ru   rQ   rR   )r
   rs   r
   r
   rt   r
   r}   )Zitem_iduser_idrF   r   Tr   Frs   )r   r
   rs   r{   r   r   c                 S   
   |  dS Nrs   headr7   r   r   r   r9   Z     
 z-test_groupby_as_index_apply.<locals>.<lambda>c                 S   r   r   r   r7   r   r   r   r9   \  r   ))r   r   )r   rs   r
   r
   rs   r{   )r
   r   r
   rs   )rs   r
   )rt   r{   r   abcder
   rt   r{   r|   r   r   )r   rL   c                 S   r   r   r   r7   r   r   r   r9   k  rq   )r   r   r#   r   r   r   r    assert_index_equalr!   r"   r$   r   from_tuplesr   )r'   Zg_asZg_not_asZres_asZ
res_not_asexpr(   Zres_as_applyZres_not_as_applyZexp_not_as_applytpZexp_as_applyindresr   r   r   test_groupby_as_index_applyE  s@   *r   c           	      C   s  |  ddg}dd }dd }dd }d	}tjt|d
 ||}W d    n1 s,w   Y  |jjdks9J d	}tjt|d
 ||}W d    n1 sRw   Y  |jjdks_J d	}tjt|d
 ||}W d    n1 sxw   Y  |jjdksJ d S )Nr   r   c                 S   s   |   }d|j_|S Nstat)describer   r3   r   r?   r   r   r   descr  s   z.test_apply_concat_preserve_names.<locals>.descc                 S   s$   |   }d|j_|d t|  }|S r   )r   r   r3   lenr   r   r   r   desc2w  s   z/test_apply_concat_preserve_names.<locals>.desc2c                 S   s0   |   }dt| d|j_|d t|  }|S )NZstat_d)r   r   r   r3   r   r   r   r   desc3~  s   z/test_apply_concat_preserve_names.<locals>.desc3r   r   )r   r   r   )r   r   N)r#   r    r!   r"   r$   r   r   )	Zthree_groupgroupedr   r   r   r(   r?   r   Zresult3r   r   r    test_apply_concat_preserve_nameso  s&   
r   c                  C   sz   dd } t ddd}ttjdd|d}|jdd	 d
d}|| }t|t	s,J t
|dr3J t|j|j d S )Nc                 S   sN   t jdd t | }W d    n1 sw   Y  t| | |   |dS )Nignore)invalid)r+   Zdemeanedlogged)r   Zerrstatelogr   r   )Zpiecer   r   r   r   f  s   z%test_apply_series_to_frame.<locals>.fz1/1/2000r   )periodsrs   r   c                 S      | j S r   monthr7   r   r   r   r9         z,test_apply_series_to_frame.<locals>.<lambda>FrK   r3   )r   r   r   r   r   r   r#   r$   
isinstancer   hasattrr    r   r   )r   Zdrr=   r   r?   r   r   r   test_apply_series_to_frame  s   
r   c                 C   s4   |  ddgd t}|jjd d dksJ d S )Nr   r   r   rs   r   r   )r#   r$   r   r   r   )r'   r?   r   r   r    test_apply_series_yield_constant  s   r   c                 C   s   d}t jt|d | ddgt}W d    n1 sw   Y  t|ts*J |jd u s1J | ddgddg t}t|tsFJ |jd u sMJ d S )Nr   r   r   r   r   D)	r    r!   r"   r#   r$   r   r   r   r3   )r'   r(   r?   r   r   r   test_apply_frame_yield_constant  s   r   c                 C   sz   |  ddg}d}tjt|d |t}W d    n1 s w   Y  | d }t|j|j t	|j
|j
 d S )Nr   r   r   r   r   )r#   r    r!   r"   r$   r   r   r   r   assert_numpy_array_equalvaluesr'   r   r(   r?   r>   r   r   r   test_apply_frame_to_series  s   r   c                 C   s   | j ddgdd}d}tjt|d |t}W d    n1 s"w   Y  | jdtj	idj
d	d}t|j|j t|j|j d S )
Nr   r   Fr   r   r   r   rG   r   )r#   r    r!   r"   r$   r   r   renamer   nandropr   r   r   r   r   r   r   r   )test_apply_frame_not_as_index_column_name  s   r   c                     s   dd }  fdd}t tjddddtjddddtjddd	 d
}tjt|d  	d
| }W d    n1 sGw   Y   	dd 
|}tj||dd |jdkseJ d S )Nc                 S   s    |  dd   jd d S )Nr   r   rs   )r#   sumsort_valuesrh   r   r   r   r   trans  s    z-test_apply_frame_concat_series.<locals>.transc                    s,   |   | jd }|  jd d S )Nr   rs   )r#   reindexr   r   r   rh   )r   r   ri   r   r   trans2  s   z.test_apply_frame_concat_series.<locals>.trans2rs   r   r|     r   r   r   r   r   r   r   F)Zcheck_names)r   r   r   r   integersr   r    r!   r"   r#   r$   rN   r3   )r   r   r(   r?   r   r   ri   r   test_apply_frame_concat_series  s   r   c                 C   s>   | j dd dd}|dd }|dd }t|| d S )Nc                 S   r   r   r   r7   r   r   r   r9     r   z&test_apply_transform.<locals>.<lambda>FrK   c                 S      | d S r   r   r7   r   r   r   r9     r:   c                 S   r   r   r   r7   r   r   r   r9     r:   )r#   r$   	transformr    rN   )r=   r   r?   r>   r   r   r   test_apply_transform  s   r   c                 C   sP   |  dd dd g}dd }||}|D ]\}}t|j| || qd S )Nc                 S   r   r   yearr7   r   r   r   r9     r   z,test_apply_multikey_corner.<locals>.<lambda>c                 S   r   r   r   r7   r   r   r   r9     r   c                 S   s   |  ddd  S )Nr   r   r   r   r   r   r     s   z%test_apply_multikey_corner.<locals>.f)r#   r$   r    r&   loc)tsframer   r   r?   rY   r   r   r   r   test_apply_multikey_corner  s   
r  rL   TFc                 C   s   t g dtdd}d}tjt|d |jd| ddd	 }W d    n1 s+w   Y  |g d
}| rHtj	g d|j
gdd gd|_
t|| d S )N)	r
   r
   r
   rs   rs   rs   rt   rt   rt   r   )rY   r+   r   r   rY   rK   c                 S   s   | j d d S r   rg   r7   r   r   r   r9     rj   z'test_apply_chunk_view.<locals>.<lambda>)r   r
   rt   r{   r}   r~   )r
   r
   rs   rs   rt   rt   r   )r   r   r    r!   r"   r#   r$   Ztaker   from_arraysr   r&   )rL   r'   r(   r?   r>   r   r   r   test_apply_chunk_view  s   r  c                  C   st   t g dg dtdddd} | ddg}d}tjt|d	 |d
d  W d    d S 1 s3w   Y  d S )N)
r
   r
   r
   r
   r
   r
   rs   rs   rs   rs   )
r   r   r   r
   r
   r
   r   r   r
   r
   r   )r3   name2r+   r3   r
  r   r   c                 S      | j dddS )Nr+   Tinplacer  r7   r   r   r   r9     rj   z4test_apply_no_name_column_conflict.<locals>.<lambda>)r   r   r#   r    r!   r"   r$   )r'   r   r(   r   r   r   "test_apply_no_name_column_conflict  s   
	"r  c                  C   s   t g dtg ddtddd} dd }d	}tjt|d
 | jddd|}W d    n1 s6w   Y  | 	 }tg dd|d< t
|| d S )NrT   rT   rT   rU   rU   rU   r   rs   rT         @r   ru   vc                 S   ,   | d }||   | |    | d< | S Nr  v2minmaxr   r  r   r   r   r   '      z#test_apply_typecast_fail.<locals>.fr   r   r   FrK           g      ?r
   r  )r   r   tilearanger    r!   r"   r#   r$   r   r&   )r'   r   r(   r?   r>   r   r   r   test_apply_typecast_fail  s   
r  c                  C   s   t g dg dg} tg dtg ddtddd| d	}d
d }d}tjt|d |j	ddd
|}W d    n1 sCw   Y  | }tg dd|d< t|| d S )N)r   r   r   r
   r
   r
   rz   r  r   rs   rT   r  r  r   c                 S   r  r  r  r  r   r   r   r   A  r  z%test_apply_multiindex_fail.<locals>.fr   r   r   FrK   r  r  )r   r  r   r   r  r  r    r!   r"   r#   r$   r   r&   )r   r'   r   r(   r?   r>   r   r   r   test_apply_multiindex_fail6  s    
	r   c                 C   s4   | j dd dddd }| d }t|| d S )Nc                 S   r   r   r   r7   r   r   r   r9   Q  r   z#test_apply_corner.<locals>.<lambda>FrK   c                 S   r   r   r   r7   r   r   r   r9   Q  r:   rs   )r#   r$   r    r&   )r  r?   r>   r   r   r   test_apply_cornerP  s   r!  c                  C   s   t g dg dg dd} dd }dd }d	}tjt|d
 | d|}W d    n1 s2w   Y  tjt|d
 | d|}W d    n1 sQw   Y  t|| d S )N)r   r      i,  )rQ   rR   ru   ru   r   )id_fieldcategoryr+   c                 S   s$   | j d dkr|  S | | jdk S Nr   r
   ru   )shaper   r$  r7   r   r   r   filt1b  s   z&test_apply_without_copy.<locals>.filt1c                 S   s    | j d dkr	| S | | jdk S r%  )r&  r$  r7   r   r   r   filt2h  s   z&test_apply_without_copy.<locals>.filt2r   r   r#  r   )rZ   r'  r(  r(   r>   r?   r   r   r   test_apply_without_copyV  s    r)  test_seriesc                 C   s   t ddgddgddggddgg dd}| r9|dd }|jdd	d
dd }| }| }t|| d S d}tjt|d |jdd	ddd }W d    n1 sYw   Y  |	d}|	d}t
|| d S )Nr8   poXY)r
   rs   rs   r   r   r   F)levelrL   c                 S   r   r   r   r7   r   r   r   r9   ~  rq   z<test_apply_with_duplicated_non_sorted_axis.<locals>.<lambda>r   r   rK   c                 S   r   r   r   r7   r   r   r   r9     rq   )r   	set_indexr#   r$   
sort_indexr    rN   r!   r"   r   r&   )r*  r'   serr?   r>   r(   r   r   r   *test_apply_with_duplicated_non_sorted_axisv  s     

r4  c                  C   sf   g d} g d}t ddgd | d|d}t| |dd	}d
d }|jdddj|}t|| d S )Nr   r
   r
   rs   rs   ZGroup1ZGroup2rs   r   r+   r   r+   r   r3   c                 S   s"   |  t| j | j d S rf   )r   r   r  r   r  r  r7   r   r   r   reindex_helper  s   "z1test_apply_reindex_values.<locals>.reindex_helperr   FrK   )r   r   r#   r+   r$   r    rN   )r   indicesr'   r>   r8  r?   r   r   r   test_apply_reindex_values  s   r:  c                  C   s   d} t jdjdd| d}t|t jd| g d| d  d}|jd	d
d}dd }d}tjt	|d |
|}W d    n1 sGw   Y  d|v sRJ d S )Nr   rs   r   r   )size)foobarZbazZquxr{   )rY   value1Zvalue2rY   FrK   c                 S   s   | d d | d< | S )Nr>  rs   value3r   r   r   r   r   r     s   z"test_apply_corner_cases.<locals>.fr   r   r?  )r   r   r   r   r   r   r#   r    r!   r"   r$   )Nlabelsr'   r   r   r(   r?   r   r   r   test_apply_corner_cases  s   rC  c                  C   s2  t ddgdgd ddgd} d}tjt|d | d	gd
d }W d    n1 s.w   Y  t| j| _d}tjt|d | d	gdd }W d    n1 sYw   Y  t	|d |d  t g dg dt
dgd d} dd }d}tjt|d | d|d }W d    n1 sw   Y  | j}| j|_t	|| dd }t g dg dg dg dd}| }t|j|_d}tjt|d |d|j}W d    n1 sw   Y  tjt|d |d|j}W d    n	1 sw   Y  t	|| d S )Nr
   rs   z
2017-03-02r<  inf)NumberDateStrr   r   rE  c                 S   
   | j d S r   rg   r7   r   r   r   r9     r   z;test_apply_numeric_coercion_when_datetime.<locals>.<lambda>c                 S   rH  r   rg   r7   r   r   r   r9     r   rG  )r         )r<  3r   z12:31:22rt   )r   r   Tc                 S   s   | j d dg S )Nr   r   rg   r@  r   r   r   get_B  s   z8test_apply_numeric_coercion_when_datetime.<locals>.get_Br   r   c                 S   s   t g dtd}dt| jv rt| | jdk jjd |d< dt| jv rCt| | jdk jjd |d< t| | jdk jjd |d< |S )	N)p1p2useTime)r   rI   step1r   rN  step2rO  rP  )r   rM   r   Staterc   Machiner   oTime)Ztoolr   r   r   r   predictions  s   z>test_apply_numeric_coercion_when_datetime.<locals>.predictions)r   r   r   r   )rQ  rR  rQ  rR  ) z2016-09-19 05:24:33rW  z2016-09-19 23:59:04)Z23Z36L36RrX  )KeyrS  rU  rT  rY  )r   r    r!   r"   r#   r$   r%   r;   rF  rN   	Timestampr   r   r   r   rU  rN  )r'   r(   r>   r?   rM  rV  df1df2r   r   r   )test_apply_numeric_coercion_when_datetime  sT   	r]  c                  C   s   t g dtdgd d} | j| j | d< d}tjt|d | dd	d
 }W d    n1 s5w   Y  t g dt	ddgd tdgd d
d}t|| d S )Nr   z2017-02-01 00:00:00rt   )clientidr   time_delta_zeror   r   r^  c                 S   s   t | j | j dS )N)clientid_ager   )r   r_  r  r   )Zddfr   r   r   r9     s    z?test_apply_aggregating_timedelta_and_datetime.<locals>.<lambda>r   r   )r^  r`  r   )r   r   Z
datetime64r   r    r!   r"   r#   r$   Ztimedelta64r1  r&   r'   r(   r?   r>   r   r   r   -test_apply_aggregating_timedelta_and_datetime  s*   
rb  c                  C   s~   ddgddgddgddgddgg} t | d	d
gtddd}|d	 }t g dg dd}|jd	dd t|| d S )Nr   r   r   rI  rJ  r   (   2   NameValuez
2020-09-01z
2020-09-05r/  r   )r   rd  Z   )re  rf  Tr  )r   r%   
date_ranger#   r   r1  r    r&   )rZ   r'   r?   r>   r   r   r    test_apply_groupby_datetimeindex  s   "ri  c                  C   s  t ddd tdD d} dd }dd	 }d
}tjt|d | jdgd|}W d    n1 s4w   Y  t ddidgd}d|j_d
}tjt|d | jdgd|}W d    n1 sdw   Y  t t	
dddddddgd}d|j_t|| t|| d S )Nr
   c                 S   s   g | ]}t  qS r   )r   now)rB   nnr   r   r   rD   ,  rE   z'test_time_field_bug.<locals>.<listcomp>r   rv   c                 S   s   t ddiS )Nru   rs   r   batchr   r   r   func_with_no_date.  s   z.test_time_field_bug.<locals>.func_with_no_datec                 S   s   t tdddddS )N  r
   rs   rR   ru   )r   r   rm  r   r   r   func_with_date1     z+test_time_field_bug.<locals>.func_with_dater   r   rQ   Zbyru   rs   r   rp  nsrq  )r   r   r    r!   r"   r#   r$   r   r3   r%   rZ  Zas_unitr&   )r'   ro  rr  r(   Zdfg_no_conversionZdfg_no_conversion_expectedZdfg_conversionZdfg_conversion_expectedr   r   r   test_time_field_bug&  s&   rv  c                     s`   t g dg dg dg dd} | ddg} | jddgdd	}d
d  | fdd d S )N)rQ   rQ   rQ   rR   rR   rR   rQ   rQ   rQ   rR   rR   rR   )ru   ru   r   r   r   eru   ru   r   r   r   rw  )g?rs   rt   r{   r|   r}   rs   r{   r}   ry   r
   rs   )gffffff@ry   r   r         ry   r~   r}   r|   r{   rt   )group1group2weightr+   rz  r{  T)r0  sortc                 S   s   t | | d}|S )Nrt   )r   arrayrepeat)r+   r|  r   r   r   r   noddyS  s   z7test_gb_apply_list_of_unequal_len_arrays.<locals>.noddyc                    s    | j | jS r   )r+   r|  r7   r  r   r   r9   ]  rj   z:test_gb_apply_list_of_unequal_len_arrays.<locals>.<lambda>)r   r1  r#   r$   )r'   Z
df_groupedr   r  r   (test_gb_apply_list_of_unequal_len_arraysF  s   
r  c                  C   sv   t g dg dd} dd }d}tjt|d | d|}W d    n1 s+w   Y  t  }t|| d S )	Nrx   )ry   r~   r{   r|   )r   Zrandom_varsc                 S   s   d S r   r   r7   r   r   r   	test_funce  r   z.test_groupby_apply_all_none.<locals>.test_funcr   r   r   r   )Ztest_dfr  r(   r?   r>   r   r   r   test_groupby_apply_all_none`  s   r  c            
      C   s@  t g dg dd} t g dg dd}dd }d}tjt|d | d	|}W d    n1 s6w   Y  tjt|d |d	|}W d    n1 sUw   Y  tjd
d
gddggd	d gd}tjddgd
dggd	d gd}t d
d
gddgd|d}t ddgd
dgd|d}	t|| t||	 d S )N)r
   r
   r
   rs   )r   r
   rs   rt   )r   varsr   c                 S   s    | j d dk r	d S | jddg S )Nr   rs   r	  )r&  rh   r7   r   r   r   r  t  s   z0test_groupby_apply_none_first.<locals>.test_funcr   r   r   r
   r   rs   r   rt   r   )	r   r    r!   r"   r#   r$   r   r  r&   )
Ztest_df1Ztest_df2r  r(   r   r   Zindex1index2Z	expected1	expected2r   r   r   test_groupby_apply_none_firsto  s    r  c                  C   s   t ddgddgd} | d}d}tjt|d |d	d
 }W d    n1 s+w   Y  tdgdtjddgdggdd gd	dd}t
|| d S )Nr   r
   Zfilledempty)r+   r   r   r   r   c                 S   s   | | j dk d S )Nr
   r+   )r+   r   r   r   r   r9         z7test_groupby_apply_return_empty_chunk.<locals>.<lambda>r+   r   )r3   r   )r   r#   r    r!   r"   r$   r   r   from_productr   rN   )r'   r   r(   r?   r>   r   r   r   %test_groupby_apply_return_empty_chunk  s   
r  c                  C   sx   t d g dg dd} | jddd}|dd	 }t g d
g dd}t|| |dd	 }t|| d S )Nza a brw   r{   r}   r|   r   r   FrK   c                 S      | |    S r   r   r7   r   r   r   r9     r   z-test_apply_with_mixed_types.<locals>.<lambda>)gUUUUUU?gUUUUUU?r
   )皙?g333333?rT   r   r   c                 S   r  r   r  r7   r   r   r   r9     r   )r   rA   r#   r   r    r&   r$   )r'   r   r?   r>   r   r   r   test_apply_with_mixed_types  s   r  c                  C   s   t dddgitddgd} d}tjt|d | ddd }W d    n1 s,w   Y  ttdgtdggtddgdd	d}t|| d S )
NrQ   r
   rs   r   r   r   c                 S   r   r   r   r@  r   r   r   r9     r   z*test_func_returns_object.<locals>.<lambda>r2   )	r   r   r    r!   r"   r#   r$   r   rN   ra  r   r   r   test_func_returns_object  s   (r  group_column_dtlikec                 C   s   t dg| gd}d}tjt|d |ddd }W d    n1 s'w   Y  |r0dnd	}t d
gtdg|dddgd}t|| d S )Nr<  rv   r   r   rQ   c                 S   s   t dgdgdS )Nspam*   r   rl  r7   r   r   r   r9         z+test_apply_datetime_issue.<locals>.<lambda>r[   rM   r  rH   r  rG   )r   r    r!   r"   r#   r$   r   r&   )r  r<   r'   r(   r?   rI   r>   r   r   r   test_apply_datetime_issue  s   
r  c               	   C   s   t tdtdtdtdtddddddddddddddd} dd }d	}tjt|d
 | d|d }W d    n1 sKw   Y  tdgtj	dgdddd}t
|| d S )Nz2015-02-24 00:00:00)r   r
   rs   rt   r{   zsome UA stringzanother UA stringZ17661101)dayZ	userAgentuserIdc                 S   s   t dd |  D S )Nc                 S   s    i | ]\}}||  jd  qS )r   )value_countsr   )rB   ru   sr   r   r   
<dictcomp>  s     zYtest_apply_series_return_dataframe_groups.<locals>.most_common_values.<locals>.<dictcomp>)r   itemsri   r   r   r   most_common_values  rs  zEtest_apply_series_return_dataframe_groups.<locals>.most_common_valuesr   r   r  r  z
2015-02-24r2   r7  )r   r%   rZ  r    r!   r"   r#   r$   r   DatetimeIndexrN   )Ztdfr  r(   r?   r>   r   r   r   )test_apply_series_return_dataframe_groups  s<   r  r$  c                 C   s   ddgd }| r"t j|g dd}t jg dg ddd}g d}ntddgdd	}d
dg}t||d|d}ttd|ttdttdd	ddg}|j
ddddd }t|| |jjddgkslJ d S )Nr
   rs   r|   rw   )
categoriesr   )r  r3   )rI     r   r2   rI  r  )r   r   r   r   )r   r   r   r   r   F)Zobservedc                 S   r4   r   r  r7   r   r   r   r9     r:   z-test_apply_multi_level_name.<locals>.<lambda>)r%   ZCategoricalCategoricalIndexr   r   r   r  r   r   r1  r#   r$   r    r&   r   r   )r$  rR   Zexpected_indexexpected_valuesr>   r'   r?   r   r   r   test_apply_multi_level_name  s$   

"
r  c              	   C   s   t jtdddddddftdddddd	d
ftdddddddftdddddddfgg dd}d}tjt|d |ddd j	}W d    n1 sTw   Y  | r]dnt
}ttd||tj|gg dd}t|| d S )Ni  r
   redZdarkr   rp  greenZstormyrs   9i  bluebrightrt   r   i  Zcalmr{   potato)ZobservationcolorZmoodZ	intensityZscorerG   r   r   r  c                 S   rH  r   rg   r@  r   r   r   r9     r   z;test_groupby_apply_datetime_result_dtypes.<locals>.<lambda>r[   zdatetime64[ns]r   )r   Zfrom_recordsr%   rZ  r    r!   r"   r#   r$   rm   rM   r   r   rI   Zint64rN   )r<   rZ   r(   r?   rI   r>   r   r   r   )test_groupby_apply_datetime_result_dtypes  s$   	r  r   abcrt   Z2020r   )r   freq))rQ   r   )rQ   r
   )rR   r   c                 C   st   t g dg dd| d}d}tjt|d |jddd	d
d }W d    n1 s-w   Y  t|| d S )Nr
   r
   rs   )r   r
   r   r6  r   r   r   r   FrK   c                 S   r   r   r   r7   r   r   r   r9   &  rq   z8test_apply_index_has_complex_internals.<locals>.<lambda>r   )r   r'   r(   r?   r   r   r   &test_apply_index_has_complex_internals  s   r  zfunction, expected_valuesc                 C   
   | j  S r   )r   to_listr7   r   r   r   r9   -  r   c                 C      t | j S r   )setr   r  r7   r   r   r   r9   .  rj   c                 C   r  r   )tupler   r  r7   r   r   r   r9   /  rj   )r   r
   rs   rt   c                 C   s   t t| j S r   )dict	enumerater   r  r7   r   r   r   r9   1  r  c                 C   s   dd t | j D S )Nc                 S   s   g | ]\}}||iqS r   r   )rB   nir   r   r   rD   5      z<lambda>.<locals>.<listcomp>)r  r   r  r7   r   r   r   r9   5  r  c                 C   s|   t g ddgd}d}tjt|d |d| }W d    n1 s%w   Y  t|tddgddd	}t|| d S )
N)r   r   r   r   r   rG   r   r   r   r   r2   r   	r   r    r!   r"   r#   r$   r   r   rN   )functionr  r'   r(   r?   r>   r   r   r   1test_apply_function_returns_non_pandas_non_scalar*  s   r  c                  C   s   dd } t g ddddtjgd}d}tjt|d	 |d
| }W d    n1 s.w   Y  tddgdgtjggt	g dd
dd}t
|| d S )Nc                 S   s   | d j  S )Nr   )r   flattenr   r   r   r   fctF  r   z4test_apply_function_returns_numpy_array.<locals>.fct)rQ   rQ   rR   noner
   rs   rt   r   r   r   r   rT   rU   rV   )rQ   rR   r  r2   r   )r   r   r   r    r!   r"   r#   r$   r   r   rN   )r  r'   r(   r?   r>   r   r   r   'test_apply_function_returns_numpy_arrayD  s    r  r  c                 C   r   r   r   grr   r   r   r9   T  r   c                 C   s   | j d d S rf   r   r  r   r   r   r9   T  rj   c                 C   s   t g ddgd}d}tjt|d |d| }W d    n1 s%w   Y  ttg dtg dtdd	ggtg d
ddd}t|| d S )N)
r
   rs   rs   rs   r
   rs   rt   r
   rt   r
   idrG   r   r   )r   r{   r~   r   )r
   rs   rt   r|   r}   ry   rw   r2   r   r  )r  r'   r(   r?   r>   r   r   r    test_apply_function_index_returnT  s    r  c                  C   sT   t g dg dd} | jddddd }t g d	g d
d}t|| d S )Nr   )r
   rs   r{   r{   r|   r}   r   r   Fr   c                 S   r4   r   )r   r7   r   r   r   r9   j  r:   zAtest_apply_function_with_indexing_return_column.<locals>.<lambda>)r   r   r   )rV   rW   rW   )r   r#   r$   r    r&   )r'   r?   r>   r   r   r   /test_apply_function_with_indexing_return_columnb  s   r  udfc                 C   r4   r   r   r7   r   r   r   r9   v  r:   c                 C   s   |   dd S )Nc                 S   s   | d S rf   r   )yr   r   r   r9   v  r:   z<lambda>.<locals>.<lambda>)r   r   r7   r   r   r   r9   v  r  c                 C   s   t ddgddgd}d}tjt|d |jd| d	|}W d    n1 s)w   Y  |jj|j| d	|}| rN|jj	dksDJ |jj	dksLJ d S |jj	dksVJ |jj	dks^J d S )
NrQ   rR   r
   rs   r   r   r   r   rK   )
r   r    r!   r"   r#   r$   r   r   r   Znlevels)rL   r  r'   r(   Z	df_resultZseries_resultr   r   r   test_apply_result_typet  s   	r  c                  C   s   t g dg dd} d}tjt|d | jdddd	d
 }W d    n1 s+w   Y  tjt|d | jddddd
 }W d    n1 sNw   Y  t|| d S )N)rs   r
   rs   rw   r   r   r   r   FrK   c                 S   r   r   r   r7   r   r   r   r9     rq   z4test_result_order_group_keys_false.<locals>.<lambda>c                 S   r4   r   r   r7   r   r   r   r9     r:   r   ra  r   r   r   "test_result_order_group_keys_false  s   r  c                  C   s  dgd dgd  dgd  } t | }t j| dd}tttdd td|d	}tttdd td|d	}d
}tjt|d |jddd	dd }W d    n1 s[w   Y  tjt|d |jddd	dd }W d    n1 s~w   Y  t
|| d S )Nz
2001-01-01rs   z
2001-01-02z
2001-01-03UTC)tzrt   r}   )r8   r  tr   r   r8   FrK   c                 S      | ddg   S Nr8   r  r   ri   r   r   r   r9     r  z1test_apply_with_timezones_aware.<locals>.<lambda>c                 S   r  r  r   ri   r   r   r   r9     r  )r%   r  r   r   r   r    r!   r"   r#   r$   r&   )datesZindex_no_tzZindex_tzr[  r\  r(   r   r   r   r   r   test_apply_with_timezones_aware  s"   
  r  c                 C   s  t g dg dg dd}t ddgddgd	td
dgddd}|jdd}d}tjt|dd |jtdd}W d    n1 sCw   Y  t|| |jdd}t	| |}t
|| | }tjt|dd |jtdd}W d    n1 szw   Y  t|| d S )N)c   r  r  X   r  r  )r
   rs   rt   r{   r|   r}   )r   rI  rJ  rc  rd  <   r      r}      r  rq  r  r  rQ   r2   r   rt  :The behavior of DataFrame.sum with axis=None is deprecatedF)r   check_stacklevelinclude_groups)r   r   r#   r    r!   rl   r$   r   r&   r	   getattr)Zreduction_funcr'   r>   grpr(   r?   args_r   r   r   ;test_apply_is_unchanged_when_other_methods_are_called_first  s.   
r  c               	   C   s  t g dtdddtdddtdddtdddgg ddtg dd	d
d} | ddg}d}tjt|d |dd }W d    n1 sJw   Y  | jg d }|	 }t
|g d |_|jd	d}t|| |jjd D ]
}t|tu sJ qvd S )N)rQ   rQ   rQ   rR   i  r
   r   rs   r   r   )r   e   f   g   idxr2   r   r   r   r   r   c                 S   r   rf   r   r7   r   r   r   r9     r   zRtest_apply_with_date_in_multiindex_does_not_convert_to_timestamp.<locals>.<lambda>)r   rs   rt   )r   r   r  rG   )r   r   r   r#   r    r!   r"   r$   rh   r   r   Z
from_framer   r   r&   Zlevelstype)r'   r  r(   r?   r>   valr   r   r   @test_apply_with_date_in_multiindex_does_not_convert_to_timestamp  s0   




r  c                  C   s   t tjdddgtddgddggd} d}tjt|d	 | j	j
d
d
d}W d    n1 s4w   Y  |dd }d}tjt|d	 | j
dd
d}W d    n1 s[w   Y  |dd }t||j	 t||  d S )Nrs   r}   r{   r   r   r
   rG   z5The 'axis' keyword in DataFrame.groupby is deprecatedr   r   r^   r0  c                 S   s   | j dddS )Nr   r  Z	droplevelr7   r   r   r   r9     rj   zDtest_apply_by_cols_equals_apply_by_rows_transposed.<locals>.<lambda>r`   c                 S   r  )Nr
   r   r  r  r7   r   r   r   r9     rj   )r   r   r   r   r   r  r    r!   rl   rL  r#   r$   r&   )r'   r(   ro   Zby_rowsZgb2Zby_colsr   r   r   2test_apply_by_cols_equals_apply_by_rows_transposed  s    r  dropnac                 C   s   t g ddtjtjddgdtdd}d}tjt|d |jd	| d
ddd }W d    n1 s5w   Y  | r@|	 n|j
g d }t|| d S )Nr
   rs   rt   r{   r|   rQ   rR   )colr   Zxxyxzr   r   r   r   F)r  rL   c                 S   r   r   r   r7   r   r   r   r9     rq   z5test_apply_dropna_with_indexed_same.<locals>.<lambda>)r   rt   r
   rs   r{   )r   r   r   r   r    r!   r"   r#   r$   r  rh   r&   )r  r'   r(   r?   r>   r   r   r   #test_apply_dropna_with_indexed_same  s   r  zas_index, expected)r
   r
   r
   )rs   rs   r
   )rQ   rR   N)rI   r   )rs   rs   rR   r   r   c                 C   sz   t g dg dg dd}d}tjt|d |jddg| dd	d
 }W d    n1 s0w   Y  t|| d S )Nr5  )r
   r
   r
   r
   r   r   r   rQ   rR   r   c                 S   s   dS rf   r   r7   r   r   r   r9   -  rq   z5test_apply_as_index_constant_lambda.<locals>.<lambda>)r   r    r!   r"   r#   r$   Zassert_equal)r   r>   r'   r(   r?   r   r   r   #test_apply_as_index_constant_lambda  s   r  c                  C   s   t g dg dg ddtdd} d}tjt|d | d	d
d }W d    n1 s0w   Y  ttddtj	g dd	d gddd}t
|| d S )Nr  )r}   r~   ry   r   r   )r
   r
   r
   rs   rs   r   r|   r   r   r   r   c                 S   r  r   )r   r2  r7   r   r   r   r9   9  r   z(test_sort_index_groups.<locals>.<lambda>r
   r}   )r   r   r   r  r   r   r   r7  )r   r   r    r!   r"   r#   r$   r   r   r   rN   ra  r   r   r   test_sort_index_groups1  s    r  c                  C   s   t tjddddtdtdd} d}tjt|d | j| j	| j
jj
gd	d
dd }W d    n1 s8w   Y  t||  d S )Nz
2010-01-01Z12hr|   )r  r   r   )r   valsletr   r   FrK   c                 S   s   | j dd  S r   rg   r7   r   r   r   r9   Q  rj   z;test_positional_slice_groups_datetimelike.<locals>.<lambda>)r   r%   rh  r   r   r    r!   r"   r#   r  r   dtr$   r&   )r>   r(   r?   r   r   r   )test_positional_slice_groups_datetimelikeD  s   
r  c                  C   sr   t g dg dg dd} | d}|ddg dd	 }t d
dgddgdtddgddd}t|| d S )N)rQ   rQ   rR   rw   r  r   r   r   r   c                 S   s   |  t |   S r   )Zastypefloatr  r  r7   r   r   r   r9   Y  s    z7test_groupby_apply_shape_cache_safety.<locals>.<lambda>rT   r  rU   r  rQ   rR   r2   r   )r   r#   r$   r   r    r&   )r'   ro   r?   r>   r   r   r   %test_groupby_apply_shape_cache_safetyU  s   
r  c                  C   s~   t g dg dg dd} | dddg }|dd	 }tjg d
g dgdd gd}tg d|dd}t|| d S )N)rQ   rR   rQ   rR   )aaacr  ad)r  r  r  r  )rQ   b1b2rQ   r  r  c                 S   s   |    S r   )Zunstackr  r7   r   r   r   r9   k  r   z3test_groupby_apply_to_series_name.<locals>.<lambda>)rQ   rQ   rR   rR   rR   )r  r  r  r  r  )Zarraysr   )rt   r
   rs   r
   r
   r   r7  )	r   	from_dictr#   r$   r   r  r   r    rN   )r'   r  r?   Zexpected_idxr>   r   r   r   !test_groupby_apply_to_series_namea  s   r  c                 C   s   t g dg dddtjtjgd}|jd| d}d}tjt|d	 |d
d }W d    n1 s4w   Y  tjt|d	 |dd }W d    n1 sRw   Y  t|| d S )Nr5  )r
   r   rs   r|   r
   rs   )r  r  zr  )r  r   r   c                 S   s   |  ddS )Nr
   r   )nlargest)Zgrp_dfr   r   r   r9   ~  r   ztest_apply_na.<locals>.<lambda>c                 S   s   | j ddddS )Nr   F)Z	ascendingr
   )r   r   r7   r   r   r   r9     rE   )	r   r   r   r#   r    r!   r"   r$   r&   )r  r'   Zdfgrpr(   r?   r>   r   r   r   test_apply_nau  s   r  c                  C   s   d} t jt| d% tg dg dtjg ddddd	d
gdd }W d    n1 s1w   Y  tddtjdddgddtjdddggg dtj	ddgd	d
gdd}t 
|| d S )Nr   r   r5  )rW  rW  rW  rW  r   r  )unitr   rQ   rR   c                 S   rH  Nr	  rg   ri   r   r   r   r9     r   z8test_apply_empty_string_nan_coerce_bug.<locals>.<lambda>r
   rW  rs   r{   )r
   rW  )rs   rW  r   r/  )r    r!   r"   r   r%   r;   r#   r$   r   r   r&   )r(   r?   r>   r   r   r   &test_apply_empty_string_nan_coerce_bug  s$   

&r  index_values)rT   rU   rV   c                 C   s   t g dg ddt| d}t dg ditg ddd	d}d
}tjt|d |ddd }W d    n1 s=w   Y  t|| d S )N)r  a2a3rw   rv   r   b_mean)rU   rV   rT   )r  r  r  rQ   r2   r   r   c                 S   s   t | d  gdgdS )NrR   r	  r   )r   r   ri   r   r   r   r9     r  z0test_apply_index_key_error_bug.<locals>.<lambda>)r   r   r    r!   r"   r#   r$   r&   )r  r?   r>   r(   r   r   r   test_apply_index_key_error_bug  s$   
r
  zarg,idx)皙?333333?皙?)r  r  r  )r
   r{   rt   )r  r  r  c                 C   sj   t d| i|d}d}tjt|d |jddddd }W d    n1 s(w   Y  t|| d S )	Nr  r   r   r   FrK   c                 S   r   r   r   r7   r   r   r   r9     rq   z5test_apply_nonmonotonic_float_index.<locals>.<lambda>r   )argr  r>   r(   r?   r   r   r   #test_apply_nonmonotonic_float_index  s   +r  zargs, kwargsnumeric_onlyc                 C   s>   |  d}|jdg|R i |}|jdd}t|| d S )Nr   r   T)r  )r#   r$   r   r    r&   )r'   r  kwargsro   r?   r>   r   r   r   test_apply_str_with_args  s   
r  r3   Z	some_namec                 C   sL   t ddg| d}|jddgdddd }t ddg| d}t|| d S )	Nr
   rs   r2   rQ   FrK   c                 S   r   r   r   r7   r   r   r   r9     rq   z1test_result_name_when_one_group.<locals>.<lambda>)r   r#   r$   r    rN   )r3   r3  r?   r>   r   r   r   test_result_name_when_one_group  s   r  z
method, opr$   c                 C   rH  r  )r   ro   r   r   r   r9     r   c                 C   s   | d j d S )NrR   r   rg   r  r   r   r   r9     rj   )aggZskew)r  prod)r  r   c              	   C   s^   t g g d}|jddd}t|d}t|| |}tg ddtg dddd}t|| d S )	Nrv   rQ   TrK   rR   r\   rH   )r3   rI   r   )r   r#   r  r   r   r    rN   )methodopZempty_dfro   r   r?   r>   r   r   r   test_empty_df  s   
r  r  c                 C   s   t g dg dd}|d}| rtnd }d}tj||d |jdd | d	}W d    n1 s3w   Y  t d
d
gddgdtdd
gddd}| sR|dg }t|| d S )Nr  )rt   r{   r|   rv   rQ   r   r   c                 S   r4   r   r  r7   r   r   r   r9     r:   z%test_include_groups.<locals>.<lambda>r  rs   r~   r|   r
   r2   r   rR   )r   r#   r"   r    r!   r$   r   r&   )r  r'   ro   warnr(   r?   r>   r   r   r   test_include_groups  s   
&
r  r   r_   jimjoec                    s  t jd}t|dddddgd}|d|d	< || }|j |tur(d nt	}d
}t
j||ddd ||}W d    n1 sEw   Y  t|j| d}d|j d| d}	|j|dfksgJ |	 fddd}t
jt|d |}
W d    n1 sw   Y  t
||
 t
jt|d |fdd}W d    n1 sw   Y  t
|| |tkr|  }
|
j| ddd t
j||
dd t
t| ddt| dd d S )Nrs   r
   r~   )r   rs   r  r  rG   r   Zjolier  F)r   r  Zraise_on_extra_warnings)Zsubsetzinvalid frame shape: z (expected (z, 3))rt   c                    s   t t | ddS )Nr   re   )r  r   r7   )fnamer   r   r9   7  r  z%test_builtins_apply.<locals>.<lambda>r   r   c                    s    | S r   r   r7   )npfuncr   r   r9   >  r:   T)r  r   )Zcheck_dtyper   re   )r   r   r   r   r   r   r#   __name__r   rl   r    r!   r$   r   Zdrop_duplicatesr&  r"   r&   r  r   r1  rN   r  )r_   r   rsr'   ro   r  r(   r?   ZngroupsZ
assert_msgr>   r  r   )r  r  r   test_builtins_apply  s<   
(r"  )dr   r   numpyr   ZpytestZpandasr%   r   r   r   r   r   Zpandas._testingZ_testingr    Zpandas.tests.groupbyr	   r)   r@   rO   rp   rr   markZparametrizer   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r  r  r  r  r   r!  r)  r4  r:  rC  r]  rb  ri  rv  r  r  r  r  r  r  todayrF   r  r  r  r  r  Zinterval_rangeZperiod_ranger   r  r  r  r  r  r  r  r  r  r  r  r  rM   r  r  r  r  r  r  r  r
  r  r  r  r  r  r  r  r   r"  r   r   r   r   <module>   sj   (-"

.
	*)

 
> 
(


		


  

	


)	

	




