o
    믪g                     @   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   _/var/www/html/chatdoc2/venv/lib/python3.10/site-packages/pandas/tests/apply/test_frame_apply.pyint_frame_const_col   s
    r   pythonnumba)marks)paramsc                 C   s   | j dkr
td | j S )Nr    )parampytest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$   markxfailnode
add_markerr   errstatesqrtapplytmassert_series_equalmeanindexxs)float_framer'   r&   r0   resultexpecteddr   r   r   
test_apply*   s    
"r@   r/   r   rawTFc                 C   sR   |dkrt jjdd}|j| | jdd |d||d}| d }t|| d S )	Nr    z!numba engine doesn't support argsr(   c                 S      | | S Nr   xyr   r   r   <lambda>G       z!test_apply_args.<locals>.<lambda>r   )argsrA   r'   r   )r$   r0   r1   r2   r3   r6   r7   assert_frame_equal)r<   r/   rA   r'   r&   r0   r=   r>   r   r   r   test_apply_args@   s   rL   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   DrM   c0c1c                 S   
   |  dS )Ncategoryastype)tsr   r   r   rG   P      
 z-test_apply_categorical_func.<locals>.<lambda>)      rO   rP   )r   r6   shape
isinstancer   r   r   r=   r   r   r   test_apply_categorical_funcM   s
   r\   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 rC   r   rE   r   r   r   rG   Z       z*test_apply_axis1_with_ea.<locals>.<lambda>r   r/   r   r   r6   r7   rK   r>   r=   r   r   r   test_apply_axis1_with_eaW   s   rg   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)r:   r   c                 S   ra   rC   r   rb   r   r   r   rG   e   rc   z0test_agg_axis1_duplicate_index.<locals>.<lambda>r   rd   r   aggr7   rK   )datar   r>   r=   r   r   r   test_agg_axis1_duplicate_index^   s   rm   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   ra   rC   r   rb   r   r   r   rG   r   rc   z/test_apply_mixed_datetimelike.<locals>.<lambda>r   rd   )	r   r   pdto_timedeltar   r   r6   r7   rK   rf   r   r   r   test_apply_mixed_datetimelikei   s   
rv   funcc                 C   s"   t  }|j| |d}|jsJ d S )Nr-   )r   r6   empty)rw   r'   empty_framer=   r   r   r   test_apply_emptyv   s   rz   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 rC   r9   rb   r   r   r   rG      rH   z(test_apply_float_frame.<locals>.<lambda>r-   r:   c                 S   r{   rC   r|   rb   r   r   r   rG      rH   r   r.   )	r6   r   r   nanr   r7   r8   locr:   )r<   r'   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 )Nri   r}   c                 S      | d S )Nri   r   rb   r   r   r   rG      rH   z/test_apply_empty_except_index.<locals>.<lambda>r   r.   r   r6   r7   rK   )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   ri   bcr   )	r   r6   appendr7   rK   r   r   float64r8   )ry   rE   r=   r>   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   r6   getattrr   rT   floatr7   r8   )rw   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   r}   r   )	r   nuniquer   r   r7   r8   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   rX   r
   )rW      r   )      	   )ri   ri   r   r}   c                 S   r   Nr   r   rq   r   r   r   rG      rH   z/test_apply_standard_nonunique.<locals>.<lambda>r   rd   )r   rW   r   c                 S   r   r   r   r   r   r   r   rG      rH   r   )r   r6   r   r7   r8   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   r}   )r6   r   r9   r   r:   r7   rK   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   rd   c                       i | ]}| qS r   r   .0r   mr   r   
<dictcomp>       z6test_apply_broadcast_scalars_axis1.<locals>.<dictcomp>)r6   r   r9   r   r   r7   rK   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 rC   )listrangelenr   rb   r<   r   r   rG      r   z4test_apply_broadcast_lists_columns.<locals>.<lambda>r   r   r   r   )r   r:   r   )	r6   r   r   r   r   r   r:   r7   rK   )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   rC   )r   r   r   r:   rb   r   r   r   rG      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   r:   )	r6   r   r   r   r:   r   r   r7   rK   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   rb   r   r   r   rG      rH   z7test_apply_broadcast_list_lambda_func.<locals>.<lambda>r   r   r   r6   r7   rK   )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   abcr}   )r   r   rb   r   r   r   rG         z9test_apply_broadcast_series_lambda_func.<locals>.<lambda>r   r   r   )r6   copyr7   rK   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   rZ   r   ndarrayndimrb   r   r   r   _assert_raw     z/test_apply_raw_float_frame.<locals>._assert_rawTr/   r'   rA   )r$   skipr6   )r<   r/   r'   r   r   r   r   test_apply_raw_float_frame
  s   
r   c                 C   s6   | j tj||dd}| j dd |d}t|| d S )NTr   c                 S   s
   | j  S rC   )valuesr9   rb   r   r   r   rG     rV   z3test_apply_raw_float_frame_lambda.<locals>.<lambda>rd   )r6   r   r9   r7   r8   )r<   r/   r'   r=   r>   r   r   r   !test_apply_raw_float_frame_lambda  s   r   c                 C   s,   | j dd |dd}| d }t|| d S )Nc                 S   s   | d S NrX   r   rb   r   r   r   rG     rH   z9test_apply_raw_float_frame_no_reduction.<locals>.<lambda>T)r'   rA   rX   r   )r<   r'   r=   r>   r   r   r   'test_apply_raw_float_frame_no_reduction  s   r   c              	   C   sn   |dkr	t d dd }tdddtjdgd d	d
tjdgd dd
dtdd}|j|| |dd d S )Nr    z(isinstance check doesn't work with numbac                 S   r   r   r   rb   r   r   r   r   )  r   z4test_apply_raw_mixed_type_frame.<locals>._assert_raw      ?rX   foo
   float32r   r   int32)ri   r   r   r   r   r}   Tr   )r$   r   r   r   arrayr   r6   )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   rd   )r:   r6   r   r9   r;   )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   rs   r   r   rd   r   r   r}   )
r   r6   r   r9   r   r~   rt   Indexr7   r8   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   rs   c                 S   r   )Nr   r   rb   r   r   r   rG   M  rH   z8test_apply_mixed_dtype_corner_indexing.<locals>.<lambda>r   rd   r   r}   c                 S   r   )Nr   r   rb   r   r   r   rG   Q  rH   )r   r6   r   r7   r8   r   r   r   r   &test_apply_mixed_dtype_corner_indexingK  s   r   zignore::RuntimeWarningaxr:   r   c                 C   ra   rC   r   rb   r   r   r   rG   Y  rc   rG   c                 C   r{   rC   r|   rb   r   r   r   rG   Y  rH   identityr9   )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+   f8r   r   r   )
r   r   r4   r   rZ   r   r6   _get_agg_axisr   r:   )r   rw   rA   r/   r'   r&   r   test_resis_reductionr=   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   r}   c                 S   r{   rC   r|   rb   r   r   r   rG   o  rH   z7test_apply_empty_infer_type_broadcast.<locals>.<lambda>r   r   )r   r6   rZ   )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   rB   rC   r   rE   howmuchr   r   r   add_somet     z4test_apply_with_args_kwds_add_some.<locals>.add_somerX   r   c                 S      | d S r   r   rb   r   r   r   rG   x  rH   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 rC   r|   r   r   r   r   agg_and_add}     z:test_apply_with_args_kwds_agg_and_add.<locals>.agg_and_addrX   r   c                 S   s   |   d S r   r|   rb   r   r   r   rG         z7test_apply_with_args_kwds_agg_and_add.<locals>.<lambda>r   )r6   r7   r8   )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 rC   r   )rE   subdivider   r   r   subtract_and_divide  r   zJtest_apply_with_args_kwds_subtract_and_divide.<locals>.subtract_and_divide)rX   rX   )rJ   r   c                 S   s   | d d S )N       @r   rb   r   r   r   rG     r   z?test_apply_with_args_kwds_subtract_and_divide.<locals>.<lambda>rI   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 rC   )r6   r   r7   rK   )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 )NrX   r   r   rd   )	r   r~   ilocr   get_locr9   r6   r7   r8   )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   rX   r
   rW   rO   rP   i0i1r   r:   r   rd   )r   r   r}   rN   )r   r6   dictr   r   r7   r8   r:   )rl   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 )
NrX   )   r   r   rd   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_normalr6   r   r  itemsr   r7   rK   r   r:   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   )rX   ABC1r  )rX   YUM1r   )rX   DEF1r   )ri   marketpositionr   c                 S   r   )Nr  r   )rr   r   r   f  r   ztest_apply_bug.<locals>.fr   rd   i  r  r  rX   r  r   r
   r  rW   r  r   r  r   r  )r   r6   r   r7   r8   )	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  rX      )r   r   r   rM   EFc                 S   ra   rC   r   rb   r   r   r   rG     rc   z,test_apply_convert_objects.<locals>.<lambda>r   rd   )r   r   r  r  r  r6   r7   rK   rf   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 rC   namerb   r   r   r   rG   
      z(test_apply_attach_name.<locals>.<lambda>r}   )r6   r   r   r7   r8   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!  rC   r"  rb   r   r   r   rG     r$  z.test_apply_attach_name_axis1.<locals>.<lambda>r   rd   r}   )r6   r   r:   r7   r8   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 rC   r   repeatr#  r   rb   r   r   r   rG     r   z6test_apply_attach_name_non_reduction.<locals>.<lambda>r   r:   r   )	r6   r   r   r   r   r   r:   r7   rK   r   r   r   r   $test_apply_attach_name_non_reduction  s   r+  c                    sD    j dd dd}t fdd  D } j|_t|| d S )Nc                 S   r'  rC   r(  rb   r   r   r   rG   !  r   z<test_apply_attach_name_non_reduction_axis1.<locals>.<lambda>r   rd   c                 3   s&    | ]}t |d  t jV  qdS )r   N)r   r)  r   r   r   tr   r   r   	<genexpr>"  s    
z=test_apply_attach_name_non_reduction_axis1.<locals>.<genexpr>)r6   r   
itertuplesr:   r7   r8   r   r   r   r   *test_apply_attach_name_non_reduction_axis1   s   r0  c                  C   s   t g dg dg} tddgddgddgg| d	d
gd}|dd d}tddgddgddgg| ddgd}tj||dd d S )N)ri   ri   r   )r   r?   r?   r   rX   r
   rW   r   r   col1col2r*  c                 S   s   t t| t| dS )N)minmax)r   r3  r4  rb   r   r   r   rG   ,      z(test_apply_multi_index.<locals>.<lambda>r3  r4  T
check_like)r   from_arraysr   r6   r7   rK   )r:   rq   r=   r>   r   r   r   test_apply_multi_index)  s
   $$r9  z	df, dictsr   r  spameggs)r   r   rX   r
   c                 C   sV   dd }| j |dd}| j |dd}|  |}t|| t||  t|| d S )Nc                 S   r{   rC   )to_dictrb   r   r   r   rG   =  rH   z!test_apply_dict.<locals>.<lambda>r   r   r   )r6   r7   r8   rK   )r   dictsfnreduce_truereduce_falsereduce_noner   r   r   test_apply_dict1  s   
rB  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)rp   r`   c                 S   ra   rC   r   rb   r   r   r   rG   J  rc   z,test_apply_non_numpy_dtype.<locals>.<lambda>c                 S   s   | t d S )N1day)rt   	Timedeltarb   r   r   r   rG   M      z
2015-01-02)r   r   r6   r7   rK   r   r   r   r   test_apply_non_numpy_dtypeG  s   rG  c                  C   s2   t dg didd} | dd }t||  d S )NrC  )ri   r   r   ri   rR   r   c                 S   ra   rC   r   rb   r   r   r   rG   V  rc   z5test_apply_non_numpy_dtype_category.<locals>.<lambda>r   r[   r   r   r   #test_apply_non_numpy_dtype_categoryT  s   rH  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   rX   r
   ri   r   r3  r   rj   r   r>   r=   r   r   r   test_apply_dup_names_multi_aggZ  s   rJ  opr6   rk   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 )NrX   r   r   r   r   rowr   r   r   
apply_listf  s   "z3test_apply_nested_result_axis_1.<locals>.apply_list)rW   rW   ABCDr   r   rd   )        rP  rP  )r   r   zerosr   r   r   r7   r8   )rK  rN  r   r=   r>   r   r   r   test_apply_nested_result_axis_1c  s   rR  c                  C   sR   t dtdddgidd} | dd }t||  | d	d }t||  d S )
Nr   2020r^   r_   zdatetime64[ns, UTC]r   c                 S   ra   rC   r   rb   r   r   r   rG   v  rc   z7test_apply_noreduction_tzaware_object.<locals>.<lambda>c                 S   r{   rC   )r   rb   r   r   r   rG   x  rH   re   rf   r   r   r   %test_apply_noreduction_tzaware_objectq  s   rT  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 )	Nri   r   c                    s     | j d S rC   r   r#  rL  namesr   r   reducing_function     z8test_apply_function_runs_once.<locals>.reducing_functionc                    s     | j | S rC   rU  rL  rV  r   r   non_reducing_function  s   z<test_apply_function_runs_once.<locals>.non_reducing_functionr   rd   )r   r6   r   r:   )r   rX  rZ  rw   r   rV  r   test_apply_function_runs_once|  s   
r[  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 supportedri   r   c                    s     |  d S rC   extendrL  r   r   r   rX    s   z<test_apply_raw_function_runs_once.<locals>.reducing_functionc                    s     |  | S rC   r\  rL  r^  r   r   rZ    s   
z@test_apply_raw_function_runs_once.<locals>.non_reducing_functionTr   )r'   rA   r/   )r$   r   r   r6   r   ri   to_list)r'   r   rX  rZ  rw   r   r^  r   !test_apply_raw_function_runs_once  s   

r`  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   rQ   )NobjectrS   rb   r   r   r   rG     rV   z-test_apply_with_byte_string.<locals>.<lambda>)r   r   r   rb  r6   r7   rK   rI  r   r   r   test_apply_with_byte_string  s   rc  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 )Nre  rf  cderi   rR   r   c                    s   |  kS rC   r   rb   rd  r   r   rG     rH   z/test_apply_category_equalness.<locals>.<lambda>c                    s$   g | ]}t |rtjn| kqS r   )rt   isnullr   r~   )r   rE   rh  r   r   
<listcomp>  s   $ z1test_apply_category_equalness.<locals>.<listcomp>r"  )r   r~   r   ri   r6   r   r7   r8   )rd  	df_valuesr   r=   r>   r   rh  r   test_apply_category_equalness  s   rl  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 )NrX   )r   rX   r   rd   )r   rX   )r   r   r  r  r6   fftrY   rfftr[   r   r   r   test_infer_row_shape  s
   ro  zops, by_row, expectedri   c                 C   r   r   r   rb   r   r   r   rG     rH   compatc                 C   r   r   r   rb   r   r   r   rG     rH   c                 C   r{   rC   r   rb   r   r   r   rG     rH   c                 C   r{   rC   rq  rb   r   r   r   rG     rH   r   c                 C   r{   rC   rq  rb   r   r   r   rG     rH   )r
   r
   r
   )r   r   rG   r}   c                 C   r{   rC   rq  rb   r   r   r   rG     rH   c                 C      dS r   r   rb   r   r   r   rG     rc   c                 C   rr  r   r   rb   r   r   r   rG     rc   c                 C   .   t dddgi}|j| |d}t|| d S Nri   r   rX   by_rowr   r6   r7   assert_equalopsrv  r>   r   r=   r   r   r   test_dictlike_lambda  s   r{  rz  c                 C   r   r   r   rb   r   r   r   rG     rH   c                 C   r{   rC   rq  rb   r   r   r   rG     rH   c                 C   r{   rC   rq  rb   r   r   r   rG     rH   c                 C   rr  r   r   rb   r   r   r   rG     rc   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 Nri   r   rX   zby_row=True not allowedmatchTru  r   r$   raises
ValueErrorr6   rz  r   r   r   r   test_dictlike_lambda_raises     "r  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   rX   ri   r   r   c                 S      d| d | d  iS Nrq   ri   r   r   rb   r   r   r   rG     r   z,test_with_dictlike_columns.<locals>.<lambda>rd   c                 S   s   g | ]}d diqS )rq   r
   r   r,  r   r   r   rj    r   z.test_with_dictlike_columns.<locals>.<listcomp>2017-05-01 00:00:002017-05-02 00:00:00r7   c                 S   r  r  r   rb   r   r   r   rG     r   c                 S   s   d| iS )Nrq   r   rb   r   r   r   rG     rH   rq   r
   )r   r6   r   r/  r7   r8   r   r   r   r   r   test_with_dictlike_columns  s   r  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Zauthor)BBCNBCN24	publisher)z17-10-2010 07:15:30z13-05-2011 08:20:35z15-01-2013 09:09:09T)dayfirstdatec                 S   s   i S rC   r   rb   r   r   r   rG     rc   z:test_with_dictlike_columns_with_datetime.<locals>.<lambda>r   rd   )r   rt   to_datetimer6   r   r7   r8   r   r   r   r   (test_with_dictlike_columns_with_datetime  s   
r  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   rX   ri   r   r   c                 S   r  r  r   rb   r   r   r   rG     r   z7test_with_dictlike_columns_with_infer.<locals>.<lambda>r   r   rq   r
   r  r  r7   c                 S   r  r  r   rb   r   r   r   rG   &  r   )r   r6   r7   rK   r   r   r   r   r   %test_with_dictlike_columns_with_infer  s   r  c                 C   r   r   r   rb   r   r   r   rG   -  rH   )ri   rG   c                 C   r   r   r   rb   r   r   r   rG   .  rH   c                 C   r{   rC   rq  rb   r   r   r   rG   /  rH   c                 C   r{   rC   rq  rb   r   r   r   rG   0  rH   c                 C   r{   rC   rq  rb   r   r   r   rG   2  rH   c                 C   r{   rC   rq  rb   r   r   r   rG   7  rH   c                 C   r   r   r   rb   r   r   r   rG   <  rH   c                 C   rr  Nr
   r   rb   r   r   r   rG   <  rc   r   c                 C   rr  r   r   rb   r   r   r   rG   A  rc   c                 C   rr  r  r   rb   r   r   r   rG   A  rc   c                 C   rs  rt  rw  ry  r   r   r   test_listlike_lambda*  s   r  c                 C   r   r   r   rb   r   r   r   rG   Q  rH   c                 C   r{   rC   rq  rb   r   r   r   rG   R  rH   c                 C   r{   rC   rq  rb   r   r   r   rG   S  rH   c                 C   r   r   r   rb   r   r   r   rG   T  rH   c                 C   rr  r  r   rb   r   r   r   rG   T  rc   c                 C   r|  r}  r  r  r   r   r   test_listlike_lambda_raisesN  r  r  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 )NrX   rW   )ri   r   ofwordsz
2016-10-01h)rp   freq)ri   r   rU   ri   r   r   rd   c                 S      g | ]}|d d qS rh   r   r,  r   r   r   rj  i      z.test_with_listlike_columns.<locals>.<listcomp>rU   c                 S   r  rh   r   r,  r   r   r   rj  m  r  )r   r   r   r  r  r  r   r6   tupler/  r7   r8   r   r   r   r   test_with_listlike_columns^  s   r  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 )Nri   r   qzr-  rD   )r   j0)r   j1c                    s    fdd d D S )Nc                    s   g | ]
}| d  v r|qS )rF   r   )r   elrL  r   r   rj  v  s    zOtest_with_listlike_columns_returning_list.<locals>.<lambda>.<locals>.<listcomp>rE   r   rL  r   rL  r   rG   v  r5  z;test_with_listlike_columns_returning_list.<locals>.<lambda>r   rd   r}   )r   r   r   from_tuplesr:   r6   r7   r8   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 rC   r  r  rL  r   r   r   rG     r   z1test_infer_output_shape_columns.<locals>.<lambda>r   rd   c                 S   s   g | ]}|j |jfqS r   r  r,  r   r   r   rj    r  z3test_infer_output_shape_columns.<locals>.<listcomp>r   r   r6   r   r/  r7   r8   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 )NrX   )r   r
   r   r   c                 S   r   r   r   rb   r   r   r   rG     rH   z:test_infer_output_shape_listlike_columns.<locals>.<lambda>r   rd   c                 S   s   g | ]}g d qS )r   r   r,  r   r   r   rj    r   z<test_infer_output_shape_listlike_columns.<locals>.<listcomp>c                 S      ddgS Nr   rX   r   rb   r   r   r   rG     rH   c                 S   s   g | ]}d dgqS r   rX   r   r,  r   r   r   rj    r   
r   r   r  r  r  r6   r   r/  r7   r8   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 )Nri   r   r   r}   c                    s
   t  S rC   r   onesrL  rh  r   r   rG     rV   zBtest_infer_output_shape_listlike_columns_np_func.<locals>.<lambda>r   rd   c                    s   g | ]}t  qS r   r  r,  rh  r   r   rj    r5  zDtest_infer_output_shape_listlike_columns_np_func.<locals>.<listcomp>)r   r   r6   r   r/  r:   r7   r8   )rd  r   r=   r>   r   rh  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   rW   r
   )r   r
   rW   rX   )r   rX   r
   rW   )ri   r   r   r?   c                 S   rr  )Nr  r   rb   r   r   r   fun  s   zDtest_infer_output_shape_listlike_columns_with_timestamp.<locals>.funr   rd   c                 S   s   g | ]}d qS )r  r   r,  r   r   r   rj        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 )NrX   )rW   r
   r   r   c                    s    S rC   r   rb   r  r   r   rG     rc   z3test_consistent_coerce_for_shapes.<locals>.<lambda>r   rd   c                    s   g | ]} qS r   r   r,  r  r   r   rj    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colsr}   r   rb   r   r   r   rG     r   z'test_consistent_names.<locals>.<lambda>r   rd   r  r  r  r   r   c                 S   s   t ddgddgdS )Nr   rX   r  r  r}   r  rb   r   r   r   rG     r   )r6   renamer7   rK   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   rb   r   r   r   rG     rH   z"test_result_type.<locals>.<lambda>r   r   r   r   r   rX   r6   r   r   r7   rK   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   rb   r   r   r   rG     rH   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   rb   r   r   r   rG     rH   z,test_result_type_broadcast.<locals>.<lambda>r   r   r/   r   r'   	r$   r0   r1   r2   r3   r6   r   r7   rK   )r   r&   r'   r0   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  ra  rW  c                       t g d dS Nr   r}   r  rb   r   r   r   rG     r  z8test_result_type_broadcast_series_func.<locals>.<lambda>r   r   r  r  r   r'   r&   r0   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   r:   rb   r   r   r   rG     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  rb   r   r   r   rG   0  r  z<test_result_type_series_result_other_index.<locals>.<lambda>r   r.   )
r$   r0   r1   r2   r3   r6   r   r   r7   rK   r  r   r   r   *test_result_type_series_result_other_index$  s   r  boxc                 C      t | S rC   )r   rb   r   r   r   rG   8  rH   c                 C   r  rC   )r  rb   r   r   r   rG   8  rH   c                 C   s   t j| ddS )Nr   r   )r   r   rb   r   r   r   rG   8  rF  )r   r  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   rb   r  r   r   rG   ?  r   z,test_consistency_for_boxed.<locals>.<lambda>r   rd   c                    s   g | ]} d dgqS r  r   r,  r  r   r   rj  @  r  z.test_consistency_for_boxed.<locals>.<listcomp>c                    r  r  r   rb   r  r   r   rG   C  r   r   r   r   r   r   rs   r   )r6   r   r/  r7   r8   r  rK   )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:   r   r   r   r*   r+   rd   r5   absolute)r   r4   absr5   r   r6   r7   rK   r   from_productr   r:   r	   )r/   r<   
other_axisf_abs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   rs   r3  r4  r   rW   r   r   r   )r   r   rk   r7   rK   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   rs   r3  r4  r         @rP        @g      9@r   r   )r4  r3  r   r   )r   r   rk   r   r~   r7   rK   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  countrX   r"  )r   rk   r   r7   r8   )rl   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  bazr   r   r   r         @r  	foobarbazr3  r   r}   )r   r   r   )r   rk   r7   rK   reindex)mdfr>   r=   r   r   r   test_agg_multiple_mixed  s$   	r  c                  C   s   t g dg dg dtdddd} d}tjt|d	 | d
dg W d    n1 s.w   Y  tjt|d	 | g d dd
g W d    d S 1 sQw   Y  d S )Nr   r  r  rn   r
   ro   r   r   r   rM   does not support reductionr~  r3  r   )rM   r   r   r   )r   r   r$   r  	TypeErrorrk   )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   rX   rd   )r9   r4  r   r9   r   r}   >   r   r   r4  )axesuniquesort_valuesrt   concatr9   r4  r   r   r   rk   r7   rK   r   r   r8   r   )r/   r<   r  name1name2r>   r=   rw   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  rn   r
   ro   r  r3  r   r   r  r}   nsr*  r  r~  r   r   )r   r  r  )r   r   rk   r   r   r   r7   r8   as_unitrK   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NrX   r
   r   r  r   Nr  r   r   r  rX   sizer
   )r  r  Tr6  )	r   r   r~   r   r   r7   r8   rK   r  )r  r   r=   r>   result1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  rd   )r   r:   r   r}   r   )
r   r   r~   r   r   rY   r   r:   r7   r8   )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)rX   rX   r
   g      ?r   r   c                 S   s   t |   S rC   )r   dropnar  )	group_colr   r   r   rw   n  rY  z&test_agg_listlike_result.<locals>.funcrX   r
   r   r  r}   rw   )
r   r   r~   rk   r   r7   r8   to_framer   rK   )r   rw   r=   r>   r   r   r   test_agg_listlike_resultj  s    
 r	  zargs, kwargs)r   r      r  rI   r   r   ri   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 rC   rq  )rE   ri   r   r   r   r   r   r    s   ztest_agg_args_kwargs.<locals>.fr   rX   rW   r   r  g      @r  g       @)r
   r   r   rk   r7   r8   )r/   rJ   kwargsr  r   r>   r=   r   r   r   test_agg_args_kwargsz  s   
r  num_cols)rX   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   ra   rC   r   rb   r   r   r   rG     rc   z,test_frequency_is_original.<locals>.<lambda>r-   )r$   r0   r1   r2   r3   rt   DatetimeIndexr   r   r   r6   r  )r  r'   r&   r0   r:   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  )rl   r:   c                 S   r!  rC   r"  rb   r   r   r   rG     r$  z.test_apply_datetime_tz_issue.<locals>.<lambda>r   r.   )r:   rl   )r$   r0   r1   r2   r3   r   r   r6   r   r7   r8   )r'   r&   r0   
timestampsr   r=   r>   r   r   r   test_apply_datetime_tz_issue  s   


r  r   r   r?   rs   method)r3  r4  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$   r  r  r   )r   r  using_infer_stringr  r   r   r   test_mixed_column_raises  s   "r  ra  r   c                 C   s:   t d| ggddgd}|dd }|j}t|| d S )Nr   ri   r   r   c                 S   r!  rC   r   rb   r   r   r   rG     r$  z"test_apply_dtype.<locals>.<lambda>)r   r6   dtypesr7   r8   )ra  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 )Nri   r   )_mgrr   )rM  mgrr   r   r   rw     s   z!test_apply_mutating.<locals>.funcri   r   rd   )r   r   r   r7   assert_cow_warningr6   rK   )using_array_managerusing_copy_on_writewarn_copy_on_writer   df_origrw   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   rX   r
   rW   r   r   r   r   r   r   ri   r   r   c                 S   s   g S rC   r   rb   r   r   r   rG     rc   z.test_apply_empty_list_reduce.<locals>.<lambda>r   r   r  r   )r   r6   r   rb  r7   r8   r   r   r   r   test_apply_empty_list_reduce  s   .r$  c                 C   s   | dkrt jjdd}|j| tddggd ddgd	}|jd
dd dd g| d}tg dg ddg dd}t|| d S )Nr    z;numba engine doesn't support list-likes/dict-like callablesr(   rW   r   r
   r   r   r   r   c                 S   r{   rC   rq  rb   r   r   r   rG     rH   z,test_apply_no_suffix_index.<locals>.<lambda>r-   )rf  rf  rf  )   r%  r%  rs   )r   rG   rG   r}   )	r$   r0   r1   r2   r3   r   r6   r7   rK   )r'   r&   r0   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   aabbbc                 S   r   r   r   rb   r   r   r   rG     rH   z/test_apply_raw_returns_string.<locals>.<lambda>r   T)r'   r/   rA   )r$   r   r   r6   r   r7   r8   r'   r   r=   r>   r   r   r   test_apply_raw_returns_string  s   
r+  c                  C   sb   t g ddd} dd }d|ddg}| |}t g d	g d
g ddg dd}t|| d S )N))r   r   r   )rX   r   r   )r
   r   r   )rW   r   rW   )r   r   r   )r   r   r   )att1att2att3r   c                 S   s   |   d S r   rq  r   r   r   r   sum_div2  r   z4test_aggregation_func_column_order.<locals>.sum_div2r   r  r3  )g      5@g      %@r  r   )g      2@g      "@r  rP  )g      1@g      !@r  rP  )r   r/  r  r3  r}   rj   )r   r/  aggsr=   r>   r   r   r   "test_aggregation_func_column_order  s   
r1  c                 C   sp   | dkrt jjdd}|j| tg dg dd}|ddg jdd	 d
| d}tg d}t	|| d S )Nr    z2numba engine not supporting duplicate index valuesr(   r  r   r  ri   c                 S   s   | j d | j d  S )Nr   r   )r   rb   r   r   r   rG   8  r   z+test_apply_getitem_axis_1.<locals>.<lambda>r   r.   )r   rX   rW   )
r$   r0   r1   r2   r3   r   r6   r   r7   r8   )r'   r&   r0   r   r=   r>   r   r   r   test_apply_getitem_axis_1/  s   
r2  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   rb   r   r   r   expected_warningF  s   
zDtest_nuisance_depr_passes_through_warnings.<locals>.expected_warningri   r   r3  r~  )r   r7   assert_produces_warningUserWarningrk   )r6  r   r   r   r   *test_nuisance_depr_passes_through_warnings>  s
   "r9  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   )r1  r2  r   r}   r   rd   )
r   r   r   r   r~   r6   typer   r7   r8   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   rX   r
   r   r  c                 S   s   t | d | d S )Nri   r   )r4  rb   r   r   r   rG   d  r   z/test_apply_on_empty_dataframe.<locals>.<lambda>r.   r   )r   headr6   r   r   r   r7   r8   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   rX   r
   r  c                 S   s   | j gS rC   r^  rb   r   r   r   rG   k  rH   z(test_apply_return_list.<locals>.<lambda>r   r   r   r   r   test_apply_return_listi  s   r>  ztest, constant)r   r   r   )rX   rX   rX   c                 C   s>   t | }t|ddgdd}ddd}||}t|| d S )Nri   r   rb  )rl   r:   r   r  r  r  )r  constantdf1r>   aggregationr=   r   r   r   test_unique_agg_type_is_seriesp  s
   	

rB  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   rX   r   )r   rX   r   )r   r   r   r   )TTFr   rd   r   )r   r   r7   r8   r   r6   rI  r   r   r   /test_any_apply_keyword_non_zero_axis_regression  s   rC  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 )NrE   r   r   r   c                 S      | | | S rC   r   )rE   ri   r   r   r   r   foo1  r   z.test_agg_mapping_func_deprecated.<locals>.foo1rX   c                 S   rD  rC   r   )rE   r   r   r   r   r   foo2  r   z.test_agg_mapping_func_deprecated.<locals>.foo2r
   rW   )r   r   z+using .+ in Series.agg cannot aggregate andr~  r   r   r   rE  rF  r   )rX   r
   rW   )r   r   )rX   r   )r   rk   r7   rK   r7  FutureWarning)r   rE  rF  r=   r>   r  r   r   r    test_agg_mapping_func_deprecated  s&   

"rH  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
   rX   r   r   r   zusing DataFrame.stdr~  r   rs   r   zusing Series.stdstdr}   )r   r   r   r   r7   r7  rG  rk   rI  r   r   r8   rK   r   r   r   r   test_agg_std  s   rJ  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   rk   r  r7   r8   r   r   r   r   (test_agg_dist_like_and_nonunique_columns  s   
rK  )r   r4  numpyr   r$   pandas.core.dtypes.dtypesr   pandasrt   r   r   r   r   r   pandas._testing_testingr7   pandas.tests.frame.commonr	   fixturer   r#   r0   
single_cpur'   r@   parametrizerL   r\   rg   rm   rv   r5   r9   rz   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   filterwarningsr   r   r   r   r   r   r   r   r
  r  r   r%  r&  r+  r0  r9  rB  rG  rH  rJ  rR  rT  r[  r`  rc  r~   rl  ro  r   r{  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r	  r  r  r  r  r  r#  r$  r'  r+  r1  r2  r9  r;  r=  r>  rB  rC  rH  rJ  rK  r   r   r   r   <module>   s   








	
			"4	*

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

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