o
    թZh                     @   sZ
  d dl m Z  d dl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 ejdd Zejdejd	ejjd
gddd Zdd Zejdd dgejdddgdd Zdd Zdd Zejdddedgfeddddfgd d! Zd"d# Zejd$ej ej!gd%d& Z"d'd( Z#d)d* Z$d+d, Z%ejd$g d-d.d/ Z&d0d1 Z'd2d3 Z(d4d5 Z)d6d7 Z*d8d9 Z+d:d; Z,d<d= Z-d>d? Z.ejdd dgd@dA Z/ejdd dgdBdC Z0dDdE Z1ejdd dgdFdG Z2dHdI Z3dJdK Z4dLdM Z5ej6dNejdOdPdQgejjd$dRdS dTdS gdUdVgdWejdddgejdd dgdXdY Z7dZd[ Z8d\d] Z9d^d_ Z:d`da Z;dbdc Z<ddde Z=dfdg Z>dhdi Z?djdk Z@dldm ZAdndo ZBdpdq ZCdrds ZDdtdu ZEdvdw ZFejdxe	dydzgd{d|ggedyd{d}dzd|d}gge	d dgd~dgged d~d}ddd}gggdd ZGdd ZHdd ZIdd ZJejdddgdd ZKdd ZLdd ZMdd ZNdd ZOejddddejPgdd ZQdd ZRejddddS ide	dd~dgifdddS ide	dd~dgifdddS ideddifdddS ideddifddejSddS gide	dg dig ddfddejSddS gide	dg dig ddfdddS ide	dddgifdddS ideddifgdd ZTejddddS idddS iddejSddS gidddS igdd ZUdd ZVdd ZWdd ZXejdddS gde	dd~dgifddS gde	dd~dgifddS gde	ddgidSgdfddS gde	ddgidSgdfdejSddS gde	dg dig ddfdejSddS gde	dg dig ddfddS ddS gde	d~dgddggddgdSdSggdÍfddS ddS gde	dd~dgidSdSgfgddǄ ZYejdddS gddS gdejSddS gddS ddS ggdd΄ ZZddЄ Z[dd҄ Z\ddԄ Z]ddք Z^ejddd~gdd؄ Z_ddڄ Z`ejdg dܢdd~ggddބ Zadd Zbdd Zcdd Zddd Zedd Zfdd Zgdd ZhejjdddS ddS ddS gg ddWdd Zidd Zjdd Zkdd Zldd Zmdd Zndd Zod d Zpdd Zqejdddgdd Zrejdddgdd Zsd	d
 Ztejdd dgejddi fdi fdi fddd~ifddd~dfdd~ddfddd~ddfgdd Zuejdg ddd Zvdd Zwejde	ddgddgdgejdg d d!d" Zxejd#dd$ddejPgd%d& Zyd'd( Zzd)d* Z{d+d, Z|d-d. Z}d/d0 Z~d1d2 Zd3d4 Zd5d6 Zd7d8 Zd9d: Zejd;g dܢg d<dg dܢdgdfg d=g d<dd~gdgdfgd>d? Zd@dA ZdBdC ZdDdE ZdFdG ZdS (H      )datetimeN)CategoricalDtype)	DataFrame
MultiIndexSeries	Timestamp
date_range)
zip_framesc                  C   s2   t ttjddddddd g dd} | S )	z
    Fixture for DataFrame of ints which are constant per column

    Columns are ['A', 'B', 'C'], with values (per column): [1, 2, 3]
       int64dtype      ABCcolumns)r   nptilearangereshape)df r   Z/var/www/html/lang_env/lib/python3.10/site-packages/pandas/tests/apply/test_frame_apply.pyint_frame_const_col   s
    r   pythonnumba)Zmarks)paramsc                 C   s   | j dkr
td | j S )Nr    )parampytestZimportorskip)requestr   r   r   engine#   s   

r%   c                 C   s   |dkrt jjdd}|j| tjdd] t| d }| jtj|dd }t	
|| | jtj|dd }t| d }||ksFJ | jd }| jtjd	|d
}t| |}|| |ksdJ |j| ju slJ W d    d S 1 sww   Y  d S )Nr    z+numba engine not supporting numpy ufunc yetreasonignoreallr   r%   r   r   axisr%   )r#   markxfailnode
add_markerr   errstatesqrtapplytmassert_series_equalmeanindexxs)float_framer%   r$   r.   resultexpecteddr   r   r   
test_apply*   s    
"r>   r-   r   rawTFc                 C   sR   |dkrt jjdd}|j| | jdd |d||d}| d }t|| d S )	Nr    z!numba engine doesn't support argsr&   c                 S      | | S Nr   xyr   r   r   <lambda>G       z!test_apply_args.<locals>.<lambda>r   )argsr?   r%   r   )r#   r.   r/   r0   r1   r4   r5   assert_frame_equal)r:   r-   r?   r%   r$   r.   r;   r<   r   r   r   test_apply_args@   s   rJ   c                  C   s^   t g dg dd} | dd }|jdksJ t|d jts#J t|d jts-J d S )	N)r   r   r   r   )r   r   DrK   c0c1c                 S   
   |  dS )Ncategoryastype)tsr   r   r   rE   P      
 z-test_apply_categorical_func.<locals>.<lambda>)      rM   rN   )r   r4   shape
isinstancer   r   r   r;   r   r   r   test_apply_categorical_funcM   s
   rZ   c                  C   s8   t dtdddgi} | jdd dd}t||  d S )	Nr   
2013-01-01UTCtzc                 S      | S rA   r   rC   r   r   r   rE   Z       z*test_apply_axis1_with_ea.<locals>.<lambda>r   r-   r   r   r4   r5   rI   r<   r;   r   r   r   test_apply_axis1_with_eaW   s   re   zdata, dtyper   Nr[   r\   r]   c                 C   s<   t | g| ggddg|d}|jdd dd}t|| d S )Na)r8   r   c                 S   r_   rA   r   r`   r   r   r   rE   e   ra   z0test_agg_axis1_duplicate_index.<locals>.<lambda>r   rb   r   aggr5   rI   )datar   r<   r;   r   r   r   test_agg_axis1_duplicate_index^   s   rk   c                  C   sH   t tdddtjtdddd} | jdd d	d
}t||  d S )N20130101r
   periodss)unitr   r   c                 S   r_   rA   r   r`   r   r   r   rE   r   ra   z/test_apply_mixed_datetimelike.<locals>.<lambda>r   rb   )	r   r   pdZto_timedeltar   r   r4   r5   rI   rd   r   r   r   test_apply_mixed_datetimelikei   s   
rs   funcc                 C   s"   t  }|j| |d}|jsJ d S )Nr+   )r   r4   empty)rt   r%   empty_framer;   r   r   r   test_apply_emptyv   s   rw   c                 C   s   | d d }|j dd |d}ttj| jd}t|| | jd d g f }|j dd d|d}ttj| jd}t|| d S )	Nr   c                 S      |   S rA   r7   r`   r   r   r   rE      rF   z(test_apply_float_frame.<locals>.<lambda>r+   r8   c                 S   rx   rA   ry   r`   r   r   r   rE      rF   r   r,   )	r4   r   r   nanr   r5   r6   locr8   )r:   r%   Zno_rowsr;   r<   no_colsr   r   r   test_apply_float_frame   s   r~   c                 C   s0   t dgd}|jdd d| d}t|| d S )Nrg   rz   c                 S      | d S )Nrg   r   r`   r   r   r   rE      rF   z/test_apply_empty_except_index.<locals>.<lambda>r   r,   r   r4   r5   rI   )r%   r<   r;   r   r   r   test_apply_empty_except_index   s   r   c                  C   s   t  } g }| j|jddd}t||  | j|jddd}tg tjd}t|| t g dd}|j|jddd}t|| |j|jddd}tg tjd}t|| |g ks\J d S )Nr   expandr-   result_typereducer   rg   bcr   )	r   r4   appendr5   rI   r   r   float64r6   )rv   rC   r;   r<   Zempty_with_colsr   r   r   test_apply_with_reduce_empty   s   r   )sumprodanyr*   c                 C   sL   t g dd}|tt| }t||  }| dv r|t}t|| d S )Nr   r   )r   r   )r   r4   getattrr   rR   floatr5   r6   )rt   r   r;   r<   r   r   r   test_apply_funcs_over_empty   s   
r   c                  C   sX   t g dd} |  }td| jd}t|| | j }tg tjd}t|| d S )Nr   r   r   rz   r   )	r   Znuniquer   r   r5   r6   Tr   r   r   r;   r<   r   r   r   test_nunique_empty   s   
r   c                  C   sv   t g dg dg dgg dd} | jdd dd	}tg d
g d}t|| | jjdd dd	}t|| d S )Nr   rV   r
   )rU      r   )      	   )rg   rg   r   rz   c                 S   r   Nr   r   ro   r   r   r   rE      rF   z/test_apply_standard_nonunique.<locals>.<lambda>r   rb   )r   rU   r   c                 S   r   r   r   r   r   r   r   rE      rF   r   )r   r4   r   r5   r6   r   r   r   r   r   test_apply_standard_nonunique   s   "r   c                 C   s4   | j tjdd}t|  g| jd}t|| d S )N	broadcastr   rz   )r4   r   r7   r   r8   r5   rI   r:   r;   r<   r   r   r   test_apply_broadcast_scalars   s   r   c                    sF   | j tjddd}| jdd t fdd| jD }t|| d S )Nr   r   r   rb   c                       i | ]}| qS r   r   .0r   mr   r   
<dictcomp>       z6test_apply_broadcast_scalars_axis1.<locals>.<dictcomp>)r4   r   r7   r   r   r5   rI   r   r   r   r   "test_apply_broadcast_scalars_axis1   s   r   c                    sZ    j  fddddd}ttt j}t|gt j d j jd}t|| d S )Nc                       t tt jS rA   )listrangelenr   r`   r:   r   r   rE      r   z4test_apply_broadcast_lists_columns.<locals>.<lambda>r   r   r   r   )r   r8   r   )	r4   r   r   r   r   r   r8   r5   rI   )r:   r;   r   r<   r   r   r   "test_apply_broadcast_lists_columns   s   
r   c                    sX    j  fdddd}ttt jtfdd jD d jd}t|| d S )	Nc                    r   rA   )r   r   r   r8   r`   r   r   r   rE      r   z2test_apply_broadcast_lists_index.<locals>.<lambda>r   r   c                    r   r   r   r   r   r   r   r      r   z4test_apply_broadcast_lists_index.<locals>.<dictcomp>r   )r   r8   )	r4   r   r   r   r8   r   r   r5   rI   r   r   )r:   r   r    test_apply_broadcast_lists_index   s   r   c                 C   s(   | }|j dd ddd}t|| d S )Nc                 S      g dS Nr   r   r`   r   r   r   rE      rF   z7test_apply_broadcast_list_lambda_func.<locals>.<lambda>r   r   r   r4   r5   rI   )r   r   r;   r   r   r   %test_apply_broadcast_list_lambda_func   s   r   c                 C   s0   | }|j dd ddd}| }t|| d S )Nc                 S   s   t g dtddS )Nr   abcrz   )r   r   r`   r   r   r   rE         z9test_apply_broadcast_series_lambda_func.<locals>.<lambda>r   r   r   )r4   copyr5   rI   r   r   r;   r<   r   r   r   'test_apply_broadcast_series_lambda_func   s   r   c                 C   s0   |dkr	t d dd }| j|||dd d S )Nr    z)numba can't handle when UDF returns None.c                 S   "   t | tjsJ | jdksJ d S Nr   rX   r   ndarrayndimr`   r   r   r   _assert_raw     z/test_apply_raw_float_frame.<locals>._assert_rawTr-   r%   r?   )r#   skipr4   )r:   r-   r%   r   r   r   r   test_apply_raw_float_frame
  s   
r   c                 C   s6   | j tj||dd}| j dd |d}t|| d S )NTr   c                 S   s
   | j  S rA   )valuesr7   r`   r   r   r   rE     rT   z3test_apply_raw_float_frame_lambda.<locals>.<lambda>rb   )r4   r   r7   r5   r6   )r:   r-   r%   r;   r<   r   r   r   !test_apply_raw_float_frame_lambda  s   r   c                 C   s,   | j dd |dd}| d }t|| d S )Nc                 S   s   | d S NrV   r   r`   r   r   r   rE     rF   z9test_apply_raw_float_frame_no_reduction.<locals>.<lambda>T)r%   r?   rV   r   )r:   r%   r;   r<   r   r   r   'test_apply_raw_float_frame_no_reduction  s   r   c              	   C   sn   |dkr	t d dd }tdddtjdgd d	d
tjdgd dd
dtdd}|j|| |dd d S )Nr    z(isinstance check doesn't work with numbac                 S   r   r   r   r`   r   r   r   r   )  r   z4test_apply_raw_mixed_type_frame.<locals>._assert_raw      ?rV   foo
   float32r   r   int32)rg   r   r   r   r   rz   Tr   )r#   r   r   r   arrayr   r4   )r-   r%   r   r   r   r   r   test_apply_raw_mixed_type_frame$  s   

r   c                 C   s>   | j d }| jtjdd| }t| |}||ksJ d S )Nr   r   rb   )r8   r4   r   r7   r9   )r:   r=   r;   r<   r   r   r   test_apply_axis1;  s   
r   c                  C   sR   t dgdgd} | d d jtjdd}ttjtjg ddd	}t	|| d S )
Nr   r   rq   r   r   rb   r   r   rz   )
r   r4   r   r7   r   r{   rr   Indexr5   r6   r   r   r   r   test_apply_mixed_dtype_cornerB  s   r   c                  C   sr   t dgdgd} | jdd dd}tdgdgd	}t|| | jd
d dd}tdgdgd	}t|| d S )Nr   r   rq   c                 S   r   )Nr   r   r`   r   r   r   rE   M  rF   z8test_apply_mixed_dtype_corner_indexing.<locals>.<lambda>r   rb   r   rz   c                 S   r   )Nr   r   r`   r   r   r   rE   Q  rF   )r   r4   r   r5   r6   r   r   r   r   &test_apply_mixed_dtype_corner_indexingK  s   r   zignore::RuntimeWarningaxr8   r   c                 C   r_   rA   r   r`   r   r   r   rE   Y  ra   rE   c                 C   rx   rA   ry   r`   r   r   r   rE   Y  rF   identityr7   )Zidsc                 C   s   t di | g di}tjddG |tjg dd}t|tj }|j||||d}	|rA||}
t|	ts9J |	j	|
u s@J nt|	t sHJ W d    d S W d    d S 1 s[w   Y  d S )Nr   r(   r)   Zf8r   r   r   )
r   r   r2   r   rX   r   r4   Z_get_agg_axisr   r8   )r   rt   r?   r-   r%   r$   r   Ztest_resZis_reductionr;   Zagg_axisr   r   r   test_apply_empty_infer_typeV  s   
"r   c                  C   s2   t g dd} | jdd dd}t|t sJ d S )Nr   rz   c                 S   rx   rA   ry   r`   r   r   r   rE   o  rF   z7test_apply_empty_infer_type_broadcast.<locals>.<lambda>r   r   )r   r4   rX   )r}   r;   r   r   r   %test_apply_empty_infer_type_broadcastm  s   r   c                 C   6   ddd}| j |dd}|  dd }t|| d S )	Nr   c                 S   r@   rA   r   rC   howmuchr   r   r   add_somet     z4test_apply_with_args_kwds_add_some.<locals>.add_somerV   r   c                 S      | d S r   r   r`   r   r   r   rE   x  rF   z4test_apply_with_args_kwds_add_some.<locals>.<lambda>r   r   )r:   r   r;   r<   r   r   r   "test_apply_with_args_kwds_add_somes     
r   c                 C   r   )	Nr   c                 S   s   |   | S rA   ry   r   r   r   r   agg_and_add}     z:test_apply_with_args_kwds_agg_and_add.<locals>.agg_and_addrV   r   c                 S   s   |   d S r   ry   r`   r   r   r   rE         z7test_apply_with_args_kwds_agg_and_add.<locals>.<lambda>r   )r4   r5   r6   )r:   r   r;   r<   r   r   r   %test_apply_with_args_kwds_agg_and_add|  r   r   c                 C   s8   d	dd}| j |ddd}|  dd }t|| d S )
Nr   c                 S   s   | | | S rA   r   )rC   subdivider   r   r   subtract_and_divide  r   zJtest_apply_with_args_kwds_subtract_and_divide.<locals>.subtract_and_divide)rV   rV   )rH   r   c                 S   s   | d d S )N       @r   r`   r   r   r   rE     r   z?test_apply_with_args_kwds_subtract_and_divide.<locals>.<lambda>rG   r   )r:   r   r;   r<   r   r   r   -test_apply_with_args_kwds_subtract_and_divide  s   
r   c                 C   s   |  t}t||  d S rA   )r4   r   r5   rI   )r:   r;   r   r   r   test_apply_yield_list  s   
r   c                 C   sH   t j| jd d d| jdf< | d}| jt jdd}t|| d S )NrV   r   r   rb   )	r   r{   ilocr   Zget_locr7   r4   r5   r6   )r:   r<   r;   r   r   r   test_apply_reduce_Series  s   
r   c                  C   s   t ddgddggddgddgd	} | jtd
d}tddddddg| jd}t|| | jtdd}tddddddg| jd}t|| d S )Nr   rV   r
   rU   rM   rN   i0i1r   r8   r   rb   )r   r   rz   rL   )r   r4   dictr   r   r5   r6   r8   )rj   r;   r<   r   r   r   test_apply_reduce_to_dict  s   "r   c                  C   s   t tjdd} | jtjdd}t dd |  D | j	d}t
|| | jtjdd}t d	d | j D | jdj}t
|| d S )
NrV   )   r   r   rb   c                 S      i | ]	\}}||  qS r   describer   ivr   r   r   r         z2test_apply_differently_indexed.<locals>.<dictcomp>r   r   c                 S   r   r   r   r   r   r   r   r     r   )r   r   randomdefault_rngstandard_normalr4   r   r   itemsr   r5   rI   r   r8   r   r   r   r   test_apply_differently_indexed  s    r   c               
   C   s   t g dg dg dg dg dg dgg dd} d	d
 }| j|dd}t tdddddgtdddddgtdddddgtdddddgtdddddgtdddddggg dd} | j|dd}t|| d S )N)r   ABC02   )r   YUM0r   )r   DEF0r   )rV   ABC1r   )rV   YUM1r   )rV   DEF1r   )rg   marketpositionr   c                 S   r   )Nr  r   )rr   r   r   f  r   ztest_apply_bug.<locals>.fr   rb   i  r   r   rV   r   r   r
   r  rU   r  r   r  r   r  )r   r4   r   r5   r6   )Z	positionsr  r<   r;   r   r   r   test_apply_bug  s0   r	  c               	   C   sn   t g dg dg dtjddtjddtjddd} | jdd d	d
}t||  d S )N)r   r   r   r   barr
  r
  r
  r   r   r   )oner  r  twor  r  r  r  r  r  r  )dullr  shinyr  r  r  r  r  r  r  r  rV      )r   r   r   rK   EFc                 S   r_   rA   r   r`   r   r   r   rE     ra   z,test_apply_convert_objects.<locals>.<lambda>r   rb   )r   r   r   r   r   r4   r5   rI   rd   r   r   r   test_apply_convert_objects  s   /r  c                 C   s.   |  dd }t| j| jd}t|| d S )Nc                 S      | j S rA   namer`   r   r   r   rE   
      z(test_apply_attach_name.<locals>.<lambda>rz   )r4   r   r   r5   r6   r   r   r   r   test_apply_attach_name	  s   r  c                 C   s2   | j dd dd}t| j| jd}t|| d S )Nc                 S   r  rA   r  r`   r   r   r   rE     r  z.test_apply_attach_name_axis1.<locals>.<lambda>r   rb   rz   )r4   r   r8   r5   r6   r   r   r   r   test_apply_attach_name_axis1  s   r  c                 C   sD   |  dd }tt| jt| jdf| j| jd}t|| d S )Nc                 S      t | jt| S rA   r   repeatr  r   r`   r   r   r   rE     r   z6test_apply_attach_name_non_reduction.<locals>.<lambda>r   r8   r   )	r4   r   r   r   r   r   r8   r5   rI   r   r   r   r   $test_apply_attach_name_non_reduction  s   r  c                    sD    j dd dd}t fdd  D } j|_t|| d S )Nc                 S   r  rA   r  r`   r   r   r   rE   !  r   z<test_apply_attach_name_non_reduction_axis1.<locals>.<lambda>r   rb   c                 3   s&    | ]}t |d  t jV  qdS )r   N)r   r  r   r   r   tr   r   r   	<genexpr>"  s    
z=test_apply_attach_name_non_reduction_axis1.<locals>.<genexpr>)r4   r   
itertuplesr8   r5   r6   r   r   r   r   *test_apply_attach_name_non_reduction_axis1   s   r"  c                  C   s   t g dg dg} tddgddgddgg| d	d
gd}|dd d}tddgddgddgg| ddgd}tj||dd d S )N)rg   rg   r   )r   r=   r=   r   rV   r
   rU   r   r   col1col2r  c                 S   s   t t| t| dS )N)minmax)r   r%  r&  r`   r   r   r   rE   ,      z(test_apply_multi_index.<locals>.<lambda>r%  r&  TZ
check_like)r   Zfrom_arraysr   r4   r5   rI   )r8   ro   r;   r<   r   r   r   test_apply_multi_index)  s
   $$r)  z	df, dictsr   r
  Zspameggs)r   r   rV   r
   c                 C   sV   dd }| j |dd}| j |dd}|  |}t|| t||  t|| d S )Nc                 S   rx   rA   )to_dictr`   r   r   r   rE   =  rF   z!test_apply_dict.<locals>.<lambda>r   r   r   )r4   r5   r6   rI   )r   ZdictsfnZreduce_trueZreduce_falseZreduce_noner   r   r   test_apply_dict1  s   
r-  c                  C   sd   t dtddddi} | dd }t||  | dd }t dtd	dddi}t|| d S )
Ndtz
2015-01-01r
   zEurope/Brussels)rn   r^   c                 S   r_   rA   r   r`   r   r   r   rE   J  ra   z,test_apply_non_numpy_dtype.<locals>.<lambda>c                 S   s   | t d S )NZ1day)rr   Z	Timedeltar`   r   r   r   rE   M      z
2015-01-02)r   r   r4   r5   rI   r   r   r   r   test_apply_non_numpy_dtypeG  s   r0  c                  C   s2   t dg didd} | dd }t||  d S )Nr.  )rg   r   r   rg   rP   r   c                 S   r_   rA   r   r`   r   r   r   rE   V  ra   z5test_apply_non_numpy_dtype_category.<locals>.<lambda>r   rY   r   r   r   #test_apply_non_numpy_dtype_categoryT  s   r1  c                  C   sR   t ddgddggddgd} t ddggddgdgd}| dg}t|| d S )	Nr   r   rV   r
   rg   r   r%  r   rh   r   r<   r;   r   r   r   test_apply_dup_names_multi_aggZ  s   r3  opr4   ri   c                 C   s`   dd }t tdtdd}t|| |dd}tg dg dg dg dg}t|| d S )	Nc                 S   s"   d| d  d| d  d| d  gS )NrV   r   r   r   r   rowr   r   r   
apply_listf  s   "z3test_apply_nested_result_axis_1.<locals>.apply_list)rU   rU   ZABCDr   r   rb   )        r8  r8  )r   r   Zzerosr   r   r   r5   r6   )r4  r7  r   r;   r<   r   r   r   test_apply_nested_result_axis_1c  s   r9  c                  C   sR   t dtdddgidd} | dd }t||  | d	d }t||  d S )
Nr   Z2020r\   r]   zdatetime64[ns, UTC]r   c                 S   r_   rA   r   r`   r   r   r   rE   v  ra   z7test_apply_noreduction_tzaware_object.<locals>.<lambda>c                 S   rx   rA   )r   r`   r   r   r   rE   x  rF   rc   rd   r   r   r   %test_apply_noreduction_tzaware_objectq  s   r:  c                     sh   t dg di} g   fdd} fdd}||fD ]} d d = | j|dd  t| jks1J qd S )	Nrg   r   c                    s     | j d S rA   r   r  r5  namesr   r   reducing_function     z8test_apply_function_runs_once.<locals>.reducing_functionc                    s     | j | S rA   r;  r5  r<  r   r   non_reducing_function  s   z<test_apply_function_runs_once.<locals>.non_reducing_functionr   rb   )r   r4   r   r8   )r   r>  r@  rt   r   r<  r   test_apply_function_runs_once|  s   
rA  c                    s   | dkr	t d tdg di}g   fdd} fdd}||fD ]} d d = |j|| d	d
d  t|j ks>J q#d S )Nr    z8appending to list outside of numba func is not supportedrg   r   c                    s     |  d S rA   extendr5  r   r   r   r>    s   z<test_apply_raw_function_runs_once.<locals>.reducing_functionc                    s     |  | S rA   rB  r5  rD  r   r   r@    s   
z@test_apply_raw_function_runs_once.<locals>.non_reducing_functionTr   )r%   r?   r-   )r#   r   r   r4   r   rg   Zto_list)r%   r   r>  r@  rt   r   rD  r   !test_apply_raw_function_runs_once  s   

rE  c                  C   sP   t tddgdgd} t tddgdgtd}| dd }t|| d S )Ns   abcds   efghcolr   )r   r   c                 S   rO   )NobjectrQ   r`   r   r   r   rE     rT   z-test_apply_with_byte_string.<locals>.<lambda>)r   r   r   rG  r4   r5   rI   r2  r   r   r   test_apply_with_byte_string  s   rH  valasd   c                    s`   dd dddt jg}td|idd}|j fdd}t fd	d
|D dd}t|| d S )NrJ  rK  Zcderg   rP   r   c                    s   |  kS rA   r   r`   rI  r   r   rE     rF   z/test_apply_category_equalness.<locals>.<lambda>c                    s$   g | ]}t |rtjn| kqS r   )rr   Zisnullr   r{   )r   rC   rL  r   r   
<listcomp>  s   $ z1test_apply_category_equalness.<locals>.<listcomp>r  )r   r{   r   rg   r4   r   r5   r6   )rI  Z	df_valuesr   r;   r<   r   rL  r   test_apply_category_equalness  s   rN  c                  C   sZ   t tjdd} | jtjjddj}|dksJ | jtjjddj}|dks+J d S )NrV   )r   rV   r   rb   )r   rV   )r   r   r   r   r4   ZfftrW   ZrfftrY   r   r   r   test_infer_row_shape  s
   rO  zops, by_row, expectedrg   c                 C   r   r   r   r`   r   r   r   rE     rF   compatc                 C   r   r   r   r`   r   r   r   rE     rF   c                 C   rx   rA   r   r`   r   r   r   rE     rF   c                 C   rx   rA   rQ  r`   r   r   r   rE     rF   r   c                 C   rx   rA   rQ  r`   r   r   r   rE     rF   )r
   r
   r
   )r   r   rE   rz   c                 C   rx   rA   rQ  r`   r   r   r   rE     rF   c                 C      dS r   r   r`   r   r   r   rE     ra   c                 C   rR  r   r   r`   r   r   r   rE     ra   c                 C   .   t dddgi}|j| |d}t|| d S Nrg   r   rV   by_rowr   r4   r5   Zassert_equalopsrV  r<   r   r;   r   r   r   test_dictlike_lambda  s   rZ  rY  c                 C   r   r   r   r`   r   r   r   rE     rF   c                 C   rx   rA   rQ  r`   r   r   r   rE     rF   c                 C   rx   rA   rQ  r`   r   r   r   rE     rF   c                 C   rR  r   r   r`   r   r   r   rE     ra   c                 C   R   t dddgi}tjtdd |j| dd W d    d S 1 s"w   Y  d S Nrg   r   rV   zby_row=True not allowedmatchTrU  r   r#   raises
ValueErrorr4   rY  r   r   r   r   test_dictlike_lambda_raises     "rc  c                  C   s   t ddgddggddgd} | jdd dd}td	d
 |  D }t|| tdtdg| d< | jdd dd}t|| | d | d  dd }tddiddig}t|| d S )Nr   rV   rg   r   r   c                 S      d| d | d  iS Nro   rg   r   r   r`   r   r   r   rE     r   z,test_with_dictlike_columns.<locals>.<lambda>rb   c                 S   s   g | ]}d diqS )ro   r
   r   r  r   r   r   rM    r   z.test_with_dictlike_columns.<locals>.<listcomp>2017-05-01 00:00:002017-05-02 00:00:00r5   c                 S   re  rf  r   r`   r   r   r   rE     r   c                 S   s   d| iS )Nro   r   r`   r   r   r   rE     rF   ro   r
   )r   r4   r   r!  r5   r6   r   r   r   r   r   test_with_dictlike_columns  s   ri  c                  C   sd   t  } g d| d< g d| d< tjg ddd| d< | jd	d
 dd}ti i i g}t|| d S )N)XYZZauthor)ZBBCZNBCZN24Z	publisher)z17-10-2010 07:15:30z13-05-2011 08:20:35z15-01-2013 09:09:09T)Zdayfirstdatec                 S   s   i S rA   r   r`   r   r   r   rE     ra   z:test_with_dictlike_columns_with_datetime.<locals>.<lambda>r   rb   )r   rr   to_datetimer4   r   r5   r6   r   r   r   r   (test_with_dictlike_columns_with_datetime  s   
ro  c                  C   s   t ddgddggddgd} | jdd ddd	}t d
ddgi}t|| tdtdg| d< | jdd ddd	}t|| d S )Nr   rV   rg   r   r   c                 S   re  rf  r   r`   r   r   r   rE     r   z7test_with_dictlike_columns_with_infer.<locals>.<lambda>r   r   ro   r
   rg  rh  r5   c                 S   re  rf  r   r`   r   r   r   rE   &  r   )r   r4   r5   rI   r   r   r   r   r   %test_with_dictlike_columns_with_infer  s   rp  c                 C   r   r   r   r`   r   r   r   rE   -  rF   )rg   rE   c                 C   r   r   r   r`   r   r   r   rE   .  rF   c                 C   rx   rA   rQ  r`   r   r   r   rE   /  rF   c                 C   rx   rA   rQ  r`   r   r   r   rE   0  rF   c                 C   rx   rA   rQ  r`   r   r   r   rE   2  rF   c                 C   rx   rA   rQ  r`   r   r   r   rE   7  rF   c                 C   r   r   r   r`   r   r   r   rE   <  rF   c                 C   rR  Nr
   r   r`   r   r   r   rE   <  ra   r   c                 C   rR  r   r   r`   r   r   r   rE   A  ra   c                 C   rR  rq  r   r`   r   r   r   rE   A  ra   c                 C   rS  rT  rW  rX  r   r   r   test_listlike_lambda*  s   rr  c                 C   r   r   r   r`   r   r   r   rE   Q  rF   c                 C   rx   rA   rQ  r`   r   r   r   rE   R  rF   c                 C   rx   rA   rQ  r`   r   r   r   rE   S  rF   c                 C   r   r   r   r`   r   r   r   rE   T  rF   c                 C   rR  rq  r   r`   r   r   r   rE   T  ra   c                 C   r[  r\  r_  rb  r   r   r   test_listlike_lambda_raisesN  rd  rs  c                  C   s   t ttjddg dtddddd} | dd	g jtd
d}tdd | dd	g 	 D }t
|| | ddg jtd
d}tdd | ddg 	 D }t
|| d S )NrV   rU   )rg   r   Zofwordsz
2016-10-01h)rn   freq)rg   r   rS   rg   r   r   rb   c                 S      g | ]}|d d qS rf   r   r  r   r   r   rM  i      z.test_with_listlike_columns.<locals>.<listcomp>rS   c                 S   rw  rf   r   r  r   r   r   rM  m  rx  )r   r   r   r   r   r   r   r4   tupler!  r5   r6   r   r   r   r   test_with_listlike_columns^  s   rz  c                  C   sp   t tddgdggtdgddggd} tddg| _| jd	d
 dd}tg dgg| jd}t|| d S )Nrg   r   qzr  rB   )r   Zj0)r   Zj1c                    s    fdd d D S )Nc                    s   g | ]
}| d  v r|qS )rD   r   )r   elr5  r   r   rM  v  s    zOtest_with_listlike_columns_returning_list.<locals>.<lambda>.<locals>.<listcomp>rC   r   r5  r   r5  r   rE   v  r'  z;test_with_listlike_columns_returning_list.<locals>.<lambda>r   rb   rz   )r   r   r   from_tuplesr8   r4   r5   r6   r   r   r   r   )test_with_listlike_columns_returning_listq  s
   *r  c                  C   s\   t ddgddgtdtdgd} | jdd	 d
d}tdd |  D }t|| d S )Nr   r   r   r
  z2017-11-29 03:30:00z2017-11-29 03:45:00)numberstringr   c                 S   s   | j | jfS rA   r  r  r5  r   r   r   rE     r   z1test_infer_output_shape_columns.<locals>.<lambda>r   rb   c                 S   s   g | ]}|j |jfqS r   r  r  r   r   r   rM    rx  z3test_infer_output_shape_columns.<locals>.<listcomp>r   r   r4   r   r!  r5   r6   r   r   r   r   test_infer_output_shape_columns{  s   
r  c                  C   s   t tjddg dd} | jdd dd}td	d
 |  D }t	|| | jdd dd}tdd
 |  D }t	|| d S )NrV   )r   r
   r   r   c                 S   r   r   r   r`   r   r   r   rE     rF   z:test_infer_output_shape_listlike_columns.<locals>.<lambda>r   rb   c                 S   s   g | ]}g d qS )r   r   r  r   r   r   rM    r   z<test_infer_output_shape_listlike_columns.<locals>.<listcomp>c                 S      ddgS Nr   rV   r   r`   r   r   r   rE     rF   c                 S   s   g | ]}d dgqS r   rV   r   r  r   r   r   rM    r   
r   r   r   r   r   r4   r   r!  r5   r6   r   r   r   r   (test_infer_output_shape_listlike_columns  s   r  c                    s^   t dg ditdd}|j fdddd}t fd	d
| D |jd}t|| d S )Nrg   r   r   rz   c                    s
   t  S rA   r   Zonesr5  rL  r   r   rE     rT   zBtest_infer_output_shape_listlike_columns_np_func.<locals>.<lambda>r   rb   c                    s   g | ]}t  qS r   r  r  rL  r   r   rM    r'  zDtest_infer_output_shape_listlike_columns_np_func.<locals>.<listcomp>)r   r   r4   r   r!  r8   r5   r6   )rI  r   r;   r<   r   rL  r   0test_infer_output_shape_listlike_columns_np_func  s    r  c                  C   sr   t tdtdtdtdgg dg dg dd} d	d
 }| j|dd}tdd |  D }t|| d S )Nz
2010-02-01z
2010-02-04z
2010-02-05z
2010-02-06)r   r   rU   r
   )r   r
   rU   rV   )r   rV   r
   rU   )rg   r   r   r=   c                 S   rR  )Nr  r   r`   r   r   r   fun  s   zDtest_infer_output_shape_listlike_columns_with_timestamp.<locals>.funr   rb   c                 S   s   g | ]}d qS )r  r   r  r   r   r   rM        zKtest_infer_output_shape_listlike_columns_with_timestamp.<locals>.<listcomp>r  )r   r  r;   r<   r   r   r   7test_infer_output_shape_listlike_columns_with_timestamp  s   r  lstr   c                    s^   t tjddg dd}|j fdddd}t fd	d
| D }t	|| d S )NrV   )rU   r
   r   r   c                    s    S rA   r   r`   r  r   r   rE     ra   z3test_consistent_coerce_for_shapes.<locals>.<lambda>r   rb   c                    s   g | ]} qS r   r   r  r  r   r   rM    r  z5test_consistent_coerce_for_shapes.<locals>.<listcomp>r  )r  r   r;   r<   r   r  r   !test_consistent_coerce_for_shapes  s   r  c                 C   sd   | }|j dd dd}| jddddd	}t|| |j d
d dd}|ddg }t|| d S )Nc                 S   s   t g dg ddS )Nr   )testothercolsrz   r   r`   r   r   r   rE     r   z'test_consistent_names.<locals>.<lambda>r   rb   r  r  r  r   r   c                 S   s   t ddgddgdS )Nr   rV   r  r  rz   r  r`   r   r   r   rE     r   )r4   renamer5   rI   r   r   r   r   test_consistent_names  s   
r  c                 C   s:   | }|j dd ddd}| }g d|_t|| d S )Nc                 S   r   r   r   r`   r   r   r   rE     rF   z"test_result_type.<locals>.<lambda>r   r   r   r   r   rV   r4   r   r   r5   rI   r   r   r   r   test_result_type  s
   
r  c                 C   sB   | }|j dd ddd}|ddg  }ddg|_t|| d S )	Nc                 S   r  r  r   r`   r   r   r   rE     rF   z/test_result_type_shorter_list.<locals>.<lambda>r   r   r   r   r   r   r  r   r   r   r   test_result_type_shorter_list  s
   
r  c                 C   sT   |dkrt jjdd}|j| | }|jdd dd|d}| }t|| d S )	Nr    z(numba engine doesn't support list returnr&   c                 S   r   r   r   r`   r   r   r   rE     rF   z,test_result_type_broadcast.<locals>.<lambda>r   r   r-   r   r%   	r#   r.   r/   r0   r1   r4   r   r5   rI   )r   r$   r%   r.   r   r;   r<   r   r   r   test_result_type_broadcast  s   r  c                    s`   |dkrt jjdd}|j| | }g d |j fdddd|d	}| }t|| d S )
Nr    <numba Series constructor only support ndarrays not list datar&   r  rF  r=  c                       t g d dS Nr   rz   r  r`   r   r   r   rE     r  z8test_result_type_broadcast_series_func.<locals>.<lambda>r   r   r  r  r   r%   r$   r.   r   r;   r<   r   r   r   &test_result_type_broadcast_series_func  s   
r  c                 C   sR   |dkrt jjdd}|j| | }|jdd d|d}| }t|| d S )Nr    r  r&   c                 S   s   t g d| jdS r  )r   r8   r`   r   r   r   rE     r   z0test_result_type_series_result.<locals>.<lambda>r   r,   r  r  r   r   r   test_result_type_series_result  s   r  c                    sd   |dkrt jjdd}|j| | }g d |j fddd|d}| } |_t	|| d S )	Nr    z:no support in numba Series constructor for list of columnsr&   r  c                    r  r  r  r`   r   r   r   rE   0  r  z<test_result_type_series_result_other_index.<locals>.<lambda>r   r,   )
r#   r.   r/   r0   r1   r4   r   r   r5   rI   r  r   r   r   *test_result_type_series_result_other_index$  s   r  boxc                 C      t | S rA   )r   r`   r   r   r   rE   8  rF   c                 C   r  rA   )ry  r`   r   r   r   rE   8  rF   c                 C   s   t j| ddS )Nr   r   )r   r   r`   r   r   r   rE   8  r/  )r   ry  r   c                    s   |}|j  fdddd}t fdd| D }t|| |j  fddddd	}|d
dg jdddd}t|| d S )Nc                        ddgS r  r   r`   r  r   r   rE   ?  r   z,test_consistency_for_boxed.<locals>.<lambda>r   rb   c                    s   g | ]} d dgqS r  r   r  r  r   r   rM  @  rx  z.test_consistency_for_boxed.<locals>.<listcomp>c                    r  r  r   r`   r  r   r   rE   C  r   r   r   r   r   r   rq   r   )r4   r   r!  r5   r6   r  rI   )r  r   r   r;   r<   r   r  r   test_consistency_for_boxed6  s   r  c                 C   s:  | dv rdnd}t jdd t |}t |}| }|jt j| d}t|| |jt jg| d}| }| dv rGt	|j
dgg|_
n
t	|jdgg|_t|| |jt jt jg| d}t||g|d}| dv rzt	|j
ddgg|_
nt	|jddgg|_t|| W d    d S 1 sw   Y  d S )	N   r   r8   r   r   r(   r)   rb   r3   absolute)r   r2   absr3   r   r4   r5   rI   r   Zfrom_productr   r8   r	   )r-   r:   
other_axisZf_absZf_sqrtr<   r;   r   r   r   test_agg_transformH  s0   

"r  c                  C   sT   t tddd} | ddg}t ddgddgdddgddgd	}t|| d S )
Nr   rq   r%  r&  r   rU   r   r   r   )r   r   ri   r5   rI   r   r   r   r   	test_demom  s   r  c                  C   sl   t tddd} | ddgddgd}t ddtjgdtjd	gdd
dgg dd}t||| d S )Nr   rq   r%  r&  r         @r8        @g      9@r   r   )r&  r%  r   r   )r   r   ri   r   r{   r5   rI   Zreindex_liker   r   r   r   test_demo_dict_aggx  s   r  c                  C   sl   dddgi} t | }|ddi}tddi}t|| |d ddi}tddidd}t|| d S )Nr  r   r
  countrV   r  )r   ri   r   r5   r6   )rj   r   r;   r<   r   r   r   !test_agg_with_name_as_column_name  s   r  c                  C   s   t g dg dg dd} t ddgddgd	d
gdddgd}| ddg}t|| | g d ddg}|g d ddg}t|| d S )Nr   r   r         @r   r
  Zbazr   r   r   r         @r
  	foobarbazr%  r   rz   )r   r   r   )r   ri   r5   rI   Zreindex)mdfr<   r;   r   r   r   test_agg_multiple_mixed  s$   	r  c                  C   s   t g dg dg dtdddd} d}tjt|d	 | d
dg W d    n1 s.w   Y  tjt|d	 | g d dd
g W d    d S 1 sQw   Y  d S )Nr   r  r  rl   r
   rm   r   r   r   rK   does not support reductionr]  r%  r   )rK   r   r   r   )r   r   r#   r`  	TypeErrorri   )r  msgr   r   r   test_agg_multiple_mixed_raises  s   

"r  c              	   C   s  | dv rdnd}|j |  d d  \}}tj|j| d|j| d|j| dgdd}g d|_| dv r9|j	n|}|j
g d| d}t|| |d|di}|j
|| d}t|||  |||  g||gd	}t|| |dg|dgi}|j
|| d}t|t|||  gdgd	|t|||  gdgd	i}| d
v r|j	n|}t|| |ddg|ddgi}|j
|| d}tj|t|||  |||  gddgd	|t|||  |||  gddgd	idd}| d
v r|j	n|}t|| d S )Nr  r   r   rV   rb   )r7   r&  r   r7   r   rz   >   r   r   r&  )ZaxesuniqueZsort_valuesrr   concatr7   r&  r   r   r   ri   r5   rI   r   r|   r6   r   )r-   r:   r  Zname1Zname2r<   r;   rt   r   r   r   test_agg_reduce  sf   



r  c                  C   sF  t g dg dg dtdddd} | d}td	d
dtdg| jd}t|| | dg}t d	d
dtddggdg| jd}t	|| d}t
jt|d | d W d    n1 scw   Y  | g d d}tg dg dd}t|| d}t
jt|d | dg W d    d S 1 sw   Y  d S )Nr   r  r  rl   r
   rm   r  r%  r   r   r
  rz   nsr  r  r]  r   r   )r   r  r  )r   r   ri   r   r   r   r5   r6   Zas_unitrI   r#   r`  r  )r   r;   r<   r  r   r   r   test_nuiscance_columns	  s8   

	"r  howc                 C   s  t g ddtjdgg dd}t|| ddi}tddi}t|| t|| dd	i}tdd
i}t|| t|| dd	g}t|| dd	gdd	gdd	gd}t dd
ddd
ddd
dd}tj||dd tj||dd t|| d}| }t|| d S )NNrV   r
   r   r  r   Nr
  r   r   r  rV   sizer
   )r  r  Tr(  )	r   r   r{   r   r   r5   r6   rI   r  )r  r   r;   r<   Zresult1Zresult2r   r   r   test_non_callable_aggregates-  s0   r  c                 C   st   t g ddtjdgg dd}t|| d|d}|dv r(t|jd	 |jd
}n
t|jd |jd
}t	|| d S )Nr  r   r  r  r   r  rb   )r   r8   r   rz   r   )
r   r   r{   r   r   rW   r   r8   r5   r6   )r  r-   r   r;   r<   r   r   r   test_size_as_strZ  s   r  c                  C   s   t g ddtjdgg dd} dd }| |}tddgdgd	d
ggg dd}t|| | |g}|dj}t	|| d S )N)rV   rV   r
   g      ?r  r   c                 S   s   t |   S rA   )r   Zdropnar  )Z	group_colr   r   r   rt   n  r?  z&test_agg_listlike_result.<locals>.funcrV   r
   r   r
  rz   rt   )
r   r   r{   ri   r   r5   r6   Zto_framer   rI   )r   rt   r;   r<   r   r   r   test_agg_listlike_resultj  s    
 r  zargs, kwargs)r   r      r  rG   r   r   rg   r   r   c                 C   sj   ddd}t ddgddgg}| dkrtdd	g}ntd
dg}|j|| g|R i |}t|| d S )Nr
   c                 S   s   |   || |  S rA   rQ  )rC   rg   r   r   r   r   r   r    s   ztest_agg_args_kwargs.<locals>.fr   rV   rU   r   r  g      @r  g       @)r
   r   r   ri   r5   r6   )r-   rH   kwargsr  r   r<   r;   r   r   r   test_agg_args_kwargsz  s   
r  num_cols)rV   r
   r   c                 C   sp   |dkrt jjdd}|j| tg d}| }td|t	| d}|j
dd |d	 |j|jks6J d S )
Nr    z*numba engine only supports numeric indicesr&   )z
1950-06-30z
1952-10-24z
1953-05-29r   r  c                 S   r_   rA   r   r`   r   r   r   rE     ra   z,test_frequency_is_original.<locals>.<lambda>r+   )r#   r.   r/   r0   r1   rr   ZDatetimeIndexr   r   r   r4   rv  )r  r%   r$   r.   r8   originalr   r   r   r   test_frequency_is_original  s   r  c                 C   s   | dkrt jjdd}|j| tdddtdddtdddg}tg d	|d
}|jdd d| d}t||d}t	
|| d S )Nr    z0numba engine doesn't support non-numeric indexesr&   z2019-03-15 12:34:31.909000+0000r\   r]   z2019-03-15 12:34:34.359000+0000z2019-03-15 12:34:34.660000+0000r  )rj   r8   c                 S   r  rA   r  r`   r   r   r   rE     r  z.test_apply_datetime_tz_issue.<locals>.<lambda>r   r,   )r8   rj   )r#   r.   r/   r0   r1   r   r   r4   r   r5   r6   )r%   r$   r.   Z
timestampsr   r;   r<   r   r   r   test_apply_datetime_tz_issue  s   


r  r   r   r=   rq   method)r%  r&  r   c                 C   sf   |dkrd}nd}|s+t jt|d t| |  W d    d S 1 s$w   Y  d S t| |  d S )Nr   z>can only concatenate str \(not "int"\) to str|does not supportz4not supported between instances of 'str' and 'float'r]  )r#   r`  r  r   )r   r  Zusing_infer_stringr  r   r   r   test_mixed_column_raises  s   "r  rF  r   c                 C   s:   t d| ggddgd}|dd }|j}t|| d S )Nr   rg   r   r   c                 S   r  rA   r   r`   r   r   r   rE     r  z"test_apply_dtype.<locals>.<lambda>)r   r4   Zdtypesr5   r6   )rF  r   r;   r<   r   r   r   test_apply_dtype  s   r  c                 C   s   t tdtddd}| }dd }| }|d  d7  < t| |j|dd}W d    n1 s7w   Y  t|| |sF| rNt|| d S t|| d S )	Nd      r  c                 S   s*   | j }| jd  d7  < | j |usJ | S )Nrg   r   )Z_mgrr|   )r6  Zmgrr   r   r   rt     s   z!test_apply_mutating.<locals>.funcrg   r   rb   )r   r   r   r5   Zassert_cow_warningr4   rI   )Zusing_array_managerZusing_copy_on_writeZwarn_copy_on_writer   Zdf_origrt   r<   r;   r   r   r   test_apply_mutating  s   r  c                  C   sb   t ddgddgddgddgd	d
ggddgd} | jdd dd}tg g dtd}t|| d S )Nr   rV   r
   rU   r   r   r   r   r   r   rg   r   r   c                 S   s   g S rA   r   r`   r   r   r   rE     ra   z.test_apply_empty_list_reduce.<locals>.<lambda>r   r   r  r   )r   r4   r   rG  r5   r6   r   r   r   r   test_apply_empty_list_reduce  s   .r  c                 C   s   | dkrt jjdd}|j| tddggd ddgd	}|jd
dd dd g| d}tg dg ddg dd}t|| d S )Nr    z;numba engine doesn't support list-likes/dict-like callablesr&   rU   r   r
   r   r   r   r   c                 S   rx   rA   rQ  r`   r   r   r   rE     rF   z,test_apply_no_suffix_index.<locals>.<lambda>r+   )rK  rK  rK  )   r  r  rq   )r   rE   rE   rz   )	r#   r.   r/   r0   r1   r   r4   r5   rI   )r%   r$   r.   Zpdfr;   r<   r   r   r   test_apply_no_suffix_index  s   r  c                 C   sT   | dkr	t d tdddgi}|jdd | dd	d
}tddg}t|| d S )Nr    z No object dtype support in numbar   Zaabbbc                 S   r   r   r   r`   r   r   r   rE     rF   z/test_apply_raw_returns_string.<locals>.<lambda>r   T)r%   r-   r?   )r#   r   r   r4   r   r5   r6   r%   r   r;   r<   r   r   r   test_apply_raw_returns_string  s   
r  c                  C   sb   t g ddd} dd }d|ddg}| |}t g d	g d
g ddg dd}t|| d S )N))r   r   r   )rV   r   r   )r
   r   r   )rU   r   rU   )r   r   r   )r   r   r   )Zatt1Zatt2Zatt3r   c                 S   s   |   d S r   rQ  r   r   r   r   sum_div2  r   z4test_aggregation_func_column_order.<locals>.sum_div2r   r  r%  )g      5@g      %@r  r   )g      2@g      "@r  r8  )g      1@g      !@r  r8  )r   r  r  r%  rz   rh   )r   r  Zaggsr;   r<   r   r   r   "test_aggregation_func_column_order  s   
r  c                 C   sp   | dkrt jjdd}|j| tg dg dd}|ddg jdd	 d
| d}tg d}t	|| d S )Nr    z2numba engine not supporting duplicate index valuesr&   r  r   r  rg   c                 S   s   | j d | j d  S )Nr   r   )r   r`   r   r   r   rE   8  r   z+test_apply_getitem_axis_1.<locals>.<lambda>r   r,   )r   rV   rU   )
r#   r.   r/   r0   r1   r   r4   r   r5   r6   )r%   r$   r.   r   r;   r<   r   r   r   test_apply_getitem_axis_1/  s   
r  c                  C   sX   dd } t dg di}tjtdd || g W d    d S 1 s%w   Y  d S )Nc                 S   s   t d |  S )NHello, World!)warningswarnr   r`   r   r   r   expected_warningF  s   
zDtest_nuisance_depr_passes_through_warnings.<locals>.expected_warningrg   r   r  r]  )r   r5   assert_produces_warningUserWarningri   )r  r   r   r   r   *test_nuisance_depr_passes_through_warnings>  s
   "r  c                  C   s   t ddtgdtdddtjgdg dd} | jtd	d
}tttd}t	|| | jtdd
}ttttd}t	|| d S )Nr
   r  g      ?i  r   )r#  r$  r   rz   r   rb   )
r   r   r   r   r{   r4   typer   r5   r6   r   r   r   r   test_apply_typeO  s   r  c                 C   sN   t ddgddgd}|djdd d| d}tg tjd	}t|| d S )
Nr   rV   r
   r   r  c                 S   s   t | d | d S )Nrg   r   )r&  r`   r   r   r   rE   d  r   z/test_apply_on_empty_dataframe.<locals>.<lambda>r,   r   )r   headr4   r   r   r   r5   r6   r  r   r   r   test_apply_on_empty_dataframea  s   r  c                  C   sN   t ddgddgd} | dd }t ddggddggd}t|| d S )Nr   rV   r
   r  c                 S   s   | j gS rA   rD  r`   r   r   r   rE   k  rF   z(test_apply_return_list.<locals>.<lambda>r   r   r   r   r   test_apply_return_listi  s   r  ztest, constant)r   r   r   )rV   rV   rV   c                 C   s>   t | }t|ddgdd}ddd}||}t|| d S )Nrg   r   rG  )rj   r8   r   r  r  r  )r  ZconstantZdf1r<   Zaggregationr;   r   r   r   test_unique_agg_type_is_seriesp  s
   	

r  c                  C   sr   t g dg dg dd} tg d}t| jdd| | jddd}t|| | dd}t|| d S )	N)r   rV   r   )r   rV   r   )r   r   r   r   )TTFr   rb   r   )r   r   r5   r6   r   r4   r2  r   r   r   /test_any_apply_keyword_non_zero_axis_regression  s   r  c                  C   s.  t dg di} ddd}ddd	}| j|dd
dd}| d }t|| d}tjt|d | j||gdd
dd}W d    n1 sDw   Y  t ddgddgddggddgddggd}t|| tjt|d | jd|idd
dd}W d    n1 sw   Y  t g ddgd}t|| d S )NrC   r   r   r   c                 S      | | | S rA   r   )rC   rg   r   r   r   r   foo1  r   z.test_agg_mapping_func_deprecated.<locals>.foo1rV   c                 S   r  rA   r   )rC   r   r   r   r   r   foo2  r   z.test_agg_mapping_func_deprecated.<locals>.foo2r
   rU   )r   r   z+using .+ in Series.agg cannot aggregate andr]  r   r   r   r  r  r   )rV   r
   rU   )r   r   )rV   r   )r   ri   r5   rI   r  FutureWarning)r   r  r  r;   r<   r  r   r   r    test_agg_mapping_func_deprecated  s&   

"r  c                  C   s   t tdddddgd} tjtdd | tj}W d    n1 s'w   Y  t	d	d	d
t
d}t|| tjtdd | tjg}W d    n1 sTw   Y  t d	d	d
dgd}t|| d S )Nr   r
   rV   r   r   r   zusing DataFrame.stdr]  r   rq   r   zusing Series.stdstdrz   )r   r   r   r   r5   r  r  ri   r  r   r   r6   rI   r   r   r   r   test_agg_std  s   r  c                  C   sT   t g ddtjdgg dd} g d| _| ddi}| d  }t|| d S )	Nr  r   r  r  r   )r   r   r   r   r  )r   r   r{   r   ri   r  r5   r6   r   r   r   r   (test_agg_dist_like_and_nonunique_columns  s   
r  )r   r  numpyr   r#   Zpandas.core.dtypes.dtypesr   Zpandasrr   r   r   r   r   r   Zpandas._testingZ_testingr5   Zpandas.tests.frame.commonr	   Zfixturer   r"   r.   Z
single_cpur%   r>   ZparametrizerJ   rZ   re   rk   rs   r3   r7   rw   r~   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   filterwarningsr   r   r   r   r   r   r   r   r   r	  r  r  r  r  r"  r)  r-  r0  r1  r3  r9  r:  rA  rE  rH  r{   rN  rO  r   rZ  rc  ri  ro  rp  rr  rs  rz  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r   r   r   <module>   s   








	
			"4	*

	







	"

	

	


%E$,(		
&&