o
    vh                     @   sz  d dl mZm Z  d dlZd dlZd dlm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$gg d#d%ddgfgg d&d'd(d) Zd*d+ Zd,d- Zejd.d/d0 d1d0 d2d0 d3d0 gd4d5 Zd6d7 Z d8d9 Z!d:d; Z"d<d= Z#d>d? Z$d@dA Z%dBdC Z&dDdE Z'dFdG Z(dHdI Z)dJdK Z*ejdLdMdNgdOdP Z+dQdR Z,dSdT Z-dUdV Z.dWdX Z/dYdZ Z0ejd[dMdNgd\d] Z1d^d_ Z2d`da Z3dbdc Z4ddde Z5dfdg Z6dhdi Z7djdk Z8dldm Z9dndo Z:dpdq Z;drds Z<dtdu Z=ejdve > e >  e > ? gdwdx Z@dydz ZAejd{dNdMgd|d} ZBd~d ZCejdeDedeEd dejFddddeGg dgdd ZHejddd0 d dgddggfdd0 d dhddhgfdd0 ddgfdd0 d dddddgfdd0 d d iddigd diddiggfgdd ZIdd ZJejddd0 dd0 gdd ZKdd ZLejddd0 dd0 gejdLdMdNgdd ZMdd ZNdd ZOdd ZPdd ZQdd ZRejddMdNgdd ZSejdejTdNe	g dg dge
g deUdd%ejjVe ddddMeddgejGddgddgddggdd ZWdd ZXdd ZYdd ZZddĄ Z[ejddMdNgddƄ Z\ddȄ Z]ejdg dg dʢgdd̄ Z^ejdg dg d΢gg dg dϢgg dТg dѢggddӄ Z_ejddMgi fg ddMifgddׄ Z`ejdddgddۄ Zaejdddd0 fddd0 fdddgdd ZbejddMdNgdd Zcejdedeeefgejddddggdd ZgdS )    )datedatetimeN)using_string_dtype)	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 ]/var/www/html/hyperkenya/venv/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FutureWarninggroupbyapplypd
RangeIndexassert_frame_equal)dfr   msg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?r0   r1   r2   r3   r0   r1   r2   r3   	date_timenamer   c                 S      |   S r   idxmaxxr   r   r   <lambda>N       z'test_apply_index_date.<locals>.<lambda>)r   r   r&   to_datetimer$   r   r   r9   r%   r!   r(   )using_infer_stringtsr)   expectedresultr   r   r   test_apply_index_date*   s   rC   c                  C   s   g d} t dd | D ddgd}g d|d< tg d	dd
}tg d|d}d}tjt|d |jddddd }W d    n1 sGw   Y  t|| d S )Nr-   c                 S   s   g | ]}|  qS r   )split).0rowr   r   r   
<listcomp>c       z0test_apply_index_date_object.<locals>.<listcomp>r   timer   r/   r.   )z
2011-05-16z
2011-05-17z
2011-05-18r5   )z00:0002:00rK   r   r   r   F
group_keysc                 S   s   | d | d    S )NrI   r.   r8   r:   r   r   r   r<   w   rH   z.test_apply_index_date_object.<locals>.<lambda>)	r   r   r   r!   r"   r#   r$   r%   assert_series_equal)r@   r)   exp_idxrA   r*   rB   r   r   r   test_apply_index_date_objectR   s   rP   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arR   brS   rR         ?       @      @      @g      @keydatarZ   r[   rJ   strobjectr   float64axiskeys+DataFrame.groupby with axis=1 is deprecatedr   c                 S      g | ]}t |qS r   r\   rE   r;   r   r   r   rG      rH   z&test_apply_trivial.<locals>.<listcomp>r`   c                    s    j dd  S Nr   ilocr:   r)   r   r   r<          z$test_apply_trivial.<locals>.<lambda>)r   r&   concatri   r!   r"   r#   r$   dtypesr%   r(   r?   dtyperA   r*   gbrB   r   rj   r   test_apply_trivial|   s   ,rq   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 )NrQ   rT   rY   rZ   r[   rJ   r\   r]   r   r^   r_   rb   r   c                 S   rc   r   rd   re   r   r   r   rG      rH   z+test_apply_trivial_fail.<locals>.<listcomp>T)r`   rM   c                    s    S r   r   r:   rj   r   r   r<          z)test_apply_trivial_fail.<locals>.<lambda>)
r   r&   rl   r!   r"   r#   r$   rm   r%   r(   rn   r   rj   r   test_apply_trivial_fail   s   rs   zdf, group_names)r   r   r         )rR   rR   rR   rS   crR   rS   r   rt   ru   r   r   r   r   )r   r   r   r   r   rR   )r   r   r   rt   rt   r   r   rt      rt   r   rt   ru   r   rt   ru   )            rz   	   )rR   two
aaabbbcccc)
ru   r|   ru   r~   r}   rt   r   r   r}   r|   )
r|   r   rt   rt   rt   r   rz   r~   rt   rz   )rR   BCrR   rS   rv   )rt   rt   ru   rJ   )GH2936zGH7739 & GH10519GH10519GH2656GH12155GH20084GH21417)idsc           	   	      s   g   fdd} fdd} fdd} fdd} fd	d
}|||||fD ]0} d d = d}t jt|d | jddd| W d    n1 sLw   Y   |ksWJ q'd S )Nc                    s     | j |  S r   )r   r6   copyr   namesr   r   f_copy   s   z/test_group_apply_once_per_group.<locals>.f_copyc                    s     | j | S r   r   r6   r   r   r   r   f_nocopy      z1test_group_apply_once_per_group.<locals>.f_nocopyc                    s     | j dS Nr   r   r   r   r   r   f_scalar   r   z1test_group_apply_once_per_group.<locals>.f_scalarc                    s     | j d S r   r   r   r   r   r   f_none   s   z/test_group_apply_once_per_group.<locals>.f_nonec                    s     | j tdgdgdS )Nr   rw   )r   r6   r   r   r   r   r   f_constant_df   s   z6test_group_apply_once_per_group.<locals>.f_constant_dfr   r   rR   FrL   )r!   r"   r#   r$   r%   )	r)   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 )Nrt   )r   r   r   r   r   r   r   r   )02468101214)group_by_columntest_columnr   r   r   r   FrL   c                 S   s   t dS )Nfunction_called)printrj   r   r   r   r<      r=   z2test_group_apply_once_per_group2.<locals>.<lambda>r   )	r   r!   r"   r#   r$   r%   
readouterroutcount)capsysrA   r)   r*   rB   r   r   r    test_group_apply_once_per_group2   s   r   c                  C   s   t g dtdd} dd }dd }d}tjt|d	 | jd
dd|}W d    n1 s1w   Y  tjt|d	 | jd
dd|}W d    n1 sRw   Y  t|| d S )N)r   r   r   ru   )ArS   c                 S      | S r   r   r   r   r   r   slow
     z,test_apply_fast_slow_identical.<locals>.slowc                 S   r7   r   r   r   r   r   r   fast  s   z,test_apply_fast_slow_identical.<locals>.fastr   r   r   FrL   )r   r   r!   r"   r#   r$   r%   r(   )r)   r   r   r*   fast_dfslow_dfr   r   r   test_apply_fast_slow_identical  s   r   r   c                 C   r   r   r   r:   r   r   r   r<     rr   r<   c                 C   s   | d d  S r   r   r:   r   r   r   r<         c                 C      | j ddS )NFdeepr   r:   r   r   r   r<     r   c                 C   r   )NTr   r   r:   r   r   r   r<     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   rt   rt   rt   r   rt   ru   r|   )r}   r~   r   rz   )grR   rS   r   r   r   FrL   r   r!   r"   r#   r$   r%   r(   )r   r)   r*   rB   r   r   r   5test_groupby_apply_identity_maybecopy_index_identical  s   r   c                  C   s   t tjddg dd} | jdd ddj}| j}t|| t d	g d
i} | j	d | d< | 
d  j}| j
ddd j}t|| d S )Nrt   r~   oner   r   threer   r   foo1foo2c                 S   r   r   r   r:   r   r   r   r<   8  rr   z-test_apply_with_mixed_dtype.<locals>.<lambda>r   rf   c1)r   rt   r~   r~   rz   rV   c2Fas_index)r   nprandomdefault_rngstandard_normalr%   rm   r!   rN   r   r$   meanr    r   )r)   rB   rA   result1result2r   r   r   test_apply_with_mixed_dtype0  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)rS   rS   rR   rv   rR   rS   )r   rt   r   r   ru   r   r~   )item_iduser_idrI   r   Tr   Frt   )r   r   rt   r|   r   r   c                 S   
   |  dS Nrt   headr:   r   r   r   r<   Y     
 z-test_groupby_as_index_apply.<locals>.<lambda>c                 S   r   r   r   r:   r   r   r   r<   [  r   ))r   r   )r   rt   r   r   rt   r|   )r   r   r   rt   )rt   r   )ru   r|   r   abcder   ru   r|   r}   r   r   )r   rM   c                 S   r   r   r   r:   r   r   r   r<   j  rr   )r   r   r$   r   r   r   r!   assert_index_equalr"   r#   r%   r   from_tuplesr   )r)   g_asg_not_asres_as
res_not_asexpr*   res_as_applyres_not_as_applyexp_not_as_applytpexp_as_applyindresr   r   r   test_groupby_as_index_applyD  s@   *r   c           	      C   s  |  ddg}dd }dd }dd }d	}tjt|d
 ||}W d    n1 s,w   Y  |jjdks9J d	}tjt|d
 ||}W d    n1 sRw   Y  |jjdks_J d	}tjt|d
 ||}W d    n1 sxw   Y  |jjdksJ d S )Nr   r   c                 S   s   |   }d|j_|S Nstat)describer   r6   r   rB   r   r   r   descq  s   z.test_apply_concat_preserve_names.<locals>.descc                 S   s$   |   }d|j_|d t|  }|S r   )r   r   r6   lenr   r   r   r   desc2v  s   z/test_apply_concat_preserve_names.<locals>.desc2c                 S   s0   |   }dt| d|j_|d t|  }|S )Nstat_d)r   r   r   r6   r   r   r   r   desc3}  s   z/test_apply_concat_preserve_names.<locals>.desc3r   r   )r   r   r   )r   r   N)r$   r!   r"   r#   r%   r   r   )	three_groupgroupedr   r   r   r*   rB   r   result3r   r   r    test_apply_concat_preserve_namesn  s&   
r   c                  C   sz   dd } t ddd}ttjdd|d}|jdd	 d
d}|| }t|t	s,J t
|dr3J t|j|j d S )Nc                 S   sN   t jdd t | }W d    n1 sw   Y  t| | |   |dS )Nignore)invalid)r.   demeanedlogged)r   errstatelogr   r   )piecer   r   r   r   f  s   z%test_apply_series_to_frame.<locals>.fz1/1/2000r   )periodsrt   r   c                 S      | j S r   monthr:   r   r   r   r<         z,test_apply_series_to_frame.<locals>.<lambda>FrL   r6   )r	   r   r   r   r   r   r$   r%   
isinstancer   hasattrr!   r   r   )r   drr@   r   rB   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   rt   r   r   )r$   r%   r   r   r   )r)   rB   r   r   r    test_apply_series_yield_constant  s   r  c                 C   s   d}t jt|d | ddgt}W d    n1 sw   Y  t|ts*J |jd u s1J | ddgddg t}t|tsFJ |jd u sMJ d S )Nr   r   r   r   r   D)	r!   r"   r#   r$   r%   r   r  r   r6   )r)   r*   rB   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$   r!   r"   r#   r%   r   r   r   r   assert_numpy_array_equalvaluesr)   r   r*   rB   rA   r   r   r   test_apply_frame_to_series  s   r  c                 C   s   | j ddgdd}d}tjt|d |t}W d    n1 s"w   Y  | jdtj	idj
d	d}t|j|j t|j|j d S )
Nr   r   Fr   r   r   r   rJ   r  )r$   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   rt   )r$   sumsort_valuesri   r   r   r   r   trans  s    z-test_apply_frame_concat_series.<locals>.transc                    s,   |   | jd }|  jd d S )Nr   rt   )r$   reindexr   r  r  ri   )r   r   rj   r   r   trans2  s   z.test_apply_frame_concat_series.<locals>.trans2rt   r   r}     r   r   r   r   r   r   r   F)check_names)r   r   r   r   integersr   r!   r"   r#   r$   r%   rN   r6   )r  r  r*   rB   r   r   rj   r   test_apply_frame_concat_series  s   r  c                 C   s>   | j dd dd}|dd }|dd }t|| d S )Nc                 S   r  r   r  r:   r   r   r   r<     r  z&test_apply_transform.<locals>.<lambda>FrL   c                 S      | d S r   r   r:   r   r   r   r<     r=   c                 S   r   r   r   r:   r   r   r   r<     r=   )r$   r%   	transformr!   rN   )r@   r   rB   rA   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   yearr:   r   r   r   r<     r  z,test_apply_multikey_corner.<locals>.<lambda>c                 S   r  r   r  r:   r   r   r   r<     r  c                 S   s   |  ddd  S )Nr   r  r   r   r   r   r     s   z%test_apply_multikey_corner.<locals>.f)r$   r%   r!   r(   loc)tsframer   r   rB   rZ   r   r   r   r   test_apply_multikey_corner  s   
r)  rM   TFc                 C   s   t g dtdd}d}tjt|d |jd| ddd	 }W d    n1 s+w   Y  |g d
}| rHtj	g d|j
gdd gd|_
t|| d S )N)	r   r   r   rt   rt   rt   ru   ru   ru   r   )rZ   r.   r   r   rZ   rL   c                 S   s   | j d d S r   rh   r:   r   r   r   r<     rk   z'test_apply_chunk_view.<locals>.<lambda>)r   r   ru   r|   r~   r   )r   r   rt   rt   ru   ru   r   )r   r   r!   r"   r#   r$   r%   taker   from_arraysr   r(   )rM   r)   r*   rB   rA   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   rt   rt   rt   rt   )
r   r   r   r   r   r   r   r   r   r   r   )r6   name2r.   r6   r.  r   r   c                 S      | j dddS )Nr.   Tinplacer&  r:   r   r   r   r<     rk   z4test_apply_no_name_column_conflict.<locals>.<lambda>)r   r   r$   r!   r"   r#   r%   )r)   r   r*   r   r   r   "test_apply_no_name_column_conflict  s   
	"r2  c                  C   s   t g dtg ddtddd} dd }d	}tjt|d
 | jddd|}W d    n1 s6w   Y  | 	 }tg dd|d< t
|| d S )NrU   rU   rU   rV   rV   rV   r   rt   rU         @r   rv   vc                 S   ,   | d }||   | |    | d< | S Nr6  v2minmaxr   r6  r   r   r   r   &      z#test_apply_typecast_fail.<locals>.fr   r   r   FrL           g      ?r   r9  )r   r   tilearanger!   r"   r#   r$   r%   r   r(   )r)   r   r*   rB   rA   r   r   r   test_apply_typecast_fail  s   
rC  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   r{   r3  r   rt   rU   r4  r5  r   c                 S   r7  r8  r:  r=  r   r   r   r   @  r>  z%test_apply_multiindex_fail.<locals>.fr   r   r   FrL   r?  r9  )r   r+  r   r   rA  rB  r!   r"   r#   r$   r%   r   r(   )r   r)   r   r*   rB   rA   r   r   r   test_apply_multiindex_fail5  s    
	rD  c                 C   s4   | j dd dddd }| d }t|| d S )Nc                 S   r  r   r#  r:   r   r   r   r<   P  r  z#test_apply_corner.<locals>.<lambda>FrL   c                 S   r   r   r   r:   r   r   r   r<   P  r=   rt   )r$   r%   r!   r(   )r(  rB   rA   r   r   r   test_apply_cornerO  s   rE  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,  )rR   rS   rv   rv   r   )id_fieldcategoryr.   c                 S   s$   | j d dkr|  S | | jdk S Nr   r   rv   )shaper   rH  r:   r   r   r   filt1a  s   z&test_apply_without_copy.<locals>.filt1c                 S   s    | j d dkr	| S | | jdk S rI  )rJ  rH  r:   r   r   r   filt2g  s   z&test_apply_without_copy.<locals>.filt2r   r   rG  r   )r[   rK  rL  r*   rA   rB   r   r   r   test_apply_without_copyU  s    rM  test_seriesc                 C   s   t ddgddgddggddgg dd}| r9|dd }|jdd	d
dd }| }| }t|| d S d}tjt|d |jdd	ddd }W d    n1 sYw   Y  |	d}|	d}t
|| d S )Nr;   poXY)r   rt   rt   r   r   r   F)levelrM   c                 S   r   r   r   r:   r   r   r   r<   }  rr   z<test_apply_with_duplicated_non_sorted_axis.<locals>.<lambda>r   r   rL   c                 S   r   r   r   r:   r   r   r   r<     rr   )r   	set_indexr$   r%   
sort_indexr!   rN   r"   r#   r  r(   )rN  r)   serrB   rA   r*   r   r   r   *test_apply_with_duplicated_non_sorted_axisu  s     

rX  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   rt   rt   Group1Group2rt   r   r.   r   r.   r   r6   c                 S   s"   |  t| j | j d S rg   )r  r   rB  r   r;  r<  r:   r   r   r   reindex_helper  s   "z1test_apply_reindex_values.<locals>.reindex_helperr   FrL   )r   r   r$   r.   r%   r!   rN   )r  indicesr)   rA   r^  rB   r   r   r   test_apply_reindex_values  s   r`  c                  C   s   d} t jdjdd| d}t|t jd| g d| d  d}|jd	d
d}dd }d}tjt	|d |
|}W d    n1 sGw   Y  d|v sRJ d S )Nr  rt   r   r   )size)foobarbazquxr|   )rZ   value1value2rZ   FrL   c                 S   s   | d d | d< | S )Nrf  rt   value3r   r   r   r   r   r     s   z"test_apply_corner_cases.<locals>.fr   r   rh  )r   r   r   r  r   r   r$   r!   r"   r#   r%   )Nlabelsr)   r   r   r*   rB   r   r   r   test_apply_corner_cases  s   rl  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   rt   z
2017-03-02rb  inf)NumberDateStrr   r   rn  c                 S   
   | j d S r   rh   r:   r   r   r   r<     r   z;test_apply_numeric_coercion_when_datetime.<locals>.<lambda>c                 S   rq  r   rh   r:   r   r   r   r<     r   rp  )r         )rb  3r   z12:31:22ru   )r   r   Tc                 S   s   | j d dg S )Nr   r   rh   ri  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   ro   step1r   rw  step2rx  ry  )r   r]   r   Stater\   Machiner  oTime)toolr   r   r   r   predictions  s   z>test_apply_numeric_coercion_when_datetime.<locals>.predictions)r   r   r   r   )rz  r{  rz  r{  ) z2016-09-19 05:24:33r  z2016-09-19 23:59:04)2336L36Rr  )Keyr|  r~  r}  r  )r   r!   r"   r#   r$   r%   r&   r>   ro  rN   	Timestampr   r   r   r   r~  rw  )r)   r*   rA   rB   rv  r  df1df2r   r   r   )test_apply_numeric_coercion_when_datetime  sT   	r  c                  C   s   t g dtdgd d} | j| j | d< d}tjt|d | dd	d
 }W d    n1 s5w   Y  t g dt	ddgd tdgd d
d}t|| d S )Nr  z2017-02-01 00:00:00ru   )clientidr   time_delta_zeror   r   r  c                 S   s   t | j | j dS )N)clientid_ager   )r   r  r;  r   )ddfr   r   r   r<     s    z?test_apply_aggregating_timedelta_and_datetime.<locals>.<lambda>r   r  )r  r  r   )r   r   
datetime64r   r!   r"   r#   r$   r%   timedelta64rU  r(   r)   r*   rB   rA   r   r   r   -test_apply_aggregating_timedelta_and_datetime  s*   
r  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   rr  rs  r   (   2   NameValuez
2020-09-01z
2020-09-05rS  r  )r   r  Z   )r  r  Tr0  )r   r&   
date_ranger$   r  rU  r!   r(   )r[   r)   rB   rA   r   r   r    test_apply_groupby_datetimeindex  s   "r  c                  C   s  t ddd tdD d} dd }dd	 }d
}tjt|d | jdgd|}W d    n1 s4w   Y  t ddidgd}d|j_d
}tjt|d | jdgd|}W d    n1 sdw   Y  t t	
dddddddgd}d|j_t|| t|| d S )Nr   c                 S   s   g | ]}t  qS r   )r   now)rE   nnr   r   r   rG   +  rH   z'test_time_field_bug.<locals>.<listcomp>r   rw   c                 S   s   t ddiS )Nrv   rt   r   batchr   r   r   func_with_no_date-  s   z.test_time_field_bug.<locals>.func_with_no_datec                 S   s   t tdddddS )N  r   rt   rS   rv   )r   r   r  r   r   r   func_with_date0     z+test_time_field_bug.<locals>.func_with_dater   r   rR   byrv   rt   r   r  nsr  )r   r   r!   r"   r#   r$   r%   r   r6   r&   r  as_unitr(   )r)   r  r  r*   dfg_no_conversiondfg_no_conversion_expecteddfg_conversiondfg_conversion_expectedr   r   r   test_time_field_bug%  s&   r  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)rR   rR   rR   rS   rS   rS   rR   rR   rR   rS   rS   rS   )rv   rv   r   r   r   erv   rv   r   r   r   r  )g?rt   ru   r|   r}   r~   rt   r|   r~   rz   r   rt   )gffffff@rz   r   r         rz   r   r~   r}   r|   ru   )group1group2weightr.   r  r  T)rT  sortc                 S   s   t | | d}|S )Nru   )r   arrayrepeat)r.   r  r   r   r   r   noddyR  s   z7test_gb_apply_list_of_unequal_len_arrays.<locals>.noddyc                    s    | j | jS r   )r.   r  r:   r  r   r   r<   \  rk   z:test_gb_apply_list_of_unequal_len_arrays.<locals>.<lambda>)r   rU  r$   r%   )r)   
df_groupedr   r  r   (test_gb_apply_list_of_unequal_len_arraysE  s   
r  c                  C   sv   t g dg dd} dd }d}tjt|d | d|}W d    n1 s+w   Y  t  }t|| d S )	Nry   )rz   r   r|   r}   )r   random_varsc                 S   s   d S r   r   r:   r   r   r   	test_funcd  r   z.test_groupby_apply_all_none.<locals>.test_funcr   r   r   r   )test_dfr  r*   rB   rA   r   r   r   test_groupby_apply_all_none_  s   r  c            
      C   s@  t g dg dd} t g dg dd}dd }d}tjt|d | d	|}W d    n1 s6w   Y  tjt|d |d	|}W d    n1 sUw   Y  tjd
d
gddggd	d gd}tjddgd
dggd	d gd}t d
d
gddgd|d}t ddgd
dgd|d}	t|| t||	 d S )N)r   r   r   rt   )r   r   rt   ru   )r   varsr   c                 S   s    | j d dk r	d S | jddg S )Nr   rt   r-  )rJ  ri   r:   r   r   r   r  s  s   z0test_groupby_apply_none_first.<locals>.test_funcr   r   r   r   r   rt   r   ru   r   )	r   r!   r"   r#   r$   r%   r   r+  r(   )
test_df1test_df2r  r*   r   r   index1index2	expected1	expected2r   r   r   test_groupby_apply_none_firstn  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   filledempty)r.   r   r   r   r   c                 S   s   | | j dk d S )Nr   r.   )r.   r   r   r   r   r<         z7test_groupby_apply_return_empty_chunk.<locals>.<lambda>r.   r   )r6   r   )r   r$   r!   r"   r#   r%   r   r   from_productr  rN   )r)   r   r*   rB   rA   r   r   r   %test_groupby_apply_return_empty_chunk  s   
r  c                  C   sx   t d g dg dd} | jddd}|dd	 }t g d
g dd}t|| |dd	 }t|| d S )Nza a brx   r|   r~   r}   r  r   FrL   c                 S      | |    S r   r  r:   r   r   r   r<     r   z-test_apply_with_mixed_types.<locals>.<lambda>)gUUUUUU?gUUUUUU?r   )皙?g333333?rU   r   r   c                 S   r  r   r  r:   r   r   r   r<     r   )r   rD   r$   r!  r!   r(   r%   )r)   r   rB   rA   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 )
NrR   r   rt   r   r   r   c                 S   r  r   r   ri  r   r   r   r<     r  z*test_func_returns_object.<locals>.<lambda>r5   )	r   r   r!   r"   r#   r$   r%   r   rN   r  r   r   r   test_func_returns_object  s   (r  group_column_dtlikec                 C   s   t dg| gd}d}tjt|d |ddd }W d    n1 s'w   Y  t dgtdgd	dd
dgd}t|| d S )Nrb  rw   r   r   rR   c                 S   s   t dgdgdS )Nspam*   r   r  r:   r   r   r   r<         z+test_apply_datetime_issue.<locals>.<lambda>r  r\   ro   r6   r  rJ   )r   r!   r"   r#   r$   r%   r   r(   )r  r)   r*   rB   rA   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   rt   ru   r|   zsome UA stringzanother UA string17661101)day	userAgentuserIdc                 S   s   t dd |  D S )Nc                 S   s    i | ]\}}||  jd  qS )r   )value_countsr   )rE   rv   sr   r   r   
<dictcomp>  s     zYtest_apply_series_return_dataframe_groups.<locals>.most_common_values.<locals>.<dictcomp>)r   itemsrj   r   r   r   most_common_values  r  zEtest_apply_series_return_dataframe_groups.<locals>.most_common_valuesr   r   r  r  z
2015-02-24r5   r]  )r   r&   r  r!   r"   r#   r$   r%   r   DatetimeIndexrN   )tdfr  r*   rB   rA   r   r   r   )test_apply_series_return_dataframe_groups  s<   r  rH  c                 C   s   ddgd }| r"t j|g dd}t jg dg ddd}g d}ntddgdd	}d
dg}t||d|d}ttd|ttdttdd	ddg}|j
ddddd }t|| |jjddgkslJ d S )Nr   rt   r}   rx   )
categoriesr   )r  r6   )rr     r   r5   rr  r  )r   r  r   r   )r   r   r   r  r   F)observedc                 S   r7   r   r  r:   r   r   r   r<     r=   z-test_apply_multi_level_name.<locals>.<lambda>)r&   CategoricalCategoricalIndexr   r   r   rB  r   r   rU  r$   r%   r!   r(   r   r   )rH  rS   expected_indexexpected_valuesrA   r)   rB   r   r   r   test_apply_multi_level_name  s$   

"
r  c              	   C   s   t jtdddddddftdddddd	d
ftdddddddftdddddddfgg dd}d}tjt|d |ddd j	}W d    n1 sTw   Y  | rbtj
tjdnt}ttd||tj|gg dd}t|| d S )Ni  r   reddarkr   r  greenstormyrt   9i  bluebrightru   r   i  calmr|   potato)observationcolormood	intensityscorerJ   r   r   r  c                 S   rq  r   rh   ri  r   r   r   r<     r   z;test_groupby_apply_datetime_result_dtypes.<locals>.<lambda>)na_valuezdatetime64[ns]r   )r   from_recordsr&   r  r!   r"   r#   r$   r%   rm   StringDtyper   r  r]   r   ro   int64rN   )r?   r[   r*   rB   ro   rA   r   r   r   )test_groupby_apply_datetime_result_dtypes   s$   	r  r   abcru   2020r  )r  freq))rR   r   )rR   r   )rS   r   c                 C   st   t g dg dd| d}d}tjt|d |jddd	d
d }W d    n1 s-w   Y  t|| d S )Nr   r   rt   )r   r   r   r\  r   r   r   r   FrL   c                 S   r   r   r   r:   r   r   r   r<   $  rr   z8test_apply_index_has_complex_internals.<locals>.<lambda>r   )r   r)   r*   rB   r   r   r   &test_apply_index_has_complex_internals  s   r  zfunction, expected_valuesc                 C   
   | j  S r   )r   to_listr:   r   r   r   r<   +  r   c                 C      t | j S r   )setr   r  r:   r   r   r   r<   ,  rk   c                 C   r  r   )tupler   r  r:   r   r   r   r<   -  rk   )r   r   rt   ru   c                 C   s   t t| j S r   )dict	enumerater   r  r:   r   r   r   r<   /  r  c                 C   s   dd t | j D S )Nc                 S   s   g | ]\}}||iqS r   r   )rE   nir   r   r   rG   3      z<lambda>.<locals>.<listcomp>)r
  r   r  r:   r   r   r   r<   3  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   rJ   r   r   r   r   r5   r   	r   r!   r"   r#   r$   r%   r   r   rN   )functionr  r)   r*   rB   rA   r   r   r   1test_apply_function_returns_non_pandas_non_scalar(  s   r  c                  C   s   dd } t g ddddtjgd}d}tjt|d	 |d
| }W d    n1 s.w   Y  tddgdgtjggt	g dd
dd}t
|| d S )Nc                 S   s   | d j  S )Nr   )r  flattenr   r   r   r   fctD  r   z4test_apply_function_returns_numpy_array.<locals>.fct)rR   rR   rS   noner   rt   ru   r
  r   r   r   rU   rV   rW   )rR   rS   r  r5   r   )r   r   r  r!   r"   r#   r$   r%   r   r   rN   )r  r)   r*   rB   rA   r   r   r   'test_apply_function_returns_numpy_arrayB  s    r  r  c                 C   r  r   r   grr   r   r   r<   R  r  c                 C   s   | j d d S rg   r   r  r   r   r   r<   R  rk   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   rt   rt   rt   r   rt   ru   r   ru   r   idrJ   r   r   )r   r|   r   r   )r   rt   ru   r}   r~   rz   rx   r5   r   r  )r  r)   r*   rB   rA   r   r   r    test_apply_function_index_returnR  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   rt   r|   r|   r}   r~   r   r   Fr   c                 S   r7   r   )r   r:   r   r   r   r<   h  r=   zAtest_apply_function_with_indexing_return_column.<locals>.<lambda>)r   r   r   )rW   rX   rX   )r   r$   r%   r!   r(   )r)   rB   rA   r   r   r   /test_apply_function_with_indexing_return_column`  s   r  udfc                 C   r7   r   r   r:   r   r   r   r<   t  r=   c                 C   s   |   dd S )Nc                 S   s   | d S rg   r   )yr   r   r   r<   t  r=   z<lambda>.<locals>.<lambda>)r   r  r:   r   r   r   r<   t  r  c                 C   s   t ddgddgd}d}tjt|d |jd| d	|}W d    n1 s)w   Y  |jj|j| d	|}| rN|jj	dksDJ |jj	dksLJ d S |jj	dksVJ |jj	dks^J d S )
NrR   rS   r   rt   r
  r   r   r   rL   )
r   r!   r"   r#   r$   r%   r   r   r   nlevels)rM   r  r)   r*   	df_resultseries_resultr   r   r   test_apply_result_typer  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)rt   r   rt   rx   r
  r   r   r   FrL   c                 S   r   r   r   r:   r   r   r   r<     rr   z4test_result_order_group_keys_false.<locals>.<lambda>c                 S   r7   r   r   r:   r   r   r   r<     r=   r   r  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
2001-01-01rt   z
2001-01-02z
2001-01-03UTC)tzru   r~   )r;   r  tr   r   r;   FrL   c                 S      | ddg   S Nr;   r  r   rj   r   r   r   r<     r  z1test_apply_with_timezones_aware.<locals>.<lambda>c                 S   r$  r%  r   rj   r   r   r   r<     r  )r&   r  r   r   r   r!   r"   r#   r$   r%   r(   )datesindex_no_tz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   rt   ru   r|   r}   r~   )r   rr  rs  r  r  <   r      r~      r,  r  r+  r*  rR   r5   r   r  :The behavior of DataFrame.sum with axis=None is deprecatedF)r   check_stacklevelinclude_groups)r   r   r$   r!   r"   r#   r%   r  r(   r
   getattr)reduction_funcr)   rA   grpr*   rB   args_r   r   r   ;test_apply_is_unchanged_when_other_methods_are_called_first  s.   
r8  c               	   C   s  t g dtdddtdddtdddtdddgg ddtg dd	d
d} | ddg}d}tjt|d |dd }W d    n1 sJw   Y  | jg d }|	 }t
|g d |_|jd	d}t|| |jjd D ]
}t|tu sJ qvd S )N)rR   rR   rR   rS   i  r   r   rt   r   r  )r   e   f   g   idxr5   r   r   r   r   r   c                 S   r   rg   r   r:   r   r   r   r<     r   zRtest_apply_with_date_in_multiindex_does_not_convert_to_timestamp.<locals>.<lambda>)r   rt   ru   )r   r   r<  rJ   )r   r   r   r$   r!   r"   r#   r%   ri   r    r   
from_framer   r  r(   levelstype)r)   r5  r*   rB   rA   valr   r   r   @test_apply_with_date_in_multiindex_does_not_convert_to_timestamp  s0   




rA  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 )Nrt   r~   r|   r   r   r   rJ   z5The 'axis' keyword in DataFrame.groupby is deprecatedr   r   r`   rT  c                 S   s   | j dddS )Nr   rB  	droplevelr:   r   r   r   r<     rk   zDtest_apply_by_cols_equals_apply_by_rows_transposed.<locals>.<lambda>rb   c                 S   r/  )Nr   r   rB  rC  r:   r   r   r   r<     rk   )r   r   r   r   r   r  r!   r"   r#   ru  r$   r%   r(   )r)   r*   rp   by_rowsgb2by_colsr   r   r   2test_apply_by_cols_equals_apply_by_rows_transposed  s    rH  dropnac                 C   s   t g ddtjtjddgdtdd}d}tjt|d |jd	| d
ddd }W d    n1 s5w   Y  | r@|	 n|j
g d }t|| d S )Nr   rt   ru   r|   r}   rR   rS   )colr   xxyxzr   r   r   r   F)rI  rM   c                 S   r   r   r   r:   r   r   r   r<     rr   z5test_apply_dropna_with_indexed_same.<locals>.<lambda>)r   ru   r   rt   r|   )r   r   r  r   r!   r"   r#   r$   r%   rI  ri   r(   )rI  r)   r*   rB   rA   r   r   r   #test_apply_dropna_with_indexed_same  s   rM  zas_index, expected)r   r   r   )rt   rt   r   )rR   rS   N)ro   zTODO(infer_string))reason)marksr   )rt   rt   rS   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 )NrY  )r   r   r   r   r   r   r   rR   rS   r   c                 S   s   dS rg   r   r:   r   r   r   r<   ,  rr   z5test_apply_as_index_constant_lambda.<locals>.<lambda>)r   r!   r"   r#   r$   r%   assert_equal)r   rA   r)   r*   rB   r   r   r   #test_apply_as_index_constant_lambda  s   rQ  c                  C   s   t g dg dg ddtdd} d}tjt|d | d	d
d }W d    n1 s0w   Y  ttddtj	g dd	d gddd}t
|| d S )NrJ  )r~   r   rz   r   r   )r   r   r   rt   rt   r  r}   r   r   r   r   c                 S   r  r   )r   rV  r:   r   r   r   r<   8  r   z(test_sort_index_groups.<locals>.<lambda>r   r~   )r   r   r   r  r   r   r   r]  )r   r   r!   r"   r#   r$   r%   r   r   r   rN   r  r   r   r   test_sort_index_groups0  s    rR  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
2010-01-0112hr}   )r   r  r   )r   valsletr   r   FrL   c                 S   s   | j dd  S r   rh   r:   r   r   r   r<   P  rk   z;test_positional_slice_groups_datetimelike.<locals>.<lambda>)r   r&   r  r   r   r!   r"   r#   r$   rU  r   dtr%   r(   )rA   r*   rB   r   r   r   )test_positional_slice_groups_datetimelikeC  s   
rW  c                  C   sr   t g dg dg dd} | d}|ddg dd	 }t d
dgddgdtddgddd}t|| d S )N)rR   rR   rS   rx   r  r  r   r   r   c                 S   s   |  t |   S r   )astypefloatr<  r;  r:   r   r   r   r<   X  s    z7test_groupby_apply_shape_cache_safety.<locals>.<lambda>rU   r@  rV   r  rR   rS   r5   r   )r   r$   r%   r   r!   r(   )r)   rp   rB   rA   r   r   r   %test_groupby_apply_shape_cache_safetyT  s   
rZ  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)rR   rS   rR   rS   )aaacr\  ad)r[  r[  r[  r\  )rR   b1b2rR   r^  r_  c                 S   s   |    S r   )unstackr  r:   r   r   r   r<   j  r   z3test_groupby_apply_to_series_name.<locals>.<lambda>)rR   rR   rS   rS   rS   )r[  r\  r\  r]  r[  )arraysr   )ru   r   rt   r   r   r   r]  )	r   	from_dictr$   r%   r   r+  r   r!   rN   )r)   r5  rB   expected_idxrA   r   r   r   !test_groupby_apply_to_series_name`  s   rd  c                 C   s   t g dg dddtjtjgd}|jd| d}d}tjt|d	 |d
d }W d    n1 s4w   Y  tjt|d	 |dd }W d    n1 sRw   Y  t|| d S )NrY  )r   r   rt   r}   r   rt   )r5  r  zr5  )rI  r   r   c                 S   s   |  ddS )Nr   re  )nlargest)grp_dfr   r   r   r<   }  r   ztest_apply_na.<locals>.<lambda>c                 S   s   | j ddddS )Nre  F)	ascendingr   )r  r   r:   r   r   r   r<     rH   )	r   r   r  r$   r!   r"   r#   r%   r(   )rI  r)   dfgrpr*   rB   rA   r   r   r   test_apply_nat  s   rj  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   rY  )r  r  r  r  r   r  )unitr   rR   rS   c                 S   rq  Nr-  rh   rj   r   r   r   r<     r   z8test_apply_empty_string_nan_coerce_bug.<locals>.<lambda>r   r  rt   r|   )r   r  )rt   r  r   rS  )r!   r"   r#   r   r&   r>   r$   r%   r   r   r(   )r*   rB   rA   r   r   r   &test_apply_empty_string_nan_coerce_bug  s$   

&rm  index_values)rU   rV   rW   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a3rx   rw   r   b_mean)rV   rW   rU   )ro  rp  r[  rR   r5   r   r   c                 S   s   t | d  gdgdS )NrS   rq  r   )r   r   rj   r   r   r   r<     r  z0test_apply_index_key_error_bug.<locals>.<lambda>)r   r   r!   r"   r#   r$   r%   r(   )rn  rB   rA   r*   r   r   r   test_apply_index_key_error_bug  s$   
rr  zarg,idx)皙?333333?皙?)rs  ru  rt  )r   r|   ru   )rs  r  ru  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 )	NrK  r   r   r   FrL   c                 S   r   r   r   r:   r   r   r   r<     rr   z5test_apply_nonmonotonic_float_index.<locals>.<lambda>r   )argr<  rA   r*   rB   r   r   r   #test_apply_nonmonotonic_float_index  s   +rw  zargs, kwargsnumeric_onlyc                 C   s>   |  d}|jdg|R i |}|jdd}t|| d S )Nr   r  T)rx  )r$   r%   r  r!   r(   )r)   r6  kwargsrp   rB   rA   r   r   r   test_apply_str_with_args  s   
rz  r6   	some_namec                 C   sL   t ddg| d}|jddgdddd }t ddg| d}t|| d S )	Nr   rt   r5   rR   FrL   c                 S   r   r   r   r:   r   r   r   r<     rr   z1test_result_name_when_one_group.<locals>.<lambda>)r   r$   r%   r!   rN   )r6   rW  rB   rA   r   r   r   test_result_name_when_one_group  s   r|  z
method, opr%   c                 C   rq  rl  )r  rp   r   r   r   r<     r   c                 C   s   | d j d S )NrS   r   rh   r}  r   r   r   r<     rk   )agg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 )	Nrw   rR   TrL   rS   r^   r  )r6   ro   r   )r   r$   r3  r   r   r!   rN   )methodopempty_dfrp   r   rB   rA   r   r   r   test_empty_df  s   
r  r2  c                 C   s   t g dg dd}|d}| rtnd }d}tj||d |jdd | d	}W d    n1 s3w   Y  t d
d
gddgdtdd
gddd}| sR|dg }t|| d S )Nr  )ru   r|   r}   rw   rR   r   r   c                 S   r7   r   r  r:   r   r   r   r<     r=   z%test_include_groups.<locals>.<lambda>r1  rt   r   r}   r   r5   r   rS   )r   r$   r#   r!   r"   r%   r   r(   )r2  r)   rp   warnr*   rB   rA   r   r   r   test_include_groups  s   
&
r  r   ra   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 )Nrt   r   r   )r   rt   r  r  rJ   r   jolier/  F)r   r0  raise_on_extra_warnings)subsetzinvalid frame shape: z (expected (z, 3))ru   c                    s   t t | ddS )Nr   rf   )r3  r   r:   )fnamer   r   r<   6  r  z%test_builtins_apply.<locals>.<lambda>r   r   c                    s    | S r   r   r:   )npfuncr   r   r<   =  r=   T)r1  r  )check_dtyper   rf   )r   r   r   r   r  r   r$   __name__r  r#   r!   r"   r%   r   drop_duplicatesrJ  r(   r~  r    rU  rN   r3  )ra   r   rsr)   rp   r  r*   rB   ngroups
assert_msgrA   r  r   )r  r  r   test_builtins_apply  s<   
(r  )hr   r   numpyr   pytestpandas._configr   pandasr&   r   r   r   r   r	   pandas._testing_testingr!   pandas.tests.groupbyr
   r,   rC   rP   rq   rs   markparametrizer   r   r   r   r   r   r   r   r   r	  r  r  r  r  r  r"  r)  r,  r2  rC  rD  rE  rM  rX  r`  rl  r  r  r  r  r  r  r  r  r  r  todayrI   r  r  r  r  r  interval_rangeperiod_ranger   r  r  r  r  r  r  r   r)  r8  rA  rH  rM  paramr]   xfailrQ  rR  rW  rZ  rd  rj  rm  rr  rw  rz  r|  r  r  r<  r;  r  r  r   r   r   r   <module>   sp   (*"

.
	*)

 
> 
(


		


  

	


)	

	




